gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	60
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.9 KiB
Average record size in memory	100.2 B

Variable types

Text	1
Numeric	10

Dataset

Description	(부보금융회사 종합정보)[참고사항]1. 데이터 개요본 데이터는 예금보험공사의 부보금융회사 중 증권사의 주요 재무현황 자료임2. 데이터 단위(억원) : 총자산, 자기자본, 당기순이익, 영업용순자본, 총위험액, 필요유지자기자본(%) : ROE, 순자본비율, 레버리지비율3. 데이터 주석1) 당기순이익 : 당기 기중누적금액2) ROE산출 시 당기순이익(최근1년) : 손익계산서상 당기순이익에서 대손준비금전입액을 차감하거나 대손준비금환입액을 가산한 금액3) ROE산출 시 자기자본(최근1년평잔) : 최근 1년간 월말 자본총계에서 대손준비금을 차감한 금액의 평균4) 순자본비율 : (영업용순자본-총위험액)/필요유지자기자본 * 1005) 레버리지비율 : 총자산/자기자본1004. 특이사항1) 순자본비율 : 2016년부터 본격 시행되어 2016년 3월 데이터부터 순자본비율이며, 그 전 데이터는 영업용순자본비율(영업용순자본/총위험액100)임※ 9개 증권사(NH투자, 대우, 삼성, 한국투자, 현대, 미래에셋, HMC투자증권, 부국)는 순자본비율 조기도입하여 2015년 3월데이터부터 순자본비율로 제공2) 필요유지자기자본 : 순자본비율 본격도입된 2016년 3월 데이터부터 포함. 그 전 데이터에는 해당 항목 없음3) 사명변경 : 사명이 변경된 경우 변경 후 데이터에는 변경된 사명으로만 표시함
Author	예금보험공사
URL	https://www.data.go.kr/data/15061054/fileData.do

Alerts

`법인등록번호` is highly overall correlated with `총자산` and 5 other fields	High correlation
`총자산` is highly overall correlated with `법인등록번호` and 7 other fields	High correlation
`자기자본` is highly overall correlated with `법인등록번호` and 7 other fields	High correlation
`당기순이익` is highly overall correlated with `총자산` and 5 other fields	High correlation
`자기자본이익률` is highly overall correlated with `당기순이익`	High correlation
`영업용순자본` is highly overall correlated with `법인등록번호` and 7 other fields	High correlation
`총위험액` is highly overall correlated with `법인등록번호` and 7 other fields	High correlation
`필요유지자기자본` is highly overall correlated with `법인등록번호` and 6 other fields	High correlation
`순자본비율` is highly overall correlated with `총자산` and 3 other fields	High correlation
`레버리지비율` is highly overall correlated with `법인등록번호` and 5 other fields	High correlation
`구분` has unique values	Unique
`총자산` has unique values	Unique
`자기자본` has unique values	Unique
`당기순이익` has unique values	Unique
`자기자본이익률` has unique values	Unique
`총위험액` has unique values	Unique
`순자본비율` has unique values	Unique

Reproduction

Analysis started	2024-04-21 01:25:32.209053
Analysis finished	2024-04-21 01:25:44.029757
Duration	11.82 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	60
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	612.0 B

Length

Max length	7
Median length	6
Mean length	3.2833333
Min length	2

Characters and Unicode

Total characters	197
Distinct characters	104
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	60 ?
Unique (%)	100.0%

Sample

1st row	미래에셋
2nd row	한국
3rd row	NH
4th row	삼성
5th row	KB

Value	Count	Frequency (%)
미래에셋	1	1.7%
한국	1	1.7%
ds	1	1.7%
크레디트스위스	1	1.7%
한국sc	1	1.7%
메릴린치	1	1.7%
케이프	1	1.7%
유비에스	1	1.7%
비엔피파리바	1	1.7%
상상인	1	1.7%
Other values (50)	50	83.3%

Most occurring characters

Value	Count	Frequency (%)
스	12	6.1%
한	8	4.1%
리	8	4.1%
이	7	3.6%
국	7	3.6%
에	6	3.0%
I	5	2.5%
K	5	2.5%
B	5	2.5%
유	4	2.0%
Other values (94)	130	66.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	159	80.7%
Uppercase Letter	38	19.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
스	12	7.5%
한	8	5.0%
리	8	5.0%
이	7	4.4%
국	7	4.4%
에	6	3.8%
유	4	2.5%
아	4	2.5%
신	3	1.9%
상	3	1.9%
Other values (79)	97	61.0%

Uppercase Letter

Value	Count	Frequency (%)
I	5	13.2%
K	5	13.2%
B	5	13.2%
C	4	10.5%
S	4	10.5%
N	3	7.9%
M	2	5.3%
D	2	5.3%
H	2	5.3%
G	1	2.6%
Other values (5)	5	13.2%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	159	80.7%
Latin	38	19.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
스	12	7.5%
한	8	5.0%
리	8	5.0%
이	7	4.4%
국	7	4.4%
에	6	3.8%
유	4	2.5%
아	4	2.5%
신	3	1.9%
상	3	1.9%
Other values (79)	97	61.0%

Latin

Value	Count	Frequency (%)
I	5	13.2%
K	5	13.2%
B	5	13.2%
C	4	10.5%
S	4	10.5%
N	3	7.9%
M	2	5.3%
D	2	5.3%
H	2	5.3%
G	1	2.6%
Other values (5)	5	13.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	159	80.7%
ASCII	38	19.3%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
스	12	7.5%
한	8	5.0%
리	8	5.0%
이	7	4.4%
국	7	4.4%
에	6	3.8%
유	4	2.5%
아	4	2.5%
신	3	1.9%
상	3	1.9%
Other values (79)	97	61.0%

ASCII

Value	Count	Frequency (%)
I	5	13.2%
K	5	13.2%
B	5	13.2%
C	4	10.5%
S	4	10.5%
N	3	7.9%
M	2	5.3%
D	2	5.3%
H	2	5.3%
G	1	2.6%
Other values (5)	5	13.2%

법인등록번호
Real number (ℝ)

HIGH CORRELATION

Distinct	59
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1245853 × 10¹²

Minimum	1.10111 × 10¹²
Maximum	1.8011102 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	1.10111 × 10¹²
5-th percentile	1.10111 × 10¹²
Q1	1.1011101 × 10¹²
median	1.1011121 × 10¹²
Q3	1.1011171 × 10¹²
95-th percentile	1.1018116 × 10¹²
Maximum	1.8011102 × 10¹²
Range	7.0000023 × 10¹¹
Interquartile range (IQR)	6960559.8

Descriptive statistics

Standard deviation	1.26688 × 10¹¹
Coefficient of variation (CV)	0.11265308
Kurtosis	27.359985
Mean	1.1245853 × 10¹²
Median Absolute Deviation (MAD)	2076711.5
Skewness	5.3337079
Sum	6.7475117 × 10¹³
Variance	1.6049849 × 10²²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1101111367740	2	3.3%
1101110011679	1	1.7%
1101114727719	1	1.7%
1101113915498	1	1.7%
1101810016987	1	1.7%
1101113916610	1	1.7%
1101810042081	1	1.7%
1101112582397	1	1.7%
1101110031560	1	1.7%
1101111911274	1	1.7%
Other values (49)	49	81.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1101110003155	1	1.7%
1101110006612	1	1.7%
1101110007826	1	1.7%
1101110011679	1	1.7%
1101110018089	1	1.7%
1101110019962	1	1.7%
1101110026834	1	1.7%
1101110031510	1	1.7%
1101110031560	1	1.7%
1101110037112	1	1.7%

Value	Count	Frequency (%)
1801110233188	1	1.7%
1801110093095	1	1.7%
1101840013119	1	1.7%
1101810058062	1	1.7%
1101810053301	1	1.7%
1101810042081	1	1.7%
1101810026861	1	1.7%
1101810020219	1	1.7%
1101810020152	1	1.7%
1101810019882	1	1.7%

총자산
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	60
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	114480.75

Minimum	138
Maximum	859645
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	138
5-th percentile	236.55
Q1	3352.25
median	17777
Q3	103437.25
95-th percentile	536726.3
Maximum	859645
Range	859507
Interquartile range (IQR)	100085

Descriptive statistics

Standard deviation	204707.57
Coefficient of variation (CV)	1.7881396
Kurtosis	3.8561948
Mean	114480.75
Median Absolute Deviation (MAD)	17199
Skewness	2.1726157
Sum	6868845
Variance	4.1905188 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
859645	1	1.7%
20602	1	1.7%
3380	1	1.7%
10558	1	1.7%
19953	1	1.7%
9620	1	1.7%
4999	1	1.7%
21733	1	1.7%
10703	1	1.7%
10175	1	1.7%
Other values (50)	50	83.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
138	1	1.7%
178	1	1.7%
190	1	1.7%
239	1	1.7%
404	1	1.7%
546	1	1.7%
610	1	1.7%
1499	1	1.7%
2081	1	1.7%
2105	1	1.7%

Value	Count	Frequency (%)
859645	1	1.7%
757096	1	1.7%
578285	1	1.7%
534539	1	1.7%
509464	1	1.7%
509238	1	1.7%
500995	1	1.7%
459505	1	1.7%
433533	1	1.7%
159989	1	1.7%

자기자본
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	60
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14206.7

Minimum	121
Maximum	94683
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	121
5-th percentile	159.85
Q1	1166.25
median	4729.5
Q3	12879
95-th percentile	63761.45
Maximum	94683
Range	94562
Interquartile range (IQR)	11712.75

Descriptive statistics

Standard deviation	22774.398
Coefficient of variation (CV)	1.6030744
Kurtosis	3.3989401
Mean	14206.7
Median Absolute Deviation (MAD)	4108.5
Skewness	2.0830622
Sum	852402
Variance	5.1867319 × 10⁸
Monotonicity	Strictly decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94683	1	1.7%
3756	1	1.7%
3121	1	1.7%
3056	1	1.7%
2737	1	1.7%
2406	1	1.7%
2380	1	1.7%
2345	1	1.7%
2120	1	1.7%
1917	1	1.7%
Other values (50)	50	83.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
121	1	1.7%
131	1	1.7%
138	1	1.7%
161	1	1.7%
326	1	1.7%
406	1	1.7%
450	1	1.7%
485	1	1.7%
577	1	1.7%
665	1	1.7%

Value	Count	Frequency (%)
94683	1	1.7%
81387	1	1.7%
71066	1	1.7%
63377	1	1.7%
61572	1	1.7%
57525	1	1.7%
56194	1	1.7%
52633	1	1.7%
42726	1	1.7%
28532	1	1.7%

당기순이익
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	60
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	945.5

Minimum	-3187
Maximum	19603
Zeros	0
Zeros (%)	0.0%
Negative	10
Negative (%)	16.7%
Memory size	672.0 B

Quantile statistics

Minimum	-3187
5-th percentile	-88.4
Q1	14
median	119.5
Q3	513.75
95-th percentile	4374.25
Maximum	19603
Range	22790
Interquartile range (IQR)	499.75

Descriptive statistics

Standard deviation	2869.7333
Coefficient of variation (CV)	3.035149
Kurtosis	30.949148
Mean	945.5
Median Absolute Deviation (MAD)	161
Skewness	5.0217993
Sum	56730
Variance	8235369.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2379	1	1.7%
250	1	1.7%
100	1	1.7%
499	1	1.7%
154	1	1.7%
297	1	1.7%
-115	1	1.7%
7	1	1.7%
115	1	1.7%
-517	1	1.7%
Other values (50)	50	83.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3187	1	1.7%
-517	1	1.7%
-115	1	1.7%
-87	1	1.7%
-72	1	1.7%
-59	1	1.7%
-36	1	1.7%
-33	1	1.7%
-29	1	1.7%
-15	1	1.7%

Value	Count	Frequency (%)
19603	1	1.7%
6855	1	1.7%
4835	1	1.7%
4350	1	1.7%
4242	1	1.7%
3524	1	1.7%
3384	1	1.7%
2379	1	1.7%
1435	1	1.7%
1083	1	1.7%

자기자본이익률
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	60
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5993333

Minimum	-23.9
Maximum	30.44
Zeros	0
Zeros (%)	0.0%
Negative	11
Negative (%)	18.3%
Memory size	672.0 B

Quantile statistics

Minimum	-23.9
5-th percentile	-11.925
Q1	0.7725
median	3.135
Q3	7.63
95-th percentile	17.626
Maximum	30.44
Range	54.34
Interquartile range (IQR)	6.8575

Descriptive statistics

Standard deviation	9.667848
Coefficient of variation (CV)	2.6860107
Kurtosis	2.3213434
Mean	3.5993333
Median Absolute Deviation (MAD)	3.58
Skewness	-0.30864895
Sum	215.96
Variance	93.467284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.1	1	1.7%
7.0	1	1.7%
3.25	1	1.7%
15.72	1	1.7%
6.85	1	1.7%
12.45	1	1.7%
-4.61	1	1.7%
0.32	1	1.7%
4.33	1	1.7%
-23.9	1	1.7%
Other values (50)	50	83.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.9	1	1.7%
-23.69	1	1.7%
-19.43	1	1.7%
-11.53	1	1.7%
-9.79	1	1.7%
-7.55	1	1.7%
-6.76	1	1.7%
-4.61	1	1.7%
-4.44	1	1.7%
-2.08	1	1.7%

Value	Count	Frequency (%)
30.44	1	1.7%
25.55	1	1.7%
24.01	1	1.7%
17.29	1	1.7%
15.72	1	1.7%
14.33	1	1.7%
13.52	1	1.7%
12.45	1	1.7%
10.93	1	1.7%
10.59	1	1.7%

영업용순자본
Real number (ℝ)

HIGH CORRELATION

Distinct	59
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11707.05

Minimum	103
Maximum	85043
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	103
5-th percentile	146.7
Q1	1068.75
median	3949
Q3	9966.75
95-th percentile	51252.1
Maximum	85043
Range	84940
Interquartile range (IQR)	8898

Descriptive statistics

Standard deviation	19311.138
Coefficient of variation (CV)	1.6495307
Kurtosis	4.9720659
Mean	11707.05
Median Absolute Deviation (MAD)	3308
Skewness	2.344124
Sum	702423
Variance	3.7292006 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
765	2	3.3%
85043	1	1.7%
1123	1	1.7%
2913	1	1.7%
2884	1	1.7%
2879	1	1.7%
2249	1	1.7%
2289	1	1.7%
2224	1	1.7%
1511	1	1.7%
Other values (49)	49	81.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
103	1	1.7%
113	1	1.7%
122	1	1.7%
148	1	1.7%
205	1	1.7%
353	1	1.7%
406	1	1.7%
412	1	1.7%
418	1	1.7%
532	1	1.7%

Value	Count	Frequency (%)
85043	1	1.7%
75962	1	1.7%
62217	1	1.7%
50675	1	1.7%
50578	1	1.7%
44478	1	1.7%
42752	1	1.7%
39213	1	1.7%
31384	1	1.7%
16097	1	1.7%

총위험액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	60
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5987.85

Minimum	7
Maximum	56287
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	7
5-th percentile	14.95
Q1	126.25
median	612
Q3	3970.25
95-th percentile	29666.2
Maximum	56287
Range	56280
Interquartile range (IQR)	3844

Descriptive statistics

Standard deviation	12234.593
Coefficient of variation (CV)	2.0432364
Kurtosis	6.3320294
Mean	5987.85
Median Absolute Deviation (MAD)	587
Skewness	2.5862782
Sum	359271
Variance	1.4968527 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56287	1	1.7%
697	1	1.7%
178	1	1.7%
254	1	1.7%
902	1	1.7%
175	1	1.7%
202	1	1.7%
631	1	1.7%
464	1	1.7%
188	1	1.7%
Other values (50)	50	83.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	1.7%
12	1	1.7%
14	1	1.7%
15	1	1.7%
20	1	1.7%
30	1	1.7%
36	1	1.7%
42	1	1.7%
70	1	1.7%
71	1	1.7%

Value	Count	Frequency (%)
56287	1	1.7%
47551	1	1.7%
35731	1	1.7%
29347	1	1.7%
29343	1	1.7%
26821	1	1.7%
26710	1	1.7%
25716	1	1.7%
14752	1	1.7%
6511	1	1.7%

필요유지자기자본
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	73.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	778.35

Minimum	7
Maximum	1360
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	7
5-th percentile	24.8
Q1	269.25
median	1089.5
Q3	1304.75
95-th percentile	1349
Maximum	1360
Range	1353
Interquartile range (IQR)	1035.5

Descriptive statistics

Standard deviation	522.66001
Coefficient of variation (CV)	0.67149741
Kurtosis	-1.729449
Mean	778.35
Median Absolute Deviation (MAD)	265
Skewness	-0.21158039
Sum	46701
Variance	273173.49
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
1342	9	15.0%
1349	4	6.7%
1113	2	3.3%
1300	2	3.3%
1120	2	3.3%
105	2	3.3%
1155	2	3.3%
546	1	1.7%
196	1	1.7%
264	1	1.7%
Other values (34)	34	56.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	1.7%
18	1	1.7%
21	1	1.7%
25	1	1.7%
56	1	1.7%
70	1	1.7%
91	1	1.7%
100	1	1.7%
105	2	3.3%
112	1	1.7%

Value	Count	Frequency (%)
1360	1	1.7%
1349	4	6.7%
1342	9	15.0%
1307	1	1.7%
1304	1	1.7%
1300	2	3.3%
1272	1	1.7%
1223	1	1.7%
1167	1	1.7%
1155	2	3.3%

순자본비율
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	60
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	702.679

Minimum	123.87
Maximum	4872.34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	123.87
5-th percentile	182.1285
Q1	280.475
median	438.725
Q3	862.7175
95-th percentile	2040.376
Maximum	4872.34
Range	4748.47
Interquartile range (IQR)	582.2425

Descriptive statistics

Standard deviation	742.8551
Coefficient of variation (CV)	1.0571756
Kurtosis	16.349713
Mean	702.679
Median Absolute Deviation (MAD)	204.04
Skewness	3.4399708
Sum	42160.74
Variance	551833.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2142.36	1	1.7%
227.47	1	1.7%
244.69	1	1.7%
235.87	1	1.7%
284.06	1	1.7%
431.46	1	1.7%
180.58	1	1.7%
207.0	1	1.7%
330.33	1	1.7%
1083.33	1	1.7%
Other values (50)	50	83.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
123.87	1	1.7%
151.54	1	1.7%
180.58	1	1.7%
182.21	1	1.7%
185.68	1	1.7%
189.58	1	1.7%
200.78	1	1.7%
207.0	1	1.7%
227.47	1	1.7%
235.87	1	1.7%

Value	Count	Frequency (%)
4872.34	1	1.7%
2142.36	1	1.7%
2105.66	1	1.7%
2036.94	1	1.7%
1588.91	1	1.7%
1582.09	1	1.7%
1357.94	1	1.7%
1302.11	1	1.7%
1272.31	1	1.7%
1269.2	1	1.7%

레버리지비율
Real number (ℝ)

HIGH CORRELATION

Distinct	59
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	416.613

Minimum	101.18
Maximum	878.51
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	101.18
5-th percentile	108.231
Q1	119.935
median	374.665
Q3	716.665
95-th percentile	859.055
Maximum	878.51
Range	777.33
Interquartile range (IQR)	596.73

Descriptive statistics

Standard deviation	291.15032
Coefficient of variation (CV)	0.69885077
Kurtosis	-1.7110105
Mean	416.613
Median Absolute Deviation (MAD)	264.68
Skewness	0.19580246
Sum	24996.78
Variance	84768.508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
108.3	2	3.3%
692.83	1	1.7%
660.21	1	1.7%
108.32	1	1.7%
715.45	1	1.7%
106.92	1	1.7%
110.7	1	1.7%
878.51	1	1.7%
472.43	1	1.7%
135.21	1	1.7%
Other values (49)	49	81.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
101.18	1	1.7%
105.77	1	1.7%
106.92	1	1.7%
108.3	2	3.3%
108.32	1	1.7%
109.27	1	1.7%
110.7	1	1.7%
112.16	1	1.7%
112.32	1	1.7%
113.72	1	1.7%

Value	Count	Frequency (%)
878.51	1	1.7%
870.97	1	1.7%
864.85	1	1.7%
858.75	1	1.7%
830.23	1	1.7%
788.24	1	1.7%
770.4	1	1.7%
770.0	1	1.7%
757.59	1	1.7%
733.59	1	1.7%

Phik (φk)
Auto

Heatmap
Table

	구분	법인등록번호	총자산	자기자본	당기순이익	자기자본이익률	영업용순자본	총위험액	필요유지자기자본	순자본비율	레버리지비율
구분	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
법인등록번호	1.000	1.000	0.000	0.319	0.000	0.000	0.459	0.000	0.263	0.000	0.315
총자산	1.000	0.000	1.000	0.987	0.799	0.290	0.964	0.937	0.223	0.875	0.603
자기자본	1.000	0.319	0.987	1.000	0.947	0.573	0.978	0.972	0.000	0.789	0.761
당기순이익	1.000	0.000	0.799	0.947	1.000	0.613	0.858	0.932	0.000	0.535	0.717
자기자본이익률	1.000	0.000	0.290	0.573	0.613	1.000	0.000	0.440	0.330	0.000	0.000
영업용순자본	1.000	0.459	0.964	0.978	0.858	0.000	1.000	0.992	0.000	0.765	0.721
총위험액	1.000	0.000	0.937	0.972	0.932	0.440	0.992	1.000	0.000	0.819	0.672
필요유지자기자본	1.000	0.263	0.223	0.000	0.000	0.330	0.000	0.000	1.000	0.000	0.557
순자본비율	1.000	0.000	0.875	0.789	0.535	0.000	0.765	0.819	0.000	1.000	0.659
레버리지비율	1.000	0.315	0.603	0.761	0.717	0.000	0.721	0.672	0.557	0.659	1.000

Heatmap
Table

	법인등록번호	총자산	자기자본	당기순이익	자기자본이익률	영업용순자본	총위험액	필요유지자기자본	순자본비율	레버리지비율
법인등록번호	1.000	-0.582	-0.567	-0.429	-0.085	-0.568	-0.648	-0.508	-0.336	-0.609
총자산	-0.582	1.000	0.962	0.700	0.250	0.956	0.974	0.858	0.537	0.714
자기자본	-0.567	0.962	1.000	0.714	0.251	0.996	0.971	0.906	0.545	0.590
당기순이익	-0.429	0.700	0.714	1.000	0.745	0.714	0.711	0.635	0.418	0.363
자기자본이익률	-0.085	0.250	0.251	0.745	1.000	0.248	0.260	0.220	0.095	0.007
영업용순자본	-0.568	0.956	0.996	0.714	0.248	1.000	0.967	0.916	0.549	0.592
총위험액	-0.648	0.974	0.971	0.711	0.260	0.967	1.000	0.872	0.504	0.709
필요유지자기자본	-0.508	0.858	0.906	0.635	0.220	0.916	0.872	1.000	0.278	0.519
순자본비율	-0.336	0.537	0.545	0.418	0.095	0.549	0.504	0.278	1.000	0.304
레버리지비율	-0.609	0.714	0.590	0.363	0.007	0.592	0.709	0.519	0.304	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

	구분	법인등록번호	총자산	자기자본	당기순이익	자기자본이익률	영업용순자본	총위험액	필요유지자기자본	순자본비율	레버리지비율
0	미래에셋	1101110011679	859645	94683	2379	2.1	85043	56287	1342	2142.36	692.83
1	한국	1101110168769	757096	81387	19603	25.55	75962	47551	1349	2105.66	660.21
2	NH	1101110098130	534539	71066	4350	5.87	62217	35731	1300	2036.94	551.34
3	삼성	1101110335649	509464	63377	4835	5.74	44478	26821	1300	1357.94	642.88
4	KB	1101110042476	578285	61572	3524	6.86	50578	29343	1342	1582.09	643.65
5	하나	1101110208169	459505	57525	-3187	-6.76	42752	25716	1342	1269.2	722.27
6	메리츠	1101110141301	509238	56194	4242	8.94	50675	29347	1342	1588.91	870.97
7	신한	1101110143448	500995	52633	1083	1.53	39213	26710	1349	926.63	830.23
8	키움	1101111867948	433533	42726	3384	7.82	31384	14752	1307	1272.31	733.59
9	대신	1101110042955	151238	28532	6855	30.44	11277	6511	1342	355.05	438.81

	구분	법인등록번호	총자산	자기자본	당기순이익	자기자본이익률	영업용순자본	총위험액	필요유지자기자본	순자본비율	레버리지비율
50	홍콩상하이	1101810007150	2838	665	38	5.72	406	70	271	123.87	128.59
51	크레디아그리콜	1101810019882	610	577	61	10.93	532	30	56	895.47	105.77
52	한국포스증권	1101115232204	2330	485	-59	-11.53	412	20	112	349.94	109.27
53	에스아이	1101111367740	3269	450	1	0.29	418	110	130	238.1	139.02
54	KR	1101110616883	546	406	52	13.52	353	42	100	312.57	134.47
55	나틱시스	1101840013119	404	326	69	24.01	205	36	91	185.68	123.83
56	한국IMC	1101117551181	190	161	-33	-23.69	148	15	70	189.58	118.15
57	씨엠에스	1101116283826	178	138	-15	-9.79	113	7	18	603.52	128.95
58	CIMB	1101810053301	239	131	-29	-19.43	122	14	25	440.73	112.32
59	미즈호	1101810058062	138	121	4	3.02	103	12	7	1302.11	113.85

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Hangul

Latin

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Interactions

Correlations

Missing values

Sample