Overview

Dataset statistics

Number of variables18
Number of observations10000
Missing cells12
Missing cells (%)< 0.1%
Duplicate rows770
Duplicate rows (%)7.7%
Total size in memory1.6 MiB
Average record size in memory163.0 B

Variable types

Categorical7
Text3
Numeric8

Dataset

Descriptionㅇ 학교별 학과별 학자금 대출 현황 관련 데이터임 - 일반학자금 대출 및 취업후상환 학자금 대출 관련 데이터임 - 2011년 1학기 및 2학기 데이터를 2012년 8월에 추출함 - 단위: 명, 천 원 ※ 일반학자금대출은 '일반 상환 학자금대출'을, 취업학자금대출은 '취업 후 상환 학자금대출'을 의미함 ※ 한국장학재단의 학자금대출 상품에 관한 자세한 정보는 재단 홈페이지(https://www.kosaf.go.kr/ko/tuition.do?pg=tuition_main)를 참고 바람
Author한국장학재단
URLhttps://www.data.go.kr/data/15073929/fileData.do

Alerts

조사년도 has constant value ""Constant
차수 has constant value ""Constant
적용년도 has constant value ""Constant
Dataset has 770 (7.7%) duplicate rowsDuplicates
일반학자금대출_전체_학생수 is highly overall correlated with 일반학자금대출_전체_금액 and 2 other fieldsHigh correlation
일반학자금대출_전체_금액 is highly overall correlated with 일반학자금대출_전체_학생수 and 2 other fieldsHigh correlation
일반학자금대출_등록금_학생수 is highly overall correlated with 일반학자금대출_전체_학생수 and 2 other fieldsHigh correlation
일반학자금대출_등록금_금액 is highly overall correlated with 일반학자금대출_전체_학생수 and 2 other fieldsHigh correlation
취업학자금대출_전체_학생수 is highly overall correlated with 취업학자금대출_전체_금액 and 2 other fieldsHigh correlation
취업학자금대출_전체_금액 is highly overall correlated with 취업학자금대출_전체_학생수 and 2 other fieldsHigh correlation
취업학자금대출_등록금_학생수 is highly overall correlated with 취업학자금대출_전체_학생수 and 2 other fieldsHigh correlation
취업학자금대출_등록금_금액 is highly overall correlated with 취업학자금대출_전체_학생수 and 2 other fieldsHigh correlation
본분교구분 is highly imbalanced (84.5%)Imbalance
주야간계절구분 is highly imbalanced (62.1%)Imbalance
학과특성 is highly imbalanced (92.1%)Imbalance
취업학자금대출_전체_금액 is highly skewed (γ1 = 20.35841972)Skewed
취업학자금대출_등록금_학생수 is highly skewed (γ1 = 20.9005483)Skewed
취업학자금대출_등록금_금액 is highly skewed (γ1 = 21.07900312)Skewed
일반학자금대출_전체_학생수 has 640 (6.4%) zerosZeros
일반학자금대출_전체_금액 has 640 (6.4%) zerosZeros
일반학자금대출_등록금_학생수 has 703 (7.0%) zerosZeros
일반학자금대출_등록금_금액 has 703 (7.0%) zerosZeros
취업학자금대출_전체_학생수 has 3536 (35.4%) zerosZeros
취업학자금대출_전체_금액 has 3536 (35.4%) zerosZeros
취업학자금대출_등록금_학생수 has 3606 (36.1%) zerosZeros
취업학자금대출_등록금_금액 has 3606 (36.1%) zerosZeros

Reproduction

Analysis started2023-12-12 13:13:25.100923
Analysis finished2023-12-12 13:13:37.026266
Duration11.93 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
2012
10000 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2012
2nd row2012
3rd row2012
4th row2012
5th row2012

Common Values

ValueCountFrequency (%)
2012 10000
100.0%

Length

2023-12-12T22:13:37.460508image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T22:13:37.576754image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2012 10000
100.0%

차수
Categorical

CONSTANT 

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

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row2
3rd row2
4th row2
5th row2

Common Values

ValueCountFrequency (%)
2 10000
100.0%

Length

2023-12-12T22:13:37.720069image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T22:13:37.853491image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2 10000
100.0%

학교명
Text

Distinct1080
Distinct (%)10.8%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-12T22:13:38.104314image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length24
Median length23
Mean length7.4529
Min length4

Characters and Unicode

Total characters74529
Distinct characters275
Distinct categories7 ?
Distinct scripts3 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique284 ?
Unique (%)2.8%

Sample

1st row창원대학교 대학원
2nd row전북대학교 대학원
3rd row이화여자대학교
4th row한국외국어대학교 일반대학원
5th row대진대학교
ValueCountFrequency (%)
대학원 514
 
4.2%
일반대학원 399
 
3.3%
교육대학원 206
 
1.7%
경기대학교 162
 
1.3%
부산대학교 160
 
1.3%
동아대학교 158
 
1.3%
경북대학교 149
 
1.2%
중앙대학교 136
 
1.1%
서울대학교 131
 
1.1%
한국외국어대학교 129
 
1.1%
Other values (862) 9958
82.3%
2023-12-12T22:13:38.547095image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
학 13788
18.5%
대 13739
18.4%
교 9764
 
13.1%
원 4060
 
5.4%
2107
 
2.8%
경 1266
 
1.7%
한 1230
 
1.7%
국 1168
 
1.6%
동 861
 
1.2%
서 778
 
1.0%
Other values (265) 25768
34.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 72172
96.8%
Space Separator 2107
 
2.8%
Uppercase Letter 172
 
0.2%
Other Punctuation 41
 
0.1%
Decimal Number 23
 
< 0.1%
Close Punctuation 7
 
< 0.1%
Open Punctuation 7
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
학 13788
19.1%
대 13739
19.0%
교 9764
 
13.5%
원 4060
 
5.6%
경 1266
 
1.8%
한 1230
 
1.7%
국 1168
 
1.6%
동 861
 
1.2%
서 778
 
1.1%
산 741
 
1.0%
Other values (247) 24777
34.3%
Uppercase Letter
ValueCountFrequency (%)
I 86
50.0%
V 34
 
19.8%
L 10
 
5.8%
T 9
 
5.2%
O 9
 
5.2%
E 8
 
4.7%
S 8
 
4.7%
N 3
 
1.7%
D 2
 
1.2%
A 1
 
0.6%
Other values (2) 2
 
1.2%
Other Punctuation
ValueCountFrequency (%)
· 40
97.6%
& 1
 
2.4%
Space Separator
ValueCountFrequency (%)
2107
100.0%
Decimal Number
ValueCountFrequency (%)
1 23
100.0%
Close Punctuation
ValueCountFrequency (%)
) 7
100.0%
Open Punctuation
ValueCountFrequency (%)
( 7
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 72172
96.8%
Common 2185
 
2.9%
Latin 172
 
0.2%

Most frequent character per script

Hangul
ValueCountFrequency (%)
학 13788
19.1%
대 13739
19.0%
교 9764
 
13.5%
원 4060
 
5.6%
경 1266
 
1.8%
한 1230
 
1.7%
국 1168
 
1.6%
동 861
 
1.2%
서 778
 
1.1%
산 741
 
1.0%
Other values (247) 24777
34.3%
Latin
ValueCountFrequency (%)
I 86
50.0%
V 34
 
19.8%
L 10
 
5.8%
T 9
 
5.2%
O 9
 
5.2%
E 8
 
4.7%
S 8
 
4.7%
N 3
 
1.7%
D 2
 
1.2%
A 1
 
0.6%
Other values (2) 2
 
1.2%
Common
ValueCountFrequency (%)
2107
96.4%
· 40
 
1.8%
1 23
 
1.1%
) 7
 
0.3%
( 7
 
0.3%
& 1
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
Hangul 72167
96.8%
ASCII 2317
 
3.1%
None 40
 
0.1%
Compat Jamo 5
 
< 0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
학 13788
19.1%
대 13739
19.0%
교 9764
 
13.5%
원 4060
 
5.6%
경 1266
 
1.8%
한 1230
 
1.7%
국 1168
 
1.6%
동 861
 
1.2%
서 778
 
1.1%
산 741
 
1.0%
Other values (246) 24772
34.3%
ASCII
ValueCountFrequency (%)
2107
90.9%
I 86
 
3.7%
V 34
 
1.5%
1 23
 
1.0%
L 10
 
0.4%
T 9
 
0.4%
O 9
 
0.4%
E 8
 
0.3%
S 8
 
0.3%
) 7
 
0.3%
Other values (7) 16
 
0.7%
None
ValueCountFrequency (%)
· 40
100.0%
Compat Jamo
ValueCountFrequency (%)
ㆍ 5
100.0%

본분교구분
Categorical

IMBALANCE 

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
본교
9550 
캠퍼스
 
262
제2캠퍼스
 
187
제3캠퍼스
 
1

Length

Max length5
Median length2
Mean length2.0826
Min length2

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

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

Common Values

ValueCountFrequency (%)
본교 9550
95.5%
캠퍼스 262
 
2.6%
제2캠퍼스 187
 
1.9%
제3캠퍼스 1
 
< 0.1%

Length

2023-12-12T22:13:38.730529image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T22:13:38.847290image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
본교 9550
95.5%
캠퍼스 262
 
2.6%
제2캠퍼스 187
 
1.9%
제3캠퍼스 1
 
< 0.1%

학과명
Text

Distinct3572
Distinct (%)35.7%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-12T22:13:39.136178image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length37
Median length30
Mean length6.2285
Min length2

Characters and Unicode

Total characters62285
Distinct characters453
Distinct categories13 ?
Distinct scripts3 ?
Distinct blocks5 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique2143 ?
Unique (%)21.4%

Sample

1st row경제·금융정보학과
2nd row유기신물질공학과
3rd row국제학전공
4th row스페인어문학과
5th row관현악전공
ValueCountFrequency (%)
경영학과 128
 
1.3%
사회복지학과 123
 
1.2%
유아교육과 89
 
0.9%
간호학과 87
 
0.9%
행정학과 85
 
0.8%
국어국문학과 66
 
0.6%
법학과 64
 
0.6%
토목공학과 63
 
0.6%
건축공학과 63
 
0.6%
식품영양학과 62
 
0.6%
Other values (3580) 9329
91.8%
2023-12-12T22:13:39.683352image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
과 7904
 
12.7%
학 7376
 
11.8%
공 3601
 
5.8%
전 2237
 
3.6%
육 1162
 
1.9%
영 1156
 
1.9%
경 1143
 
1.8%
교 1139
 
1.8%
정 1035
 
1.7%
부 1009
 
1.6%
Other values (443) 34523
55.4%

Most occurring categories

ValueCountFrequency (%)
Other Letter 60929
97.8%
Other Punctuation 258
 
0.4%
Uppercase Letter 253
 
0.4%
Close Punctuation 215
 
0.3%
Open Punctuation 215
 
0.3%
Space Separator 166
 
0.3%
Lowercase Letter 155
 
0.2%
Decimal Number 53
 
0.1%
Dash Punctuation 30
 
< 0.1%
Math Symbol 7
 
< 0.1%
Other values (3) 4
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
과 7904
 
13.0%
학 7376
 
12.1%
공 3601
 
5.9%
전 2237
 
3.7%
육 1162
 
1.9%
영 1156
 
1.9%
경 1143
 
1.9%
교 1139
 
1.9%
정 1035
 
1.7%
부 1009
 
1.7%
Other values (385) 33167
54.4%
Lowercase Letter
ValueCountFrequency (%)
e 43
27.7%
n 18
11.6%
a 15
 
9.7%
s 14
 
9.0%
i 13
 
8.4%
t 11
 
7.1%
l 8
 
5.2%
r 7
 
4.5%
o 7
 
4.5%
u 5
 
3.2%
Other values (10) 14
 
9.0%
Uppercase Letter
ValueCountFrequency (%)
T 48
19.0%
I 43
17.0%
A 22
8.7%
B 21
8.3%
S 19
 
7.5%
M 18
 
7.1%
E 16
 
6.3%
O 16
 
6.3%
L 16
 
6.3%
D 8
 
3.2%
Other values (8) 26
10.3%
Other Punctuation
ValueCountFrequency (%)
· 190
73.6%
. 33
 
12.8%
/ 21
 
8.1%
, 7
 
2.7%
& 6
 
2.3%
* 1
 
0.4%
Decimal Number
ValueCountFrequency (%)
2 15
28.3%
3 13
24.5%
4 10
18.9%
5 7
13.2%
1 6
 
11.3%
6 2
 
3.8%
Close Punctuation
ValueCountFrequency (%)
) 215
100.0%
Open Punctuation
ValueCountFrequency (%)
( 215
100.0%
Space Separator
ValueCountFrequency (%)
166
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 30
100.0%
Math Symbol
ValueCountFrequency (%)
+ 7
100.0%
Modifier Symbol
ValueCountFrequency (%)
˙ 2
100.0%
Other Number
ValueCountFrequency (%)
³ 1
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 60929
97.8%
Common 948
 
1.5%
Latin 408
 
0.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
과 7904
 
13.0%
학 7376
 
12.1%
공 3601
 
5.9%
전 2237
 
3.7%
육 1162
 
1.9%
영 1156
 
1.9%
경 1143
 
1.9%
교 1139
 
1.9%
정 1035
 
1.7%
부 1009
 
1.7%
Other values (385) 33167
54.4%
Latin
ValueCountFrequency (%)
T 48
 
11.8%
e 43
 
10.5%
I 43
 
10.5%
A 22
 
5.4%
B 21
 
5.1%
S 19
 
4.7%
M 18
 
4.4%
n 18
 
4.4%
E 16
 
3.9%
O 16
 
3.9%
Other values (28) 144
35.3%
Common
ValueCountFrequency (%)
) 215
22.7%
( 215
22.7%
· 190
20.0%
166
17.5%
. 33
 
3.5%
- 30
 
3.2%
/ 21
 
2.2%
2 15
 
1.6%
3 13
 
1.4%
4 10
 
1.1%
Other values (10) 40
 
4.2%

Most occurring blocks

ValueCountFrequency (%)
Hangul 60883
97.7%
ASCII 1163
 
1.9%
None 191
 
0.3%
Compat Jamo 46
 
0.1%
Modifier Letters 2
 
< 0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
과 7904
 
13.0%
학 7376
 
12.1%
공 3601
 
5.9%
전 2237
 
3.7%
육 1162
 
1.9%
영 1156
 
1.9%
경 1143
 
1.9%
교 1139
 
1.9%
정 1035
 
1.7%
부 1009
 
1.7%
Other values (384) 33121
54.4%
ASCII
ValueCountFrequency (%)
) 215
18.5%
( 215
18.5%
166
14.3%
T 48
 
4.1%
e 43
 
3.7%
I 43
 
3.7%
. 33
 
2.8%
- 30
 
2.6%
A 22
 
1.9%
B 21
 
1.8%
Other values (45) 327
28.1%
None
ValueCountFrequency (%)
· 190
99.5%
³ 1
 
0.5%
Compat Jamo
ValueCountFrequency (%)
ㆍ 46
100.0%
Modifier Letters
ValueCountFrequency (%)
˙ 2
100.0%

단과대학
Text

Distinct270
Distinct (%)2.7%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-12T22:13:40.145518image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length11
Median length7
Mean length6.2123
Min length3

Characters and Unicode

Total characters62123
Distinct characters195
Distinct categories8 ?
Distinct scripts3 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique55 ?
Unique (%)0.5%

Sample

1st row단과대구분없음
2nd row단과대구분없음
3rd row스크랜튼대학
4th row단과대구분없음
5th row예술대학
ValueCountFrequency (%)
단과대구분없음 5782
57.8%
공과대학 714
 
7.1%
사회과학대학 326
 
3.3%
자연과학대학 293
 
2.9%
인문대학 247
 
2.5%
사범대학 240
 
2.4%
예술대학 127
 
1.3%
경영대학 94
 
0.9%
인문사회과학대학 83
 
0.8%
경상대학 82
 
0.8%
Other values (260) 2012
 
20.1%
2023-12-12T22:13:40.784089image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
대 9979
16.1%
과 7979
12.8%
음 5827
9.4%
단 5790
9.3%
구 5782
9.3%
분 5782
9.3%
없 5782
9.3%
학 5566
9.0%
공 882
 
1.4%
사 742
 
1.2%
Other values (185) 8012
12.9%

Most occurring categories

ValueCountFrequency (%)
Other Letter 61984
99.8%
Uppercase Letter 68
 
0.1%
Other Punctuation 33
 
0.1%
Lowercase Letter 18
 
< 0.1%
Decimal Number 11
 
< 0.1%
Close Punctuation 3
 
< 0.1%
Dash Punctuation 3
 
< 0.1%
Open Punctuation 3
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
대 9979
16.1%
과 7979
12.9%
음 5827
9.4%
단 5790
9.3%
구 5782
9.3%
분 5782
9.3%
없 5782
9.3%
학 5566
9.0%
공 882
 
1.4%
사 742
 
1.2%
Other values (168) 7873
12.7%
Uppercase Letter
ValueCountFrequency (%)
I 28
41.2%
T 28
41.2%
N 9
 
13.2%
C 1
 
1.5%
A 1
 
1.5%
K 1
 
1.5%
Other Punctuation
ValueCountFrequency (%)
· 21
63.6%
. 8
 
24.2%
/ 4
 
12.1%
Decimal Number
ValueCountFrequency (%)
3 6
54.5%
4 3
27.3%
1 2
 
18.2%
Lowercase Letter
ValueCountFrequency (%)
e 9
50.0%
w 9
50.0%
Close Punctuation
ValueCountFrequency (%)
) 3
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 3
100.0%
Open Punctuation
ValueCountFrequency (%)
( 3
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 61984
99.8%
Latin 86
 
0.1%
Common 53
 
0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
대 9979
16.1%
과 7979
12.9%
음 5827
9.4%
단 5790
9.3%
구 5782
9.3%
분 5782
9.3%
없 5782
9.3%
학 5566
9.0%
공 882
 
1.4%
사 742
 
1.2%
Other values (168) 7873
12.7%
Common
ValueCountFrequency (%)
· 21
39.6%
. 8
 
15.1%
3 6
 
11.3%
/ 4
 
7.5%
) 3
 
5.7%
- 3
 
5.7%
4 3
 
5.7%
( 3
 
5.7%
1 2
 
3.8%
Latin
ValueCountFrequency (%)
I 28
32.6%
T 28
32.6%
N 9
 
10.5%
e 9
 
10.5%
w 9
 
10.5%
C 1
 
1.2%
A 1
 
1.2%
K 1
 
1.2%

Most occurring blocks

ValueCountFrequency (%)
Hangul 61974
99.8%
ASCII 118
 
0.2%
None 21
 
< 0.1%
Compat Jamo 10
 
< 0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
대 9979
16.1%
과 7979
12.9%
음 5827
9.4%
단 5790
9.3%
구 5782
9.3%
분 5782
9.3%
없 5782
9.3%
학 5566
9.0%
공 882
 
1.4%
사 742
 
1.2%
Other values (167) 7863
12.7%
ASCII
ValueCountFrequency (%)
I 28
23.7%
T 28
23.7%
N 9
 
7.6%
e 9
 
7.6%
w 9
 
7.6%
. 8
 
6.8%
3 6
 
5.1%
/ 4
 
3.4%
) 3
 
2.5%
- 3
 
2.5%
Other values (6) 11
 
9.3%
None
ValueCountFrequency (%)
· 21
100.0%
Compat Jamo
ValueCountFrequency (%)
ㆍ 10
100.0%

적용년도
Categorical

CONSTANT 

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2011
10000 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2011
2nd row2011
3rd row2011
4th row2011
5th row2011

Common Values

ValueCountFrequency (%)
2011 10000
100.0%

Length

2023-12-12T22:13:40.946725image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T22:13:41.067165image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2011 10000
100.0%

학기구분
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
1학기
5129 
2학기
4871 

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2학기
2nd row2학기
3rd row2학기
4th row1학기
5th row2학기

Common Values

ValueCountFrequency (%)
1학기 5129
51.3%
2학기 4871
48.7%

Length

2023-12-12T22:13:41.188828image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T22:13:41.307722image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1학기 5129
51.3%
2학기 4871
48.7%

주야간계절구분
Categorical

IMBALANCE 

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
주간
8301 
야간
1521 
원격
 
101
계절
 
77

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
주간 8301
83.0%
야간 1521
 
15.2%
원격 101
 
1.0%
계절 77
 
0.8%

Length

2023-12-12T22:13:41.413945image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T22:13:41.509281image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
주간 8301
83.0%
야간 1521
 
15.2%
원격 101
 
1.0%
계절 77
 
0.8%

학과특성
Categorical

IMBALANCE 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
일반과정
9724 
전공심화학사학위
 
117
산업위탁
 
75
계약학과
 
53
학사학위전공심화(경력없음)
 
14
Other values (3)
 
17

Length

Max length14
Median length4
Mean length4.0727
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
일반과정 9724
97.2%
전공심화학사학위 117
 
1.2%
산업위탁 75
 
0.8%
계약학과 53
 
0.5%
학사학위전공심화(경력없음) 14
 
0.1%
학사학위전공심화(경력있음) 11
 
0.1%
산학취업약정제 3
 
< 0.1%
특별과정 3
 
< 0.1%

Length

2023-12-12T22:13:41.631124image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T22:13:41.781170image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
일반과정 9724
97.2%
전공심화학사학위 117
 
1.2%
산업위탁 75
 
0.8%
계약학과 53
 
0.5%
학사학위전공심화(경력없음 14
 
0.1%
학사학위전공심화(경력있음 11
 
0.1%
산학취업약정제 3
 
< 0.1%
특별과정 3
 
< 0.1%

일반학자금대출_전체_학생수
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct105
Distinct (%)1.1%
Missing3
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean8.3323997
Minimum0
Maximum423
Zeros640
Zeros (%)6.4%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2023-12-12T22:13:41.946398image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median4
Q310
95-th percentile29
Maximum423
Range423
Interquartile range (IQR)8

Descriptive statistics

Standard deviation12.547726
Coefficient of variation (CV)1.5058958
Kurtosis140.97393
Mean8.3323997
Median Absolute Deviation (MAD)3
Skewness7.0438439
Sum83299
Variance157.44542
MonotonicityNot monotonic
2023-12-12T22:13:42.129629image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1693
16.9%
2 1249
12.5%
3 844
 
8.4%
4 719
 
7.2%
0 640
 
6.4%
5 567
 
5.7%
6 495
 
5.0%
7 413
 
4.1%
8 359
 
3.6%
9 340
 
3.4%
Other values (95) 2678
26.8%
ValueCountFrequency (%)
0 640
 
6.4%
1 1693
16.9%
2 1249
12.5%
3 844
8.4%
4 719
7.2%
5 567
 
5.7%
6 495
 
5.0%
7 413
 
4.1%
8 359
 
3.6%
9 340
 
3.4%
ValueCountFrequency (%)
423 1
< 0.1%
201 1
< 0.1%
151 1
< 0.1%
130 2
< 0.1%
122 1
< 0.1%
119 2
< 0.1%
118 1
< 0.1%
117 2
< 0.1%
113 1
< 0.1%
109 2
< 0.1%

일반학자금대출_전체_금액
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct7596
Distinct (%)76.0%
Missing3
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean30891.421
Minimum0
Maximum1592224
Zeros640
Zeros (%)6.4%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2023-12-12T22:13:42.330947image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14778
median14000
Q336056
95-th percentile111609.8
Maximum1592224
Range1592224
Interquartile range (IQR)31278

Descriptive statistics

Standard deviation54813.091
Coefficient of variation (CV)1.7743791
Kurtosis116.51891
Mean30891.421
Median Absolute Deviation (MAD)10987
Skewness7.5407912
Sum3.0882154 × 108
Variance3.004475 × 109
MonotonicityNot monotonic
2023-12-12T22:13:42.472074image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 640
 
6.4%
1000 54
 
0.5%
3000 15
 
0.1%
2000 13
 
0.1%
1142 7
 
0.1%
2261 7
 
0.1%
1131 7
 
0.1%
2985 6
 
0.1%
3993 6
 
0.1%
4266 6
 
0.1%
Other values (7586) 9236
92.4%
ValueCountFrequency (%)
0 640
6.4%
260 1
 
< 0.1%
500 1
 
< 0.1%
506 1
 
< 0.1%
572 1
 
< 0.1%
581 1
 
< 0.1%
594 1
 
< 0.1%
631 1
 
< 0.1%
638 1
 
< 0.1%
700 2
 
< 0.1%
ValueCountFrequency (%)
1592224 1
< 0.1%
1110890 1
< 0.1%
813915 1
< 0.1%
776708 1
< 0.1%
771805 1
< 0.1%
707600 1
< 0.1%
672845 1
< 0.1%
655536 1
< 0.1%
607551 1
< 0.1%
594384 1
< 0.1%

일반학자금대출_등록금_학생수
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct105
Distinct (%)1.1%
Missing3
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean8.0320096
Minimum0
Maximum408
Zeros703
Zeros (%)7.0%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2023-12-12T22:13:42.676699image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median4
Q310
95-th percentile28
Maximum408
Range408
Interquartile range (IQR)8

Descriptive statistics

Standard deviation12.130195
Coefficient of variation (CV)1.5102316
Kurtosis140.3456
Mean8.0320096
Median Absolute Deviation (MAD)3
Skewness7.0285392
Sum80296
Variance147.14163
MonotonicityNot monotonic
2023-12-12T22:13:42.842480image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1743
17.4%
2 1272
12.7%
3 854
 
8.5%
0 703
 
7.0%
4 686
 
6.9%
5 579
 
5.8%
6 484
 
4.8%
7 421
 
4.2%
8 340
 
3.4%
9 327
 
3.3%
Other values (95) 2588
25.9%
ValueCountFrequency (%)
0 703
7.0%
1 1743
17.4%
2 1272
12.7%
3 854
8.5%
4 686
 
6.9%
5 579
 
5.8%
6 484
 
4.8%
7 421
 
4.2%
8 340
 
3.4%
9 327
 
3.3%
ValueCountFrequency (%)
408 1
< 0.1%
197 1
< 0.1%
150 1
< 0.1%
127 1
< 0.1%
126 1
< 0.1%
120 1
< 0.1%
117 2
< 0.1%
115 1
< 0.1%
113 1
< 0.1%
112 1
< 0.1%

일반학자금대출_등록금_금액
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct7424
Distinct (%)74.3%
Missing3
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean27766.707
Minimum0
Maximum1391224
Zeros703
Zeros (%)7.0%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2023-12-12T22:13:43.022571image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14024
median12085
Q332470
95-th percentile101663.4
Maximum1391224
Range1391224
Interquartile range (IQR)28446

Descriptive statistics

Standard deviation49734.462
Coefficient of variation (CV)1.7911545
Kurtosis108.81646
Mean27766.707
Median Absolute Deviation (MAD)9754
Skewness7.352765
Sum2.7758377 × 108
Variance2.4735167 × 109
MonotonicityNot monotonic
2023-12-12T22:13:43.163798image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 703
 
7.0%
2000 11
 
0.1%
2592 8
 
0.1%
1142 8
 
0.1%
3500 7
 
0.1%
3000 7
 
0.1%
2261 7
 
0.1%
4756 7
 
0.1%
1131 7
 
0.1%
2297 6
 
0.1%
Other values (7414) 9226
92.3%
ValueCountFrequency (%)
0 703
7.0%
122 1
 
< 0.1%
156 1
 
< 0.1%
216 1
 
< 0.1%
228 1
 
< 0.1%
260 1
 
< 0.1%
321 1
 
< 0.1%
333 1
 
< 0.1%
334 1
 
< 0.1%
346 1
 
< 0.1%
ValueCountFrequency (%)
1391224 1
< 0.1%
1031890 1
< 0.1%
726915 1
< 0.1%
718305 1
< 0.1%
688908 1
< 0.1%
676200 1
< 0.1%
599336 1
< 0.1%
590845 1
< 0.1%
556499 1
< 0.1%
545684 1
< 0.1%

취업학자금대출_전체_학생수
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct126
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.0783
Minimum0
Maximum864
Zeros3536
Zeros (%)35.4%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2023-12-12T22:13:43.313574image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median5
Q314
95-th percentile39
Maximum864
Range864
Interquartile range (IQR)14

Descriptive statistics

Standard deviation17.568866
Coefficient of variation (CV)1.743237
Kurtosis567.66628
Mean10.0783
Median Absolute Deviation (MAD)5
Skewness13.676845
Sum100783
Variance308.66504
MonotonicityNot monotonic
2023-12-12T22:13:43.470516image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3536
35.4%
1 440
 
4.4%
5 367
 
3.7%
2 345
 
3.5%
3 339
 
3.4%
6 326
 
3.3%
4 318
 
3.2%
7 302
 
3.0%
9 299
 
3.0%
8 282
 
2.8%
Other values (116) 3446
34.5%
ValueCountFrequency (%)
0 3536
35.4%
1 440
 
4.4%
2 345
 
3.5%
3 339
 
3.4%
4 318
 
3.2%
5 367
 
3.7%
6 326
 
3.3%
7 302
 
3.0%
8 282
 
2.8%
9 299
 
3.0%
ValueCountFrequency (%)
864 1
< 0.1%
187 1
< 0.1%
183 1
< 0.1%
169 1
< 0.1%
160 1
< 0.1%
159 1
< 0.1%
155 1
< 0.1%
147 1
< 0.1%
146 1
< 0.1%
140 1
< 0.1%

취업학자금대출_전체_금액
Real number (ℝ)

HIGH CORRELATION  SKEWED  ZEROS 

Distinct5660
Distinct (%)56.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean32547.111
Minimum0
Maximum3598385
Zeros3536
Zeros (%)35.4%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2023-12-12T22:13:43.606739image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median12071
Q343584.5
95-th percentile133024
Maximum3598385
Range3598385
Interquartile range (IQR)43584.5

Descriptive statistics

Standard deviation62505.625
Coefficient of variation (CV)1.9204661
Kurtosis1066.1254
Mean32547.111
Median Absolute Deviation (MAD)12071
Skewness20.35842
Sum3.2547111 × 108
Variance3.9069531 × 109
MonotonicityNot monotonic
2023-12-12T22:13:43.775273image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3536
35.4%
1000 60
 
0.6%
2000 6
 
0.1%
19937 4
 
< 0.1%
18772 4
 
< 0.1%
17790 4
 
< 0.1%
8558 4
 
< 0.1%
7520 4
 
< 0.1%
11200 4
 
< 0.1%
3370 4
 
< 0.1%
Other values (5650) 6370
63.7%
ValueCountFrequency (%)
0 3536
35.4%
500 2
 
< 0.1%
837 1
 
< 0.1%
1000 60
 
0.6%
1056 1
 
< 0.1%
1135 1
 
< 0.1%
1159 1
 
< 0.1%
1250 1
 
< 0.1%
1305 1
 
< 0.1%
1315 2
 
< 0.1%
ValueCountFrequency (%)
3598385 1
< 0.1%
722277 1
< 0.1%
568746 1
< 0.1%
567108 1
< 0.1%
560103 1
< 0.1%
499682 1
< 0.1%
482229 1
< 0.1%
447555 1
< 0.1%
440833 1
< 0.1%
435430 1
< 0.1%

취업학자금대출_등록금_학생수
Real number (ℝ)

HIGH CORRELATION  SKEWED  ZEROS 

Distinct118
Distinct (%)1.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.3012
Minimum0
Maximum1020
Zeros3606
Zeros (%)36.1%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2023-12-12T22:13:43.939262image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median4
Q313
95-th percentile37
Maximum1020
Range1020
Interquartile range (IQR)13

Descriptive statistics

Standard deviation17.549555
Coefficient of variation (CV)1.8868055
Kurtosis1107.1822
Mean9.3012
Median Absolute Deviation (MAD)4
Skewness20.900548
Sum93012
Variance307.98688
MonotonicityNot monotonic
2023-12-12T22:13:44.093632image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3606
36.1%
1 450
 
4.5%
2 401
 
4.0%
3 386
 
3.9%
5 374
 
3.7%
4 359
 
3.6%
6 348
 
3.5%
7 315
 
3.1%
8 291
 
2.9%
9 272
 
2.7%
Other values (108) 3198
32.0%
ValueCountFrequency (%)
0 3606
36.1%
1 450
 
4.5%
2 401
 
4.0%
3 386
 
3.9%
4 359
 
3.6%
5 374
 
3.7%
6 348
 
3.5%
7 315
 
3.1%
8 291
 
2.9%
9 272
 
2.7%
ValueCountFrequency (%)
1020 1
< 0.1%
181 1
< 0.1%
179 1
< 0.1%
154 1
< 0.1%
153 1
< 0.1%
151 1
< 0.1%
143 1
< 0.1%
140 1
< 0.1%
130 1
< 0.1%
129 1
< 0.1%

취업학자금대출_등록금_금액
Real number (ℝ)

HIGH CORRELATION  SKEWED  ZEROS 

Distinct5572
Distinct (%)55.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean26540.943
Minimum0
Maximum3065885
Zeros3606
Zeros (%)36.1%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2023-12-12T22:13:44.224284image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median8434.5
Q335552
95-th percentile111098.9
Maximum3065885
Range3065885
Interquartile range (IQR)35552

Descriptive statistics

Standard deviation52567.044
Coefficient of variation (CV)1.980602
Kurtosis1124.1466
Mean26540.943
Median Absolute Deviation (MAD)8434.5
Skewness21.079003
Sum2.6540943 × 108
Variance2.7632942 × 109
MonotonicityNot monotonic
2023-12-12T22:13:44.362297image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3606
36.1%
2261 7
 
0.1%
2488 6
 
0.1%
5653 4
 
< 0.1%
1131 4
 
< 0.1%
5710 4
 
< 0.1%
4114 4
 
< 0.1%
2110 4
 
< 0.1%
2284 4
 
< 0.1%
2300 4
 
< 0.1%
Other values (5562) 6353
63.5%
ValueCountFrequency (%)
0 3606
36.1%
100 1
 
< 0.1%
135 1
 
< 0.1%
142 1
 
< 0.1%
315 2
 
< 0.1%
368 1
 
< 0.1%
437 1
 
< 0.1%
448 1
 
< 0.1%
472 1
 
< 0.1%
491 1
 
< 0.1%
ValueCountFrequency (%)
3065885 1
< 0.1%
613177 1
< 0.1%
465346 1
< 0.1%
451703 1
< 0.1%
451208 1
< 0.1%
415982 1
< 0.1%
396229 1
< 0.1%
383930 1
< 0.1%
375787 1
< 0.1%
371433 1
< 0.1%

Interactions

2023-12-12T22:13:35.426531image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:27.999689image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:29.002357image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:30.320893image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:31.409874image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:32.321601image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:33.315013image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:34.349098image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:35.536283image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:28.173694image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:29.140294image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:30.472565image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:31.510403image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:32.457352image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:33.440811image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:34.466720image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:35.686968image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:28.345961image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:29.283683image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:30.630160image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:31.630871image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:32.576376image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:33.575367image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:34.602382image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:35.802255image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:28.457188image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:29.422984image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:30.773952image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:31.764838image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:32.695746image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:33.697367image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:34.740514image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:35.929528image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:28.572386image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:29.543103image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:30.964635image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:31.870390image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:32.822926image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:33.820209image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:34.901402image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:36.026765image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:28.670101image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:29.651931image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:31.084492image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:31.980428image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:32.946389image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:33.947585image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:35.038910image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:36.156043image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:28.789808image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:29.785795image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:31.209539image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:32.092214image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:33.076090image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:34.083224image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:35.193061image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:36.275043image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:28.893362image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:30.190057image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:31.306288image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:32.192843image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:33.181096image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:34.208284image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:13:35.296898image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-12T22:13:44.471325image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
본분교구분학기구분주야간계절구분학과특성일반학자금대출_전체_학생수일반학자금대출_전체_금액일반학자금대출_등록금_학생수일반학자금대출_등록금_금액취업학자금대출_전체_학생수취업학자금대출_전체_금액취업학자금대출_등록금_학생수취업학자금대출_등록금_금액
본분교구분1.0000.0420.0680.0000.0000.0000.0000.0220.0000.0000.0000.000
학기구분0.0421.0000.0690.0980.1290.1260.1350.1340.0670.0380.0180.016
주야간계절구분0.0680.0691.0000.4190.0000.0000.0000.0000.0140.0000.0160.011
학과특성0.0000.0980.4191.0000.1020.1340.1020.1350.1650.1650.1470.147
일반학자금대출_전체_학생수0.0000.1290.0000.1021.0000.8541.0000.8340.7530.7560.9490.949
일반학자금대출_전체_금액0.0000.1260.0000.1340.8541.0000.8530.9950.8910.8910.7940.794
일반학자금대출_등록금_학생수0.0000.1350.0000.1021.0000.8531.0000.8340.7530.7560.9490.949
일반학자금대출_등록금_금액0.0220.1340.0000.1350.8340.9950.8341.0000.8900.8910.7940.794
취업학자금대출_전체_학생수0.0000.0670.0140.1650.7530.8910.7530.8901.0000.9760.8160.771
취업학자금대출_전체_금액0.0000.0380.0000.1650.7560.8910.7560.8910.9761.0000.7870.882
취업학자금대출_등록금_학생수0.0000.0180.0160.1470.9490.7940.9490.7940.8160.7871.0000.977
취업학자금대출_등록금_금액0.0000.0160.0110.1470.9490.7940.9490.7940.7710.8820.9771.000
2023-12-12T22:13:45.028401image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
학과특성주야간계절구분본분교구분학기구분
학과특성1.0000.1980.0000.073
주야간계절구분0.1981.0000.0270.046
본분교구분0.0000.0271.0000.028
학기구분0.0730.0460.0281.000
2023-12-12T22:13:45.133329image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
일반학자금대출_전체_학생수일반학자금대출_전체_금액일반학자금대출_등록금_학생수일반학자금대출_등록금_금액취업학자금대출_전체_학생수취업학자금대출_전체_금액취업학자금대출_등록금_학생수취업학자금대출_등록금_금액본분교구분학기구분주야간계절구분학과특성
일반학자금대출_전체_학생수1.0000.9620.9940.9480.4540.4720.4610.4790.0000.0920.0000.056
일반학자금대출_전체_금액0.9621.0000.9660.9950.3640.4000.3760.4150.0000.0950.0000.045
일반학자금대출_등록금_학생수0.9940.9661.0000.9590.4530.4730.4610.4820.0000.0970.0000.056
일반학자금대출_등록금_금액0.9480.9950.9591.0000.3800.4200.3930.4370.0100.1010.0000.045
취업학자금대출_전체_학생수0.4540.3640.4530.3801.0000.9890.9950.9780.0000.0440.0050.075
취업학자금대출_전체_금액0.4720.4000.4730.4200.9891.0000.9920.9960.0000.0250.0000.075
취업학자금대출_등록금_학생수0.4610.3760.4610.3930.9950.9921.0000.9870.0000.0310.0150.093
취업학자금대출_등록금_금액0.4790.4150.4820.4370.9780.9960.9871.0000.0000.0270.0100.093
본분교구분0.0000.0000.0000.0100.0000.0000.0000.0001.0000.0280.0270.000
학기구분0.0920.0950.0970.1010.0440.0250.0310.0270.0281.0000.0460.073
주야간계절구분0.0000.0000.0000.0000.0050.0000.0150.0100.0270.0461.0000.198
학과특성0.0560.0450.0560.0450.0750.0750.0930.0930.0000.0730.1981.000

Missing values

2023-12-12T22:13:36.443196image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T22:13:36.743439image/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.
2023-12-12T22:13:36.926524image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

조사년도차수학교명본분교구분학과명단과대학적용년도학기구분주야간계절구분학과특성일반학자금대출_전체_학생수일반학자금대출_전체_금액일반학자금대출_등록금_학생수일반학자금대출_등록금_금액취업학자금대출_전체_학생수취업학자금대출_전체_금액취업학자금대출_등록금_학생수취업학자금대출_등록금_금액
463120122창원대학교 대학원본교경제·금융정보학과단과대구분없음20112학기주간일반과정12925119250000
7706120122전북대학교 대학원본교유기신물질공학과단과대구분없음20112학기주간일반과정13730127300000
7266320122이화여자대학교본교국제학전공스크랜튼대학20112학기주간일반과정1242789113778951259539595
6805220122한국외국어대학교 일반대학원본교스페인어문학과단과대구분없음20111학기주간일반과정3141633131630000
1426520122대진대학교본교관현악전공예술대학20112학기주간일반과정10437901040790836982834982
3523420122관동대학교일반대학원본교환경공학과단과대구분없음20112학기주간일반과정15432144320000
6024620122서울시립대학교대학원본교경영학과단과대구분없음20112학기주간일반과정38045365450000
1234420122성신여자대학교대학원본교생물학과단과대구분없음20111학기주간일반과정2103062103060000
4392120122단국대학교 일반대학원본교체육학과단과대구분없음20111학기주간일반과정158734015763400000
797620122부천대학교본교실내건축과단과대구분없음20112학기야간산업위탁43156810421428106423003963201039
조사년도차수학교명본분교구분학과명단과대학적용년도학기구분주야간계절구분학과특성일반학자금대출_전체_학생수일반학자금대출_전체_금액일반학자금대출_등록금_학생수일반학자금대출_등록금_금액취업학자금대출_전체_학생수취업학자금대출_전체_금액취업학자금대출_등록금_학생수취업학자금대출_등록금_금액
6781220122한국외국어대학교본교태국어과동양어대학20112학기주간일반과정933069930069520747517247
2252120122성균관대학교본교소프트웨어전공정보통신대학20112학기주간일반과정14659146591100000
3875520122원광대학교 대학원본교불교학과단과대구분없음20111학기주간일반과정310393373930000
1344220122청운대학교본교방송연기학과방송예술대학20111학기주간일반과정10366261033126311148242987824
4003920122세계사이버대학본교약용건강식품학과단과대구분없음20111학기원격일반과정00004754944549
3197920122대구사이버대학교본교컴퓨터ㆍ경영학과단과대구분없음20112학기원격일반과정22720227201226011260
5973620122경희대학교 테크노경영대학원본교골프MBA학과단과대구분없음20111학기야간일반과정13288122880000
1965220122부산대학교 의학전문대학원본교의학과단과대구분없음20112학기주간일반과정1308139151267269150000
1641820122경북대학교본교임학·임산공학과군농업생명과학대학20112학기주간일반과정0000614573611573
6553120122을지대학교 성남캠퍼스제2캠퍼스식품영양학전공보건산업대학20111학기주간일반과정721252620252830287825287

Duplicate rows

Most frequently occurring

조사년도차수학교명본분교구분학과명단과대학적용년도학기구분주야간계절구분학과특성일반학자금대출_전체_학생수일반학자금대출_전체_금액일반학자금대출_등록금_학생수일반학자금대출_등록금_금액취업학자금대출_전체_학생수취업학자금대출_전체_금액취업학자금대출_등록금_학생수취업학자금대출_등록금_금액# duplicates
720122강릉원주대학교본교물리학과자연과학대학20112학기주간일반과정3683036830511200487003
7620122경상대학교본교중어중문학과인문대학20111학기주간일반과정240541305413212129100123
8920122경성대학교 교육대학원본교전기.전자.통신교육전공단과대구분없음20111학기야간일반과정139931299300003
18020122김포대학본교관광경영과단과대구분없음20112학기주간일반과정514927514927216410020516003
20820122대구한의대학교본교한방미술치료학과보건치료대학20111학기주간일반과정104002410370243111402629941263
25620122동아대학교본교전기공학과공과대학20111학기주간일반과정1967343186334353187481511633813
26320122동아대학교 교육대학원본교무용교육전공단과대구분없음20112학기야간일반과정51442941242900003
27020122동아대학교 예술대학원본교컴퓨터실용음악학과단과대구분없음20111학기야간일반과정1579169156886900003
29720122목포대학교대학원본교경영학과단과대구분없음20111학기주간일반과정255982359800003
33720122삼육대학교본교물리치료학과보건복지대학20111학기주간일반과정83541683241632137002311186023