gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	1066
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	32
Duplicate rows (%)	3.0%
Total size in memory	148.0 KiB
Average record size in memory	142.1 B

Variable types

Categorical	2
Text	1
Numeric	13

Dataset

Description	ㅇ 대학정보공시 12-다-1. 장학금 수혜 현황 학비감면 준수여부 관련 데이터임(단위: 명, 천원) - 2012년 공시 자료(2011년 회계연도)임
Author	한국장학재단
URL	https://www.data.go.kr/data/15073568/fileData.do

Alerts

Dataset has 32 (3.0%) duplicate rows	Duplicates
`30퍼센트 규정준수여부_인원` is highly overall correlated with `30퍼센트 규정준수여부_금액` and 6 other fields	High correlation
`30퍼센트 규정준수여부_금액` is highly overall correlated with `30퍼센트 규정준수여부_인원` and 9 other fields	High correlation
`등록금 수입 총액` is highly overall correlated with `30퍼센트 규정준수여부_인원` and 9 other fields	High correlation
`10퍼센트 규정준수여부_학부_인원` is highly overall correlated with `30퍼센트 규정준수여부_인원` and 6 other fields	High correlation
`10퍼센트 규정준수여부_학부_금액` is highly overall correlated with `30퍼센트 규정준수여부_인원` and 8 other fields	High correlation
`10퍼센트 규정준수여부_대학원_인원` is highly overall correlated with `30퍼센트 규정준수여부_금액` and 7 other fields	High correlation
`10퍼센트 규정준수여부_대학원_금액` is highly overall correlated with `30퍼센트 규정준수여부_금액` and 8 other fields	High correlation
`30퍼센트 규정준수여부_학부_인원` is highly overall correlated with `30퍼센트 규정준수여부_인원` and 6 other fields	High correlation
`30퍼센트 규정준수여부_학부_금액` is highly overall correlated with `30퍼센트 규정준수여부_인원` and 7 other fields	High correlation
`30퍼센트 규정준수여부_대학원_인원` is highly overall correlated with `10퍼센트 규정준수여부_대학원_인원` and 3 other fields	High correlation
`30퍼센트 규정준수여부_대학원_금액` is highly overall correlated with `10퍼센트 규정준수여부_대학원_인원` and 3 other fields	High correlation
`학부_등록금수입총액` is highly overall correlated with `30퍼센트 규정준수여부_인원` and 8 other fields	High correlation
`대학원_등록금수입총액` is highly overall correlated with `30퍼센트 규정준수여부_금액` and 5 other fields	High correlation
`본분교구분` is highly imbalanced (90.3%)	Imbalance
`30퍼센트 규정준수여부_금액` is highly skewed (γ1 = 22.54439364)	Skewed
`등록금 수입 총액` is highly skewed (γ1 = 20.27002288)	Skewed
`10퍼센트 규정준수여부_대학원_금액` is highly skewed (γ1 = 22.36297126)	Skewed
`30퍼센트 규정준수여부_학부_금액` is highly skewed (γ1 = 22.22502309)	Skewed
`30퍼센트 규정준수여부_대학원_금액` is highly skewed (γ1 = 22.92288763)	Skewed
`학부_등록금수입총액` is highly skewed (γ1 = 20.1965941)	Skewed
`대학원_등록금수입총액` is highly skewed (γ1 = 20.39586633)	Skewed
`30퍼센트 규정준수여부_인원` has 123 (11.5%) zeros	Zeros
`30퍼센트 규정준수여부_금액` has 108 (10.1%) zeros	Zeros
`등록금 수입 총액` has 48 (4.5%) zeros	Zeros
`10퍼센트 규정준수여부_학부_인원` has 145 (13.6%) zeros	Zeros
`10퍼센트 규정준수여부_학부_금액` has 129 (12.1%) zeros	Zeros
`10퍼센트 규정준수여부_대학원_인원` has 523 (49.1%) zeros	Zeros
`10퍼센트 규정준수여부_대학원_금액` has 498 (46.7%) zeros	Zeros
`30퍼센트 규정준수여부_학부_인원` has 161 (15.1%) zeros	Zeros
`30퍼센트 규정준수여부_학부_금액` has 150 (14.1%) zeros	Zeros
`30퍼센트 규정준수여부_대학원_인원` has 769 (72.1%) zeros	Zeros
`30퍼센트 규정준수여부_대학원_금액` has 763 (71.6%) zeros	Zeros
`학부_등록금수입총액` has 142 (13.3%) zeros	Zeros
`대학원_등록금수입총액` has 489 (45.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 00:00:14.787621
Analysis finished	2023-12-12 00:00:37.269398
Duration	22.48 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

차수
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

1	607
4	459

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	607	56.9%
4	459	43.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	607	56.9%
4	459	43.1%

학교명
Text

Distinct	453
Distinct (%)	42.5%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

Length

Max length	18
Median length	17
Mean length	7.0356473
Min length	4

Characters and Unicode

Total characters	7500
Distinct characters	212
Distinct categories	4 ?
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	21 ?
Unique (%)	2.0%

Sample

1st row	가천의과학대학교
2nd row	가톨릭대학교
3rd row	목원대학교
4th row	감리교신학대학교
5th row	강남대학교

Value	Count	Frequency (%)
한국폴리텍	24	2.1%
대학	22	1.9%
한국폴리텍대학	15	1.3%
iv	8	0.7%
남서울대학교	8	0.7%
한양대학교	6	0.5%
인제대학교	6	0.5%
장안대학교	5	0.4%
경산1대학교	5	0.4%
고려대학교	5	0.4%
Other values (454)	1063	91.1%

Most occurring characters

Value	Count	Frequency (%)
학	1262	16.8%
대	1203	16.0%
교	982	13.1%
한	192	2.6%
국	176	2.3%
원	173	2.3%
신	111	1.5%
서	103	1.4%
	101	1.3%
경	89	1.2%
Other values (202)	3108	41.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	7346	97.9%
Space Separator	101	1.3%
Uppercase Letter	48	0.6%
Decimal Number	5	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
학	1262	17.2%
대	1203	16.4%
교	982	13.4%
한	192	2.6%
국	176	2.4%
원	173	2.4%
신	111	1.5%
서	103	1.4%
경	89	1.2%
산	79	1.1%
Other values (198)	2976	40.5%

Uppercase Letter

Value	Count	Frequency (%)
I	32	66.7%
V	16	33.3%

Space Separator

Value	Count	Frequency (%)
	101	100.0%

Decimal Number

Value	Count	Frequency (%)
1	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	7346	97.9%
Common	106	1.4%
Latin	48	0.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
학	1262	17.2%
대	1203	16.4%
교	982	13.4%
한	192	2.6%
국	176	2.4%
원	173	2.4%
신	111	1.5%
서	103	1.4%
경	89	1.2%
산	79	1.1%
Other values (198)	2976	40.5%

Common

Value	Count	Frequency (%)
	101	95.3%
1	5	4.7%

Latin

Value	Count	Frequency (%)
I	32	66.7%
V	16	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	7346	97.9%
ASCII	154	2.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
학	1262	17.2%
대	1203	16.4%
교	982	13.4%
한	192	2.6%
국	176	2.4%
원	173	2.4%
신	111	1.5%
서	103	1.4%
경	89	1.2%
산	79	1.1%
Other values (198)	2976	40.5%

ASCII

Value	Count	Frequency (%)
	101	65.6%
I	32	20.8%
V	16	10.4%
1	5	3.2%

본분교구분
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

본교	1040
캠퍼스	13
제2캠퍼스	12
제3캠퍼스	1

Length

Max length	5
Median length	2
Mean length	2.0487805
Min length	2

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
본교	1040	97.6%
캠퍼스	13	1.2%
제2캠퍼스	12	1.1%
제3캠퍼스	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본교	1040	97.6%
캠퍼스	13	1.2%
제2캠퍼스	12	1.1%
제3캠퍼스	1	0.1%

30퍼센트 규정준수여부_인원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	726
Distinct (%)	68.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2075.7129

Minimum	0
Maximum	26604
Zeros	123
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	162.25
median	856.5
Q3	2531.75
95-th percentile	7972.25
Maximum	26604
Range	26604
Interquartile range (IQR)	2369.5

Descriptive statistics

Standard deviation	3251.7183
Coefficient of variation (CV)	1.5665549
Kurtosis	16.258189
Mean	2075.7129
Median Absolute Deviation (MAD)	815.5
Skewness	3.4186054
Sum	2212710
Variance	10573672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	123	11.5%
1536	6	0.6%
63	5	0.5%
110	5	0.5%
799	5	0.5%
5745	5	0.5%
232	5	0.5%
2386	4	0.4%
4111	4	0.4%
2381	4	0.4%
Other values (716)	900	84.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	123	11.5%
3	1	0.1%
4	3	0.3%
10	1	0.1%
11	2	0.2%
13	2	0.2%
14	1	0.1%
18	4	0.4%
19	1	0.1%
20	1	0.1%

Value	Count	Frequency (%)
26604	1	0.1%
24945	3	0.3%
24846	1	0.1%
20437	1	0.1%
20219	1	0.1%
19626	1	0.1%
17878	1	0.1%
17876	1	0.1%
17474	1	0.1%
15751	1	0.1%

30퍼센트 규정준수여부_금액
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	853
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12203105

Minimum	0
Maximum	4.907863 × 10⁹
Zeros	108
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	135334
median	784398.5
Q3	2091235.2
95-th percentile	7353372
Maximum	4.907863 × 10⁹
Range	4.907863 × 10⁹
Interquartile range (IQR)	1955901.2

Descriptive statistics

Standard deviation	2.1021092 × 10⁸
Coefficient of variation (CV)	17.226019
Kurtosis	514.11293
Mean	12203105
Median Absolute Deviation (MAD)	726502.5
Skewness	22.544394
Sum	1.300851 × 10¹⁰
Variance	4.4188629 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	108	10.1%
1457697	4	0.4%
4845830	4	0.4%
818639	4	0.4%
600547	3	0.3%
298300	3	0.3%
48180	3	0.3%
942084	3	0.3%
1513914	3	0.3%
1433205	3	0.3%
Other values (843)	928	87.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	108	10.1%
1134	1	0.1%
4040	1	0.1%
5221	1	0.1%
5232	1	0.1%
7200	1	0.1%
7600	1	0.1%
7694	1	0.1%
8000	1	0.1%
8800	2	0.2%

Value	Count	Frequency (%)
4907863000	1	0.1%
4728335600	1	0.1%
600546500	1	0.1%
508158600	1	0.1%
380812000	1	0.1%
21529754	1	0.1%
21410549	1	0.1%
19558441	1	0.1%
19553790	1	0.1%
18869096	1	0.1%

등록금 수입 총액
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	917
Distinct (%)	86.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3749149 × 10⁸

Minimum	0
Maximum	7.9014058 × 10¹⁰
Zeros	48
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	131347
Q1	3826914.2
median	18172720
Q3	43901693
95-th percentile	1.4560182 × 10⁸
Maximum	7.9014058 × 10¹⁰
Range	7.9014058 × 10¹⁰
Interquartile range (IQR)	40074779

Descriptive statistics

Standard deviation	3.6256608 × 10⁹
Coefficient of variation (CV)	15.266487
Kurtosis	427.05833
Mean	2.3749149 × 10⁸
Median Absolute Deviation (MAD)	16292968
Skewness	20.270023
Sum	2.5316593 × 10¹¹
Variance	1.3145416 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48	4.5%
5600373	4	0.4%
83642562	4	0.4%
172932863	3	0.3%
53377375	3	0.3%
25181703	3	0.3%
222392893	3	0.3%
885481	3	0.3%
329140	3	0.3%
991599	3	0.3%
Other values (907)	989	92.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	4.5%
10512	1	0.1%
16280	1	0.1%
80150	1	0.1%
80450	1	0.1%
118650	1	0.1%
130383	1	0.1%
134239	1	0.1%
136225	1	0.1%
142721	1	0.1%

Value	Count	Frequency (%)
79014057530	2	0.2%
35947613940	1	0.1%
15339269998	1	0.1%
6486894100	1	0.1%
351534454	1	0.1%
294219601	2	0.2%
292561209	1	0.1%
286635633	2	0.2%
278478931	1	0.1%
276600000	1	0.1%

10퍼센트 규정준수여부_학부_인원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	794
Distinct (%)	74.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4432.2251

Minimum	0
Maximum	61510
Zeros	145
Zeros (%)	13.6%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	566
median	2759
Q3	5829
95-th percentile	14453.5
Maximum	61510
Range	61510
Interquartile range (IQR)	5263

Descriptive statistics

Standard deviation	6203.1829
Coefficient of variation (CV)	1.399564
Kurtosis	26.009098
Mean	4432.2251
Median Absolute Deviation (MAD)	2405
Skewness	4.0895584
Sum	4724752
Variance	38479478
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	145	13.6%
488	4	0.4%
5788	4	0.4%
8292	4	0.4%
4738	4	0.4%
11988	4	0.4%
5310	3	0.3%
8161	3	0.3%
995	3	0.3%
5935	3	0.3%
Other values (784)	889	83.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	145	13.6%
4	1	0.1%
15	1	0.1%
16	1	0.1%
18	1	0.1%
26	1	0.1%
31	2	0.2%
36	1	0.1%
44	1	0.1%
48	1	0.1%

Value	Count	Frequency (%)
61510	1	0.1%
60592	1	0.1%
57507	1	0.1%
50911	1	0.1%
42265	3	0.3%
38525	1	0.1%
31971	2	0.2%
31194	1	0.1%
30449	1	0.1%
28693	1	0.1%

10퍼센트 규정준수여부_학부_금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	838
Distinct (%)	78.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26632348

Minimum	0
Maximum	7.5561506 × 10⁹
Zeros	129
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	525084.25
median	2507118.5
Q3	5417508
95-th percentile	15738918
Maximum	7.5561506 × 10⁹
Range	7.5561506 × 10⁹
Interquartile range (IQR)	4892423.8

Descriptive statistics

Standard deviation	3.676007 × 10⁸
Coefficient of variation (CV)	13.80279
Kurtosis	350.97112
Mean	26632348
Median Absolute Deviation (MAD)	2152805.5
Skewness	18.270872
Sum	2.8390083 × 10¹⁰
Variance	1.3513027 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	129	12.1%
4659924	4	0.4%
10779531	4	0.4%
5833357	3	0.3%
632184	3	0.3%
177270	3	0.3%
3064106	3	0.3%
1249931	3	0.3%
3544819	3	0.3%
683647	3	0.3%
Other values (828)	908	85.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	129	12.1%
137	1	0.1%
2140	1	0.1%
7624	1	0.1%
10500	2	0.2%
11400	1	0.1%
13252	1	0.1%
23304	1	0.1%
24332	1	0.1%
24522	1	0.1%

Value	Count	Frequency (%)
7556150554	1	0.1%
7547769854	1	0.1%
4106024334	1	0.1%
3544818990	1	0.1%
1027677442	1	0.1%
276600000	1	0.1%
51184614	1	0.1%
37750714	1	0.1%
34316986	1	0.1%
33942084	1	0.1%

10퍼센트 규정준수여부_대학원_인원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	428
Distinct (%)	40.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	701.72702

Minimum	0
Maximum	10858
Zeros	523
Zeros (%)	49.1%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	29.5
Q3	681
95-th percentile	3572.25
Maximum	10858
Range	10858
Interquartile range (IQR)	681

Descriptive statistics

Standard deviation	1488.6053
Coefficient of variation (CV)	2.1213453
Kurtosis	13.109423
Mean	701.72702
Median Absolute Deviation (MAD)	29.5
Skewness	3.3638719
Sum	748041
Variance	2215945.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	523	49.1%
1445	5	0.5%
292	5	0.5%
229	4	0.4%
128	4	0.4%
577	4	0.4%
107	4	0.4%
681	4	0.4%
274	4	0.4%
730	3	0.3%
Other values (418)	506	47.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	523	49.1%
1	1	0.1%
5	1	0.1%
10	1	0.1%
13	1	0.1%
27	3	0.3%
28	2	0.2%
29	1	0.1%
30	1	0.1%
31	1	0.1%

Value	Count	Frequency (%)
10858	1	0.1%
10785	1	0.1%
10568	1	0.1%
9034	1	0.1%
8761	1	0.1%
8244	1	0.1%
7979	1	0.1%
7711	1	0.1%
7577	1	0.1%
7449	1	0.1%

10퍼센트 규정준수여부_대학원_금액
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	486
Distinct (%)	45.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8388969.4

Minimum	0
Maximum	3.350416 × 10⁹
Zeros	498
Zeros (%)	46.7%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	79306
Q3	885523.25
95-th percentile	8497634.2
Maximum	3.350416 × 10⁹
Range	3.350416 × 10⁹
Interquartile range (IQR)	885523.25

Descriptive statistics

Standard deviation	1.3885685 × 10⁸
Coefficient of variation (CV)	16.552313
Kurtosis	510.38459
Mean	8388969.4
Median Absolute Deviation (MAD)	79306
Skewness	22.362971
Sum	8.9426413 × 10⁹
Variance	1.9281225 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	498	46.7%
169940	4	0.4%
619823	4	0.4%
4287614	3	0.3%
1702863	3	0.3%
181800	3	0.3%
50768	3	0.3%
4313342	3	0.3%
23511496	3	0.3%
1552789	3	0.3%
Other values (476)	539	50.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	498	46.7%
2600	1	0.1%
3200	2	0.2%
4940	1	0.1%
12340	1	0.1%
14190	1	0.1%
18480	2	0.2%
18700	1	0.1%
22160	1	0.1%
28858	1	0.1%

Value	Count	Frequency (%)
3350416000	1	0.1%
2972881000	1	0.1%
594545000	1	0.1%
407661780	1	0.1%
61109168	1	0.1%
58386915	1	0.1%
55630000	1	0.1%
34603466	1	0.1%
33066494	2	0.2%
24061209	1	0.1%

30퍼센트 규정준수여부_학부_인원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	714
Distinct (%)	67.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1983.9953

Minimum	0
Maximum	25353
Zeros	161
Zeros (%)	15.1%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	151.5
median	849
Q3	2386.75
95-th percentile	7009.25
Maximum	25353
Range	25353
Interquartile range (IQR)	2235.25

Descriptive statistics

Standard deviation	3143.3754
Coefficient of variation (CV)	1.5843663
Kurtosis	17.677415
Mean	1983.9953
Median Absolute Deviation (MAD)	831
Skewness	3.5607598
Sum	2114939
Variance	9880808.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	161	15.1%
88	5	0.5%
1536	5	0.5%
5745	5	0.5%
315	5	0.5%
1829	4	0.4%
4111	4	0.4%
849	4	0.4%
1297	4	0.4%
2381	4	0.4%
Other values (704)	865	81.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	161	15.1%
3	1	0.1%
4	1	0.1%
10	1	0.1%
13	1	0.1%
14	1	0.1%
16	1	0.1%
18	2	0.2%
19	1	0.1%
20	1	0.1%

Value	Count	Frequency (%)
25353	1	0.1%
24945	3	0.3%
24288	1	0.1%
19922	1	0.1%
19783	1	0.1%
19609	1	0.1%
17474	1	0.1%
17444	1	0.1%
17442	1	0.1%
15262	1	0.1%

30퍼센트 규정준수여부_학부_금액
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	813
Distinct (%)	76.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9005683.5

Minimum	0
Maximum	3.3302076 × 10⁹
Zeros	150
Zeros (%)	14.1%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	114850.75
median	727547.5
Q3	2014977.2
95-th percentile	6112377.5
Maximum	3.3302076 × 10⁹
Range	3.3302076 × 10⁹
Interquartile range (IQR)	1900126.5

Descriptive statistics

Standard deviation	1.4583627 × 10⁸
Coefficient of variation (CV)	16.193804
Kurtosis	502.73038
Mean	9005683.5
Median Absolute Deviation (MAD)	702885
Skewness	22.225023
Sum	9.6000586 × 10⁹
Variance	2.1268219 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	150	14.1%
818639	4	0.4%
163380	4	0.4%
4845830	4	0.4%
1457697	4	0.4%
311092	3	0.3%
1513914	3	0.3%
1055087	3	0.3%
639656	3	0.3%
98500	3	0.3%
Other values (803)	885	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	150	14.1%
1134	1	0.1%
2140	1	0.1%
5232	1	0.1%
7200	1	0.1%
7600	1	0.1%
7694	1	0.1%
9026	1	0.1%
9383	1	0.1%
10400	1	0.1%

Value	Count	Frequency (%)
3330207600	1	0.1%
3321827000	1	0.1%
600546500	1	0.1%
379652000	1	0.1%
315773600	1	0.1%
20843884	1	0.1%
16454628	1	0.1%
13403291	1	0.1%
12807269	1	0.1%
11566606	1	0.1%

30퍼센트 규정준수여부_대학원_인원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	186
Distinct (%)	17.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	91.717636

Minimum	0
Maximum	2389
Zeros	769
Zeros (%)	72.1%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	11
95-th percentile	561.75
Maximum	2389
Range	2389
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	297.66085
Coefficient of variation (CV)	3.2454048
Kurtosis	28.144476
Mean	91.717636
Median Absolute Deviation (MAD)	0
Skewness	4.9364607
Sum	97771
Variance	88601.983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	769	72.1%
2	7	0.7%
68	6	0.6%
126	6	0.6%
39	5	0.5%
4	5	0.5%
37	5	0.5%
10	5	0.5%
25	4	0.4%
53	4	0.4%
Other values (176)	250	23.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	769	72.1%
1	3	0.3%
2	7	0.7%
3	1	0.1%
4	5	0.5%
6	1	0.1%
7	3	0.3%
8	2	0.2%
9	1	0.1%
10	5	0.5%

Value	Count	Frequency (%)
2389	3	0.3%
2272	1	0.1%
2271	1	0.1%
2260	1	0.1%
2246	1	0.1%
2112	1	0.1%
2080	1	0.1%
1927	1	0.1%
1636	1	0.1%
1543	1	0.1%

30퍼센트 규정준수여부_대학원_금액
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	255
Distinct (%)	23.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3197421.5

Minimum	0
Maximum	1.586036 × 10⁹
Zeros	763
Zeros (%)	71.6%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	13779
95-th percentile	1126957.8
Maximum	1.586036 × 10⁹
Range	1.586036 × 10⁹
Interquartile range (IQR)	13779

Descriptive statistics

Standard deviation	64983296
Coefficient of variation (CV)	20.323656
Kurtosis	529.93438
Mean	3197421.5
Median Absolute Deviation (MAD)	0
Skewness	22.922888
Sum	3.4084513 × 10⁹
Variance	4.2228287 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	763	71.6%
466052	3	0.3%
48180	3	0.3%
1536060	3	0.3%
89816	3	0.3%
105427	3	0.3%
33778	3	0.3%
3448136	3	0.3%
302428	3	0.3%
200476	3	0.3%
Other values (245)	276	25.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	763	71.6%
500	1	0.1%
801	1	0.1%
936	1	0.1%
1160	1	0.1%
1450	2	0.2%
1665	1	0.1%
1800	1	0.1%
2548	1	0.1%
3000	1	0.1%

Value	Count	Frequency (%)
1586036000	1	0.1%
1398128000	1	0.1%
192385000	1	0.1%
10534335	1	0.1%
10529684	1	0.1%
8603280	1	0.1%
7330666	1	0.1%
6981804	3	0.3%
6931826	1	0.1%
6346836	1	0.1%

학부_등록금수입총액
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	838
Distinct (%)	78.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0888572 × 10⁸

Minimum	0
Maximum	6.9824551 × 10¹⁰
Zeros	142
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3014240
median	16943653
Q3	41752204
95-th percentile	1.1598101 × 10⁸
Maximum	6.9824551 × 10¹⁰
Range	6.9824551 × 10¹⁰
Interquartile range (IQR)	38737964

Descriptive statistics

Standard deviation	3.2093687 × 10⁹
Coefficient of variation (CV)	15.364233
Kurtosis	424.3994
Mean	2.0888572 × 10⁸
Median Absolute Deviation (MAD)	15659538
Skewness	20.196594
Sum	2.2267217 × 10¹¹
Variance	1.0300048 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	142	13.3%
23347040	4	0.4%
5205215	4	0.4%
81566190	4	0.4%
6672220	3	0.3%
276600	3	0.3%
133722776	3	0.3%
54377596	3	0.3%
49116847	3	0.3%
2937713	3	0.3%
Other values (828)	894	83.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	142	13.3%
12100	1	0.1%
80150	1	0.1%
80450	1	0.1%
130383	1	0.1%
134239	1	0.1%
136225	1	0.1%
142721	1	0.1%
276600	3	0.3%
297600	1	0.1%

Value	Count	Frequency (%)
69824550700	2	0.2%
31805163260	1	0.1%
15089679999	1	0.1%
4844721600	1	0.1%
276600000	1	0.1%
213737985	1	0.1%
192253972	1	0.1%
191566536	1	0.1%
190752865	1	0.1%
182164347	1	0.1%

대학원_등록금수입총액
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	503
Distinct (%)	47.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28605775

Minimum	0
Maximum	9.1895068 × 10⁹
Zeros	489
Zeros (%)	45.9%
Negative	0
Negative (%)	0.0%
Memory size	9.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	327103
Q3	3661419.5
95-th percentile	31279402
Maximum	9.1895068 × 10⁹
Range	9.1895068 × 10⁹
Interquartile range (IQR)	3661419.5

Descriptive statistics

Standard deviation	4.2044747 × 10⁸
Coefficient of variation (CV)	14.697993
Kurtosis	431.48163
Mean	28605775
Median Absolute Deviation (MAD)	327103
Skewness	20.395866
Sum	3.0493756 × 10¹⁰
Variance	1.7677608 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	489	45.9%
395158	4	0.4%
2076372	4	0.4%
4260528	3	0.3%
7626603	3	0.3%
885481	3	0.3%
1809137	3	0.3%
991599	3	0.3%
1169800	3	0.3%
329140	3	0.3%
Other values (493)	548	51.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	489	45.9%
10512	1	0.1%
16280	1	0.1%
24080	1	0.1%
31612	2	0.2%
59126	1	0.1%
61391	1	0.1%
86010	2	0.2%
118650	1	0.1%
124599	1	0.1%

Value	Count	Frequency (%)
9189506830	2	0.2%
4142450680	1	0.1%
1642172500	1	0.1%
249589999	1	0.1%
139181360	2	0.2%
137796469	1	0.1%
137464427	1	0.1%
129835274	2	0.2%
103444493	1	0.1%
99701345	1	0.1%

Heatmap
Table

	차수	본분교구분	30퍼센트 규정준수여부_인원	30퍼센트 규정준수여부_금액	등록금 수입 총액	10퍼센트 규정준수여부_학부_인원	10퍼센트 규정준수여부_학부_금액	10퍼센트 규정준수여부_대학원_인원	10퍼센트 규정준수여부_대학원_금액	30퍼센트 규정준수여부_학부_인원	30퍼센트 규정준수여부_학부_금액	30퍼센트 규정준수여부_대학원_인원	30퍼센트 규정준수여부_대학원_금액	학부_등록금수입총액	대학원_등록금수입총액
차수	1.000	0.000	0.175	0.019	0.009	0.066	0.000	0.000	0.009	0.188	0.019	0.046	0.000	0.009	0.009
본분교구분	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
30퍼센트 규정준수여부_인원	0.175	0.000	1.000	0.187	0.071	0.919	0.000	0.594	0.071	0.995	0.187	0.628	0.069	0.071	0.071
30퍼센트 규정준수여부_금액	0.019	0.000	0.187	1.000	0.803	0.000	1.000	0.000	1.000	0.000	0.971	0.550	0.803	0.803	1.000
등록금 수입 총액	0.009	0.000	0.071	0.803	1.000	0.000	1.000	0.000	0.952	0.000	1.000	0.350	0.894	1.000	0.982
10퍼센트 규정준수여부_학부_인원	0.066	0.000	0.919	0.000	0.000	1.000	0.000	0.636	0.000	0.914	0.000	0.641	0.000	0.000	0.000
10퍼센트 규정준수여부_학부_금액	0.000	0.000	0.000	1.000	1.000	0.000	1.000	0.000	0.841	0.000	1.000	0.326	0.841	1.000	1.000
10퍼센트 규정준수여부_대학원_인원	0.000	0.000	0.594	0.000	0.000	0.636	0.000	1.000	0.093	0.573	0.000	0.729	0.091	0.000	0.000
10퍼센트 규정준수여부_대학원_금액	0.009	0.000	0.071	1.000	0.952	0.000	0.841	0.093	1.000	0.000	0.742	0.350	0.996	0.952	0.982
30퍼센트 규정준수여부_학부_인원	0.188	0.000	0.995	0.000	0.000	0.914	0.000	0.573	0.000	1.000	0.000	0.523	0.000	0.000	0.000
30퍼센트 규정준수여부_학부_금액	0.019	0.000	0.187	0.971	1.000	0.000	1.000	0.000	0.742	0.000	1.000	0.550	0.676	1.000	0.803
30퍼센트 규정준수여부_대학원_인원	0.046	0.000	0.628	0.550	0.350	0.641	0.326	0.729	0.350	0.523	0.550	1.000	0.350	0.350	0.350
30퍼센트 규정준수여부_대학원_금액	0.000	0.000	0.069	0.803	0.894	0.000	0.841	0.091	0.996	0.000	0.676	0.350	1.000	0.894	0.982
학부_등록금수입총액	0.009	0.000	0.071	0.803	1.000	0.000	1.000	0.000	0.952	0.000	1.000	0.350	0.894	1.000	0.982
대학원_등록금수입총액	0.009	0.000	0.071	1.000	0.982	0.000	1.000	0.000	0.982	0.000	0.803	0.350	0.982	0.982	1.000

Heatmap
Table

	차수	본분교구분
차수	1.000	0.000
본분교구분	0.000	1.000

Heatmap
Table

	30퍼센트 규정준수여부_인원	30퍼센트 규정준수여부_금액	등록금 수입 총액	10퍼센트 규정준수여부_학부_인원	10퍼센트 규정준수여부_학부_금액	10퍼센트 규정준수여부_대학원_인원	10퍼센트 규정준수여부_대학원_금액	30퍼센트 규정준수여부_학부_인원	30퍼센트 규정준수여부_학부_금액	30퍼센트 규정준수여부_대학원_인원	30퍼센트 규정준수여부_대학원_금액	학부_등록금수입총액	대학원_등록금수입총액	차수	본분교구분
30퍼센트 규정준수여부_인원	1.000	0.937	0.825	0.904	0.865	0.491	0.475	0.995	0.941	0.302	0.280	0.836	0.439	0.174	0.000
30퍼센트 규정준수여부_금액	0.937	1.000	0.876	0.850	0.910	0.539	0.559	0.925	0.986	0.340	0.338	0.881	0.509	0.031	0.000
등록금 수입 총액	0.825	0.876	1.000	0.857	0.923	0.568	0.578	0.822	0.882	0.299	0.296	0.989	0.568	0.006	0.000
10퍼센트 규정준수여부_학부_인원	0.904	0.850	0.857	1.000	0.933	0.473	0.452	0.911	0.872	0.248	0.227	0.873	0.417	0.066	0.000
10퍼센트 규정준수여부_학부_금액	0.865	0.910	0.923	0.933	1.000	0.505	0.515	0.870	0.929	0.247	0.238	0.937	0.471	0.000	0.000
10퍼센트 규정준수여부_대학원_인원	0.491	0.539	0.568	0.473	0.505	1.000	0.959	0.456	0.495	0.644	0.624	0.507	0.940	0.000	0.000
10퍼센트 규정준수여부_대학원_금액	0.475	0.559	0.578	0.452	0.515	0.959	1.000	0.440	0.509	0.615	0.623	0.514	0.962	0.006	0.000
30퍼센트 규정준수여부_학부_인원	0.995	0.925	0.822	0.911	0.870	0.456	0.440	1.000	0.943	0.239	0.219	0.839	0.406	0.187	0.000
30퍼센트 규정준수여부_학부_금액	0.941	0.986	0.882	0.872	0.929	0.495	0.509	0.943	1.000	0.255	0.247	0.897	0.465	0.031	0.000
30퍼센트 규정준수여부_대학원_인원	0.302	0.340	0.299	0.248	0.247	0.644	0.615	0.239	0.255	1.000	0.982	0.251	0.612	0.046	0.000
30퍼센트 규정준수여부_대학원_금액	0.280	0.338	0.296	0.227	0.238	0.624	0.623	0.219	0.247	0.982	1.000	0.246	0.620	0.000	0.000
학부_등록금수입총액	0.836	0.881	0.989	0.873	0.937	0.507	0.514	0.839	0.897	0.251	0.246	1.000	0.492	0.006	0.000
대학원_등록금수입총액	0.439	0.509	0.568	0.417	0.471	0.940	0.962	0.406	0.465	0.612	0.620	0.492	1.000	0.006	0.000
차수	0.174	0.031	0.006	0.066	0.000	0.000	0.006	0.187	0.031	0.046	0.000	0.006	0.006	1.000	0.000
본분교구분	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	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

	차수	학교명	본분교구분	30퍼센트 규정준수여부_인원	30퍼센트 규정준수여부_금액	등록금 수입 총액	10퍼센트 규정준수여부_학부_인원	10퍼센트 규정준수여부_학부_금액	10퍼센트 규정준수여부_대학원_인원	10퍼센트 규정준수여부_대학원_금액	30퍼센트 규정준수여부_학부_인원	30퍼센트 규정준수여부_학부_금액	30퍼센트 규정준수여부_대학원_인원	30퍼센트 규정준수여부_대학원_금액	학부_등록금수입총액	대학원_등록금수입총액
0	4	가천의과학대학교	본교	404	722880	36387860	2857	3916842	723	2317542	404	722880	0	0	30462326	5925534
1	4	가톨릭대학교	본교	3040	4585059	89347485	4973	7928231	2541	5126998	2180	2870888	860	1714171	57576483	31771002
2	4	목원대학교	본교	2882	3499113	74564311	7124	8518800	1662	2245620	2318	2827530	564	671583	69211390	5352921
3	4	감리교신학대학교	본교	245	178062	9931440	438	543791	406	562975	151	100532	94	77530	4680720	5250720
4	4	강남대학교	본교	1655	1883360	61498492	4001	5691863	968	1783967	1528	1710916	127	172444	56347828	5150664
5	4	건국대학교	본교	2362	2895557	169771633	9145	15627947	6347	14094171	2343	2873557	19	22000	123667629	46104004
6	4	건양대학교	본교	1980	2278467	60201957	4500	5667931	1180	2005613	1980	2278467	0	0	55871690	4330267
7	4	경기대학교	본교	8242	5756279	125717875	13018	14173685	2974	3958422	7947	5127799	295	628480	104405406	21312469
8	4	경동대학교	본교	661	816346	22190469	1761	2469150	0	0	661	816346	0	0	22190469	0
9	4	가천대학교	본교	7841	6178987	140513539	11462	12925151	2433	4144493	7841	6178987	0	0	125037163	15476376

	차수	학교명	본분교구분	30퍼센트 규정준수여부_인원	30퍼센트 규정준수여부_금액	등록금 수입 총액	10퍼센트 규정준수여부_학부_인원	10퍼센트 규정준수여부_학부_금액	10퍼센트 규정준수여부_대학원_인원	10퍼센트 규정준수여부_대학원_금액	30퍼센트 규정준수여부_학부_인원	30퍼센트 규정준수여부_학부_금액	30퍼센트 규정준수여부_대학원_인원	30퍼센트 규정준수여부_대학원_금액	학부_등록금수입총액	대학원_등록금수입총액
1056	1	강릉원주대학교	본교	4111	2408170	37895237	6737	4695093	626	542066	4111	2408170	0	0	34534412	3360825
1057	1	목포해양대학교	본교	558	411126	8846411	1024	749327	135	160282	558	411126	0	0	8332403	514008
1058	1	한국산업기술대학교	본교	3392	2918458	53120432	5021	4985456	642	1101004	3392	2918458	0	0	49778574	3341858
1059	1	인하대학교	본교	6809	8376331	172932863	11252	15775908	5217	16121691	5841	4928195	968	3448136	133722776	39210087
1060	1	제주국제대학교	본교	1059	842881	7920829	3895	3605591	192	157581	1059	842881	0	0	7351443	569386
1061	1	예수대학교	본교	507	195169	4110723	1002	541130	5	3200	507	195169	0	0	4079111	31612
1062	1	서경대학교	본교	1680	2536458	53377375	5760	6474389	577	1702863	1680	2536458	0	0	49116847	4260528
1063	1	군장대학교	본교	849	758517	13228746	1808	1677949	0	0	849	758517	0	0	13228746	0
1064	1	충남대학교	본교	12337	5219529	98751909	18834	9961556	4111	3550321	12337	5219529	0	0	68637478	30114431
1065	1	서울대학교	본교	3484	5885999	183552282	6357	6047826	6584	12924322	2068	2598461	1416	3287538	90032820	93519462

Most frequently occurring

	차수	학교명	본분교구분	30퍼센트 규정준수여부_인원	30퍼센트 규정준수여부_금액	등록금 수입 총액	10퍼센트 규정준수여부_학부_인원	10퍼센트 규정준수여부_학부_금액	10퍼센트 규정준수여부_대학원_인원	10퍼센트 규정준수여부_대학원_금액	30퍼센트 규정준수여부_학부_인원	30퍼센트 규정준수여부_학부_금액	30퍼센트 규정준수여부_대학원_인원	30퍼센트 규정준수여부_대학원_금액	학부_등록금수입총액	대학원_등록금수입총액	# duplicates
0	1	가톨릭대학교	본교	3831	5283053	89084583	5973	8521932	2821	6182840	3260	4007379	571	1275674	56441618	32642965	2
1	1	강원대학교	본교	12056	6204093	99749679	17623	10096125	2723	2494012	11893	6054122	163	149971	85178376	14571303	2
2	1	경산1대학교	본교	1536	1457697	0	5694	5833357	0	0	1536	1457697	0	0	0	0	2
3	1	경희사이버대학교	본교	325	172660	24511890	8292	4410941	229	169940	315	163380	10	9280	23347040	1164850	2
4	1	계약신학대학원대학교	본교	149	298300	329140	0	0	149	298300	0	0	149	298300	0	329140	2
5	1	고신대학교	본교	2386	2128426	33721329	2889	3090668	1546	1284595	1829	1587788	557	540638	26094726	7626603	2
6	1	구세군사관학교	본교	0	0	276600	0	276600	0	0	0	0	0	0	276600	0	2
7	1	김포대학교	본교	2067	1066333	20602653	3993	3064106	0	0	2067	1066333	0	0	20602653	0	2
8	1	김해대학교	본교	344	211269	5037066	995	632184	0	0	344	211269	0	0	5037066	0	2
9	1	남서울대학교	본교	0	0	0	0	0	0	0	0	0	0	0	0	0	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Space Separator

Decimal Number

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring