gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	82
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.4 KiB
Average record size in memory	117.6 B

Variable types

Numeric	12
Categorical	1

Dataset

Description	연금급여 종류별(퇴직연금, 퇴직연금일시금, 유족연금 유족연금일시금 등) 급여지급액(연금급여) 추이에 대한 데이터입니다.
URL	https://www.data.go.kr/data/15054026/fileData.do

Alerts

`연도` is highly overall correlated with `퇴직급여(계)` and 5 other fields	High correlation
`퇴직급여(계)` is highly overall correlated with `연도` and 5 other fields	High correlation
`퇴직(연금)일시금` is highly overall correlated with `퇴직연금공제일시금` and 5 other fields	High correlation
`퇴직연금공제일시금` is highly overall correlated with `퇴직(연금)일시금` and 3 other fields	High correlation
`퇴직연금` is highly overall correlated with `연도` and 5 other fields	High correlation
`기타급여` is highly overall correlated with `퇴직(연금)일시금` and 2 other fields	High correlation
`유족급여(계)` is highly overall correlated with `연도` and 5 other fields	High correlation
`유족(연금)일시금` is highly overall correlated with `퇴직(연금)일시금` and 4 other fields	High correlation
`유족연금` is highly overall correlated with `연도` and 5 other fields	High correlation
`유족연금부가금` is highly overall correlated with `연도` and 9 other fields	High correlation
`유족연금특별부가금` is highly overall correlated with `연도` and 8 other fields	High correlation
`유족급여가산금` is highly overall correlated with `기타급여`	High correlation
`구분` is highly overall correlated with `퇴직(연금)일시금` and 3 other fields	High correlation
`퇴직급여(계)` has unique values	Unique
`퇴직(연금)일시금` has unique values	Unique
`퇴직연금공제일시금` has unique values	Unique
`퇴직연금` has unique values	Unique
`유족급여(계)` has unique values	Unique
`유족연금` has unique values	Unique
`기타급여` has 64 (78.0%) zeros	Zeros
`유족연금특별부가금` has 6 (7.3%) zeros	Zeros
`유족급여가산금` has 71 (86.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 16:08:15.450303
Analysis finished	2023-12-12 16:08:29.491304
Duration	14.04 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2002

Minimum	1982
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	1982
5-th percentile	1984
Q1	1992
median	2002
Q3	2012
95-th percentile	2020
Maximum	2022
Range	40
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	11.904974
Coefficient of variation (CV)	0.0059465402
Kurtosis	-1.2011399
Mean	2002
Median Absolute Deviation (MAD)	10
Skewness	0
Sum	164164
Variance	141.7284
Monotonicity	Increasing

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1982	2	2.4%
2013	2	2.4%
2005	2	2.4%
2006	2	2.4%
2007	2	2.4%
2008	2	2.4%
2009	2	2.4%
2010	2	2.4%
2011	2	2.4%
2012	2	2.4%
Other values (31)	62	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1982	2	2.4%
1983	2	2.4%
1984	2	2.4%
1985	2	2.4%
1986	2	2.4%
1987	2	2.4%
1988	2	2.4%
1989	2	2.4%
1990	2	2.4%
1991	2	2.4%

Value	Count	Frequency (%)
2022	2	2.4%
2021	2	2.4%
2020	2	2.4%
2019	2	2.4%
2018	2	2.4%
2017	2	2.4%
2016	2	2.4%
2015	2	2.4%
2014	2	2.4%
2013	2	2.4%

구분
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Memory size	788.0 B

건수	41
금액	41

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	건수
2nd row	금액
3rd row	건수
4th row	금액
5th row	건수

Common Values

Value	Count	Frequency (%)
건수	41	50.0%
금액	41	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
건수	41	50.0%
금액	41	50.0%

퇴직급여(계)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	82
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3540721.8

Minimum	37152
Maximum	16725152
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	37152
5-th percentile	40109.55
Q1	193637.75
median	2548938
Q3	4981731
95-th percentile	12519728
Maximum	16725152
Range	16688000
Interquartile range (IQR)	4788093.2

Descriptive statistics

Standard deviation	4019540.3
Coefficient of variation (CV)	1.1352319
Kurtosis	1.8042512
Mean	3540721.8
Median Absolute Deviation (MAD)	2369852
Skewness	1.4892295
Sum	2.9033919 × 10⁸
Variance	1.6156704 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42058	1	1.2%
3662123	1	1.2%
3471050	1	1.2%
7298872	1	1.2%
3322632	1	1.2%
6720728	1	1.2%
3158627	1	1.2%
6234759	1	1.2%
3028012	1	1.2%
5819764	1	1.2%
Other values (72)	72	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37152	1	1.2%
37514	1	1.2%
38799	1	1.2%
39510	1	1.2%
40007	1	1.2%
42058	1	1.2%
42888	1	1.2%
43594	1	1.2%
50213	1	1.2%
56700	1	1.2%

Value	Count	Frequency (%)
16725152	1	1.2%
15363319	1	1.2%
14350692	1	1.2%
13398458	1	1.2%
12558078	1	1.2%
11791082	1	1.2%
11105905	1	1.2%
10489001	1	1.2%
9416504	1	1.2%
8691962	1	1.2%

퇴직(연금)일시금
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	82
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	228760.94

Minimum	6493
Maximum	2433918
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	6493
5-th percentile	8280.1
Q1	18981.25
median	93557.5
Q3	282424.25
95-th percentile	844500.55
Maximum	2433918
Range	2427425
Interquartile range (IQR)	263443

Descriptive statistics

Standard deviation	393095.92
Coefficient of variation (CV)	1.7183699
Kurtosis	17.438218
Mean	228760.94
Median Absolute Deviation (MAD)	84308.5
Skewness	3.807521
Sum	18758397
Variance	1.545244 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37795	1	1.2%
8930	1	1.2%
12002	1	1.2%
257035	1	1.2%
9676	1	1.2%
271700	1	1.2%
11852	1	1.2%
256862	1	1.2%
9507	1	1.2%
352399	1	1.2%
Other values (72)	72	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6493	1	1.2%
6810	1	1.2%
7321	1	1.2%
7395	1	1.2%
8269	1	1.2%
8491	1	1.2%
8930	1	1.2%
9507	1	1.2%
9676	1	1.2%
9798	1	1.2%

Value	Count	Frequency (%)
2433918	1	1.2%
2101181	1	1.2%
1033752	1	1.2%
869073	1	1.2%
846907	1	1.2%
798778	1	1.2%
655505	1	1.2%
575439	1	1.2%
464186	1	1.2%
449606	1	1.2%

퇴직연금공제일시금
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	82
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58319.305

Minimum	222
Maximum	929227
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	222
5-th percentile	831.55
Q1	2371
median	7704
Q3	63340
95-th percentile	173275.55
Maximum	929227
Range	929005
Interquartile range (IQR)	60969

Descriptive statistics

Standard deviation	121599.9
Coefficient of variation (CV)	2.0850712
Kurtosis	33.188024
Mean	58319.305
Median Absolute Deviation (MAD)	7114.5
Skewness	5.1085068
Sum	4782183
Variance	1.4786536 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
222	1	1.2%
1383	1	1.2%
1206	1	1.2%
52618	1	1.2%
1006	1	1.2%
62527	1	1.2%
1376	1	1.2%
58363	1	1.2%
1101	1	1.2%
110082	1	1.2%
Other values (72)	72	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
222	1	1.2%
381	1	1.2%
471	1	1.2%
708	1	1.2%
828	1	1.2%
899	1	1.2%
1006	1	1.2%
1073	1	1.2%
1101	1	1.2%
1113	1	1.2%

Value	Count	Frequency (%)
929227	1	1.2%
402782	1	1.2%
334575	1	1.2%
227828	1	1.2%
173684	1	1.2%
165515	1	1.2%
148098	1	1.2%
138527	1	1.2%
136233	1	1.2%
135990	1	1.2%

퇴직연금
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	82
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3246685.6

Minimum	3556
Maximum	16359522
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	3556
5-th percentile	9951.45
Q1	60306.5
median	1986767
Q3	4741470.8
95-th percentile	12272940
Maximum	16359522
Range	16355966
Interquartile range (IQR)	4681164.2

Descriptive statistics

Standard deviation	4003111.1
Coefficient of variation (CV)	1.2329839
Kurtosis	1.8463158
Mean	3246685.6
Median Absolute Deviation (MAD)	1949124
Skewness	1.5306567
Sum	2.6622822 × 10⁸
Variance	1.6024898 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3556	1	1.2%
3651810	1	1.2%
3457842	1	1.2%
6989219	1	1.2%
3311950	1	1.2%
6386501	1	1.2%
3145399	1	1.2%
5919534	1	1.2%
3017404	1	1.2%
5357283	1	1.2%
Other values (72)	72	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3556	1	1.2%
5390	1	1.2%
6940	1	1.2%
8691	1	1.2%
9926	1	1.2%
10435	1	1.2%
14196	1	1.2%
14973	1	1.2%
17186	1	1.2%
19787	1	1.2%

Value	Count	Frequency (%)
16359522	1	1.2%
15073971	1	1.2%
14066376	1	1.2%
13156534	1	1.2%
12311363	1	1.2%
11542906	1	1.2%
10853079	1	1.2%
10176825	1	1.2%
9060745	1	1.2%
8378622	1	1.2%

기타급여
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	23.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6955.9268

Minimum	0
Maximum	162689
Zeros	64
Zeros (%)	78.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	37719.95
Maximum	162689
Range	162689
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26344.484
Coefficient of variation (CV)	3.7873434
Kurtosis	23.185062
Mean	6955.9268
Median Absolute Deviation (MAD)	0
Skewness	4.7336282
Sum	570386
Variance	6.9403182 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	64	78.0%
485	1	1.2%
1465	1	1.2%
815	1	1.2%
18371	1	1.2%
6068	1	1.2%
2047	1	1.2%
2260	1	1.2%
2688	1	1.2%
1725	1	1.2%
Other values (9)	9	11.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64	78.0%
42	1	1.2%
485	1	1.2%
815	1	1.2%
1465	1	1.2%
1725	1	1.2%
1863	1	1.2%
2047	1	1.2%
2260	1	1.2%
2688	1	1.2%

Value	Count	Frequency (%)
162689	1	1.2%
138024	1	1.2%
97084	1	1.2%
45052	1	1.2%
38160	1	1.2%
29359	1	1.2%
22189	1	1.2%
18371	1	1.2%
6068	1	1.2%
2688	1	1.2%

유족급여(계)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	82
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	324549.15

Minimum	1526
Maximum	1374966
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	1526
5-th percentile	1782.5
Q1	17435
median	158328
Q3	531357.75
95-th percentile	1057465
Maximum	1374966
Range	1373440
Interquartile range (IQR)	513922.75

Descriptive statistics

Standard deviation	362753.65
Coefficient of variation (CV)	1.1177156
Kurtosis	0.31418368
Mean	324549.15
Median Absolute Deviation (MAD)	154485.5
Skewness	1.1315084
Sum	26613030
Variance	1.3159021 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1526	1	1.2%
484381	1	1.2%
444445	1	1.2%
602880	1	1.2%
405600	1	1.2%
533676	1	1.2%
368295	1	1.2%
477591	1	1.2%
334430	1	1.2%
429814	1	1.2%
Other values (72)	72	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1526	1	1.2%
1670	1	1.2%
1726	1	1.2%
1729	1	1.2%
1772	1	1.2%
1982	1	1.2%
2434	1	1.2%
2778	1	1.2%
3070	1	1.2%
3609	1	1.2%

Value	Count	Frequency (%)
1374966	1	1.2%
1265914	1	1.2%
1191253	1	1.2%
1126460	1	1.2%
1060487	1	1.2%
1000046	1	1.2%
939881	1	1.2%
911893	1	1.2%
896734	1	1.2%
854054	1	1.2%

유족(연금)일시금
Real number (ℝ)

HIGH CORRELATION

Distinct	80
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19560.976

Minimum	278
Maximum	86303
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	278
5-th percentile	328.45
Q1	682.5
median	7275.5
Q3	32126.5
95-th percentile	76309.65
Maximum	86303
Range	86025
Interquartile range (IQR)	31444

Descriptive statistics

Standard deviation	23324.017
Coefficient of variation (CV)	1.1923749
Kurtosis	1.0600844
Mean	19560.976
Median Absolute Deviation (MAD)	6988.5
Skewness	1.2597935
Sum	1604000
Variance	5.4400976 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1557	2	2.4%
413	2	2.4%
1384	1	1.2%
33268	1	1.2%
429	1	1.2%
32349	1	1.2%
476	1	1.2%
29923	1	1.2%
471	1	1.2%
31108	1	1.2%
Other values (70)	70	85.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
278	1	1.2%
296	1	1.2%
311	1	1.2%
321	1	1.2%
327	1	1.2%
356	1	1.2%
361	1	1.2%
364	1	1.2%
413	2	2.4%
429	1	1.2%

Value	Count	Frequency (%)
86303	1	1.2%
83895	1	1.2%
81457	1	1.2%
80506	1	1.2%
76708	1	1.2%
68741	1	1.2%
61880	1	1.2%
51641	1	1.2%
46011	1	1.2%
43750	1	1.2%

유족연금
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	82
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	297811.67

Minimum	140
Maximum	1324424
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	140
5-th percentile	290.8
Q1	3823.75
median	135346.5
Q3	513345.25
95-th percentile	1010237.6
Maximum	1324424
Range	1324284
Interquartile range (IQR)	509521.5

Descriptive statistics

Standard deviation	358731.68
Coefficient of variation (CV)	1.2045588
Kurtosis	0.19234093
Mean	297811.67
Median Absolute Deviation (MAD)	134873.5
Skewness	1.114672
Sum	24420557
Variance	1.2868842 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140	1	1.2%
483224	1	1.2%
443324	1	1.2%
547210	1	1.2%
404362	1	1.2%
483331	1	1.2%
367138	1	1.2%
426306	1	1.2%
333231	1	1.2%
377277	1	1.2%
Other values (72)	72	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
140	1	1.2%
169	1	1.2%
225	1	1.2%
261	1	1.2%
290	1	1.2%
306	1	1.2%
351	1	1.2%
376	1	1.2%
452	1	1.2%
494	1	1.2%

Value	Count	Frequency (%)
1324424	1	1.2%
1216201	1	1.2%
1143454	1	1.2%
1077323	1	1.2%
1013288	1	1.2%
952279	1	1.2%
910854	1	1.2%
897469	1	1.2%
853011	1	1.2%
838953	1	1.2%

유족연금부가금
Real number (ℝ)

HIGH CORRELATION

Distinct	79
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4233.0854

Minimum	2
Maximum	17192
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	2
5-th percentile	15.05
Q1	190
median	404
Q3	8078
95-th percentile	16223.25
Maximum	17192
Range	17190
Interquartile range (IQR)	7888

Descriptive statistics

Standard deviation	5923.3173
Coefficient of variation (CV)	1.3992908
Kurtosis	-0.45585304
Mean	4233.0854
Median Absolute Deviation (MAD)	371.5
Skewness	1.1212412
Sum	347113
Variance	35085687
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
336	2	2.4%
15	2	2.4%
381	2	2.4%
12318	1	1.2%
443	1	1.2%
16233	1	1.2%
449	1	1.2%
13831	1	1.2%
391	1	1.2%
13129	1	1.2%
Other values (69)	69	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	1.2%
6	1	1.2%
11	1	1.2%
15	2	2.4%
16	1	1.2%
17	1	1.2%
48	1	1.2%
51	1	1.2%
68	1	1.2%
106	1	1.2%

Value	Count	Frequency (%)
17192	1	1.2%
16495	1	1.2%
16469	1	1.2%
16394	1	1.2%
16233	1	1.2%
16038	1	1.2%
15140	1	1.2%
14777	1	1.2%
14502	1	1.2%
14271	1	1.2%

유족연금특별부가금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	75
Distinct (%)	91.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2160.9756

Minimum	0
Maximum	9130
Zeros	6
Zeros (%)	7.3%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	155.25
median	319.5
Q3	4261.75
95-th percentile	8052.1
Maximum	9130
Range	9130
Interquartile range (IQR)	4106.5

Descriptive statistics

Standard deviation	2979.2845
Coefficient of variation (CV)	1.3786757
Kurtosis	-0.41320569
Mean	2160.9756
Median Absolute Deviation (MAD)	279.5
Skewness	1.1276898
Sum	177200
Variance	8876136.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	7.3%
336	2	2.4%
91	2	2.4%
7048	1	1.2%
6106	1	1.2%
249	1	1.2%
7088	1	1.2%
313	1	1.2%
6591	1	1.2%
295	1	1.2%
Other values (65)	65	79.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	7.3%
17	1	1.2%
19	1	1.2%
30	1	1.2%
32	1	1.2%
34	1	1.2%
46	1	1.2%
64	1	1.2%
72	1	1.2%
91	2	2.4%

Value	Count	Frequency (%)
9130	1	1.2%
8531	1	1.2%
8523	1	1.2%
8466	1	1.2%
8075	1	1.2%
7617	1	1.2%
7364	1	1.2%
7318	1	1.2%
7203	1	1.2%
7088	1	1.2%

유족급여가산금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	782.43902

Minimum	0
Maximum	17081
Zeros	71
Zeros (%)	86.6%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5860
Maximum	17081
Range	17081
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2961.9713
Coefficient of variation (CV)	3.7855618
Kurtosis	19.347205
Mean	782.43902
Median Absolute Deviation (MAD)	0
Skewness	4.3376382
Sum	64160
Variance	8773273.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	71	86.6%
3174	1	1.2%
4948	1	1.2%
5908	1	1.2%
6570	1	1.2%
10697	1	1.2%
15556	1	1.2%
17081	1	1.2%
184	1	1.2%
16	1	1.2%
Other values (2)	2	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	71	86.6%
4	1	1.2%
16	1	1.2%
22	1	1.2%
184	1	1.2%
3174	1	1.2%
4948	1	1.2%
5908	1	1.2%
6570	1	1.2%
10697	1	1.2%

Value	Count	Frequency (%)
17081	1	1.2%
15556	1	1.2%
10697	1	1.2%
6570	1	1.2%
5908	1	1.2%
4948	1	1.2%
3174	1	1.2%
184	1	1.2%
22	1	1.2%
16	1	1.2%

Phik (φk)
Auto

Heatmap
Table

	연도	구분	퇴직급여(계)	퇴직(연금)일시금	퇴직연금공제일시금	퇴직연금	기타급여	유족급여(계)	유족(연금)일시금	유족연금	유족연금부가금	유족연금특별부가금	유족급여가산금
연도	1.000	0.000	0.875	0.418	0.276	0.888	0.381	0.879	0.488	0.924	0.573	0.551	0.312
구분	0.000	1.000	0.391	0.581	0.629	0.403	0.311	0.000	1.000	0.000	0.758	0.716	0.258
퇴직급여(계)	0.875	0.391	1.000	0.000	0.000	0.997	0.000	0.978	0.376	0.974	0.650	0.639	0.000
퇴직(연금)일시금	0.418	0.581	0.000	1.000	0.887	0.000	0.207	0.000	0.843	0.000	0.750	0.847	0.000
퇴직연금공제일시금	0.276	0.629	0.000	0.887	1.000	0.000	0.243	0.000	0.843	0.000	0.704	0.891	0.000
퇴직연금	0.888	0.403	0.997	0.000	0.000	1.000	0.000	0.984	0.348	0.982	0.673	0.662	0.000
기타급여	0.381	0.311	0.000	0.207	0.243	0.000	1.000	0.000	0.667	0.000	0.000	0.000	0.990
유족급여(계)	0.879	0.000	0.978	0.000	0.000	0.984	0.000	1.000	0.000	0.996	0.565	0.542	0.000
유족(연금)일시금	0.488	1.000	0.376	0.843	0.843	0.348	0.667	0.000	1.000	0.000	0.861	0.935	0.656
유족연금	0.924	0.000	0.974	0.000	0.000	0.982	0.000	0.996	0.000	1.000	0.530	0.466	0.000
유족연금부가금	0.573	0.758	0.650	0.750	0.704	0.673	0.000	0.565	0.861	0.530	1.000	0.943	0.000
유족연금특별부가금	0.551	0.716	0.639	0.847	0.891	0.662	0.000	0.542	0.935	0.466	0.943	1.000	0.000
유족급여가산금	0.312	0.258	0.000	0.000	0.000	0.000	0.990	0.000	0.656	0.000	0.000	0.000	1.000

Heatmap
Table

	연도	퇴직급여(계)	퇴직(연금)일시금	퇴직연금공제일시금	퇴직연금	기타급여	유족급여(계)	유족(연금)일시금	유족연금	유족연금부가금	유족연금특별부가금	유족급여가산금	구분
연도	1.000	0.901	-0.200	0.028	0.952	-0.476	0.940	-0.261	0.984	0.650	0.662	-0.402	0.000
퇴직급여(계)	0.901	1.000	0.152	0.313	0.978	-0.224	0.974	0.089	0.950	0.842	0.838	-0.225	0.288
퇴직(연금)일시금	-0.200	0.152	1.000	0.879	0.052	0.501	-0.014	0.964	-0.078	0.536	0.515	0.329	0.608
퇴직연금공제일시금	0.028	0.313	0.879	1.000	0.252	0.341	0.162	0.874	0.134	0.671	0.669	0.216	0.450
퇴직연금	0.952	0.978	0.052	0.252	1.000	-0.340	0.978	-0.002	0.985	0.823	0.824	-0.268	0.290
기타급여	-0.476	-0.224	0.501	0.341	-0.340	1.000	-0.281	0.543	-0.377	0.009	-0.028	0.791	0.217
유족급여(계)	0.940	0.974	-0.014	0.162	0.978	-0.281	1.000	-0.062	0.977	0.766	0.758	-0.225	0.000
유족(연금)일시금	-0.261	0.089	0.964	0.874	-0.002	0.543	-0.062	1.000	-0.130	0.522	0.492	0.407	0.955
유족연금	0.984	0.950	-0.078	0.134	0.985	-0.377	0.977	-0.130	1.000	0.747	0.753	-0.305	0.000
유족연금부가금	0.650	0.842	0.536	0.671	0.823	0.009	0.766	0.522	0.747	1.000	0.956	0.003	0.740
유족연금특별부가금	0.662	0.838	0.515	0.669	0.824	-0.028	0.758	0.492	0.753	0.956	1.000	-0.054	0.696
유족급여가산금	-0.402	-0.225	0.329	0.216	-0.268	0.791	-0.225	0.407	-0.305	0.003	-0.054	1.000	0.179
구분	0.000	0.288	0.608	0.450	0.290	0.217	0.000	0.955	0.000	0.740	0.696	0.179	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

	연도	구분	퇴직급여(계)	퇴직(연금)일시금	퇴직연금공제일시금	퇴직연금	기타급여	유족급여(계)	유족(연금)일시금	유족연금	유족연금부가금	유족연금특별부가금	유족급여가산금
0	1982	건수	42058	37795	222	3556	485	1526	1384	140	2	0	0
1	1982	금액	143994	132668	1358	9926	42	13196	12924	261	11	0	0
2	1983	건수	40007	34236	381	5390	0	1670	1495	169	6	0	0
3	1983	금액	166244	148505	2766	14973	0	17078	16724	306	48	0	0
4	1984	건수	39510	32099	471	6940	0	1726	1486	225	15	0	0
5	1984	금액	158640	135250	3603	19787	0	18506	18087	351	68	0	0
6	1985	건수	38799	28599	1509	8691	0	1772	1448	290	15	19	0
7	1985	금액	198767	141267	9927	25384	22189	21739	17934	452	133	46	3174
8	1986	건수	37514	25238	1841	10435	0	1982	1557	376	17	32	0
9	1986	금액	242991	160096	15923	37613	29359	29824	23918	704	163	91	4948

	연도	구분	퇴직급여(계)	퇴직(연금)일시금	퇴직연금공제일시금	퇴직연금	유족급여(계)	유족(연금)일시금	유족연금	유족연금부가금	유족연금특별부가금
72	2018	건수	5024683	6810	1113	5016760	704382	311	703348	387	336
73	2018	금액	12558078	185888	60827	12311363	1060487	24174	1013288	14502	8523
74	2019	건수	5312706	8269	899	5303538	752151	321	751129	397	304
75	2019	금액	13398458	191137	50787	13156534	1126460	26285	1077323	14777	8075
76	2020	건수	5628262	9798	1073	5617391	801321	327	800353	324	317
77	2020	금액	14350692	221822	62494	14066376	1191253	26583	1143454	12750	8466
78	2021	건수	5953333	11227	828	5941278	854054	356	853011	368	319
79	2021	금액	15363319	238640	50708	15073971	1265914	26911	1216201	14271	8531
80	2022	건수	6275645	14408	708	6260529	911893	364	910854	381	294
81	2022	금액	16725152	319793	45837	16359522	1374966	28084	1324424	15140	7318

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample