gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	38
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.8 KiB
Average record size in memory	102.5 B

Variable types

Numeric	11

Dataset

Description	공무원 사망조위금 지급(공무원, 배우자, 직계존비속, 배우자의 직계존비속) 추이에 대한 데이터입니다. 1985년부터 시작됩니다.
URL	https://www.data.go.kr/data/15054081/fileData.do

Alerts

`구분` is highly overall correlated with `건수계` and 7 other fields	High correlation
`건수계` is highly overall correlated with `구분` and 8 other fields	High correlation
`금액계` is highly overall correlated with `구분` and 8 other fields	High correlation
`공무원건수` is highly overall correlated with `구분` and 6 other fields	High correlation
`공무원금액` is highly overall correlated with `건수계` and 3 other fields	High correlation
`배우자건수` is highly overall correlated with `구분` and 6 other fields	High correlation
`배우자금액` is highly overall correlated with `구분` and 5 other fields	High correlation
`직계존비속금액` is highly overall correlated with `구분` and 7 other fields	High correlation
`배우자의직계존속건수` is highly overall correlated with `구분` and 8 other fields	High correlation
`배우자의직계존속금액` is highly overall correlated with `구분` and 8 other fields	High correlation
`구분` has unique values	Unique
`건수계` has unique values	Unique
`금액계` has unique values	Unique
`공무원건수` has unique values	Unique
`공무원금액` has unique values	Unique
`직계존비속건수` has unique values	Unique
`직계존비속금액` has unique values	Unique
`배우자의직계존속건수` has unique values	Unique
`배우자의직계존속금액` has unique values	Unique

Reproduction

Analysis started	2023-12-12 22:25:02.104057
Analysis finished	2023-12-12 22:25:15.956310
Duration	13.85 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	38
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2003.5

Minimum	1985
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	474.0 B

Quantile statistics

Minimum	1985
5-th percentile	1986.85
Q1	1994.25
median	2003.5
Q3	2012.75
95-th percentile	2020.15
Maximum	2022
Range	37
Interquartile range (IQR)	18.5

Descriptive statistics

Standard deviation	11.113055
Coefficient of variation (CV)	0.0055468208
Kurtosis	-1.2
Mean	2003.5
Median Absolute Deviation (MAD)	9.5
Skewness	0
Sum	76133
Variance	123.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1985	1	2.6%
2014	1	2.6%
2007	1	2.6%
2008	1	2.6%
2009	1	2.6%
2010	1	2.6%
2011	1	2.6%
2012	1	2.6%
2013	1	2.6%
2015	1	2.6%
Other values (28)	28	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1985	1	2.6%
1986	1	2.6%
1987	1	2.6%
1988	1	2.6%
1989	1	2.6%
1990	1	2.6%
1991	1	2.6%
1992	1	2.6%
1993	1	2.6%
1994	1	2.6%

Value	Count	Frequency (%)
2022	1	2.6%
2021	1	2.6%
2020	1	2.6%
2019	1	2.6%
2018	1	2.6%
2017	1	2.6%
2016	1	2.6%
2015	1	2.6%
2014	1	2.6%
2013	1	2.6%

건수계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	38
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27051.947

Minimum	13519
Maximum	39904
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	474.0 B

Quantile statistics

Minimum	13519
5-th percentile	18930
Q1	24267.5
median	26965.5
Q3	29474.75
95-th percentile	34922.75
Maximum	39904
Range	26385
Interquartile range (IQR)	5207.25

Descriptive statistics

Standard deviation	5090.5928
Coefficient of variation (CV)	0.18817842
Kurtosis	1.1359179
Mean	27051.947
Median Absolute Deviation (MAD)	2690.5
Skewness	-0.15628686
Sum	1027974
Variance	25914135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
13519	1	2.6%
29500	1	2.6%
30274	1	2.6%
30140	1	2.6%
29399	1	2.6%
33659	1	2.6%
32323	1	2.6%
30336	1	2.6%
30612	1	2.6%
28977	1	2.6%
Other values (28)	28	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13519	1	2.6%
17315	1	2.6%
19215	1	2.6%
19578	1	2.6%
21970	1	2.6%
22329	1	2.6%
22810	1	2.6%
23582	1	2.6%
23726	1	2.6%
24119	1	2.6%

Value	Count	Frequency (%)
39904	1	2.6%
36406	1	2.6%
34661	1	2.6%
33659	1	2.6%
32323	1	2.6%
30612	1	2.6%
30336	1	2.6%
30274	1	2.6%
30140	1	2.6%
29500	1	2.6%

금액계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	38
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60195.737

Minimum	4916
Maximum	144592
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	474.0 B

Quantile statistics

Minimum	4916
5-th percentile	8844.35
Q1	34999.75
median	54729.5
Q3	87947.25
95-th percentile	125996.65
Maximum	144592
Range	139676
Interquartile range (IQR)	52947.5

Descriptive statistics

Standard deviation	35947.009
Coefficient of variation (CV)	0.59716869
Kurtosis	-0.44959674
Mean	60195.737
Median Absolute Deviation (MAD)	30068.5
Skewness	0.41301996
Sum	2287438
Variance	1.2921875 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
4916	1	2.6%
88117	1	2.6%
72177	1	2.6%
73314	1	2.6%
72190	1	2.6%
86008	1	2.6%
87438	1	2.6%
83740	1	2.6%
88206	1	2.6%
89896	1	2.6%
Other values (28)	28	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4916	1	2.6%
7373	1	2.6%
9104	1	2.6%
10878	1	2.6%
15784	1	2.6%
19477	1	2.6%
23603	1	2.6%
28031	1	2.6%
32829	1	2.6%
34451	1	2.6%

Value	Count	Frequency (%)
144592	1	2.6%
132245	1	2.6%
124894	1	2.6%
101874	1	2.6%
99689	1	2.6%
93049	1	2.6%
91288	1	2.6%
89896	1	2.6%
88206	1	2.6%
88117	1	2.6%

공무원건수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	38
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1034.6053

Minimum	520
Maximum	1824
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	474.0 B

Quantile statistics

Minimum	520
5-th percentile	541.75
Q1	661.25
median	731.5
Q3	1571
95-th percentile	1771.2
Maximum	1824
Range	1304
Interquartile range (IQR)	909.75

Descriptive statistics

Standard deviation	476.49642
Coefficient of variation (CV)	0.46055867
Kurtosis	-1.555577
Mean	1034.6053
Median Absolute Deviation (MAD)	152
Skewness	0.53966012
Sum	39315
Variance	227048.84
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1153	1	2.6%
621	1	2.6%
707	1	2.6%
709	1	2.6%
660	1	2.6%
775	1	2.6%
801	1	2.6%
687	1	2.6%
665	1	2.6%
643	1	2.6%
Other values (28)	28	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
520	1	2.6%
529	1	2.6%
544	1	2.6%
553	1	2.6%
607	1	2.6%
621	1	2.6%
643	1	2.6%
656	1	2.6%
658	1	2.6%
660	1	2.6%

Value	Count	Frequency (%)
1824	1	2.6%
1795	1	2.6%
1767	1	2.6%
1744	1	2.6%
1693	1	2.6%
1683	1	2.6%
1644	1	2.6%
1643	1	2.6%
1590	1	2.6%
1589	1	2.6%

공무원금액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	38
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5086.8947

Minimum	459
Maximum	7786
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	474.0 B

Quantile statistics

Minimum	459
5-th percentile	726.9
Q1	4430.5
median	5412
Q3	6273.5
95-th percentile	7732.15
Maximum	7786
Range	7327
Interquartile range (IQR)	1843

Descriptive statistics

Standard deviation	1893.9115
Coefficient of variation (CV)	0.3723119
Kurtosis	1.0063095
Mean	5086.8947
Median Absolute Deviation (MAD)	984
Skewness	-1.1081348
Sum	193302
Variance	3586900.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
459	1	2.6%
5685	1	2.6%
5259	1	2.6%
5399	1	2.6%
5044	1	2.6%
5805	1	2.6%
6480	1	2.6%
5908	1	2.6%
5873	1	2.6%
6029	1	2.6%
Other values (28)	28	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
459	1	2.6%
698	1	2.6%
732	1	2.6%
911	1	2.6%
3179	1	2.6%
3498	1	2.6%
3882	1	2.6%
3944	1	2.6%
3966	1	2.6%
4387	1	2.6%

Value	Count	Frequency (%)
7786	1	2.6%
7733	1	2.6%
7732	1	2.6%
7075	1	2.6%
7057	1	2.6%
6663	1	2.6%
6657	1	2.6%
6544	1	2.6%
6480	1	2.6%
6355	1	2.6%

배우자건수
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	97.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	650.52632

Minimum	375
Maximum	1284
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	474.0 B

Quantile statistics

Minimum	375
5-th percentile	395.7
Q1	484.25
median	603.5
Q3	776.5
95-th percentile	1156
Maximum	1284
Range	909
Interquartile range (IQR)	292.25

Descriptive statistics

Standard deviation	227.35943
Coefficient of variation (CV)	0.34950074
Kurtosis	1.431874
Mean	650.52632
Median Absolute Deviation (MAD)	138.5
Skewness	1.2426628
Sum	24720
Variance	51692.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
538	2	5.3%
454	1	2.6%
475	1	2.6%
514	1	2.6%
453	1	2.6%
584	1	2.6%
544	1	2.6%
508	1	2.6%
498	1	2.6%
394	1	2.6%
Other values (27)	27	71.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
375	1	2.6%
394	1	2.6%
396	1	2.6%
402	1	2.6%
407	1	2.6%
453	1	2.6%
454	1	2.6%
466	1	2.6%
475	1	2.6%
482	1	2.6%

Value	Count	Frequency (%)
1284	1	2.6%
1258	1	2.6%
1138	1	2.6%
923	1	2.6%
842	1	2.6%
841	1	2.6%
819	1	2.6%
810	1	2.6%
801	1	2.6%
783	1	2.6%

배우자금액
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	97.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1311.9737

Minimum	222
Maximum	3232
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	474.0 B

Quantile statistics

Minimum	222
5-th percentile	432.7
Q1	1119.75
median	1289
Q3	1431.25
95-th percentile	2869.3
Maximum	3232
Range	3010
Interquartile range (IQR)	311.5

Descriptive statistics

Standard deviation	638.38404
Coefficient of variation (CV)	0.48658296
Kurtosis	3.0822533
Mean	1311.9737
Median Absolute Deviation (MAD)	158
Skewness	1.294415
Sum	49855
Variance	407534.19
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
1167	2	5.3%
1295	1	2.6%
1459	1	2.6%
1393	1	2.6%
1250	1	2.6%
1528	1	2.6%
1435	1	2.6%
1336	1	2.6%
1369	1	2.6%
222	1	2.6%
Other values (27)	27	71.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
222	1	2.6%
363	1	2.6%
445	1	2.6%
449	1	2.6%
506	1	2.6%
624	1	2.6%
713	1	2.6%
981	1	2.6%
1061	1	2.6%
1104	1	2.6%

Value	Count	Frequency (%)
3232	1	2.6%
3092	1	2.6%
2830	1	2.6%
1709	1	2.6%
1682	1	2.6%
1618	1	2.6%
1528	1	2.6%
1514	1	2.6%
1459	1	2.6%
1435	1	2.6%

직계존비속건수
Real number (ℝ)

UNIQUE

Distinct	38
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20758.474

Minimum	11556
Maximum	25592
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	474.0 B

Quantile statistics

Minimum	11556
5-th percentile	16255.7
Q1	17962
median	21276.5
Q3	23552
95-th percentile	25189.8
Maximum	25592
Range	14036
Interquartile range (IQR)	5590

Descriptive statistics

Standard deviation	3396.6885
Coefficient of variation (CV)	0.16362901
Kurtosis	-0.16504714
Mean	20758.474
Median Absolute Deviation (MAD)	2790.5
Skewness	-0.55793398
Sum	788822
Variance	11537493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
11556	1	2.6%
17798	1	2.6%
25592	1	2.6%
25158	1	2.6%
24781	1	2.6%
22165	1	2.6%
19888	1	2.6%
18507	1	2.6%
18465	1	2.6%
17772	1	2.6%
Other values (28)	28	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11556	1	2.6%
14367	1	2.6%
16589	1	2.6%
16610	1	2.6%
16783	1	2.6%
17469	1	2.6%
17504	1	2.6%
17566	1	2.6%
17772	1	2.6%
17798	1	2.6%

Value	Count	Frequency (%)
25592	1	2.6%
25370	1	2.6%
25158	1	2.6%
24876	1	2.6%
24781	1	2.6%
24594	1	2.6%
24375	1	2.6%
23835	1	2.6%
23798	1	2.6%
23589	1	2.6%

직계존비속금액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	38
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40684.605

Minimum	4133
Maximum	88527
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	474.0 B

Quantile statistics

Minimum	4133
5-th percentile	7478.75
Q1	26846.5
median	45113.5
Q3	53601
95-th percentile	75697.6
Maximum	88527
Range	84394
Interquartile range (IQR)	26754.5

Descriptive statistics

Standard deviation	20773.04
Coefficient of variation (CV)	0.51058723
Kurtosis	-0.38011913
Mean	40684.605
Median Absolute Deviation (MAD)	12592
Skewness	0.047825427
Sum	1546015
Variance	4.3151919 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
4133	1	2.6%
50834	1	2.6%
56930	1	2.6%
56906	1	2.6%
56673	1	2.6%
52992	1	2.6%
50860	1	2.6%
48621	1	2.6%
50806	1	2.6%
52638	1	2.6%
Other values (28)	28	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4133	1	2.6%
6021	1	2.6%
7736	1	2.6%
9175	1	2.6%
11639	1	2.6%
14277	1	2.6%
17182	1	2.6%
20357	1	2.6%
24349	1	2.6%
26634	1	2.6%

Value	Count	Frequency (%)
88527	1	2.6%
80002	1	2.6%
74938	1	2.6%
59682	1	2.6%
58783	1	2.6%
56930	1	2.6%
56906	1	2.6%
56673	1	2.6%
54519	1	2.6%
53804	1	2.6%

배우자의직계존속건수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	38
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4608.3421

Minimum	272
Maximum	13373
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	474.0 B

Quantile statistics

Minimum	272
5-th percentile	552.2
Q1	995.25
median	1489.5
Q3	10201.75
95-th percentile	12051.05
Maximum	13373
Range	13101
Interquartile range (IQR)	9206.5

Descriptive statistics

Standard deviation	4689.0692
Coefficient of variation (CV)	1.0175176
Kurtosis	-1.4352067
Mean	4608.3421
Median Absolute Deviation (MAD)	901
Skewness	0.68031309
Sum	175117
Variance	21987370
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
272	1	2.6%
10627	1	2.6%
3437	1	2.6%
3759	1	2.6%
3505	1	2.6%
10135	1	2.6%
11090	1	2.6%
10634	1	2.6%
10984	1	2.6%
10168	1	2.6%
Other values (28)	28	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
272	1	2.6%
508	1	2.6%
560	1	2.6%
617	1	2.6%
718	1	2.6%
776	1	2.6%
809	1	2.6%
832	1	2.6%
866	1	2.6%
984	1	2.6%

Value	Count	Frequency (%)
13373	1	2.6%
12278	1	2.6%
12011	1	2.6%
11090	1	2.6%
10984	1	2.6%
10634	1	2.6%
10627	1	2.6%
10310	1	2.6%
10244	1	2.6%
10213	1	2.6%

배우자의직계존속금액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	38
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13112.263

Minimum	102
Maximum	46651
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	474.0 B

Quantile statistics

Minimum	102
5-th percentile	262.8
Q1	1392
median	2696.5
Q3	29712.25
95-th percentile	41849
Maximum	46651
Range	46549
Interquartile range (IQR)	28320.25

Descriptive statistics

Standard deviation	15501.047
Coefficient of variation (CV)	1.1821794
Kurtosis	-0.97590477
Mean	13112.263
Median Absolute Deviation (MAD)	2386.5
Skewness	0.82921127
Sum	498266
Variance	2.4028247 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
102	1	2.6%
30303	1	2.6%
8529	1	2.6%
9616	1	2.6%
9223	1	2.6%
25683	1	2.6%
28663	1	2.6%
27875	1	2.6%
30158	1	2.6%
30062	1	2.6%
Other values (28)	28	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
102	1	2.6%
205	1	2.6%
273	1	2.6%
347	1	2.6%
460	1	2.6%
632	1	2.6%
702	1	2.6%
868	1	2.6%
1021	1	2.6%
1332	1	2.6%

Value	Count	Frequency (%)
46651	1	2.6%
42801	1	2.6%
41681	1	2.6%
34940	1	2.6%
34124	1	2.6%
31961	1	2.6%
30776	1	2.6%
30303	1	2.6%
30158	1	2.6%
30062	1	2.6%

Phik (φk)
Auto

Heatmap
Table

	구분	건수계	금액계	공무원건수	공무원금액	배우자건수	배우자금액	직계존비속건수	직계존비속금액	배우자의직계존속건수	배우자의직계존속금액
구분	1.000	0.761	0.895	0.769	0.766	0.691	0.690	0.690	0.855	0.769	0.689
건수계	0.761	1.000	0.910	0.593	0.616	0.873	0.741	0.794	0.924	0.739	0.670
금액계	0.895	0.910	1.000	0.742	0.793	0.894	0.795	0.637	0.978	0.915	0.868
공무원건수	0.769	0.593	0.742	1.000	0.574	0.736	0.724	0.687	0.576	0.418	0.000
공무원금액	0.766	0.616	0.793	0.574	1.000	0.648	0.594	0.760	0.736	0.575	0.362
배우자건수	0.691	0.873	0.894	0.736	0.648	1.000	0.894	0.680	0.791	0.541	0.000
배우자금액	0.690	0.741	0.795	0.724	0.594	0.894	1.000	0.531	0.779	0.000	0.000
직계존비속건수	0.690	0.794	0.637	0.687	0.760	0.680	0.531	1.000	0.575	0.472	0.221
직계존비속금액	0.855	0.924	0.978	0.576	0.736	0.791	0.779	0.575	1.000	0.797	0.768
배우자의직계존속건수	0.769	0.739	0.915	0.418	0.575	0.541	0.000	0.472	0.797	1.000	0.900
배우자의직계존속금액	0.689	0.670	0.868	0.000	0.362	0.000	0.000	0.221	0.768	0.900	1.000

Heatmap
Table

	구분	건수계	금액계	공무원건수	공무원금액	배우자건수	배우자금액	직계존비속건수	직계존비속금액	배우자의직계존속건수	배우자의직계존속금액
구분	1.000	0.840	0.989	-0.799	0.489	-0.740	0.655	0.110	0.951	0.948	0.993
건수계	0.840	1.000	0.878	-0.511	0.701	-0.514	0.619	0.388	0.866	0.915	0.862
금액계	0.989	0.878	1.000	-0.784	0.552	-0.704	0.654	0.154	0.960	0.953	0.993
공무원건수	-0.799	-0.511	-0.784	1.000	-0.044	0.705	-0.455	0.138	-0.747	-0.683	-0.788
공무원금액	0.489	0.701	0.552	-0.044	1.000	-0.176	0.332	0.378	0.487	0.610	0.524
배우자건수	-0.740	-0.514	-0.704	0.705	-0.176	1.000	-0.091	0.290	-0.682	-0.707	-0.733
배우자금액	0.655	0.619	0.654	-0.455	0.332	-0.091	1.000	0.500	0.675	0.603	0.645
직계존비속건수	0.110	0.388	0.154	0.138	0.378	0.290	0.500	1.000	0.313	0.169	0.131
직계존비속금액	0.951	0.866	0.960	-0.747	0.487	-0.682	0.675	0.313	1.000	0.902	0.953
배우자의직계존속건수	0.948	0.915	0.953	-0.683	0.610	-0.707	0.603	0.169	0.902	1.000	0.967
배우자의직계존속금액	0.993	0.862	0.993	-0.788	0.524	-0.733	0.645	0.131	0.953	0.967	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

	구분	건수계	금액계	공무원건수	공무원금액	배우자건수	배우자금액	직계존비속건수	직계존비속금액	배우자의직계존속건수	배우자의직계존속금액
0	1985	13519	4916	1153	459	538	222	11556	4133	272	102
1	1986	17315	7373	1517	698	923	449	14367	6021	508	205
2	1987	19215	9104	1387	732	658	363	16610	7736	560	273
3	1988	19578	10878	1498	911	680	445	16783	9175	617	347
4	1989	22329	15784	1693	3179	720	506	19198	11639	718	460
5	1990	22810	19477	1589	3944	757	624	19655	14277	809	632
6	1991	23582	23603	1767	5006	709	713	20330	17182	776	702
7	1992	24713	28031	1824	5825	842	981	21215	20357	832	868
8	1993	25697	32829	1744	6355	841	1104	22246	24349	866	1021
9	1994	26924	36646	1644	6663	810	1167	23441	27484	1029	1332

	구분	건수계	금액계	공무원건수	공무원금액	배우자건수	배우자금액	직계존비속건수	직계존비속금액	배우자의직계존속건수	배우자의직계존속금액
28	2013	30612	88206	665	5873	498	1369	18465	50806	10984	30158
29	2014	29500	88117	621	5685	454	1295	17798	50834	10627	30303
30	2015	28977	89896	643	6029	394	1167	17772	52638	10168	30062
31	2016	28836	93049	553	5304	407	1265	17566	54519	10310	31961
32	2017	27007	91288	520	5425	396	1283	16589	53804	9502	30776
33	2018	28621	99689	529	5526	375	1256	17504	58783	10213	34124
34	2019	28659	101874	544	5882	402	1370	17469	59682	10244	34940
35	2020	34661	124894	607	6657	466	1618	21577	74938	12011	41681
36	2021	36406	132245	694	7733	491	1709	22943	80002	12278	42801
37	2022	39904	144592	679	7732	482	1682	25370	88527	13373	46651

Overview

Variables

Interactions

Correlations

Missing values

Sample