gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	41
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.9 KiB
Average record size in memory	147.2 B

Variable types

Numeric	16

Dataset

Description	직종별(정무직, 병정직, 일반직, 소방 , 경찰, 교육 등) 공무원연금 가입자수에 대한 데이터입니다. 1982년부터 2022년까지 연 단위로 구분되어 있습니다.
URL	https://www.data.go.kr/data/15052955/fileData.do

Alerts

`연도` is highly overall correlated with `정무직` and 13 other fields	High correlation
`정무직` is highly overall correlated with `연도` and 12 other fields	High correlation
`별정직` is highly overall correlated with `연도` and 13 other fields	High correlation
`일반직` is highly overall correlated with `연도` and 13 other fields	High correlation
`경찰` is highly overall correlated with `연도` and 12 other fields	High correlation
`소방` is highly overall correlated with `연도` and 9 other fields	High correlation
`교육` is highly overall correlated with `연도` and 13 other fields	High correlation
`법관검사` is highly overall correlated with `연도` and 13 other fields	High correlation
`기능직` is highly overall correlated with `별정직` and 5 other fields	High correlation
`공안직` is highly overall correlated with `연도` and 14 other fields	High correlation
`군무원` is highly overall correlated with `연도` and 14 other fields	High correlation
`연구직` is highly overall correlated with `연도` and 14 other fields	High correlation
`지도직` is highly overall correlated with `연도` and 12 other fields	High correlation
`계약직` is highly overall correlated with `연도` and 14 other fields	High correlation
`공중보건의` is highly overall correlated with `연도` and 12 other fields	High correlation
`기타` is highly overall correlated with `연도` and 11 other fields	High correlation
`연도` has unique values	Unique
`별정직` has unique values	Unique
`일반직` has unique values	Unique
`경찰` has unique values	Unique
`교육` 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
`소방` has 29 (70.7%) 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 09:44:40.518144
Analysis finished	2023-12-12 09:45:11.012773
Duration	30.49 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
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	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
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16462.78

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	3060
median	8505
Q3	31991
95-th percentile	35994
Maximum	37598
Range	37479
Interquartile range (IQR)	28931

Descriptive statistics

Standard deviation	14062.941
Coefficient of variation (CV)	0.85422634
Kurtosis	-1.7385056
Mean	16462.78
Median Absolute Deviation (MAD)	6862
Skewness	0.33205603
Sum	674974
Variance	1.977663 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
119	1	2.4%
3060	1	2.4%
6734	1	2.4%
8505	1	2.4%
8701	1	2.4%
8678	1	2.4%
7980	1	2.4%
7540	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%

일반직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	304949.83

Minimum	195540
Maximum	515371
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	195540
5-th percentile	204523
Q1	247652
median	268578
Q3	328206
95-th percentile	479562
Maximum	515371
Range	319831
Interquartile range (IQR)	80554

Descriptive statistics

Standard deviation	93081.44
Coefficient of variation (CV)	0.30523526
Kurtosis	-0.32150292
Mean	304949.83
Median Absolute Deviation (MAD)	39292
Skewness	0.98708307
Sum	12502943
Variance	8.6641544 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
221795	1	2.4%
392690	1	2.4%
281379	1	2.4%
289695	1	2.4%
293397	1	2.4%
297968	1	2.4%
305816	1	2.4%
307915	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 (%)
195540	1	2.4%
204521	1	2.4%
204523	1	2.4%
205675	1	2.4%
210023	1	2.4%
213018	1	2.4%
221795	1	2.4%
229286	1	2.4%
234152	1	2.4%
239387	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%

경찰
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	112712.93

Minimum	69045
Maximum	143913
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	117520
Q3	129185
95-th percentile	141923
Maximum	143913
Range	74868
Interquartile range (IQR)	25339

Descriptive statistics

Standard deviation	22397.812
Coefficient of variation (CV)	0.19871556
Kurtosis	-0.68212889
Mean	112712.93
Median Absolute Deviation (MAD)	13490
Skewness	-0.6474723
Sum	4621230
Variance	5.01662 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
77888	1	2.4%
111765	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%
108836	1	2.4%
110715	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 (%)
143913	1	2.4%
143761	1	2.4%
141923	1	2.4%
140055	1	2.4%
137488	1	2.4%
135302	1	2.4%
134240	1	2.4%
132541	1	2.4%
131154	1	2.4%
131010	1	2.4%

소방
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13959.976

Minimum	0
Maximum	64124
Zeros	29
Zeros (%)	70.7%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	38303
95-th percentile	57107
Maximum	64124
Range	64124
Interquartile range (IQR)	38303

Descriptive statistics

Standard deviation	22516.744
Coefficient of variation (CV)	1.6129501
Kurtosis	-0.52289016
Mean	13959.976
Median Absolute Deviation (MAD)	0
Skewness	1.1157878
Sum	572359
Variance	5.0700374 × 10⁸
Monotonicity	Increasing

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	29	70.7%
36962	1	2.4%
38303	1	2.4%
39277	1	2.4%
39819	1	2.4%
41871	1	2.4%
43989	1	2.4%
46003	1	2.4%
49596	1	2.4%
54233	1	2.4%
Other values (3)	3	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	70.7%
36962	1	2.4%
38303	1	2.4%
39277	1	2.4%
39819	1	2.4%
41871	1	2.4%
43989	1	2.4%
46003	1	2.4%
49596	1	2.4%
54233	1	2.4%

Value	Count	Frequency (%)
64124	1	2.4%
61075	1	2.4%
57107	1	2.4%
54233	1	2.4%
49596	1	2.4%
46003	1	2.4%
43989	1	2.4%
41871	1	2.4%
39819	1	2.4%
39277	1	2.4%

교육
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%

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	56891.854

Minimum	7878
Maximum	139153
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	7878
5-th percentile	15920
Q1	18359
median	61823
Q3	66615
95-th percentile	123826
Maximum	139153
Range	131275
Interquartile range (IQR)	48256

Descriptive statistics

Standard deviation	36027.116
Coefficient of variation (CV)	0.63325615
Kurtosis	-0.21865618
Mean	56891.854
Median Absolute Deviation (MAD)	19753
Skewness	0.62933096
Sum	2332566
Variance	1.2979531 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
103135	1	2.4%
40987	1	2.4%
15920	1	2.4%
16099	1	2.4%
16164	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 (%)
7878	1	2.4%
9222	1	2.4%
15920	1	2.4%
16099	1	2.4%
16164	1	2.4%
16460	1	2.4%
16577	1	2.4%
16737	1	2.4%
17401	1	2.4%
18243	1	2.4%

Value	Count	Frequency (%)
139153	1	2.4%
133067	1	2.4%
123826	1	2.4%
121237	1	2.4%
114242	1	2.4%
107692	1	2.4%
103135	1	2.4%
67732	1	2.4%
67017	1	2.4%
66967	1	2.4%

Phik (φk)
Auto

Heatmap
Table

	연도	정무직	별정직	일반직	경찰	소방	교육	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
연도	1.000	0.744	0.804	0.884	0.879	0.806	0.960	0.967	0.867	0.926	0.831	0.895	0.892	0.931	0.967	0.829
정무직	0.744	1.000	0.750	0.335	0.302	0.000	0.717	0.810	0.809	0.921	0.611	0.776	0.445	0.932	0.654	0.482
별정직	0.804	0.750	1.000	0.641	0.611	0.313	0.868	0.872	0.895	0.977	0.676	0.717	0.778	0.609	0.707	0.763
일반직	0.884	0.335	0.641	1.000	0.502	0.929	0.780	0.804	0.857	0.859	0.903	0.798	0.986	0.849	0.788	0.769
경찰	0.879	0.302	0.611	0.502	1.000	0.277	0.788	0.894	0.737	0.625	0.572	0.696	0.735	0.536	0.535	0.579
소방	0.806	0.000	0.313	0.929	0.277	1.000	0.217	0.627	0.695	0.665	0.967	0.789	0.922	0.946	0.630	0.583
교육	0.960	0.717	0.868	0.780	0.788	0.217	1.000	0.938	0.849	0.926	0.617	0.772	0.764	0.844	0.911	0.878
법관검사	0.967	0.810	0.872	0.804	0.894	0.627	0.938	1.000	0.812	0.994	0.760	0.893	0.904	0.888	0.965	0.757
기능직	0.867	0.809	0.895	0.857	0.737	0.695	0.849	0.812	1.000	0.952	0.677	0.685	0.782	0.762	0.748	0.776
공안직	0.926	0.921	0.977	0.859	0.625	0.665	0.926	0.994	0.952	1.000	0.904	0.957	0.762	0.967	0.793	0.718
군무원	0.831	0.611	0.676	0.903	0.572	0.967	0.617	0.760	0.677	0.904	1.000	0.858	0.998	0.937	0.753	0.685
연구직	0.895	0.776	0.717	0.798	0.696	0.789	0.772	0.893	0.685	0.957	0.858	1.000	0.879	0.919	0.844	0.641
지도직	0.892	0.445	0.778	0.986	0.735	0.922	0.764	0.904	0.782	0.762	0.998	0.879	1.000	0.954	0.790	0.830
계약직	0.931	0.932	0.609	0.849	0.536	0.946	0.844	0.888	0.762	0.967	0.937	0.919	0.954	1.000	0.957	0.756
공중보건의	0.967	0.654	0.707	0.788	0.535	0.630	0.911	0.965	0.748	0.793	0.753	0.844	0.790	0.957	1.000	0.628
기타	0.829	0.482	0.763	0.769	0.579	0.583	0.878	0.757	0.776	0.718	0.685	0.641	0.830	0.756	0.628	1.000

Heatmap
Table

	연도	정무직	별정직	일반직	경찰	소방	교육	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
연도	1.000	0.679	-0.696	0.975	0.811	0.804	0.991	1.000	-0.493	0.946	0.933	0.949	0.684	0.949	0.664	-0.572
정무직	0.679	1.000	-0.593	0.624	0.787	0.259	0.675	0.680	-0.264	0.720	0.713	0.716	0.946	0.716	0.961	-0.817
별정직	-0.696	-0.593	1.000	-0.665	-0.513	-0.732	-0.676	-0.701	0.795	-0.835	-0.856	-0.838	-0.632	-0.838	-0.573	0.358
일반직	0.975	0.624	-0.665	1.000	0.778	0.804	0.987	0.976	-0.456	0.919	0.898	0.923	0.615	0.923	0.613	-0.507
경찰	0.811	0.787	-0.513	0.778	1.000	0.391	0.798	0.812	-0.191	0.723	0.727	0.726	0.796	0.725	0.705	-0.667
소방	0.804	0.259	-0.732	0.804	0.391	1.000	0.804	0.804	-0.757	0.840	0.833	0.847	0.314	0.847	0.242	-0.094
교육	0.991	0.675	-0.676	0.987	0.798	0.804	1.000	0.990	-0.479	0.944	0.931	0.947	0.679	0.947	0.661	-0.548
법관검사	1.000	0.680	-0.701	0.976	0.812	0.804	0.990	1.000	-0.493	0.946	0.932	0.949	0.684	0.949	0.665	-0.571
기능직	-0.493	-0.264	0.795	-0.456	-0.191	-0.757	-0.479	-0.493	1.000	-0.690	-0.673	-0.693	-0.277	-0.693	-0.242	-0.060
공안직	0.946	0.720	-0.835	0.919	0.723	0.840	0.944	0.946	-0.690	1.000	0.980	0.997	0.718	0.996	0.703	-0.517
군무원	0.933	0.713	-0.856	0.898	0.727	0.833	0.931	0.932	-0.673	0.980	1.000	0.983	0.743	0.982	0.696	-0.520
연구직	0.949	0.716	-0.838	0.923	0.726	0.847	0.947	0.949	-0.693	0.997	0.983	1.000	0.721	1.000	0.700	-0.512
지도직	0.684	0.946	-0.632	0.615	0.796	0.314	0.679	0.684	-0.277	0.718	0.743	0.721	1.000	0.721	0.896	-0.789
계약직	0.949	0.716	-0.838	0.923	0.725	0.847	0.947	0.949	-0.693	0.996	0.982	1.000	0.721	1.000	0.700	-0.512
공중보건의	0.664	0.961	-0.573	0.613	0.705	0.242	0.661	0.665	-0.242	0.703	0.696	0.700	0.896	0.700	1.000	-0.856
기타	-0.572	-0.817	0.358	-0.507	-0.667	-0.094	-0.548	-0.571	-0.060	-0.517	-0.520	-0.512	-0.789	-0.512	-0.856	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	별정직	일반직	경찰	교육	법관검사	기능직	기타
0	1982	119	221795	77888	197387	1026	66204	103135
1	1983	13707	195540	69947	206296	1022	59395	123826
2	1984	23861	205675	69045	212423	1157	55878	114242
3	1985	27201	213018	72061	220190	1336	55453	107692
4	1986	29224	204521	77307	228283	1468	54589	121237
5	1987	30877	204523	75323	237625	1506	48681	139153
6	1988	31335	210023	78511	245071	1633	67483	133067
7	1989	31991	229286	81163	259266	1720	140701	65942
8	1990	32588	239387	88677	267337	1816	158090	55367
9	1991	32599	234152	96212	272337	1871	181356	66121

	연도	정무직	별정직	일반직	경찰	소방	교육	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
31	2013	144	3060	392690	111765	39277	360218	4717	37521	35666	21402	8198	4613	8463	3889	40987
32	2014	148	2155	424150	115877	39819	362587	4837	7131	35657	21008	8340	4519	8849	3802	42268
33	2015	148	1942	429242	119792	41871	363092	4933	6326	36400	21712	8657	4548	8611	3634	42130
34	2016	139	1705	436636	123454	43989	365809	5025	4637	36228	22024	8851	4604	9308	3493	42070
35	2017	142	1649	444293	125714	46003	367009	5144	3741	35029	22158	9106	4613	9754	3625	42478
36	2018	146	1756	455878	128275	49596	371024	5157	991	35970	24147	9391	4648	11291	3544	58772
37	2019	141	1736	467747	134240	54233	373114	5197	674	36791	26214	9722	4715	13517	3547	63463
38	2020	145	1612	479562	137488	57107	375767	5326	353	36856	28856	10148	4779	14743	3494	65086
39	2021	179	1604	500652	141923	61075	377849	5430	158	37366	33976	10694	4861	15112	3525	67017
40	2022	173	1643	515371	143761	64124	378709	5429	64	37662	34911	11008	4878	15878	3371	64012

Overview

Variables

Interactions

Correlations

Missing values

Sample