gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	43
Missing cells	1
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.6 KiB
Average record size in memory	182.1 B

Variable types

Text	1
Numeric	19

Dataset

Description	공무원 직종별(정무직, 별정직, 일반직_국가,지방, 경찰직, 소방직, 교육직 등) 가입자 추이에 대한 데이터입니다. 1982년부터 시작됩니다.
URL	https://www.data.go.kr/data/15054019/fileData.do

Alerts

`계` is highly overall correlated with `정무직` and 10 other fields	High correlation
`정무직` is highly overall correlated with `계` and 12 other fields	High correlation
`별정직(국가)` is highly overall correlated with `정무직` and 11 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 `계` and 11 other fields	High correlation
`교육직` is highly overall correlated with `계` and 10 other fields	High correlation
`법관검사` is highly overall correlated with `계` and 11 other fields	High correlation
`기능직` is highly overall correlated with `별정직(국가)` and 6 other fields	High correlation
`고용직` is highly overall correlated with `계` and 11 other fields	High correlation
`공안직` is highly overall correlated with `계` and 13 other fields	High correlation
`군무원` is highly overall correlated with `계` and 13 other fields	High correlation
`연구직` is highly overall correlated with `계` and 13 other fields	High correlation
`지도직` is highly overall correlated with `계` and 12 other fields	High correlation
`계약직` is highly overall correlated with `계` and 13 other fields	High correlation
`공중보건의` is highly overall correlated with `계` and 12 other fields	High correlation
`기타` is highly overall correlated with `별정직(지방)`	High correlation
`공중보건의` has 1 (2.3%) missing values	Missing
`구분` has unique values	Unique
`계` 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 3 (7.0%) zeros	Zeros
`정무직` has 19 (44.2%) zeros	Zeros
`별정직(지방)` has 33 (76.7%) zeros	Zeros
`일반직(지방)` has 14 (32.6%) zeros	Zeros
`고용직` has 17 (39.5%) zeros	Zeros
`공안직` has 19 (44.2%) zeros	Zeros
`군무원` has 19 (44.2%) zeros	Zeros
`연구직` has 19 (44.2%) zeros	Zeros
`지도직` has 19 (44.2%) zeros	Zeros
`계약직` has 19 (44.2%) zeros	Zeros
`공중보건의` has 19 (44.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 18:56:26.016581
Analysis finished	2023-12-12 18:57:23.141476
Duration	57.12 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	476.0 B

Length

Max length	4
Median length	4
Mean length	3.8604651
Min length	1

Characters and Unicode

Total characters	166
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	43 ?
Unique (%)	100.0%

Sample

1st row	1982
2nd row	1983
3rd row	1984
4th row	1985
5th row	1986

Value	Count	Frequency (%)
1982	1	2.3%
2004	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%
2012	1	2.3%
2013	1	2.3%
Other values (33)	33	76.7%

Most occurring characters

Value	Count	Frequency (%)
0	37	22.3%
1	32	19.3%
9	32	19.3%
2	31	18.7%
8	12	7.2%
3	4	2.4%
4	4	2.4%
5	4	2.4%
6	4	2.4%
7	4	2.4%
Other values (2)	2	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	164	98.8%
Other Letter	2	1.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	37	22.6%
1	32	19.5%
9	32	19.5%
2	31	18.9%
8	12	7.3%
3	4	2.4%
4	4	2.4%
5	4	2.4%
6	4	2.4%
7	4	2.4%

Other Letter

Value	Count	Frequency (%)
남	1	50.0%
여	1	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	164	98.8%
Hangul	2	1.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	37	22.6%
1	32	19.5%
9	32	19.5%
2	31	18.9%
8	12	7.3%
3	4	2.4%
4	4	2.4%
5	4	2.4%
6	4	2.4%
7	4	2.4%

Hangul

Value	Count	Frequency (%)
남	1	50.0%
여	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	164	98.8%
Hangul	2	1.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	37	22.6%
1	32	19.5%
9	32	19.5%
2	31	18.9%
8	12	7.3%
3	4	2.4%
4	4	2.4%
5	4	2.4%
6	4	2.4%
7	4	2.4%

Hangul

Value	Count	Frequency (%)
남	1	50.0%
여	1	50.0%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	950559.98

Minimum	623723
Maximum	1280994
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	623723
5-th percentile	667771.9
Q1	863955
median	957882
Q3	1061215
95-th percentile	1218694.9
Maximum	1280994
Range	657271
Interquartile range (IQR)	197260

Descriptive statistics

Standard deviation	170029.42
Coefficient of variation (CV)	0.1788729
Kurtosis	-0.51234863
Mean	950559.98
Median Absolute Deviation (MAD)	106590
Skewness	-0.21464587
Sum	40874079
Variance	2.8910004 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
667554	1	2.3%
669733	1	2.3%
1009145	1	2.3%
1021771	1	2.3%
1030256	1	2.3%
1047897	1	2.3%
1052407	1	2.3%
1057958	1	2.3%
1064472	1	2.3%
1072610	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
623723	1	2.3%
657271	1	2.3%
667554	1	2.3%
669733	1	2.3%
682281	1	2.3%
696951	1	2.3%
716629	1	2.3%
737688	1	2.3%
767123	1	2.3%
810069	1	2.3%

Value	Count	Frequency (%)
1280994	1	2.3%
1261421	1	2.3%
1221322	1	2.3%
1195051	1	2.3%
1160586	1	2.3%
1120458	1	2.3%
1107972	1	2.3%
1093038	1	2.3%
1081147	1	2.3%
1072610	1	2.3%

전년대비증감율
Real number (ℝ)

ZEROS

Distinct	41
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9127907

Minimum	0
Maximum	5.6
Zeros	3
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0.033
Q1	0.815
median	1.79
Q3	2.88
95-th percentile	4.217
Maximum	5.6
Range	5.6
Interquartile range (IQR)	2.065

Descriptive statistics

Standard deviation	1.3989066
Coefficient of variation (CV)	0.73134326
Kurtosis	-0.034011573
Mean	1.9127907
Median Absolute Deviation (MAD)	1.03
Skewness	0.76115511
Sum	82.25
Variance	1.9569396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0.0	3	7.0%
0.76	1	2.3%
2.25	1	2.3%
2.31	1	2.3%
1.25	1	2.3%
0.83	1	2.3%
1.71	1	2.3%
0.43	1	2.3%
0.53	1	2.3%
0.62	1	2.3%
Other values (31)	31	72.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	7.0%
0.33	1	2.3%
0.43	1	2.3%
0.44	1	2.3%
0.52	1	2.3%
0.53	1	2.3%
0.62	1	2.3%
0.76	1	2.3%
0.8	1	2.3%
0.83	1	2.3%

Value	Count	Frequency (%)
5.6	1	2.3%
4.91	1	2.3%
4.23	1	2.3%
4.1	1	2.3%
4.02	1	2.3%
3.99	1	2.3%
3.58	1	2.3%
3.28	1	2.3%
3.02	1	2.3%
2.97	1	2.3%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	53.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	482.23256

Minimum	0
Maximum	2221
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	141
Q3	176
95-th percentile	1930.4
Maximum	2221
Range	2221
Interquartile range (IQR)	176

Descriptive statistics

Standard deviation	782.80484
Coefficient of variation (CV)	1.6232932
Kurtosis	-0.16502665
Mean	482.23256
Median Absolute Deviation (MAD)	141
Skewness	1.3212649
Sum	20736
Variance	612783.42
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	44.2%
148	2	4.7%
144	2	4.7%
1694	1	2.3%
139	1	2.3%
17	1	2.3%
156	1	2.3%
173	1	2.3%
179	1	2.3%
145	1	2.3%
Other values (13)	13	30.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
17	1	2.3%
139	1	2.3%
141	1	2.3%
142	1	2.3%
144	2	4.7%
145	1	2.3%
146	1	2.3%
148	2	4.7%
150	1	2.3%

Value	Count	Frequency (%)
2221	1	2.3%
1938	1	2.3%
1932	1	2.3%
1916	1	2.3%
1906	1	2.3%
1905	1	2.3%
1871	1	2.3%
1703	1	2.3%
1694	1	2.3%
1678	1	2.3%

별정직(국가)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14865.93

Minimum	119
Maximum	37598
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	119
5-th percentile	1187.3
Q1	2048.5
median	5027
Q3	31663
95-th percentile	35970.1
Maximum	37598
Range	37479
Interquartile range (IQR)	29614.5

Descriptive statistics

Standard deviation	14718.153
Coefficient of variation (CV)	0.99005934
Kurtosis	-1.7256169
Mean	14865.93
Median Absolute Deviation (MAD)	3423
Skewness	0.45712376
Sum	639235
Variance	2.1662403 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
119	1	2.3%
13707	1	2.3%
4919	1	2.3%
5036	1	2.3%
5027	1	2.3%
4332	1	2.3%
4220	1	2.3%
7676	1	2.3%
6007	1	2.3%
3060	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
119	1	2.3%
502	1	2.3%
1141	1	2.3%
1604	1	2.3%
1612	1	2.3%
1643	1	2.3%
1649	1	2.3%
1705	1	2.3%
1736	1	2.3%
1756	1	2.3%

Value	Count	Frequency (%)
37598	1	2.3%
36624	1	2.3%
35994	1	2.3%
35755	1	2.3%
35679	1	2.3%
35627	1	2.3%
33405	1	2.3%
32599	1	2.3%
32588	1	2.3%
32325	1	2.3%

별정직(지방)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	25.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	876.34884

Minimum	0
Maximum	4655
Zeros	33
Zeros (%)	76.7%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3798.4
Maximum	4655
Range	4655
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1619.1589
Coefficient of variation (CV)	1.8476192
Kurtosis	-0.095840414
Mean	876.34884
Median Absolute Deviation (MAD)	0
Skewness	1.3535232
Sum	37683
Variance	2621675.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	33	76.7%
4655	1	2.3%
3995	1	2.3%
3806	1	2.3%
3730	1	2.3%
3626	1	2.3%
3586	1	2.3%
3665	1	2.3%
3651	1	2.3%
3648	1	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	76.7%
3321	1	2.3%
3586	1	2.3%
3626	1	2.3%
3648	1	2.3%
3651	1	2.3%
3665	1	2.3%
3730	1	2.3%
3806	1	2.3%
3995	1	2.3%

Value	Count	Frequency (%)
4655	1	2.3%
3995	1	2.3%
3806	1	2.3%
3730	1	2.3%
3665	1	2.3%
3651	1	2.3%
3648	1	2.3%
3626	1	2.3%
3586	1	2.3%
3321	1	2.3%

일반직(국가)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188874.35

Minimum	72901
Maximum	515371
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	72901
5-th percentile	73785.6
Q1	76872
median	88248
Q3	321706.5
95-th percentile	478380.5
Maximum	515371
Range	442470
Interquartile range (IQR)	244834.5

Descriptive statistics

Standard deviation	161128.07
Coefficient of variation (CV)	0.85309664
Kurtosis	-0.79266406
Mean	188874.35
Median Absolute Deviation (MAD)	12886
Skewness	1.0018119
Sum	8121597
Variance	2.5962256 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
100100	1	2.3%
94836	1	2.3%
75362	1	2.3%
79024	1	2.3%
82095	1	2.3%
85652	1	2.3%
90180	1	2.3%
315207	1	2.3%
328206	1	2.3%
392690	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
72901	1	2.3%
73725	1	2.3%
73741	1	2.3%
74187	1	2.3%
74274	1	2.3%
74905	1	2.3%
75362	1	2.3%
75364	1	2.3%
75688	1	2.3%
76133	1	2.3%

Value	Count	Frequency (%)
515371	1	2.3%
500652	1	2.3%
479562	1	2.3%
467747	1	2.3%
455878	1	2.3%
444293	1	2.3%
436636	1	2.3%
429242	1	2.3%
424150	1	2.3%
392690	1	2.3%

일반직(지방)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	69.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	114392.77

Minimum	0
Maximum	220164
Zeros	14
Zeros (%)	32.6%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	143948
Q3	185374
95-th percentile	215723
Maximum	220164
Range	220164
Interquartile range (IQR)	185374

Descriptive statistics

Standard deviation	86364.15
Coefficient of variation (CV)	0.75497911
Kurtosis	-1.5730939
Mean	114392.77
Median Absolute Deviation (MAD)	53546
Skewness	-0.39586719
Sum	4918889
Variance	7.4587664 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	14	32.6%
121695	1	2.3%
185386	1	2.3%
217734	1	2.3%
220164	1	2.3%
215873	1	2.3%
214373	1	2.3%
214333	1	2.3%
207654	1	2.3%
197494	1	2.3%
Other values (20)	20	46.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	32.6%
78087	1	2.3%
100704	1	2.3%
115637	1	2.3%
116718	1	2.3%
121695	1	2.3%
121775	1	2.3%
138603	1	2.3%
143948	1	2.3%
145159	1	2.3%

Value	Count	Frequency (%)
220164	1	2.3%
217734	1	2.3%
215873	1	2.3%
214373	1	2.3%
214333	1	2.3%
207654	1	2.3%
197494	1	2.3%
196307	1	2.3%
191805	1	2.3%
187751	1	2.3%

경찰소방
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	125615.67

Minimum	26855
Maximum	207885
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	26855
5-th percentile	70158.4
Q1	100029
median	124525
Q3	150030
95-th percentile	193982.8
Maximum	207885
Range	181030
Interquartile range (IQR)	50001

Descriptive statistics

Standard deviation	40809.32
Coefficient of variation (CV)	0.32487442
Kurtosis	-0.25435857
Mean	125615.67
Median Absolute Deviation (MAD)	26517
Skewness	0.03180975
Sum	5401474
Variance	1.6654006 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
77888	1	2.3%
69947	1	2.3%
131010	1	2.3%
132541	1	2.3%
135302	1	2.3%
140055	1	2.3%
143913	1	2.3%
145798	1	2.3%
149018	1	2.3%
151042	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26855	1	2.3%
69045	1	2.3%
69947	1	2.3%
72061	1	2.3%
75323	1	2.3%
77307	1	2.3%
77888	1	2.3%
78511	1	2.3%
81163	1	2.3%
88677	1	2.3%

Value	Count	Frequency (%)
207885	1	2.3%
202998	1	2.3%
194595	1	2.3%
188473	1	2.3%
181030	1	2.3%
177871	1	2.3%
171717	1	2.3%
167443	1	2.3%
161663	1	2.3%
155696	1	2.3%

교육직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	301924.26

Minimum	103322
Maximum	378709
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	103322
5-th percentile	206908.7
Q1	273862
median	288708
Q3	357399.5
95-th percentile	375501.7
Maximum	378709
Range	275387
Interquartile range (IQR)	83537.5

Descriptive statistics

Standard deviation	61895.607
Coefficient of variation (CV)	0.20500376
Kurtosis	0.89277864
Mean	301924.26
Median Absolute Deviation (MAD)	59253
Skewness	-0.85044356
Sum	12982743
Variance	3.8310661 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
197387	1	2.3%
206296	1	2.3%
340679	1	2.3%
347961	1	2.3%
350715	1	2.3%
354943	1	2.3%
356336	1	2.3%
357271	1	2.3%
357528	1	2.3%
360218	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
103322	1	2.3%
197387	1	2.3%
206296	1	2.3%
212423	1	2.3%
220190	1	2.3%
228283	1	2.3%
237625	1	2.3%
245071	1	2.3%
259266	1	2.3%
267337	1	2.3%

Value	Count	Frequency (%)
378709	1	2.3%
377849	1	2.3%
375767	1	2.3%
373114	1	2.3%
371024	1	2.3%
367009	1	2.3%
365809	1	2.3%
363092	1	2.3%
362587	1	2.3%
360218	1	2.3%

법관검사
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3220.7674

Minimum	1022
Maximum	5430
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	1022
5-th percentile	1174.9
Q1	1928
median	3204
Q3	4524
95-th percentile	5313.1
Maximum	5430
Range	4408
Interquartile range (IQR)	2596

Descriptive statistics

Standard deviation	1427.485
Coefficient of variation (CV)	0.44321269
Kurtosis	-1.4009352
Mean	3220.7674
Median Absolute Deviation (MAD)	1328
Skewness	0.082747122
Sum	138493
Variance	2037713.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1026	1	2.3%
1022	1	2.3%
3798	1	2.3%
3935	1	2.3%
4057	1	2.3%
4177	1	2.3%
4336	1	2.3%
4442	1	2.3%
4606	1	2.3%
4717	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1022	1	2.3%
1026	1	2.3%
1157	1	2.3%
1336	1	2.3%
1468	1	2.3%
1506	1	2.3%
1633	1	2.3%
1720	1	2.3%
1816	1	2.3%
1871	1	2.3%

Value	Count	Frequency (%)
5430	1	2.3%
5429	1	2.3%
5326	1	2.3%
5197	1	2.3%
5157	1	2.3%
5144	1	2.3%
5025	1	2.3%
4933	1	2.3%
4837	1	2.3%
4717	1	2.3%

기능직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	101253.19

Minimum	30
Maximum	197907
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	30
5-th percentile	73.4
Q1	22326
median	135240
Q3	157541.5
95-th percentile	196515.8
Maximum	197907
Range	197877
Interquartile range (IQR)	135215.5

Descriptive statistics

Standard deviation	73534.587
Coefficient of variation (CV)	0.72624467
Kurtosis	-1.568673
Mean	101253.19
Median Absolute Deviation (MAD)	61415
Skewness	-0.22963304
Sum	4353887
Variance	5.4073355 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
66204	1	2.3%
59395	1	2.3%
145568	1	2.3%
143354	1	2.3%
140462	1	2.3%
139677	1	2.3%
135240	1	2.3%
131336	1	2.3%
120128	1	2.3%
37521	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	1	2.3%
34	1	2.3%
64	1	2.3%
158	1	2.3%
353	1	2.3%
674	1	2.3%
991	1	2.3%
3741	1	2.3%
4637	1	2.3%
6326	1	2.3%

Value	Count	Frequency (%)
197907	1	2.3%
197112	1	2.3%
196655	1	2.3%
195263	1	2.3%
195259	1	2.3%
190278	1	2.3%
183865	1	2.3%
181356	1	2.3%
169580	1	2.3%
162159	1	2.3%

고용직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	62.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20819.767

Minimum	0
Maximum	110988
Zeros	17
Zeros (%)	39.5%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3427
Q3	11147.5
95-th percentile	104432.3
Maximum	110988
Range	110988
Interquartile range (IQR)	11147.5

Descriptive statistics

Standard deviation	37382.549
Coefficient of variation (CV)	1.7955315
Kurtosis	1.3501088
Mean	20819.767
Median Absolute Deviation (MAD)	3427
Skewness	1.7527955
Sum	895250
Variance	1.397455 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	17	39.5%
95938	1	2.3%
97317	1	2.3%
1	1	2.3%
3	1	2.3%
56	1	2.3%
1863	1	2.3%
3427	1	2.3%
4071	1	2.3%
4496	1	2.3%
Other values (17)	17	39.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	39.5%
1	1	2.3%
3	1	2.3%
56	1	2.3%
1863	1	2.3%
3427	1	2.3%
4071	1	2.3%
4496	1	2.3%
5533	1	2.3%
6413	1	2.3%

Value	Count	Frequency (%)
110988	1	2.3%
107501	1	2.3%
104648	1	2.3%
102491	1	2.3%
99546	1	2.3%
97317	1	2.3%
95938	1	2.3%
39972	1	2.3%
28672	1	2.3%
14126	1	2.3%

공안직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	58.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17859.674

Minimum	0
Maximum	37662
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	26935
Q3	34324.5
95-th percentile	36849.5
Maximum	37662
Range	37662
Interquartile range (IQR)	34324.5

Descriptive statistics

Standard deviation	16667.986
Coefficient of variation (CV)	0.93327491
Kurtosis	-1.9695293
Mean	17859.674
Median Absolute Deviation (MAD)	10431
Skewness	-0.086183068
Sum	767966
Variance	2.7782176 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	19	44.2%
26414	1	2.3%
10231	1	2.3%
27431	1	2.3%
37662	1	2.3%
37366	1	2.3%
36856	1	2.3%
36791	1	2.3%
35970	1	2.3%
35029	1	2.3%
Other values (15)	15	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
10231	1	2.3%
26414	1	2.3%
26935	1	2.3%
27402	1	2.3%
27431	1	2.3%
28331	1	2.3%
28834	1	2.3%
30391	1	2.3%
31415	1	2.3%

Value	Count	Frequency (%)
37662	1	2.3%
37366	1	2.3%
36856	1	2.3%
36791	1	2.3%
36400	1	2.3%
36228	1	2.3%
35970	1	2.3%
35666	1	2.3%
35657	1	2.3%
35029	1	2.3%

군무원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	58.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12411.395

Minimum	0
Maximum	34911
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	19744
Q3	21205
95-th percentile	28591.8
Maximum	34911
Range	34911
Interquartile range (IQR)	21205

Descriptive statistics

Standard deviation	11804.531
Coefficient of variation (CV)	0.95110426
Kurtosis	-1.5742826
Mean	12411.395
Median Absolute Deviation (MAD)	10843
Skewness	0.090488538
Sum	533690
Variance	1.3934695 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	19	44.2%
19732	1	2.3%
8901	1	2.3%
26010	1	2.3%
34911	1	2.3%
33976	1	2.3%
28856	1	2.3%
26214	1	2.3%
24147	1	2.3%
22158	1	2.3%
Other values (15)	15	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
8901	1	2.3%
19732	1	2.3%
19744	1	2.3%
19751	1	2.3%
19780	1	2.3%
20047	1	2.3%
20187	1	2.3%
20220	1	2.3%
20310	1	2.3%

Value	Count	Frequency (%)
34911	1	2.3%
33976	1	2.3%
28856	1	2.3%
26214	1	2.3%
26010	1	2.3%
24147	1	2.3%
22158	1	2.3%
22024	1	2.3%
21712	1	2.3%
21423	1	2.3%

연구직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	58.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4330.8837

Minimum	0
Maximum	11008
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5597
Q3	7811
95-th percentile	10105.4
Maximum	11008
Range	11008
Interquartile range (IQR)	7811

Descriptive statistics

Standard deviation	4095.5079
Coefficient of variation (CV)	0.94565177
Kurtosis	-1.7207729
Mean	4330.8837
Median Absolute Deviation (MAD)	4551
Skewness	0.047829661
Sum	186228
Variance	16773185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	19	44.2%
5493	1	2.3%
5411	1	2.3%
5597	1	2.3%
11008	1	2.3%
10694	1	2.3%
10148	1	2.3%
9722	1	2.3%
9391	1	2.3%
9106	1	2.3%
Other values (15)	15	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
5411	1	2.3%
5493	1	2.3%
5597	1	2.3%
5670	1	2.3%
5788	1	2.3%
6024	1	2.3%
6340	1	2.3%
6874	1	2.3%
7208	1	2.3%

Value	Count	Frequency (%)
11008	1	2.3%
10694	1	2.3%
10148	1	2.3%
9722	1	2.3%
9391	1	2.3%
9106	1	2.3%
8851	1	2.3%
8657	1	2.3%
8340	1	2.3%
8198	1	2.3%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	53.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2576.7907

Minimum	0
Maximum	5149
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4519
Q3	4750.5
95-th percentile	5088.3
Maximum	5149
Range	5149
Interquartile range (IQR)	4750.5

Descriptive statistics

Standard deviation	2377.675
Coefficient of variation (CV)	0.92272725
Kurtosis	-2.0074028
Mean	2576.7907
Median Absolute Deviation (MAD)	630
Skewness	-0.133863
Sum	110802
Variance	5653338.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	44.2%
4613	3	7.0%
5089	1	2.3%
5080	1	2.3%
2212	1	2.3%
2666	1	2.3%
4878	1	2.3%
4861	1	2.3%
4779	1	2.3%
4715	1	2.3%
Other values (13)	13	30.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
2212	1	2.3%
2666	1	2.3%
4519	1	2.3%
4548	1	2.3%
4604	1	2.3%
4613	3	7.0%
4648	1	2.3%
4650	1	2.3%
4661	1	2.3%

Value	Count	Frequency (%)
5149	1	2.3%
5109	1	2.3%
5089	1	2.3%
5082	1	2.3%
5080	1	2.3%
5059	1	2.3%
5028	1	2.3%
4904	1	2.3%
4878	1	2.3%
4861	1	2.3%

계약직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	55.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4433.5814

Minimum	0
Maximum	15878
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2806
Q3	8090.5
95-th percentile	14620.4
Maximum	15878
Range	15878
Interquartile range (IQR)	8090.5

Descriptive statistics

Standard deviation	4944.6573
Coefficient of variation (CV)	1.1152738
Kurtosis	-0.43334903
Mean	4433.5814
Median Absolute Deviation (MAD)	2806
Skewness	0.80054794
Sum	190644
Variance	24449636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	19	44.2%
8849	2	4.7%
8463	1	2.3%
7029	1	2.3%
15878	1	2.3%
15112	1	2.3%
14743	1	2.3%
13517	1	2.3%
11291	1	2.3%
9754	1	2.3%
Other values (14)	14	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
2334	1	2.3%
2544	1	2.3%
2806	1	2.3%
3469	1	2.3%
4100	1	2.3%
4758	1	2.3%
5650	1	2.3%
6010	1	2.3%
6297	1	2.3%

Value	Count	Frequency (%)
15878	1	2.3%
15112	1	2.3%
14743	1	2.3%
13517	1	2.3%
11291	1	2.3%
9754	1	2.3%
9308	1	2.3%
8849	2	4.7%
8611	1	2.3%
8463	1	2.3%

공중보건의
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	23
Distinct (%)	54.8%
Missing	1
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%
Mean	2283.5

Minimum	0
Maximum	5281
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3432
Q3	4018.75
95-th percentile	5171.4
Maximum	5281
Range	5281
Interquartile range (IQR)	4018.75

Descriptive statistics

Standard deviation	2162.5233
Coefficient of variation (CV)	0.94702137
Kurtosis	-1.8517272
Mean	2283.5
Median Absolute Deviation (MAD)	1745.5
Skewness	-0.019139692
Sum	95907
Variance	4676507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	44.2%
3371	2	4.7%
3691	1	2.3%
3525	1	2.3%
3494	1	2.3%
3547	1	2.3%
3544	1	2.3%
3625	1	2.3%
3493	1	2.3%
3634	1	2.3%
Other values (13)	13	30.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
3371	2	4.7%
3493	1	2.3%
3494	1	2.3%
3525	1	2.3%
3544	1	2.3%
3547	1	2.3%
3625	1	2.3%
3634	1	2.3%
3691	1	2.3%

Value	Count	Frequency (%)
5281	1	2.3%
5182	1	2.3%
5173	1	2.3%
5141	1	2.3%
5027	1	2.3%
5020	1	2.3%
4760	1	2.3%
4642	1	2.3%
4556	1	2.3%
4077	1	2.3%

기타
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34391.977

Minimum	2744
Maximum	67017
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	2744
5-th percentile	5355.6
Q1	16129.5
median	28165
Q3	55835
95-th percentile	63957.1
Maximum	67017
Range	64273
Interquartile range (IQR)	39705.5

Descriptive statistics

Standard deviation	20646.58
Coefficient of variation (CV)	0.6003313
Kurtosis	-1.5550234
Mean	34391.977
Median Absolute Deviation (MAD)	14429
Skewness	0.08904993
Sum	1478855
Variance	4.2628126 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
7197	1	2.3%
26509	1	2.3%
16096	1	2.3%
16163	1	2.3%
16460	1	2.3%
16577	1	2.3%
16737	1	2.3%
18243	1	2.3%
18359	1	2.3%
40987	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2744	1	2.3%
3382	1	2.3%
5151	1	2.3%
7197	1	2.3%
11348	1	2.3%
11751	1	2.3%
13736	1	2.3%
15538	1	2.3%
15690	1	2.3%
15864	1	2.3%

Value	Count	Frequency (%)
67017	1	2.3%
65086	1	2.3%
64012	1	2.3%
63463	1	2.3%
58772	1	2.3%
57873	1	2.3%
57784	1	2.3%
56805	1	2.3%
56712	1	2.3%
56112	1	2.3%

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	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
계	1.000	1.000	0.849	0.303	0.677	0.000	0.803	0.828	0.912	0.904	0.877	0.745	0.820	0.778	0.784	0.806	0.749	0.926	0.809	0.751
전년대비증감율	1.000	0.849	1.000	0.000	0.000	0.329	0.000	0.520	0.283	0.564	0.423	0.000	0.779	0.000	0.000	0.293	0.000	0.780	0.417	0.377
정무직	1.000	0.303	0.000	1.000	0.558	0.960	0.000	0.826	0.646	0.769	0.789	0.818	0.000	0.643	0.563	0.703	0.350	0.921	0.655	0.546
별정직(국가)	1.000	0.677	0.000	0.558	1.000	0.664	0.703	0.961	0.797	0.739	0.833	0.897	0.561	0.731	0.366	0.657	0.478	0.462	0.759	0.653
별정직(지방)	1.000	0.000	0.329	0.960	0.664	1.000	0.000	0.887	0.481	0.717	0.778	0.609	0.000	0.689	0.563	0.844	0.350	0.819	0.646	0.614
일반직(국가)	1.000	0.803	0.000	0.000	0.703	0.000	1.000	0.677	0.788	0.574	0.680	0.738	0.000	0.698	0.928	0.945	0.756	0.804	0.722	0.719
일반직(지방)	1.000	0.828	0.520	0.826	0.961	0.887	0.677	1.000	0.844	0.897	0.804	0.901	0.814	0.736	0.535	0.653	0.527	0.529	0.716	0.756
경찰소방	1.000	0.912	0.283	0.646	0.797	0.481	0.788	0.844	1.000	0.755	0.866	0.935	0.698	0.928	0.846	0.818	0.924	0.849	0.705	0.819
교육직	1.000	0.904	0.564	0.769	0.739	0.717	0.574	0.897	0.755	1.000	0.859	0.813	0.760	0.734	0.750	0.867	0.668	0.730	0.738	0.670
법관검사	1.000	0.877	0.423	0.789	0.833	0.778	0.680	0.804	0.866	0.859	1.000	0.790	0.208	0.983	0.713	0.887	0.891	0.859	0.955	0.764
기능직	1.000	0.745	0.000	0.818	0.897	0.609	0.738	0.901	0.935	0.813	0.790	1.000	0.795	0.716	0.623	0.645	0.598	0.711	0.753	0.828
고용직	1.000	0.820	0.779	0.000	0.561	0.000	0.000	0.814	0.698	0.760	0.208	0.795	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.794
공안직	1.000	0.778	0.000	0.643	0.731	0.689	0.698	0.736	0.928	0.734	0.983	0.716	0.000	1.000	0.894	0.917	0.973	0.966	0.781	0.733
군무원	1.000	0.784	0.000	0.563	0.366	0.563	0.928	0.535	0.846	0.750	0.713	0.623	0.000	0.894	1.000	0.960	0.923	0.872	0.760	0.719
연구직	1.000	0.806	0.293	0.703	0.657	0.844	0.945	0.653	0.818	0.867	0.887	0.645	0.000	0.917	0.960	1.000	0.807	0.901	0.828	0.719
지도직	1.000	0.749	0.000	0.350	0.478	0.350	0.756	0.527	0.924	0.668	0.891	0.598	0.000	0.973	0.923	0.807	1.000	0.927	0.711	0.719
계약직	1.000	0.926	0.780	0.921	0.462	0.819	0.804	0.529	0.849	0.730	0.859	0.711	0.000	0.966	0.872	0.901	0.927	1.000	0.954	0.794
공중보건의	1.000	0.809	0.417	0.655	0.759	0.646	0.722	0.716	0.705	0.738	0.955	0.753	0.000	0.781	0.760	0.828	0.711	0.954	1.000	0.769
기타	1.000	0.751	0.377	0.546	0.653	0.614	0.719	0.756	0.819	0.670	0.764	0.828	0.794	0.733	0.719	0.719	0.719	0.794	0.769	1.000

Heatmap
Table

	계	전년대비증감율	정무직	별정직(국가)	별정직(지방)	일반직(국가)	일반직(지방)	경찰소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
계	1.000	0.026	0.522	-0.358	0.077	0.412	-0.175	0.855	0.975	0.921	-0.251	-0.756	0.840	0.747	0.848	0.563	0.750	0.572	0.458
전년대비증감율	0.026	1.000	-0.230	0.312	-0.119	-0.061	0.050	-0.132	-0.033	-0.099	0.138	0.334	-0.152	-0.161	-0.140	-0.147	-0.205	-0.270	0.159
정무직	0.522	-0.230	1.000	-0.595	0.743	0.008	0.184	0.660	0.617	0.684	-0.268	-0.714	0.733	0.724	0.731	0.945	0.690	0.950	-0.251
별정직(국가)	-0.358	0.312	-0.595	1.000	-0.165	-0.553	0.478	-0.596	-0.474	-0.587	0.795	0.672	-0.751	-0.804	-0.750	-0.620	-0.812	-0.560	0.078
별정직(지방)	0.077	-0.119	0.743	-0.165	1.000	-0.545	0.671	0.145	0.178	0.168	0.243	-0.185	0.180	0.174	0.186	0.739	0.100	0.721	-0.559
일반직(국가)	0.412	-0.061	0.008	-0.553	-0.545	1.000	-0.835	0.445	0.398	0.443	-0.831	-0.458	0.586	0.564	0.583	0.012	0.640	0.004	0.316
일반직(지방)	-0.175	0.050	0.184	0.478	0.671	-0.835	1.000	-0.283	-0.192	-0.263	0.754	0.277	-0.394	-0.433	-0.392	0.117	-0.484	0.190	-0.292
경찰소방	0.855	-0.132	0.660	-0.596	0.145	0.445	-0.283	1.000	0.868	0.967	-0.416	-0.874	0.900	0.913	0.898	0.667	0.878	0.640	0.381
교육직	0.975	-0.033	0.617	-0.474	0.178	0.398	-0.192	0.868	1.000	0.950	-0.312	-0.825	0.894	0.809	0.904	0.676	0.817	0.650	0.371
법관검사	0.921	-0.099	0.684	-0.587	0.168	0.443	-0.263	0.967	0.950	1.000	-0.415	-0.914	0.939	0.907	0.941	0.704	0.903	0.681	0.379
기능직	-0.251	0.138	-0.268	0.795	0.243	-0.831	0.754	-0.416	-0.312	-0.415	1.000	0.477	-0.635	-0.659	-0.628	-0.265	-0.717	-0.239	-0.023
고용직	-0.756	0.334	-0.714	0.672	-0.185	-0.458	0.277	-0.874	-0.825	-0.914	0.477	1.000	-0.900	-0.883	-0.895	-0.680	-0.920	-0.743	-0.270
공안직	0.840	-0.152	0.733	-0.751	0.180	0.586	-0.394	0.900	0.894	0.939	-0.635	-0.900	1.000	0.961	0.997	0.749	0.971	0.717	0.197
군무원	0.747	-0.161	0.724	-0.804	0.174	0.564	-0.433	0.913	0.809	0.907	-0.659	-0.883	0.961	1.000	0.960	0.747	0.972	0.677	0.202
연구직	0.848	-0.140	0.731	-0.750	0.186	0.583	-0.392	0.898	0.904	0.941	-0.628	-0.895	0.997	0.960	1.000	0.758	0.971	0.719	0.198
지도직	0.563	-0.147	0.945	-0.620	0.739	0.012	0.117	0.667	0.676	0.704	-0.265	-0.680	0.749	0.747	0.758	1.000	0.699	0.903	-0.218
계약직	0.750	-0.205	0.690	-0.812	0.100	0.640	-0.484	0.878	0.817	0.903	-0.717	-0.920	0.971	0.972	0.971	0.699	1.000	0.683	0.239
공중보건의	0.572	-0.270	0.950	-0.560	0.721	0.004	0.190	0.640	0.650	0.681	-0.239	-0.743	0.717	0.677	0.719	0.903	0.683	1.000	-0.296
기타	0.458	0.159	-0.251	0.078	-0.559	0.316	-0.292	0.381	0.371	0.379	-0.023	-0.270	0.197	0.202	0.198	-0.218	0.239	-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
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	3.58	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
41	남	657271	0.0	156	1141	251703	181030	103322	3553	34	27431	26010	5597	2666	8849	3371	42408
42	여	623723	0.0	17	502	263668	26855	275387	1876	30	10231	8901	5411	2212	7029	<NA>	21604

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample