Overview

Dataset statistics

Number of variables18
Number of observations10000
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory1.5 MiB
Average record size in memory153.0 B

Variable types

Categorical14
Text4

Dataset

Description한국대학교육협의회 대학정보공시센터에서 조사한 공시대상 대학별 학과 현황(폐과 포함)을 파일형태로 제공합니다.
URLhttps://www.data.go.kr/data/15014632/fileData.do

Alerts

조사년도 has constant value ""Constant
대학자체대계열 is highly overall correlated with 표준분류대계열 and 1 other fieldsHigh correlation
표준분류대계열 is highly overall correlated with 표준분류중계열 and 1 other fieldsHigh correlation
표준분류중계열 is highly overall correlated with 표준분류대계열 and 1 other fieldsHigh correlation
대학구분 is highly overall correlated with 학교구분 and 2 other fieldsHigh correlation
학교구분 is highly overall correlated with 대학구분 and 2 other fieldsHigh correlation
주야구분 is highly overall correlated with 학교구분High correlation
수업연한 is highly overall correlated with 대학구분High correlation
학위과정 is highly overall correlated with 대학구분 and 1 other fieldsHigh correlation
설립구분 is highly imbalanced (64.3%)Imbalance
본분교명 is highly imbalanced (82.6%)Imbalance
주야구분 is highly imbalanced (50.0%)Imbalance
학과특성 is highly imbalanced (84.1%)Imbalance
학과상태 is highly imbalanced (60.6%)Imbalance

Reproduction

Analysis started2023-12-12 05:24:15.708295
Analysis finished2023-12-12 05:24:18.871373
Duration3.16 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

조사년도
Categorical

CONSTANT 

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023
10000 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2023
2nd row2023
3rd row2023
4th row2023
5th row2023

Common Values

ValueCountFrequency (%)
2023 10000
100.0%

Length

2023-12-12T14:24:18.953809image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T14:24:19.047398image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2023 10000
100.0%

대학구분
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
대학
4364 
대학원
3872 
전문대학
1682 
대학원대학
 
82

Length

Max length5
Median length4
Mean length2.7482
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row대학
2nd row전문대학
3rd row대학
4th row전문대학
5th row대학원

Common Values

ValueCountFrequency (%)
대학 4364
43.6%
대학원 3872
38.7%
전문대학 1682
 
16.8%
대학원대학 82
 
0.8%

Length

2023-12-12T14:24:19.144465image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T14:24:19.253221image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
대학 4364
43.6%
대학원 3872
38.7%
전문대학 1682
 
16.8%
대학원대학 82
 
0.8%

학교구분
Categorical

HIGH CORRELATION 

Distinct13
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
대학교
4068 
일반대학원
1991 
특수대학원
1677 
전문대학
1614 
전문대학원
 
286
Other values (8)
 
364

Length

Max length11
Median length9
Mean length4.066
Min length3

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row대학교
2nd row전문대학
3rd row대학교
4th row전문대학
5th row일반대학원

Common Values

ValueCountFrequency (%)
대학교 4068
40.7%
일반대학원 1991
19.9%
특수대학원 1677
16.8%
전문대학 1614
 
16.1%
전문대학원 286
 
2.9%
사이버대학(대학) 129
 
1.3%
산업대학 103
 
1.0%
기능대학 57
 
0.6%
교육대학 48
 
0.5%
각종학교(대학) 11
 
0.1%
Other values (3) 16
 
0.2%

Length

2023-12-12T14:24:19.384012image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
대학교 4068
40.7%
일반대학원 1991
19.9%
특수대학원 1677
16.8%
전문대학 1614
 
16.1%
전문대학원 286
 
2.9%
사이버대학(대학 129
 
1.3%
산업대학 103
 
1.0%
기능대학 57
 
0.6%
교육대학 48
 
0.5%
각종학교(대학 11
 
0.1%
Other values (3) 16
 
0.2%

지역
Categorical

Distinct17
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
서울
2104 
경기
1462 
부산
901 
경북
731 
충남
726 
Other values (12)
4076 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row서울
2nd row경기
3rd row충북
4th row전북
5th row충북

Common Values

ValueCountFrequency (%)
서울 2104
21.0%
경기 1462
14.6%
부산 901
9.0%
경북 731
 
7.3%
충남 726
 
7.3%
전북 561
 
5.6%
강원 521
 
5.2%
충북 476
 
4.8%
경남 466
 
4.7%
대전 464
 
4.6%
Other values (7) 1588
15.9%

Length

2023-12-12T14:24:19.509434image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
서울 2104
21.0%
경기 1462
14.6%
부산 901
9.0%
경북 731
 
7.3%
충남 726
 
7.3%
전북 561
 
5.6%
강원 521
 
5.2%
충북 476
 
4.8%
경남 466
 
4.7%
대전 464
 
4.6%
Other values (7) 1588
15.9%

설립구분
Categorical

IMBALANCE 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
사립
7566 
국립
2112 
국립대법인
 
144
공립
 
72
특별법법인
 
48
Other values (2)
 
58

Length

Max length5
Median length2
Mean length2.066
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row사립
2nd row국립
3rd row사립
4th row사립
5th row국립

Common Values

ValueCountFrequency (%)
사립 7566
75.7%
국립 2112
 
21.1%
국립대법인 144
 
1.4%
공립 72
 
0.7%
특별법법인 48
 
0.5%
기타 30
 
0.3%
특별법국립 28
 
0.3%

Length

2023-12-12T14:24:19.647382image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T14:24:19.758632image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
사립 7566
75.7%
국립 2112
 
21.1%
국립대법인 144
 
1.4%
공립 72
 
0.7%
특별법법인 48
 
0.5%
기타 30
 
0.3%
특별법국립 28
 
0.3%

학교명
Text

Distinct1263
Distinct (%)12.6%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-12T14:24:20.011524image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length29
Median length28
Mean length8.2301
Min length4

Characters and Unicode

Total characters82301
Distinct characters297
Distinct categories8 ?
Distinct scripts3 ?
Distinct blocks5 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique382 ?
Unique (%)3.8%

Sample

1st row경기대학교
2nd row한국복지대학교
3rd row세명대학교
4th row원광보건대학교
5th row충북대학교 대학원
ValueCountFrequency (%)
대학원 1346
 
9.6%
일반대학원 668
 
4.8%
교육대학원 478
 
3.4%
강원대학교 168
 
1.2%
전북대학교 148
 
1.1%
경북대학교 136
 
1.0%
동의대학교 125
 
0.9%
건국대학교 122
 
0.9%
경기대학교 121
 
0.9%
경상국립대학교 118
 
0.8%
Other values (764) 10616
75.6%
2023-12-12T14:24:20.448784image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
학 14566
17.7%
대 14429
17.5%
교 10646
 
12.9%
원 4863
 
5.9%
4046
 
4.9%
국 1386
 
1.7%
경 1347
 
1.6%
한 1180
 
1.4%
산 853
 
1.0%
동 842
 
1.0%
Other values (287) 28143
34.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 76978
93.5%
Space Separator 4046
 
4.9%
Uppercase Letter 615
 
0.7%
Open Punctuation 284
 
0.3%
Close Punctuation 284
 
0.3%
Other Punctuation 71
 
0.1%
Lowercase Letter 19
 
< 0.1%
Dash Punctuation 4
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
학 14566
18.9%
대 14429
18.7%
교 10646
13.8%
원 4863
 
6.3%
국 1386
 
1.8%
경 1347
 
1.7%
한 1180
 
1.5%
산 853
 
1.1%
동 842
 
1.1%
육 780
 
1.0%
Other values (250) 26086
33.9%
Uppercase Letter
ValueCountFrequency (%)
I 179
29.1%
E 107
17.4%
S 65
 
10.6%
W 59
 
9.6%
C 44
 
7.2%
R 43
 
7.0%
A 43
 
7.0%
V 32
 
5.2%
T 16
 
2.6%
O 8
 
1.3%
Other values (7) 19
 
3.1%
Lowercase Letter
ValueCountFrequency (%)
e 3
15.8%
o 2
10.5%
l 2
10.5%
u 2
10.5%
r 2
10.5%
g 1
 
5.3%
y 1
 
5.3%
h 1
 
5.3%
n 1
 
5.3%
m 1
 
5.3%
Other values (3) 3
15.8%
Other Punctuation
ValueCountFrequency (%)
・ 52
73.2%
· 17
 
23.9%
. 2
 
2.8%
Space Separator
ValueCountFrequency (%)
4046
100.0%
Open Punctuation
ValueCountFrequency (%)
( 284
100.0%
Close Punctuation
ValueCountFrequency (%)
) 284
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 4
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 76978
93.5%
Common 4689
 
5.7%
Latin 634
 
0.8%

Most frequent character per script

Hangul
ValueCountFrequency (%)
학 14566
18.9%
대 14429
18.7%
교 10646
13.8%
원 4863
 
6.3%
국 1386
 
1.8%
경 1347
 
1.7%
한 1180
 
1.5%
산 853
 
1.1%
동 842
 
1.1%
육 780
 
1.0%
Other values (250) 26086
33.9%
Latin
ValueCountFrequency (%)
I 179
28.2%
E 107
16.9%
S 65
 
10.3%
W 59
 
9.3%
C 44
 
6.9%
R 43
 
6.8%
A 43
 
6.8%
V 32
 
5.0%
T 16
 
2.5%
O 8
 
1.3%
Other values (20) 38
 
6.0%
Common
ValueCountFrequency (%)
4046
86.3%
( 284
 
6.1%
) 284
 
6.1%
・ 52
 
1.1%
· 17
 
0.4%
- 4
 
0.1%
. 2
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
Hangul 76977
93.5%
ASCII 5254
 
6.4%
Katakana 52
 
0.1%
None 17
 
< 0.1%
Compat Jamo 1
 
< 0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
학 14566
18.9%
대 14429
18.7%
교 10646
13.8%
원 4863
 
6.3%
국 1386
 
1.8%
경 1347
 
1.7%
한 1180
 
1.5%
산 853
 
1.1%
동 842
 
1.1%
육 780
 
1.0%
Other values (249) 26085
33.9%
ASCII
ValueCountFrequency (%)
4046
77.0%
( 284
 
5.4%
) 284
 
5.4%
I 179
 
3.4%
E 107
 
2.0%
S 65
 
1.2%
W 59
 
1.1%
C 44
 
0.8%
R 43
 
0.8%
A 43
 
0.8%
Other values (25) 100
 
1.9%
Katakana
ValueCountFrequency (%)
・ 52
100.0%
None
ValueCountFrequency (%)
· 17
100.0%
Compat Jamo
ValueCountFrequency (%)
ㆍ 1
100.0%

본분교명
Categorical

IMBALANCE 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
본교
9390 
제2캠퍼스
 
369
분교
 
218
제3캠퍼스
 
15
제4캠퍼스
 
8

Length

Max length5
Median length2
Mean length2.1176
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row제2캠퍼스
2nd row본교
3rd row본교
4th row본교
5th row본교

Common Values

ValueCountFrequency (%)
본교 9390
93.9%
제2캠퍼스 369
 
3.7%
분교 218
 
2.2%
제3캠퍼스 15
 
0.1%
제4캠퍼스 8
 
0.1%

Length

2023-12-12T14:24:20.594740image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T14:24:20.699067image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
본교 9390
93.9%
제2캠퍼스 369
 
3.7%
분교 218
 
2.2%
제3캠퍼스 15
 
0.1%
제4캠퍼스 8
 
0.1%

단과대학명
Text

Distinct440
Distinct (%)4.4%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-12T14:24:21.119957image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length25
Median length7
Mean length6.537
Min length3

Characters and Unicode

Total characters65370
Distinct characters270
Distinct categories9 ?
Distinct scripts3 ?
Distinct blocks5 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique124 ?
Unique (%)1.2%

Sample

1st row관광문화대학
2nd row단과대구분없음
3rd rowIT엔지니어링대학
4th row단과대구분없음
5th row단과대구분없음
ValueCountFrequency (%)
단과대구분없음 6399
63.9%
공과대학 475
 
4.7%
사회과학대학 217
 
2.2%
인문대학 151
 
1.5%
자연과학대학 130
 
1.3%
사범대학 114
 
1.1%
예술대학 96
 
1.0%
경영대학 88
 
0.9%
인문사회과학대학 72
 
0.7%
과학기술대학 58
 
0.6%
Other values (436) 2218
 
22.1%
2023-12-12T14:24:21.771945image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
대 9942
15.2%
과 7986
12.2%
음 6433
9.8%
단 6399
9.8%
구 6399
9.8%
분 6399
9.8%
없 6399
9.8%
학 4541
6.9%
공 703
 
1.1%
문 559
 
0.9%
Other values (260) 9610
14.7%

Most occurring categories

ValueCountFrequency (%)
Other Letter 64822
99.2%
Uppercase Letter 403
 
0.6%
Lowercase Letter 83
 
0.1%
Other Punctuation 26
 
< 0.1%
Space Separator 18
 
< 0.1%
Decimal Number 9
 
< 0.1%
Dash Punctuation 7
 
< 0.1%
Open Punctuation 1
 
< 0.1%
Close Punctuation 1
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
대 9942
15.3%
과 7986
12.3%
음 6433
9.9%
단 6399
9.9%
구 6399
9.9%
분 6399
9.9%
없 6399
9.9%
학 4541
7.0%
공 703
 
1.1%
문 559
 
0.9%
Other values (217) 9062
14.0%
Uppercase Letter
ValueCountFrequency (%)
I 113
28.0%
T 104
25.8%
C 42
 
10.4%
A 35
 
8.7%
S 23
 
5.7%
M 16
 
4.0%
H 16
 
4.0%
R 14
 
3.5%
W 9
 
2.2%
L 7
 
1.7%
Other values (9) 24
 
6.0%
Lowercase Letter
ValueCountFrequency (%)
e 15
18.1%
l 11
13.3%
s 11
13.3%
n 10
12.0%
a 8
9.6%
g 6
 
7.2%
t 5
 
6.0%
i 4
 
4.8%
r 4
 
4.8%
o 4
 
4.8%
Other values (2) 5
 
6.0%
Other Punctuation
ValueCountFrequency (%)
‧ 9
34.6%
· 8
30.8%
. 4
15.4%
& 4
15.4%
: 1
 
3.8%
Decimal Number
ValueCountFrequency (%)
3 3
33.3%
2 3
33.3%
1 3
33.3%
Space Separator
ValueCountFrequency (%)
18
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 7
100.0%
Open Punctuation
ValueCountFrequency (%)
( 1
100.0%
Close Punctuation
ValueCountFrequency (%)
) 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 64822
99.2%
Latin 486
 
0.7%
Common 62
 
0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
대 9942
15.3%
과 7986
12.3%
음 6433
9.9%
단 6399
9.9%
구 6399
9.9%
분 6399
9.9%
없 6399
9.9%
학 4541
7.0%
공 703
 
1.1%
문 559
 
0.9%
Other values (217) 9062
14.0%
Latin
ValueCountFrequency (%)
I 113
23.3%
T 104
21.4%
C 42
 
8.6%
A 35
 
7.2%
S 23
 
4.7%
M 16
 
3.3%
H 16
 
3.3%
e 15
 
3.1%
R 14
 
2.9%
l 11
 
2.3%
Other values (21) 97
20.0%
Common
ValueCountFrequency (%)
18
29.0%
‧ 9
14.5%
· 8
12.9%
- 7
 
11.3%
. 4
 
6.5%
& 4
 
6.5%
3 3
 
4.8%
2 3
 
4.8%
1 3
 
4.8%
( 1
 
1.6%
Other values (2) 2
 
3.2%

Most occurring blocks

ValueCountFrequency (%)
Hangul 64769
99.1%
ASCII 531
 
0.8%
Compat Jamo 53
 
0.1%
Punctuation 9
 
< 0.1%
None 8
 
< 0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
대 9942
15.3%
과 7986
12.3%
음 6433
9.9%
단 6399
9.9%
구 6399
9.9%
분 6399
9.9%
없 6399
9.9%
학 4541
7.0%
공 703
 
1.1%
문 559
 
0.9%
Other values (216) 9009
13.9%
ASCII
ValueCountFrequency (%)
I 113
21.3%
T 104
19.6%
C 42
 
7.9%
A 35
 
6.6%
S 23
 
4.3%
18
 
3.4%
M 16
 
3.0%
H 16
 
3.0%
e 15
 
2.8%
R 14
 
2.6%
Other values (31) 135
25.4%
Compat Jamo
ValueCountFrequency (%)
ㆍ 53
100.0%
Punctuation
ValueCountFrequency (%)
‧ 9
100.0%
None
ValueCountFrequency (%)
· 8
100.0%

학부_과(전공)명
Text

Distinct5287
Distinct (%)52.9%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-12T14:24:22.047232image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length39
Median length33
Mean length7.0604
Min length2

Characters and Unicode

Total characters70604
Distinct characters511
Distinct categories13 ?
Distinct scripts3 ?
Distinct blocks8 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique4106 ?
Unique (%)41.1%

Sample

1st row관광개발전공
2nd row장애상담심리과
3rd row전기공학과
4th row항공서비스과
5th row합성생물학학과간협동과정
ValueCountFrequency (%)
사회복지학과 103
 
1.0%
경영학과 91
 
0.9%
간호학과 69
 
0.7%
행정학과 67
 
0.6%
컴퓨터공학과 51
 
0.5%
전자공학과 43
 
0.4%
영어영문학과 43
 
0.4%
법학과 42
 
0.4%
기타모집단위 40
 
0.4%
유아교육과 40
 
0.4%
Other values (5350) 9753
94.3%
2023-12-12T14:24:22.495013image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
학 7779
 
11.0%
과 7266
 
10.3%
공 4398
 
6.2%
전 2888
 
4.1%
경 1208
 
1.7%
부 1171
 
1.7%
정 1165
 
1.7%
교 1095
 
1.6%
영 1074
 
1.5%
육 1055
 
1.5%
Other values (501) 41505
58.8%

Most occurring categories

ValueCountFrequency (%)
Other Letter 67817
96.1%
Uppercase Letter 640
 
0.9%
Close Punctuation 509
 
0.7%
Open Punctuation 509
 
0.7%
Other Punctuation 428
 
0.6%
Space Separator 342
 
0.5%
Lowercase Letter 190
 
0.3%
Decimal Number 109
 
0.2%
Dash Punctuation 43
 
0.1%
Connector Punctuation 9
 
< 0.1%
Other values (3) 8
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
학 7779
 
11.5%
과 7266
 
10.7%
공 4398
 
6.5%
전 2888
 
4.3%
경 1208
 
1.8%
부 1171
 
1.7%
정 1165
 
1.7%
교 1095
 
1.6%
영 1074
 
1.6%
육 1055
 
1.6%
Other values (430) 38718
57.1%
Uppercase Letter
ValueCountFrequency (%)
I 142
22.2%
T 127
19.8%
A 59
9.2%
C 43
 
6.7%
M 39
 
6.1%
B 32
 
5.0%
E 25
 
3.9%
S 24
 
3.8%
O 22
 
3.4%
D 19
 
3.0%
Other values (13) 108
16.9%
Lowercase Letter
ValueCountFrequency (%)
e 36
18.9%
i 19
10.0%
o 14
 
7.4%
a 14
 
7.4%
r 13
 
6.8%
t 12
 
6.3%
u 12
 
6.3%
l 12
 
6.3%
s 12
 
6.3%
n 10
 
5.3%
Other values (12) 36
18.9%
Other Punctuation
ValueCountFrequency (%)
・ 250
58.4%
· 70
 
16.4%
. 54
 
12.6%
, 20
 
4.7%
/ 13
 
3.0%
& 13
 
3.0%
․ 5
 
1.2%
• 2
 
0.5%
‧ 1
 
0.2%
Decimal Number
ValueCountFrequency (%)
3 46
42.2%
2 23
21.1%
4 21
19.3%
5 12
 
11.0%
1 5
 
4.6%
6 2
 
1.8%
Close Punctuation
ValueCountFrequency (%)
) 508
99.8%
] 1
 
0.2%
Open Punctuation
ValueCountFrequency (%)
( 508
99.8%
[ 1
 
0.2%
Math Symbol
ValueCountFrequency (%)
+ 5
83.3%
⋅ 1
 
16.7%
Space Separator
ValueCountFrequency (%)
342
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 43
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 9
100.0%
Other Number
ValueCountFrequency (%)
³ 1
100.0%
Modifier Symbol
ValueCountFrequency (%)
˙ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 67817
96.1%
Common 1957
 
2.8%
Latin 830
 
1.2%

Most frequent character per script

Hangul
ValueCountFrequency (%)
학 7779
 
11.5%
과 7266
 
10.7%
공 4398
 
6.5%
전 2888
 
4.3%
경 1208
 
1.8%
부 1171
 
1.7%
정 1165
 
1.7%
교 1095
 
1.6%
영 1074
 
1.6%
육 1055
 
1.6%
Other values (430) 38718
57.1%
Latin
ValueCountFrequency (%)
I 142
17.1%
T 127
15.3%
A 59
 
7.1%
C 43
 
5.2%
M 39
 
4.7%
e 36
 
4.3%
B 32
 
3.9%
E 25
 
3.0%
S 24
 
2.9%
O 22
 
2.7%
Other values (35) 281
33.9%
Common
ValueCountFrequency (%)
) 508
26.0%
( 508
26.0%
342
17.5%
・ 250
12.8%
· 70
 
3.6%
. 54
 
2.8%
3 46
 
2.4%
- 43
 
2.2%
2 23
 
1.2%
4 21
 
1.1%
Other values (16) 92
 
4.7%

Most occurring blocks

ValueCountFrequency (%)
Hangul 67778
96.0%
ASCII 2456
 
3.5%
Katakana 250
 
0.4%
None 71
 
0.1%
Compat Jamo 39
 
0.1%
Punctuation 8
 
< 0.1%
Math Operators 1
 
< 0.1%
Modifier Letters 1
 
< 0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
학 7779
 
11.5%
과 7266
 
10.7%
공 4398
 
6.5%
전 2888
 
4.3%
경 1208
 
1.8%
부 1171
 
1.7%
정 1165
 
1.7%
교 1095
 
1.6%
영 1074
 
1.6%
육 1055
 
1.6%
Other values (429) 38679
57.1%
ASCII
ValueCountFrequency (%)
) 508
20.7%
( 508
20.7%
342
13.9%
I 142
 
5.8%
T 127
 
5.2%
A 59
 
2.4%
. 54
 
2.2%
3 46
 
1.9%
- 43
 
1.8%
C 43
 
1.8%
Other values (53) 584
23.8%
Katakana
ValueCountFrequency (%)
・ 250
100.0%
None
ValueCountFrequency (%)
· 70
98.6%
³ 1
 
1.4%
Compat Jamo
ValueCountFrequency (%)
ㆍ 39
100.0%
Punctuation
ValueCountFrequency (%)
․ 5
62.5%
• 2
 
25.0%
‧ 1
 
12.5%
Math Operators
ValueCountFrequency (%)
⋅ 1
100.0%
Modifier Letters
ValueCountFrequency (%)
˙ 1
100.0%

주야구분
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
주간
7418 
야간
2251 
계절제
 
167
원격
 
164

Length

Max length3
Median length2
Mean length2.0167
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
주간 7418
74.2%
야간 2251
 
22.5%
계절제 167
 
1.7%
원격 164
 
1.6%

Length

2023-12-12T14:24:22.642235image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T14:24:22.749356image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
주간 7418
74.2%
야간 2251
 
22.5%
계절제 167
 
1.7%
원격 164
 
1.6%

학과특성
Categorical

IMBALANCE 

Distinct9
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
일반과정
9285 
계약학과
 
262
학사학위전공심화(경력없음)
 
209
산업체위탁
 
209
학사학위전공심화(경력있음)
 
23
Other values (4)
 
12

Length

Max length14
Median length4
Mean length4.2555
Min length4

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

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

Common Values

ValueCountFrequency (%)
일반과정 9285
92.8%
계약학과 262
 
2.6%
학사학위전공심화(경력없음) 209
 
2.1%
산업체위탁 209
 
2.1%
학사학위전공심화(경력있음) 23
 
0.2%
특별과정 5
 
0.1%
학석사통합과정 4
 
< 0.1%
산학협력취업약정제 2
 
< 0.1%
학사학위전공심화 1
 
< 0.1%

Length

2023-12-12T14:24:22.880343image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T14:24:23.049617image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
일반과정 9285
92.8%
계약학과 262
 
2.6%
학사학위전공심화(경력없음 209
 
2.1%
산업체위탁 209
 
2.1%
학사학위전공심화(경력있음 23
 
0.2%
특별과정 5
 
< 0.1%
학석사통합과정 4
 
< 0.1%
산학협력취업약정제 2
 
< 0.1%
학사학위전공심화 1
 
< 0.1%

학과상태
Categorical

IMBALANCE 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
폐지
4994 
기존
4712 
변경[폐지]
 
254
통합[폐지]
 
29
분리[폐지]
 
8
Other values (3)
 
3

Length

Max length6
Median length2
Mean length2.1176
Min length2

Unique

Unique3 ?
Unique (%)< 0.1%

Sample

1st row폐지
2nd row폐지
3rd row기존
4th row폐지
5th row폐지

Common Values

ValueCountFrequency (%)
폐지 4994
49.9%
기존 4712
47.1%
변경[폐지] 254
 
2.5%
통합[폐지] 29
 
0.3%
분리[폐지] 8
 
0.1%
분리[기존] 1
 
< 0.1%
변경[기존] 1
 
< 0.1%
통합[기존] 1
 
< 0.1%

Length

2023-12-12T14:24:23.200354image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T14:24:23.325985image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
폐지 4994
49.9%
기존 4712
47.1%
변경[폐지 254
 
2.5%
통합[폐지 29
 
0.3%
분리[폐지 8
 
0.1%
분리[기존 1
 
< 0.1%
변경[기존 1
 
< 0.1%
통합[기존 1
 
< 0.1%

표준분류대계열
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
인문사회계열
4172 
공학계열
2650 
자연과학계열
1792 
예체능계열
1321 
의학계열
 
65

Length

Max length6
Median length6
Mean length5.3249
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row인문사회계열
2nd row인문사회계열
3rd row공학계열
4th row인문사회계열
5th row자연과학계열

Common Values

ValueCountFrequency (%)
인문사회계열 4172
41.7%
공학계열 2650
26.5%
자연과학계열 1792
17.9%
예체능계열 1321
 
13.2%
의학계열 65
 
0.7%

Length

2023-12-12T14:24:23.475137image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T14:24:23.603768image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
인문사회계열 4172
41.7%
공학계열 2650
26.5%
자연과학계열 1792
17.9%
예체능계열 1321
 
13.2%
의학계열 65
 
0.7%

표준분류중계열
Categorical

HIGH CORRELATION 

Distinct27
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
경영・경제
1202 
사회과학
1106 
전기・전자・컴퓨터
999 
교육
904 
건설
 
516
Other values (22)
5273 

Length

Max length11
Median length10
Mean length4.5575
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row경영・경제
2nd row사회과학
3rd row전기・전자・컴퓨터
4th row경영・경제
5th row화학・생명과학・환경

Common Values

ValueCountFrequency (%)
경영・경제 1202
 
12.0%
사회과학 1106
 
11.1%
전기・전자・컴퓨터 999
 
10.0%
교육 904
 
9.0%
건설 516
 
5.2%
N.C.E 497
 
5.0%
언어・문학 488
 
4.9%
미술 462
 
4.6%
기계 418
 
4.2%
인문학 403
 
4.0%
Other values (17) 3005
30.0%

Length

2023-12-12T14:24:24.014632image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
경영・경제 1202
 
12.0%
사회과학 1106
 
11.1%
전기・전자・컴퓨터 999
 
10.0%
교육 904
 
9.0%
건설 516
 
5.2%
n.c.e 497
 
5.0%
언어・문학 488
 
4.9%
미술 462
 
4.6%
기계 418
 
4.2%
인문학 403
 
4.0%
Other values (17) 3005
30.0%

표준분류소계열
Text

Distinct151
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-12T14:24:24.271957image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length12
Median length10
Mean length4.5659
Min length2

Characters and Unicode

Total characters45659
Distinct characters177
Distinct categories4 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique3 ?
Unique (%)< 0.1%

Sample

1st row관광학
2nd row심리학
3rd row전기공학
4th row관광학
5th row생명과학
ValueCountFrequency (%)
n.c.e 946
 
9.5%
경영학 506
 
5.1%
디자인 321
 
3.2%
사회복지학 314
 
3.1%
체육 264
 
2.6%
행정학 260
 
2.6%
정보・통신공학 252
 
2.5%
전산학・컴퓨터공학 219
 
2.2%
기계공학 198
 
2.0%
생명과학 197
 
2.0%
Other values (142) 6525
65.2%
2023-12-12T14:24:24.724666image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
학 7362
 
16.1%
. 2838
 
6.2%
공 2370
 
5.2%
・ 2017
 
4.4%
육 1131
 
2.5%
교 1051
 
2.3%
영 950
 
2.1%
N 946
 
2.1%
C 946
 
2.1%
E 946
 
2.1%
Other values (167) 25102
55.0%

Most occurring categories

ValueCountFrequency (%)
Other Letter 37856
82.9%
Other Punctuation 4855
 
10.6%
Uppercase Letter 2838
 
6.2%
Space Separator 110
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
학 7362
 
19.4%
공 2370
 
6.3%
육 1131
 
3.0%
교 1051
 
2.8%
영 950
 
2.5%
경 797
 
2.1%
자 712
 
1.9%
어 684
 
1.8%
정 657
 
1.7%
보 619
 
1.6%
Other values (161) 21523
56.9%
Uppercase Letter
ValueCountFrequency (%)
N 946
33.3%
C 946
33.3%
E 946
33.3%
Other Punctuation
ValueCountFrequency (%)
. 2838
58.5%
・ 2017
41.5%
Space Separator
ValueCountFrequency (%)
110
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 37856
82.9%
Common 4965
 
10.9%
Latin 2838
 
6.2%

Most frequent character per script

Hangul
ValueCountFrequency (%)
학 7362
 
19.4%
공 2370
 
6.3%
육 1131
 
3.0%
교 1051
 
2.8%
영 950
 
2.5%
경 797
 
2.1%
자 712
 
1.9%
어 684
 
1.8%
정 657
 
1.7%
보 619
 
1.6%
Other values (161) 21523
56.9%
Common
ValueCountFrequency (%)
. 2838
57.2%
・ 2017
40.6%
110
 
2.2%
Latin
ValueCountFrequency (%)
N 946
33.3%
C 946
33.3%
E 946
33.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 37856
82.9%
ASCII 5786
 
12.7%
Katakana 2017
 
4.4%

Most frequent character per block

Hangul
ValueCountFrequency (%)
학 7362
 
19.4%
공 2370
 
6.3%
육 1131
 
3.0%
교 1051
 
2.8%
영 950
 
2.5%
경 797
 
2.1%
자 712
 
1.9%
어 684
 
1.8%
정 657
 
1.7%
보 619
 
1.6%
Other values (161) 21523
56.9%
ASCII
ValueCountFrequency (%)
. 2838
49.0%
N 946
 
16.3%
C 946
 
16.3%
E 946
 
16.3%
110
 
1.9%
Katakana
ValueCountFrequency (%)
・ 2017
100.0%

대학자체대계열
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
인문ㆍ사회계열
4153 
공학계열
2608 
자연과학계열
1858 
예ㆍ체능계열
1313 
의학계열
 
68

Length

Max length7
Median length6
Mean length5.8801
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row인문ㆍ사회계열
2nd row인문ㆍ사회계열
3rd row공학계열
4th row인문ㆍ사회계열
5th row자연과학계열

Common Values

ValueCountFrequency (%)
인문ㆍ사회계열 4153
41.5%
공학계열 2608
26.1%
자연과학계열 1858
18.6%
예ㆍ체능계열 1313
 
13.1%
의학계열 68
 
0.7%

Length

2023-12-12T14:24:24.889477image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T14:24:25.010796image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
인문ㆍ사회계열 4153
41.5%
공학계열 2608
26.1%
자연과학계열 1858
18.6%
예ㆍ체능계열 1313
 
13.1%
의학계열 68
 
0.7%

수업연한
Categorical

HIGH CORRELATION 

Distinct13
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
4년
5124 
2년
2720 
2.5년
1151 
3년
647 
2년(전공심화)
 
141
Other values (8)
 
217

Length

Max length8
Median length2
Mean length2.3836
Min length2

Unique

Unique2 ?
Unique (%)< 0.1%

Sample

1st row4년
2nd row3년
3rd row4년
4th row2년
5th row2년

Common Values

ValueCountFrequency (%)
4년 5124
51.2%
2년 2720
27.2%
2.5년 1151
 
11.5%
3년 647
 
6.5%
2년(전공심화) 141
 
1.4%
1년(전공심화) 92
 
0.9%
5년 41
 
0.4%
4.5년 37
 
0.4%
3.5년 18
 
0.2%
6년 14
 
0.1%
Other values (3) 15
 
0.1%

Length

2023-12-12T14:24:25.157742image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
4년 5124
51.2%
2년 2720
27.2%
2.5년 1151
 
11.5%
3년 647
 
6.5%
2년(전공심화 141
 
1.4%
1년(전공심화 92
 
0.9%
5년 41
 
0.4%
4.5년 37
 
0.4%
3.5년 18
 
0.2%
6년 14
 
0.1%
Other values (3) 15
 
0.1%

학위과정
Categorical

HIGH CORRELATION 

Distinct10
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
학사
4620 
석사
2191 
전문학사
1425 
석사,박사, 석박사통합
942 
석사, 박사
662 
Other values (5)
 
160

Length

Max length12
Median length2
Mean length3.5021
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row학사
2nd row전문학사
3rd row학사
4th row전문학사
5th row석사, 박사

Common Values

ValueCountFrequency (%)
학사 4620
46.2%
석사 2191
21.9%
전문학사 1425
 
14.2%
석사,박사, 석박사통합 942
 
9.4%
석사, 박사 662
 
6.6%
박사 143
 
1.4%
박사, 석박사통합 10
 
0.1%
석사, 석박사통합 3
 
< 0.1%
학석사통합 2
 
< 0.1%
석박사통합 2
 
< 0.1%

Length

2023-12-12T14:24:25.301246image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T14:24:25.431470image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
학사 4620
39.8%
석사 2856
24.6%
전문학사 1425
 
12.3%
석박사통합 957
 
8.2%
석사,박사 942
 
8.1%
박사 815
 
7.0%
학석사통합 2
 
< 0.1%

Correlations

2023-12-12T14:24:25.549971image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
대학구분학교구분지역설립구분본분교명주야구분학과특성학과상태표준분류대계열표준분류중계열대학자체대계열수업연한학위과정
대학구분1.0000.9390.3170.5220.0980.5480.3880.3120.0870.3790.0930.7600.897
학교구분0.9391.0000.3490.5570.1390.8580.3750.2350.2440.4600.2530.7950.816
지역0.3170.3491.0000.5200.3850.2640.1660.1390.1810.2620.1890.2910.260
설립구분0.5220.5570.5201.0000.0660.1790.3040.1020.1360.3540.1430.3790.281
본분교명0.0980.1390.3850.0661.0000.0320.0260.0000.1140.1790.1140.1080.157
주야구분0.5480.8580.2640.1790.0321.0000.3030.0910.1170.4930.1250.6210.573
학과특성0.3880.3750.1660.3040.0260.3031.0000.0350.0960.2790.0950.7190.362
학과상태0.3120.2350.1390.1020.0000.0910.0351.0000.0900.1810.0920.0760.212
표준분류대계열0.0870.2440.1810.1360.1140.1170.0960.0901.0000.9880.9980.2040.323
표준분류중계열0.3790.4600.2620.3540.1790.4930.2790.1810.9881.0000.9750.4640.410
대학자체대계열0.0930.2530.1890.1430.1140.1250.0950.0920.9980.9751.0000.2080.327
수업연한0.7600.7950.2910.3790.1080.6210.7190.0760.2040.4640.2081.0000.769
학위과정0.8970.8160.2600.2810.1570.5730.3620.2120.3230.4100.3270.7691.000
2023-12-12T14:24:25.697917image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
학과특성대학자체대계열표준분류대계열수업연한주야구분표준분류중계열학위과정학교구분학과상태지역설립구분대학구분본분교명
학과특성1.0000.0550.0550.4120.1980.0970.1730.1710.0170.0670.1650.2580.015
대학자체대계열0.0551.0000.9310.1140.1030.8980.1420.1400.0560.0980.0920.0760.043
표준분류대계열0.0550.9311.0000.1120.0960.9510.1400.1340.0550.0940.0870.0710.043
수업연한0.4120.1140.1121.0000.4150.1650.4550.3320.0340.1060.1870.5620.059
주야구분0.1980.1030.0960.4151.0000.2790.3800.7030.0410.1490.1240.2390.026
표준분류중계열0.0970.8980.9510.1650.2791.0000.1600.1630.0730.0780.1560.2070.087
학위과정0.1730.1420.1400.4550.3800.1601.0000.5170.1020.1040.1460.7760.066
학교구분0.1710.1400.1340.3320.7030.1630.5171.0000.1080.1290.2990.8600.075
학과상태0.0170.0560.0550.0340.0410.0730.1020.1081.0000.0590.0550.1440.000
지역0.0670.0980.0940.1060.1490.0780.1040.1290.0591.0000.2650.1810.209
설립구분0.1650.0920.0870.1870.1240.1560.1460.2990.0550.2651.0000.3870.042
대학구분0.2580.0760.0710.5620.2390.2070.7760.8600.1440.1810.3871.0000.080
본분교명0.0150.0430.0430.0590.0260.0870.0660.0750.0000.2090.0420.0801.000
2023-12-12T14:24:25.840956image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
대학구분학교구분지역설립구분본분교명주야구분학과특성학과상태표준분류대계열표준분류중계열대학자체대계열수업연한학위과정
대학구분1.0000.8600.1810.3870.0800.2390.2580.1440.0710.2070.0760.5620.776
학교구분0.8601.0000.1290.2990.0750.7030.1710.1080.1340.1630.1400.3320.517
지역0.1810.1291.0000.2650.2090.1490.0670.0590.0940.0780.0980.1060.104
설립구분0.3870.2990.2651.0000.0420.1240.1650.0550.0870.1560.0920.1870.146
본분교명0.0800.0750.2090.0421.0000.0260.0150.0000.0430.0870.0430.0590.066
주야구분0.2390.7030.1490.1240.0261.0000.1980.0410.0960.2790.1030.4150.380
학과특성0.2580.1710.0670.1650.0150.1981.0000.0170.0550.0970.0550.4120.173
학과상태0.1440.1080.0590.0550.0000.0410.0171.0000.0550.0730.0560.0340.102
표준분류대계열0.0710.1340.0940.0870.0430.0960.0550.0551.0000.9510.9310.1120.140
표준분류중계열0.2070.1630.0780.1560.0870.2790.0970.0730.9511.0000.8980.1650.160
대학자체대계열0.0760.1400.0980.0920.0430.1030.0550.0560.9310.8981.0000.1140.142
수업연한0.5620.3320.1060.1870.0590.4150.4120.0340.1120.1650.1141.0000.455
학위과정0.7760.5170.1040.1460.0660.3800.1730.1020.1400.1600.1420.4551.000

Missing values

2023-12-12T14:24:18.397434image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T14:24:18.721015image/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

조사년도대학구분학교구분지역설립구분학교명본분교명단과대학명학부_과(전공)명주야구분학과특성학과상태표준분류대계열표준분류중계열표준분류소계열대학자체대계열수업연한학위과정
433482023대학대학교서울사립경기대학교제2캠퍼스관광문화대학관광개발전공주간일반과정폐지인문사회계열경영・경제관광학인문ㆍ사회계열4년학사
388412023전문대학전문대학경기국립한국복지대학교본교단과대구분없음장애상담심리과주간일반과정폐지인문사회계열사회과학심리학인문ㆍ사회계열3년전문학사
319762023대학대학교충북사립세명대학교본교IT엔지니어링대학전기공학과주간일반과정기존공학계열전기・전자・컴퓨터전기공학공학계열4년학사
179512023전문대학전문대학전북사립원광보건대학교본교단과대구분없음항공서비스과주간일반과정폐지인문사회계열경영・경제관광학인문ㆍ사회계열2년전문학사
173782023대학원일반대학원충북국립충북대학교 대학원본교단과대구분없음합성생물학학과간협동과정주간일반과정폐지자연과학계열화학・생명과학・환경생명과학자연과학계열2년석사, 박사
115892023대학원특수대학원강원국립강릉원주대학교 산업대학원본교단과대구분없음원예학과야간일반과정기존자연과학계열농림・수산작물・원예학자연과학계열2.5년석사
71832023대학원특수대학원서울사립세종대학교 언론홍보대학원본교단과대구분없음신문방송학과야간일반과정폐지인문사회계열사회과학언론・방송・매체학인문ㆍ사회계열2.5년석사
4922023대학원일반대학원인천사립인하대학교 대학원본교단과대구분없음생물공학과주간일반과정폐지공학계열화공・고분자・에너지생명공학공학계열4년석사,박사, 석박사통합
194082023대학원일반대학원전북국립전북대학교 대학원본교단과대구분없음수소.연료전지공학과주간일반과정폐지공학계열기계메카트로닉스공학공학계열2년석사, 박사
6562023대학대학교전북국립전북대학교본교공과대학헬스케어기기전공주간일반과정폐지공학계열전기・전자・컴퓨터의공학공학계열4년학사
조사년도대학구분학교구분지역설립구분학교명본분교명단과대학명학부_과(전공)명주야구분학과특성학과상태표준분류대계열표준분류중계열표준분류소계열대학자체대계열수업연한학위과정
82052023대학원특수대학원경남국립경상국립대학교 교육대학원본교단과대구분없음일어교육전공야간일반과정기존인문사회계열교육언어교육인문ㆍ사회계열2.5년석사
345762023대학원일반대학원부산국립부산대학교 일반대학원본교단과대구분없음국제교육개발협력전공주간일반과정기존인문사회계열교육교육학인문ㆍ사회계열4년석사,박사, 석박사통합
70532023대학대학교세종사립고려대학교(세종)분교인문대학북한학과주간일반과정폐지인문사회계열인문학국제지역학인문ㆍ사회계열4년학사
178092023대학원일반대학원경기사립차의과학대학교 대학원본교단과대구분없음의학과주간일반과정기존의학계열의료의학의학계열3년석사,박사, 석박사통합
167942023전문대학전문대학부산사립동의과학대학교본교단과대구분없음유아교육학과야간학사학위전공심화(경력없음)기존인문사회계열교육유아교육인문ㆍ사회계열1년(전공심화)학사
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