gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	79
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.6 KiB
Average record size in memory	98.6 B

Variable types

Text	1
Categorical	1
Numeric	9

Dataset

Description	저축은행명, 지역, 총자산, 기업대출, 가계담보대출, 가계신용대출, 기타대출, 당기순이익, BIS비율, 연체율, 고정이하여신비율
Author	예금보험공사
URL	https://www.data.go.kr/data/15120292/fileData.do

Alerts

`총자산(억원)` is highly overall correlated with `기업 대출금(억원)` and 3 other fields	High correlation
`기업 대출금(억원)` is highly overall correlated with `총자산(억원)` and 3 other fields	High correlation
`가계 담보 대출금(억원)` is highly overall correlated with `총자산(억원)` and 2 other fields	High correlation
`가계 신용대출(억원)` is highly overall correlated with `총자산(억원)` and 3 other fields	High correlation
`기타 대출(억원)` is highly overall correlated with `총자산(억원)` and 2 other fields	High correlation
`연체율(퍼센트)` is highly overall correlated with `고정이하여신비율(퍼센트)`	High correlation
`고정이하여신비율(퍼센트)` is highly overall correlated with `연체율(퍼센트)`	High correlation
`저축은행명` has unique values	Unique
`총자산(억원)` has unique values	Unique
`기업 대출금(억원)` has 2 (2.5%) zeros	Zeros
`가계 담보 대출금(억원)` has 1 (1.3%) zeros	Zeros
`가계 신용대출(억원)` has 15 (19.0%) zeros	Zeros
`기타 대출(억원)` has 9 (11.4%) zeros	Zeros
`연체율(퍼센트)` has 1 (1.3%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 18:40:49.808750
Analysis finished	2024-03-14 18:41:11.762580
Duration	21.95 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

저축은행명
Text

UNIQUE

Distinct	79
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	760.0 B

Length

Max length	6
Median length	2
Mean length	2.4303797
Min length	1

Characters and Unicode

Total characters	192
Distinct characters	105
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	79 ?
Unique (%)	100.0%

Sample

1st row	SBI
2nd row	OK
3rd row	한국투자
4th row	웰컴
5th row	애큐온

Value	Count	Frequency (%)
sbi	1	1.3%
유니온	1	1.3%
부림	1	1.3%
한성	1	1.3%
청주	1	1.3%
오투	1	1.3%
민국	1	1.3%
삼정	1	1.3%
조은	1	1.3%
융창	1	1.3%
Other values (69)	69	87.3%

Most occurring characters

Value	Count	Frequency (%)
스	8	4.2%
B	7	3.6%
대	6	3.1%
K	5	2.6%
인	5	2.6%
한	5	2.6%
국	5	2.6%
상	4	2.1%
아	3	1.6%
삼	3	1.6%
Other values (95)	141	73.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	162	84.4%
Uppercase Letter	30	15.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
스	8	4.9%
대	6	3.7%
인	5	3.1%
한	5	3.1%
국	5	3.1%
상	4	2.5%
아	3	1.9%
삼	3	1.9%
양	3	1.9%
트	3	1.9%
Other values (84)	117	72.2%

Uppercase Letter

Value	Count	Frequency (%)
B	7	23.3%
K	5	16.7%
H	3	10.0%
S	2	6.7%
O	2	6.7%
I	2	6.7%
J	2	6.7%
T	2	6.7%
D	2	6.7%
N	2	6.7%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	162	84.4%
Latin	30	15.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
스	8	4.9%
대	6	3.7%
인	5	3.1%
한	5	3.1%
국	5	3.1%
상	4	2.5%
아	3	1.9%
삼	3	1.9%
양	3	1.9%
트	3	1.9%
Other values (84)	117	72.2%

Latin

Value	Count	Frequency (%)
B	7	23.3%
K	5	16.7%
H	3	10.0%
S	2	6.7%
O	2	6.7%
I	2	6.7%
J	2	6.7%
T	2	6.7%
D	2	6.7%
N	2	6.7%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	162	84.4%
ASCII	30	15.6%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
스	8	4.9%
대	6	3.7%
인	5	3.1%
한	5	3.1%
국	5	3.1%
상	4	2.5%
아	3	1.9%
삼	3	1.9%
양	3	1.9%
트	3	1.9%
Other values (84)	117	72.2%

ASCII

Value	Count	Frequency (%)
B	7	23.3%
K	5	16.7%
H	3	10.0%
S	2	6.7%
O	2	6.7%
I	2	6.7%
J	2	6.7%
T	2	6.7%
D	2	6.7%
N	2	6.7%

지역
Categorical

Distinct	13
Distinct (%)	16.5%
Missing	0
Missing (%)	0.0%
Memory size	760.0 B

서울	23
경기	15
부산	9
광주	5
대구	5
Other values (8)	22

Length

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

Unique

Unique	2 ?
Unique (%)	2.5%

Sample

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

Common Values

Value	Count	Frequency (%)
서울	23	29.1%
경기	15	19.0%
부산	9	11.4%
광주	5	6.3%
대구	5	6.3%
경북	5	6.3%
인천	4	5.1%
충북	4	5.1%
경남	3	3.8%
충남	2	2.5%
Other values (3)	4	5.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
서울	23	29.1%
경기	15	19.0%
부산	9	11.4%
광주	5	6.3%
대구	5	6.3%
경북	5	6.3%
인천	4	5.1%
충북	4	5.1%
경남	3	3.8%
충남	2	2.5%
Other values (3)	4	5.1%

총자산(억원)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	79
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17495.165

Minimum	52
Maximum	161468
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	839.0 B

Quantile statistics

Minimum	52
5-th percentile	1529.1
Q1	3662
median	6545
Q3	21907.5
95-th percentile	59867.1
Maximum	161468
Range	161416
Interquartile range (IQR)	18245.5

Descriptive statistics

Standard deviation	27984.906
Coefficient of variation (CV)	1.5995794
Kurtosis	14.792683
Mean	17495.165
Median Absolute Deviation (MAD)	4316
Skewness	3.580395
Sum	1382118
Variance	7.8315494 × 10⁸
Monotonicity	Strictly decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
161468	1	1.3%
150931	1	1.3%
3831	1	1.3%
3921	1	1.3%
3971	1	1.3%
4036	1	1.3%
4189	1	1.3%
4382	1	1.3%
4564	1	1.3%
4690	1	1.3%
Other values (69)	69	87.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
52	1	1.3%
90	1	1.3%
1291	1	1.3%
1467	1	1.3%
1536	1	1.3%
1565	1	1.3%
1636	1	1.3%
1746	1	1.3%
2229	1	1.3%
2284	1	1.3%

Value	Count	Frequency (%)
161468	1	1.3%
150931	1	1.3%
93544	1	1.3%
64260	1	1.3%
59379	1	1.3%
57773	1	1.3%
47956	1	1.3%
31993	1	1.3%
31731	1	1.3%
31276	1	1.3%

기업 대출금(억원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	78
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7826.8734

Minimum	0
Maximum	62321
Zeros	2
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	839.0 B

Quantile statistics

Minimum	0
5-th percentile	717.5
Q1	1809
median	3129
Q3	10008
95-th percentile	25148.2
Maximum	62321
Range	62321
Interquartile range (IQR)	8199

Descriptive statistics

Standard deviation	11583.216
Coefficient of variation (CV)	1.4799288
Kurtosis	11.788032
Mean	7826.8734
Median Absolute Deviation (MAD)	2175
Skewness	3.2376247
Sum	618323
Variance	1.3417089 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2	2.5%
62321	1	1.3%
2507	1	1.3%
2119	1	1.3%
1457	1	1.3%
1865	1	1.3%
2440	1	1.3%
2345	1	1.3%
2007	1	1.3%
3109	1	1.3%
Other values (68)	68	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	2.5%
573	1	1.3%
704	1	1.3%
719	1	1.3%
768	1	1.3%
925	1	1.3%
931	1	1.3%
954	1	1.3%
1104	1	1.3%
1142	1	1.3%

Value	Count	Frequency (%)
62321	1	1.3%
60234	1	1.3%
47925	1	1.3%
28849	1	1.3%
24737	1	1.3%
21853	1	1.3%
21087	1	1.3%
18684	1	1.3%
15904	1	1.3%
15844	1	1.3%

가계 담보 대출금(억원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	78
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1463.8861

Minimum	0
Maximum	13650
Zeros	1
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	839.0 B

Quantile statistics

Minimum	0
5-th percentile	41.5
Q1	176.5
median	712
Q3	1687
95-th percentile	5491.2
Maximum	13650
Range	13650
Interquartile range (IQR)	1510.5

Descriptive statistics

Standard deviation	2145.4337
Coefficient of variation (CV)	1.4655742
Kurtosis	12.880986
Mean	1463.8861
Median Absolute Deviation (MAD)	549
Skewness	3.0608328
Sum	115647
Variance	4602885.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
721	2	2.5%
4552	1	1.3%
372	1	1.3%
1800	1	1.3%
115	1	1.3%
382	1	1.3%
418	1	1.3%
569	1	1.3%
166	1	1.3%
120	1	1.3%
Other values (68)	68	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.3%
13	1	1.3%
17	1	1.3%
19	1	1.3%
44	1	1.3%
73	1	1.3%
90	1	1.3%
104	1	1.3%
115	1	1.3%
116	1	1.3%

Value	Count	Frequency (%)
13650	1	1.3%
6360	1	1.3%
6160	1	1.3%
6087	1	1.3%
5425	1	1.3%
5346	1	1.3%
4706	1	1.3%
4552	1	1.3%
4211	1	1.3%
3884	1	1.3%

가계 신용대출(억원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	72.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3577.8354

Minimum	0
Maximum	62104
Zeros	15
Zeros (%)	19.0%
Negative	0
Negative (%)	0.0%
Memory size	839.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	93
Q3	2369.5
95-th percentile	16023.2
Maximum	62104
Range	62104
Interquartile range (IQR)	2368.5

Descriptive statistics

Standard deviation	9669.4785
Coefficient of variation (CV)	2.7026057
Kurtosis	24.16113
Mean	3577.8354
Median Absolute Deviation (MAD)	93
Skewness	4.662012
Sum	282649
Variance	93498814
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	19.0%
1	7	8.9%
5	2	2.5%
4	2	2.5%
93	1	1.3%
40	1	1.3%
15	1	1.3%
1592	1	1.3%
1353	1	1.3%
158	1	1.3%
Other values (47)	47	59.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	19.0%
1	7	8.9%
3	1	1.3%
4	2	2.5%
5	2	2.5%
6	1	1.3%
12	1	1.3%
13	1	1.3%
15	1	1.3%
17	1	1.3%

Value	Count	Frequency (%)
62104	1	1.3%
51653	1	1.3%
19171	1	1.3%
16844	1	1.3%
15932	1	1.3%
14438	1	1.3%
13565	1	1.3%
11353	1	1.3%
8396	1	1.3%
7917	1	1.3%

기타 대출(억원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	69
Distinct (%)	87.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	808.17722

Minimum	0
Maximum	7091
Zeros	9
Zeros (%)	11.4%
Negative	0
Negative (%)	0.0%
Memory size	839.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	112.5
median	407
Q3	929.5
95-th percentile	3061.9
Maximum	7091
Range	7091
Interquartile range (IQR)	817

Descriptive statistics

Standard deviation	1257.1736
Coefficient of variation (CV)	1.5555667
Kurtosis	11.476624
Mean	808.17722
Median Absolute Deviation (MAD)	319
Skewness	3.18098
Sum	63846
Variance	1580485.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9	11.4%
407	2	2.5%
439	2	2.5%
1161	1	1.3%
395	1	1.3%
515	1	1.3%
347	1	1.3%
234	1	1.3%
390	1	1.3%
1	1	1.3%
Other values (59)	59	74.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	11.4%
1	1	1.3%
17	1	1.3%
27	1	1.3%
29	1	1.3%
51	1	1.3%
61	1	1.3%
82	1	1.3%
90	1	1.3%
103	1	1.3%

Value	Count	Frequency (%)
7091	1	1.3%
5883	1	1.3%
5060	1	1.3%
3115	1	1.3%
3056	1	1.3%
2558	1	1.3%
2547	1	1.3%
1852	1	1.3%
1771	1	1.3%
1630	1	1.3%

당기순이익(억원)
Real number (ℝ)

Distinct	71
Distinct (%)	89.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-17.898734

Minimum	-677
Maximum	704
Zeros	0
Zeros (%)	0.0%
Negative	38
Negative (%)	48.1%
Memory size	839.0 B

Quantile statistics

Minimum	-677
5-th percentile	-300.3
Q1	-39.5
median	2
Q3	39
95-th percentile	136.1
Maximum	704
Range	1381
Interquartile range (IQR)	78.5

Descriptive statistics

Standard deviation	183.76494
Coefficient of variation (CV)	-10.266924
Kurtosis	6.280726
Mean	-17.898734
Median Absolute Deviation (MAD)	40
Skewness	0.22004721
Sum	-1414
Variance	33769.554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	3	3.8%
27	2	2.5%
-2	2	2.5%
17	2	2.5%
61	2	2.5%
-32	2	2.5%
-7	2	2.5%
46	1	1.3%
8	1	1.3%
42	1	1.3%
Other values (61)	61	77.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-677	1	1.3%
-480	1	1.3%
-458	1	1.3%
-375	1	1.3%
-292	1	1.3%
-288	1	1.3%
-281	1	1.3%
-266	1	1.3%
-233	1	1.3%
-189	1	1.3%

Value	Count	Frequency (%)
704	1	1.3%
623	1	1.3%
358	1	1.3%
164	1	1.3%
133	1	1.3%
121	1	1.3%
114	1	1.3%
80	1	1.3%
68	1	1.3%
64	1	1.3%

자기자본비율(BIS비율_퍼센트)
Real number (ℝ)

Distinct	57
Distinct (%)	72.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.783544

Minimum	9.3
Maximum	41.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	839.0 B

Quantile statistics

Minimum	9.3
5-th percentile	11.1
Q1	12.15
median	14.3
Q3	17.8
95-th percentile	34.33
Maximum	41.4
Range	32.1
Interquartile range (IQR)	5.65

Descriptive statistics

Standard deviation	7.2553681
Coefficient of variation (CV)	0.43229058
Kurtosis	3.2000403
Mean	16.783544
Median Absolute Deviation (MAD)	2.5
Skewness	1.9125021
Sum	1325.9
Variance	52.640367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.3	5	6.3%
15.7	3	3.8%
14.2	3	3.8%
11.1	3	3.8%
14.5	2	2.5%
13.0	2	2.5%
11.7	2	2.5%
13.3	2	2.5%
17.8	2	2.5%
23.1	2	2.5%
Other values (47)	53	67.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.3	1	1.3%
9.6	1	1.3%
10.6	1	1.3%
11.1	3	3.8%
11.3	5	6.3%
11.4	1	1.3%
11.5	2	2.5%
11.6	1	1.3%
11.7	2	2.5%
11.8	1	1.3%

Value	Count	Frequency (%)
41.4	1	1.3%
40.1	1	1.3%
38.5	1	1.3%
35.5	1	1.3%
34.2	1	1.3%
32.8	1	1.3%
31.1	1	1.3%
28.0	1	1.3%
26.7	1	1.3%
23.1	2	2.5%

연체율(퍼센트)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	55
Distinct (%)	69.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6734177

Minimum	0
Maximum	23.9
Zeros	1
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	839.0 B

Quantile statistics

Minimum	0
5-th percentile	2.26
Q1	4.75
median	5.7
Q3	8.15
95-th percentile	12.72
Maximum	23.9
Range	23.9
Interquartile range (IQR)	3.4

Descriptive statistics

Standard deviation	3.6601705
Coefficient of variation (CV)	0.54847017
Kurtosis	5.7008165
Mean	6.6734177
Median Absolute Deviation (MAD)	1.5
Skewness	1.7303615
Sum	527.2
Variance	13.396848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.8	5	6.3%
5.3	4	5.1%
5.6	3	3.8%
6.3	3	3.8%
2.4	2	2.5%
8.1	2	2.5%
10.5	2	2.5%
2.3	2	2.5%
6.5	2	2.5%
4.9	2	2.5%
Other values (45)	52	65.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.3%
1.3	1	1.3%
1.5	1	1.3%
1.9	1	1.3%
2.3	2	2.5%
2.4	2	2.5%
3.3	1	1.3%
3.6	1	1.3%
3.7	1	1.3%
3.9	1	1.3%

Value	Count	Frequency (%)
23.9	1	1.3%
17.2	1	1.3%
13.4	1	1.3%
12.9	1	1.3%
12.7	1	1.3%
11.5	1	1.3%
11.3	1	1.3%
11.1	1	1.3%
11.0	1	1.3%
10.9	1	1.3%

고정이하여신비율(퍼센트)
Real number (ℝ)

HIGH CORRELATION

Distinct	63
Distinct (%)	79.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8037975

Minimum	1.8
Maximum	23.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	839.0 B

Quantile statistics

Minimum	1.8
5-th percentile	2.39
Q1	4.65
median	6
Q3	8
95-th percentile	13.53
Maximum	23.1
Range	21.3
Interquartile range (IQR)	3.35

Descriptive statistics

Standard deviation	3.7823288
Coefficient of variation (CV)	0.55591437
Kurtosis	5.3174699
Mean	6.8037975
Median Absolute Deviation (MAD)	1.7
Skewness	1.9213496
Sum	537.5
Variance	14.306011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.8	3	3.8%
7.5	3	3.8%
6.3	3	3.8%
8.2	2	2.5%
6.9	2	2.5%
4.7	2	2.5%
5.2	2	2.5%
5.1	2	2.5%
4.6	2	2.5%
5.8	2	2.5%
Other values (53)	56	70.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.8	1	1.3%
2.0	1	1.3%
2.2	1	1.3%
2.3	1	1.3%
2.4	1	1.3%
2.5	1	1.3%
2.7	1	1.3%
2.9	1	1.3%
3.1	1	1.3%
3.3	1	1.3%

Value	Count	Frequency (%)
23.1	1	1.3%
20.5	1	1.3%
15.7	1	1.3%
13.8	1	1.3%
13.5	1	1.3%
13.3	1	1.3%
12.5	1	1.3%
11.6	1	1.3%
10.4	1	1.3%
10.1	1	1.3%

Phik (φk)
Auto

Heatmap
Table

	저축은행명	지역	총자산(억원)	기업 대출금(억원)	가계 담보 대출금(억원)	가계 신용대출(억원)	기타 대출(억원)	당기순이익(억원)	자기자본비율(BIS비율_퍼센트)	연체율(퍼센트)	고정이하여신비율(퍼센트)
저축은행명	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
지역	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.176	0.582	0.633
총자산(억원)	1.000	0.000	1.000	0.927	0.727	0.944	0.814	0.761	0.000	0.000	0.000
기업 대출금(억원)	1.000	0.000	0.927	1.000	0.543	0.788	0.839	0.775	0.000	0.000	0.000
가계 담보 대출금(억원)	1.000	0.000	0.727	0.543	1.000	0.761	0.553	0.483	0.000	0.000	0.000
가계 신용대출(억원)	1.000	0.000	0.944	0.788	0.761	1.000	0.730	0.697	0.000	0.000	0.000
기타 대출(억원)	1.000	0.000	0.814	0.839	0.553	0.730	1.000	0.877	0.000	0.000	0.000
당기순이익(억원)	1.000	0.000	0.761	0.775	0.483	0.697	0.877	1.000	0.534	0.403	0.411
자기자본비율(BIS비율_퍼센트)	1.000	0.176	0.000	0.000	0.000	0.000	0.000	0.534	1.000	0.234	0.303
연체율(퍼센트)	1.000	0.582	0.000	0.000	0.000	0.000	0.000	0.403	0.234	1.000	0.849
고정이하여신비율(퍼센트)	1.000	0.633	0.000	0.000	0.000	0.000	0.000	0.411	0.303	0.849	1.000

Heatmap
Table

	총자산(억원)	기업 대출금(억원)	가계 담보 대출금(억원)	가계 신용대출(억원)	기타 대출(억원)	당기순이익(억원)	자기자본비율(BIS비율_퍼센트)	연체율(퍼센트)	고정이하여신비율(퍼센트)	지역
총자산(억원)	1.000	0.973	0.648	0.778	0.731	-0.096	-0.256	-0.108	-0.110	0.000
기업 대출금(억원)	0.973	1.000	0.607	0.714	0.705	-0.089	-0.252	-0.066	-0.095	0.000
가계 담보 대출금(억원)	0.648	0.607	1.000	0.526	0.380	0.024	-0.211	-0.115	-0.262	0.000
가계 신용대출(억원)	0.778	0.714	0.526	1.000	0.523	-0.262	-0.333	-0.107	-0.012	0.000
기타 대출(억원)	0.731	0.705	0.380	0.523	1.000	-0.108	-0.184	-0.012	-0.076	0.000
당기순이익(억원)	-0.096	-0.089	0.024	-0.262	-0.108	1.000	0.452	-0.231	-0.274	0.000
자기자본비율(BIS비율_퍼센트)	-0.256	-0.252	-0.211	-0.333	-0.184	0.452	1.000	-0.041	-0.192	0.055
연체율(퍼센트)	-0.108	-0.066	-0.115	-0.107	-0.012	-0.231	-0.041	1.000	0.719	0.296
고정이하여신비율(퍼센트)	-0.110	-0.095	-0.262	-0.012	-0.076	-0.274	-0.192	0.719	1.000	0.321
지역	0.000	0.000	0.000	0.000	0.000	0.000	0.055	0.296	0.321	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

	저축은행명	지역	총자산(억원)	기업 대출금(억원)	가계 담보 대출금(억원)	가계 신용대출(억원)	기타 대출(억원)	당기순이익(억원)	자기자본비율(BIS비율_퍼센트)	연체율(퍼센트)	고정이하여신비율(퍼센트)
0	SBI	서울	161468	62321	4552	62104	29	623	14.5	4.8	5.9
1	OK	서울	150931	60234	3884	51653	5883	704	11.7	7.3	7.1
2	한국투자	경기	93544	47925	5346	13565	3056	114	15.7	4.7	5.0
3	웰컴	서울	64260	24737	6160	14438	5060	358	14.7	5.7	7.5
4	애큐온	서울	59379	28849	160	15932	7091	-375	11.3	4.5	6.0
5	페퍼	경기	57773	21853	2256	19171	365	-677	12.1	8.2	10.1
6	다올	서울	47956	15844	1040	16844	1771	-111	12.2	5.6	4.9
7	상상인	경기	31993	21087	2234	1342	728	-480	11.3	12.7	13.3
8	신한	서울	31731	7173	13650	7881	159	133	16.6	3.6	3.9
9	모아	인천	31276	13964	712	5086	1630	68	16.0	6.9	8.4

	저축은행명	지역	총자산(억원)	기업 대출금(억원)	가계 담보 대출금(억원)	가계 신용대출(억원)	기타 대출(억원)	당기순이익(억원)	자기자본비율(BIS비율_퍼센트)	연체율(퍼센트)	고정이하여신비율(퍼센트)
69	대백	대구	2284	1104	351	93	256	3	14.2	7.2	8.9
70	국제	부산	2229	1260	170	0	132	10	28.0	6.3	3.6
71	평택	경기	1746	719	44	1	183	14	32.8	6.5	6.9
72	스타	전북	1636	768	187	154	61	9	38.5	5.3	5.8
73	라온	경북	1565	931	116	4	103	-38	11.8	12.9	13.8
74	센트럴	광주	1536	704	203	0	0	5	31.1	1.5	2.2
75	에스앤티	경남	1467	925	73	0	0	1	41.4	23.9	20.5
76	오성	경북	1291	573	163	3	143	-7	21.6	8.2	5.0
77	대아	경북	90	0	13	1	0	-13	9.3	1.3	23.1
78	대원	경북	52	0	0	0	0	-7	11.1	0.0	8.9

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

Common Values

Length

Interactions

Correlations

Missing values

Sample