gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	92
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.2 KiB
Average record size in memory	135.4 B

Variable types

DateTime	1
Numeric	14

Dataset

Description	주택담보노후연금보증 현황에 대한 데이터로, 금융기관(국민, 기업, 농협 등) 별 보증상세현황에 대한 자세한 내용을 포함하고 있습니다.
Author	한국주택금융공사
URL	https://www.data.go.kr/data/3045814/fileData.do

Alerts

`합계` is highly overall correlated with `국민은행` and 11 other fields	High correlation
`국민은행` is highly overall correlated with `합계` and 10 other fields	High correlation
`기업은행` is highly overall correlated with `합계` and 9 other fields	High correlation
`농협은행` is highly overall correlated with `합계` and 11 other fields	High correlation
`신한은행` is highly overall correlated with `합계` and 11 other fields	High correlation
`우리은행` is highly overall correlated with `합계` and 11 other fields	High correlation
`하나은행` is highly overall correlated with `합계` and 10 other fields	High correlation
`광주은행` is highly overall correlated with `합계` and 8 other fields	High correlation
`대구은행` is highly overall correlated with `합계` and 11 other fields	High correlation
`부산은행` is highly overall correlated with `합계` and 11 other fields	High correlation
`전북은행` is highly overall correlated with `합계` and 11 other fields	High correlation
`경남은행` is highly overall correlated with `합계` and 10 other fields	High correlation
`외환은행` is highly overall correlated with `합계` and 7 other fields	High correlation
`기준년` has unique values	Unique
`국민은행` has unique values	Unique
`광주은행` has 23 (25.0%) zeros	Zeros
`대구은행` has 17 (18.5%) zeros	Zeros
`부산은행` has 23 (25.0%) zeros	Zeros
`전북은행` has 36 (39.1%) zeros	Zeros
`경남은행` has 48 (52.2%) zeros	Zeros
`외환은행` has 61 (66.3%) zeros	Zeros
`기타` has 86 (93.5%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 23:48:37.817807
Analysis finished	2023-12-12 23:48:53.172192
Duration	15.35 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년
Date

UNIQUE

Distinct	92
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	868.0 B

Minimum	2008-01-01 00:00:00
Maximum	2015-08-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

합계
Real number (ℝ)

HIGH CORRELATION

Distinct	91
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3575.8913

Minimum	261
Maximum	10779
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	261
5-th percentile	604.85
Q1	1893.75
median	3549
Q3	5040.75
95-th percentile	6478.55
Maximum	10779
Range	10518
Interquartile range (IQR)	3147

Descriptive statistics

Standard deviation	2116.6952
Coefficient of variation (CV)	0.59193499
Kurtosis	0.43486163
Mean	3575.8913
Median Absolute Deviation (MAD)	1572
Skewness	0.54655916
Sum	328982
Variance	4480398.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1002	2	2.2%
401	1	1.1%
6067	1	1.1%
3864	1	1.1%
5924	1	1.1%
5638	1	1.1%
3598	1	1.1%
3082	1	1.1%
3188	1	1.1%
4225	1	1.1%
Other values (81)	81	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
261	1	1.1%
401	1	1.1%
476	1	1.1%
568	1	1.1%
590	1	1.1%
617	1	1.1%
685	1	1.1%
689	1	1.1%
841	1	1.1%
860	1	1.1%

Value	Count	Frequency (%)
10779	1	1.1%
8997	1	1.1%
8126	1	1.1%
7591	1	1.1%
6907	1	1.1%
6128	1	1.1%
6119	1	1.1%
6067	1	1.1%
6014	1	1.1%
5924	1	1.1%

국민은행
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	92
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1381

Minimum	173
Maximum	4594
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	173
5-th percentile	293.5
Q1	670
median	1375.5
Q3	1858.75
95-th percentile	2526.7
Maximum	4594
Range	4421
Interquartile range (IQR)	1188.75

Descriptive statistics

Standard deviation	790.33696
Coefficient of variation (CV)	0.57229323
Kurtosis	2.1657989
Mean	1381
Median Absolute Deviation (MAD)	572.5
Skewness	0.94050273
Sum	127052
Variance	624632.51
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
201	1	1.1%
2451	1	1.1%
1251	1	1.1%
2190	1	1.1%
2103	1	1.1%
1273	1	1.1%
1237	1	1.1%
1228	1	1.1%
1408	1	1.1%
3041	1	1.1%
Other values (82)	82	89.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
173	1	1.1%
190	1	1.1%
201	1	1.1%
275	1	1.1%
288	1	1.1%
298	1	1.1%
349	1	1.1%
404	1	1.1%
410	1	1.1%
429	1	1.1%

Value	Count	Frequency (%)
4594	1	1.1%
3636	1	1.1%
3041	1	1.1%
2861	1	1.1%
2541	1	1.1%
2515	1	1.1%
2451	1	1.1%
2395	1	1.1%
2253	1	1.1%
2190	1	1.1%

기업은행
Real number (ℝ)

HIGH CORRELATION

Distinct	81
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	145.32609

Minimum	7
Maximum	388
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	7
5-th percentile	27.85
Q1	71.5
median	140.5
Q3	213.5
95-th percentile	278.35
Maximum	388
Range	381
Interquartile range (IQR)	142

Descriptive statistics

Standard deviation	82.527
Coefficient of variation (CV)	0.56787464
Kurtosis	-0.47275257
Mean	145.32609
Median Absolute Deviation (MAD)	70.5
Skewness	0.30427332
Sum	13370
Variance	6810.7057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	2	2.2%
176	2	2.2%
72	2	2.2%
36	2	2.2%
261	2	2.2%
125	2	2.2%
7	2	2.2%
47	2	2.2%
267	2	2.2%
45	2	2.2%
Other values (71)	72	78.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	2	2.2%
11	1	1.1%
23	1	1.1%
24	1	1.1%
31	1	1.1%
36	2	2.2%
37	1	1.1%
38	1	1.1%
42	1	1.1%
45	2	2.2%

Value	Count	Frequency (%)
388	1	1.1%
295	1	1.1%
292	1	1.1%
284	1	1.1%
280	1	1.1%
277	1	1.1%
267	2	2.2%
265	1	1.1%
261	2	2.2%
249	1	1.1%

농협은행
Real number (ℝ)

HIGH CORRELATION

Distinct	89
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	399.08696

Minimum	13
Maximum	945
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	13
5-th percentile	42.25
Q1	155.75
median	389.5
Q3	579.25
95-th percentile	854.45
Maximum	945
Range	932
Interquartile range (IQR)	423.5

Descriptive statistics

Standard deviation	264.56698
Coefficient of variation (CV)	0.66293065
Kurtosis	-1.0243832
Mean	399.08696
Median Absolute Deviation (MAD)	217.5
Skewness	0.28412553
Sum	36716
Variance	69995.685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
755	2	2.2%
399	2	2.2%
528	2	2.2%
13	1	1.1%
558	1	1.1%
590	1	1.1%
342	1	1.1%
419	1	1.1%
577	1	1.1%
897	1	1.1%
Other values (79)	79	85.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	1.1%
14	1	1.1%
30	1	1.1%
31	1	1.1%
34	1	1.1%
49	1	1.1%
50	1	1.1%
54	1	1.1%
62	1	1.1%
67	1	1.1%

Value	Count	Frequency (%)
945	1	1.1%
908	1	1.1%
897	1	1.1%
888	1	1.1%
866	1	1.1%
845	1	1.1%
840	1	1.1%
808	1	1.1%
761	1	1.1%
760	1	1.1%

신한은행
Real number (ℝ)

HIGH CORRELATION

Distinct	88
Distinct (%)	95.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	623.18478

Minimum	6
Maximum	2322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	6
5-th percentile	46.95
Q1	286.75
median	590.5
Q3	871.75
95-th percentile	1267.8
Maximum	2322
Range	2316
Interquartile range (IQR)	585

Descriptive statistics

Standard deviation	417.72124
Coefficient of variation (CV)	0.67030076
Kurtosis	1.8047202
Mean	623.18478
Median Absolute Deviation (MAD)	295.5
Skewness	0.89963625
Sum	57333
Variance	174491.03
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	2	2.2%
209	2	2.2%
1221	2	2.2%
257	2	2.2%
9	1	1.1%
1558	1	1.1%
883	1	1.1%
594	1	1.1%
1042	1	1.1%
643	1	1.1%
Other values (78)	78	84.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	1.1%
9	1	1.1%
29	2	2.2%
42	1	1.1%
51	1	1.1%
52	1	1.1%
89	1	1.1%
115	1	1.1%
126	1	1.1%
138	1	1.1%

Value	Count	Frequency (%)
2322	1	1.1%
1558	1	1.1%
1548	1	1.1%
1371	1	1.1%
1325	1	1.1%
1221	2	2.2%
1183	1	1.1%
1179	1	1.1%
1075	1	1.1%
1060	1	1.1%

우리은행
Real number (ℝ)

HIGH CORRELATION

Distinct	87
Distinct (%)	94.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	491.48913

Minimum	27
Maximum	1443
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	27
5-th percentile	77.6
Q1	235.75
median	480.5
Q3	679.75
95-th percentile	1010.35
Maximum	1443
Range	1416
Interquartile range (IQR)	444

Descriptive statistics

Standard deviation	306.62066
Coefficient of variation (CV)	0.62386052
Kurtosis	0.40596678
Mean	491.48913
Median Absolute Deviation (MAD)	223
Skewness	0.63605739
Sum	45217
Variance	94016.231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
439	2	2.2%
85	2	2.2%
349	2	2.2%
663	2	2.2%
180	2	2.2%
1443	1	1.1%
780	1	1.1%
566	1	1.1%
656	1	1.1%
481	1	1.1%
Other values (77)	77	83.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	1.1%
39	1	1.1%
61	1	1.1%
64	1	1.1%
71	1	1.1%
83	1	1.1%
85	2	2.2%
90	1	1.1%
99	1	1.1%
106	1	1.1%

Value	Count	Frequency (%)
1443	1	1.1%
1347	1	1.1%
1236	1	1.1%
1111	1	1.1%
1034	1	1.1%
991	1	1.1%
930	1	1.1%
888	1	1.1%
868	1	1.1%
846	1	1.1%

하나은행
Real number (ℝ)

HIGH CORRELATION

Distinct	86
Distinct (%)	93.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	326.52174

Minimum	7
Maximum	979
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	7
5-th percentile	27.2
Q1	168.75
median	332.5
Q3	436.5
95-th percentile	699.65
Maximum	979
Range	972
Interquartile range (IQR)	267.75

Descriptive statistics

Standard deviation	215.17228
Coefficient of variation (CV)	0.65898301
Kurtosis	0.66795994
Mean	326.52174
Median Absolute Deviation (MAD)	144
Skewness	0.7624843
Sum	30040
Variance	46299.109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
433	3	3.3%
333	2	2.2%
360	2	2.2%
11	2	2.2%
355	2	2.2%
959	1	1.1%
709	1	1.1%
212	1	1.1%
255	1	1.1%
350	1	1.1%
Other values (76)	76	82.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	1.1%
11	2	2.2%
20	1	1.1%
25	1	1.1%
29	1	1.1%
31	1	1.1%
32	1	1.1%
48	1	1.1%
58	1	1.1%
78	1	1.1%

Value	Count	Frequency (%)
979	1	1.1%
959	1	1.1%
913	1	1.1%
717	1	1.1%
709	1	1.1%
692	1	1.1%
650	1	1.1%
644	1	1.1%
604	1	1.1%
586	1	1.1%

광주은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	40.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.815217

Minimum	-5
Maximum	49
Zeros	23
Zeros (%)	25.0%
Negative	1
Negative (%)	1.1%
Memory size	960.0 B

Quantile statistics

Minimum	-5
5-th percentile	0
Q1	0
median	10.5
Q3	22.25
95-th percentile	42.9
Maximum	49
Range	54
Interquartile range (IQR)	22.25

Descriptive statistics

Standard deviation	14.036788
Coefficient of variation (CV)	1.0160381
Kurtosis	-0.047549227
Mean	13.815217
Median Absolute Deviation (MAD)	10.5
Skewness	0.93837929
Sum	1271
Variance	197.03141
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	23	25.0%
5	5	5.4%
7	4	4.3%
14	4	4.3%
12	4	4.3%
6	4	4.3%
11	3	3.3%
24	3	3.3%
18	3	3.3%
8	3	3.3%
Other values (27)	36	39.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5	1	1.1%
0	23	25.0%
2	1	1.1%
3	2	2.2%
4	1	1.1%
5	5	5.4%
6	4	4.3%
7	4	4.3%
8	3	3.3%
9	1	1.1%

Value	Count	Frequency (%)
49	1	1.1%
48	2	2.2%
47	1	1.1%
44	1	1.1%
42	1	1.1%
41	1	1.1%
37	1	1.1%
36	2	2.2%
34	1	1.1%
33	1	1.1%

대구은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	60
Distinct (%)	65.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.48913

Minimum	0
Maximum	220
Zeros	17
Zeros (%)	18.5%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	53
Q3	100.75
95-th percentile	193
Maximum	220
Range	220
Interquartile range (IQR)	86.75

Descriptive statistics

Standard deviation	63.461071
Coefficient of variation (CV)	0.92658603
Kurtosis	-0.46966794
Mean	68.48913
Median Absolute Deviation (MAD)	43
Skewness	0.79357048
Sum	6301
Variance	4027.3076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	18.5%
14	3	3.3%
193	2	2.2%
79	2	2.2%
75	2	2.2%
143	2	2.2%
39	2	2.2%
66	2	2.2%
57	2	2.2%
148	2	2.2%
Other values (50)	56	60.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	18.5%
6	2	2.2%
7	1	1.1%
13	1	1.1%
14	3	3.3%
17	1	1.1%
19	1	1.1%
20	1	1.1%
22	1	1.1%
26	2	2.2%

Value	Count	Frequency (%)
220	1	1.1%
215	1	1.1%
202	1	1.1%
197	1	1.1%
193	2	2.2%
192	1	1.1%
183	1	1.1%
182	1	1.1%
169	1	1.1%
159	1	1.1%

부산은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	62.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.695652

Minimum	0
Maximum	259
Zeros	23
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.75
median	46
Q3	94.5
95-th percentile	163.6
Maximum	259
Range	259
Interquartile range (IQR)	90.75

Descriptive statistics

Standard deviation	56.74693
Coefficient of variation (CV)	0.95060407
Kurtosis	0.61465052
Mean	59.695652
Median Absolute Deviation (MAD)	46
Skewness	0.92164762
Sum	5492
Variance	3220.214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23	25.0%
46	3	3.3%
105	2	2.2%
91	2	2.2%
142	2	2.2%
87	2	2.2%
18	2	2.2%
90	2	2.2%
109	2	2.2%
17	2	2.2%
Other values (47)	50	54.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	25.0%
5	1	1.1%
10	2	2.2%
14	1	1.1%
17	2	2.2%
18	2	2.2%
21	1	1.1%
22	1	1.1%
25	1	1.1%
30	1	1.1%

Value	Count	Frequency (%)
259	1	1.1%
203	1	1.1%
176	1	1.1%
175	1	1.1%
168	1	1.1%
160	1	1.1%
152	1	1.1%
151	1	1.1%
142	2	2.2%
133	1	1.1%

전북은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.23913

Minimum	0
Maximum	65
Zeros	36
Zeros (%)	39.1%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8.5
Q3	21
95-th percentile	42.45
Maximum	65
Range	65
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	15.639039
Coefficient of variation (CV)	1.1812739
Kurtosis	1.0610069
Mean	13.23913
Median Absolute Deviation (MAD)	8.5
Skewness	1.234059
Sum	1218
Variance	244.57955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	36	39.1%
3	5	5.4%
28	4	4.3%
18	4	4.3%
21	3	3.3%
16	3	3.3%
42	2	2.2%
32	2	2.2%
19	2	2.2%
14	2	2.2%
Other values (24)	29	31.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	39.1%
3	5	5.4%
4	1	1.1%
5	2	2.2%
7	1	1.1%
8	1	1.1%
9	1	1.1%
10	2	2.2%
11	2	2.2%
13	2	2.2%

Value	Count	Frequency (%)
65	1	1.1%
59	1	1.1%
55	1	1.1%
49	1	1.1%
43	1	1.1%
42	2	2.2%
38	1	1.1%
36	1	1.1%
35	1	1.1%
33	1	1.1%

경남은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.369565

Minimum	0
Maximum	105
Zeros	48
Zeros (%)	52.2%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	21.25
95-th percentile	63
Maximum	105
Range	105
Interquartile range (IQR)	21.25

Descriptive statistics

Standard deviation	21.19751
Coefficient of variation (CV)	1.5855048
Kurtosis	4.7269189
Mean	13.369565
Median Absolute Deviation (MAD)	0
Skewness	2.1103888
Sum	1230
Variance	449.33445
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	48	52.2%
5	3	3.3%
32	3	3.3%
11	3	3.3%
28	2	2.2%
14	2	2.2%
37	2	2.2%
63	2	2.2%
22	2	2.2%
9	1	1.1%
Other values (24)	24	26.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	52.2%
2	1	1.1%
4	1	1.1%
5	3	3.3%
6	1	1.1%
8	1	1.1%
9	1	1.1%
10	1	1.1%
11	3	3.3%
12	1	1.1%

Value	Count	Frequency (%)
105	1	1.1%
81	1	1.1%
75	1	1.1%
68	1	1.1%
63	2	2.2%
59	1	1.1%
37	2	2.2%
36	1	1.1%
34	1	1.1%
33	1	1.1%

외환은행
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	32.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.119565

Minimum	0
Maximum	207
Zeros	61
Zeros (%)	66.3%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	83.25
95-th percentile	168.45
Maximum	207
Range	207
Interquartile range (IQR)	83.25

Descriptive statistics

Standard deviation	61.954049
Coefficient of variation (CV)	1.5442353
Kurtosis	-0.14780634
Mean	40.119565
Median Absolute Deviation (MAD)	0
Skewness	1.1747083
Sum	3691
Variance	3838.3042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	61	66.3%
169	2	2.2%
168	2	2.2%
124	1	1.1%
207	1	1.1%
177	1	1.1%
57	1	1.1%
87	1	1.1%
70	1	1.1%
170	1	1.1%
Other values (20)	20	21.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	61	66.3%
27	1	1.1%
57	1	1.1%
62	1	1.1%
65	1	1.1%
70	1	1.1%
72	1	1.1%
80	1	1.1%
83	1	1.1%
84	1	1.1%

Value	Count	Frequency (%)
207	1	1.1%
177	1	1.1%
170	1	1.1%
169	2	2.2%
168	2	2.2%
156	1	1.1%
152	1	1.1%
148	1	1.1%
144	1	1.1%
141	1	1.1%

기타
Real number (ℝ)

ZEROS

Distinct	7
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.68478261

Minimum	0
Maximum	20
Zeros	86
Zeros (%)	93.5%
Negative	0
Negative (%)	0.0%
Memory size	960.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2.8
Maximum	20
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.1446076
Coefficient of variation (CV)	4.5921254
Kurtosis	26.59986
Mean	0.68478261
Median Absolute Deviation (MAD)	0
Skewness	5.11195
Sum	63
Variance	9.8885571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	86	93.5%
5	1	1.1%
7	1	1.1%
20	1	1.1%
1	1	1.1%
18	1	1.1%
12	1	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86	93.5%
1	1	1.1%
5	1	1.1%
7	1	1.1%
12	1	1.1%
18	1	1.1%
20	1	1.1%

Value	Count	Frequency (%)
20	1	1.1%
18	1	1.1%
12	1	1.1%
7	1	1.1%
5	1	1.1%
1	1	1.1%
0	86	93.5%

Phik (φk)
Auto

Heatmap
Table

	기준년	합계	국민은행	기업은행	농협은행	신한은행	우리은행	하나은행	광주은행	대구은행	부산은행	전북은행	경남은행	외환은행	기타
기준년	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
합계	1.000	1.000	0.930	0.578	0.861	0.912	0.954	0.806	0.742	0.801	0.771	0.776	0.757	0.317	0.000
국민은행	1.000	0.930	1.000	0.648	0.685	0.896	0.842	0.898	0.518	0.624	0.880	0.706	0.720	0.000	0.000
기업은행	1.000	0.578	0.648	1.000	0.569	0.570	0.582	0.683	0.430	0.540	0.588	0.522	0.380	0.000	0.000
농협은행	1.000	0.861	0.685	0.569	1.000	0.669	0.832	0.647	0.659	0.822	0.538	0.705	0.531	0.665	0.478
신한은행	1.000	0.912	0.896	0.570	0.669	1.000	0.807	0.716	0.616	0.625	0.759	0.647	0.854	0.331	0.000
우리은행	1.000	0.954	0.842	0.582	0.832	0.807	1.000	0.794	0.661	0.780	0.709	0.779	0.663	0.501	0.447
하나은행	1.000	0.806	0.898	0.683	0.647	0.716	0.794	1.000	0.511	0.584	0.746	0.552	0.599	0.452	0.491
광주은행	1.000	0.742	0.518	0.430	0.659	0.616	0.661	0.511	1.000	0.758	0.420	0.630	0.474	0.632	0.508
대구은행	1.000	0.801	0.624	0.540	0.822	0.625	0.780	0.584	0.758	1.000	0.636	0.826	0.481	0.730	0.686
부산은행	1.000	0.771	0.880	0.588	0.538	0.759	0.709	0.746	0.420	0.636	1.000	0.800	0.732	0.638	0.725
전북은행	1.000	0.776	0.706	0.522	0.705	0.647	0.779	0.552	0.630	0.826	0.800	1.000	0.529	0.673	0.820
경남은행	1.000	0.757	0.720	0.380	0.531	0.854	0.663	0.599	0.474	0.481	0.732	0.529	1.000	0.496	0.221
외환은행	1.000	0.317	0.000	0.000	0.665	0.331	0.501	0.452	0.632	0.730	0.638	0.673	0.496	1.000	0.915
기타	1.000	0.000	0.000	0.000	0.478	0.000	0.447	0.491	0.508	0.686	0.725	0.820	0.221	0.915	1.000

Heatmap
Table

	합계	국민은행	기업은행	농협은행	신한은행	우리은행	하나은행	광주은행	대구은행	부산은행	전북은행	경남은행	외환은행	기타
합계	1.000	0.968	0.764	0.925	0.966	0.948	0.912	0.621	0.827	0.819	0.798	0.752	0.563	0.274
국민은행	0.968	1.000	0.743	0.850	0.935	0.877	0.877	0.587	0.750	0.763	0.763	0.681	0.434	0.198
기업은행	0.764	0.743	1.000	0.689	0.735	0.712	0.645	0.353	0.600	0.622	0.529	0.550	0.398	0.195
농협은행	0.925	0.850	0.689	1.000	0.864	0.893	0.827	0.660	0.855	0.808	0.791	0.755	0.704	0.350
신한은행	0.966	0.935	0.735	0.864	1.000	0.919	0.869	0.611	0.783	0.769	0.735	0.719	0.506	0.226
우리은행	0.948	0.877	0.712	0.893	0.919	1.000	0.876	0.592	0.812	0.778	0.749	0.757	0.577	0.285
하나은행	0.912	0.877	0.645	0.827	0.869	0.876	1.000	0.588	0.741	0.716	0.733	0.647	0.441	0.241
광주은행	0.621	0.587	0.353	0.660	0.611	0.592	0.588	1.000	0.677	0.556	0.588	0.445	0.475	0.300
대구은행	0.827	0.750	0.600	0.855	0.783	0.812	0.741	0.677	1.000	0.793	0.727	0.640	0.673	0.331
부산은행	0.819	0.763	0.622	0.808	0.769	0.778	0.716	0.556	0.793	1.000	0.765	0.666	0.615	0.356
전북은행	0.798	0.763	0.529	0.791	0.735	0.749	0.733	0.588	0.727	0.765	1.000	0.613	0.524	0.198
경남은행	0.752	0.681	0.550	0.755	0.719	0.757	0.647	0.445	0.640	0.666	0.613	1.000	0.534	0.239
외환은행	0.563	0.434	0.398	0.704	0.506	0.577	0.441	0.475	0.673	0.615	0.524	0.534	1.000	0.407
기타	0.274	0.198	0.195	0.350	0.226	0.285	0.241	0.300	0.331	0.356	0.198	0.239	0.407	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	합계	국민은행	기업은행	농협은행	신한은행	우리은행	하나은행
0	2008-01-01	401	201	37	13	9	83	58
1	2008-02-01	261	190	11	14	6	27	11
2	2008-03-01	476	275	31	30	29	85	25
3	2008-04-01	568	288	75	31	51	116	7
4	2008-05-01	860	446	36	49	126	61	142
5	2008-06-01	984	582	50	93	115	115	29
6	2008-07-01	1002	579	24	69	149	99	82
7	2008-08-01	590	173	36	34	209	106	32
8	2008-09-01	689	410	7	50	52	90	81
9	2008-10-01	1051	542	70	54	194	180	11

	기준년	합계	국민은행	기업은행	농협은행	신한은행	우리은행	하나은행	광주은행	대구은행	부산은행	전북은행	경남은행	외환은행	기타
82	2014-11-01	4634	1566	130	507	838	710	433	6	193	91	28	4	128	0
83	2014-12-01	6119	2093	237	760	1032	888	522	48	120	203	49	20	141	7
84	2015-01-01	5507	2013	159	583	1043	811	447	42	159	88	15	36	111	0
85	2015-02-01	5818	2032	295	699	1024	846	477	0	197	109	9	11	119	0
86	2015-03-01	5850	2011	218	888	912	825	387	49	182	175	19	14	170	0
87	2015-04-01	5553	1853	146	755	833	787	692	36	158	151	32	21	70	20
88	2015-05-01	4987	1510	284	945	827	697	289	17	148	110	8	63	87	1
89	2015-06-01	5676	1935	95	908	819	991	566	32	98	90	28	59	57	0
90	2015-07-01	5370	1700	235	714	1050	715	390	48	125	168	10	22	177	18
91	2015-08-01	5504	1849	169	755	810	760	604	14	193	97	19	17	207	12

Overview

Variables

Interactions

Correlations

Missing values

Sample