gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	253
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	30.8 KiB
Average record size in memory	124.5 B

Variable types

DateTime	2
Numeric	11
Categorical	1

Dataset

Description	사립학교교직원연금공단 대여 상환 수납 현황과 관련된 데이터로 처리일자,수납일자,정기상환건수,정기상환금액,개인정기상환건수,개인정기상환금액,일시상환건수,일시상환금액,개인일시상환건수,개인일시상환금액,부분상환건수,부분상환금액,정산고지선납건수,정산고지선납금액 등의 항목을 제공합니다.
URL	https://www.data.go.kr/data/15081267/fileData.do

Alerts

`정기상환건수` is highly overall correlated with `정기상환금액` and 2 other fields	High correlation
`정기상환금액` is highly overall correlated with `정기상환건수`	High correlation
`개인정기상환건수` is highly overall correlated with `개인정기상환금액`	High correlation
`개인정기상환금액` is highly overall correlated with `개인정기상환건수`	High correlation
`일시상환건수` is highly overall correlated with `정기상환건수` and 3 other fields	High correlation
`일시상환금액` is highly overall correlated with `일시상환건수` and 2 other fields	High correlation
`개인일시상환건수` is highly overall correlated with `개인일시상환금액`	High correlation
`개인일시상환금액` is highly overall correlated with `개인일시상환건수`	High correlation
`부분상환건수` is highly overall correlated with `정기상환건수` and 3 other fields	High correlation
`부분상환금액` is highly overall correlated with `일시상환건수` and 2 other fields	High correlation
`정산고지선납건수` is highly imbalanced (64.4%)	Imbalance
`수납일자` has unique values	Unique
`정기상환건수` has 7 (2.8%) zeros	Zeros
`정기상환금액` has 7 (2.8%) zeros	Zeros
`개인정기상환건수` has 16 (6.3%) zeros	Zeros
`개인정기상환금액` has 17 (6.7%) zeros	Zeros
`일시상환건수` has 5 (2.0%) zeros	Zeros
`일시상환금액` has 5 (2.0%) zeros	Zeros
`개인일시상환건수` has 180 (71.1%) zeros	Zeros
`개인일시상환금액` has 180 (71.1%) zeros	Zeros
`정산고지선납금액` has 218 (86.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 14:46:10.325739
Analysis finished	2023-12-12 14:46:24.003898
Duration	13.68 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

처리일자
Date

Distinct	225
Distinct (%)	88.9%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

Minimum	2022-01-04 00:00:00
Maximum	2022-12-30 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

수납일자
Date

UNIQUE

Distinct	253
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

Minimum	2022-01-02 00:00:00
Maximum	2022-12-29 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

정기상환건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	149
Distinct (%)	58.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	174.18972

Minimum	0
Maximum	1335
Zeros	7
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	14
median	45
Q3	144
95-th percentile	801.6
Maximum	1335
Range	1335
Interquartile range (IQR)	130

Descriptive statistics

Standard deviation	310.46747
Coefficient of variation (CV)	1.7823524
Kurtosis	6.1434648
Mean	174.18972
Median Absolute Deviation (MAD)	37
Skewness	2.5888235
Sum	44070
Variance	96390.051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	11	4.3%
9	7	2.8%
0	7	2.8%
15	7	2.8%
4	5	2.0%
48	5	2.0%
20	5	2.0%
10	5	2.0%
12	5	2.0%
7	5	2.0%
Other values (139)	191	75.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	2.8%
1	2	0.8%
2	1	0.4%
3	2	0.8%
4	5	2.0%
5	2	0.8%
6	4	1.6%
7	5	2.0%
8	11	4.3%
9	7	2.8%

Value	Count	Frequency (%)
1335	1	0.4%
1322	1	0.4%
1317	1	0.4%
1315	1	0.4%
1312	1	0.4%
1310	1	0.4%
1308	1	0.4%
1307	1	0.4%
1303	1	0.4%
1298	1	0.4%

정기상환금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	247
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4762741 × 10⁹

Minimum	0
Maximum	9.5848786 × 10⁹
Zeros	7
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1371236
Q1	11750070
median	1.6224562 × 10⁸
Q3	1.2749201 × 10⁹
95-th percentile	8.709796 × 10⁹
Maximum	9.5848786 × 10⁹
Range	9.5848786 × 10⁹
Interquartile range (IQR)	1.26317 × 10⁹

Descriptive statistics

Standard deviation	2.6841644 × 10⁹
Coefficient of variation (CV)	1.8182019
Kurtosis	2.487632
Mean	1.4762741 × 10⁹
Median Absolute Deviation (MAD)	1.5811008 × 10⁸
Skewness	1.9647165
Sum	3.7349735 × 10¹¹
Variance	7.2047387 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7	2.8%
100780910	1	0.4%
41660470	1	0.4%
1707218690	1	0.4%
673506510	1	0.4%
266260320	1	0.4%
5257928022	1	0.4%
756236300	1	0.4%
195105450	1	0.4%
8974325710	1	0.4%
Other values (237)	237	93.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	2.8%
345550	1	0.4%
495140	1	0.4%
540780	1	0.4%
749410	1	0.4%
1326220	1	0.4%
1354940	1	0.4%
1382100	1	0.4%
1451550	1	0.4%
1586530	1	0.4%

Value	Count	Frequency (%)
9584878616	1	0.4%
9488827432	1	0.4%
9305378482	1	0.4%
9233126583	1	0.4%
9160701740	1	0.4%
9098119740	1	0.4%
9010492156	1	0.4%
8974325710	1	0.4%
8937387233	1	0.4%
8912176348	1	0.4%

개인정기상환건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	49
Distinct (%)	19.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.699605

Minimum	0
Maximum	129
Zeros	16
Zeros (%)	6.3%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	10
Q3	16
95-th percentile	45.4
Maximum	129
Range	129
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	22.099089
Coefficient of variation (CV)	1.4076207
Kurtosis	13.811236
Mean	15.699605
Median Absolute Deviation (MAD)	6
Skewness	3.5276792
Sum	3972
Variance	488.36972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
10	19	7.5%
8	17	6.7%
0	16	6.3%
4	15	5.9%
1	14	5.5%
7	13	5.1%
11	12	4.7%
9	11	4.3%
15	11	4.3%
5	10	4.0%
Other values (39)	115	45.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	6.3%
1	14	5.5%
2	9	3.6%
3	8	3.2%
4	15	5.9%
5	10	4.0%
6	7	2.8%
7	13	5.1%
8	17	6.7%
9	11	4.3%

Value	Count	Frequency (%)
129	1	0.4%
128	2	0.8%
126	1	0.4%
123	1	0.4%
114	1	0.4%
98	2	0.8%
75	1	0.4%
73	1	0.4%
67	1	0.4%
53	1	0.4%

개인정기상환금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	237
Distinct (%)	93.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5022912.6

Minimum	0
Maximum	32475960
Zeros	17
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1253700
median	3512500
Q3	6460790
95-th percentile	15852136
Maximum	32475960
Range	32475960
Interquartile range (IQR)	5207090

Descriptive statistics

Standard deviation	5611666.8
Coefficient of variation (CV)	1.1172137
Kurtosis	5.4862069
Mean	5022912.6
Median Absolute Deviation (MAD)	2554170
Skewness	2.1474832
Sum	1.2707969 × 10⁹
Variance	3.1490804 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	6.7%
1273010	1	0.4%
11675510	1	0.4%
2345510	1	0.4%
2745890	1	0.4%
12746900	1	0.4%
9036200	1	0.4%
1322070	1	0.4%
18726110	1	0.4%
395360	1	0.4%
Other values (227)	227	89.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	6.7%
5280	1	0.4%
28600	1	0.4%
76490	1	0.4%
104380	1	0.4%
117770	1	0.4%
117970	1	0.4%
118060	1	0.4%
134180	1	0.4%
134340	1	0.4%

Value	Count	Frequency (%)
32475960	1	0.4%
28867390	1	0.4%
26629470	1	0.4%
25369960	1	0.4%
25339590	1	0.4%
24986010	1	0.4%
24422840	1	0.4%
19650090	1	0.4%
18853630	1	0.4%
18726110	1	0.4%

일시상환건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	114
Distinct (%)	45.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	103.27668

Minimum	0
Maximum	443
Zeros	5
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	49
Q1	77
median	100
Q3	121
95-th percentile	169.6
Maximum	443
Range	443
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	44.788508
Coefficient of variation (CV)	0.43367494
Kurtosis	14.720382
Mean	103.27668
Median Absolute Deviation (MAD)	22
Skewness	2.2399834
Sum	26129
Variance	2006.0104
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
87	7	2.8%
71	7	2.8%
109	6	2.4%
110	5	2.0%
86	5	2.0%
0	5	2.0%
111	5	2.0%
92	5	2.0%
72	4	1.6%
113	4	1.6%
Other values (104)	200	79.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	2.0%
2	1	0.4%
7	1	0.4%
33	1	0.4%
43	1	0.4%
47	2	0.8%
48	1	0.4%
49	2	0.8%
51	1	0.4%
54	2	0.8%

Value	Count	Frequency (%)
443	1	0.4%
323	1	0.4%
209	1	0.4%
207	1	0.4%
203	1	0.4%
202	1	0.4%
199	1	0.4%
198	2	0.8%
192	1	0.4%
191	1	0.4%

일시상환금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	249
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2838385 × 10⁹

Minimum	0
Maximum	1.5510821 × 10¹⁰
Zeros	5
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	5.9883313 × 10⁸
Q1	8.9466591 × 10⁸
median	1.1854054 × 10⁹
Q3	1.483008 × 10⁹
95-th percentile	2.2428028 × 10⁹
Maximum	1.5510821 × 10¹⁰
Range	1.5510821 × 10¹⁰
Interquartile range (IQR)	5.8834212 × 10⁸

Descriptive statistics

Standard deviation	1.0331169 × 10⁹
Coefficient of variation (CV)	0.80470942
Kurtosis	143.43949
Mean	1.2838385 × 10⁹
Median Absolute Deviation (MAD)	2.9494968 × 10⁸
Skewness	10.516181
Sum	3.2481114 × 10¹¹
Variance	1.0673306 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	2.0%
1615405440	1	0.4%
805551720	1	0.4%
1351851670	1	0.4%
1011204700	1	0.4%
812589120	1	0.4%
812477230	1	0.4%
1269620720	1	0.4%
1450819700	1	0.4%
1084152950	1	0.4%
Other values (239)	239	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	2.0%
9280000	1	0.4%
316560570	1	0.4%
439158070	1	0.4%
459697310	1	0.4%
514256950	1	0.4%
568723472	1	0.4%
571033180	1	0.4%
585069770	1	0.4%
608008700	1	0.4%

Value	Count	Frequency (%)
15510821240	1	0.4%
3573666440	1	0.4%
3121438970	1	0.4%
2780178840	1	0.4%
2739678800	1	0.4%
2642082760	1	0.4%
2572405880	1	0.4%
2562023250	1	0.4%
2453058899	1	0.4%
2423352220	1	0.4%

개인일시상환건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51778656

Minimum	0
Maximum	14
Zeros	180
Zeros (%)	71.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	14
Range	14
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.3586436
Coefficient of variation (CV)	2.6239454
Kurtosis	57.766261
Mean	0.51778656
Median Absolute Deviation (MAD)	0
Skewness	6.6272324
Sum	131
Variance	1.8459125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	180	71.1%
1	45	17.8%
2	20	7.9%
3	4	1.6%
4	2	0.8%
14	1	0.4%
12	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	180	71.1%
1	45	17.8%
2	20	7.9%
3	4	1.6%
4	2	0.8%
12	1	0.4%
14	1	0.4%

Value	Count	Frequency (%)
14	1	0.4%
12	1	0.4%
4	2	0.8%
3	4	1.6%
2	20	7.9%
1	45	17.8%
0	180	71.1%

개인일시상환금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	74
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	825117.26

Minimum	0
Maximum	40958120
Zeros	180
Zeros (%)	71.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	52173
95-th percentile	4492478
Maximum	40958120
Range	40958120
Interquartile range (IQR)	52173

Descriptive statistics

Standard deviation	3568474.9
Coefficient of variation (CV)	4.3248094
Kurtosis	71.272109
Mean	825117.26
Median Absolute Deviation (MAD)	0
Skewness	7.6144444
Sum	2.0875467 × 10⁸
Variance	1.2734013 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	180	71.1%
14420	1	0.4%
883770	1	0.4%
209150	1	0.4%
28490	1	0.4%
420140	1	0.4%
1208560	1	0.4%
11280	1	0.4%
21529490	1	0.4%
6975780	1	0.4%
Other values (64)	64	25.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	180	71.1%
90	1	0.4%
1340	1	0.4%
1750	1	0.4%
11280	1	0.4%
14420	1	0.4%
16410	1	0.4%
28490	1	0.4%
49250	1	0.4%
51490	1	0.4%

Value	Count	Frequency (%)
40958120	1	0.4%
21529490	1	0.4%
17717110	1	0.4%
16054080	1	0.4%
14217610	1	0.4%
11707340	1	0.4%
7290210	1	0.4%
6975780	1	0.4%
5664620	1	0.4%
5458170	1	0.4%

부분상환건수
Real number (ℝ)

HIGH CORRELATION

Distinct	120
Distinct (%)	47.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	114.79447

Minimum	0
Maximum	410
Zeros	1
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	61.6
Q1	86
median	105
Q3	136
95-th percentile	206.8
Maximum	410
Range	410
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	48.853901
Coefficient of variation (CV)	0.42557714
Kurtosis	5.577379
Mean	114.79447
Median Absolute Deviation (MAD)	24
Skewness	1.3514109
Sum	29043
Variance	2386.7036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	6	2.4%
95	6	2.4%
88	5	2.0%
102	5	2.0%
87	5	2.0%
109	5	2.0%
116	5	2.0%
112	4	1.6%
125	4	1.6%
97	4	1.6%
Other values (110)	204	80.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.4%
1	3	1.2%
3	2	0.8%
19	1	0.4%
48	1	0.4%
54	1	0.4%
55	1	0.4%
58	2	0.8%
61	1	0.4%
62	1	0.4%

Value	Count	Frequency (%)
410	1	0.4%
269	1	0.4%
263	1	0.4%
252	1	0.4%
242	1	0.4%
241	1	0.4%
231	1	0.4%
220	1	0.4%
216	2	0.8%
212	1	0.4%

부분상환금액
Real number (ℝ)

HIGH CORRELATION

Distinct	252
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5757787 × 10⁸

Minimum	0
Maximum	2.2062706 × 10⁹
Zeros	1
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2.4871 × 10⁸
Q1	4.1763 × 10⁸
median	5.30247 × 10⁸
Q3	6.5248 × 10⁸
95-th percentile	9.68754 × 10⁸
Maximum	2.2062706 × 10⁹
Range	2.2062706 × 10⁹
Interquartile range (IQR)	2.3485 × 10⁸

Descriptive statistics

Standard deviation	2.5747597 × 10⁸
Coefficient of variation (CV)	0.4617758
Kurtosis	9.9056801
Mean	5.5757787 × 10⁸
Median Absolute Deviation (MAD)	1.16003 × 10⁸
Skewness	2.0718073
Sum	1.410672 × 10¹¹
Variance	6.6293875 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
372700000	2	0.8%
945740000	1	0.4%
723261960	1	0.4%
614990000	1	0.4%
322705081	1	0.4%
371070000	1	0.4%
600898500	1	0.4%
541948500	1	0.4%
712234000	1	0.4%
617800000	1	0.4%
Other values (242)	242	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.4%
10	1	0.4%
2600000	1	0.4%
19680000	1	0.4%
24000000	1	0.4%
27200000	1	0.4%
139040000	1	0.4%
195550000	1	0.4%
208840000	1	0.4%
219665540	1	0.4%

Value	Count	Frequency (%)
2206270590	1	0.4%
1904193390	1	0.4%
1489430000	1	0.4%
1418570000	1	0.4%
1383825750	1	0.4%
1183823010	1	0.4%
1152169650	1	0.4%
1090627450	1	0.4%
1082480000	1	0.4%
1035520000	1	0.4%

정산고지선납건수
Categorical

IMBALANCE

Distinct	4
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

0	218
1	26
2	8
3	1

Length

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

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

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

Common Values

Value	Count	Frequency (%)
0	218	86.2%
1	26	10.3%
2	8	3.2%
3	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	218	86.2%
1	26	10.3%
2	8	3.2%
3	1	0.4%

정산고지선납금액
Real number (ℝ)

ZEROS

Distinct	36
Distinct (%)	14.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	218816.92

Minimum	0
Maximum	9959508
Zeros	218
Zeros (%)	86.2%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	816684
Maximum	9959508
Range	9959508
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1139954.4
Coefficient of variation (CV)	5.2096263
Kurtosis	45.88268
Mean	218816.92
Median Absolute Deviation (MAD)	0
Skewness	6.6099167
Sum	55360681
Variance	1.299496 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	218	86.2%
3700	1	0.4%
420	1	0.4%
180060	1	0.4%
91642	1	0.4%
8596699	1	0.4%
60170	1	0.4%
1129888	1	0.4%
7649840	1	0.4%
99989	1	0.4%
Other values (26)	26	10.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	218	86.2%
420	1	0.4%
810	1	0.4%
920	1	0.4%
1100	1	0.4%
1700	1	0.4%
3700	1	0.4%
9332	1	0.4%
12799	1	0.4%
14430	1	0.4%

Value	Count	Frequency (%)
9959508	1	0.4%
8596699	1	0.4%
7649840	1	0.4%
7452850	1	0.4%
5027470	1	0.4%
2524120	1	0.4%
2506670	1	0.4%
1957130	1	0.4%
1657799	1	0.4%
1579060	1	0.4%

Phik (φk)
Auto

Heatmap
Table

	정기상환건수	정기상환금액	개인정기상환건수	개인정기상환금액	일시상환건수	일시상환금액	개인일시상환건수	개인일시상환금액	부분상환건수	부분상환금액	정산고지선납건수	정산고지선납금액
정기상환건수	1.000	0.805	0.684	0.534	0.409	0.318	0.368	0.341	0.520	0.614	0.242	0.136
정기상환금액	0.805	1.000	0.439	0.505	0.141	0.000	0.212	0.284	0.674	0.000	0.279	0.261
개인정기상환건수	0.684	0.439	1.000	0.862	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
개인정기상환금액	0.534	0.505	0.862	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
일시상환건수	0.409	0.141	0.000	0.000	1.000	0.856	0.225	0.000	0.854	0.917	0.145	0.000
일시상환금액	0.318	0.000	0.000	0.000	0.856	1.000	0.000	0.000	0.832	0.869	0.281	0.179
개인일시상환건수	0.368	0.212	0.000	0.000	0.225	0.000	1.000	0.796	0.413	0.515	0.279	0.188
개인일시상환금액	0.341	0.284	0.000	0.000	0.000	0.000	0.796	1.000	0.190	0.239	0.253	0.000
부분상환건수	0.520	0.674	0.000	0.000	0.854	0.832	0.413	0.190	1.000	0.868	0.408	0.000
부분상환금액	0.614	0.000	0.000	0.000	0.917	0.869	0.515	0.239	0.868	1.000	0.156	0.000
정산고지선납건수	0.242	0.279	0.000	0.000	0.145	0.281	0.279	0.253	0.408	0.156	1.000	0.544
정산고지선납금액	0.136	0.261	0.000	0.000	0.000	0.179	0.188	0.000	0.000	0.000	0.544	1.000

Heatmap
Table

	정기상환건수	정기상환금액	개인정기상환건수	개인정기상환금액	일시상환건수	일시상환금액	개인일시상환건수	개인일시상환금액	부분상환건수	부분상환금액	정산고지선납금액	정산고지선납건수
정기상환건수	1.000	0.894	0.382	0.310	0.506	0.396	0.083	0.092	0.631	0.355	0.175	0.155
정기상환금액	0.894	1.000	0.455	0.422	0.383	0.282	0.112	0.122	0.491	0.234	0.152	0.126
개인정기상환건수	0.382	0.455	1.000	0.868	0.135	0.090	0.081	0.089	0.237	0.176	0.088	0.000
개인정기상환금액	0.310	0.422	0.868	1.000	0.071	0.063	0.116	0.117	0.155	0.107	0.091	0.000
일시상환건수	0.506	0.383	0.135	0.071	1.000	0.809	0.001	-0.008	0.781	0.745	0.114	0.099
일시상환금액	0.396	0.282	0.090	0.063	0.809	1.000	0.056	0.057	0.596	0.605	0.098	0.113
개인일시상환건수	0.083	0.112	0.081	0.116	0.001	0.056	1.000	0.984	0.058	0.034	0.120	0.230
개인일시상환금액	0.092	0.122	0.089	0.117	-0.008	0.057	0.984	1.000	0.056	0.034	0.116	0.175
부분상환건수	0.631	0.491	0.237	0.155	0.781	0.596	0.058	0.056	1.000	0.802	0.159	0.192
부분상환금액	0.355	0.234	0.176	0.107	0.745	0.605	0.034	0.034	0.802	1.000	0.145	0.099
정산고지선납금액	0.175	0.152	0.088	0.091	0.114	0.098	0.120	0.116	0.159	0.145	1.000	0.404
정산고지선납건수	0.155	0.126	0.000	0.000	0.099	0.113	0.230	0.175	0.192	0.099	0.404	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

	처리일자	수납일자	정기상환건수	정기상환금액	개인정기상환건수	개인정기상환금액	일시상환건수	일시상환금액	개인일시상환건수	개인일시상환금액	부분상환건수	부분상환금액
0	2022-01-04	2022-01-03	148	100780910	3	172590	148	1615405440	0	0	172	945740000
1	2022-01-05	2022-01-04	20	12035240	0	0	128	1332078631	0	0	109	603570000
2	2022-01-06	2022-01-05	9	5321550	2	1077620	77	888097970	0	0	88	469370000
3	2022-01-07	2022-01-02	0	0	0	0	2	9280000	0	0	0	0
4	2022-01-07	2022-01-06	3	540780	53	11109200	101	1141791634	0	0	80	546410000
5	2022-01-10	2022-01-07	8	37041590	4	494870	93	1196969965	0	0	73	486180000
6	2022-01-12	2022-01-10	7	4967210	12	3127770	116	1353109260	0	0	95	520055840
7	2022-01-13	2022-01-11	12	7146160	3	5688240	68	1025661160	1	5458170	62	289370000
8	2022-01-14	2022-01-12	2	1326220	5	875900	86	1185405350	1	2328650	66	462050000
9	2022-01-17	2022-01-13	8	39655630	2	3676230	78	1431123560	0	0	54	266280000

	처리일자	수납일자	정기상환건수	정기상환금액	개인정기상환건수	개인정기상환금액	일시상환건수	일시상환금액	개인일시상환건수	개인일시상환금액	부분상환건수	부분상환금액	정산고지선납건수	정산고지선납금액
243	2022-12-19	2022-12-16	1289	8649490874	10	3376300	74	1012076520	2	916050	140	438030000	0	0
244	2022-12-21	2022-12-19	82	3022385660	30	11029610	81	1243499960	0	0	95	383526000	0	0
245	2022-12-21	2022-12-20	176	2551775240	38	14784100	71	753299130	1	1036020	93	429390000	0	0
246	2022-12-22	2022-12-21	28	123951790	8	2842450	65	571033180	0	0	84	359650864	0	0
247	2022-12-23	2022-12-22	34	180118010	6	2059280	57	677854700	1	431720	58	195550000	0	0
248	2022-12-28	2022-12-23	631	5567610845	21	7968070	81	841578054	1	118570	156	615673690	0	0
249	2022-12-28	2022-12-26	271	913954090	32	13495610	87	875978799	2	839890	140	488950000	1	1579060
250	2022-12-28	2022-12-27	141	1274920120	21	7904130	76	848188780	1	134580	117	459269500	0	0
251	2022-12-29	2022-12-28	412	8210346922	42	18069770	73	1081850390	0	0	98	335560000	0	0
252	2022-12-30	2022-12-29	46	130023560	10	2009110	139	2084244630	0	0	184	1001160000	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample