gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	43
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.7 KiB
Average record size in memory	111.1 B

Variable types

Numeric	12

Dataset

Description	경력별(공무원, 군인, 사립학교) 재직기간 합산 승인건수에 대한 자료로 공무원경력, 군경력, 사립학교경력 등에 대한 합산 승인건수 데이터가 포함되어 있습니다.
URL	https://www.data.go.kr/data/15052953/fileData.do

Alerts

`연도` is highly overall correlated with `퇴직연금해당자(공무원)` and 5 other fields	High correlation
`합계` is highly overall correlated with `공무원경력(계)` and 3 other fields	High correlation
`공무원경력(계)` is highly overall correlated with `합계` and 1 other fields	High correlation
`퇴직연금해당자(공무원)` is highly overall correlated with `연도` and 4 other fields	High correlation
`미수령자(공무원)` is highly overall correlated with `연도` and 5 other fields	High correlation
`수령자(공무원)` is highly overall correlated with `연도` and 4 other fields	High correlation
`군경력(계)` is highly overall correlated with `합계` and 1 other fields	High correlation
`퇴직연금해당자(군)` is highly overall correlated with `퇴직연금해당자(사립)`	High correlation
`퇴직일시금해당자(군)` is highly overall correlated with `합계` and 1 other fields	High correlation
`사립학교경력(계)` is highly overall correlated with `연도` and 4 other fields	High correlation
`퇴직연금해당자(사립)` is highly overall correlated with `연도` and 6 other fields	High correlation
`퇴직일시금해당자(사립)` is highly overall correlated with `연도` and 4 other fields	High correlation
`연도` has unique values	Unique
`합계` has unique values	Unique
`수령자(공무원)` has unique values	Unique
`퇴직일시금해당자(군)` has unique values	Unique
`퇴직연금해당자(공무원)` has 1 (2.3%) zeros	Zeros
`사립학교경력(계)` has 3 (7.0%) zeros	Zeros
`퇴직연금해당자(사립)` has 21 (48.8%) zeros	Zeros
`퇴직일시금해당자(사립)` has 3 (7.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 13:23:21.668453
Analysis finished	2023-12-12 13:23:36.706084
Duration	15.04 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2001

Minimum	1980
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	1980
5-th percentile	1982.1
Q1	1990.5
median	2001
Q3	2011.5
95-th percentile	2019.9
Maximum	2022
Range	42
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	12.556539
Coefficient of variation (CV)	0.0062751318
Kurtosis	-1.2
Mean	2001
Median Absolute Deviation (MAD)	11
Skewness	0
Sum	86043
Variance	157.66667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1980	1	2.3%
1981	1	2.3%
2004	1	2.3%
2005	1	2.3%
2006	1	2.3%
2007	1	2.3%
2008	1	2.3%
2009	1	2.3%
2010	1	2.3%
2011	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1980	1	2.3%
1981	1	2.3%
1982	1	2.3%
1983	1	2.3%
1984	1	2.3%
1985	1	2.3%
1986	1	2.3%
1987	1	2.3%
1988	1	2.3%
1989	1	2.3%

Value	Count	Frequency (%)
2022	1	2.3%
2021	1	2.3%
2020	1	2.3%
2019	1	2.3%
2018	1	2.3%
2017	1	2.3%
2016	1	2.3%
2015	1	2.3%
2014	1	2.3%
2013	1	2.3%

합계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6656.5349

Minimum	2736
Maximum	11349
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	2736
5-th percentile	4413.1
Q1	5476.5
median	6353
Q3	7897.5
95-th percentile	9555.2
Maximum	11349
Range	8613
Interquartile range (IQR)	2421

Descriptive statistics

Standard deviation	1760.8609
Coefficient of variation (CV)	0.26453116
Kurtosis	0.35848362
Mean	6656.5349
Median Absolute Deviation (MAD)	1182
Skewness	0.36139196
Sum	286231
Variance	3100631.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
10164	1	2.3%
5481	1	2.3%
6553	1	2.3%
6047	1	2.3%
6053	1	2.3%
5171	1	2.3%
6672	1	2.3%
4630	1	2.3%
9570	1	2.3%
5291	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2736	1	2.3%
3412	1	2.3%
4389	1	2.3%
4630	1	2.3%
4895	1	2.3%
4953	1	2.3%
4988	1	2.3%
5104	1	2.3%
5171	1	2.3%
5291	1	2.3%

Value	Count	Frequency (%)
11349	1	2.3%
10164	1	2.3%
9570	1	2.3%
9422	1	2.3%
8486	1	2.3%
8437	1	2.3%
8331	1	2.3%
8172	1	2.3%
8119	1	2.3%
8097	1	2.3%

공무원경력(계)
Real number (ℝ)

HIGH CORRELATION

Distinct	42
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3777.9535

Minimum	1051
Maximum	9294
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	1051
5-th percentile	2017.1
Q1	2952.5
median	3320
Q3	4639.5
95-th percentile	5795.8
Maximum	9294
Range	8243
Interquartile range (IQR)	1687

Descriptive statistics

Standard deviation	1428.2599
Coefficient of variation (CV)	0.37805122
Kurtosis	4.0484026
Mean	3777.9535
Median Absolute Deviation (MAD)	839
Skewness	1.3229608
Sum	162452
Variance	2039926.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
3320	2	4.7%
9294	1	2.3%
2572	1	2.3%
2988	1	2.3%
2945	1	2.3%
2283	1	2.3%
2707	1	2.3%
1990	1	2.3%
4651	1	2.3%
2521	1	2.3%
Other values (32)	32	74.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1051	1	2.3%
1761	1	2.3%
1990	1	2.3%
2261	1	2.3%
2283	1	2.3%
2403	1	2.3%
2521	1	2.3%
2572	1	2.3%
2707	1	2.3%
2843	1	2.3%

Value	Count	Frequency (%)
9294	1	2.3%
6102	1	2.3%
5839	1	2.3%
5407	1	2.3%
5236	1	2.3%
5217	1	2.3%
5118	1	2.3%
4964	1	2.3%
4766	1	2.3%
4719	1	2.3%

퇴직연금해당자(공무원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	88.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.116279

Minimum	0
Maximum	912
Zeros	1
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	1.2
Q1	21.5
median	42
Q3	74
95-th percentile	192
Maximum	912
Range	912
Interquartile range (IQR)	52.5

Descriptive statistics

Standard deviation	140.92301
Coefficient of variation (CV)	1.8040159
Kurtosis	30.519507
Mean	78.116279
Median Absolute Deviation (MAD)	25
Skewness	5.186506
Sum	3359
Variance	19859.296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1	2	4.7%
21	2	4.7%
43	2	4.7%
35	2	4.7%
67	2	4.7%
0	1	2.3%
64	1	2.3%
41	1	2.3%
36	1	2.3%
44	1	2.3%
Other values (28)	28	65.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.3%
1	2	4.7%
3	1	2.3%
7	1	2.3%
12	1	2.3%
14	1	2.3%
16	1	2.3%
17	1	2.3%
21	2	4.7%
22	1	2.3%

Value	Count	Frequency (%)
912	1	2.3%
211	1	2.3%
193	1	2.3%
183	1	2.3%
165	1	2.3%
154	1	2.3%
120	1	2.3%
106	1	2.3%
102	1	2.3%
100	1	2.3%

미수령자(공무원)
Real number (ℝ)

HIGH CORRELATION

Distinct	42
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	764.93023

Minimum	147
Maximum	2604
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	147
5-th percentile	208
Q1	274.5
median	553
Q3	890.5
95-th percentile	2220.1
Maximum	2604
Range	2457
Interquartile range (IQR)	616

Descriptive statistics

Standard deviation	665.48809
Coefficient of variation (CV)	0.86999842
Kurtosis	1.3662967
Mean	764.93023
Median Absolute Deviation (MAD)	298
Skewness	1.4760486
Sum	32892
Variance	442874.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
553	2	4.7%
217	1	2.3%
644	1	2.3%
686	1	2.3%
661	1	2.3%
869	1	2.3%
697	1	2.3%
652	1	2.3%
821	1	2.3%
665	1	2.3%
Other values (32)	32	74.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
147	1	2.3%
171	1	2.3%
207	1	2.3%
217	1	2.3%
228	1	2.3%
237	1	2.3%
238	1	2.3%
243	1	2.3%
245	1	2.3%
255	1	2.3%

Value	Count	Frequency (%)
2604	1	2.3%
2570	1	2.3%
2243	1	2.3%
2014	1	2.3%
1843	1	2.3%
1510	1	2.3%
1463	1	2.3%
1443	1	2.3%
1383	1	2.3%
1132	1	2.3%

수령자(공무원)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2934.907

Minimum	890
Maximum	9077
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	890
5-th percentile	1388.3
Q1	1765
median	2477
Q3	3884
95-th percentile	5461.7
Maximum	9077
Range	8187
Interquartile range (IQR)	2119

Descriptive statistics

Standard deviation	1621.9032
Coefficient of variation (CV)	0.55262509
Kurtosis	3.4168389
Mean	2934.907
Median Absolute Deviation (MAD)	975
Skewness	1.5506412
Sum	126201
Variance	2630570.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
9077	1	2.3%
4973	1	2.3%
2883	1	2.3%
2221	1	2.3%
2016	1	2.3%
1689	1	2.3%
1943	1	2.3%
1302	1	2.3%
3787	1	2.3%
1813	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
890	1	2.3%
1302	1	2.3%
1382	1	2.3%
1445	1	2.3%
1447	1	2.3%
1475	1	2.3%
1482	1	2.3%
1502	1	2.3%
1689	1	2.3%
1736	1	2.3%

Value	Count	Frequency (%)
9077	1	2.3%
5753	1	2.3%
5516	1	2.3%
4973	1	2.3%
4920	1	2.3%
4915	1	2.3%
4838	1	2.3%
4452	1	2.3%
4162	1	2.3%
4135	1	2.3%

군경력(계)
Real number (ℝ)

HIGH CORRELATION

Distinct	42
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1931

Minimum	264
Maximum	3938
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	264
5-th percentile	874.4
Q1	1648.5
median	1975
Q3	2295.5
95-th percentile	2964.1
Maximum	3938
Range	3674
Interquartile range (IQR)	647

Descriptive statistics

Standard deviation	672.98942
Coefficient of variation (CV)	0.3485186
Kurtosis	1.4601856
Mean	1931
Median Absolute Deviation (MAD)	339
Skewness	0.06476921
Sum	83033
Variance	452914.76
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1760	2	4.7%
870	1	2.3%
1621	1	2.3%
1807	1	2.3%
1911	1	2.3%
1676	1	2.3%
2277	1	2.3%
1765	1	2.3%
3058	1	2.3%
1836	1	2.3%
Other values (32)	32	74.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
264	1	2.3%
584	1	2.3%
870	1	2.3%
914	1	2.3%
1020	1	2.3%
1093	1	2.3%
1209	1	2.3%
1372	1	2.3%
1451	1	2.3%
1583	1	2.3%

Value	Count	Frequency (%)
3938	1	2.3%
3058	1	2.3%
2996	1	2.3%
2677	1	2.3%
2602	1	2.3%
2581	1	2.3%
2379	1	2.3%
2370	1	2.3%
2359	1	2.3%
2355	1	2.3%

퇴직연금해당자(군)
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	81.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.674419

Minimum	26
Maximum	246
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	26
5-th percentile	35.4
Q1	54.5
median	88
Q3	123
95-th percentile	173.7
Maximum	246
Range	220
Interquartile range (IQR)	68.5

Descriptive statistics

Standard deviation	49.242704
Coefficient of variation (CV)	0.52567931
Kurtosis	0.74812951
Mean	93.674419
Median Absolute Deviation (MAD)	35
Skewness	0.9104858
Sum	4028
Variance	2424.8439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
140	2	4.7%
62	2	4.7%
78	2	4.7%
136	2	4.7%
56	2	4.7%
39	2	4.7%
50	2	4.7%
63	2	4.7%
64	1	2.3%
101	1	2.3%
Other values (25)	25	58.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	1	2.3%
30	1	2.3%
35	1	2.3%
39	2	4.7%
44	1	2.3%
47	1	2.3%
49	1	2.3%
50	2	4.7%
53	1	2.3%
56	2	4.7%

Value	Count	Frequency (%)
246	1	2.3%
194	1	2.3%
175	1	2.3%
162	1	2.3%
160	1	2.3%
146	1	2.3%
140	2	4.7%
136	2	4.7%
124	1	2.3%
122	1	2.3%

퇴직일시금해당자(군)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1837.3256

Minimum	70
Maximum	3867
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	70
5-th percentile	769.2
Q1	1566
median	1921
Q3	2176.5
95-th percentile	2873
Maximum	3867
Range	3797
Interquartile range (IQR)	610.5

Descriptive statistics

Standard deviation	675.86733
Coefficient of variation (CV)	0.36785387
Kurtosis	1.6739346
Mean	1837.3256
Median Absolute Deviation (MAD)	318
Skewness	0.042253174
Sum	79005
Variance	456796.65
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
757	1	2.3%
70	1	2.3%
1479	1	2.3%
1647	1	2.3%
1736	1	2.3%
1575	1	2.3%
2031	1	2.3%
1603	1	2.3%
2965	1	2.3%
1773	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70	1	2.3%
522	1	2.3%
757	1	2.3%
879	1	2.3%
953	1	2.3%
994	1	2.3%
1131	1	2.3%
1327	1	2.3%
1342	1	2.3%
1479	1	2.3%

Value	Count	Frequency (%)
3867	1	2.3%
2965	1	2.3%
2901	1	2.3%
2621	1	2.3%
2466	1	2.3%
2435	1	2.3%
2331	1	2.3%
2329	1	2.3%
2253	1	2.3%
2223	1	2.3%

사립학교경력(계)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	41
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	947.5814

Minimum	0
Maximum	1861
Zeros	3
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	35.7
Q1	680
median	934
Q3	1266.5
95-th percentile	1649
Maximum	1861
Range	1861
Interquartile range (IQR)	586.5

Descriptive statistics

Standard deviation	453.40984
Coefficient of variation (CV)	0.47849171
Kurtosis	-0.20313731
Mean	947.5814
Median Absolute Deviation (MAD)	278
Skewness	-0.18595186
Sum	40746
Variance	205580.49
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	3	7.0%
795	1	2.3%
1252	1	2.3%
1197	1	2.3%
1212	1	2.3%
1688	1	2.3%
875	1	2.3%
1861	1	2.3%
934	1	2.3%
713	1	2.3%
Other values (31)	31	72.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	7.0%
357	1	2.3%
414	1	2.3%
460	1	2.3%
483	1	2.3%
536	1	2.3%
587	1	2.3%
665	1	2.3%
671	1	2.3%
689	1	2.3%

Value	Count	Frequency (%)
1861	1	2.3%
1688	1	2.3%
1654	1	2.3%
1604	1	2.3%
1577	1	2.3%
1513	1	2.3%
1481	1	2.3%
1337	1	2.3%
1309	1	2.3%
1301	1	2.3%

퇴직연금해당자(사립)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	39.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.511628

Minimum	0
Maximum	69
Zeros	21
Zeros (%)	48.8%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	8
95-th percentile	50
Maximum	69
Range	69
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	17.612728
Coefficient of variation (CV)	1.6755472
Kurtosis	3.1631833
Mean	10.511628
Median Absolute Deviation (MAD)	3
Skewness	1.9801981
Sum	452
Variance	310.20819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	21	48.8%
8	4	9.3%
7	2	4.7%
4	2	4.7%
3	2	4.7%
40	1	2.3%
51	1	2.3%
37	1	2.3%
69	1	2.3%
59	1	2.3%
Other values (7)	7	16.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	48.8%
3	2	4.7%
4	2	4.7%
5	1	2.3%
6	1	2.3%
7	2	4.7%
8	4	9.3%
16	1	2.3%
19	1	2.3%
23	1	2.3%

Value	Count	Frequency (%)
69	1	2.3%
59	1	2.3%
51	1	2.3%
41	1	2.3%
40	1	2.3%
37	1	2.3%
26	1	2.3%
23	1	2.3%
19	1	2.3%
16	1	2.3%

퇴직일시금해당자(사립)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	937.06977

Minimum	0
Maximum	1858
Zeros	3
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	35.7
Q1	680
median	926
Q3	1261.5
95-th percentile	1609.4
Maximum	1858
Range	1858
Interquartile range (IQR)	581.5

Descriptive statistics

Standard deviation	444.27862
Coefficient of variation (CV)	0.47411478
Kurtosis	-0.13690469
Mean	937.06977
Median Absolute Deviation (MAD)	278
Skewness	-0.2070344
Sum	40294
Variance	197383.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	3	7.0%
1058	2	4.7%
705	1	2.3%
1248	1	2.3%
1193	1	2.3%
1204	1	2.3%
1665	1	2.3%
868	1	2.3%
1858	1	2.3%
926	1	2.3%
Other values (30)	30	69.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	7.0%
357	1	2.3%
414	1	2.3%
460	1	2.3%
483	1	2.3%
536	1	2.3%
587	1	2.3%
665	1	2.3%
671	1	2.3%
689	1	2.3%

Value	Count	Frequency (%)
1858	1	2.3%
1665	1	2.3%
1613	1	2.3%
1577	1	2.3%
1535	1	2.3%
1454	1	2.3%
1444	1	2.3%
1309	1	2.3%
1296	1	2.3%
1286	1	2.3%

Phik (φk)
Auto

Heatmap
Table

	연도	합계	공무원경력(계)	퇴직연금해당자(공무원)	미수령자(공무원)	수령자(공무원)	군경력(계)	퇴직연금해당자(군)	퇴직일시금해당자(군)	사립학교경력(계)	퇴직연금해당자(사립)	퇴직일시금해당자(사립)
연도	1.000	0.657	0.591	0.789	0.840	0.588	0.423	0.659	0.468	0.874	0.620	0.853
합계	0.657	1.000	0.910	0.000	0.000	0.804	0.855	0.578	0.828	0.574	0.292	0.677
공무원경력(계)	0.591	0.910	1.000	0.000	0.000	0.821	0.747	0.231	0.742	0.534	0.000	0.502
퇴직연금해당자(공무원)	0.789	0.000	0.000	1.000	0.717	0.000	0.000	0.448	0.000	0.650	0.924	0.467
미수령자(공무원)	0.840	0.000	0.000	0.717	1.000	0.000	0.000	0.000	0.000	0.759	0.903	0.541
수령자(공무원)	0.588	0.804	0.821	0.000	0.000	1.000	0.599	0.437	0.600	0.474	0.000	0.479
군경력(계)	0.423	0.855	0.747	0.000	0.000	0.599	1.000	0.369	0.983	0.522	0.000	0.629
퇴직연금해당자(군)	0.659	0.578	0.231	0.448	0.000	0.437	0.369	1.000	0.819	0.660	0.588	0.553
퇴직일시금해당자(군)	0.468	0.828	0.742	0.000	0.000	0.600	0.983	0.819	1.000	0.629	0.000	0.694
사립학교경력(계)	0.874	0.574	0.534	0.650	0.759	0.474	0.522	0.660	0.629	1.000	0.374	0.995
퇴직연금해당자(사립)	0.620	0.292	0.000	0.924	0.903	0.000	0.000	0.588	0.000	0.374	1.000	0.225
퇴직일시금해당자(사립)	0.853	0.677	0.502	0.467	0.541	0.479	0.629	0.553	0.694	0.995	0.225	1.000

Heatmap
Table

	연도	합계	공무원경력(계)	퇴직연금해당자(공무원)	미수령자(공무원)	수령자(공무원)	군경력(계)	퇴직연금해당자(군)	퇴직일시금해당자(군)	사립학교경력(계)	퇴직연금해당자(사립)	퇴직일시금해당자(사립)
연도	1.000	-0.008	-0.347	0.834	0.839	-0.779	0.112	0.383	0.073	0.680	0.922	0.662
합계	-0.008	1.000	0.827	0.206	0.255	0.520	0.700	0.052	0.693	0.308	0.018	0.308
공무원경력(계)	-0.347	0.827	1.000	-0.112	-0.011	0.768	0.400	-0.097	0.416	-0.082	-0.282	-0.081
퇴직연금해당자(공무원)	0.834	0.206	-0.112	1.000	0.784	-0.495	0.246	0.441	0.194	0.679	0.827	0.662
미수령자(공무원)	0.839	0.255	-0.011	0.784	1.000	-0.512	0.341	0.408	0.300	0.636	0.844	0.620
수령자(공무원)	-0.779	0.520	0.768	-0.495	-0.512	1.000	0.197	-0.255	0.223	-0.323	-0.706	-0.309
군경력(계)	0.112	0.700	0.400	0.246	0.341	0.197	1.000	0.039	0.994	0.278	0.113	0.279
퇴직연금해당자(군)	0.383	0.052	-0.097	0.441	0.408	-0.255	0.039	1.000	-0.030	0.417	0.590	0.409
퇴직일시금해당자(군)	0.073	0.693	0.416	0.194	0.300	0.223	0.994	-0.030	1.000	0.227	0.065	0.228
사립학교경력(계)	0.680	0.308	-0.082	0.679	0.636	-0.323	0.278	0.417	0.227	1.000	0.648	0.999
퇴직연금해당자(사립)	0.922	0.018	-0.282	0.827	0.844	-0.706	0.113	0.590	0.065	0.648	1.000	0.628
퇴직일시금해당자(사립)	0.662	0.308	-0.081	0.662	0.620	-0.309	0.279	0.409	0.228	0.999	0.628	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	합계	공무원경력(계)	퇴직연금해당자(공무원)	미수령자(공무원)	수령자(공무원)	군경력(계)	퇴직연금해당자(군)	퇴직일시금해당자(군)	사립학교경력(계)	퇴직일시금해당자(사립)
0	1980	10164	9294	0	217	9077	870	113	757	0	0
1	1981	5481	5217	1	243	4973	264	194	70	0	0
2	1982	4895	4311	1	333	3977	584	62	522	0	0
3	1983	11349	6102	7	342	5753	3938	71	3867	1309	1309
4	1984	5472	2843	3	238	2602	2169	88	2081	460	460
5	1985	5860	3320	16	305	2999	2126	78	2048	414	414
6	1986	6905	4067	21	255	3791	2355	102	2253	483	483
7	1987	5104	2987	12	171	2804	1760	56	1704	357	357
8	1988	9422	5839	45	278	5516	2996	95	2901	587	587
9	1989	8331	5118	35	245	4838	2677	56	2621	536	536

	연도	합계	공무원경력(계)	퇴직연금해당자(공무원)	미수령자(공무원)	수령자(공무원)	군경력(계)	퇴직연금해당자(군)	퇴직일시금해당자(군)	사립학교경력(계)	퇴직연금해당자(사립)	퇴직일시금해당자(사립)
33	2013	4988	2572	58	1132	1382	1621	64	1557	795	8	787
34	2014	6321	3261	63	1443	1755	1983	62	1921	1077	19	1058
35	2015	6906	3310	64	1510	1736	2581	146	2435	1015	16	999
36	2016	6545	3540	81	2014	1445	2088	103	1985	917	26	891
37	2017	6089	2960	102	1383	1475	2106	119	1987	1023	40	983
38	2018	8172	4159	912	1463	1784	2359	136	2223	1654	41	1613
39	2019	8097	3982	211	1843	1928	2602	136	2466	1513	59	1454
40	2020	8119	4201	183	2243	1775	2314	122	2192	1604	69	1535
41	2021	8437	4766	165	2570	2031	2190	114	2076	1481	37	1444
42	2022	7439	4299	193	2604	1502	1803	140	1663	1337	51	1286

Overview

Variables

Interactions

Correlations

Missing values

Sample