gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	41
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.3 KiB
Average record size in memory	183.2 B

Variable types

Numeric	20

Dataset

Description	공무원 직종별(정무직,일반직,기능직 등), 연도별 공무원연금 가입자 인원수입니다.주) 1. 2000년까지의 "기타"에는 정무직, 공안직, 연구직, 지도직, 계약직, 공중보건의가 "별정직(국가)"에는 국가 및 지방 별정직, 군무원이 포함되어 있음 2. 2001년 이후 기타에는 공익법무관, 기타직 공무원 등이 포함되어 있음 3. 청원경찰은 2002년까지는 경찰·소방으로 2003년부터는 기타로 분류되어 있음 4. 별정직, 일반직의 경우 2011년 이후 재직공무원의 직종관리체계를 변경함에 따라 지방직을 국가직으로 통합 5. 2013년 이후의 "기타"직종이 증가한 원인은 "12년 공무원 직종개편에 따라 신설된 우정직, 전문경력관, 특정직이 포함되었기 때문임
Author	공무원연금공단
URL	https://www.data.go.kr/data/15053028/fileData.do

Alerts

`구분` is highly overall correlated with `계` and 12 other fields	High correlation
`계` is highly overall correlated with `구분` and 13 other fields	High correlation
`정무직` is highly overall correlated with `구분` and 13 other fields	High correlation
`별정직(국가)` is highly overall correlated with `구분` and 14 other fields	High correlation
`별정직(지방)` is highly overall correlated with `정무직` and 5 other fields	High correlation
`일반직(국가)` is highly overall correlated with `별정직(국가)` and 7 other fields	High correlation
`일반직(지방)` is highly overall correlated with `별정직(지방)` and 2 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 `별정직(국가)` and 6 other fields	High correlation
`고용직` is highly overall correlated with `구분` and 12 other fields	High correlation
`공안직` is highly overall correlated with `구분` and 14 other fields	High correlation
`군무원` is highly overall correlated with `구분` and 14 other fields	High correlation
`연구직` is highly overall correlated with `구분` and 14 other fields	High correlation
`지도직` is highly overall correlated with `구분` and 13 other fields	High correlation
`계약직` is highly overall correlated with `구분` and 14 other fields	High correlation
`공중보건의` is highly overall correlated with `구분` and 13 other fields	High correlation
`기타` is highly overall correlated with `계` and 1 other fields	High correlation
`구분` has unique values	Unique
`계` has unique values	Unique
`전년대비증감율` has unique values	Unique
`별정직(국가)` 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
`전년대비증감율` has 1 (2.4%) zeros	Zeros
`정무직` has 19 (46.3%) zeros	Zeros
`별정직(지방)` has 31 (75.6%) zeros	Zeros
`일반직(지방)` has 12 (29.3%) zeros	Zeros
`고용직` has 15 (36.6%) 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
`공중보건의` has 19 (46.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 22:12:04.135503
Analysis finished	2023-12-12 22:12:42.266340
Duration	38.13 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%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	965685

Minimum	667554
Maximum	1280994
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	667554
5-th percentile	682281
Q1	909155
median	964593
Q3	1064472
95-th percentile	1221322
Maximum	1280994
Range	613440
Interquartile range (IQR)	155317

Descriptive statistics

Standard deviation	159059.73
Coefficient of variation (CV)	0.16471181
Kurtosis	-0.32995519
Mean	965685
Median Absolute Deviation (MAD)	93365
Skewness	-0.18399637
Sum	39593085
Variance	2.5299997 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
667554	1	2.4%
1072610	1	2.4%
986339	1	2.4%
1009145	1	2.4%
1021771	1	2.4%
1030256	1	2.4%
1047897	1	2.4%
1052407	1	2.4%
1057958	1	2.4%
1064472	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
667554	1	2.4%
669733	1	2.4%
682281	1	2.4%
696951	1	2.4%
716629	1	2.4%
737688	1	2.4%
767123	1	2.4%
810069	1	2.4%
843262	1	2.4%
884648	1	2.4%

Value	Count	Frequency (%)
1280994	1	2.4%
1261421	1	2.4%
1221322	1	2.4%
1195051	1	2.4%
1160586	1	2.4%
1120458	1	2.4%
1107972	1	2.4%
1093038	1	2.4%
1081147	1	2.4%
1072610	1	2.4%

전년대비증감율
Real number (ℝ)

UNIQUE ZEROS

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.647561

Minimum	-4.02
Maximum	5.6
Zeros	1
Zeros (%)	2.4%
Negative	3
Negative (%)	7.3%
Memory size	501.0 B

Quantile statistics

Minimum	-4.02
5-th percentile	-0.52
Q1	0.8
median	1.71
Q3	2.31
95-th percentile	4.23
Maximum	5.6
Range	9.62
Interquartile range (IQR)	1.51

Descriptive statistics

Standard deviation	1.8125214
Coefficient of variation (CV)	1.100124
Kurtosis	2.311414
Mean	1.647561
Median Absolute Deviation (MAD)	0.91
Skewness	-0.63572657
Sum	67.55
Variance	3.2852339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0.0	1	2.4%
0.76	1	2.4%
2.25	1	2.4%
2.31	1	2.4%
1.25	1	2.4%
0.83	1	2.4%
1.71	1	2.4%
0.43	1	2.4%
0.53	1	2.4%
0.62	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.02	1	2.4%
-3.02	1	2.4%
-0.52	1	2.4%
0.0	1	2.4%
0.33	1	2.4%
0.43	1	2.4%
0.44	1	2.4%
0.53	1	2.4%
0.62	1	2.4%
0.76	1	2.4%

Value	Count	Frequency (%)
5.6	1	2.4%
4.91	1	2.4%
4.23	1	2.4%
4.1	1	2.4%
4.0	1	2.4%
3.99	1	2.4%
3.28	1	2.4%
2.97	1	2.4%
2.94	1	2.4%
2.82	1	2.4%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	51.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	501.53659

Minimum	0
Maximum	2221
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	141
Q3	179
95-th percentile	1932
Maximum	2221
Range	2221
Interquartile range (IQR)	179

Descriptive statistics

Standard deviation	796.84936
Coefficient of variation (CV)	1.588816
Kurtosis	-0.36525499
Mean	501.53659
Median Absolute Deviation (MAD)	141
Skewness	1.2490107
Sum	20563
Variance	634968.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	19	46.3%
148	2	4.9%
144	2	4.9%
1678	1	2.4%
173	1	2.4%
179	1	2.4%
145	1	2.4%
141	1	2.4%
146	1	2.4%
142	1	2.4%
Other values (11)	11	26.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
139	1	2.4%
141	1	2.4%
142	1	2.4%
144	2	4.9%
145	1	2.4%
146	1	2.4%
148	2	4.9%
150	1	2.4%
173	1	2.4%

Value	Count	Frequency (%)
2221	1	2.4%
1938	1	2.4%
1932	1	2.4%
1916	1	2.4%
1906	1	2.4%
1905	1	2.4%
1871	1	2.4%
1703	1	2.4%
1694	1	2.4%
1678	1	2.4%

별정직(국가)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15551.024

Minimum	119
Maximum	37598
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	119
5-th percentile	1612
Q1	3014
median	5036
Q3	31991
95-th percentile	35994
Maximum	37598
Range	37479
Interquartile range (IQR)	28977

Descriptive statistics

Standard deviation	14734.542
Coefficient of variation (CV)	0.94749658
Kurtosis	-1.7992819
Mean	15551.024
Median Absolute Deviation (MAD)	3424
Skewness	0.37836181
Sum	637592
Variance	2.1710674 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
119	1	2.4%
3060	1	2.4%
3108	1	2.4%
4919	1	2.4%
5036	1	2.4%
5027	1	2.4%
4332	1	2.4%
4220	1	2.4%
7676	1	2.4%
6007	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
119	1	2.4%
1604	1	2.4%
1612	1	2.4%
1643	1	2.4%
1649	1	2.4%
1705	1	2.4%
1736	1	2.4%
1756	1	2.4%
1942	1	2.4%
2155	1	2.4%

Value	Count	Frequency (%)
37598	1	2.4%
36624	1	2.4%
35994	1	2.4%
35755	1	2.4%
35679	1	2.4%
35627	1	2.4%
33405	1	2.4%
32599	1	2.4%
32588	1	2.4%
32325	1	2.4%

별정직(지방)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	26.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	919.09756

Minimum	0
Maximum	4655
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	3806
Maximum	4655
Range	4655
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1646.9629
Coefficient of variation (CV)	1.7919348
Kurtosis	-0.30191882
Mean	919.09756
Median Absolute Deviation (MAD)	0
Skewness	1.2796893
Sum	37683
Variance	2712486.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	31	75.6%
4655	1	2.4%
3995	1	2.4%
3806	1	2.4%
3730	1	2.4%
3626	1	2.4%
3586	1	2.4%
3665	1	2.4%
3651	1	2.4%
3648	1	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	75.6%
3321	1	2.4%
3586	1	2.4%
3626	1	2.4%
3648	1	2.4%
3651	1	2.4%
3665	1	2.4%
3730	1	2.4%
3806	1	2.4%
3995	1	2.4%

Value	Count	Frequency (%)
4655	1	2.4%
3995	1	2.4%
3806	1	2.4%
3730	1	2.4%
3665	1	2.4%
3651	1	2.4%
3648	1	2.4%
3626	1	2.4%
3586	1	2.4%
3321	1	2.4%

일반직(국가)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	185517.71

Minimum	72901
Maximum	515371
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	72901
5-th percentile	73741
Q1	76773
median	87803
Q3	328206
95-th percentile	479562
Maximum	515371
Range	442470
Interquartile range (IQR)	251433

Descriptive statistics

Standard deviation	164348.05
Coefficient of variation (CV)	0.88588875
Kurtosis	-0.7701206
Mean	185517.71
Median Absolute Deviation (MAD)	12439
Skewness	1.0541201
Sum	7606226
Variance	2.7010282 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
100100	1	2.4%
392690	1	2.4%
73725	1	2.4%
75362	1	2.4%
79024	1	2.4%
82095	1	2.4%
85652	1	2.4%
90180	1	2.4%
315207	1	2.4%
328206	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
72901	1	2.4%
73725	1	2.4%
73741	1	2.4%
74187	1	2.4%
74274	1	2.4%
74905	1	2.4%
75362	1	2.4%
75364	1	2.4%
75688	1	2.4%
76133	1	2.4%

Value	Count	Frequency (%)
515371	1	2.4%
500652	1	2.4%
479562	1	2.4%
467747	1	2.4%
455878	1	2.4%
444293	1	2.4%
436636	1	2.4%
429242	1	2.4%
424150	1	2.4%
392690	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	119972.9

Minimum	0
Maximum	220164
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	145159
Q3	185386
95-th percentile	215873
Maximum	220164
Range	220164
Interquartile range (IQR)	185386

Descriptive statistics

Standard deviation	84531.078
Coefficient of variation (CV)	0.70458475
Kurtosis	-1.4059987
Mean	119972.9
Median Absolute Deviation (MAD)	51148
Skewness	-0.52258642
Sum	4918889
Variance	7.1455031 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	12	29.3%
121695	1	2.4%
185386	1	2.4%
217734	1	2.4%
220164	1	2.4%
215873	1	2.4%
214373	1	2.4%
214333	1	2.4%
207654	1	2.4%
197494	1	2.4%
Other values (20)	20	48.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	29.3%
78087	1	2.4%
100704	1	2.4%
115637	1	2.4%
116718	1	2.4%
121695	1	2.4%
121775	1	2.4%
138603	1	2.4%
143948	1	2.4%
145159	1	2.4%

Value	Count	Frequency (%)
220164	1	2.4%
217734	1	2.4%
215873	1	2.4%
214373	1	2.4%
214333	1	2.4%
207654	1	2.4%
197494	1	2.4%
196307	1	2.4%
191805	1	2.4%
187751	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	126672.9

Minimum	69045
Maximum	207885
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	69045
5-th percentile	72061
Q1	103846
median	124525
Q3	149018
95-th percentile	194595
Maximum	207885
Range	138840
Interquartile range (IQR)	45172

Descriptive statistics

Standard deviation	37774.521
Coefficient of variation (CV)	0.29820523
Kurtosis	-0.4961815
Mean	126672.9
Median Absolute Deviation (MAD)	24493
Skewness	0.34064385
Sum	5193589
Variance	1.4269145 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
77888	1	2.4%
151042	1	2.4%
128406	1	2.4%
131010	1	2.4%
132541	1	2.4%
135302	1	2.4%
140055	1	2.4%
143913	1	2.4%
145798	1	2.4%
149018	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
69045	1	2.4%
69947	1	2.4%
72061	1	2.4%
75323	1	2.4%
77307	1	2.4%
77888	1	2.4%
78511	1	2.4%
81163	1	2.4%
88677	1	2.4%
96212	1	2.4%

Value	Count	Frequency (%)
207885	1	2.4%
202998	1	2.4%
194595	1	2.4%
188473	1	2.4%
177871	1	2.4%
171717	1	2.4%
167443	1	2.4%
161663	1	2.4%
155696	1	2.4%
151042	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	307415.46

Minimum	197387
Maximum	378709
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	197387
5-th percentile	212423
Q1	276021
median	300474
Q3	357528
95-th percentile	375767
Maximum	378709
Range	181322
Interquartile range (IQR)	81507

Descriptive statistics

Standard deviation	54662.923
Coefficient of variation (CV)	0.17781449
Kurtosis	-1.0536252
Mean	307415.46
Median Absolute Deviation (MAD)	54469
Skewness	-0.35391758
Sum	12604034
Variance	2.9880352 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
197387	1	2.4%
360218	1	2.4%
331394	1	2.4%
340679	1	2.4%
347961	1	2.4%
350715	1	2.4%
354943	1	2.4%
356336	1	2.4%
357271	1	2.4%
357528	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
197387	1	2.4%
206296	1	2.4%
212423	1	2.4%
220190	1	2.4%
228283	1	2.4%
237625	1	2.4%
245071	1	2.4%
259266	1	2.4%
267337	1	2.4%
272337	1	2.4%

Value	Count	Frequency (%)
378709	1	2.4%
377849	1	2.4%
375767	1	2.4%
373114	1	2.4%
371024	1	2.4%
367009	1	2.4%
365809	1	2.4%
363092	1	2.4%
362587	1	2.4%
360218	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	3245.4634

Minimum	1022
Maximum	5430
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	1022
5-th percentile	1157
Q1	1980
median	3204
Q3	4606
95-th percentile	5326
Maximum	5430
Range	4408
Interquartile range (IQR)	2626

Descriptive statistics

Standard deviation	1446.0306
Coefficient of variation (CV)	0.44555443
Kurtosis	-1.4327521
Mean	3245.4634
Median Absolute Deviation (MAD)	1333
Skewness	0.050734876
Sum	133064
Variance	2091004.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1026	1	2.4%
4717	1	2.4%
3665	1	2.4%
3798	1	2.4%
3935	1	2.4%
4057	1	2.4%
4177	1	2.4%
4336	1	2.4%
4442	1	2.4%
4606	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1022	1	2.4%
1026	1	2.4%
1157	1	2.4%
1336	1	2.4%
1468	1	2.4%
1506	1	2.4%
1633	1	2.4%
1720	1	2.4%
1816	1	2.4%
1871	1	2.4%

Value	Count	Frequency (%)
5430	1	2.4%
5429	1	2.4%
5326	1	2.4%
5197	1	2.4%
5157	1	2.4%
5144	1	2.4%
5025	1	2.4%
4933	1	2.4%
4837	1	2.4%
4717	1	2.4%

기능직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	106190.8

Minimum	64
Maximum	197907
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	64
5-th percentile	353
Q1	48681
median	139677
Q3	158090
95-th percentile	196655
Maximum	197907
Range	197843
Interquartile range (IQR)	109409

Descriptive statistics

Standard deviation	71696.766
Coefficient of variation (CV)	0.67516925
Kurtosis	-1.461769
Mean	106190.8
Median Absolute Deviation (MAD)	55586
Skewness	-0.330395
Sum	4353823
Variance	5.1404262 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
66204	1	2.4%
37521	1	2.4%
146997	1	2.4%
145568	1	2.4%
143354	1	2.4%
140462	1	2.4%
139677	1	2.4%
135240	1	2.4%
131336	1	2.4%
120128	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
64	1	2.4%
158	1	2.4%
353	1	2.4%
674	1	2.4%
991	1	2.4%
3741	1	2.4%
4637	1	2.4%
6326	1	2.4%
7131	1	2.4%
37521	1	2.4%

Value	Count	Frequency (%)
197907	1	2.4%
197112	1	2.4%
196655	1	2.4%
195263	1	2.4%
195259	1	2.4%
190278	1	2.4%
183865	1	2.4%
181356	1	2.4%
169580	1	2.4%
162159	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	21835.366

Minimum	0
Maximum	110988
Zeros	15
Zeros (%)	36.6%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4071
Q3	11368
95-th percentile	104648
Maximum	110988
Range	110988
Interquartile range (IQR)	11368

Descriptive statistics

Standard deviation	38007.859
Coefficient of variation (CV)	1.7406559
Kurtosis	1.0820451
Mean	21835.366
Median Absolute Deviation (MAD)	4071
Skewness	1.679607
Sum	895250
Variance	1.4445974 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	15	36.6%
95938	1	2.4%
97317	1	2.4%
1	1	2.4%
3	1	2.4%
56	1	2.4%
1863	1	2.4%
3427	1	2.4%
4071	1	2.4%
4496	1	2.4%
Other values (17)	17	41.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	36.6%
1	1	2.4%
3	1	2.4%
56	1	2.4%
1863	1	2.4%
3427	1	2.4%
4071	1	2.4%
4496	1	2.4%
5533	1	2.4%
6413	1	2.4%

Value	Count	Frequency (%)
110988	1	2.4%
107501	1	2.4%
104648	1	2.4%
102491	1	2.4%
99546	1	2.4%
97317	1	2.4%
95938	1	2.4%
39972	1	2.4%
28672	1	2.4%
14126	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	17812.293

Minimum	0
Maximum	37662
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	26935
Q3	34761
95-th percentile	36856
Maximum	37662
Range	37662
Interquartile range (IQR)	34761

Descriptive statistics

Standard deviation	16969.542
Coefficient of variation (CV)	0.95268715
Kurtosis	-2.0064067
Mean	17812.293
Median Absolute Deviation (MAD)	10431
Skewness	-0.079479759
Sum	730304
Variance	2.8796537 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
26414	1	2.4%
37662	1	2.4%
37366	1	2.4%
36856	1	2.4%
36791	1	2.4%
35970	1	2.4%
35029	1	2.4%
36228	1	2.4%
36400	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
26414	1	2.4%
26935	1	2.4%
27402	1	2.4%
28331	1	2.4%
28834	1	2.4%
30391	1	2.4%
31415	1	2.4%
31773	1	2.4%
32875	1	2.4%

Value	Count	Frequency (%)
37662	1	2.4%
37366	1	2.4%
36856	1	2.4%
36791	1	2.4%
36400	1	2.4%
36228	1	2.4%
35970	1	2.4%
35666	1	2.4%
35657	1	2.4%
35029	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	12165.341

Minimum	0
Maximum	34911
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	19744
Q3	21008
95-th percentile	28856
Maximum	34911
Range	34911
Interquartile range (IQR)	21008

Descriptive statistics

Standard deviation	11887.856
Coefficient of variation (CV)	0.9771905
Kurtosis	-1.5816936
Mean	12165.341
Median Absolute Deviation (MAD)	14232
Skewness	0.1198755
Sum	498779
Variance	1.4132112 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
19732	1	2.4%
34911	1	2.4%
33976	1	2.4%
28856	1	2.4%
26214	1	2.4%
24147	1	2.4%
22158	1	2.4%
22024	1	2.4%
21712	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
19732	1	2.4%
19744	1	2.4%
19751	1	2.4%
19780	1	2.4%
20047	1	2.4%
20187	1	2.4%
20220	1	2.4%
20310	1	2.4%
20332	1	2.4%

Value	Count	Frequency (%)
34911	1	2.4%
33976	1	2.4%
28856	1	2.4%
26214	1	2.4%
24147	1	2.4%
22158	1	2.4%
22024	1	2.4%
21712	1	2.4%
21423	1	2.4%
21402	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	4273.6585

Minimum	0
Maximum	11008
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	5670
Q3	7899
95-th percentile	10148
Maximum	11008
Range	11008
Interquartile range (IQR)	7899

Descriptive statistics

Standard deviation	4187.9882
Coefficient of variation (CV)	0.97995386
Kurtosis	-1.7785389
Mean	4273.6585
Median Absolute Deviation (MAD)	5024
Skewness	0.088999311
Sum	175220
Variance	17539245
Monotonicity	Increasing

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
5493	1	2.4%
11008	1	2.4%
10694	1	2.4%
10148	1	2.4%
9722	1	2.4%
9391	1	2.4%
9106	1	2.4%
8851	1	2.4%
8657	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
5493	1	2.4%
5670	1	2.4%
5788	1	2.4%
6024	1	2.4%
6340	1	2.4%
6874	1	2.4%
7208	1	2.4%
7222	1	2.4%
7316	1	2.4%

Value	Count	Frequency (%)
11008	1	2.4%
10694	1	2.4%
10148	1	2.4%
9722	1	2.4%
9391	1	2.4%
9106	1	2.4%
8851	1	2.4%
8657	1	2.4%
8340	1	2.4%
8198	1	2.4%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	51.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2583.5122

Minimum	0
Maximum	5149
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	4548
Q3	4779
95-th percentile	5089
Maximum	5149
Range	5149
Interquartile range (IQR)	4779

Descriptive statistics

Standard deviation	2435.6587
Coefficient of variation (CV)	0.94277035
Kurtosis	-2.0661223
Mean	2583.5122
Median Absolute Deviation (MAD)	561
Skewness	-0.13968324
Sum	105924
Variance	5932433.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	19	46.3%
4613	3	7.3%
5109	1	2.4%
4878	1	2.4%
4861	1	2.4%
4779	1	2.4%
4715	1	2.4%
4648	1	2.4%
4604	1	2.4%
4548	1	2.4%
Other values (11)	11	26.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
4519	1	2.4%
4548	1	2.4%
4604	1	2.4%
4613	3	7.3%
4648	1	2.4%
4650	1	2.4%
4661	1	2.4%
4715	1	2.4%
4722	1	2.4%

Value	Count	Frequency (%)
5149	1	2.4%
5109	1	2.4%
5089	1	2.4%
5082	1	2.4%
5080	1	2.4%
5059	1	2.4%
5028	1	2.4%
4904	1	2.4%
4878	1	2.4%
4861	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	4262.5854

Minimum	0
Maximum	15878
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	2544
Q3	7718
95-th percentile	14743
Maximum	15878
Range	15878
Interquartile range (IQR)	7718

Descriptive statistics

Standard deviation	4998.6342
Coefficient of variation (CV)	1.1726766
Kurtosis	-0.30178149
Mean	4262.5854
Median Absolute Deviation (MAD)	2544
Skewness	0.90171698
Sum	174766
Variance	24986344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
2334	1	2.4%
15878	1	2.4%
15112	1	2.4%
14743	1	2.4%
13517	1	2.4%
11291	1	2.4%
9754	1	2.4%
9308	1	2.4%
8611	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
2334	1	2.4%
2544	1	2.4%
2806	1	2.4%
3469	1	2.4%
4100	1	2.4%
4758	1	2.4%
5650	1	2.4%
6010	1	2.4%
6297	1	2.4%

Value	Count	Frequency (%)
15878	1	2.4%
15112	1	2.4%
14743	1	2.4%
13517	1	2.4%
11291	1	2.4%
9754	1	2.4%
9308	1	2.4%
8849	1	2.4%
8611	1	2.4%
8463	1	2.4%

공중보건의
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	56.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2256.9756

Minimum	0
Maximum	5281
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	3493
Q3	4062
95-th percentile	5173
Maximum	5281
Range	5281
Interquartile range (IQR)	4062

Descriptive statistics

Standard deviation	2182.4601
Coefficient of variation (CV)	0.96698436
Kurtosis	-1.871347
Mean	2256.9756
Median Absolute Deviation (MAD)	1689
Skewness	0.015971574
Sum	92536
Variance	4763132.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
3691	1	2.4%
3371	1	2.4%
3525	1	2.4%
3494	1	2.4%
3547	1	2.4%
3544	1	2.4%
3625	1	2.4%
3493	1	2.4%
3634	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
3371	1	2.4%
3493	1	2.4%
3494	1	2.4%
3525	1	2.4%
3544	1	2.4%
3547	1	2.4%
3625	1	2.4%
3634	1	2.4%
3691	1	2.4%

Value	Count	Frequency (%)
5281	1	2.4%
5182	1	2.4%
5173	1	2.4%
5141	1	2.4%
5027	1	2.4%
5020	1	2.4%
4760	1	2.4%
4642	1	2.4%
4556	1	2.4%
4077	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	34508.366

Minimum	2744
Maximum	67017
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	2744
5-th percentile	5151
Q1	16096
median	28165
Q3	55872
95-th percentile	64012
Maximum	67017
Range	64273
Interquartile range (IQR)	39776

Descriptive statistics

Standard deviation	21021.102
Coefficient of variation (CV)	0.60915958
Kurtosis	-1.6001968
Mean	34508.366
Median Absolute Deviation (MAD)	16414
Skewness	0.075801871
Sum	1414843
Variance	4.4188672 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
7197	1	2.4%
40987	1	2.4%
15864	1	2.4%
16096	1	2.4%
16163	1	2.4%
16460	1	2.4%
16577	1	2.4%
16737	1	2.4%
18243	1	2.4%
18359	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2744	1	2.4%
3382	1	2.4%
5151	1	2.4%
7197	1	2.4%
11348	1	2.4%
11751	1	2.4%
13736	1	2.4%
15538	1	2.4%
15690	1	2.4%
15864	1	2.4%

Value	Count	Frequency (%)
67017	1	2.4%
65086	1	2.4%
64012	1	2.4%
63463	1	2.4%
58772	1	2.4%
57873	1	2.4%
57784	1	2.4%
56805	1	2.4%
56712	1	2.4%
56112	1	2.4%

Phik (φk)
Auto

Heatmap
Table

	구분	계	전년대비증감율	정무직	별정직(국가)	별정직(지방)	일반직(국가)	일반직(지방)	경찰소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
구분	1.000	0.947	0.588	0.744	0.794	0.770	0.847	0.863	0.951	0.960	0.967	0.867	0.666	0.926	0.831	0.895	0.892	0.931	0.967	0.877
계	0.947	1.000	0.540	0.411	0.666	0.416	0.813	0.812	0.961	0.957	0.925	0.801	0.775	0.780	0.812	0.851	0.807	0.921	0.826	0.786
전년대비증감율	0.588	0.540	1.000	0.000	0.398	0.000	0.000	0.359	0.173	0.105	0.595	0.648	0.650	0.000	0.000	0.000	0.000	0.000	0.000	0.332
정무직	0.744	0.411	0.000	1.000	0.559	0.959	0.000	0.818	0.459	0.717	0.810	0.809	0.000	0.921	0.611	0.776	0.445	0.932	0.654	0.575
별정직(국가)	0.794	0.666	0.398	0.559	1.000	0.667	0.750	0.959	0.638	0.842	0.842	0.868	0.543	0.945	0.452	0.643	0.716	0.517	0.754	0.661
별정직(지방)	0.770	0.416	0.000	0.959	0.667	1.000	0.000	0.882	0.463	0.838	0.810	0.583	0.000	0.942	0.611	0.937	0.445	0.818	0.648	0.641
일반직(국가)	0.847	0.813	0.000	0.000	0.750	0.000	1.000	0.732	0.965	0.615	0.707	0.777	0.000	0.668	0.909	0.824	0.889	0.864	0.719	0.816
일반직(지방)	0.863	0.812	0.359	0.818	0.959	0.882	0.732	1.000	0.782	0.902	0.829	0.877	0.811	0.960	0.605	0.688	0.746	0.503	0.711	0.760
경찰소방	0.951	0.961	0.173	0.459	0.638	0.463	0.965	0.782	1.000	0.879	0.939	0.805	0.682	0.840	0.912	0.872	0.858	0.947	0.870	0.828
교육직	0.960	0.957	0.105	0.717	0.842	0.838	0.615	0.902	0.879	1.000	0.938	0.849	0.794	0.926	0.617	0.772	0.764	0.844	0.911	0.824
법관검사	0.967	0.925	0.595	0.810	0.842	0.810	0.707	0.829	0.939	0.938	1.000	0.812	0.316	0.994	0.760	0.893	0.904	0.888	0.965	0.789
기능직	0.867	0.801	0.648	0.809	0.868	0.583	0.777	0.877	0.805	0.849	0.812	1.000	0.707	0.952	0.677	0.685	0.782	0.762	0.748	0.845
고용직	0.666	0.775	0.650	0.000	0.543	0.000	0.000	0.811	0.682	0.794	0.316	0.707	1.000	0.229	0.000	0.000	0.623	0.000	0.000	0.787
공안직	0.926	0.780	0.000	0.921	0.945	0.942	0.668	0.960	0.840	0.926	0.994	0.952	0.229	1.000	0.904	0.957	0.762	0.967	0.793	0.828
군무원	0.831	0.812	0.000	0.611	0.452	0.611	0.909	0.605	0.912	0.617	0.760	0.677	0.000	0.904	1.000	0.858	0.998	0.937	0.753	0.830
연구직	0.895	0.851	0.000	0.776	0.643	0.937	0.824	0.688	0.872	0.772	0.893	0.685	0.000	0.957	0.858	1.000	0.879	0.919	0.844	0.760
지도직	0.892	0.807	0.000	0.445	0.716	0.445	0.889	0.746	0.858	0.764	0.904	0.782	0.623	0.762	0.998	0.879	1.000	0.954	0.790	0.982
계약직	0.931	0.921	0.000	0.932	0.517	0.818	0.864	0.503	0.947	0.844	0.888	0.762	0.000	0.967	0.937	0.919	0.954	1.000	0.957	0.787
공중보건의	0.967	0.826	0.000	0.654	0.754	0.648	0.719	0.711	0.870	0.911	0.965	0.748	0.000	0.793	0.753	0.844	0.790	0.957	1.000	0.765
기타	0.877	0.786	0.332	0.575	0.661	0.641	0.816	0.760	0.828	0.824	0.789	0.845	0.787	0.828	0.830	0.760	0.982	0.787	0.765	1.000

Heatmap
Table

	구분	계	전년대비증감율	정무직	별정직(국가)	별정직(지방)	일반직(국가)	일반직(지방)	경찰소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
구분	1.000	0.965	-0.079	0.679	-0.675	0.150	0.446	-0.291	0.993	0.991	1.000	-0.493	-0.967	0.946	0.933	0.949	0.684	0.949	0.664	0.397
계	0.965	1.000	-0.043	0.589	-0.566	0.034	0.479	-0.280	0.955	0.983	0.964	-0.443	-0.931	0.903	0.877	0.906	0.573	0.906	0.581	0.512
전년대비증감율	-0.079	-0.043	1.000	-0.056	0.026	-0.072	0.070	-0.131	-0.104	-0.045	-0.076	-0.168	0.215	0.006	0.040	0.011	0.007	0.009	-0.113	0.039
정무직	0.679	0.589	-0.056	1.000	-0.622	0.758	-0.021	0.228	0.674	0.675	0.680	-0.264	-0.731	0.720	0.713	0.716	0.946	0.716	0.961	-0.247
별정직(국가)	-0.675	-0.566	0.026	-0.622	1.000	-0.226	-0.526	0.418	-0.698	-0.654	-0.679	0.770	0.654	-0.813	-0.837	-0.816	-0.668	-0.815	-0.578	0.070
별정직(지방)	0.150	0.034	-0.072	0.758	-0.226	1.000	-0.542	0.672	0.157	0.144	0.150	0.216	-0.233	0.162	0.190	0.158	0.755	0.158	0.727	-0.558
일반직(국가)	0.446	0.479	0.070	-0.021	-0.526	-0.542	1.000	-0.818	0.449	0.449	0.446	-0.839	-0.395	0.581	0.541	0.586	-0.032	0.585	-0.016	0.315
일반직(지방)	-0.291	-0.280	-0.131	0.228	0.418	0.672	-0.818	1.000	-0.294	-0.278	-0.290	0.727	0.193	-0.406	-0.410	-0.412	0.151	-0.412	0.212	-0.294
경찰소방	0.993	0.955	-0.104	0.674	-0.698	0.157	0.449	-0.294	1.000	0.986	0.994	-0.485	-0.967	0.942	0.933	0.946	0.686	0.945	0.655	0.385
교육직	0.991	0.983	-0.045	0.675	-0.654	0.144	0.449	-0.278	0.986	1.000	0.990	-0.479	-0.958	0.944	0.931	0.947	0.679	0.947	0.661	0.411
법관검사	1.000	0.964	-0.076	0.680	-0.679	0.150	0.446	-0.290	0.994	0.990	1.000	-0.493	-0.967	0.946	0.932	0.949	0.684	0.949	0.665	0.395
기능직	-0.493	-0.443	-0.168	-0.264	0.770	0.216	-0.839	0.727	-0.485	-0.479	-0.493	1.000	0.418	-0.690	-0.673	-0.693	-0.277	-0.693	-0.242	-0.031
고용직	-0.967	-0.931	0.215	-0.731	0.654	-0.233	-0.395	0.193	-0.967	-0.958	-0.967	0.418	1.000	-0.920	-0.895	-0.920	-0.695	-0.920	-0.752	-0.291
공안직	0.946	0.903	0.006	0.720	-0.813	0.162	0.581	-0.406	0.942	0.944	0.946	-0.690	-0.920	1.000	0.980	0.997	0.718	0.996	0.703	0.227
군무원	0.933	0.877	0.040	0.713	-0.837	0.190	0.541	-0.410	0.933	0.931	0.932	-0.673	-0.895	0.980	1.000	0.983	0.743	0.982	0.696	0.209
연구직	0.949	0.906	0.011	0.716	-0.816	0.158	0.586	-0.412	0.946	0.947	0.949	-0.693	-0.920	0.997	0.983	1.000	0.721	1.000	0.700	0.234
지도직	0.684	0.573	0.007	0.946	-0.668	0.755	-0.032	0.151	0.686	0.679	0.684	-0.277	-0.695	0.718	0.743	0.721	1.000	0.721	0.896	-0.216
계약직	0.949	0.906	0.009	0.716	-0.815	0.158	0.585	-0.412	0.945	0.947	0.949	-0.693	-0.920	0.996	0.982	1.000	0.721	1.000	0.700	0.234
공중보건의	0.664	0.581	-0.113	0.961	-0.578	0.727	-0.016	0.212	0.655	0.661	0.665	-0.242	-0.752	0.703	0.696	0.700	0.896	0.700	1.000	-0.296
기타	0.397	0.512	0.039	-0.247	0.070	-0.558	0.315	-0.294	0.385	0.411	0.395	-0.031	-0.291	0.227	0.209	0.234	-0.216	0.234	-0.296	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	계	전년대비증감율	별정직(국가)	일반직(국가)	일반직(지방)	경찰소방	교육직	법관검사	기능직	고용직	기타
0	1982	667554	0.0	119	100100	121695	77888	197387	1026	66204	95938	7197
1	1983	669733	0.33	13707	94836	100704	69947	206296	1022	59395	97317	26509
2	1984	682281	1.87	23861	127588	78087	69045	212423	1157	55878	102491	11751
3	1985	696951	2.15	27501	97381	115637	72061	220190	1336	55453	104648	2744
4	1986	716629	2.82	29224	87803	116718	77307	228283	1468	54589	107501	13736
5	1987	737688	2.94	30877	82748	121775	75323	237625	1506	48681	110988	28165
6	1988	767123	3.99	31335	88248	143948	78511	245071	1633	67483	99546	11348
7	1989	810069	5.6	31991	90683	138603	81163	259266	1720	140701	39972	25970
8	1990	843262	4.1	32588	94228	145159	88677	267337	1816	158090	28672	26695
9	1991	884648	4.91	32599	75688	158464	96212	272337	1871	181356	14126	51995

	구분	계	전년대비증감율	정무직	별정직(국가)	일반직(국가)	경찰소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
31	2013	1072610	0.76	144	3060	392690	151042	360218	4717	37521	35666	21402	8198	4613	8463	3889	40987
32	2014	1081147	0.8	148	2155	424150	155696	362587	4837	7131	35657	21008	8340	4519	8849	3802	42268
33	2015	1093038	1.9	148	1942	429242	161663	363092	4933	6326	36400	21712	8657	4548	8611	3634	42130
34	2016	1107972	1.37	139	1705	436636	167443	365809	5025	4637	36228	22024	8851	4604	9308	3493	42070
35	2017	1120458	1.13	142	1649	444293	171717	367009	5144	3741	35029	22158	9106	4613	9754	3625	42478
36	2018	1160586	4.0	146	1756	455878	177871	371024	5157	991	35970	24147	9391	4648	11291	3544	58772
37	2019	1195051	2.97	141	1736	467747	188473	373114	5197	674	36791	26214	9722	4715	13517	3547	63463
38	2020	1221322	2.2	145	1612	479562	194595	375767	5326	353	36856	28856	10148	4779	14743	3494	65086
39	2021	1261421	3.28	179	1604	500652	202998	377849	5430	158	37366	33976	10694	4861	15112	3525	67017
40	2022	1280994	1.55	173	1643	515371	207885	378709	5429	64	37662	34911	11008	4878	15878	3371	64012

Overview

Variables

Interactions

Correlations

Missing values

Sample