gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	85
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.1 KiB
Average record size in memory	145.6 B

Variable types

Numeric	15
Categorical	1

Dataset

Description	한국주택금융공사에서 발행한 주택담보노후연금보증 현황에 대한 데이터 입니다. 공공데이터 개방 정책에 따라 등록되었습니다. 기준년","기준월","합계","국민은행","기업은행","농협은행","신한은행","우리은행","하나은행","광주은행","대구은행","부산은행","전북은행","경남은행","외환은행 과 같은 은행값이 포함되어있습니다.
Author	한국주택금융공사
URL	https://www.data.go.kr/data/15073665/fileData.do

Alerts

`기준년` is highly overall correlated with `합계` and 12 other fields	High correlation
`합계` is highly overall correlated with `기준년` and 12 other fields	High correlation
`국민은행` is highly overall correlated with `기준년` and 11 other fields	High correlation
`기업은행` is highly overall correlated with `기준년` and 10 other fields	High correlation
`농협은행` is highly overall correlated with `기준년` and 12 other fields	High correlation
`신한은행` is highly overall correlated with `기준년` and 11 other fields	High correlation
`우리은행` is highly overall correlated with `기준년` and 12 other fields	High correlation
`하나은행` is highly overall correlated with `기준년` and 11 other fields	High correlation
`광주은행` is highly overall correlated with `기준년` and 9 other fields	High correlation
`대구은행` is highly overall correlated with `기준년` and 12 other fields	High correlation
`부산은행` is highly overall correlated with `기준년` and 13 other fields	High correlation
`전북은행` is highly overall correlated with `기준년` and 13 other fields	High correlation
`경남은행` is highly overall correlated with `기준년` and 11 other fields	High correlation
`외환은행` is highly overall correlated with `기준년` and 7 other fields	High correlation
`기타` is highly overall correlated with `부산은행` and 1 other fields	High correlation
`기타` is highly imbalanced (88.4%)	Imbalance
`국민은행` has unique values	Unique
`광주은행` has 22 (25.9%) zeros	Zeros
`대구은행` has 17 (20.0%) zeros	Zeros
`부산은행` has 23 (27.1%) zeros	Zeros
`전북은행` has 36 (42.4%) zeros	Zeros
`경남은행` has 48 (56.5%) zeros	Zeros
`외환은행` has 61 (71.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 23:37:23.172917
Analysis finished	2023-12-11 23:37:46.472069
Duration	23.3 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	9.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2011.0471

Minimum	2008
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	2008
5-th percentile	2008
Q1	2009
median	2011
Q3	2013
95-th percentile	2014
Maximum	2015
Range	7
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.0465178
Coefficient of variation (CV)	0.001017638
Kurtosis	-1.2145285
Mean	2011.0471
Median Absolute Deviation (MAD)	2
Skewness	0.020373567
Sum	170939
Variance	4.1882353
Monotonicity	Increasing

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2008	12	14.1%
2009	12	14.1%
2010	12	14.1%
2011	12	14.1%
2012	12	14.1%
2013	12	14.1%
2014	12	14.1%
2015	1	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2008	12	14.1%
2009	12	14.1%
2010	12	14.1%
2011	12	14.1%
2012	12	14.1%
2013	12	14.1%
2014	12	14.1%
2015	1	1.2%

Value	Count	Frequency (%)
2015	1	1.2%
2014	12	14.1%
2013	12	14.1%
2012	12	14.1%
2011	12	14.1%
2010	12	14.1%
2009	12	14.1%
2008	12	14.1%

기준월
Real number (ℝ)

Distinct	12
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4352941

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.5032198
Coefficient of variation (CV)	0.54437602
Kurtosis	-1.2281706
Mean	6.4352941
Median Absolute Deviation (MAD)	3
Skewness	0.0095740883
Sum	547
Variance	12.272549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	8	9.4%
2	7	8.2%
3	7	8.2%
4	7	8.2%
5	7	8.2%
6	7	8.2%
7	7	8.2%
8	7	8.2%
9	7	8.2%
10	7	8.2%
Other values (2)	14	16.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8	9.4%
2	7	8.2%
3	7	8.2%
4	7	8.2%
5	7	8.2%
6	7	8.2%
7	7	8.2%
8	7	8.2%
9	7	8.2%
10	7	8.2%

Value	Count	Frequency (%)
12	7	8.2%
11	7	8.2%
10	7	8.2%
9	7	8.2%
8	7	8.2%
7	7	8.2%
6	7	8.2%
5	7	8.2%
4	7	8.2%
3	7	8.2%

합계
Real number (ℝ)

HIGH CORRELATION

Distinct	84
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3414.4

Minimum	261
Maximum	10779
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	261
5-th percentile	595.4
Q1	1604
median	3452
Q3	4615
95-th percentile	6751.2
Maximum	10779
Range	10518
Interquartile range (IQR)	3011

Descriptive statistics

Standard deviation	2121.4713
Coefficient of variation (CV)	0.62133064
Kurtosis	0.83773872
Mean	3414.4
Median Absolute Deviation (MAD)	1481
Skewness	0.75230218
Sum	290224
Variance	4500640.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1002	2	2.4%
401	1	1.2%
5738	1	1.2%
3188	1	1.2%
4225	1	1.2%
8126	1	1.2%
8997	1	1.2%
6067	1	1.2%
6907	1	1.2%
6014	1	1.2%
Other values (74)	74	87.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
261	1	1.2%
401	1	1.2%
476	1	1.2%
568	1	1.2%
590	1	1.2%
617	1	1.2%
685	1	1.2%
689	1	1.2%
841	1	1.2%
860	1	1.2%

Value	Count	Frequency (%)
10779	1	1.2%
8997	1	1.2%
8126	1	1.2%
7591	1	1.2%
6907	1	1.2%
6128	1	1.2%
6119	1	1.2%
6067	1	1.2%
6014	1	1.2%
5924	1	1.2%

국민은행
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	85
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1343.0824

Minimum	173
Maximum	4594
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	173
5-th percentile	290
Q1	615
median	1273
Q3	1819
95-th percentile	2535.8
Maximum	4594
Range	4421
Interquartile range (IQR)	1204

Descriptive statistics

Standard deviation	809.40544
Coefficient of variation (CV)	0.60264766
Kurtosis	2.2862145
Mean	1343.0824
Median Absolute Deviation (MAD)	603
Skewness	1.0727507
Sum	114162
Variance	655137.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
201	1	1.2%
1448	1	1.2%
1408	1	1.2%
3041	1	1.2%
3636	1	1.2%
2451	1	1.2%
2541	1	1.2%
2515	1	1.2%
2861	1	1.2%
2253	1	1.2%
Other values (75)	75	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
173	1	1.2%
190	1	1.2%
201	1	1.2%
275	1	1.2%
288	1	1.2%
298	1	1.2%
349	1	1.2%
404	1	1.2%
410	1	1.2%
429	1	1.2%

Value	Count	Frequency (%)
4594	1	1.2%
3636	1	1.2%
3041	1	1.2%
2861	1	1.2%
2541	1	1.2%
2515	1	1.2%
2451	1	1.2%
2395	1	1.2%
2253	1	1.2%
2190	1	1.2%

기업은행
Real number (ℝ)

HIGH CORRELATION

Distinct	74
Distinct (%)	87.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	140.32941

Minimum	7
Maximum	388
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	7
5-th percentile	25.4
Q1	70
median	138
Q3	201
95-th percentile	267
Maximum	388
Range	381
Interquartile range (IQR)	131

Descriptive statistics

Standard deviation	81.620695
Coefficient of variation (CV)	0.58163641
Kurtosis	-0.32561381
Mean	140.32941
Median Absolute Deviation (MAD)	68
Skewness	0.37248954
Sum	11928
Variance	6661.9378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
261	2	2.4%
70	2	2.4%
72	2	2.4%
267	2	2.4%
125	2	2.4%
176	2	2.4%
45	2	2.4%
47	2	2.4%
62	2	2.4%
7	2	2.4%
Other values (64)	65	76.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	2	2.4%
11	1	1.2%
23	1	1.2%
24	1	1.2%
31	1	1.2%
36	2	2.4%
37	1	1.2%
38	1	1.2%
42	1	1.2%
45	2	2.4%

Value	Count	Frequency (%)
388	1	1.2%
292	1	1.2%
280	1	1.2%
277	1	1.2%
267	2	2.4%
265	1	1.2%
261	2	2.4%
249	1	1.2%
244	1	1.2%
237	1	1.2%

농협은행
Real number (ℝ)

HIGH CORRELATION

Distinct	83
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	365.31765

Minimum	13
Maximum	897
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	13
5-th percentile	37
Q1	131
median	357
Q3	530
95-th percentile	798.6
Maximum	897
Range	884
Interquartile range (IQR)	399

Descriptive statistics

Standard deviation	244.80703
Coefficient of variation (CV)	0.670121
Kurtosis	-0.88034542
Mean	365.31765
Median Absolute Deviation (MAD)	201
Skewness	0.35061256
Sum	31052
Variance	59930.481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
399	2	2.4%
528	2	2.4%
261	1	1.2%
897	1	1.2%
840	1	1.2%
845	1	1.2%
558	1	1.2%
706	1	1.2%
463	1	1.2%
376	1	1.2%
Other values (73)	73	85.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	1.2%
14	1	1.2%
30	1	1.2%
31	1	1.2%
34	1	1.2%
49	1	1.2%
50	1	1.2%
54	1	1.2%
62	1	1.2%
67	1	1.2%

Value	Count	Frequency (%)
897	1	1.2%
866	1	1.2%
845	1	1.2%
840	1	1.2%
808	1	1.2%
761	1	1.2%
760	1	1.2%
753	1	1.2%
737	1	1.2%
706	1	1.2%

신한은행
Real number (ℝ)

HIGH CORRELATION

Distinct	81
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	600.68235

Minimum	6
Maximum	2322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	6
5-th percentile	43.8
Q1	257
median	541
Q3	838
95-th percentile	1304.2
Maximum	2322
Range	2316
Interquartile range (IQR)	581

Descriptive statistics

Standard deviation	426.09241
Coefficient of variation (CV)	0.70934731
Kurtosis	2.0132511
Mean	600.68235
Median Absolute Deviation (MAD)	284
Skewness	1.0511726
Sum	51058
Variance	181554.74
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1221	2	2.4%
29	2	2.4%
257	2	2.4%
209	2	2.4%
1183	1	1.2%
489	1	1.2%
744	1	1.2%
1558	1	1.2%
1548	1	1.2%
1179	1	1.2%
Other values (71)	71	83.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	1.2%
9	1	1.2%
29	2	2.4%
42	1	1.2%
51	1	1.2%
52	1	1.2%
89	1	1.2%
115	1	1.2%
126	1	1.2%
138	1	1.2%

Value	Count	Frequency (%)
2322	1	1.2%
1558	1	1.2%
1548	1	1.2%
1371	1	1.2%
1325	1	1.2%
1221	2	2.4%
1183	1	1.2%
1179	1	1.2%
1075	1	1.2%
1060	1	1.2%

우리은행
Real number (ℝ)

HIGH CORRELATION

Distinct	80
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	465.83529

Minimum	27
Maximum	1443
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	27
5-th percentile	73.4
Q1	199
median	439
Q3	651
95-th percentile	1013.2
Maximum	1443
Range	1416
Interquartile range (IQR)	452

Descriptive statistics

Standard deviation	303.97176
Coefficient of variation (CV)	0.65253054
Kurtosis	0.93961929
Mean	465.83529
Median Absolute Deviation (MAD)	219
Skewness	0.8506791
Sum	39596
Variance	92398.83
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
663	2	2.4%
85	2	2.4%
439	2	2.4%
349	2	2.4%
180	2	2.4%
1236	1	1.2%
669	1	1.2%
1111	1	1.2%
1443	1	1.2%
930	1	1.2%
Other values (70)	70	82.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	1.2%
39	1	1.2%
61	1	1.2%
64	1	1.2%
71	1	1.2%
83	1	1.2%
85	2	2.4%
90	1	1.2%
99	1	1.2%
106	1	1.2%

Value	Count	Frequency (%)
1443	1	1.2%
1347	1	1.2%
1236	1	1.2%
1111	1	1.2%
1034	1	1.2%
930	1	1.2%
888	1	1.2%
868	1	1.2%
811	1	1.2%
780	1	1.2%

하나은행
Real number (ℝ)

HIGH CORRELATION

Distinct	79
Distinct (%)	92.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	313.35294

Minimum	7
Maximum	979
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	7
5-th percentile	25.8
Q1	152
median	309
Q3	433
95-th percentile	697.2
Maximum	979
Range	972
Interquartile range (IQR)	281

Descriptive statistics

Standard deviation	215.44034
Coefficient of variation (CV)	0.68753253
Kurtosis	1.0197608
Mean	313.35294
Median Absolute Deviation (MAD)	137
Skewness	0.90550026
Sum	26635
Variance	46414.541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
433	3	3.5%
11	2	2.4%
360	2	2.4%
333	2	2.4%
355	2	2.4%
709	1	1.2%
468	1	1.2%
979	1	1.2%
560	1	1.2%
319	1	1.2%
Other values (69)	69	81.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	1.2%
11	2	2.4%
20	1	1.2%
25	1	1.2%
29	1	1.2%
31	1	1.2%
32	1	1.2%
48	1	1.2%
58	1	1.2%
78	1	1.2%

Value	Count	Frequency (%)
979	1	1.2%
959	1	1.2%
913	1	1.2%
717	1	1.2%
709	1	1.2%
650	1	1.2%
644	1	1.2%
586	1	1.2%
585	1	1.2%
560	1	1.2%

광주은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	36
Distinct (%)	42.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.647059

Minimum	-5
Maximum	48
Zeros	22
Zeros (%)	25.9%
Negative	1
Negative (%)	1.2%
Memory size	897.0 B

Quantile statistics

Minimum	-5
5-th percentile	0
Q1	0
median	8
Q3	21
95-th percentile	40.2
Maximum	48
Range	53
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	13.08553
Coefficient of variation (CV)	1.0346698
Kurtosis	0.18435819
Mean	12.647059
Median Absolute Deviation (MAD)	8
Skewness	0.99976737
Sum	1075
Variance	171.23109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	22	25.9%
5	5	5.9%
7	4	4.7%
12	4	4.7%
6	4	4.7%
8	3	3.5%
24	3	3.5%
14	3	3.5%
18	3	3.5%
11	3	3.5%
Other values (26)	31	36.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5	1	1.2%
0	22	25.9%
2	1	1.2%
3	2	2.4%
4	1	1.2%
5	5	5.9%
6	4	4.7%
7	4	4.7%
8	3	3.5%
9	1	1.2%

Value	Count	Frequency (%)
48	1	1.2%
47	1	1.2%
44	1	1.2%
42	1	1.2%
41	1	1.2%
37	1	1.2%
36	1	1.2%
34	1	1.2%
33	1	1.2%
32	1	1.2%

대구은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	56
Distinct (%)	65.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.176471

Minimum	0
Maximum	220
Zeros	17
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	42
Q3	90
95-th percentile	190.2
Maximum	220
Range	220
Interquartile range (IQR)	76

Descriptive statistics

Standard deviation	59.625653
Coefficient of variation (CV)	0.9746501
Kurtosis	0.19167635
Mean	61.176471
Median Absolute Deviation (MAD)	37
Skewness	1.0179022
Sum	5200
Variance	3555.2185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	20.0%
14	3	3.5%
34	2	2.4%
32	2	2.4%
66	2	2.4%
39	2	2.4%
79	2	2.4%
143	2	2.4%
75	2	2.4%
57	2	2.4%
Other values (46)	49	57.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	20.0%
6	2	2.4%
7	1	1.2%
13	1	1.2%
14	3	3.5%
17	1	1.2%
19	1	1.2%
20	1	1.2%
22	1	1.2%
26	2	2.4%

Value	Count	Frequency (%)
220	1	1.2%
215	1	1.2%
202	1	1.2%
193	1	1.2%
192	1	1.2%
183	1	1.2%
169	1	1.2%
159	1	1.2%
151	1	1.2%
148	1	1.2%

부산은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	52
Distinct (%)	61.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.023529

Minimum	0
Maximum	259
Zeros	23
Zeros (%)	27.1%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	41
Q3	90
95-th percentile	150
Maximum	259
Range	259
Interquartile range (IQR)	90

Descriptive statistics

Standard deviation	54.518668
Coefficient of variation (CV)	1.0091652
Kurtosis	1.498598
Mean	54.023529
Median Absolute Deviation (MAD)	41
Skewness	1.1560452
Sum	4592
Variance	2972.2852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23	27.1%
46	3	3.5%
33	2	2.4%
10	2	2.4%
17	2	2.4%
142	2	2.4%
105	2	2.4%
18	2	2.4%
91	2	2.4%
87	2	2.4%
Other values (42)	43	50.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	27.1%
5	1	1.2%
10	2	2.4%
14	1	1.2%
17	2	2.4%
18	2	2.4%
21	1	1.2%
22	1	1.2%
25	1	1.2%
30	1	1.2%

Value	Count	Frequency (%)
259	1	1.2%
203	1	1.2%
176	1	1.2%
160	1	1.2%
152	1	1.2%
142	2	2.4%
133	1	1.2%
123	1	1.2%
118	1	1.2%
116	1	1.2%

전북은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	36.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.858824

Minimum	0
Maximum	65
Zeros	36
Zeros (%)	42.4%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	21
95-th percentile	42.8
Maximum	65
Range	65
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	16.017961
Coefficient of variation (CV)	1.2456786
Kurtosis	1.1008871
Mean	12.858824
Median Absolute Deviation (MAD)	5
Skewness	1.2899759
Sum	1093
Variance	256.57507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	36	42.4%
3	5	5.9%
18	4	4.7%
21	3	3.5%
16	3	3.5%
28	3	3.5%
14	2	2.4%
13	2	2.4%
11	2	2.4%
17	2	2.4%
Other values (21)	23	27.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	42.4%
3	5	5.9%
4	1	1.2%
5	2	2.4%
7	1	1.2%
10	1	1.2%
11	2	2.4%
13	2	2.4%
14	2	2.4%
15	1	1.2%

Value	Count	Frequency (%)
65	1	1.2%
59	1	1.2%
55	1	1.2%
49	1	1.2%
43	1	1.2%
42	2	2.4%
38	1	1.2%
36	1	1.2%
35	1	1.2%
33	1	1.2%

경남은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	36.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.035294

Minimum	0
Maximum	105
Zeros	48
Zeros (%)	56.5%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	19
95-th percentile	57.8
Maximum	105
Range	105
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	20.713722
Coefficient of variation (CV)	1.7210815
Kurtosis	6.1283688
Mean	12.035294
Median Absolute Deviation (MAD)	0
Skewness	2.353318
Sum	1023
Variance	429.05826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	48	56.5%
32	3	3.5%
5	3	3.5%
11	2	2.4%
37	2	2.4%
28	2	2.4%
29	1	1.2%
15	1	1.2%
75	1	1.2%
12	1	1.2%
Other values (21)	21	24.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	56.5%
2	1	1.2%
4	1	1.2%
5	3	3.5%
6	1	1.2%
8	1	1.2%
9	1	1.2%
10	1	1.2%
11	2	2.4%
12	1	1.2%

Value	Count	Frequency (%)
105	1	1.2%
81	1	1.2%
75	1	1.2%
68	1	1.2%
63	1	1.2%
37	2	2.4%
36	1	1.2%
34	1	1.2%
33	1	1.2%
32	3	3.5%

외환은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	27.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.988235

Minimum	0
Maximum	169
Zeros	61
Zeros (%)	71.8%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	65
95-th percentile	155.2
Maximum	169
Range	169
Interquartile range (IQR)	65

Descriptive statistics

Standard deviation	56.894952
Coefficient of variation (CV)	1.7247043
Kurtosis	0.25592027
Mean	32.988235
Median Absolute Deviation (MAD)	0
Skewness	1.3694503
Sum	2804
Variance	3237.0356
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	61	71.8%
169	2	2.4%
168	2	2.4%
101	1	1.2%
111	1	1.2%
141	1	1.2%
128	1	1.2%
156	1	1.2%
72	1	1.2%
124	1	1.2%
Other values (13)	13	15.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	61	71.8%
27	1	1.2%
62	1	1.2%
65	1	1.2%
72	1	1.2%
80	1	1.2%
83	1	1.2%
84	1	1.2%
94	1	1.2%
101	1	1.2%

Value	Count	Frequency (%)
169	2	2.4%
168	2	2.4%
156	1	1.2%
152	1	1.2%
148	1	1.2%
144	1	1.2%
141	1	1.2%
140	1	1.2%
128	1	1.2%
124	1	1.2%

기타
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Memory size	812.0 B

0	83
5	1
7	1

Length

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

Unique

Unique	2 ?
Unique (%)	2.4%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	83	97.6%
5	1	1.2%
7	1	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	83	97.6%
5	1	1.2%
7	1	1.2%

Phik (φk)
Auto

Heatmap
Table

	기준년	기준월	합계	국민은행	기업은행	농협은행	신한은행	우리은행	하나은행	광주은행	대구은행	부산은행	전북은행	경남은행	외환은행	기타
기준년	1.000	0.000	0.624	0.600	0.133	0.709	0.613	0.564	0.510	0.584	0.648	0.463	0.308	0.474	0.621	0.000
기준월	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.201	0.218	0.000	0.192	0.000
합계	0.624	0.000	1.000	0.930	0.627	0.884	0.916	0.950	0.830	0.791	0.839	0.794	0.785	0.759	0.222	0.000
국민은행	0.600	0.000	0.930	1.000	0.681	0.723	0.894	0.840	0.916	0.570	0.658	0.898	0.700	0.727	0.000	0.000
기업은행	0.133	0.000	0.627	0.681	1.000	0.625	0.591	0.618	0.728	0.443	0.543	0.580	0.509	0.381	0.000	0.000
농협은행	0.709	0.000	0.884	0.723	0.625	1.000	0.720	0.883	0.671	0.653	0.791	0.635	0.765	0.623	0.597	0.504
신한은행	0.613	0.000	0.916	0.894	0.591	0.720	1.000	0.811	0.737	0.644	0.639	0.777	0.646	0.852	0.331	0.046
우리은행	0.564	0.000	0.950	0.840	0.618	0.883	0.811	1.000	0.815	0.746	0.816	0.772	0.827	0.657	0.163	0.597
하나은행	0.510	0.000	0.830	0.916	0.728	0.671	0.737	0.815	1.000	0.511	0.596	0.794	0.587	0.589	0.000	0.336
광주은행	0.584	0.000	0.791	0.570	0.443	0.653	0.644	0.746	0.511	1.000	0.761	0.439	0.694	0.359	0.387	0.526
대구은행	0.648	0.000	0.839	0.658	0.543	0.791	0.639	0.816	0.596	0.761	1.000	0.679	0.839	0.468	0.564	0.647
부산은행	0.463	0.201	0.794	0.898	0.580	0.635	0.777	0.772	0.794	0.439	0.679	1.000	0.808	0.732	0.649	0.948
전북은행	0.308	0.218	0.785	0.700	0.509	0.765	0.646	0.827	0.587	0.694	0.839	0.808	1.000	0.580	0.579	0.799
경남은행	0.474	0.000	0.759	0.727	0.381	0.623	0.852	0.657	0.589	0.359	0.468	0.732	0.580	1.000	0.433	0.000
외환은행	0.621	0.192	0.222	0.000	0.000	0.597	0.331	0.163	0.000	0.387	0.564	0.649	0.579	0.433	1.000	0.601
기타	0.000	0.000	0.000	0.000	0.000	0.504	0.046	0.597	0.336	0.526	0.647	0.948	0.799	0.000	0.601	1.000

Heatmap
Table

	기준년	기준월	합계	국민은행	기업은행	농협은행	신한은행	우리은행	하나은행	광주은행	대구은행	부산은행	전북은행	경남은행	외환은행	기타
기준년	1.000	-0.032	0.841	0.758	0.627	0.899	0.805	0.827	0.737	0.683	0.860	0.821	0.781	0.735	0.764	0.000
기준월	-0.032	1.000	0.160	0.144	0.115	0.076	0.161	0.127	0.127	0.015	0.049	0.113	0.167	0.023	0.041	0.000
합계	0.841	0.160	1.000	0.971	0.781	0.926	0.969	0.945	0.914	0.630	0.815	0.809	0.808	0.750	0.514	0.000
국민은행	0.758	0.144	0.971	1.000	0.760	0.860	0.937	0.876	0.879	0.607	0.749	0.766	0.769	0.681	0.390	0.000
기업은행	0.627	0.115	0.781	0.760	1.000	0.703	0.737	0.732	0.681	0.379	0.590	0.611	0.567	0.552	0.349	0.000
농협은행	0.899	0.076	0.926	0.860	0.703	1.000	0.874	0.884	0.837	0.661	0.840	0.792	0.813	0.742	0.659	0.333
신한은행	0.805	0.161	0.969	0.937	0.737	0.874	1.000	0.923	0.880	0.626	0.779	0.767	0.746	0.717	0.464	0.000
우리은행	0.827	0.127	0.945	0.876	0.732	0.884	0.923	1.000	0.871	0.596	0.789	0.762	0.755	0.746	0.528	0.421
하나은행	0.737	0.127	0.914	0.879	0.681	0.837	0.880	0.871	1.000	0.606	0.736	0.717	0.731	0.643	0.398	0.147
광주은행	0.683	0.015	0.630	0.607	0.379	0.661	0.626	0.596	0.606	1.000	0.706	0.546	0.587	0.424	0.451	0.353
대구은행	0.860	0.049	0.815	0.749	0.590	0.840	0.779	0.789	0.736	0.706	1.000	0.779	0.742	0.627	0.616	0.473
부산은행	0.821	0.113	0.809	0.766	0.611	0.792	0.767	0.762	0.717	0.546	0.779	1.000	0.787	0.662	0.559	0.703
전북은행	0.781	0.167	0.808	0.769	0.567	0.813	0.746	0.755	0.731	0.587	0.742	0.787	1.000	0.622	0.523	0.663
경남은행	0.735	0.023	0.750	0.681	0.552	0.742	0.717	0.746	0.643	0.424	0.627	0.662	0.622	1.000	0.513	0.000
외환은행	0.764	0.041	0.514	0.390	0.349	0.659	0.464	0.528	0.398	0.451	0.616	0.559	0.523	0.513	1.000	0.312
기타	0.000	0.000	0.000	0.000	0.000	0.333	0.000	0.421	0.147	0.353	0.473	0.703	0.663	0.000	0.312	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

	기준년	기준월	합계	국민은행	기업은행	농협은행	신한은행	우리은행	하나은행
0	2008	1	401	201	37	13	9	83	58
1	2008	2	261	190	11	14	6	27	11
2	2008	3	476	275	31	30	29	85	25
3	2008	4	568	288	75	31	51	116	7
4	2008	5	860	446	36	49	126	61	142
5	2008	6	984	582	50	93	115	115	29
6	2008	7	1002	579	24	69	149	99	82
7	2008	8	590	173	36	34	209	106	32
8	2008	9	689	410	7	50	52	90	81
9	2008	10	1051	542	70	54	194	180	11

	기준년	기준월	합계	국민은행	기업은행	농협은행	신한은행	우리은행	하나은행	광주은행	대구은행	부산은행	전북은행	경남은행	외환은행	기타
75	2014	4	5835	1973	267	761	1075	743	585	24	215	58	33	0	101	0
76	2014	5	5227	1915	249	528	972	721	355	26	202	91	18	8	144	0
77	2014	6	4364	1600	142	621	722	530	360	28	119	123	38	0	80	0
78	2014	7	4329	1467	219	578	904	674	189	24	91	83	23	14	62	0
79	2014	8	4103	1311	122	528	796	544	386	30	151	47	32	32	124	0
80	2014	9	4223	1432	236	530	632	651	351	5	148	87	42	37	72	0
81	2014	10	5016	1819	138	694	751	663	433	26	192	116	18	5	156	5
82	2014	11	4634	1566	130	507	838	710	433	6	193	91	28	4	128	0
83	2014	12	6119	2093	237	760	1032	888	522	48	120	203	49	20	141	7
84	2015	1	5507	2013	159	583	1043	811	447	42	159	88	15	36	111	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample