gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	387
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	50.0 KiB
Average record size in memory	132.3 B

Variable types

Text	1
Categorical	2
Numeric	12

Dataset

Description	- 전년도 장학금 수혜현황(대학정보공시 항목) 조사를 통해, 대학별 재원구분에 따른 교외장학금 수혜 금액 및 성격유형에 따른 교내장학금 연간 수혜금액 제공- 2020 회계연도부터 재난을 사유로 지급한 교내장학금 추가 조사
Author	한국장학재단
URL	https://www.data.go.kr/data/15038576/fileData.do

Alerts

`교외장학금 소계(원)` is highly overall correlated with `교외장학금 국가` and 9 other fields	High correlation
`교외장학금 국가` is highly overall correlated with `교외장학금 소계(원)` and 9 other fields	High correlation
`교외장학금 지방자치단체` is highly overall correlated with `교외장학금 소계(원)` and 8 other fields	High correlation
`교외장학금 사설및기타` is highly overall correlated with `교외장학금 소계(원)` and 8 other fields	High correlation
`교내장학금 소계(원)` is highly overall correlated with `교외장학금 소계(원)` and 9 other fields	High correlation
`교내장학금 성적우수장학금` is highly overall correlated with `교외장학금 소계(원)` and 8 other fields	High correlation
`교내장학금 저소득층장학금` is highly overall correlated with `교외장학금 소계(원)` and 8 other fields	High correlation
`교내장학금 근로장학금` is highly overall correlated with `교외장학금 소계(원)` and 8 other fields	High correlation
`교내장학금 교직원장학금` is highly overall correlated with `교외장학금 소계(원)` and 4 other fields	High correlation
`교내장학금 기타장학금` is highly overall correlated with `교외장학금 소계(원)` and 9 other fields	High correlation
`총계(원)` is highly overall correlated with `교외장학금 소계(원)` and 9 other fields	High correlation
`학교명` has unique values	Unique
`교외장학금 소계(원)` has unique values	Unique
`교내장학금 소계(원)` has unique values	Unique
`총계(원)` has unique values	Unique
`교외장학금 지방자치단체` has 67 (17.3%) zeros	Zeros
`교외장학금 사설및기타` has 11 (2.8%) zeros	Zeros
`교내장학금 성적우수장학금` has 7 (1.8%) zeros	Zeros
`교내장학금 저소득층장학금` has 21 (5.4%) zeros	Zeros
`교내장학금 근로장학금` has 21 (5.4%) zeros	Zeros
`교내장학금 재난장학금` has 325 (84.0%) zeros	Zeros
`교내장학금 교직원장학금` has 119 (30.7%) zeros	Zeros
`교내장학금 기타장학금` has 10 (2.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 07:30:42.874844
Analysis finished	2023-12-12 07:31:00.586608
Duration	17.71 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

학교명
Text

UNIQUE

Distinct	387
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

Length

Max length	21
Median length	20
Mean length	7.1627907
Min length	5

Characters and Unicode

Total characters	2772
Distinct characters	193
Distinct categories	5 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	387 ?
Unique (%)	100.0%

Sample

1st row	ICT폴리텍대학
2nd row	가야대학교(김해)
3rd row	가천대학교
4th row	가톨릭관동대학교
5th row	가톨릭꽃동네대학교

Value	Count	Frequency (%)
한국폴리텍	28	6.0%
대학	24	5.1%
iv	4	0.9%
vi	4	0.9%
v	4	0.9%
i	4	0.9%
특성화대학	4	0.9%
vii	3	0.6%
iii	3	0.6%
ii	2	0.4%
Other values (387)	387	82.9%

Most occurring characters

Value	Count	Frequency (%)
학	415	15.0%
대	405	14.6%
교	360	13.0%
	80	2.9%
한	76	2.7%
국	69	2.5%
I	34	1.2%
원	32	1.2%
경	32	1.2%
서	32	1.2%
Other values (183)	1237	44.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	2620	94.5%
Space Separator	80	2.9%
Uppercase Letter	58	2.1%
Open Punctuation	7	0.3%
Close Punctuation	7	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
학	415	15.8%
대	405	15.5%
교	360	13.7%
한	76	2.9%
국	69	2.6%
원	32	1.2%
경	32	1.2%
서	32	1.2%
리	30	1.1%
동	29	1.1%
Other values (171)	1140	43.5%

Uppercase Letter

Value	Count	Frequency (%)
I	34	58.6%
V	15	25.9%
C	2	3.4%
E	2	3.4%
A	1	1.7%
R	1	1.7%
T	1	1.7%
W	1	1.7%
S	1	1.7%

Space Separator

Value	Count	Frequency (%)
	80	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	7	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	2620	94.5%
Common	94	3.4%
Latin	58	2.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
학	415	15.8%
대	405	15.5%
교	360	13.7%
한	76	2.9%
국	69	2.6%
원	32	1.2%
경	32	1.2%
서	32	1.2%
리	30	1.1%
동	29	1.1%
Other values (171)	1140	43.5%

Latin

Value	Count	Frequency (%)
I	34	58.6%
V	15	25.9%
C	2	3.4%
E	2	3.4%
A	1	1.7%
R	1	1.7%
T	1	1.7%
W	1	1.7%
S	1	1.7%

Common

Value	Count	Frequency (%)
	80	85.1%
(	7	7.4%
)	7	7.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	2620	94.5%
ASCII	152	5.5%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
학	415	15.8%
대	405	15.5%
교	360	13.7%
한	76	2.9%
국	69	2.6%
원	32	1.2%
경	32	1.2%
서	32	1.2%
리	30	1.1%
동	29	1.1%
Other values (171)	1140	43.5%

ASCII

Value	Count	Frequency (%)
	80	52.6%
I	34	22.4%
V	15	9.9%
(	7	4.6%
)	7	4.6%
C	2	1.3%
E	2	1.3%
A	1	0.7%
R	1	0.7%
T	1	0.7%
Other values (2)	2	1.3%

설립별
Categorical

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

사립	330
국공립	57

Length

Max length	3
Median length	2
Mean length	2.1472868
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	사립
2nd row	사립
3rd row	사립
4th row	사립
5th row	사립

Common Values

Value	Count	Frequency (%)
사립	330	85.3%
국공립	57	14.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
사립	330	85.3%
국공립	57	14.7%

지역별
Categorical

Distinct	17
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

경기	64
서울	62
경북	38
충남	25
부산	24
Other values (12)	174

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	경기
2nd row	경남
3rd row	경기
4th row	강원
5th row	충북

Common Values

Value	Count	Frequency (%)
경기	64	16.5%
서울	62	16.0%
경북	38	9.8%
충남	25	6.5%
부산	24	6.2%
경남	23	5.9%
강원	21	5.4%
전북	21	5.4%
전남	19	4.9%
충북	19	4.9%
Other values (7)	71	18.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경기	64	16.5%
서울	62	16.0%
경북	38	9.8%
충남	25	6.5%
부산	24	6.2%
경남	23	5.9%
강원	21	5.4%
전북	21	5.4%
충북	19	4.9%
전남	19	4.9%
Other values (7)	71	18.3%

교외장학금 소계(원)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	387
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1821597 × 10¹⁰

Minimum	0
Maximum	5.567901 × 10¹⁰
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2.8802149 × 10⁸
Q1	2.7076773 × 10⁹
median	8.6349422 × 10⁹
Q3	1.7727619 × 10¹⁰
95-th percentile	3.4586913 × 10¹⁰
Maximum	5.567901 × 10¹⁰
Range	5.567901 × 10¹⁰
Interquartile range (IQR)	1.5019942 × 10¹⁰

Descriptive statistics

Standard deviation	1.1159936 × 10¹⁰
Coefficient of variation (CV)	0.9440295
Kurtosis	1.8809137
Mean	1.1821597 × 10¹⁰
Median Absolute Deviation (MAD)	6.8019586 × 10⁹
Skewness	1.3677505
Sum	4.5749579 × 10¹²
Variance	1.2454417 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
462312000	1	0.3%
12666826407	1	0.3%
5515813518	1	0.3%
1639274600	1	0.3%
40165646639	1	0.3%
11945475082	1	0.3%
8198426212	1	0.3%
2092373680	1	0.3%
36747077151	1	0.3%
18798737990	1	0.3%
Other values (377)	377	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
10900000	1	0.3%
41200000	1	0.3%
50690000	1	0.3%
64265000	1	0.3%
68286000	1	0.3%
70002000	1	0.3%
71681093	1	0.3%
85584436	1	0.3%
87412000	1	0.3%

Value	Count	Frequency (%)
55679010200	1	0.3%
54934540456	1	0.3%
51902509983	1	0.3%
49151842357	1	0.3%
48541449128	1	0.3%
47627319896	1	0.3%
46690615650	1	0.3%
45033696742	1	0.3%
44446198528	1	0.3%
41865701809	1	0.3%

교외장학금 국가
Real number (ℝ)

HIGH CORRELATION

Distinct	386
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1358635 × 10¹⁰

Minimum	0
Maximum	5.4010998 × 10¹⁰
Zeros	2
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2.1182687 × 10⁸
Q1	2.6650713 × 10⁹
median	8.5750029 × 10⁹
Q3	1.7183314 × 10¹⁰
95-th percentile	3.2014859 × 10¹⁰
Maximum	5.4010998 × 10¹⁰
Range	5.4010998 × 10¹⁰
Interquartile range (IQR)	1.4518243 × 10¹⁰

Descriptive statistics

Standard deviation	1.0584011 × 10¹⁰
Coefficient of variation (CV)	0.93180303
Kurtosis	1.9920668
Mean	1.1358635 × 10¹⁰
Median Absolute Deviation (MAD)	6.8200948 × 10⁹
Skewness	1.3498262
Sum	4.3957918 × 10¹²
Variance	1.1202128 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2	0.5%
280892000	1	0.3%
1498106547	1	0.3%
1560282600	1	0.3%
38033591209	1	0.3%
11890375082	1	0.3%
8170749212	1	0.3%
1986300680	1	0.3%
34434296536	1	0.3%
18675749920	1	0.3%
Other values (376)	376	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.5%
10900000	1	0.3%
46139000	1	0.3%
48090000	1	0.3%
62265000	1	0.3%
62902000	1	0.3%
68043093	1	0.3%
72067036	1	0.3%
81652000	1	0.3%
102178000	1	0.3%

Value	Count	Frequency (%)
54010997840	1	0.3%
54009173885	1	0.3%
49768120575	1	0.3%
47759877507	1	0.3%
47365966523	1	0.3%
46910124796	1	0.3%
43310114133	1	0.3%
41995581412	1	0.3%
40502751210	1	0.3%
38729024330	1	0.3%

교외장학금 지방자치단체
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	308
Distinct (%)	79.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86327751

Minimum	0
Maximum	2.7875913 × 10⁹
Zeros	67
Zeros (%)	17.3%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2650300
median	16000000
Q3	85704570
95-th percentile	3.7877407 × 10⁸
Maximum	2.7875913 × 10⁹
Range	2.7875913 × 10⁹
Interquartile range (IQR)	83054270

Descriptive statistics

Standard deviation	2.0893961 × 10⁸
Coefficient of variation (CV)	2.4203064
Kurtosis	78.209759
Mean	86327751
Median Absolute Deviation (MAD)	16000000
Skewness	7.2759776
Sum	3.340884 × 10¹⁰
Variance	4.3655759 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67	17.3%
6000000	3	0.8%
1247000	3	0.8%
2000000	3	0.8%
3000000	3	0.8%
5000000	2	0.5%
2216000	2	0.5%
7000000	2	0.5%
1000000	2	0.5%
4500000	2	0.5%
Other values (298)	298	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	67	17.3%
650000	1	0.3%
776880	1	0.3%
786480	1	0.3%
816600	1	0.3%
1000000	2	0.5%
1050300	1	0.3%
1200000	1	0.3%
1247000	3	0.8%
1395000	1	0.3%

Value	Count	Frequency (%)
2787591340	1	0.3%
1371631480	1	0.3%
1124416400	1	0.3%
1008221310	1	0.3%
892313890	1	0.3%
678645140	1	0.3%
586682350	1	0.3%
577020880	1	0.3%
568318910	1	0.3%
511149710	1	0.3%

교외장학금 사설및기타
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	371
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7663389 × 10⁸

Minimum	0
Maximum	1.2208692 × 10¹⁰
Zeros	11
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2837880
Q1	31848000
median	94102000
Q3	2.8095166 × 10⁸
95-th percentile	2.0204244 × 10⁹
Maximum	1.2208692 × 10¹⁰
Range	1.2208692 × 10¹⁰
Interquartile range (IQR)	2.4910366 × 10⁸

Descriptive statistics

Standard deviation	9.7481235 × 10⁸
Coefficient of variation (CV)	2.5882226
Kurtosis	66.964167
Mean	3.7663389 × 10⁸
Median Absolute Deviation (MAD)	78502000
Skewness	6.9484015
Sum	1.4575731 × 10¹¹
Variance	9.5025911 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11	2.8%
4000000	4	1.0%
54000000	2	0.5%
2600000	2	0.5%
29000000	2	0.5%
673407820	1	0.3%
52100000	1	0.3%
27677000	1	0.3%
100073000	1	0.3%
2117185005	1	0.3%
Other values (361)	361	93.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	2.8%
1000000	1	0.3%
2000000	1	0.3%
2100000	1	0.3%
2200000	1	0.3%
2259550	1	0.3%
2500000	1	0.3%
2600000	2	0.5%
2768400	1	0.3%
3000000	1	0.3%

Value	Count	Frequency (%)
12208692338	1	0.3%
7762411212	1	0.3%
5171268260	1	0.3%
4349096820	1	0.3%
4031785249	1	0.3%
3575523018	1	0.3%
3541570208	1	0.3%
3000868177	1	0.3%
2976989350	1	0.3%
2942364236	1	0.3%

교내장학금 소계(원)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	387
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2687495 × 10⁹

Minimum	10488000
Maximum	3.7266046 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	10488000
5-th percentile	1.034706 × 10⁸
Q1	1.0216001 × 10⁹
median	3.0170013 × 10⁹
Q3	7.243933 × 10⁹
95-th percentile	1.75098 × 10¹⁰
Maximum	3.7266046 × 10¹⁰
Range	3.7255558 × 10¹⁰
Interquartile range (IQR)	6.222333 × 10⁹

Descriptive statistics

Standard deviation	6.2913753 × 10⁹
Coefficient of variation (CV)	1.1940927
Kurtosis	5.6489295
Mean	5.2687495 × 10⁹
Median Absolute Deviation (MAD)	2.4722438 × 10⁹
Skewness	2.1759462
Sum	2.0390061 × 10¹²
Variance	3.9581403 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101728000	1	0.3%
3524930708	1	0.3%
1531786002	1	0.3%
635423205	1	0.3%
12082371998	1	0.3%
2284657458	1	0.3%
3109312178	1	0.3%
503072440	1	0.3%
20112633117	1	0.3%
7063425302	1	0.3%
Other values (377)	377	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10488000	1	0.3%
10938000	1	0.3%
14964000	1	0.3%
16315000	1	0.3%
20750000	1	0.3%
22709000	1	0.3%
25940000	1	0.3%
32132000	1	0.3%
32940000	1	0.3%
33693580	1	0.3%

Value	Count	Frequency (%)
37266046466	1	0.3%
34817485284	1	0.3%
33143002842	1	0.3%
29957444542	1	0.3%
29849494910	1	0.3%
28987606385	1	0.3%
27726101831	1	0.3%
27071668942	1	0.3%
26101845792	1	0.3%
25715286585	1	0.3%

교내장학금 성적우수장학금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	380
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4463561 × 10⁹

Minimum	0
Maximum	1.7648206 × 10¹⁰
Zeros	7
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	17789900
Q1	1.493365 × 10⁸
median	5.187965 × 10⁸
Q3	1.8362698 × 10⁹
95-th percentile	6.2411222 × 10⁹
Maximum	1.7648206 × 10¹⁰
Range	1.7648206 × 10¹⁰
Interquartile range (IQR)	1.6869333 × 10⁹

Descriptive statistics

Standard deviation	2.1747188 × 10⁹
Coefficient of variation (CV)	1.5035846
Kurtosis	11.193113
Mean	1.4463561 × 10⁹
Median Absolute Deviation (MAD)	4.543485 × 10⁸
Skewness	2.8239664
Sum	5.5973979 × 10¹¹
Variance	4.7294016 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7	1.8%
64448000	2	0.5%
33524000	1	0.3%
2306160900	1	0.3%
6150780810	1	0.3%
122400000	1	0.3%
809791000	1	0.3%
175625300	1	0.3%
5660237400	1	0.3%
1413391140	1	0.3%
Other values (370)	370	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	1.8%
1400000	1	0.3%
2174000	1	0.3%
4328000	1	0.3%
5400000	1	0.3%
5410000	1	0.3%
7030000	1	0.3%
7035000	1	0.3%
7652000	1	0.3%
8850000	1	0.3%

Value	Count	Frequency (%)
17648206300	1	0.3%
11627885300	1	0.3%
10259596300	1	0.3%
10253048080	1	0.3%
9440796200	1	0.3%
9308987000	1	0.3%
9223085908	1	0.3%
8352595070	1	0.3%
7760643790	1	0.3%
7563398680	1	0.3%

교내장학금 저소득층장학금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	365
Distinct (%)	94.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2380358 × 10⁹

Minimum	0
Maximum	1.5133482 × 10¹⁰
Zeros	21
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	41591500
median	3.5522607 × 10⁸
Q3	1.5307807 × 10⁹
95-th percentile	5.2136685 × 10⁹
Maximum	1.5133482 × 10¹⁰
Range	1.5133482 × 10¹⁰
Interquartile range (IQR)	1.4891892 × 10⁹

Descriptive statistics

Standard deviation	2.1065969 × 10⁹
Coefficient of variation (CV)	1.7015638
Kurtosis	12.222727
Mean	1.2380358 × 10⁹
Median Absolute Deviation (MAD)	3.4868477 × 10⁸
Skewness	3.0891147
Sum	4.7911985 × 10¹¹
Variance	4.4377507 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21	5.4%
4864000	2	0.5%
52000000	2	0.5%
317418000	1	0.3%
146541600	1	0.3%
5261217800	1	0.3%
1635266370	1	0.3%
904744340	1	0.3%
2685905890	1	0.3%
93540000	1	0.3%
Other values (355)	355	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	5.4%
108000	1	0.3%
270000	1	0.3%
325000	1	0.3%
348000	1	0.3%
600000	1	0.3%
800000	1	0.3%
1000000	1	0.3%
1200000	1	0.3%
1450000	1	0.3%

Value	Count	Frequency (%)
15133481547	1	0.3%
13324400502	1	0.3%
12307661765	1	0.3%
12167906820	1	0.3%
9598000132	1	0.3%
9434905677	1	0.3%
8743546200	1	0.3%
7994354780	1	0.3%
7670018200	1	0.3%
7065479427	1	0.3%

교내장학금 근로장학금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	367
Distinct (%)	94.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.200114 × 10⁸

Minimum	0
Maximum	4.3542889 × 10⁹
Zeros	21
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	43158980
median	1.3705999 × 10⁸
Q3	5.2039917 × 10⁸
95-th percentile	1.7440557 × 10⁹
Maximum	4.3542889 × 10⁹
Range	4.3542889 × 10⁹
Interquartile range (IQR)	4.7724019 × 10⁸

Descriptive statistics

Standard deviation	6.4779722 × 10⁸
Coefficient of variation (CV)	1.5423325
Kurtosis	10.778393
Mean	4.200114 × 10⁸
Median Absolute Deviation (MAD)	1.3211204 × 10⁸
Skewness	2.9011764
Sum	1.6254441 × 10¹¹
Variance	4.1964124 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21	5.4%
41818802	1	0.3%
34064205	1	0.3%
638283968	1	0.3%
110508968	1	0.3%
34421938	1	0.3%
80991440	1	0.3%
3070685327	1	0.3%
1383134972	1	0.3%
93740024	1	0.3%
Other values (357)	357	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	5.4%
300000	1	0.3%
473000	1	0.3%
1200000	1	0.3%
1613692	1	0.3%
1619876	1	0.3%
2980000	1	0.3%
3000000	1	0.3%
3135468	1	0.3%
3154414	1	0.3%

Value	Count	Frequency (%)
4354288864	1	0.3%
4026109794	1	0.3%
3880231891	1	0.3%
3840406241	1	0.3%
3226232940	1	0.3%
3070685327	1	0.3%
2441512395	1	0.3%
2297174270	1	0.3%
2175644086	1	0.3%
2041006638	1	0.3%

교내장학금 재난장학금
Real number (ℝ)

ZEROS

Distinct	63
Distinct (%)	16.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7621080.1

Minimum	0
Maximum	4.5040947 × 10⁸
Zeros	325
Zeros (%)	84.0%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	34437960
Maximum	4.5040947 × 10⁸
Range	4.5040947 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	41579156
Coefficient of variation (CV)	5.4558088
Kurtosis	80.950056
Mean	7621080.1
Median Absolute Deviation (MAD)	0
Skewness	8.6126594
Sum	2.949358 × 10⁹
Variance	1.7288262 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	325	84.0%
5000000	1	0.3%
12425000	1	0.3%
19616200	1	0.3%
25478000	1	0.3%
1740200	1	0.3%
41000000	1	0.3%
81334500	1	0.3%
383700000	1	0.3%
1800000	1	0.3%
Other values (53)	53	13.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	325	84.0%
176820	1	0.3%
239000	1	0.3%
455000	1	0.3%
500000	1	0.3%
719400	1	0.3%
872200	1	0.3%
1000000	1	0.3%
1200000	1	0.3%
1260000	1	0.3%

Value	Count	Frequency (%)
450409470	1	0.3%
433351900	1	0.3%
383700000	1	0.3%
243387400	1	0.3%
175105300	1	0.3%
101869660	1	0.3%
88327000	1	0.3%
81334500	1	0.3%
78553010	1	0.3%
65094230	1	0.3%

교내장학금 교직원장학금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	262
Distinct (%)	67.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43857575

Minimum	0
Maximum	7.534637 × 10⁸
Zeros	119
Zeros (%)	30.7%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13568000
Q3	57189500
95-th percentile	1.7991813 × 10⁸
Maximum	7.534637 × 10⁸
Range	7.534637 × 10⁸
Interquartile range (IQR)	57189500

Descriptive statistics

Standard deviation	76385816
Coefficient of variation (CV)	1.741679
Kurtosis	25.270126
Mean	43857575
Median Absolute Deviation (MAD)	13568000
Skewness	4.0159171
Sum	1.6972882 × 10¹⁰
Variance	5.8347928 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	119	30.7%
2432000	4	1.0%
4864000	4	1.0%
6080000	2	0.5%
9844000	1	0.3%
202535200	1	0.3%
109761000	1	0.3%
55817430	1	0.3%
103582000	1	0.3%
99709000	1	0.3%
Other values (252)	252	65.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	119	30.7%
762750	1	0.3%
856200	1	0.3%
963000	1	0.3%
1000000	1	0.3%
1100000	1	0.3%
1216000	1	0.3%
1247000	1	0.3%
1258000	1	0.3%
1260000	1	0.3%

Value	Count	Frequency (%)
753463700	1	0.3%
521090800	1	0.3%
419483000	1	0.3%
357129417	1	0.3%
336805800	1	0.3%
315799000	1	0.3%
294755200	1	0.3%
264523000	1	0.3%
229329000	1	0.3%
228116900	1	0.3%

교내장학금 기타장학금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	378
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1128676 × 10⁹

Minimum	0
Maximum	1.643325 × 10¹⁰
Zeros	10
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	8258550
Q1	4.0455055 × 10⁸
median	1.3700148 × 10⁹
Q3	2.9433865 × 10⁹
95-th percentile	6.8252324 × 10⁹
Maximum	1.643325 × 10¹⁰
Range	1.643325 × 10¹⁰
Interquartile range (IQR)	2.5388359 × 10⁹

Descriptive statistics

Standard deviation	2.4705646 × 10⁹
Coefficient of variation (CV)	1.1692946
Kurtosis	8.4267786
Mean	2.1128676 × 10⁹
Median Absolute Deviation (MAD)	1.0875447 × 10⁹
Skewness	2.4410121
Sum	8.1767976 × 10¹¹
Variance	6.1036893 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10	2.6%
268733330	1	0.3%
5940432590	1	0.3%
2624992820	1	0.3%
1546619310	1	0.3%
2072427215	1	0.3%
498474296	1	0.3%
3015619485	1	0.3%
556834050	1	0.3%
4957050470	1	0.3%
Other values (368)	368	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	2.6%
1216000	1	0.3%
1824000	1	0.3%
4256000	1	0.3%
4328000	1	0.3%
5472000	1	0.3%
5940000	1	0.3%
6384000	1	0.3%
6593750	1	0.3%
7235000	1	0.3%

Value	Count	Frequency (%)
16433250090	1	0.3%
16113787423	1	0.3%
14421228016	1	0.3%
13323271742	1	0.3%
11842199040	1	0.3%
11262940624	1	0.3%
10974191528	1	0.3%
9094094724	1	0.3%
8830573070	1	0.3%
8697218180	1	0.3%

총계(원)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	387
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7090346 × 10¹⁰

Minimum	31650000
Maximum	8.2006209 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	31650000
5-th percentile	5.469775 × 10⁸
Q1	3.7938842 × 10⁹
median	1.193001 × 10¹⁰
Q3	2.4763434 × 10¹⁰
95-th percentile	5.3440317 × 10¹⁰
Maximum	8.2006209 × 10¹⁰
Range	8.1974559 × 10¹⁰
Interquartile range (IQR)	2.0969549 × 10¹⁰

Descriptive statistics

Standard deviation	1.6923401 × 10¹⁰
Coefficient of variation (CV)	0.99023161
Kurtosis	2.146885
Mean	1.7090346 × 10¹⁰
Median Absolute Deviation (MAD)	9.596272 × 10⁹
Skewness	1.4938558
Sum	6.613964 × 10¹²
Variance	2.864015 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
564040000	1	0.3%
16191757115	1	0.3%
7047599520	1	0.3%
2274697805	1	0.3%
52248018637	1	0.3%
14230132540	1	0.3%
11307738390	1	0.3%
2595446120	1	0.3%
56859710268	1	0.3%
25862163292	1	0.3%
Other values (377)	377	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
31650000	1	0.3%
61628000	1	0.3%
80490000	1	0.3%
83250000	1	0.3%
110121000	1	0.3%
115200000	1	0.3%
134505000	1	0.3%
137093000	1	0.3%
160312500	1	0.3%
216562580	1	0.3%

Value	Count	Frequency (%)
82006209398	1	0.3%
81508100934	1	0.3%
77889667805	1	0.3%
75253688149	1	0.3%
74403643070	1	0.3%
70859107143	1	0.3%
68275484745	1	0.3%
67751051090	1	0.3%
67013384816	1	0.3%
66612070869	1	0.3%

Heatmap
Table

	설립별	지역별	교외장학금 소계(원)	교외장학금 국가	교외장학금 지방자치단체	교외장학금 사설및기타	교내장학금 소계(원)	교내장학금 성적우수장학금	교내장학금 저소득층장학금	교내장학금 근로장학금	교내장학금 재난장학금	교내장학금 교직원장학금	교내장학금 기타장학금	총계(원)
설립별	1.000	0.078	0.237	0.240	0.146	0.091	0.000	0.179	0.000	0.212	0.000	0.203	0.164	0.237
지역별	0.078	1.000	0.103	0.000	0.087	0.000	0.000	0.152	0.000	0.216	0.000	0.000	0.000	0.000
교외장학금 소계(원)	0.237	0.103	1.000	0.995	0.493	0.625	0.869	0.717	0.696	0.614	0.415	0.640	0.788	0.963
교외장학금 국가	0.240	0.000	0.995	1.000	0.460	0.564	0.858	0.731	0.703	0.630	0.420	0.642	0.803	0.956
교외장학금 지방자치단체	0.146	0.087	0.493	0.460	1.000	0.560	0.464	0.335	0.545	0.652	0.368	0.535	0.415	0.419
교외장학금 사설및기타	0.091	0.000	0.625	0.564	0.560	1.000	0.750	0.533	0.824	0.713	0.763	0.799	0.725	0.692
교내장학금 소계(원)	0.000	0.000	0.869	0.858	0.464	0.750	1.000	0.805	0.806	0.675	0.595	0.667	0.883	0.913
교내장학금 성적우수장학금	0.179	0.152	0.717	0.731	0.335	0.533	0.805	1.000	0.728	0.660	0.360	0.662	0.650	0.759
교내장학금 저소득층장학금	0.000	0.000	0.696	0.703	0.545	0.824	0.806	0.728	1.000	0.751	0.582	0.775	0.692	0.752
교내장학금 근로장학금	0.212	0.216	0.614	0.630	0.652	0.713	0.675	0.660	0.751	1.000	0.379	0.550	0.575	0.643
교내장학금 재난장학금	0.000	0.000	0.415	0.420	0.368	0.763	0.595	0.360	0.582	0.379	1.000	0.562	0.588	0.483
교내장학금 교직원장학금	0.203	0.000	0.640	0.642	0.535	0.799	0.667	0.662	0.775	0.550	0.562	1.000	0.640	0.589
교내장학금 기타장학금	0.164	0.000	0.788	0.803	0.415	0.725	0.883	0.650	0.692	0.575	0.588	0.640	1.000	0.822
총계(원)	0.237	0.000	0.963	0.956	0.419	0.692	0.913	0.759	0.752	0.643	0.483	0.589	0.822	1.000

Heatmap
Table

	지역별	설립별
지역별	1.000	0.068
설립별	0.068	1.000

Heatmap
Table

	교외장학금 소계(원)	교외장학금 국가	교외장학금 지방자치단체	교외장학금 사설및기타	교내장학금 소계(원)	교내장학금 성적우수장학금	교내장학금 저소득층장학금	교내장학금 근로장학금	교내장학금 재난장학금	교내장학금 교직원장학금	교내장학금 기타장학금	총계(원)	설립별	지역별
교외장학금 소계(원)	1.000	0.999	0.672	0.753	0.939	0.863	0.779	0.785	0.339	0.609	0.827	0.990	0.180	0.038
교외장학금 국가	0.999	1.000	0.661	0.738	0.936	0.860	0.773	0.779	0.339	0.614	0.828	0.989	0.182	0.000
교외장학금 지방자치단체	0.672	0.661	1.000	0.685	0.668	0.704	0.645	0.650	0.255	0.310	0.501	0.680	0.104	0.039
교외장학금 사설및기타	0.753	0.738	0.685	1.000	0.738	0.779	0.733	0.770	0.282	0.368	0.533	0.759	0.096	0.000
교내장학금 소계(원)	0.939	0.936	0.668	0.738	1.000	0.894	0.797	0.781	0.330	0.582	0.895	0.974	0.000	0.000
교내장학금 성적우수장학금	0.863	0.860	0.704	0.779	0.894	1.000	0.805	0.793	0.307	0.453	0.669	0.887	0.133	0.062
교내장학금 저소득층장학금	0.779	0.773	0.645	0.733	0.797	0.805	1.000	0.753	0.302	0.443	0.548	0.793	0.000	0.000
교내장학금 근로장학금	0.785	0.779	0.650	0.770	0.781	0.793	0.753	1.000	0.322	0.352	0.555	0.792	0.210	0.086
교내장학금 재난장학금	0.339	0.339	0.255	0.282	0.330	0.307	0.302	0.322	1.000	0.262	0.286	0.336	0.000	0.000
교내장학금 교직원장학금	0.609	0.614	0.310	0.368	0.582	0.453	0.443	0.352	0.262	1.000	0.644	0.605	0.151	0.000
교내장학금 기타장학금	0.827	0.828	0.501	0.533	0.895	0.669	0.548	0.555	0.286	0.644	1.000	0.864	0.124	0.000
총계(원)	0.990	0.989	0.680	0.759	0.974	0.887	0.793	0.792	0.336	0.605	0.864	1.000	0.179	0.000
설립별	0.180	0.182	0.104	0.096	0.000	0.133	0.000	0.210	0.000	0.151	0.124	0.179	1.000	0.068
지역별	0.038	0.000	0.039	0.000	0.000	0.062	0.000	0.086	0.000	0.000	0.000	0.000	0.068	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	학교명	설립별	지역별	교외장학금 소계(원)	교외장학금 국가	교외장학금 지방자치단체	교외장학금 사설및기타	교내장학금 소계(원)	교내장학금 성적우수장학금	교내장학금 저소득층장학금	교내장학금 근로장학금	교내장학금 재난장학금	교내장학금 교직원장학금	교내장학금 기타장학금	총계(원)
0	ICT폴리텍대학	사립	경기	462312000	280892000	0	181420000	101728000	33524000	68204000	0	0	0	0	564040000
1	가야대학교(김해)	사립	경남	4752931433	4701192873	5438560	46300000	2034070722	592548990	835240270	117497462	0	14248000	474536000	6787002155
2	가천대학교	사립	경기	40024949259	38565866879	97550440	1361531940	27726101831	6279840000	7994354780	1445094011	5000000	159614000	11842199040	67751051090
3	가톨릭관동대학교	사립	강원	18657900192	17562903302	430489570	664507320	6033026062	2045134790	405631500	236506774	0	139239500	3206513498	24690926254
4	가톨릭꽃동네대학교	사립	충북	1653654391	1572115751	2330640	79208000	593521770	96244000	207192000	125041136	0	3309000	161735634	2247176161
5	가톨릭대학교	사립	경기	16603393756	15553160356	86756476	963476924	9737049658	3885018100	2822671300	574840354	0	33988000	2420531904	26340443414
6	가톨릭상지대학교	사립	경북	5197958760	5125293760	0	72665000	1667728325	217243000	36334000	22122546	0	22014000	1370014779	6865687085
7	감리교신학대학교	사립	서울	2490615439	2222984708	20500000	247130731	390906512	230396800	56157000	47354712	0	6304000	50694000	2881521951
8	강남대학교	사립	경기	15335987766	15180780166	6390600	148817000	6919262264	2261507500	2934517840	298030334	0	58824000	1366382590	22255250030
9	강동대학교	사립	충북	9134998036	9016787166	40880870	77330000	2597966479	232470500	558817000	47429122	1200000	77900000	1680149857	11732964515

	학교명	설립별	지역별	교외장학금 소계(원)	교외장학금 국가	교외장학금 지방자치단체	교외장학금 사설및기타	교내장학금 소계(원)	교내장학금 성적우수장학금	교내장학금 저소득층장학금	교내장학금 근로장학금	교내장학금 재난장학금	교내장학금 교직원장학금	교내장학금 기타장학금	총계(원)
377	협성대학교	사립	경기	10561131301	10504331301	16000000	40800000	5609462882	1489497239	2789660971	314939104	16701550	31576800	967087218	16170594183
378	혜전대학교	사립	충남	7107498200	7001190950	0	106307250	2340058775	126498800	557921090	279306400	0	48248060	1328084425	9447556975
379	호남대학교	사립	광주	18643218924	18451509764	39101860	152607300	8585831194	2418907700	355226070	465936984	0	74396600	5271363840	27229050118
380	호남신학대학교	사립	광주	1858616196	1821457996	0	37158200	563783370	254425700	800000	78869750	0	0	229687920	2422399566
381	호산대학교	사립	경북	4831422939	4823620939	4402000	3400000	1677861696	199400250	0	17510386	0	762750	1460188310	6509284635
382	호서대학교	사립	충남	28966536086	28201647866	475156680	289731540	15178879121	4422236200	3416107900	1873684248	0	100771000	5366079773	44145415207
383	호원대학교	사립	전북	16846877719	16766637439	38828280	41412000	6801314141	1181016900	98288000	223946596	3939650	135273000	5158849995	23648191860
384	홍익대학교	사립	서울	33593060677	32583356967	50567180	959136530	37266046466	17648206300	8743546200	4354288864	0	77652000	6442353102	70859107143
385	화성의과학대학교	사립	경기	85584436	72067036	6816400	6701000	297480174	105328000	78350250	9148564	0	0	104653360	383064610
386	화신사이버대학교	사립	부산	3511804582	3510804582	0	1000000	587156618	0	178815000	7358618	0	53445000	347538000	4098961200

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Space Separator

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample