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, 별정직, 일반직, 경찰, 소방, 교육 등) 퇴직자 수에 대한 데이터입니다. 1982년부터 2022년까지 연 단위로 구분됩니다.
URL	https://www.data.go.kr/data/15052999/fileData.do

Alerts

`연도` is highly overall correlated with `정무직` and 11 other fields	High correlation
`정무직` is highly overall correlated with `연도` and 8 other fields	High correlation
`별정직` is highly overall correlated with `소방` and 5 other fields	High correlation
`일반직` is highly overall correlated with `경찰` and 2 other fields	High correlation
`경찰` is highly overall correlated with `일반직` and 1 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 9 other fields	High correlation
`법관검사` is highly overall correlated with `연도` and 9 other fields	High correlation
`기능직` is highly overall correlated with `연도` and 7 other fields	High correlation
`공안직` is highly overall correlated with `연도` and 12 other fields	High correlation
`군무원` is highly overall correlated with `연도` and 11 other fields	High correlation
`연구직` is highly overall correlated with `연도` and 11 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 11 other fields	High correlation
`공중보건의` is highly overall correlated with `연도` and 8 other fields	High correlation
`기타` is highly overall correlated with `연도` and 6 other fields	High correlation
`연도` has unique values	Unique
`별정직` has unique values	Unique
`일반직` has unique values	Unique
`교육` 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 09:02:39.712312
Analysis finished	2023-12-12 09:03:12.798202
Duration	33.09 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	23
Distinct (%)	56.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	207.90244

Minimum	0
Maximum	1329
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	62
Q3	192
95-th percentile	779
Maximum	1329
Range	1329
Interquartile range (IQR)	192

Descriptive statistics

Standard deviation	342.0081
Coefficient of variation (CV)	1.6450413
Kurtosis	3.3816418
Mean	207.90244
Median Absolute Deviation (MAD)	62
Skewness	1.9476101
Sum	8524
Variance	116969.54
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
446	1	2.4%
127	1	2.4%
92	1	2.4%
75	1	2.4%
62	1	2.4%
73	1	2.4%
109	1	2.4%
69	1	2.4%
55	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
55	1	2.4%
62	1	2.4%
64	1	2.4%
69	1	2.4%
73	1	2.4%
75	1	2.4%
82	1	2.4%
92	1	2.4%
109	1	2.4%

Value	Count	Frequency (%)
1329	1	2.4%
1262	1	2.4%
779	1	2.4%
671	1	2.4%
655	1	2.4%
603	1	2.4%
591	1	2.4%
565	1	2.4%
504	1	2.4%
446	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	1350.7561

Minimum	347
Maximum	3214
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	347
5-th percentile	423
Q1	716
median	1322
Q3	1578
95-th percentile	2834
Maximum	3214
Range	2867
Interquartile range (IQR)	862

Descriptive statistics

Standard deviation	727.19209
Coefficient of variation (CV)	0.53835929
Kurtosis	0.45744467
Mean	1350.7561
Median Absolute Deviation (MAD)	378
Skewness	0.85886724
Sum	55381
Variance	528808.34
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1048	1	2.4%
1251	1	2.4%
347	1	2.4%
1451	1	2.4%
1386	1	2.4%
1632	1	2.4%
1360	1	2.4%
1578	1	2.4%
1395	1	2.4%
1503	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
347	1	2.4%
409	1	2.4%
423	1	2.4%
443	1	2.4%
475	1	2.4%
556	1	2.4%
561	1	2.4%
612	1	2.4%
653	1	2.4%
698	1	2.4%

Value	Count	Frequency (%)
3214	1	2.4%
2965	1	2.4%
2834	1	2.4%
2793	1	2.4%
2450	1	2.4%
2135	1	2.4%
1935	1	2.4%
1790	1	2.4%
1677	1	2.4%
1632	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	9680.4634

Minimum	4831
Maximum	21472
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	4831
5-th percentile	4944
Q1	6349
median	7333
Q3	14172
95-th percentile	19828
Maximum	21472
Range	16641
Interquartile range (IQR)	7823

Descriptive statistics

Standard deviation	4844.9401
Coefficient of variation (CV)	0.50048638
Kurtosis	-0.061788852
Mean	9680.4634
Median Absolute Deviation (MAD)	2255
Skewness	1.065816
Sum	396899
Variance	23473444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
9602	1	2.4%
6349	1	2.4%
8924	1	2.4%
7014	1	2.4%
6665	1	2.4%
7407	1	2.4%
5063	1	2.4%
5921	1	2.4%
4876	1	2.4%
7258	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4831	1	2.4%
4876	1	2.4%
4944	1	2.4%
4973	1	2.4%
5063	1	2.4%
5078	1	2.4%
5495	1	2.4%
5921	1	2.4%
6023	1	2.4%
6183	1	2.4%

Value	Count	Frequency (%)
21472	1	2.4%
20593	1	2.4%
19828	1	2.4%
18401	1	2.4%
15811	1	2.4%
15278	1	2.4%
15208	1	2.4%
14761	1	2.4%
14678	1	2.4%
14192	1	2.4%

경찰
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2792.7317

Minimum	1250
Maximum	7887
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	1250
5-th percentile	1454
Q1	2086
median	2640
Q3	3102
95-th percentile	4270
Maximum	7887
Range	6637
Interquartile range (IQR)	1016

Descriptive statistics

Standard deviation	1265.3978
Coefficient of variation (CV)	0.45310398
Kurtosis	7.4052428
Mean	2792.7317
Median Absolute Deviation (MAD)	529
Skewness	2.353681
Sum	114502
Variance	1601231.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
3039	2	4.9%
2133	1	2.4%
1570	1	2.4%
2577	1	2.4%
2111	1	2.4%
3102	1	2.4%
1250	1	2.4%
2367	1	2.4%
1454	1	2.4%
2086	1	2.4%
Other values (30)	30	73.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1250	1	2.4%
1390	1	2.4%
1454	1	2.4%
1528	1	2.4%
1570	1	2.4%
1718	1	2.4%
1877	1	2.4%
1899	1	2.4%
1937	1	2.4%
2016	1	2.4%

Value	Count	Frequency (%)
7887	1	2.4%
6706	1	2.4%
4270	1	2.4%
4140	1	2.4%
3732	1	2.4%
3601	1	2.4%
3258	1	2.4%
3247	1	2.4%
3233	1	2.4%
3114	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	203.12195

Minimum	0
Maximum	1200
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	354
95-th percentile	841
Maximum	1200
Range	1200
Interquartile range (IQR)	354

Descriptive statistics

Standard deviation	347.61014
Coefficient of variation (CV)	1.7113371
Kurtosis	0.65329654
Mean	203.12195
Median Absolute Deviation (MAD)	0
Skewness	1.4250105
Sum	8328
Variance	120832.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	29	70.7%
258	1	2.4%
409	1	2.4%
354	1	2.4%
754	1	2.4%
660	1	2.4%
668	1	2.4%
683	1	2.4%
769	1	2.4%
794	1	2.4%
Other values (3)	3	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	70.7%
258	1	2.4%
354	1	2.4%
409	1	2.4%
660	1	2.4%
668	1	2.4%
683	1	2.4%
754	1	2.4%
769	1	2.4%
794	1	2.4%

Value	Count	Frequency (%)
1200	1	2.4%
938	1	2.4%
841	1	2.4%
794	1	2.4%
769	1	2.4%
754	1	2.4%
683	1	2.4%
668	1	2.4%
660	1	2.4%
409	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	8451.2195

Minimum	4046
Maximum	28872
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	4046
5-th percentile	4213
Q1	5461
median	7220
Q3	10623
95-th percentile	12907
Maximum	28872
Range	24826
Interquartile range (IQR)	5162

Descriptive statistics

Standard deviation	4333.6191
Coefficient of variation (CV)	0.51278033
Kurtosis	11.482944
Mean	8451.2195
Median Absolute Deviation (MAD)	2106
Skewness	2.7071798
Sum	346500
Variance	18780254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
5263	1	2.4%
10284	1	2.4%
6360	1	2.4%
6783	1	2.4%
9048	1	2.4%
11433	1	2.4%
7714	1	2.4%
8653	1	2.4%
8995	1	2.4%
11798	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4046	1	2.4%
4051	1	2.4%
4213	1	2.4%
4346	1	2.4%
4372	1	2.4%
5014	1	2.4%
5114	1	2.4%
5229	1	2.4%
5263	1	2.4%
5351	1	2.4%

Value	Count	Frequency (%)
28872	1	2.4%
14162	1	2.4%
12907	1	2.4%
12652	1	2.4%
11805	1	2.4%
11798	1	2.4%
11546	1	2.4%
11433	1	2.4%
11357	1	2.4%
11114	1	2.4%

법관검사
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	95.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	126.68293

Minimum	19
Maximum	330
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	19
5-th percentile	26
Q1	74
median	136
Q3	166
95-th percentile	214
Maximum	330
Range	311
Interquartile range (IQR)	92

Descriptive statistics

Standard deviation	67.904506
Coefficient of variation (CV)	0.5360194
Kurtosis	0.51243021
Mean	126.68293
Median Absolute Deviation (MAD)	46
Skewness	0.35525696
Sum	5194
Variance	4611.022
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
149	2	4.9%
147	2	4.9%
224	1	2.4%
178	1	2.4%
148	1	2.4%
206	1	2.4%
212	1	2.4%
330	1	2.4%
185	1	2.4%
189	1	2.4%
Other values (29)	29	70.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	2.4%
22	1	2.4%
26	1	2.4%
30	1	2.4%
35	1	2.4%
37	1	2.4%
38	1	2.4%
48	1	2.4%
57	1	2.4%
60	1	2.4%

Value	Count	Frequency (%)
330	1	2.4%
224	1	2.4%
214	1	2.4%
212	1	2.4%
206	1	2.4%
189	1	2.4%
188	1	2.4%
185	1	2.4%
178	1	2.4%
170	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	6155.2927

Minimum	149
Maximum	27801
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	149
5-th percentile	363
Q1	2859
median	4981
Q3	8622
95-th percentile	15130
Maximum	27801
Range	27652
Interquartile range (IQR)	5763

Descriptive statistics

Standard deviation	5330.3275
Coefficient of variation (CV)	0.86597466
Kurtosis	5.6571183
Mean	6155.2927
Median Absolute Deviation (MAD)	3229
Skewness	1.8912825
Sum	252367
Variance	28412391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
6428	1	2.4%
3395	1	2.4%
11733	1	2.4%
5592	1	2.4%
5112	1	2.4%
5693	1	2.4%
2859	1	2.4%
4981	1	2.4%
3209	1	2.4%
5163	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
149	1	2.4%
268	1	2.4%
363	1	2.4%
368	1	2.4%
525	1	2.4%
891	1	2.4%
1051	1	2.4%
1528	1	2.4%
1752	1	2.4%
2801	1	2.4%

Value	Count	Frequency (%)
27801	1	2.4%
15608	1	2.4%
15130	1	2.4%
13121	1	2.4%
11733	1	2.4%
11443	1	2.4%
9908	1	2.4%
9725	1	2.4%
8900	1	2.4%
8846	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	451.41463

Minimum	0
Maximum	1365
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	569
Q3	873
95-th percentile	1047
Maximum	1365
Range	1365
Interquartile range (IQR)	873

Descriptive statistics

Standard deviation	451.54374
Coefficient of variation (CV)	1.000286
Kurtosis	-1.5124039
Mean	451.41463
Median Absolute Deviation (MAD)	569
Skewness	0.22098727
Sum	18508
Variance	203891.75
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
704	1	2.4%
1365	1	2.4%
1047	1	2.4%
1018	1	2.4%
888	1	2.4%
800	1	2.4%
908	1	2.4%
881	1	2.4%
994	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
497	1	2.4%
569	1	2.4%
593	1	2.4%
620	1	2.4%
639	1	2.4%
665	1	2.4%
704	1	2.4%
764	1	2.4%
800	1	2.4%

Value	Count	Frequency (%)
1365	1	2.4%
1234	1	2.4%
1047	1	2.4%
1018	1	2.4%
994	1	2.4%
908	1	2.4%
889	1	2.4%
888	1	2.4%
881	1	2.4%
879	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	503.21951

Minimum	0
Maximum	1674
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	615
Q3	957
95-th percentile	1172
Maximum	1674
Range	1674
Interquartile range (IQR)	957

Descriptive statistics

Standard deviation	509.16066
Coefficient of variation (CV)	1.0118063
Kurtosis	-1.370859
Mean	503.21951
Median Absolute Deviation (MAD)	602
Skewness	0.27585463
Sum	20632
Variance	259244.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
376	1	2.4%
1674	1	2.4%
1045	1	2.4%
993	1	2.4%
936	1	2.4%
866	1	2.4%
895	1	2.4%
836	1	2.4%
1090	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
376	1	2.4%
615	1	2.4%
634	1	2.4%
684	1	2.4%
695	1	2.4%
836	1	2.4%
866	1	2.4%
895	1	2.4%
910	1	2.4%

Value	Count	Frequency (%)
1674	1	2.4%
1217	1	2.4%
1172	1	2.4%
1090	1	2.4%
1072	1	2.4%
1045	1	2.4%
1042	1	2.4%
1000	1	2.4%
999	1	2.4%
993	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	109.14634

Minimum	0
Maximum	394
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	127
Q3	188
95-th percentile	293
Maximum	394
Range	394
Interquartile range (IQR)	188

Descriptive statistics

Standard deviation	115.5473
Coefficient of variation (CV)	1.0586456
Kurtosis	-0.8416079
Mean	109.14634
Median Absolute Deviation (MAD)	127
Skewness	0.54705362
Sum	4475
Variance	13351.178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
169	1	2.4%
394	1	2.4%
263	1	2.4%
314	1	2.4%
256	1	2.4%
252	1	2.4%
245	1	2.4%
227	1	2.4%
204	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
113	1	2.4%
127	1	2.4%
130	1	2.4%
132	1	2.4%
134	1	2.4%
140	1	2.4%
146	1	2.4%
147	1	2.4%
169	1	2.4%

Value	Count	Frequency (%)
394	1	2.4%
314	1	2.4%
293	1	2.4%
263	1	2.4%
256	1	2.4%
252	1	2.4%
248	1	2.4%
245	1	2.4%
227	1	2.4%
204	1	2.4%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	53.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.78049

Minimum	0
Maximum	273
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	101
Q3	199
95-th percentile	253
Maximum	273
Range	273
Interquartile range (IQR)	199

Descriptive statistics

Standard deviation	102.53914
Coefficient of variation (CV)	1.0174503
Kurtosis	-1.6374374
Mean	100.78049
Median Absolute Deviation (MAD)	101
Skewness	0.25048802
Sum	4132
Variance	10514.276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	19	46.3%
214	2	4.9%
148	1	2.4%
202	1	2.4%
267	1	2.4%
247	1	2.4%
242	1	2.4%
196	1	2.4%
199	1	2.4%
273	1	2.4%
Other values (12)	12	29.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
92	1	2.4%
101	1	2.4%
107	1	2.4%
127	1	2.4%
135	1	2.4%
148	1	2.4%
155	1	2.4%
163	1	2.4%
174	1	2.4%

Value	Count	Frequency (%)
273	1	2.4%
267	1	2.4%
253	1	2.4%
247	1	2.4%
242	1	2.4%
226	1	2.4%
214	2	4.9%
204	1	2.4%
202	1	2.4%
199	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	626.29268

Minimum	0
Maximum	3378
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	427
Q3	1114
95-th percentile	2054
Maximum	3378
Range	3378
Interquartile range (IQR)	1114

Descriptive statistics

Standard deviation	791.83474
Coefficient of variation (CV)	1.2643206
Kurtosis	2.3638623
Mean	626.29268
Median Absolute Deviation (MAD)	427
Skewness	1.4465811
Sum	25678
Variance	627002.26
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
78	1	2.4%
3378	1	2.4%
2346	1	2.4%
2054	1	2.4%
1413	1	2.4%
1611	1	2.4%
1381	1	2.4%
1370	1	2.4%
1124	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
78	1	2.4%
427	1	2.4%
448	1	2.4%
476	1	2.4%
537	1	2.4%
645	1	2.4%
709	1	2.4%
887	1	2.4%
991	1	2.4%

Value	Count	Frequency (%)
3378	1	2.4%
2346	1	2.4%
2054	1	2.4%
1611	1	2.4%
1413	1	2.4%
1381	1	2.4%
1378	1	2.4%
1370	1	2.4%
1144	1	2.4%
1124	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	754.7561

Minimum	0
Maximum	1933
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	1063
Q3	1358
95-th percentile	1725
Maximum	1933
Range	1933
Interquartile range (IQR)	1358

Descriptive statistics

Standard deviation	736.70485
Coefficient of variation (CV)	0.97608334
Kurtosis	-1.7921188
Mean	754.7561
Median Absolute Deviation (MAD)	804
Skewness	0.071300996
Sum	30945
Variance	542734.04
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	19	46.3%
1063	1	2.4%
1247	1	2.4%
1024	1	2.4%
1376	1	2.4%
1177	1	2.4%
1086	1	2.4%
1234	1	2.4%
1358	1	2.4%
1229	1	2.4%
Other values (13)	13	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	46.3%
1024	1	2.4%
1063	1	2.4%
1086	1	2.4%
1099	1	2.4%
1177	1	2.4%
1192	1	2.4%
1229	1	2.4%
1234	1	2.4%
1247	1	2.4%

Value	Count	Frequency (%)
1933	1	2.4%
1867	1	2.4%
1725	1	2.4%
1707	1	2.4%
1673	1	2.4%
1660	1	2.4%
1610	1	2.4%
1531	1	2.4%
1479	1	2.4%
1376	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	4995.6585

Minimum	858
Maximum	14351
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	858
5-th percentile	873
Q1	1701
median	5081
Q3	6682
95-th percentile	11584
Maximum	14351
Range	13493
Interquartile range (IQR)	4981

Descriptive statistics

Standard deviation	3596.2712
Coefficient of variation (CV)	0.71987931
Kurtosis	-0.11069019
Mean	4995.6585
Median Absolute Deviation (MAD)	2784
Skewness	0.75222449
Sum	204822
Variance	12933167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
14351	1	2.4%
1701	1	2.4%
1138	1	2.4%
858	1	2.4%
924	1	2.4%
891	1	2.4%
1057	1	2.4%
873	1	2.4%
1169	1	2.4%
2187	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
858	1	2.4%
865	1	2.4%
873	1	2.4%
891	1	2.4%
924	1	2.4%
1057	1	2.4%
1123	1	2.4%
1138	1	2.4%
1169	1	2.4%
1559	1	2.4%

Value	Count	Frequency (%)
14351	1	2.4%
12061	1	2.4%
11584	1	2.4%
11170	1	2.4%
10047	1	2.4%
9731	1	2.4%
9462	1	2.4%
7865	1	2.4%
7615	1	2.4%
6705	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	0.396	0.812	0.720	0.493	0.741	0.606	0.707	0.658	0.626	0.588	0.695	0.623	0.857	0.547	0.837
정무직	0.396	1.000	0.000	0.000	0.000	0.000	0.000	0.500	0.000	0.753	0.744	0.519	0.640	0.554	0.839	0.000
별정직	0.812	0.000	1.000	0.586	0.659	0.000	0.689	0.508	0.760	0.000	0.000	0.163	0.000	0.000	0.154	0.691
일반직	0.720	0.000	0.586	1.000	0.416	0.718	0.558	0.000	0.724	0.302	0.295	0.816	0.554	0.611	0.000	0.858
경찰	0.493	0.000	0.659	0.416	1.000	0.088	0.694	0.297	0.910	0.290	0.000	0.292	0.000	0.000	0.000	0.551
소방	0.741	0.000	0.000	0.718	0.088	1.000	0.340	0.000	0.303	0.907	0.781	0.811	0.583	0.966	0.569	0.761
교육	0.606	0.000	0.689	0.558	0.694	0.340	1.000	0.325	0.743	0.450	0.334	0.150	0.330	0.406	0.347	0.000
법관검사	0.707	0.500	0.508	0.000	0.297	0.000	0.325	1.000	0.480	0.373	0.770	0.751	0.513	0.619	0.621	0.567
기능직	0.658	0.000	0.760	0.724	0.910	0.303	0.743	0.480	1.000	0.000	0.328	0.733	0.000	0.467	0.209	0.633
공안직	0.626	0.753	0.000	0.302	0.290	0.907	0.450	0.373	0.000	1.000	0.823	0.789	0.778	0.915	0.821	0.597
군무원	0.588	0.744	0.000	0.295	0.000	0.781	0.334	0.770	0.328	0.823	1.000	0.917	0.871	0.801	0.762	0.235
연구직	0.695	0.519	0.163	0.816	0.292	0.811	0.150	0.751	0.733	0.789	0.917	1.000	0.922	0.840	0.676	0.700
지도직	0.623	0.640	0.000	0.554	0.000	0.583	0.330	0.513	0.000	0.778	0.871	0.922	1.000	0.661	0.730	0.549
계약직	0.857	0.554	0.000	0.611	0.000	0.966	0.406	0.619	0.467	0.915	0.801	0.840	0.661	1.000	0.665	0.763
공중보건의	0.547	0.839	0.154	0.000	0.000	0.569	0.347	0.621	0.209	0.821	0.762	0.676	0.730	0.665	1.000	0.454
기타	0.837	0.000	0.691	0.858	0.551	0.761	0.000	0.567	0.633	0.597	0.235	0.700	0.549	0.763	0.454	1.000

Heatmap
Table

	연도	정무직	별정직	일반직	경찰	소방	교육	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
연도	1.000	0.671	-0.423	0.411	0.206	0.802	0.782	0.778	-0.582	0.886	0.833	0.923	0.860	0.945	0.753	-0.536
정무직	0.671	1.000	-0.446	-0.100	-0.198	0.248	0.286	0.731	-0.371	0.760	0.834	0.721	0.770	0.717	0.895	-0.807
별정직	-0.423	-0.446	1.000	-0.125	0.319	-0.506	0.034	-0.169	0.658	-0.600	-0.466	-0.562	-0.586	-0.580	-0.374	0.110
일반직	0.411	-0.100	-0.125	1.000	0.687	0.512	0.655	0.315	-0.025	0.332	0.200	0.330	0.330	0.316	-0.030	0.218
경찰	0.206	-0.198	0.319	0.687	1.000	0.145	0.542	0.155	0.290	0.113	0.022	0.063	0.081	0.015	-0.208	0.039
소방	0.802	0.248	-0.506	0.512	0.145	1.000	0.621	0.380	-0.741	0.718	0.568	0.807	0.678	0.830	0.435	-0.036
교육	0.782	0.286	0.034	0.655	0.542	0.621	1.000	0.696	-0.172	0.558	0.554	0.603	0.524	0.614	0.448	-0.286
법관검사	0.778	0.731	-0.169	0.315	0.155	0.380	0.696	1.000	-0.194	0.650	0.704	0.657	0.672	0.676	0.740	-0.607
기능직	-0.582	-0.371	0.658	-0.025	0.290	-0.741	-0.172	-0.194	1.000	-0.688	-0.581	-0.727	-0.630	-0.741	-0.428	0.050
공안직	0.886	0.760	-0.600	0.332	0.113	0.718	0.558	0.650	-0.688	1.000	0.939	0.939	0.961	0.936	0.768	-0.501
군무원	0.833	0.834	-0.466	0.200	0.022	0.568	0.554	0.704	-0.581	0.939	1.000	0.886	0.920	0.884	0.849	-0.608
연구직	0.923	0.721	-0.562	0.330	0.063	0.807	0.603	0.657	-0.727	0.939	0.886	1.000	0.929	0.974	0.773	-0.475
지도직	0.860	0.770	-0.586	0.330	0.081	0.678	0.524	0.672	-0.630	0.961	0.920	0.929	1.000	0.909	0.790	-0.555
계약직	0.945	0.717	-0.580	0.316	0.015	0.830	0.614	0.676	-0.741	0.936	0.884	0.974	0.909	1.000	0.791	-0.474
공중보건의	0.753	0.895	-0.374	-0.030	-0.208	0.435	0.448	0.740	-0.428	0.768	0.849	0.773	0.790	0.791	1.000	-0.760
기타	-0.536	-0.807	0.110	0.218	0.039	-0.036	-0.286	-0.607	0.050	-0.501	-0.608	-0.475	-0.555	-0.474	-0.760	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	1048	9602	2133	5263	19	6428	14351
1	1983	912	9866	2357	5014	48	6346	12061
2	1984	1322	7333	1937	4346	22	8224	11584
3	1985	1424	7021	1877	4213	37	3078	11170
4	1986	1498	4831	1390	4046	38	2801	10047
5	1987	1490	4944	1528	4051	35	4079	9462
6	1988	1200	5078	1899	4372	30	4819	9731
7	1989	1071	4973	2016	5114	26	3681	7615
8	1990	1261	6183	2768	5229	60	6971	5394
9	1991	1539	6530	2946	5771	98	8846	5081

	연도	정무직	별정직	일반직	경찰	소방	교육	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
31	2013	119	1251	6349	1570	354	10284	149	3395	639	634	147	135	1106	1531	1701
32	2014	64	1293	15278	4270	754	11546	135	1528	1234	1042	293	273	1378	1330	3592
33	2015	55	698	14172	3114	660	12907	125	891	994	1090	204	199	1124	1229	2878
34	2016	69	653	14192	3247	668	9658	137	1752	881	836	227	196	1370	1358	3154
35	2017	109	556	14761	2977	683	9011	166	1051	908	895	245	242	1381	1234	2840
36	2018	73	716	14678	2652	769	9878	149	525	800	866	252	214	1611	1086	3441
37	2019	62	423	15208	2316	794	11114	154	368	888	936	256	247	1413	1177	4425
38	2020	75	443	18401	2875	938	11357	163	363	1018	993	314	267	2054	1376	6682
39	2021	92	409	15811	2640	841	11805	178	268	1047	1045	263	202	2346	1024	6705
40	2022	127	944	19828	3732	1200	12652	224	149	1365	1674	394	214	3378	1247	7865

Overview

Variables

Interactions

Correlations

Missing values

Sample