gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	41
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.3 KiB
Average record size in memory	156.2 B

Variable types

Numeric	17

Dataset

Description	직종별(정무직, 별정직, 일반직, 소방, 경찰 등) 퇴직연금수급자 추이에 대한 데이터입니다. 1982년부터 시작되며 연 단위로 구분됩니다.
URL	https://www.data.go.kr/data/15054111/fileData.do

Alerts

`구분` is highly overall correlated with `정무직` and 12 other fields	High correlation
`정무직` is highly overall correlated with `구분` and 12 other fields	High correlation
`별정직(국가)` is highly overall correlated with `구분` and 12 other fields	High correlation
`별정직(지방)` is highly overall correlated with `일반직(지방)`	High correlation
`일반직(국가)` is highly overall correlated with `구분` and 12 other fields	High correlation
`일반직(지방)` is highly overall correlated with `별정직(지방)` and 1 other fields	High correlation
`경찰소방` is highly overall correlated with `구분` and 12 other fields	High correlation
`교육직` is highly overall correlated with `구분` and 12 other fields	High correlation
`법관검사` is highly overall correlated with `구분` and 12 other fields	High correlation
`기능직` is highly overall correlated with `구분` and 12 other fields	High correlation
`고용직` is highly overall correlated with `일반직(지방)`	High correlation
`공안직` is highly overall correlated with `구분` and 12 other fields	High correlation
`군무원` is highly overall correlated with `구분` and 12 other fields	High correlation
`연구직` is highly overall correlated with `구분` and 12 other fields	High correlation
`지도직` is highly overall correlated with `구분` and 12 other fields	High correlation
`계약직` is highly overall correlated with `구분` and 12 other fields	High correlation
`기타` is highly overall correlated with `구분` and 12 other fields	High correlation
`구분` has unique values	Unique
`일반직(국가)` has unique values	Unique
`경찰소방` has unique values	Unique
`교육직` has unique values	Unique
`법관검사` has unique values	Unique
`기능직` has unique values	Unique
`기타` has unique values	Unique
`정무직` has 19 (46.3%) zeros	Zeros
`별정직(지방)` has 31 (75.6%) zeros	Zeros
`일반직(지방)` has 12 (29.3%) zeros	Zeros
`기능직` has 1 (2.4%) zeros	Zeros
`고용직` has 7 (17.1%) zeros	Zeros
`공안직` has 19 (46.3%) zeros	Zeros
`군무원` has 19 (46.3%) zeros	Zeros
`연구직` has 19 (46.3%) zeros	Zeros
`지도직` has 19 (46.3%) zeros	Zeros
`계약직` has 19 (46.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 04:45:58.049086
Analysis finished	2023-12-12 04:46:30.366439
Duration	32.32 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
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	501.0 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	11.979149
Coefficient of variation (CV)	0.0059835907
Kurtosis	-1.2
Mean	2002
Median Absolute Deviation (MAD)	10
Skewness	0
Sum	82082
Variance	143.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1982	1	2.4%
2013	1	2.4%
2005	1	2.4%
2006	1	2.4%
2007	1	2.4%
2008	1	2.4%
2009	1	2.4%
2010	1	2.4%
2011	1	2.4%
2012	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1982	1	2.4%
1983	1	2.4%
1984	1	2.4%
1985	1	2.4%
1986	1	2.4%
1987	1	2.4%
1988	1	2.4%
1989	1	2.4%
1990	1	2.4%
1991	1	2.4%

Value	Count	Frequency (%)
2022	1	2.4%
2021	1	2.4%
2020	1	2.4%
2019	1	2.4%
2018	1	2.4%
2017	1	2.4%
2016	1	2.4%
2015	1	2.4%
2014	1	2.4%
2013	1	2.4%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	56.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	574.65854

Minimum	0
Maximum	1306
Zeros	19
Zeros (%)	46.3%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	873
Q3	1094
95-th percentile	1176
Maximum	1306
Range	1306
Interquartile range (IQR)	1094

Descriptive statistics

Standard deviation	546.36749
Coefficient of variation (CV)	0.95076894
Kurtosis	-2.0110422
Mean	574.65854
Median Absolute Deviation (MAD)	323
Skewness	-0.089434535
Sum	23561
Variance	298517.43
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
851	1	2.4%
1306	1	2.4%
1196	1	2.4%
1176	1	2.4%
1166	1	2.4%
1150	1	2.4%
1141	1	2.4%
1098	1	2.4%
1085	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
851	1	2.4%
873	1	2.4%
914	1	2.4%
956	1	2.4%
965	1	2.4%
1025	1	2.4%
1037	1	2.4%
1055	1	2.4%
1076	1	2.4%

Value	Count	Frequency (%)
1306	1	2.4%
1196	1	2.4%
1176	1	2.4%
1166	1	2.4%
1150	1	2.4%
1141	1	2.4%
1115	1	2.4%
1100	1	2.4%
1099	1	2.4%
1098	1	2.4%

별정직(국가)
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	95.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6926.2195

Minimum	186
Maximum	11636
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	186
5-th percentile	222
Q1	3791
median	7955
Q3	9900
95-th percentile	11483
Maximum	11636
Range	11450
Interquartile range (IQR)	6109

Descriptive statistics

Standard deviation	3708.2915
Coefficient of variation (CV)	0.53539907
Kurtosis	-0.98453848
Mean	6926.2195
Median Absolute Deviation (MAD)	2486
Skewness	-0.58280366
Sum	283975
Variance	13751426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
7955	2	4.9%
7961	2	4.9%
207	1	2.4%
7963	1	2.4%
7949	1	2.4%
7939	1	2.4%
7893	1	2.4%
11594	1	2.4%
11636	1	2.4%
11483	1	2.4%
Other values (29)	29	70.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
186	1	2.4%
207	1	2.4%
222	1	2.4%
848	1	2.4%
1025	1	2.4%
1272	1	2.4%
2029	1	2.4%
2297	1	2.4%
2696	1	2.4%
3178	1	2.4%

Value	Count	Frequency (%)
11636	1	2.4%
11594	1	2.4%
11483	1	2.4%
11438	1	2.4%
11155	1	2.4%
10920	1	2.4%
10707	1	2.4%
10441	1	2.4%
10435	1	2.4%
10180	1	2.4%

별정직(지방)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	24.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	960.85366

Minimum	0
Maximum	3963
Zeros	31
Zeros (%)	75.6%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3951
Maximum	3963
Range	3963
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1712.7905
Coefficient of variation (CV)	1.7825716
Kurtosis	-0.49231971
Mean	960.85366
Median Absolute Deviation (MAD)	0
Skewness	1.2385695
Sum	39395
Variance	2933651.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	31	75.6%
3940	2	4.9%
3926	1	2.4%
3948	1	2.4%
3953	1	2.4%
3937	1	2.4%
3907	1	2.4%
3963	1	2.4%
3930	1	2.4%
3951	1	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	75.6%
3907	1	2.4%
3926	1	2.4%
3930	1	2.4%
3937	1	2.4%
3940	2	4.9%
3948	1	2.4%
3951	1	2.4%
3953	1	2.4%
3963	1	2.4%

Value	Count	Frequency (%)
3963	1	2.4%
3953	1	2.4%
3951	1	2.4%
3948	1	2.4%
3940	2	4.9%
3937	1	2.4%
3930	1	2.4%
3926	1	2.4%
3907	1	2.4%
0	31	75.6%

일반직(국가)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48919.073

Minimum	1620
Maximum	194078
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	1620
5-th percentile	2639
Q1	7423
median	22472
Q3	85200
95-th percentile	169738
Maximum	194078
Range	192458
Interquartile range (IQR)	77777

Descriptive statistics

Standard deviation	57767.896
Coefficient of variation (CV)	1.180887
Kurtosis	0.30478736
Mean	48919.073
Median Absolute Deviation (MAD)	16222
Skewness	1.2774839
Sum	2005682
Variance	3.3371298 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1620	1	2.4%
88842	1	2.4%
28629	1	2.4%
30064	1	2.4%
31220	1	2.4%
32507	1	2.4%
33330	1	2.4%
34327	1	2.4%
80550	1	2.4%
85200	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1620	1	2.4%
2244	1	2.4%
2639	1	2.4%
2647	1	2.4%
3097	1	2.4%
4132	1	2.4%
4881	1	2.4%
5504	1	2.4%
6250	1	2.4%
6751	1	2.4%

Value	Count	Frequency (%)
194078	1	2.4%
182839	1	2.4%
169738	1	2.4%
156201	1	2.4%
144060	1	2.4%
133237	1	2.4%
121732	1	2.4%
111045	1	2.4%
99875	1	2.4%
88842	1	2.4%

일반직(지방)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	73.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10481.878

Minimum	0
Maximum	44292
Zeros	12
Zeros (%)	29.3%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2803
Q3	21333
95-th percentile	39800
Maximum	44292
Range	44292
Interquartile range (IQR)	21333

Descriptive statistics

Standard deviation	13939.022
Coefficient of variation (CV)	1.329821
Kurtosis	0.027062875
Mean	10481.878
Median Absolute Deviation (MAD)	2803
Skewness	1.1910375
Sum	429757
Variance	1.9429633 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	12	29.3%
497	1	2.4%
12051	1	2.4%
44292	1	2.4%
41680	1	2.4%
39800	1	2.4%
36138	1	2.4%
32966	1	2.4%
29566	1	2.4%
27803	1	2.4%
Other values (20)	20	48.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	29.3%
497	1	2.4%
786	1	2.4%
1109	1	2.4%
1272	1	2.4%
1461	1	2.4%
1646	1	2.4%
1870	1	2.4%
2235	1	2.4%
2803	1	2.4%

Value	Count	Frequency (%)
44292	1	2.4%
41680	1	2.4%
39800	1	2.4%
36138	1	2.4%
32966	1	2.4%
29566	1	2.4%
27803	1	2.4%
25711	1	2.4%
24093	1	2.4%
22925	1	2.4%

경찰소방
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19465.317

Minimum	360
Maximum	56083
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	360
5-th percentile	970
Q1	3645
median	16861
Q3	30468
95-th percentile	50331
Maximum	56083
Range	55723
Interquartile range (IQR)	26823

Descriptive statistics

Standard deviation	17014.322
Coefficient of variation (CV)	0.87408399
Kurtosis	-0.7586967
Mean	19465.317
Median Absolute Deviation (MAD)	13501
Skewness	0.64109383
Sum	798078
Variance	2.8948715 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
360	1	2.4%
31406	1	2.4%
19809	1	2.4%
21622	1	2.4%
22919	1	2.4%
25196	1	2.4%
25529	1	2.4%
26950	1	2.4%
28694	1	2.4%
30468	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
360	1	2.4%
678	1	2.4%
970	1	2.4%
1268	1	2.4%
1397	1	2.4%
1522	1	2.4%
1806	1	2.4%
2176	1	2.4%
2720	1	2.4%
3360	1	2.4%

Value	Count	Frequency (%)
56083	1	2.4%
53282	1	2.4%
50331	1	2.4%
47767	1	2.4%
45592	1	2.4%
43351	1	2.4%
40707	1	2.4%
37895	1	2.4%
35075	1	2.4%
31406	1	2.4%

교육직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55538.463

Minimum	369
Maximum	169906
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	369
5-th percentile	819
Q1	5985
median	44972
Q3	93252
95-th percentile	152899
Maximum	169906
Range	169537
Interquartile range (IQR)	87267

Descriptive statistics

Standard deviation	53440.544
Coefficient of variation (CV)	0.96222583
Kurtosis	-0.80409163
Mean	55538.463
Median Absolute Deviation (MAD)	41175
Skewness	0.67706142
Sum	2277077
Variance	2.8558917 × 10⁹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
369	1	2.4%
99968	1	2.4%
52912	1	2.4%
56540	1	2.4%
62458	1	2.4%
70540	1	2.4%
75201	1	2.4%
80661	1	2.4%
86147	1	2.4%
93252	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
369	1	2.4%
586	1	2.4%
819	1	2.4%
1072	1	2.4%
1361	1	2.4%
1704	1	2.4%
2269	1	2.4%
2931	1	2.4%
3736	1	2.4%
4824	1	2.4%

Value	Count	Frequency (%)
169906	1	2.4%
161127	1	2.4%
152899	1	2.4%
144618	1	2.4%
136452	1	2.4%
129644	1	2.4%
123527	1	2.4%
117208	1	2.4%
107409	1	2.4%
99968	1	2.4%

법관검사
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	708.12195

Minimum	42
Maximum	2082
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	42
5-th percentile	68
Q1	208
median	507
Q3	1111
95-th percentile	1810
Maximum	2082
Range	2040
Interquartile range (IQR)	903

Descriptive statistics

Standard deviation	587.66484
Coefficient of variation (CV)	0.82989213
Kurtosis	-0.49326999
Mean	708.12195
Median Absolute Deviation (MAD)	372
Skewness	0.78344115
Sum	29033
Variance	345349.96
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
42	1	2.4%
1183	1	2.4%
668	1	2.4%
748	1	2.4%
796	1	2.4%
852	1	2.4%
945	1	2.4%
1002	1	2.4%
1057	1	2.4%
1111	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42	1	2.4%
58	1	2.4%
68	1	2.4%
87	1	2.4%
104	1	2.4%
117	1	2.4%
135	1	2.4%
141	1	2.4%
153	1	2.4%
194	1	2.4%

Value	Count	Frequency (%)
2082	1	2.4%
1931	1	2.4%
1810	1	2.4%
1694	1	2.4%
1588	1	2.4%
1499	1	2.4%
1385	1	2.4%
1293	1	2.4%
1231	1	2.4%
1183	1	2.4%

기능직
Real number (ℝ)

HIGH CORRELATION UNIQUE ZEROS

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29868.439

Minimum	0
Maximum	60308
Zeros	1
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	664
Q1	6150
median	26298
Q3	56950
95-th percentile	59914
Maximum	60308
Range	60308
Interquartile range (IQR)	50800

Descriptive statistics

Standard deviation	23844.175
Coefficient of variation (CV)	0.7983067
Kurtosis	-1.7609298
Mean	29868.439
Median Absolute Deviation (MAD)	22977
Skewness	0.092612603
Sum	1224606
Variance	5.6854468 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	1	2.4%
59455	1	2.4%
39416	1	2.4%
42751	1	2.4%
45730	1	2.4%
49275	1	2.4%
50431	1	2.4%
53454	1	2.4%
54673	1	2.4%
57888	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.4%
518	1	2.4%
664	1	2.4%
933	1	2.4%
1253	1	2.4%
2975	1	2.4%
3730	1	2.4%
4158	1	2.4%
5139	1	2.4%
5646	1	2.4%

Value	Count	Frequency (%)
60308	1	2.4%
60230	1	2.4%
59914	1	2.4%
59479	1	2.4%
59455	1	2.4%
59447	1	2.4%
59316	1	2.4%
58716	1	2.4%
57928	1	2.4%
57888	1	2.4%

고용직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	65.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.756098

Minimum	0
Maximum	299
Zeros	7
Zeros (%)	17.1%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	31
Q3	60
95-th percentile	175
Maximum	299
Range	299
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	62.628181
Coefficient of variation (CV)	1.2587036
Kurtosis	7.4377113
Mean	49.756098
Median Absolute Deviation (MAD)	26
Skewness	2.5786841
Sum	2040
Variance	3922.289
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	7	17.1%
11	4	9.8%
31	2	4.9%
53	2	4.9%
77	2	4.9%
24	2	4.9%
29	2	4.9%
43	1	2.4%
46	1	2.4%
57	1	2.4%
Other values (17)	17	41.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	17.1%
4	1	2.4%
11	4	9.8%
20	1	2.4%
23	1	2.4%
24	2	4.9%
28	1	2.4%
29	2	4.9%
30	1	2.4%
31	2	4.9%

Value	Count	Frequency (%)
299	1	2.4%
245	1	2.4%
175	1	2.4%
126	1	2.4%
81	1	2.4%
77	2	4.9%
75	1	2.4%
65	1	2.4%
64	1	2.4%
60	1	2.4%

공안직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	56.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4520.6829

Minimum	0
Maximum	14492
Zeros	19
Zeros (%)	46.3%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3638
Q3	8268
95-th percentile	12898
Maximum	14492
Range	14492
Interquartile range (IQR)	8268

Descriptive statistics

Standard deviation	4905.9969
Coefficient of variation (CV)	1.0852336
Kurtosis	-1.1347982
Mean	4520.6829
Median Absolute Deviation (MAD)	3638
Skewness	0.5544029
Sum	185348
Variance	24068805
Monotonicity	Increasing

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
3413	1	2.4%
14492	1	2.4%
13667	1	2.4%
12898	1	2.4%
12282	1	2.4%
11729	1	2.4%
11281	1	2.4%
10690	1	2.4%
10136	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
3413	1	2.4%
3638	1	2.4%
4063	1	2.4%
4653	1	2.4%
4979	1	2.4%
5595	1	2.4%
6163	1	2.4%
6758	1	2.4%
7106	1	2.4%

Value	Count	Frequency (%)
14492	1	2.4%
13667	1	2.4%
12898	1	2.4%
12282	1	2.4%
11729	1	2.4%
11281	1	2.4%
10690	1	2.4%
10136	1	2.4%
9432	1	2.4%
8602	1	2.4%

군무원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	56.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3895.3171

Minimum	0
Maximum	14377
Zeros	19
Zeros (%)	46.3%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	743
Q3	7871
95-th percentile	13021
Maximum	14377
Range	14377
Interquartile range (IQR)	7871

Descriptive statistics

Standard deviation	4892.0417
Coefficient of variation (CV)	1.2558777
Kurtosis	-0.7546486
Mean	3895.3171
Median Absolute Deviation (MAD)	743
Skewness	0.87448257
Sum	159708
Variance	23932072
Monotonicity	Increasing

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
369	1	2.4%
14377	1	2.4%
13777	1	2.4%
13021	1	2.4%
12357	1	2.4%
11631	1	2.4%
11052	1	2.4%
10378	1	2.4%
9796	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
369	1	2.4%
743	1	2.4%
1259	1	2.4%
1893	1	2.4%
2369	1	2.4%
3146	1	2.4%
4009	1	2.4%
5036	1	2.4%
5769	1	2.4%

Value	Count	Frequency (%)
14377	1	2.4%
13777	1	2.4%
13021	1	2.4%
12357	1	2.4%
11631	1	2.4%
11052	1	2.4%
10378	1	2.4%
9796	1	2.4%
8970	1	2.4%
8225	1	2.4%

연구직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	56.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	950.92683

Minimum	0
Maximum	3270
Zeros	19
Zeros (%)	46.3%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	892
Q3	1651
95-th percentile	2868
Maximum	3270
Range	3270
Interquartile range (IQR)	1651

Descriptive statistics

Standard deviation	1043.642
Coefficient of variation (CV)	1.0974998
Kurtosis	-0.77795269
Mean	950.92683
Median Absolute Deviation (MAD)	892
Skewness	0.66883019
Sum	38988
Variance	1089188.7
Monotonicity	Increasing

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
834	1	2.4%
3270	1	2.4%
3064	1	2.4%
2868	1	2.4%
2654	1	2.4%
2481	1	2.4%
2334	1	2.4%
2159	1	2.4%
2006	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
834	1	2.4%
892	1	2.4%
940	1	2.4%
1017	1	2.4%
1054	1	2.4%
1135	1	2.4%
1189	1	2.4%
1339	1	2.4%
1430	1	2.4%

Value	Count	Frequency (%)
3270	1	2.4%
3064	1	2.4%
2868	1	2.4%
2654	1	2.4%
2481	1	2.4%
2334	1	2.4%
2159	1	2.4%
2006	1	2.4%
1887	1	2.4%
1723	1	2.4%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	56.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1859.3171

Minimum	0
Maximum	4613
Zeros	19
Zeros (%)	46.3%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2392
Q3	3436
95-th percentile	4466
Maximum	4613
Range	4613
Interquartile range (IQR)	3436

Descriptive statistics

Standard deviation	1823.8438
Coefficient of variation (CV)	0.98092137
Kurtosis	-1.7949319
Mean	1859.3171
Median Absolute Deviation (MAD)	2201
Skewness	0.088998452
Sum	76232
Variance	3326406.4
Monotonicity	Increasing

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
2327	1	2.4%
4613	1	2.4%
4593	1	2.4%
4466	1	2.4%
4304	1	2.4%
4149	1	2.4%
4046	1	2.4%
3901	1	2.4%
3780	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
2327	1	2.4%
2392	1	2.4%
2498	1	2.4%
2624	1	2.4%
2713	1	2.4%
2919	1	2.4%
3076	1	2.4%
3242	1	2.4%
3284	1	2.4%

Value	Count	Frequency (%)
4613	1	2.4%
4593	1	2.4%
4466	1	2.4%
4304	1	2.4%
4149	1	2.4%
4046	1	2.4%
3901	1	2.4%
3780	1	2.4%
3655	1	2.4%
3519	1	2.4%

계약직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	56.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	369.39024

Minimum	0
Maximum	2444
Zeros	19
Zeros (%)	46.3%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	26
Q3	481
95-th percentile	1795
Maximum	2444
Range	2444
Interquartile range (IQR)	481

Descriptive statistics

Standard deviation	619.308
Coefficient of variation (CV)	1.6765684
Kurtosis	3.4317585
Mean	369.39024
Median Absolute Deviation (MAD)	26
Skewness	2.0038703
Sum	15145
Variance	383542.39
Monotonicity	Increasing

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
4	1	2.4%
2444	1	2.4%
2070	1	2.4%
1795	1	2.4%
1460	1	2.4%
1264	1	2.4%
1062	1	2.4%
839	1	2.4%
695	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
4	1	2.4%
26	1	2.4%
55	1	2.4%
85	1	2.4%
111	1	2.4%
139	1	2.4%
175	1	2.4%
228	1	2.4%
286	1	2.4%

Value	Count	Frequency (%)
2444	1	2.4%
2070	1	2.4%
1795	1	2.4%
1460	1	2.4%
1264	1	2.4%
1062	1	2.4%
839	1	2.4%
695	1	2.4%
628	1	2.4%
537	1	2.4%

기타
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4370.4146

Minimum	162
Maximum	17266
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	162
5-th percentile	221
Q1	520
median	2656
Q3	6443
95-th percentile	15037
Maximum	17266
Range	17104
Interquartile range (IQR)	5923

Descriptive statistics

Standard deviation	4812.9978
Coefficient of variation (CV)	1.101268
Kurtosis	1.0586555
Mean	4370.4146
Median Absolute Deviation (MAD)	2237
Skewness	1.3875253
Sum	179187
Variance	23164948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
482	1	2.4%
5025	1	2.4%
1727	1	2.4%
1978	1	2.4%
2327	1	2.4%
2656	1	2.4%
2922	1	2.4%
3105	1	2.4%
3835	1	2.4%
4143	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
162	1	2.4%
170	1	2.4%
221	1	2.4%
277	1	2.4%
282	1	2.4%
343	1	2.4%
382	1	2.4%
419	1	2.4%
482	1	2.4%
491	1	2.4%

Value	Count	Frequency (%)
17266	1	2.4%
16663	1	2.4%
15037	1	2.4%
13371	1	2.4%
11998	1	2.4%
10515	1	2.4%
9330	1	2.4%
8159	1	2.4%
7170	1	2.4%
6844	1	2.4%

Phik (φk)
Auto

Heatmap
Table

	구분	정무직	별정직(국가)	별정직(지방)	일반직(국가)	일반직(지방)	경찰소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
구분	1.000	0.966	0.933	0.990	0.839	0.888	0.982	0.941	0.958	0.934	0.676	0.856	0.889	0.871	0.930	0.574	0.883
정무직	0.966	1.000	0.821	0.686	0.827	0.933	0.968	0.987	0.981	0.987	0.399	0.958	0.985	0.978	0.901	0.770	0.809
별정직(국가)	0.933	0.821	1.000	0.991	0.755	0.476	0.858	0.829	0.884	0.821	0.725	0.669	0.174	0.705	0.646	0.456	0.752
별정직(지방)	0.990	0.686	0.991	1.000	1.000	1.000	0.990	0.993	0.977	1.000	0.000	0.898	0.837	0.898	0.976	0.000	0.433
일반직(국가)	0.839	0.827	0.755	1.000	1.000	0.000	0.964	0.965	0.919	0.520	0.256	0.959	0.925	0.927	0.887	0.902	0.893
일반직(지방)	0.888	0.933	0.476	1.000	0.000	1.000	0.876	0.887	0.872	0.978	0.000	0.755	0.840	0.673	0.768	0.000	0.562
경찰소방	0.982	0.968	0.858	0.990	0.964	0.876	1.000	0.993	0.962	0.908	0.258	0.969	0.972	0.899	0.888	0.869	0.950
교육직	0.941	0.987	0.829	0.993	0.965	0.887	0.993	1.000	0.975	0.937	0.255	0.963	0.979	0.926	0.934	0.875	0.942
법관검사	0.958	0.981	0.884	0.977	0.919	0.872	0.962	0.975	1.000	0.909	0.394	0.900	0.955	0.977	0.950	0.878	0.962
기능직	0.934	0.987	0.821	1.000	0.520	0.978	0.908	0.937	0.909	1.000	0.000	0.796	0.900	0.819	0.896	0.000	0.573
고용직	0.676	0.399	0.725	0.000	0.256	0.000	0.258	0.255	0.394	0.000	1.000	0.238	0.000	0.433	0.252	0.000	0.000
공안직	0.856	0.958	0.669	0.898	0.959	0.755	0.969	0.963	0.900	0.796	0.238	1.000	0.940	0.984	0.947	0.958	0.822
군무원	0.889	0.985	0.174	0.837	0.925	0.840	0.972	0.979	0.955	0.900	0.000	0.940	1.000	0.905	0.941	0.894	0.901
연구직	0.871	0.978	0.705	0.898	0.927	0.673	0.899	0.926	0.977	0.819	0.433	0.984	0.905	1.000	0.988	0.953	0.874
지도직	0.930	0.901	0.646	0.976	0.887	0.768	0.888	0.934	0.950	0.896	0.252	0.947	0.941	0.988	1.000	0.818	0.799
계약직	0.574	0.770	0.456	0.000	0.902	0.000	0.869	0.875	0.878	0.000	0.000	0.958	0.894	0.953	0.818	1.000	0.897
기타	0.883	0.809	0.752	0.433	0.893	0.562	0.950	0.942	0.962	0.573	0.000	0.822	0.901	0.874	0.799	0.897	1.000

Heatmap
Table

	구분	정무직	별정직(국가)	별정직(지방)	일반직(국가)	일반직(지방)	경찰소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
구분	1.000	0.934	0.852	0.171	1.000	-0.271	1.000	1.000	1.000	0.974	0.171	0.949	0.949	0.949	0.949	0.949	0.794
정무직	0.934	1.000	0.680	0.260	0.934	-0.298	0.934	0.934	0.934	0.895	0.324	0.984	0.984	0.984	0.984	0.984	0.645
별정직(국가)	0.852	0.680	1.000	0.022	0.852	-0.264	0.852	0.852	0.852	0.883	0.115	0.727	0.727	0.727	0.727	0.727	0.764
별정직(지방)	0.171	0.260	0.022	1.000	0.171	0.749	0.171	0.171	0.171	0.171	-0.136	0.180	0.180	0.180	0.180	0.180	-0.267
일반직(국가)	1.000	0.934	0.852	0.171	1.000	-0.271	1.000	1.000	1.000	0.974	0.170	0.949	0.949	0.949	0.949	0.949	0.793
일반직(지방)	-0.271	-0.298	-0.264	0.749	-0.271	1.000	-0.271	-0.271	-0.271	-0.271	-0.512	-0.392	-0.392	-0.392	-0.392	-0.392	-0.402
경찰소방	1.000	0.934	0.852	0.171	1.000	-0.271	1.000	1.000	1.000	0.974	0.171	0.949	0.949	0.949	0.949	0.949	0.794
교육직	1.000	0.934	0.852	0.171	1.000	-0.271	1.000	1.000	1.000	0.974	0.171	0.949	0.949	0.949	0.949	0.949	0.794
법관검사	1.000	0.934	0.852	0.171	1.000	-0.271	1.000	1.000	1.000	0.974	0.171	0.949	0.949	0.949	0.949	0.949	0.794
기능직	0.974	0.895	0.883	0.171	0.974	-0.271	0.974	0.974	0.974	1.000	0.214	0.922	0.922	0.922	0.922	0.922	0.763
고용직	0.171	0.324	0.115	-0.136	0.170	-0.512	0.171	0.171	0.171	0.214	1.000	0.364	0.364	0.364	0.364	0.364	0.000
공안직	0.949	0.984	0.727	0.180	0.949	-0.392	0.949	0.949	0.949	0.922	0.364	1.000	1.000	1.000	1.000	1.000	0.674
군무원	0.949	0.984	0.727	0.180	0.949	-0.392	0.949	0.949	0.949	0.922	0.364	1.000	1.000	1.000	1.000	1.000	0.674
연구직	0.949	0.984	0.727	0.180	0.949	-0.392	0.949	0.949	0.949	0.922	0.364	1.000	1.000	1.000	1.000	1.000	0.674
지도직	0.949	0.984	0.727	0.180	0.949	-0.392	0.949	0.949	0.949	0.922	0.364	1.000	1.000	1.000	1.000	1.000	0.674
계약직	0.949	0.984	0.727	0.180	0.949	-0.392	0.949	0.949	0.949	0.922	0.364	1.000	1.000	1.000	1.000	1.000	0.674
기타	0.794	0.645	0.764	-0.267	0.793	-0.402	0.794	0.794	0.794	0.763	0.000	0.674	0.674	0.674	0.674	0.674	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	별정직(국가)	일반직(국가)	일반직(지방)	경찰소방	교육직	법관검사	기능직	고용직	기타
0	1982	186	1620	497	360	369	42	0	0	482
1	1983	207	2244	786	678	586	58	518	36	277
2	1984	222	2647	1109	970	819	68	664	59	382
3	1985	848	2639	1272	1268	1072	87	933	81	491
4	1986	1025	3097	1461	1397	1361	104	1253	126	611
5	1987	1272	4132	1646	1522	1704	117	2975	175	653
6	1988	2029	4881	1870	1806	2269	135	3730	245	221
7	1989	2297	5504	2235	2176	2931	141	4158	299	282
8	1990	2696	6250	2803	2720	3736	153	5139	4	343
9	1991	3178	6751	3308	3360	4824	194	5646	11	419

	구분	정무직	별정직(국가)	일반직(국가)	경찰소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
31	2013	1055	11483	88842	31406	99968	1183	59455	75	8602	8225	1723	3519	537	5025
32	2014	1076	11155	99875	35075	107409	1231	59479	65	9432	8970	1887	3655	628	6844
33	2015	1085	10920	111045	37895	117208	1293	59447	64	10136	9796	2006	3780	695	8159
34	2016	1098	10707	121732	40707	123527	1385	60230	60	10690	10378	2159	3901	839	9330
35	2017	1141	10441	133237	43351	129644	1499	60308	57	11281	11052	2334	4046	1062	10515
36	2018	1150	10180	144060	45592	136452	1588	59914	53	11729	11631	2481	4149	1264	11998
37	2019	1166	9900	156201	47767	144618	1694	59316	53	12282	12357	2654	4304	1460	13371
38	2020	1176	9616	169738	50331	152899	1810	58716	46	12898	13021	2868	4466	1795	15037
39	2021	1196	9306	182839	53282	161127	1931	57928	43	13667	13777	3064	4593	2070	16663
40	2022	1306	9119	194078	56083	169906	2082	56950	24	14492	14377	3270	4613	2444	17266

Overview

Variables

Interactions

Correlations

Missing values

Sample