gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	43
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.9 KiB
Average record size in memory	164.1 B

Variable types

Text	1
Numeric	17

Dataset

Description	공무원 직종별(경찰소방,교육직,법관검사,고용직,공안직,군무원,연구직,지도직 등) 퇴직연금 수급자 추이 데이터로 1982년부터 2022년까지 연도로 구분되어 있습니다.
Author	공공데이터포털
URL	https://www.data.go.kr/data/15052968/fileData.do

Alerts

`계` is highly overall correlated with `정무직` and 12 other fields	High correlation
`정무직` is highly overall correlated with `계` and 12 other fields	High correlation
`별정직(국가)` is highly overall correlated with `계` and 12 other fields	High correlation
`별정직(지방)` is highly overall correlated with `일반직(지방)`	High correlation
`일반직(국가)` is highly overall correlated with `계` and 12 other fields	High correlation
`일반직(지방)` is highly overall correlated with `별정직(지방)`	High correlation
`경찰소방` is highly overall correlated with `계` and 12 other fields	High correlation
`교육직` is highly overall correlated with `계` and 12 other fields	High correlation
`법관검사` is highly overall correlated with `계` and 12 other fields	High correlation
`기능직` is highly overall correlated with `계` and 12 other fields	High correlation
`공안직` is highly overall correlated with `계` and 12 other fields	High correlation
`군무원` is highly overall correlated with `계` and 12 other fields	High correlation
`연구직` is highly overall correlated with `계` and 12 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 12 other fields	High correlation
`기타` is highly overall correlated with `계` and 12 other fields	High correlation
`구분` has unique values	Unique
`계` has unique values	Unique
`일반직(국가)` has unique values	Unique
`경찰소방` has unique values	Unique
`교육직` has unique values	Unique
`법관검사` has unique values	Unique
`기능직` has unique values	Unique
`기타` has unique values	Unique
`정무직` has 19 (44.2%) zeros	Zeros
`별정직(지방)` has 33 (76.7%) zeros	Zeros
`일반직(지방)` has 14 (32.6%) zeros	Zeros
`기능직` has 1 (2.3%) zeros	Zeros
`고용직` has 7 (16.3%) 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

Reproduction

Analysis started	2024-04-17 16:31:58.820756
Analysis finished	2024-04-17 16:32:20.308949
Duration	21.49 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	193344.7

Minimum	3556
Maximum	546010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	3556
5-th percentile	7115.1
Q1	34735
median	155863
Q3	313840
95-th percentile	491689.6
Maximum	546010
Range	542454
Interquartile range (IQR)	279105

Descriptive statistics

Standard deviation	168708.92
Coefficient of variation (CV)	0.87258108
Kurtosis	-0.93632238
Mean	193344.7
Median Absolute Deviation (MAD)	132019
Skewness	0.57336896
Sum	8313822
Variance	2.8462701 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
3556	1	2.3%
5390	1	2.3%
212560	1	2.3%
229157	1	2.3%
250476	1	2.3%
260910	1	2.3%
276188	1	2.3%
287980	1	2.3%
306582	1	2.3%
321098	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3556	1	2.3%
5390	1	2.3%
6940	1	2.3%
8691	1	2.3%
10435	1	2.3%
14196	1	2.3%
17186	1	2.3%
20023	1	2.3%
23844	1	2.3%
27691	1	2.3%

Value	Count	Frequency (%)
546010	1	2.3%
521486	1	2.3%
494417	1	2.3%
467143	1	2.3%
442241	1	2.3%
422985	1	2.3%
419968	1	2.3%
396743	1	2.3%
373529	1	2.3%
346781	1	2.3%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	58.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	578.30233

Minimum	0
Maximum	1306
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	873
Q3	1096
95-th percentile	1194
Maximum	1306
Range	1306
Interquartile range (IQR)	1096

Descriptive statistics

Standard deviation	551.00015
Coefficient of variation (CV)	0.9527891
Kurtosis	-1.9985979
Mean	578.30233
Median Absolute Deviation (MAD)	412
Skewness	-0.075485659
Sum	24867
Variance	303601.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	19	44.2%
851	1	2.3%
21	1	2.3%
1285	1	2.3%
1306	1	2.3%
1196	1	2.3%
1176	1	2.3%
1166	1	2.3%
1150	1	2.3%
1141	1	2.3%
Other values (15)	15	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
21	1	2.3%
851	1	2.3%
873	1	2.3%
914	1	2.3%
956	1	2.3%
965	1	2.3%
1025	1	2.3%
1037	1	2.3%
1055	1	2.3%

Value	Count	Frequency (%)
1306	1	2.3%
1285	1	2.3%
1196	1	2.3%
1176	1	2.3%
1166	1	2.3%
1150	1	2.3%
1141	1	2.3%
1115	1	2.3%
1100	1	2.3%
1099	1	2.3%

별정직(국가)
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6816.1395

Minimum	186
Maximum	11636
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	186
5-th percentile	270.9
Q1	3484.5
median	7955
Q3	9758
95-th percentile	11478.5
Maximum	11636
Range	11450
Interquartile range (IQR)	6273.5

Descriptive statistics

Standard deviation	3749.1605
Coefficient of variation (CV)	0.55004164
Kurtosis	-1.0562256
Mean	6816.1395
Median Absolute Deviation (MAD)	2486
Skewness	-0.55563274
Sum	293094
Variance	14056205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
7955	2	4.7%
7961	2	4.7%
10920	1	2.3%
7949	1	2.3%
7939	1	2.3%
7893	1	2.3%
11594	1	2.3%
11636	1	2.3%
11483	1	2.3%
11155	1	2.3%
Other values (31)	31	72.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
186	1	2.3%
207	1	2.3%
222	1	2.3%
711	1	2.3%
848	1	2.3%
1025	1	2.3%
1272	1	2.3%
2029	1	2.3%
2297	1	2.3%
2696	1	2.3%

Value	Count	Frequency (%)
11636	1	2.3%
11594	1	2.3%
11483	1	2.3%
11438	1	2.3%
11155	1	2.3%
10920	1	2.3%
10707	1	2.3%
10441	1	2.3%
10435	1	2.3%
10180	1	2.3%

별정직(지방)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	23.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	916.16279

Minimum	0
Maximum	3963
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	3950.7
Maximum	3963
Range	3963
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1684.0049
Coefficient of variation (CV)	1.8381066
Kurtosis	-0.29334533
Mean	916.16279
Median Absolute Deviation (MAD)	0
Skewness	1.3124087
Sum	39395
Variance	2835872.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	33	76.7%
3940	2	4.7%
3926	1	2.3%
3948	1	2.3%
3953	1	2.3%
3937	1	2.3%
3907	1	2.3%
3963	1	2.3%
3930	1	2.3%
3951	1	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	76.7%
3907	1	2.3%
3926	1	2.3%
3930	1	2.3%
3937	1	2.3%
3940	2	4.7%
3948	1	2.3%
3951	1	2.3%
3953	1	2.3%
3963	1	2.3%

Value	Count	Frequency (%)
3963	1	2.3%
3953	1	2.3%
3951	1	2.3%
3948	1	2.3%
3940	2	4.7%
3937	1	2.3%
3930	1	2.3%
3926	1	2.3%
3907	1	2.3%
0	33	76.7%

일반직(국가)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51157.209

Minimum	1620
Maximum	194078
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	1620
5-th percentile	2639.8
Q1	8060.5
median	23600
Q3	87021
95-th percentile	169277.3
Maximum	194078
Range	192458
Interquartile range (IQR)	78960.5

Descriptive statistics

Standard deviation	59195.779
Coefficient of variation (CV)	1.1571346
Kurtosis	0.011554285
Mean	51157.209
Median Absolute Deviation (MAD)	17350
Skewness	1.1969845
Sum	2199760
Variance	3.5041403 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1620	1	2.3%
2244	1	2.3%
30064	1	2.3%
31220	1	2.3%
32507	1	2.3%
33330	1	2.3%
34327	1	2.3%
80550	1	2.3%
85200	1	2.3%
88842	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1620	1	2.3%
2244	1	2.3%
2639	1	2.3%
2647	1	2.3%
3097	1	2.3%
4132	1	2.3%
4881	1	2.3%
5504	1	2.3%
6250	1	2.3%
6751	1	2.3%

Value	Count	Frequency (%)
194078	1	2.3%
182839	1	2.3%
169738	1	2.3%
165131	1	2.3%
156201	1	2.3%
144060	1	2.3%
133237	1	2.3%
121732	1	2.3%
111045	1	2.3%
99875	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	9994.3488

Minimum	0
Maximum	44292
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	2235
Q3	19400
95-th percentile	39433.8
Maximum	44292
Range	44292
Interquartile range (IQR)	19400

Descriptive statistics

Standard deviation	13785.234
Coefficient of variation (CV)	1.3793029
Kurtosis	0.20719664
Mean	9994.3488
Median Absolute Deviation (MAD)	2235
Skewness	1.2592853
Sum	429757
Variance	1.9003267 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	14	32.6%
497	1	2.3%
12051	1	2.3%
44292	1	2.3%
41680	1	2.3%
39800	1	2.3%
36138	1	2.3%
32966	1	2.3%
29566	1	2.3%
27803	1	2.3%
Other values (20)	20	46.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	32.6%
497	1	2.3%
786	1	2.3%
1109	1	2.3%
1272	1	2.3%
1461	1	2.3%
1646	1	2.3%
1870	1	2.3%
2235	1	2.3%
2803	1	2.3%

Value	Count	Frequency (%)
44292	1	2.3%
41680	1	2.3%
39800	1	2.3%
36138	1	2.3%
32966	1	2.3%
29566	1	2.3%
27803	1	2.3%
25711	1	2.3%
24093	1	2.3%
22925	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	19864.209

Minimum	360
Maximum	56083
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	360
5-th percentile	707.2
Q1	3502.5
median	16861
Q3	30937
95-th percentile	52986.9
Maximum	56083
Range	55723
Interquartile range (IQR)	27434.5

Descriptive statistics

Standard deviation	17746.244
Coefficient of variation (CV)	0.89337782
Kurtosis	-0.81069442
Mean	19864.209
Median Absolute Deviation (MAD)	13607
Skewness	0.64498517
Sum	854161
Variance	3.1492918 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
360	1	2.3%
678	1	2.3%
21622	1	2.3%
22919	1	2.3%
25196	1	2.3%
25529	1	2.3%
26950	1	2.3%
28694	1	2.3%
30468	1	2.3%
31406	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
360	1	2.3%
589	1	2.3%
678	1	2.3%
970	1	2.3%
1268	1	2.3%
1397	1	2.3%
1522	1	2.3%
1806	1	2.3%
2176	1	2.3%
2720	1	2.3%

Value	Count	Frequency (%)
56083	1	2.3%
55494	1	2.3%
53282	1	2.3%
50331	1	2.3%
47767	1	2.3%
45592	1	2.3%
43351	1	2.3%
40707	1	2.3%
37895	1	2.3%
35075	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	56906.581

Minimum	369
Maximum	169906
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	369
5-th percentile	844.3
Q1	6662
median	47059
Q3	90997
95-th percentile	152070.9
Maximum	169906
Range	169537
Interquartile range (IQR)	84335

Descriptive statistics

Standard deviation	52534.417
Coefficient of variation (CV)	0.92316944
Kurtosis	-0.82954217
Mean	56906.581
Median Absolute Deviation (MAD)	41683
Skewness	0.60439591
Sum	2446983
Variance	2.7598649 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
369	1	2.3%
586	1	2.3%
56540	1	2.3%
62458	1	2.3%
70540	1	2.3%
75201	1	2.3%
80661	1	2.3%
86147	1	2.3%
93252	1	2.3%
99968	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
369	1	2.3%
586	1	2.3%
819	1	2.3%
1072	1	2.3%
1361	1	2.3%
1704	1	2.3%
2269	1	2.3%
2931	1	2.3%
3736	1	2.3%
4824	1	2.3%

Value	Count	Frequency (%)
169906	1	2.3%
161127	1	2.3%
152899	1	2.3%
144618	1	2.3%
136452	1	2.3%
129644	1	2.3%
123527	1	2.3%
117208	1	2.3%
107409	1	2.3%
99968	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	723.60465

Minimum	42
Maximum	2082
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	42
5-th percentile	69
Q1	201
median	507
Q3	1147
95-th percentile	1918.9
Maximum	2082
Range	2040
Interquartile range (IQR)	946

Descriptive statistics

Standard deviation	614.89535
Coefficient of variation (CV)	0.849767
Kurtosis	-0.57922778
Mean	723.60465
Median Absolute Deviation (MAD)	390
Skewness	0.77740504
Sum	31115
Variance	378096.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
42	1	2.3%
58	1	2.3%
748	1	2.3%
796	1	2.3%
852	1	2.3%
945	1	2.3%
1002	1	2.3%
1057	1	2.3%
1111	1	2.3%
1183	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42	1	2.3%
58	1	2.3%
68	1	2.3%
78	1	2.3%
87	1	2.3%
104	1	2.3%
117	1	2.3%
135	1	2.3%
141	1	2.3%
153	1	2.3%

Value	Count	Frequency (%)
2082	1	2.3%
2004	1	2.3%
1931	1	2.3%
1810	1	2.3%
1694	1	2.3%
1588	1	2.3%
1499	1	2.3%
1385	1	2.3%
1293	1	2.3%
1231	1	2.3%

기능직
Real number (ℝ)

HIGH CORRELATION UNIQUE ZEROS

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29803.628

Minimum	0
Maximum	60308
Zeros	1
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	690.9
Q1	6118.5
median	26298
Q3	55811.5
95-th percentile	59870.5
Maximum	60308
Range	60308
Interquartile range (IQR)	49693

Descriptive statistics

Standard deviation	23778.709
Coefficient of variation (CV)	0.79784614
Kurtosis	-1.7686584
Mean	29803.628
Median Absolute Deviation (MAD)	22977
Skewness	0.089504105
Sum	1281556
Variance	5.6542702 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	1	2.3%
518	1	2.3%
42751	1	2.3%
45730	1	2.3%
49275	1	2.3%
50431	1	2.3%
53454	1	2.3%
54673	1	2.3%
57888	1	2.3%
59455	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.3%
518	1	2.3%
664	1	2.3%
933	1	2.3%
1253	1	2.3%
2975	1	2.3%
3730	1	2.3%
4158	1	2.3%
5139	1	2.3%
5646	1	2.3%

Value	Count	Frequency (%)
60308	1	2.3%
60230	1	2.3%
59914	1	2.3%
59479	1	2.3%
59455	1	2.3%
59447	1	2.3%
59316	1	2.3%
58716	1	2.3%
57928	1	2.3%
57888	1	2.3%

고용직
Real number (ℝ)

ZEROS

Distinct	27
Distinct (%)	62.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48

Minimum	0
Maximum	299
Zeros	7
Zeros (%)	16.3%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	30
Q3	59.5
95-th percentile	170.1
Maximum	299
Range	299
Interquartile range (IQR)	48.5

Descriptive statistics

Standard deviation	61.670785
Coefficient of variation (CV)	1.284808
Kurtosis	7.8457905
Mean	48
Median Absolute Deviation (MAD)	26
Skewness	2.6425464
Sum	2064
Variance	3803.2857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	7	16.3%
11	4	9.3%
31	2	4.7%
77	2	4.7%
24	2	4.7%
20	2	4.7%
4	2	4.7%
53	2	4.7%
29	2	4.7%
64	1	2.3%
Other values (17)	17	39.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	16.3%
4	2	4.7%
11	4	9.3%
20	2	4.7%
23	1	2.3%
24	2	4.7%
28	1	2.3%
29	2	4.7%
30	1	2.3%
31	2	4.7%

Value	Count	Frequency (%)
299	1	2.3%
245	1	2.3%
175	1	2.3%
126	1	2.3%
81	1	2.3%
77	2	4.7%
75	1	2.3%
65	1	2.3%
64	1	2.3%
60	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	4647.4419

Minimum	0
Maximum	14492
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	3638
Q3	8435
95-th percentile	13590.1
Maximum	14492
Range	14492
Interquartile range (IQR)	8435

Descriptive statistics

Standard deviation	5046.419
Coefficient of variation (CV)	1.0858488
Kurtosis	-1.154432
Mean	4647.4419
Median Absolute Deviation (MAD)	3638
Skewness	0.56002367
Sum	199840
Variance	25466345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	19	44.2%
3413	1	2.3%
439	1	2.3%
14053	1	2.3%
14492	1	2.3%
13667	1	2.3%
12898	1	2.3%
12282	1	2.3%
11729	1	2.3%
11281	1	2.3%
Other values (15)	15	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
439	1	2.3%
3413	1	2.3%
3638	1	2.3%
4063	1	2.3%
4653	1	2.3%
4979	1	2.3%
5595	1	2.3%
6163	1	2.3%
6758	1	2.3%

Value	Count	Frequency (%)
14492	1	2.3%
14053	1	2.3%
13667	1	2.3%
12898	1	2.3%
12282	1	2.3%
11729	1	2.3%
11281	1	2.3%
10690	1	2.3%
10136	1	2.3%
9432	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	4048.4884

Minimum	0
Maximum	14377
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	1086
Q3	8048
95-th percentile	13264
Maximum	14377
Range	14377
Interquartile range (IQR)	8048

Descriptive statistics

Standard deviation	5005.8185
Coefficient of variation (CV)	1.2364661
Kurtosis	-0.86009383
Mean	4048.4884
Median Absolute Deviation (MAD)	1086
Skewness	0.83988306
Sum	174085
Variance	25058218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	19	44.2%
369	1	2.3%
1086	1	2.3%
13291	1	2.3%
14377	1	2.3%
13777	1	2.3%
13021	1	2.3%
12357	1	2.3%
11631	1	2.3%
11052	1	2.3%
Other values (15)	15	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
369	1	2.3%
743	1	2.3%
1086	1	2.3%
1259	1	2.3%
1893	1	2.3%
2369	1	2.3%
3146	1	2.3%
4009	1	2.3%
5036	1	2.3%

Value	Count	Frequency (%)
14377	1	2.3%
13777	1	2.3%
13291	1	2.3%
13021	1	2.3%
12357	1	2.3%
11631	1	2.3%
11052	1	2.3%
10378	1	2.3%
9796	1	2.3%
8970	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	982.74419

Minimum	0
Maximum	3270
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	892
Q3	1687
95-th percentile	2956.2
Maximum	3270
Range	3270
Interquartile range (IQR)	1687

Descriptive statistics

Standard deviation	1069.0789
Coefficient of variation (CV)	1.0878507
Kurtosis	-0.85557463
Mean	982.74419
Median Absolute Deviation (MAD)	892
Skewness	0.65919172
Sum	42258
Variance	1142929.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	19	44.2%
834	1	2.3%
304	1	2.3%
2966	1	2.3%
3270	1	2.3%
3064	1	2.3%
2868	1	2.3%
2654	1	2.3%
2481	1	2.3%
2334	1	2.3%
Other values (15)	15	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
304	1	2.3%
834	1	2.3%
892	1	2.3%
940	1	2.3%
1017	1	2.3%
1054	1	2.3%
1135	1	2.3%
1189	1	2.3%
1339	1	2.3%

Value	Count	Frequency (%)
3270	1	2.3%
3064	1	2.3%
2966	1	2.3%
2868	1	2.3%
2654	1	2.3%
2481	1	2.3%
2334	1	2.3%
2159	1	2.3%
2006	1	2.3%
1887	1	2.3%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	58.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1880.1163

Minimum	0
Maximum	4613
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	2392
Q3	3477.5
95-th percentile	4455.1
Maximum	4613
Range	4613
Interquartile range (IQR)	3477.5

Descriptive statistics

Standard deviation	1837.7438
Coefficient of variation (CV)	0.97746285
Kurtosis	-1.7981917
Mean	1880.1163
Median Absolute Deviation (MAD)	2136
Skewness	0.093150381
Sum	80845
Variance	3377302.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	19	44.2%
2327	1	2.3%
256	1	2.3%
4357	1	2.3%
4613	1	2.3%
4593	1	2.3%
4466	1	2.3%
4304	1	2.3%
4149	1	2.3%
4046	1	2.3%
Other values (15)	15	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
256	1	2.3%
2327	1	2.3%
2392	1	2.3%
2498	1	2.3%
2624	1	2.3%
2713	1	2.3%
2919	1	2.3%
3076	1	2.3%
3242	1	2.3%

Value	Count	Frequency (%)
4613	1	2.3%
4593	1	2.3%
4466	1	2.3%
4357	1	2.3%
4304	1	2.3%
4149	1	2.3%
4046	1	2.3%
3901	1	2.3%
3780	1	2.3%
3655	1	2.3%

계약직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	58.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	409.04651

Minimum	0
Maximum	2444
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	55
Q3	530
95-th percentile	1908.4
Maximum	2444
Range	2444
Interquartile range (IQR)	530

Descriptive statistics

Standard deviation	649.26995
Coefficient of variation (CV)	1.5872766
Kurtosis	2.3807952
Mean	409.04651
Median Absolute Deviation (MAD)	55
Skewness	1.8010222
Sum	17589
Variance	421551.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	19	44.2%
4	1	2.3%
523	1	2.3%
1921	1	2.3%
2444	1	2.3%
2070	1	2.3%
1795	1	2.3%
1460	1	2.3%
1264	1	2.3%
1062	1	2.3%
Other values (15)	15	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
4	1	2.3%
26	1	2.3%
55	1	2.3%
85	1	2.3%
111	1	2.3%
139	1	2.3%
175	1	2.3%
228	1	2.3%
286	1	2.3%

Value	Count	Frequency (%)
2444	1	2.3%
2070	1	2.3%
1921	1	2.3%
1795	1	2.3%
1460	1	2.3%
1264	1	2.3%
1062	1	2.3%
839	1	2.3%
695	1	2.3%
628	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	4568.6744

Minimum	162
Maximum	17266
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	162
5-th percentile	226.6
Q1	565.5
median	2816
Q3	6643.5
95-th percentile	14978.3
Maximum	17266
Range	17104
Interquartile range (IQR)	6078

Descriptive statistics

Standard deviation	4949.5597
Coefficient of variation (CV)	1.0833689
Kurtosis	0.63973937
Mean	4568.6744
Median Absolute Deviation (MAD)	2334
Skewness	1.2961932
Sum	196453
Variance	24498142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
482	1	2.3%
277	1	2.3%
1978	1	2.3%
2327	1	2.3%
2656	1	2.3%
2922	1	2.3%
3105	1	2.3%
3835	1	2.3%
4143	1	2.3%
5025	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
162	1	2.3%
170	1	2.3%
221	1	2.3%
277	1	2.3%
282	1	2.3%
343	1	2.3%
382	1	2.3%
419	1	2.3%
482	1	2.3%
491	1	2.3%

Value	Count	Frequency (%)
17266	1	2.3%
16663	1	2.3%
15037	1	2.3%
14450	1	2.3%
13371	1	2.3%
11998	1	2.3%
10515	1	2.3%
9330	1	2.3%
8159	1	2.3%
7170	1	2.3%

Phik (φk)
Auto

Heatmap
Table

	구분	계	정무직	별정직(국가)	별정직(지방)	일반직(국가)	일반직(지방)	경찰소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	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
계	1.000	1.000	0.984	0.727	0.938	0.917	0.889	0.992	0.973	0.935	0.894	0.207	0.962	0.978	0.860	0.871	0.837	0.920
정무직	1.000	0.984	1.000	0.857	0.689	0.811	0.935	0.972	0.976	0.983	0.985	0.397	0.963	0.985	0.981	0.906	0.758	0.813
별정직(국가)	1.000	0.727	0.857	1.000	0.992	0.706	0.530	0.873	0.791	0.897	0.777	0.713	0.702	0.511	0.733	0.684	0.339	0.699
별정직(지방)	1.000	0.938	0.689	0.992	1.000	0.993	1.000	0.990	0.974	0.978	0.995	0.000	0.900	0.846	0.900	0.977	0.000	0.350
일반직(국가)	1.000	0.917	0.811	0.706	0.993	1.000	0.000	0.943	0.952	0.882	0.470	0.221	0.938	0.919	0.891	0.878	0.897	0.897
일반직(지방)	1.000	0.889	0.935	0.530	1.000	0.000	1.000	0.882	0.873	0.880	0.971	0.000	0.763	0.849	0.686	0.774	0.000	0.544
경찰소방	1.000	0.992	0.972	0.873	0.990	0.943	0.882	1.000	0.986	0.964	0.899	0.298	0.969	0.974	0.902	0.893	0.830	0.938
교육직	1.000	0.973	0.976	0.791	0.974	0.952	0.873	0.986	1.000	0.963	0.917	0.156	0.945	0.969	0.899	0.909	0.853	0.939
법관검사	1.000	0.935	0.983	0.897	0.978	0.882	0.880	0.964	0.963	1.000	0.897	0.402	0.902	0.958	0.977	0.951	0.840	0.947
기능직	1.000	0.894	0.985	0.777	0.995	0.470	0.971	0.899	0.917	0.897	1.000	0.164	0.791	0.890	0.809	0.887	0.000	0.617
고용직	1.000	0.207	0.397	0.713	0.000	0.221	0.000	0.298	0.156	0.402	0.164	1.000	0.293	0.031	0.456	0.244	0.000	0.000
공안직	1.000	0.962	0.963	0.702	0.900	0.938	0.763	0.969	0.945	0.902	0.791	0.293	1.000	0.943	0.984	0.950	0.938	0.788
군무원	1.000	0.978	0.985	0.511	0.846	0.919	0.849	0.974	0.969	0.958	0.890	0.031	0.943	1.000	0.909	0.943	0.883	0.901
연구직	1.000	0.860	0.981	0.733	0.900	0.891	0.686	0.902	0.899	0.977	0.809	0.456	0.984	0.909	1.000	0.989	0.929	0.844
지도직	1.000	0.871	0.906	0.684	0.977	0.878	0.774	0.893	0.909	0.951	0.887	0.244	0.950	0.943	0.989	1.000	0.813	0.798
계약직	1.000	0.837	0.758	0.339	0.000	0.897	0.000	0.830	0.853	0.840	0.000	0.000	0.938	0.883	0.929	0.813	1.000	0.893
기타	1.000	0.920	0.813	0.699	0.350	0.897	0.544	0.938	0.939	0.947	0.617	0.000	0.788	0.901	0.844	0.798	0.893	1.000

Heatmap
Table

	계	정무직	별정직(국가)	별정직(지방)	일반직(국가)	일반직(지방)	경찰소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
계	1.000	0.940	0.830	0.158	0.996	-0.307	0.975	0.987	0.980	0.963	0.170	0.953	0.953	0.953	0.954	0.939	0.798
정무직	0.940	1.000	0.663	0.238	0.940	-0.334	0.915	0.921	0.918	0.880	0.304	0.987	0.986	0.986	0.986	0.971	0.662
별정직(국가)	0.830	0.663	1.000	0.021	0.808	-0.247	0.849	0.807	0.850	0.885	0.149	0.705	0.700	0.706	0.706	0.664	0.745
별정직(지방)	0.158	0.238	0.021	1.000	0.137	0.741	0.158	0.114	0.158	0.162	-0.084	0.165	0.156	0.165	0.165	0.119	-0.283
일반직(국가)	0.996	0.940	0.808	0.137	1.000	-0.333	0.958	0.992	0.964	0.950	0.157	0.953	0.955	0.953	0.954	0.951	0.806
일반직(지방)	-0.307	-0.334	-0.247	0.741	-0.333	1.000	-0.264	-0.359	-0.267	-0.276	-0.427	-0.417	-0.426	-0.417	-0.417	-0.467	-0.439
경찰소방	0.975	0.915	0.849	0.158	0.958	-0.264	1.000	0.930	1.000	0.958	0.191	0.928	0.921	0.927	0.927	0.881	0.781
교육직	0.987	0.921	0.807	0.114	0.992	-0.359	0.930	1.000	0.939	0.949	0.171	0.939	0.943	0.940	0.942	0.948	0.800
법관검사	0.980	0.918	0.850	0.158	0.964	-0.267	1.000	0.939	1.000	0.960	0.185	0.931	0.925	0.931	0.930	0.888	0.786
기능직	0.963	0.880	0.885	0.162	0.950	-0.276	0.958	0.949	0.960	1.000	0.228	0.905	0.902	0.906	0.907	0.876	0.760
고용직	0.170	0.304	0.149	-0.084	0.157	-0.427	0.191	0.171	0.185	0.228	1.000	0.338	0.338	0.340	0.342	0.312	-0.023
공안직	0.953	0.987	0.705	0.165	0.953	-0.417	0.928	0.939	0.931	0.905	0.338	1.000	0.999	1.000	1.000	0.987	0.687
군무원	0.953	0.986	0.700	0.156	0.955	-0.426	0.921	0.943	0.925	0.902	0.338	0.999	1.000	1.000	0.999	0.991	0.693
연구직	0.953	0.986	0.706	0.165	0.953	-0.417	0.927	0.940	0.931	0.906	0.340	1.000	1.000	1.000	1.000	0.987	0.687
지도직	0.954	0.986	0.706	0.165	0.954	-0.417	0.927	0.942	0.930	0.907	0.342	1.000	0.999	1.000	1.000	0.987	0.687
계약직	0.939	0.971	0.664	0.119	0.951	-0.467	0.881	0.948	0.888	0.876	0.312	0.987	0.991	0.987	0.987	1.000	0.696
기타	0.798	0.662	0.745	-0.283	0.806	-0.439	0.781	0.800	0.786	0.760	-0.023	0.687	0.693	0.687	0.687	0.696	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	별정직(국가)	일반직(국가)	일반직(지방)	경찰소방	교육직	법관검사	기능직	고용직	기타
0	1982	3556	186	1620	497	360	369	42	0	0	482
1	1983	5390	207	2244	786	678	586	58	518	36	277
2	1984	6940	222	2647	1109	970	819	68	664	59	382
3	1985	8691	848	2639	1272	1268	1072	87	933	81	491
4	1986	10435	1025	3097	1461	1397	1361	104	1253	126	611
5	1987	14196	1272	4132	1646	1522	1704	117	2975	175	653
6	1988	17186	2029	4881	1870	1806	2269	135	3730	245	221
7	1989	20023	2297	5504	2235	2176	2931	141	4158	299	282
8	1990	23844	2696	6250	2803	2720	3736	153	5139	4	343
9	1991	27691	3178	6751	3308	3360	4824	194	5646	11	419

	구분	계	정무직	별정직(국가)	일반직(국가)	경찰소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
33	2015	373529	1085	10920	111045	37895	117208	1293	59447	64	10136	9796	2006	3780	695	8159
34	2016	396743	1098	10707	121732	40707	123527	1385	60230	60	10690	10378	2159	3901	839	9330
35	2017	419968	1141	10441	133237	43351	129644	1499	60308	57	11281	11052	2334	4046	1062	10515
36	2018	442241	1150	10180	144060	45592	136452	1588	59914	53	11729	11631	2481	4149	1264	11998
37	2019	467143	1166	9900	156201	47767	144618	1694	59316	53	12282	12357	2654	4304	1460	13371
38	2020	494417	1176	9616	169738	50331	152899	1810	58716	46	12898	13021	2868	4466	1795	15037
39	2021	521486	1196	9306	182839	53282	161127	1931	57928	43	13667	13777	3064	4593	2070	16663
40	2022	546010	1306	9119	194078	56083	169906	2082	56950	24	14492	14377	3270	4613	2444	17266
41	남	422985	1285	8408	165131	55494	88742	2004	50863	20	14053	13291	2966	4357	1921	14450
42	여	123025	21	711	28947	589	81164	78	6087	4	439	1086	304	256	523	2816

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