Overview

Dataset statistics

Number of variables21
Number of observations8310
Missing cells42048
Missing cells (%)24.1%
Duplicate rows16
Duplicate rows (%)0.2%
Total size in memory1.4 MiB
Average record size in memory178.0 B

Variable types

Categorical6
Text1
Boolean7
Numeric7

Dataset

Descriptionㅇ 대학정보공시 공시항목 8-차-2. 등록금 납부 제도 현황임- 학교별 납부방법의 실시여부를 나타냄- 전년도 기준으로 데이터 제공- 단위: 명, 원
Author한국장학재단
URLhttps://www.data.go.kr/data/15073572/fileData.do

Alerts

조사년도 has constant value ""Constant
적용년도 has constant value ""Constant
실시여부 has constant value ""Constant
추가여부 has constant value ""Constant
Dataset has 16 (0.2%) duplicate rowsDuplicates
본분교구분 is highly imbalanced (83.8%)Imbalance
대상자_장학금수혜자 is highly imbalanced (77.9%)Imbalance
행정사항_제증명서 발급제한 is highly imbalanced (88.1%)Imbalance
행정사항_장학금 지급제한 is highly imbalanced (86.5%)Imbalance
최초시행년도 has 3773 (45.4%) missing valuesMissing
이용학생수 has 6391 (76.9%) missing valuesMissing
이용금액 has 6402 (77.0%) missing valuesMissing
분납횟수 has 6114 (73.6%) missing valuesMissing
분납개월수 has 6114 (73.6%) missing valuesMissing
학교부담카드수수료율 has 8046 (96.8%) missing valuesMissing
대상자_장학금수혜자 has 1302 (15.7%) missing valuesMissing
행정사항_제증명서 발급제한 has 1302 (15.7%) missing valuesMissing
행정사항_온라인신청 has 1302 (15.7%) missing valuesMissing
행정사항_장학금 지급제한 has 1302 (15.7%) missing valuesMissing
이용학생수 has 146 (1.8%) zerosZeros
이용금액 has 135 (1.6%) zerosZeros
분납횟수 has 244 (2.9%) zerosZeros
분납개월수 has 265 (3.2%) zerosZeros

Reproduction

Analysis started2023-12-11 23:15:03.822288
Analysis finished2023-12-11 23:15:04.521432
Duration0.7 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

조사년도
Categorical

CONSTANT 

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size65.1 KiB
2022
8310 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2022
2nd row2022
3rd row2022
4th row2022
5th row2022

Common Values

ValueCountFrequency (%)
2022 8310
100.0%

Length

2023-12-12T08:15:04.587224image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:15:04.692214image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2022 8310
100.0%

차수
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size65.1 KiB
2
5241 
1
3069 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
2 5241
63.1%
1 3069
36.9%

Length

2023-12-12T08:15:04.810605image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:15:04.946941image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2 5241
63.1%
1 3069
36.9%

학교명
Text

Distinct443
Distinct (%)5.3%
Missing0
Missing (%)0.0%
Memory size65.1 KiB
2023-12-12T08:15:05.200575image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length21
Median length20
Mean length7.3604091
Min length4

Characters and Unicode

Total characters61165
Distinct characters219
Distinct categories5 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row강릉원주대학교
2nd row강릉원주대학교
3rd row강릉원주대학교
4th row강릉원주대학교
5th row강릉원주대학교
ValueCountFrequency (%)
한국폴리텍 518
 
5.3%
대학 462
 
4.7%
v 84
 
0.9%
vi 77
 
0.8%
i 77
 
0.8%
vii 70
 
0.7%
을지대학교 63
 
0.6%
특성화대학 56
 
0.6%
iv 56
 
0.6%
경동대학교 56
 
0.6%
Other values (443) 8289
84.5%
2023-12-12T08:15:05.640321image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
학 9716
 
15.9%
대 9392
 
15.4%
교 7823
 
12.8%
한 1559
 
2.5%
국 1546
 
2.5%
1498
 
2.4%
원 1469
 
2.4%
경 747
 
1.2%
서 702
 
1.1%
신 654
 
1.1%
Other values (209) 26059
42.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 58320
95.3%
Space Separator 1498
 
2.4%
Uppercase Letter 1113
 
1.8%
Open Punctuation 117
 
0.2%
Close Punctuation 117
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
학 9716
16.7%
대 9392
 
16.1%
교 7823
 
13.4%
한 1559
 
2.7%
국 1546
 
2.7%
원 1469
 
2.5%
경 747
 
1.3%
서 702
 
1.2%
신 654
 
1.1%
동 615
 
1.1%
Other values (197) 24097
41.3%
Uppercase Letter
ValueCountFrequency (%)
I 651
58.5%
V 287
25.8%
E 42
 
3.8%
C 35
 
3.1%
R 21
 
1.9%
A 21
 
1.9%
W 21
 
1.9%
S 21
 
1.9%
T 14
 
1.3%
Space Separator
ValueCountFrequency (%)
1498
100.0%
Open Punctuation
ValueCountFrequency (%)
( 117
100.0%
Close Punctuation
ValueCountFrequency (%)
) 117
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 58320
95.3%
Common 1732
 
2.8%
Latin 1113
 
1.8%

Most frequent character per script

Hangul
ValueCountFrequency (%)
학 9716
16.7%
대 9392
 
16.1%
교 7823
 
13.4%
한 1559
 
2.7%
국 1546
 
2.7%
원 1469
 
2.5%
경 747
 
1.3%
서 702
 
1.2%
신 654
 
1.1%
동 615
 
1.1%
Other values (197) 24097
41.3%
Latin
ValueCountFrequency (%)
I 651
58.5%
V 287
25.8%
E 42
 
3.8%
C 35
 
3.1%
R 21
 
1.9%
A 21
 
1.9%
W 21
 
1.9%
S 21
 
1.9%
T 14
 
1.3%
Common
ValueCountFrequency (%)
1498
86.5%
( 117
 
6.8%
) 117
 
6.8%

Most occurring blocks

ValueCountFrequency (%)
Hangul 58320
95.3%
ASCII 2845
 
4.7%

Most frequent character per block

Hangul
ValueCountFrequency (%)
학 9716
16.7%
대 9392
 
16.1%
교 7823
 
13.4%
한 1559
 
2.7%
국 1546
 
2.7%
원 1469
 
2.5%
경 747
 
1.3%
서 702
 
1.2%
신 654
 
1.1%
동 615
 
1.1%
Other values (197) 24097
41.3%
ASCII
ValueCountFrequency (%)
1498
52.7%
I 651
22.9%
V 287
 
10.1%
( 117
 
4.1%
) 117
 
4.1%
E 42
 
1.5%
C 35
 
1.2%
R 21
 
0.7%
A 21
 
0.7%
W 21
 
0.7%
Other values (2) 35
 
1.2%

본분교구분
Categorical

IMBALANCE 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size65.1 KiB
본교
7863 
제2캠퍼스
 
288
캠퍼스
 
103
제3캠퍼스
 
42
제4캠퍼스
 
14

Length

Max length5
Median length2
Mean length2.1365824
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
본교 7863
94.6%
제2캠퍼스 288
 
3.5%
캠퍼스 103
 
1.2%
제3캠퍼스 42
 
0.5%
제4캠퍼스 14
 
0.2%

Length

2023-12-12T08:15:05.802482image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:15:05.928211image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
본교 7863
94.6%
제2캠퍼스 288
 
3.5%
캠퍼스 103
 
1.2%
제3캠퍼스 42
 
0.5%
제4캠퍼스 14
 
0.2%

납부구분
Categorical

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size65.1 KiB
납부수단
3514 
납부방법
2402 
반영항목
2394 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row납부방법
2nd row납부방법
3rd row반영항목
4th row반영항목
5th row납부수단

Common Values

ValueCountFrequency (%)
납부수단 3514
42.3%
납부방법 2402
28.9%
반영항목 2394
28.8%

Length

2023-12-12T08:15:06.070930image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:15:06.183986image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
납부수단 3514
42.3%
납부방법 2402
28.9%
반영항목 2394
28.8%

납부방법명
Categorical

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size65.1 KiB
분할
2398 
카드
2398 
일시
1201 
계좌이체
1201 
학교창구
1112 

Length

Max length4
Median length2
Mean length2.5566787
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row일시
2nd row분할
3rd row분할
4th row카드
5th row카드

Common Values

ValueCountFrequency (%)
분할 2398
28.9%
카드 2398
28.9%
일시 1201
14.5%
계좌이체 1201
14.5%
학교창구 1112
13.4%

Length

2023-12-12T08:15:06.319046image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:15:06.443475image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
분할 2398
28.9%
카드 2398
28.9%
일시 1201
14.5%
계좌이체 1201
14.5%
학교창구 1112
13.4%

적용년도
Categorical

CONSTANT 

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size65.1 KiB
2022
8310 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2022
2nd row2022
3rd row2022
4th row2022
5th row2022

Common Values

ValueCountFrequency (%)
2022 8310
100.0%

Length

2023-12-12T08:15:06.560784image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:15:06.675822image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2022 8310
100.0%

실시여부
Boolean

CONSTANT 

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size8.2 KiB
False
8310 
ValueCountFrequency (%)
False 8310
100.0%
2023-12-12T08:15:06.786954image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

최초시행년도
Real number (ℝ)

MISSING 

Distinct88
Distinct (%)1.9%
Missing3773
Missing (%)45.4%
Infinite0
Infinite (%)0.0%
Mean1995.5936
Minimum1855
Maximum2022
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size73.2 KiB
2023-12-12T08:15:07.152471image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1855
5-th percentile1952
Q11992
median2000
Q32008
95-th percentile2015
Maximum2022
Range167
Interquartile range (IQR)16

Descriptive statistics

Standard deviation18.739809
Coefficient of variation (CV)0.0093905942
Kurtosis5.45275
Mean1995.5936
Median Absolute Deviation (MAD)8
Skewness-1.9201434
Sum9054008
Variance351.18045
MonotonicityNot monotonic
2023-12-12T08:15:07.312635image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1998 305
 
3.7%
2003 249
 
3.0%
2008 204
 
2.5%
1997 189
 
2.3%
2011 172
 
2.1%
1999 171
 
2.1%
2001 162
 
1.9%
2010 157
 
1.9%
2002 153
 
1.8%
2000 139
 
1.7%
Other values (78) 2636
31.7%
(Missing) 3773
45.4%
ValueCountFrequency (%)
1855 4
< 0.1%
1900 3
 
< 0.1%
1905 3
 
< 0.1%
1906 6
0.1%
1914 7
0.1%
1918 3
 
< 0.1%
1919 6
0.1%
1937 3
 
< 0.1%
1938 2
 
< 0.1%
1939 8
0.1%
ValueCountFrequency (%)
2022 6
 
0.1%
2021 12
 
0.1%
2020 15
 
0.2%
2019 15
 
0.2%
2018 89
1.1%
2017 36
 
0.4%
2016 53
0.6%
2015 102
1.2%
2014 78
0.9%
2013 37
 
0.4%

이용학생수
Real number (ℝ)

MISSING  ZEROS 

Distinct1063
Distinct (%)55.4%
Missing6391
Missing (%)76.9%
Infinite0
Infinite (%)0.0%
Mean2733.2038
Minimum0
Maximum97806
Zeros146
Zeros (%)1.8%
Negative0
Negative (%)0.0%
Memory size73.2 KiB
2023-12-12T08:15:07.455750image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q159
median440
Q32924
95-th percentile11787.5
Maximum97806
Range97806
Interquartile range (IQR)2865

Descriptive statistics

Standard deviation6182.9399
Coefficient of variation (CV)2.2621584
Kurtosis84.374475
Mean2733.2038
Median Absolute Deviation (MAD)439
Skewness7.2051164
Sum5245018
Variance38228746
MonotonicityNot monotonic
2023-12-12T08:15:07.590750image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 146
 
1.8%
1 25
 
0.3%
2 16
 
0.2%
4 15
 
0.2%
3 14
 
0.2%
6 13
 
0.2%
24 11
 
0.1%
5 10
 
0.1%
8 10
 
0.1%
20 9
 
0.1%
Other values (1053) 1650
 
19.9%
(Missing) 6391
76.9%
ValueCountFrequency (%)
0 146
1.8%
1 25
 
0.3%
2 16
 
0.2%
3 14
 
0.2%
4 15
 
0.2%
5 10
 
0.1%
6 13
 
0.2%
7 5
 
0.1%
8 10
 
0.1%
9 5
 
0.1%
ValueCountFrequency (%)
97806 2
< 0.1%
77023 2
< 0.1%
49272 1
< 0.1%
45077 1
< 0.1%
33895 1
< 0.1%
33103 1
< 0.1%
32313 1
< 0.1%
31369 1
< 0.1%
29292 1
< 0.1%
28457 1
< 0.1%

이용금액
Real number (ℝ)

MISSING  ZEROS 

Distinct1513
Distinct (%)79.3%
Missing6402
Missing (%)77.0%
Infinite0
Infinite (%)0.0%
Mean6.3988222 × 109
Minimum0
Maximum2.01416 × 1011
Zeros135
Zeros (%)1.6%
Negative0
Negative (%)0.0%
Memory size73.2 KiB
2023-12-12T08:15:07.740004image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11.3037082 × 108
median8.4518856 × 108
Q35.7208643 × 109
95-th percentile2.8767646 × 1010
Maximum2.01416 × 1011
Range2.01416 × 1011
Interquartile range (IQR)5.5904935 × 109

Descriptive statistics

Standard deviation1.5434841 × 1010
Coefficient of variation (CV)2.4121379
Kurtosis49.154837
Mean6.3988222 × 109
Median Absolute Deviation (MAD)8.4264406 × 108
Skewness5.86408
Sum1.2208953 × 1013
Variance2.3823433 × 1020
MonotonicityNot monotonic
2023-12-12T08:15:07.897928image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 135
 
1.6%
1216000 8
 
0.1%
51354000 4
 
< 0.1%
4415314280 4
 
< 0.1%
4221018280 4
 
< 0.1%
215684000 4
 
< 0.1%
21388000 4
 
< 0.1%
838500000 4
 
< 0.1%
188297770 3
 
< 0.1%
2432000 3
 
< 0.1%
Other values (1503) 1735
 
20.9%
(Missing) 6402
77.0%
ValueCountFrequency (%)
0 135
1.6%
300000 1
 
< 0.1%
700000 1
 
< 0.1%
1023000 2
 
< 0.1%
1082000 2
 
< 0.1%
1097500 1
 
< 0.1%
1160500 1
 
< 0.1%
1216000 8
 
0.1%
1247000 1
 
< 0.1%
1297500 1
 
< 0.1%
ValueCountFrequency (%)
201416000000 1
< 0.1%
195719000000 1
< 0.1%
151552000000 1
< 0.1%
147843000000 1
< 0.1%
146306000000 1
< 0.1%
144194000000 1
< 0.1%
140473000000 1
< 0.1%
136548000000 1
< 0.1%
96642400900 1
< 0.1%
94399848603 1
< 0.1%

분납횟수
Real number (ℝ)

MISSING  ZEROS 

Distinct8
Distinct (%)0.4%
Missing6114
Missing (%)73.6%
Infinite0
Infinite (%)0.0%
Mean2.2645719
Minimum0
Maximum12
Zeros244
Zeros (%)2.9%
Negative0
Negative (%)0.0%
Memory size73.2 KiB
2023-12-12T08:15:08.058935image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q34
95-th percentile4
Maximum12
Range12
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.6867815
Coefficient of variation (CV)0.74485665
Kurtosis1.7993951
Mean2.2645719
Median Absolute Deviation (MAD)1
Skewness0.75016384
Sum4973
Variance2.8452318
MonotonicityNot monotonic
2023-12-12T08:15:08.166286image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
1 853
 
10.3%
4 769
 
9.3%
0 244
 
2.9%
2 143
 
1.7%
3 126
 
1.5%
5 28
 
0.3%
6 26
 
0.3%
12 7
 
0.1%
(Missing) 6114
73.6%
ValueCountFrequency (%)
0 244
 
2.9%
1 853
10.3%
2 143
 
1.7%
3 126
 
1.5%
4 769
9.3%
5 28
 
0.3%
6 26
 
0.3%
12 7
 
0.1%
ValueCountFrequency (%)
12 7
 
0.1%
6 26
 
0.3%
5 28
 
0.3%
4 769
9.3%
3 126
 
1.5%
2 143
 
1.7%
1 853
10.3%
0 244
 
2.9%

분납개월수
Real number (ℝ)

MISSING  ZEROS 

Distinct7
Distinct (%)0.3%
Missing6114
Missing (%)73.6%
Infinite0
Infinite (%)0.0%
Mean2.0168488
Minimum0
Maximum6
Zeros265
Zeros (%)3.2%
Negative0
Negative (%)0.0%
Memory size73.2 KiB
2023-12-12T08:15:08.276485image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q33
95-th percentile4
Maximum6
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.4126626
Coefficient of variation (CV)0.70043061
Kurtosis-1.0267901
Mean2.0168488
Median Absolute Deviation (MAD)1
Skewness0.31663918
Sum4429
Variance1.9956158
MonotonicityNot monotonic
2023-12-12T08:15:08.387496image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
1 836
 
10.1%
3 496
 
6.0%
4 400
 
4.8%
0 265
 
3.2%
2 169
 
2.0%
6 17
 
0.2%
5 13
 
0.2%
(Missing) 6114
73.6%
ValueCountFrequency (%)
0 265
 
3.2%
1 836
10.1%
2 169
 
2.0%
3 496
6.0%
4 400
4.8%
5 13
 
0.2%
6 17
 
0.2%
ValueCountFrequency (%)
6 17
 
0.2%
5 13
 
0.2%
4 400
4.8%
3 496
6.0%
2 169
 
2.0%
1 836
10.1%
0 265
 
3.2%

학교부담카드수수료율
Real number (ℝ)

MISSING 

Distinct20
Distinct (%)7.6%
Missing8046
Missing (%)96.8%
Infinite0
Infinite (%)0.0%
Mean1.4587121
Minimum0
Maximum2.6
Zeros2
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size73.2 KiB
2023-12-12T08:15:08.495067image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0.53
Q11.3
median1.5
Q31.7
95-th percentile2.2
Maximum2.6
Range2.6
Interquartile range (IQR)0.4

Descriptive statistics

Standard deviation0.4073468
Coefficient of variation (CV)0.27925099
Kurtosis1.905258
Mean1.4587121
Median Absolute Deviation (MAD)0.2
Skewness-0.23710643
Sum385.1
Variance0.16593141
MonotonicityNot monotonic
2023-12-12T08:15:08.624831image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=20)
ValueCountFrequency (%)
1.5 52
 
0.6%
1.3 43
 
0.5%
1.7 31
 
0.4%
1.6 25
 
0.3%
1.4 24
 
0.3%
1.1 18
 
0.2%
0.5 12
 
0.1%
1.2 11
 
0.1%
1.8 10
 
0.1%
2.0 9
 
0.1%
Other values (10) 29
 
0.3%
(Missing) 8046
96.8%
ValueCountFrequency (%)
0.0 2
 
< 0.1%
0.5 12
 
0.1%
0.7 1
 
< 0.1%
0.8 5
 
0.1%
1.0 3
 
< 0.1%
1.1 18
 
0.2%
1.2 11
 
0.1%
1.3 43
0.5%
1.4 24
0.3%
1.5 52
0.6%
ValueCountFrequency (%)
2.6 1
 
< 0.1%
2.5 3
 
< 0.1%
2.4 7
 
0.1%
2.3 2
 
< 0.1%
2.2 4
 
< 0.1%
2.0 9
 
0.1%
1.9 1
 
< 0.1%
1.8 10
 
0.1%
1.7 31
0.4%
1.6 25
0.3%

추가여부
Boolean

CONSTANT 

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size8.2 KiB
False
8310 
ValueCountFrequency (%)
False 8310
100.0%
2023-12-12T08:15:08.736356image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

금년도계획
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size8.2 KiB
True
5862 
False
2448 
ValueCountFrequency (%)
True 5862
70.5%
False 2448
29.5%
2023-12-12T08:15:08.819340image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

집계번호별일련번호
Real number (ℝ)

Distinct3055
Distinct (%)36.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1089.3271
Minimum1
Maximum3055
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size73.2 KiB
2023-12-12T08:15:08.955109image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile25
Q1188
median877.5
Q31916
95-th percentile2747
Maximum3055
Range3054
Interquartile range (IQR)1728

Descriptive statistics

Standard deviation947.6522
Coefficient of variation (CV)0.86994276
Kurtosis-1.1986225
Mean1089.3271
Median Absolute Deviation (MAD)756
Skewness0.46338382
Sum9052308
Variance898044.69
MonotonicityNot monotonic
2023-12-12T08:15:09.097526image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
6 29
 
0.3%
5 29
 
0.3%
4 29
 
0.3%
3 29
 
0.3%
2 29
 
0.3%
1 29
 
0.3%
7 27
 
0.3%
8 12
 
0.1%
59 12
 
0.1%
65 12
 
0.1%
Other values (3045) 8073
97.1%
ValueCountFrequency (%)
1 29
0.3%
2 29
0.3%
3 29
0.3%
4 29
0.3%
5 29
0.3%
6 29
0.3%
7 27
0.3%
8 12
0.1%
9 12
0.1%
10 12
0.1%
ValueCountFrequency (%)
3055 1
< 0.1%
3054 1
< 0.1%
3053 1
< 0.1%
3052 1
< 0.1%
3051 1
< 0.1%
3050 1
< 0.1%
3049 1
< 0.1%
3048 1
< 0.1%
3047 1
< 0.1%
3046 1
< 0.1%

대상자_장학금수혜자
Boolean

IMBALANCE  MISSING 

Distinct2
Distinct (%)< 0.1%
Missing1302
Missing (%)15.7%
Memory size16.4 KiB
False
6759 
True
 
249
(Missing)
1302 
ValueCountFrequency (%)
False 6759
81.3%
True 249
 
3.0%
(Missing) 1302
 
15.7%
2023-12-12T08:15:09.208372image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

행정사항_제증명서 발급제한
Boolean

IMBALANCE  MISSING 

Distinct2
Distinct (%)< 0.1%
Missing1302
Missing (%)15.7%
Memory size16.4 KiB
False
6895 
True
 
113
(Missing)
1302 
ValueCountFrequency (%)
False 6895
83.0%
True 113
 
1.4%
(Missing) 1302
 
15.7%
2023-12-12T08:15:09.295114image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

행정사항_온라인신청
Boolean

MISSING 

Distinct2
Distinct (%)< 0.1%
Missing1302
Missing (%)15.7%
Memory size16.4 KiB
False
5564 
True
1444 
(Missing)
1302 
ValueCountFrequency (%)
False 5564
67.0%
True 1444
 
17.4%
(Missing) 1302
 
15.7%
2023-12-12T08:15:09.393452image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

행정사항_장학금 지급제한
Boolean

IMBALANCE  MISSING 

Distinct2
Distinct (%)< 0.1%
Missing1302
Missing (%)15.7%
Memory size16.4 KiB
False
6876 
True
 
132
(Missing)
1302 
ValueCountFrequency (%)
False 6876
82.7%
True 132
 
1.6%
(Missing) 1302
 
15.7%
2023-12-12T08:15:09.492487image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Sample

조사년도차수학교명본분교구분납부구분납부방법명적용년도실시여부최초시행년도이용학생수이용금액분납횟수분납개월수학교부담카드수수료율추가여부금년도계획집계번호별일련번호대상자_장학금수혜자행정사항_제증명서 발급제한행정사항_온라인신청행정사항_장학금 지급제한
020221강릉원주대학교제2캠퍼스납부방법일시2022N1946<NA><NA><NA><NA><NA>NY8NNNN
120221강릉원주대학교제2캠퍼스납부방법분할2022N1998<NA><NA>43<NA>NY9NNNN
220221강릉원주대학교제2캠퍼스반영항목분할2022N<NA><NA><NA>11<NA>NY10NNNN
320221강릉원주대학교제2캠퍼스반영항목카드2022N<NA><NA><NA><NA><NA><NA>NY11<NA><NA><NA><NA>
420221강릉원주대학교제2캠퍼스납부수단카드2022N2010<NA><NA><NA><NA><NA>NY12NNNN
520221강릉원주대학교제2캠퍼스납부수단계좌이체2022N2001<NA><NA><NA><NA><NA>NY13NNNN
620221강릉원주대학교제2캠퍼스납부수단학교창구2022N<NA><NA><NA><NA><NA><NA>NN14NNNN
720221강원대학교본교납부방법일시2022N1947<NA><NA><NA><NA><NA>NY15NNNN
820221강원대학교본교납부방법분할2022N1983<NA><NA>44<NA>NY16NNYN
920221강원대학교본교반영항목분할2022N<NA><NA><NA>11<NA>NY17NNYN
조사년도차수학교명본분교구분납부구분납부방법명적용년도실시여부최초시행년도이용학생수이용금액분납횟수분납개월수학교부담카드수수료율추가여부금년도계획집계번호별일련번호대상자_장학금수혜자행정사항_제증명서 발급제한행정사항_온라인신청행정사항_장학금 지급제한
830020222충북보건과학대학교본교반영항목분할2022N<NA><NA><NA>11<NA>NY3NNNN
830120222충북보건과학대학교본교반영항목카드2022N<NA><NA><NA><NA><NA><NA>NY4<NA><NA><NA><NA>
830220222충북보건과학대학교본교납부수단카드2022N201287215684000<NA><NA>1.5NY5NNNN
830320222충북보건과학대학교본교납부수단계좌이체2022N199217364221018280<NA><NA><NA>NY6NNNN
830420222충북보건과학대학교본교납부방법일시2022N199218154415314280<NA><NA><NA>NY1NNNN
830520222충북보건과학대학교본교납부방법분할2022N199782138800063<NA>NY2NNNN
830620222충북보건과학대학교본교반영항목분할2022N<NA><NA><NA>11<NA>NY3NNNN
830720222충북보건과학대학교본교반영항목카드2022N<NA><NA><NA><NA><NA><NA>NY4<NA><NA><NA><NA>
830820222충북보건과학대학교본교납부수단카드2022N201287215684000<NA><NA>1.5NY5NNNN
830920222충북보건과학대학교본교납부수단계좌이체2022N199217364221018280<NA><NA><NA>NY6NNNN

Duplicate rows

Most frequently occurring

조사년도차수학교명본분교구분납부구분납부방법명적용년도실시여부최초시행년도이용학생수이용금액분납횟수분납개월수학교부담카드수수료율추가여부금년도계획집계번호별일련번호대상자_장학금수혜자행정사항_제증명서 발급제한행정사항_온라인신청행정사항_장학금 지급제한# duplicates
020222서울대학교본교납부수단학교창구2022N<NA><NA><NA><NA><NA><NA>NN7NNNN2
120222서울대학교본교반영항목분할2022N<NA><NA><NA>11<NA>NY3NNYN2
220222서울대학교본교반영항목카드2022N<NA><NA><NA><NA><NA><NA>NY4<NA><NA><NA><NA>2
320222충북보건과학대학교본교납부방법분할2022N199782138800063<NA>NY2NNNN2
420222충북보건과학대학교본교납부방법일시2022N199218154415314280<NA><NA><NA>NY1NNNN2
520222충북보건과학대학교본교납부수단계좌이체2022N199217364221018280<NA><NA><NA>NY6NNNN2
620222충북보건과학대학교본교납부수단카드2022N201287215684000<NA><NA>1.5NY5NNNN2
720222충북보건과학대학교본교반영항목분할2022N<NA><NA><NA>11<NA>NY3NNNN2
820222충북보건과학대학교본교반영항목카드2022N<NA><NA><NA><NA><NA><NA>NY4<NA><NA><NA><NA>2
920222한국교통대학교본교납부방법분할2022N1998<NA><NA>43<NA>NY23NNYN2