Overview

Dataset statistics

Number of variables13
Number of observations10000
Missing cells0
Missing cells (%)0.0%
Duplicate rows1
Duplicate rows (%)< 0.1%
Total size in memory1.1 MiB
Average record size in memory118.0 B

Variable types

DateTime1
Numeric5
Categorical6
Text1

Dataset

Description학자금대출 실행년도(학기)별, 상품(일반 상환 학자금대출, 취업 후 상환 학자금대출 등)별, 연령별, 대학별 군복무 이자면제를 받은 고객의 학자금대출내역(대출금액, 대출잔액) 및 이자면제금액을 제공합니다. 상세 정보는 한국장학재단 홈페이지(https://www.kosaf.go.kr/ko/tuition.do?pf=tuition05_05)를 참고바랍니다.※ 이자면제금액: 학자금대출 실행일부터 기준년월 군복무 기간 동안 고객이 지원받은 총 이자면제 금액※ 단위: 대출금액(원), 이자면제금액(원), 대출잔액(원)※ 대출학기 3학기: 특정 학교의 3학기제
Author한국장학재단
URLhttps://www.data.go.kr/data/15084525/fileData.do

Alerts

기준년월 has constant value ""Constant
Dataset has 1 (< 0.1%) duplicate rowsDuplicates
대출금액 is highly overall correlated with 이자면제금액 and 1 other fieldsHigh correlation
이자면제금액 is highly overall correlated with 대출금액 and 1 other fieldsHigh correlation
대출잔액 is highly overall correlated with 대출금액 and 1 other fieldsHigh correlation
학교형태 is highly overall correlated with 학제High correlation
학제 is highly overall correlated with 학교형태High correlation
상품명 is highly imbalanced (51.0%)Imbalance
설립구분 is highly imbalanced (66.1%)Imbalance
학교형태 is highly imbalanced (54.8%)Imbalance
학제 is highly imbalanced (58.1%)Imbalance

Reproduction

Analysis started2024-04-06 08:25:33.203568
Analysis finished2024-04-06 08:25:43.660122
Duration10.46 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

기준년월
Date

CONSTANT 

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
Minimum2023-12-31 00:00:00
Maximum2023-12-31 00:00:00
2024-04-06T17:25:43.742737image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:43.918303image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=1)

대출년도
Real number (ℝ)

Distinct14
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2012.9478
Minimum2009
Maximum2022
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2024-04-06T17:25:44.104554image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum2009
5-th percentile2011
Q12012
median2013
Q32014
95-th percentile2016
Maximum2022
Range13
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.7403385
Coefficient of variation (CV)0.00086457209
Kurtosis3.243207
Mean2012.9478
Median Absolute Deviation (MAD)1
Skewness1.3812272
Sum20129478
Variance3.028778
MonotonicityNot monotonic
2024-04-06T17:25:44.373613image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%)
2012 3069
30.7%
2013 2794
27.9%
2014 1392
13.9%
2011 1030
 
10.3%
2015 559
 
5.6%
2010 383
 
3.8%
2016 311
 
3.1%
2017 156
 
1.6%
2018 131
 
1.3%
2019 86
 
0.9%
Other values (4) 89
 
0.9%
ValueCountFrequency (%)
2009 12
 
0.1%
2010 383
 
3.8%
2011 1030
 
10.3%
2012 3069
30.7%
2013 2794
27.9%
2014 1392
13.9%
2015 559
 
5.6%
2016 311
 
3.1%
2017 156
 
1.6%
2018 131
 
1.3%
ValueCountFrequency (%)
2022 6
 
0.1%
2021 15
 
0.1%
2020 56
 
0.6%
2019 86
 
0.9%
2018 131
 
1.3%
2017 156
 
1.6%
2016 311
 
3.1%
2015 559
 
5.6%
2014 1392
13.9%
2013 2794
27.9%

대출학기
Categorical

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
1
5545 
2
4452 
3
 
3

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row1
3rd row2
4th row1
5th row1

Common Values

ValueCountFrequency (%)
1 5545
55.5%
2 4452
44.5%
3 3
 
< 0.1%

Length

2024-04-06T17:25:44.626682image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-06T17:25:44.800955image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 5545
55.5%
2 4452
44.5%
3 3
 
< 0.1%

상품명
Categorical

IMBALANCE 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
취업후상환학자금_등록금
6969 
취업후상환학자금_생활비
1555 
일반상환학자금_등록금
915 
일반상환학자금_생활비
 
483
한국장학재단 든든전환대출
 
32
Other values (2)
 
46

Length

Max length14
Median length12
Mean length11.8702
Min length11

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row일반상환학자금_등록금
2nd row취업후상환학자금_등록금
3rd row취업후상환학자금_등록금
4th row취업후상환학자금_등록금
5th row취업후상환학자금_등록금

Common Values

ValueCountFrequency (%)
취업후상환학자금_등록금 6969
69.7%
취업후상환학자금_생활비 1555
 
15.6%
일반상환학자금_등록금 915
 
9.2%
일반상환학자금_생활비 483
 
4.8%
한국장학재단 든든전환대출 32
 
0.3%
한국장학재단 일반전환대출 24
 
0.2%
일반상환학자금_등록금생활비 22
 
0.2%

Length

2024-04-06T17:25:45.039333image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-06T17:25:45.275548image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
취업후상환학자금_등록금 6969
69.3%
취업후상환학자금_생활비 1555
 
15.5%
일반상환학자금_등록금 915
 
9.1%
일반상환학자금_생활비 483
 
4.8%
한국장학재단 56
 
0.6%
든든전환대출 32
 
0.3%
일반전환대출 24
 
0.2%
일반상환학자금_등록금생활비 22
 
0.2%

연령
Real number (ℝ)

Distinct16
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean32.7776
Minimum27
Maximum42
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2024-04-06T17:25:45.518637image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum27
5-th percentile31
Q132
median32
Q334
95-th percentile36
Maximum42
Range15
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.7226825
Coefficient of variation (CV)0.0525567
Kurtosis1.8782828
Mean32.7776
Median Absolute Deviation (MAD)1
Skewness1.1405758
Sum327776
Variance2.967635
MonotonicityNot monotonic
2024-04-06T17:25:45.869720image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=16)
ValueCountFrequency (%)
32 3022
30.2%
33 2028
20.3%
31 1892
18.9%
34 1343
13.4%
35 655
 
6.6%
36 340
 
3.4%
30 308
 
3.1%
37 211
 
2.1%
38 109
 
1.1%
39 46
 
0.5%
Other values (6) 46
 
0.5%
ValueCountFrequency (%)
27 1
 
< 0.1%
28 2
 
< 0.1%
29 12
 
0.1%
30 308
 
3.1%
31 1892
18.9%
32 3022
30.2%
33 2028
20.3%
34 1343
13.4%
35 655
 
6.6%
36 340
 
3.4%
ValueCountFrequency (%)
42 2
 
< 0.1%
41 11
 
0.1%
40 18
 
0.2%
39 46
 
0.5%
38 109
 
1.1%
37 211
 
2.1%
36 340
 
3.4%
35 655
 
6.6%
34 1343
13.4%
33 2028
20.3%

대학명
Text

Distinct477
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2024-04-06T17:25:46.268551image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length19
Median length18
Mean length12.1573
Min length5

Characters and Unicode

Total characters121573
Distinct characters187
Distinct categories6 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique52 ?
Unique (%)0.5%

Sample

1st row단국대학교(본교) 대학원
2nd row동서대학교(본교) 학부
3rd row단국대학교(천안캠퍼스)
4th row숭실대학교(본교) 학부
5th row백석대학교(본교) 학부
ValueCountFrequency (%)
학부 6695
38.0%
대학원 568
 
3.2%
연세대학교(본교 150
 
0.9%
중앙대학교 122
 
0.7%
조선대학교(본교 111
 
0.6%
원광대학교(본교 107
 
0.6%
가톨릭관동대학교(본교 105
 
0.6%
고려대학교(본교 98
 
0.6%
백석대학교(본교 96
 
0.5%
전주대학교(본교 91
 
0.5%
Other values (379) 9496
53.8%
2024-04-06T17:25:46.961067image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
교 18591
15.3%
학 17850
14.7%
대 11016
 
9.1%
) 9390
 
7.7%
( 9373
 
7.7%
본 8520
 
7.0%
7639
 
6.3%
부 7138
 
5.9%
국 1534
 
1.3%
원 1433
 
1.2%
Other values (177) 29089
23.9%

Most occurring categories

ValueCountFrequency (%)
Other Letter 95110
78.2%
Close Punctuation 9390
 
7.7%
Open Punctuation 9373
 
7.7%
Space Separator 7639
 
6.3%
Decimal Number 59
 
< 0.1%
Letter Number 2
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
교 18591
19.5%
학 17850
18.8%
대 11016
11.6%
본 8520
 
9.0%
부 7138
 
7.5%
국 1534
 
1.6%
원 1433
 
1.5%
한 1103
 
1.2%
서 998
 
1.0%
스 951
 
1.0%
Other values (172) 25976
27.3%
Close Punctuation
ValueCountFrequency (%)
) 9390
100.0%
Open Punctuation
ValueCountFrequency (%)
( 9373
100.0%
Space Separator
ValueCountFrequency (%)
7639
100.0%
Decimal Number
ValueCountFrequency (%)
2 59
100.0%
Letter Number
ValueCountFrequency (%)
Ⅶ 2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 95110
78.2%
Common 26461
 
21.8%
Latin 2
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
교 18591
19.5%
학 17850
18.8%
대 11016
11.6%
본 8520
 
9.0%
부 7138
 
7.5%
국 1534
 
1.6%
원 1433
 
1.5%
한 1103
 
1.2%
서 998
 
1.0%
스 951
 
1.0%
Other values (172) 25976
27.3%
Common
ValueCountFrequency (%)
) 9390
35.5%
( 9373
35.4%
7639
28.9%
2 59
 
0.2%
Latin
ValueCountFrequency (%)
Ⅶ 2
100.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 95110
78.2%
ASCII 26461
 
21.8%
Number Forms 2
 
< 0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
교 18591
19.5%
학 17850
18.8%
대 11016
11.6%
본 8520
 
9.0%
부 7138
 
7.5%
국 1534
 
1.6%
원 1433
 
1.5%
한 1103
 
1.2%
서 998
 
1.0%
스 951
 
1.0%
Other values (172) 25976
27.3%
ASCII
ValueCountFrequency (%)
) 9390
35.5%
( 9373
35.4%
7639
28.9%
2 59
 
0.2%
Number Forms
ValueCountFrequency (%)
Ⅶ 2
100.0%

설립구분
Categorical

IMBALANCE 

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
사립
8840 
국립
1130 
공립
 
30

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
사립 8840
88.4%
국립 1130
 
11.3%
공립 30
 
0.3%

Length

2024-04-06T17:25:47.206360image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-06T17:25:47.382471image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
사립 8840
88.4%
국립 1130
 
11.3%
공립 30
 
0.3%

학교형태
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
대학교
6867 
전문대
2325 
대학원
 
565
사이버
 
112
전공대학
 
74
Other values (2)
 
57

Length

Max length4
Median length3
Mean length3.0074
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row대학원
2nd row대학교
3rd row대학교
4th row대학교
5th row대학교

Common Values

ValueCountFrequency (%)
대학교 6867
68.7%
전문대 2325
 
23.2%
대학원 565
 
5.7%
사이버 112
 
1.1%
전공대학 74
 
0.7%
방통대 42
 
0.4%
기능대 15
 
0.1%

Length

2024-04-06T17:25:47.674982image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-06T17:25:47.943195image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
대학교 6867
68.7%
전문대 2325
 
23.2%
대학원 565
 
5.7%
사이버 112
 
1.1%
전공대학 74
 
0.7%
방통대 42
 
0.4%
기능대 15
 
0.1%

학제
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct12
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
대학교
6709 
전문대2년제
2068 
대학원
 
568
전문대3년제
 
272
산업대학
 
124
Other values (7)
 
259

Length

Max length7
Median length3
Mean length3.8043
Min length3

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row대학원
2nd row대학교
3rd row대학교
4th row대학교
5th row대학교

Common Values

ValueCountFrequency (%)
대학교 6709
67.1%
전문대2년제 2068
 
20.7%
대학원 568
 
5.7%
전문대3년제 272
 
2.7%
산업대학 124
 
1.2%
사이버 대학교 104
 
1.0%
전공대(전문) 74
 
0.7%
방송통신대학 39
 
0.4%
교육대학 30
 
0.3%
대학원대학교 7
 
0.1%
Other values (2) 5
 
0.1%

Length

2024-04-06T17:25:48.352097image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
대학교 6813
67.4%
전문대2년제 2068
 
20.5%
대학원 568
 
5.6%
전문대3년제 272
 
2.7%
산업대학 124
 
1.2%
사이버 105
 
1.0%
전공대(전문 74
 
0.7%
방송통신대학 39
 
0.4%
교육대학 30
 
0.3%
대학원대학교 7
 
0.1%
Other values (2) 5
 
< 0.1%

지역구분(대학소재지)
Categorical

Distinct24
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
경기
2159 
서울
2004 
충남
776 
경북
738 
부산
655 
Other values (19)
3668 

Length

Max length6
Median length3
Mean length3.0264
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row경기
2nd row부산
3rd row충남
4th row서울
5th row충남

Common Values

ValueCountFrequency (%)
경기 2159
21.6%
서울 2004
20.0%
충남 776
 
7.8%
경북 738
 
7.4%
부산 655
 
6.6%
전북 591
 
5.9%
강원 526
 
5.3%
대전 497
 
5.0%
충북 421
 
4.2%
광주 375
 
3.8%
Other values (14) 1258
12.6%

Length

2024-04-06T17:25:48.622566image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
경기 2159
21.6%
서울 2004
20.0%
충남 776
 
7.8%
경북 738
 
7.4%
부산 655
 
6.6%
전북 591
 
5.9%
강원 526
 
5.3%
대전 497
 
5.0%
충북 421
 
4.2%
광주 375
 
3.8%
Other values (14) 1258
12.6%

대출금액
Real number (ℝ)

HIGH CORRELATION 

Distinct4380
Distinct (%)43.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2733033.9
Minimum100000
Maximum30956204
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2024-04-06T17:25:48.913185image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum100000
5-th percentile800000
Q11500000
median2772995
Q33748000
95-th percentile4909000
Maximum30956204
Range30856204
Interquartile range (IQR)2248000

Descriptive statistics

Standard deviation1555138.5
Coefficient of variation (CV)0.56901546
Kurtosis32.576104
Mean2733033.9
Median Absolute Deviation (MAD)1206995
Skewness2.6583664
Sum2.7330339 × 1010
Variance2.4184559 × 1012
MonotonicityNot monotonic
2024-04-06T17:25:49.180124image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1000000 1003
 
10.0%
1500000 841
 
8.4%
500000 102
 
1.0%
800000 22
 
0.2%
700000 20
 
0.2%
1200000 18
 
0.2%
3374000 17
 
0.2%
600000 16
 
0.2%
3572000 14
 
0.1%
3351000 14
 
0.1%
Other values (4370) 7933
79.3%
ValueCountFrequency (%)
100000 4
< 0.1%
101000 1
 
< 0.1%
102000 1
 
< 0.1%
104000 2
< 0.1%
105000 1
 
< 0.1%
108000 1
 
< 0.1%
110000 3
< 0.1%
115500 1
 
< 0.1%
116000 1
 
< 0.1%
117000 1
 
< 0.1%
ValueCountFrequency (%)
30956204 1
< 0.1%
28915820 1
< 0.1%
26747280 1
< 0.1%
22563500 1
< 0.1%
19544650 1
< 0.1%
18816624 1
< 0.1%
17809930 1
< 0.1%
15933150 1
< 0.1%
15219310 1
< 0.1%
14949818 1
< 0.1%

이자면제금액
Real number (ℝ)

HIGH CORRELATION 

Distinct9020
Distinct (%)90.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean78078.084
Minimum-18285
Maximum1205526
Zeros89
Zeros (%)0.9%
Negative3
Negative (%)< 0.1%
Memory size166.0 KiB
2024-04-06T17:25:49.466025image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum-18285
5-th percentile2278.75
Q128243.25
median57901
Q3112434
95-th percentile201073.4
Maximum1205526
Range1223811
Interquartile range (IQR)84190.75

Descriptive statistics

Standard deviation72900.807
Coefficient of variation (CV)0.93369104
Kurtosis22.455094
Mean78078.084
Median Absolute Deviation (MAD)37602.5
Skewness2.9266401
Sum7.8078084 × 108
Variance5.3145277 × 109
MonotonicityNot monotonic
2024-04-06T17:25:49.760807image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 89
 
0.9%
50765 17
 
0.2%
58074 12
 
0.1%
50924 11
 
0.1%
14061 10
 
0.1%
44557 8
 
0.1%
57994 8
 
0.1%
39281 6
 
0.1%
50930 6
 
0.1%
1986 6
 
0.1%
Other values (9010) 9827
98.3%
ValueCountFrequency (%)
-18285 1
 
< 0.1%
-8460 1
 
< 0.1%
-350 1
 
< 0.1%
0 89
0.9%
1 4
 
< 0.1%
4 1
 
< 0.1%
7 2
 
< 0.1%
12 1
 
< 0.1%
13 1
 
< 0.1%
14 1
 
< 0.1%
ValueCountFrequency (%)
1205526 1
< 0.1%
1149124 1
< 0.1%
993817 1
< 0.1%
862085 1
< 0.1%
836239 1
< 0.1%
805743 1
< 0.1%
752614 1
< 0.1%
738243 1
< 0.1%
703815 1
< 0.1%
679399 1
< 0.1%

대출잔액
Real number (ℝ)

HIGH CORRELATION 

Distinct7577
Distinct (%)75.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2043292.1
Minimum1
Maximum17809930
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2024-04-06T17:25:50.122476image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile129087.85
Q11000000
median1752341.5
Q33046500
95-th percentile4328050
Maximum17809930
Range17809929
Interquartile range (IQR)2046500

Descriptive statistics

Standard deviation1387282.8
Coefficient of variation (CV)0.6789449
Kurtosis4.4668122
Mean2043292.1
Median Absolute Deviation (MAD)963031
Skewness1.1069955
Sum2.0432921 × 1010
Variance1.9245535 × 1012
MonotonicityNot monotonic
2024-04-06T17:25:50.545046image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1500000 678
 
6.8%
1000000 506
 
5.1%
500000 71
 
0.7%
800000 21
 
0.2%
1200000 15
 
0.1%
700000 14
 
0.1%
600000 12
 
0.1%
1100000 11
 
0.1%
900000 11
 
0.1%
1400000 10
 
0.1%
Other values (7567) 8651
86.5%
ValueCountFrequency (%)
1 1
< 0.1%
4 1
< 0.1%
18 1
< 0.1%
20 1
< 0.1%
72 1
< 0.1%
125 1
< 0.1%
138 1
< 0.1%
176 1
< 0.1%
194 1
< 0.1%
209 1
< 0.1%
ValueCountFrequency (%)
17809930 1
< 0.1%
14949818 1
< 0.1%
13414444 1
< 0.1%
12986300 1
< 0.1%
12362060 1
< 0.1%
11337109 1
< 0.1%
10139000 1
< 0.1%
10121327 1
< 0.1%
10116483 1
< 0.1%
9976500 1
< 0.1%

Interactions

2024-04-06T17:25:41.461774image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:36.879787image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:37.940162image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:39.096816image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:40.200733image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:42.079719image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:37.057891image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:38.141591image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:39.358005image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:40.459452image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:42.301599image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:37.262417image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:38.349509image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:39.556042image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:40.744259image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:42.503173image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:37.508411image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:38.599571image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:39.756924image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:41.066443image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:42.724252image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:37.714610image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:38.835642image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:39.973787image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-04-06T17:25:41.250767image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-04-06T17:25:50.935694image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
대출년도대출학기상품명연령설립구분학교형태학제지역구분(대학소재지)대출금액이자면제금액대출잔액
대출년도1.0000.0540.3720.5080.1470.3950.3950.2030.3000.2060.328
대출학기0.0541.0000.0310.0460.1130.0000.0000.3380.1370.0220.052
상품명0.3720.0311.0000.2870.1330.6230.4880.1730.5900.5750.498
연령0.5080.0460.2871.0000.1940.3270.3230.1880.3720.3130.276
설립구분0.1470.1130.1330.1941.0000.2900.4510.4490.2950.1570.211
학교형태0.3950.0000.6230.3270.2901.0000.9630.4250.2910.2120.261
학제0.3950.0000.4880.3230.4510.9631.0000.5230.2830.2040.257
지역구분(대학소재지)0.2030.3380.1730.1880.4490.4250.5231.0000.2630.1680.195
대출금액0.3000.1370.5900.3720.2950.2910.2830.2631.0000.9390.916
이자면제금액0.2060.0220.5750.3130.1570.2120.2040.1680.9391.0000.874
대출잔액0.3280.0520.4980.2760.2110.2610.2570.1950.9160.8741.000
2024-04-06T17:25:51.252208image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
상품명학제대출학기지역구분(대학소재지)설립구분학교형태
상품명1.0000.2620.0200.0740.0890.259
학제0.2621.0000.0000.1760.2290.899
대출학기0.0200.0001.0000.1660.0340.000
지역구분(대학소재지)0.0740.1760.1661.0000.2340.197
설립구분0.0890.2290.0340.2341.0000.203
학교형태0.2590.8990.0000.1970.2031.000
2024-04-06T17:25:51.475871image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
대출년도연령대출금액이자면제금액대출잔액대출학기상품명설립구분학교형태학제지역구분(대학소재지)
대출년도1.000-0.239-0.1510.065-0.1200.0340.2070.0880.2120.1770.075
연령-0.2391.0000.0120.0280.0460.0330.1500.1180.1700.1400.072
대출금액-0.1510.0121.0000.5470.7060.0820.3500.1850.1520.1220.099
이자면제금액0.0650.0280.5471.0000.5880.0130.3370.0940.1080.0860.062
대출잔액-0.1200.0460.7060.5881.0000.0310.2800.1280.1350.1100.072
대출학기0.0340.0330.0820.0130.0311.0000.0200.0340.0000.0000.166
상품명0.2070.1500.3500.3370.2800.0201.0000.0890.2590.2620.074
설립구분0.0880.1180.1850.0940.1280.0340.0891.0000.2030.2290.234
학교형태0.2120.1700.1520.1080.1350.0000.2590.2031.0000.8990.197
학제0.1770.1400.1220.0860.1100.0000.2620.2290.8991.0000.176
지역구분(대학소재지)0.0750.0720.0990.0620.0720.1660.0740.2340.1970.1761.000

Missing values

2024-04-06T17:25:43.062406image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-04-06T17:25:43.488295image/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

기준년월대출년도대출학기상품명연령대학명설립구분학교형태학제지역구분(대학소재지)대출금액이자면제금액대출잔액
7812023-12-3120152일반상환학자금_등록금38단국대학교(본교) 대학원사립대학원대학원경기36360001690942525580
418212023-12-3120121취업후상환학자금_등록금32동서대학교(본교) 학부사립대학교대학교부산4390000622362370121
433792023-12-3120132취업후상환학자금_등록금33단국대학교(천안캠퍼스)사립대학교대학교충남30430001468832720298
503102023-12-3120131취업후상환학자금_등록금32숭실대학교(본교) 학부사립대학교대학교서울2000000532521999526
48592023-12-3120121취업후상환학자금_등록금35백석대학교(본교) 학부사립대학교대학교충남4500000799552720614
58452023-12-3120101취업후상환학자금_등록금34두원공과대학교(본교)사립전문대전문대2년제경기4137000302394137000
427712023-12-3120121취업후상환학자금_등록금32세종대학교(본교) 학부사립대학교대학교서울4959000413412308831
22542023-12-3120101일반상환학자금_등록금41고려대학교(본교) 대학원사립대학원대학원서울특별시64040003510481133788
131622023-12-3120132취업후상환학자금_생활비35울산과학기술원(본교) 학부국립대학교대학교울산1500000503331500000
319672023-12-3120131취업후상환학자금_등록금33한남대학교(본교) 학부사립대학교대학교대전3987050554741162751
기준년월대출년도대출학기상품명연령대학명설립구분학교형태학제지역구분(대학소재지)대출금액이자면제금액대출잔액
250082023-12-3120121취업후상환학자금_등록금33영산대학교(본교) 학부사립대학교대학교부산2474000174946479
54462023-12-3120162일반상환학자금_등록금35상명대학교(분교) 대학원사립대학원대학원충남44030001284633471996
118502023-12-3120122취업후상환학자금_등록금34신안산대학교(본교)사립전문대전문대2년제경기2330000740871963790
96792023-12-3120122취업후상환학자금_생활비37한동대학교(본교) 학부사립대학교대학교경북1000000429541000000
137452023-12-3120111취업후상환학자금_등록금32경성대학교(본교) 학부사립대학교대학교부산332200019971047420
333812023-12-3120122취업후상환학자금_등록금32대구예술대학교(본교) 학부사립대학교대학교경북42720001427104272000
41292023-12-3120122취업후상환학자금_등록금35가톨릭대학교(성심교정) 학부사립대학교대학교경기256900056261250244
159882023-12-3120112취업후상환학자금_등록금34오산대학교(본교)사립전문대전문대2년제경기3670000396553670000
205672023-12-3120112취업후상환학자금_등록금33국민대학교(본교) 학부사립대학교대학교서울354300067553543000
184952023-12-3120121취업후상환학자금_등록금32을지대학교(성남캠퍼스)사립대학교대학교경기3453000222223453000

Duplicate rows

Most frequently occurring

기준년월대출년도대출학기상품명연령대학명설립구분학교형태학제지역구분(대학소재지)대출금액이자면제금액대출잔액# duplicates
02023-12-3120162일반상환학자금_등록금37인천대학교(본교) 대학원공립대학원대학원인천316500013721524266402