gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	306
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	34.2 KiB
Average record size in memory	114.4 B

Variable types

Categorical	3
Numeric	10

Dataset

Description	기술보증기금이 보유한 지역별, 대출종류별(법인, 개인사업자) 대출 보증 건수 및 잔액, 사고건수 및 사고액, 사고율 현황
Author	기술보증기금
URL	https://www.data.go.kr/data/15048923/fileData.do

Alerts

`법인보증건수` is highly overall correlated with `법인보증잔액(억원)` and 9 other fields	High correlation
`법인보증잔액(억원)` is highly overall correlated with `법인보증건수` and 9 other fields	High correlation
`개인보증건수` is highly overall correlated with `법인보증건수` and 9 other fields	High correlation
`개인보증잔액(억원)` is highly overall correlated with `법인보증건수` and 9 other fields	High correlation
`법인사고건수` is highly overall correlated with `법인보증건수` and 8 other fields	High correlation
`법인사고금액(억원)` is highly overall correlated with `법인보증건수` and 8 other fields	High correlation
`법인사고율` is highly overall correlated with `법인보증건수` and 8 other fields	High correlation
`개인사고건수` is highly overall correlated with `법인보증건수` and 8 other fields	High correlation
`개인사고금액(억원)` is highly overall correlated with `법인보증건수` and 8 other fields	High correlation
`개인사고율` is highly overall correlated with `법인보증건수` and 8 other fields	High correlation
`보증종류` is highly overall correlated with `법인보증건수` and 3 other fields	High correlation
`법인보증건수` has 8 (2.6%) zeros	Zeros
`법인보증잔액(억원)` has 8 (2.6%) zeros	Zeros
`개인보증건수` has 30 (9.8%) zeros	Zeros
`개인보증잔액(억원)` has 44 (14.4%) zeros	Zeros
`법인사고건수` has 104 (34.0%) zeros	Zeros
`법인사고금액(억원)` has 103 (33.7%) zeros	Zeros
`법인사고율` has 103 (33.7%) zeros	Zeros
`개인사고건수` has 141 (46.1%) zeros	Zeros
`개인사고금액(억원)` has 146 (47.7%) zeros	Zeros
`개인사고율` has 146 (47.7%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 09:04:24.016516
Analysis finished	2023-12-12 09:04:38.088412
Duration	14.07 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도구분
Categorical

Distinct	17
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

2015년1분기	18
2015년2분기	18
2015년3분기	18
2015년4분기	18
2016년1분기	18
Other values (12)	216

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2015년1분기
2nd row	2015년1분기
3rd row	2015년1분기
4th row	2015년1분기
5th row	2015년1분기

Common Values

Value	Count	Frequency (%)
2015년1분기	18	5.9%
2015년2분기	18	5.9%
2015년3분기	18	5.9%
2015년4분기	18	5.9%
2016년1분기	18	5.9%
2016년2분기	18	5.9%
2016년3분기	18	5.9%
2016년4분기	18	5.9%
2017년1분기	18	5.9%
2017년2분기	18	5.9%
Other values (7)	126	41.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2015년1분기	18	5.9%
2017년2분기	18	5.9%
2018년4분기	18	5.9%
2018년3분기	18	5.9%
2018년2분기	18	5.9%
2018년1분기	18	5.9%
2017년4분기	18	5.9%
2017년3분기	18	5.9%
2017년1분기	18	5.9%
2015년2분기	18	5.9%
Other values (7)	126	41.2%

지역구분
Categorical

Distinct	6
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

수도권	51
영남권	51
충청권	51
호남권	51
강원도	51

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
수도권	51	16.7%
영남권	51	16.7%
충청권	51	16.7%
호남권	51	16.7%
강원도	51	16.7%
제주도	51	16.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
수도권	51	16.7%
영남권	51	16.7%
충청권	51	16.7%
호남권	51	16.7%
강원도	51	16.7%
제주도	51	16.7%

보증종류
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

대출보증	102
비은행대출보증	102
기타	102

Length

Max length	7
Median length	4
Mean length	4.3333333
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	대출보증
2nd row	비은행대출보증
3rd row	기타
4th row	대출보증
5th row	비은행대출보증

Common Values

Value	Count	Frequency (%)
대출보증	102	33.3%
비은행대출보증	102	33.3%
기타	102	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대출보증	102	33.3%
비은행대출보증	102	33.3%
기타	102	33.3%

법인보증건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	239
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3896.7778

Minimum	0
Maximum	41864
Zeros	8
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	65.25
median	345.5
Q3	1359.5
95-th percentile	34663.25
Maximum	41864
Range	41864
Interquartile range (IQR)	1294.25

Descriptive statistics

Standard deviation	9072.2685
Coefficient of variation (CV)	2.3281462
Kurtosis	8.7166644
Mean	3896.7778
Median Absolute Deviation (MAD)	329
Skewness	3.063023
Sum	1192414
Variance	82306056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	10	3.3%
0	8	2.6%
2	6	2.0%
31	5	1.6%
21	4	1.3%
48	3	1.0%
22	3	1.0%
855	3	1.0%
113	3	1.0%
1	3	1.0%
Other values (229)	258	84.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	2.6%
1	3	1.0%
2	6	2.0%
7	1	0.3%
9	3	1.0%
10	10	3.3%
11	1	0.3%
12	2	0.7%
21	4	1.3%
22	3	1.0%

Value	Count	Frequency (%)
41864	1	0.3%
41428	1	0.3%
40646	1	0.3%
40294	1	0.3%
39460	1	0.3%
39254	1	0.3%
39022	1	0.3%
38775	1	0.3%
37423	1	0.3%
37207	1	0.3%

법인보증잔액(억원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	262
Distinct (%)	85.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9219.8595

Minimum	0
Maximum	93411
Zeros	8
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	365.5
median	769.5
Q3	2921.25
95-th percentile	81361
Maximum	93411
Range	93411
Interquartile range (IQR)	2555.75

Descriptive statistics

Standard deviation	21141.462
Coefficient of variation (CV)	2.2930352
Kurtosis	7.9659947
Mean	9219.8595
Median Absolute Deviation (MAD)	747
Skewness	2.9490902
Sum	2821277
Variance	4.4696143 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8	2.6%
12	7	2.3%
8	5	1.6%
44	3	1.0%
2	3	1.0%
25	3	1.0%
446	2	0.7%
234	2	0.7%
22	2	0.7%
9	2	0.7%
Other values (252)	269	87.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	2.6%
2	3	1.0%
4	1	0.3%
6	1	0.3%
7	2	0.7%
8	5	1.6%
9	2	0.7%
11	2	0.7%
12	7	2.3%
13	1	0.3%

Value	Count	Frequency (%)
93411	1	0.3%
93257	1	0.3%
91962	1	0.3%
91867	1	0.3%
90665	1	0.3%
90361	1	0.3%
90344	1	0.3%
90177	1	0.3%
86462	1	0.3%
86407	1	0.3%

개인보증건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	178
Distinct (%)	58.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2201.7288

Minimum	0
Maximum	17522
Zeros	30
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.25
median	133.5
Q3	716.5
95-th percentile	15808.25
Maximum	17522
Range	17522
Interquartile range (IQR)	710.25

Descriptive statistics

Standard deviation	4909.4035
Coefficient of variation (CV)	2.2297949
Kurtosis	3.9145638
Mean	2201.7288
Median Absolute Deviation (MAD)	133.5
Skewness	2.3743948
Sum	673729
Variance	24102243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	33	10.8%
0	30	9.8%
8	12	3.9%
9	9	2.9%
7	8	2.6%
2	5	1.6%
6	5	1.6%
11	5	1.6%
4	4	1.3%
116	4	1.3%
Other values (168)	191	62.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	9.8%
1	33	10.8%
2	5	1.6%
4	4	1.3%
6	5	1.6%
7	8	2.6%
8	12	3.9%
9	9	2.9%
10	1	0.3%
11	5	1.6%

Value	Count	Frequency (%)
17522	1	0.3%
17374	1	0.3%
17291	1	0.3%
17098	1	0.3%
17007	1	0.3%
16813	1	0.3%
16809	1	0.3%
16615	1	0.3%
16411	1	0.3%
16160	1	0.3%

개인보증잔액(억원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	179
Distinct (%)	58.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2303.8922

Minimum	0
Maximum	18891
Zeros	44
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	118.5
Q3	792
95-th percentile	16811.75
Maximum	18891
Range	18891
Interquartile range (IQR)	785

Descriptive statistics

Standard deviation	5219.7868
Coefficient of variation (CV)	2.2656385
Kurtosis	4.0415765
Mean	2303.8922
Median Absolute Deviation (MAD)	118.5
Skewness	2.4001639
Sum	704991
Variance	27246174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44	14.4%
1	17	5.6%
7	10	3.3%
16	10	3.3%
9	8	2.6%
8	7	2.3%
4	5	1.6%
5	5	1.6%
77	3	1.0%
19	3	1.0%
Other values (169)	194	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44	14.4%
1	17	5.6%
2	2	0.7%
4	5	1.6%
5	5	1.6%
6	3	1.0%
7	10	3.3%
8	7	2.3%
9	8	2.6%
11	1	0.3%

Value	Count	Frequency (%)
18891	1	0.3%
18747	1	0.3%
18706	1	0.3%
18464	1	0.3%
18450	1	0.3%
18372	1	0.3%
18294	1	0.3%
18232	1	0.3%
17666	1	0.3%
17482	1	0.3%

법인사고건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	85
Distinct (%)	27.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.068627

Minimum	-3
Maximum	559
Zeros	104
Zeros (%)	34.0%
Negative	7
Negative (%)	2.3%
Memory size	2.8 KiB

Quantile statistics

Minimum	-3
5-th percentile	0
Q1	0
median	3
Q3	16
95-th percentile	343.75
Maximum	559
Range	562
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	112.04442
Coefficient of variation (CV)	2.3309262
Kurtosis	8.2826302
Mean	48.068627
Median Absolute Deviation (MAD)	3
Skewness	2.9739119
Sum	14709
Variance	12553.953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	104	34.0%
1	23	7.5%
3	15	4.9%
2	12	3.9%
11	10	3.3%
4	10	3.3%
7	7	2.3%
9	7	2.3%
6	6	2.0%
16	6	2.0%
Other values (75)	106	34.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3	2	0.7%
-1	5	1.6%
0	104	34.0%
1	23	7.5%
2	12	3.9%
3	15	4.9%
4	10	3.3%
5	3	1.0%
6	6	2.0%
7	7	2.3%

Value	Count	Frequency (%)
559	1	0.3%
528	1	0.3%
525	1	0.3%
510	1	0.3%
489	1	0.3%
481	1	0.3%
463	1	0.3%
459	1	0.3%
451	1	0.3%
441	1	0.3%

법인사고금액(억원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	115
Distinct (%)	37.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	104.96078

Minimum	-19
Maximum	1349
Zeros	103
Zeros (%)	33.7%
Negative	9
Negative (%)	2.9%
Memory size	2.8 KiB

Quantile statistics

Minimum	-19
5-th percentile	0
Q1	0
median	5
Q3	49.75
95-th percentile	777.25
Maximum	1349
Range	1368
Interquartile range (IQR)	49.75

Descriptive statistics

Standard deviation	246.72227
Coefficient of variation (CV)	2.3506139
Kurtosis	8.2136677
Mean	104.96078
Median Absolute Deviation (MAD)	5
Skewness	2.9475535
Sum	32118
Variance	60871.88
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	103	33.7%
2	13	4.2%
3	9	2.9%
1	9	2.9%
5	8	2.6%
4	6	2.0%
24	5	1.6%
18	4	1.3%
16	4	1.3%
12	4	1.3%
Other values (105)	141	46.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19	1	0.3%
-18	1	0.3%
-15	1	0.3%
-4	1	0.3%
-3	2	0.7%
-2	2	0.7%
-1	1	0.3%
0	103	33.7%
1	9	2.9%
2	13	4.2%

Value	Count	Frequency (%)
1349	1	0.3%
1243	1	0.3%
1078	1	0.3%
1041	1	0.3%
1034	1	0.3%
1014	1	0.3%
1007	1	0.3%
1002	1	0.3%
978	1	0.3%
961	1	0.3%

법인사고율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	43
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.67189542

Minimum	-33.3
Maximum	27.3
Zeros	103
Zeros (%)	33.7%
Negative	9
Negative (%)	2.9%
Memory size	2.8 KiB

Quantile statistics

Minimum	-33.3
5-th percentile	0
Q1	0
median	0.6
Q3	1.2
95-th percentile	2.2
Maximum	27.3
Range	60.6
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	3.0790984
Coefficient of variation (CV)	4.5827048
Kurtosis	78.315533
Mean	0.67189542
Median Absolute Deviation (MAD)	0.6
Skewness	-3.5295629
Sum	205.6
Variance	9.4808469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0.0	103	33.7%
1.2	22	7.2%
1.1	16	5.2%
0.4	15	4.9%
1.0	12	3.9%
0.8	11	3.6%
1.4	11	3.6%
0.9	10	3.3%
0.7	10	3.3%
1.6	8	2.6%
Other values (33)	88	28.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-33.3	1	0.3%
-23.1	1	0.3%
-5.3	1	0.3%
-2.0	1	0.3%
-1.1	1	0.3%
-0.9	1	0.3%
-0.4	2	0.7%
-0.2	1	0.3%
0.0	103	33.7%
0.1	1	0.3%

Value	Count	Frequency (%)
27.3	1	0.3%
13.6	1	0.3%
7.7	1	0.3%
5.3	1	0.3%
3.8	1	0.3%
3.6	2	0.7%
3.1	1	0.3%
2.9	1	0.3%
2.7	1	0.3%
2.6	1	0.3%

개인사고건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	70
Distinct (%)	22.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.388889

Minimum	-1
Maximum	304
Zeros	141
Zeros (%)	46.1%
Negative	2
Negative (%)	0.7%
Memory size	2.8 KiB

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
median	1
Q3	12
95-th percentile	187.25
Maximum	304
Range	305
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	59.279021
Coefficient of variation (CV)	2.3348411
Kurtosis	5.8611298
Mean	25.388889
Median Absolute Deviation (MAD)	1
Skewness	2.6519562
Sum	7769
Variance	3514.0024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	141	46.1%
1	26	8.5%
2	11	3.6%
4	9	2.9%
5	7	2.3%
12	7	2.3%
7	7	2.3%
8	6	2.0%
6	6	2.0%
9	5	1.6%
Other values (60)	81	26.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	2	0.7%
0	141	46.1%
1	26	8.5%
2	11	3.6%
3	4	1.3%
4	9	2.9%
5	7	2.3%
6	6	2.0%
7	7	2.3%
8	6	2.0%

Value	Count	Frequency (%)
304	1	0.3%
254	1	0.3%
240	1	0.3%
229	1	0.3%
225	1	0.3%
224	1	0.3%
220	1	0.3%
219	1	0.3%
216	2	0.7%
207	1	0.3%

개인사고금액(억원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	68
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.77451

Minimum	-4
Maximum	330
Zeros	146
Zeros (%)	47.7%
Negative	5
Negative (%)	1.6%
Memory size	2.8 KiB

Quantile statistics

Minimum	-4
5-th percentile	0
Q1	0
median	1
Q3	10.75
95-th percentile	176.5
Maximum	330
Range	334
Interquartile range (IQR)	10.75

Descriptive statistics

Standard deviation	59.288996
Coefficient of variation (CV)	2.3931451
Kurtosis	7.8518475
Mean	24.77451
Median Absolute Deviation (MAD)	1
Skewness	2.8770274
Sum	7581
Variance	3515.1851
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	146	47.7%
1	21	6.9%
2	13	4.2%
5	8	2.6%
6	7	2.3%
7	6	2.0%
24	5	1.6%
8	5	1.6%
4	5	1.6%
9	5	1.6%
Other values (58)	85	27.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4	1	0.3%
-1	4	1.3%
0	146	47.7%
1	21	6.9%
2	13	4.2%
3	5	1.6%
4	5	1.6%
5	8	2.6%
6	7	2.3%
7	6	2.0%

Value	Count	Frequency (%)
330	2	0.7%
257	1	0.3%
243	1	0.3%
237	1	0.3%
234	1	0.3%
226	1	0.3%
213	1	0.3%
209	1	0.3%
207	1	0.3%
200	1	0.3%

개인사고율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	41
Distinct (%)	13.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.75686275

Minimum	-4.2
Maximum	25
Zeros	146
Zeros (%)	47.7%
Negative	5
Negative (%)	1.6%
Memory size	2.8 KiB

Quantile statistics

Minimum	-4.2
5-th percentile	0
Q1	0
median	0.2
Q3	1.1
95-th percentile	2.4
Maximum	25
Range	29.2
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	1.8665393
Coefficient of variation (CV)	2.466153
Kurtosis	102.17187
Mean	0.75686275
Median Absolute Deviation (MAD)	0.2
Skewness	8.6638851
Sum	231.6
Variance	3.4839691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0.0	146	47.7%
1.0	14	4.6%
1.1	14	4.6%
0.9	13	4.2%
1.2	11	3.6%
0.8	11	3.6%
0.4	10	3.3%
1.3	8	2.6%
0.7	8	2.6%
1.4	7	2.3%
Other values (31)	64	20.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.2	1	0.3%
-1.1	1	0.3%
-0.7	1	0.3%
-0.4	1	0.3%
-0.1	1	0.3%
0.0	146	47.7%
0.1	1	0.3%
0.2	3	1.0%
0.3	4	1.3%
0.4	10	3.3%

Value	Count	Frequency (%)
25.0	1	0.3%
14.3	1	0.3%
5.9	1	0.3%
5.4	1	0.3%
5.2	1	0.3%
4.9	1	0.3%
4.1	1	0.3%
2.9	1	0.3%
2.8	1	0.3%
2.6	5	1.6%

Heatmap
Table

	연도구분	지역구분	보증종류	법인보증건수	법인보증잔액(억원)	개인보증건수	개인보증잔액(억원)	법인사고건수	법인사고금액(억원)	법인사고율	개인사고건수	개인사고금액(억원)	개인사고율
연도구분	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.059	0.000	0.000	0.000
지역구분	0.000	1.000	0.000	0.574	0.579	0.571	0.533	0.568	0.539	0.000	0.488	0.496	0.190
보증종류	0.000	0.000	1.000	0.578	0.624	0.525	0.578	0.649	0.598	0.139	0.570	0.674	0.465
법인보증건수	0.000	0.574	0.578	1.000	0.938	0.889	0.985	0.989	0.975	0.000	0.955	0.843	0.000
법인보증잔액(억원)	0.000	0.579	0.624	0.938	1.000	0.929	0.918	0.890	0.859	0.000	0.831	0.796	0.000
개인보증건수	0.000	0.571	0.525	0.889	0.929	1.000	0.901	0.920	0.885	0.000	0.901	0.859	0.000
개인보증잔액(억원)	0.000	0.533	0.578	0.985	0.918	0.901	1.000	0.976	0.966	0.000	0.952	0.848	0.000
법인사고건수	0.000	0.568	0.649	0.989	0.890	0.920	0.976	1.000	0.980	0.000	0.925	0.817	0.000
법인사고금액(억원)	0.000	0.539	0.598	0.975	0.859	0.885	0.966	0.980	1.000	0.000	0.910	0.793	0.000
법인사고율	0.059	0.000	0.139	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000
개인사고건수	0.000	0.488	0.570	0.955	0.831	0.901	0.952	0.925	0.910	0.000	1.000	0.921	0.000
개인사고금액(억원)	0.000	0.496	0.674	0.843	0.796	0.859	0.848	0.817	0.793	0.000	0.921	1.000	0.000
개인사고율	0.000	0.190	0.465	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	연도구분	보증종류	지역구분
연도구분	1.000	0.000	0.000
보증종류	0.000	1.000	0.000
지역구분	0.000	0.000	1.000

Heatmap
Table

	법인보증건수	법인보증잔액(억원)	개인보증건수	개인보증잔액(억원)	법인사고건수	법인사고금액(억원)	법인사고율	개인사고건수	개인사고금액(억원)	개인사고율	연도구분	지역구분	보증종류
법인보증건수	1.000	0.981	0.969	0.966	0.928	0.898	0.642	0.904	0.873	0.687	0.000	0.434	0.524
법인보증잔액(억원)	0.981	1.000	0.943	0.943	0.909	0.889	0.626	0.881	0.855	0.646	0.000	0.392	0.517
개인보증건수	0.969	0.943	1.000	0.995	0.931	0.902	0.658	0.911	0.882	0.699	0.000	0.403	0.527
개인보증잔액(억원)	0.966	0.943	0.995	1.000	0.931	0.903	0.663	0.909	0.881	0.694	0.000	0.396	0.524
법인사고건수	0.928	0.909	0.931	0.931	1.000	0.953	0.751	0.897	0.865	0.664	0.000	0.341	0.492
법인사고금액(억원)	0.898	0.889	0.902	0.903	0.953	1.000	0.841	0.867	0.836	0.626	0.000	0.318	0.437
법인사고율	0.642	0.626	0.658	0.663	0.751	0.841	1.000	0.605	0.568	0.512	0.023	0.000	0.092
개인사고건수	0.904	0.881	0.911	0.909	0.897	0.867	0.605	1.000	0.967	0.822	0.000	0.282	0.409
개인사고금액(억원)	0.873	0.855	0.882	0.881	0.865	0.836	0.568	0.967	1.000	0.872	0.000	0.271	0.381
개인사고율	0.687	0.646	0.699	0.694	0.664	0.626	0.512	0.822	0.872	1.000	0.000	0.070	0.216
연도구분	0.000	0.000	0.000	0.000	0.000	0.000	0.023	0.000	0.000	0.000	1.000	0.000	0.000
지역구분	0.434	0.392	0.403	0.396	0.341	0.318	0.000	0.282	0.271	0.070	0.000	1.000	0.000
보증종류	0.524	0.517	0.527	0.524	0.492	0.437	0.092	0.409	0.381	0.216	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

	연도구분	지역구분	보증종류	법인보증건수	법인보증잔액(억원)	개인보증건수	개인보증잔액(억원)	법인사고건수	법인사고금액(억원)	법인사고율	개인사고건수	개인사고금액(억원)	개인사고율
0	2015년1분기	수도권	대출보증	34364	81595	14274	14630	459	978	1.2	167	177	1.2
1	2015년1분기	수도권	비은행대출보증	826	1720	441	509	9	20	1.2	6	8	1.6
2	2015년1분기	수도권	기타	170	654	8	9	1	14	2.1	0	0	0.0
3	2015년1분기	영남권	대출보증	13214	36519	14615	15761	144	323	0.9	119	131	0.8
4	2015년1분기	영남권	비은행대출보증	835	2096	660	700	11	24	1.1	3	1	0.1
5	2015년1분기	영남권	기타	111	510	13	19	0	0	0.0	0	0	0.0
6	2015년1분기	충청권	대출보증	6494	16952	2875	2991	87	212	1.3	19	19	0.6
7	2015년1분기	충청권	비은행대출보증	458	1065	296	250	2	3	0.3	0	0	0.0
8	2015년1분기	충청권	기타	76	450	2	5	0	0	0.0	0	0	0.0
9	2015년1분기	호남권	대출보증	4670	10237	2076	1891	54	75	0.7	12	10	0.5

	연도구분	지역구분	보증종류	법인보증건수	법인보증잔액(억원)	개인보증건수	개인보증잔액(억원)	법인사고건수	법인사고금액(억원)	법인사고율	개인사고건수	개인사고금액(억원)	개인사고율
296	2019년1분기	충청권	기타	51	338	0	0	-1	-18	-5.3	0	0	0.0
297	2019년1분기	호남권	대출보증	5810	11933	2471	2268	69	152	1.3	27	19	0.8
298	2019년1분기	호남권	비은행대출보증	536	1019	194	161	5	7	0.7	2	2	1.2
299	2019년1분기	호남권	기타	31	230	1	0	0	0	0.0	0	0	0.0
300	2019년1분기	강원도	대출보증	1602	3368	817	810	29	61	1.8	11	8	1.0
301	2019년1분기	강원도	비은행대출보증	224	479	114	106	7	9	1.9	0	0	0.0
302	2019년1분기	강원도	기타	7	4	1	1	0	0	0.0	0	0	0.0
303	2019년1분기	제주도	대출보증	287	561	84	90	3	2	0.4	1	0	0.0
304	2019년1분기	제주도	비은행대출보증	38	50	18	11	0	0	0.0	0	0	0.0
305	2019년1분기	제주도	기타	0	0	0	0	0	0	0.0	0	0	0.0

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample