gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	45
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.8 KiB
Average record size in memory	109.9 B

Variable types

Text	1
Numeric	11

Dataset

Description	공무원으로 임용되기 전의 경력(군인경력,공무원경력, 사립학교교직원경력)을 현재의 근무기간에 합산한 공무원 수 데이터입니다.
URL	https://www.data.go.kr/data/15053042/fileData.do

Alerts

`합계` is highly overall correlated with `공무원경력(계)` and 3 other fields	High correlation
`공무원경력(계)` is highly overall correlated with `합계` and 1 other fields	High correlation
`공무원경력(퇴직연금해당자)` is highly overall correlated with `공무원경력(퇴직일시금미수령자)` and 3 other fields	High correlation
`공무원경력(퇴직일시금미수령자)` is highly overall correlated with `공무원경력(퇴직연금해당자)` and 4 other fields	High correlation
`공무원경력(퇴직일시금수령자)` is highly overall correlated with `합계` and 3 other fields	High correlation
`군경력(계)` is highly overall correlated with `합계` and 1 other fields	High correlation
`군경력(퇴직연금해당자)` is highly overall correlated with `사립학교경력(퇴직연금해당자)`	High correlation
`군경력(퇴직일시금해당자)` is highly overall correlated with `합계` and 1 other fields	High correlation
`사립학교경력(계)` is highly overall correlated with `공무원경력(퇴직연금해당자)` and 3 other fields	High correlation
`사립학교경력(퇴직연금해당자)` is highly overall correlated with `공무원경력(퇴직연금해당자)` and 5 other fields	High correlation
`사립학교경력(퇴직일시금해당자)` is highly overall correlated with `공무원경력(퇴직연금해당자)` and 3 other fields	High correlation
`구분` has unique values	Unique
`합계` has unique values	Unique
`공무원경력(퇴직일시금수령자)` has unique values	Unique
`군경력(퇴직일시금해당자)` has unique values	Unique
`공무원경력(퇴직연금해당자)` has 1 (2.2%) zeros	Zeros
`군경력(퇴직연금해당자)` has 1 (2.2%) zeros	Zeros
`사립학교경력(계)` has 3 (6.7%) zeros	Zeros
`사립학교경력(퇴직연금해당자)` has 21 (46.7%) zeros	Zeros
`사립학교경력(퇴직일시금해당자)` has 3 (6.7%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 05:44:40.412287
Analysis finished	2023-12-12 05:44:53.311539
Duration	12.9 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	45
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	492.0 B

Length

Max length	4
Median length	4
Mean length	3.8666667
Min length	1

Characters and Unicode

Total characters	174
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	45 ?
Unique (%)	100.0%

Sample

1st row	1980
2nd row	1981
3rd row	1982
4th row	1983
5th row	1984

Value	Count	Frequency (%)
1980	1	2.2%
2003	1	2.2%
2005	1	2.2%
2006	1	2.2%
2007	1	2.2%
2008	1	2.2%
2009	1	2.2%
2010	1	2.2%
2011	1	2.2%
2012	1	2.2%
Other values (35)	35	77.8%

Most occurring characters

Value	Count	Frequency (%)
0	38	21.8%
1	35	20.1%
9	34	19.5%
2	31	17.8%
8	14	8.0%
3	4	2.3%
4	4	2.3%
5	4	2.3%
6	4	2.3%
7	4	2.3%
Other values (2)	2	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	172	98.9%
Other Letter	2	1.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	38	22.1%
1	35	20.3%
9	34	19.8%
2	31	18.0%
8	14	8.1%
3	4	2.3%
4	4	2.3%
5	4	2.3%
6	4	2.3%
7	4	2.3%

Other Letter

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

Most occurring scripts

Value	Count	Frequency (%)
Common	172	98.9%
Hangul	2	1.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	38	22.1%
1	35	20.3%
9	34	19.8%
2	31	18.0%
8	14	8.1%
3	4	2.3%
4	4	2.3%
5	4	2.3%
6	4	2.3%
7	4	2.3%

Hangul

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

Most occurring blocks

Value	Count	Frequency (%)
ASCII	172	98.9%
Hangul	2	1.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	38	22.1%
1	35	20.3%
9	34	19.8%
2	31	18.0%
8	14	8.1%
3	4	2.3%
4	4	2.3%
5	4	2.3%
6	4	2.3%
7	4	2.3%

Hangul

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

합계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	45
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6527.5778

Minimum	2736
Maximum	11349
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	2736
5-th percentile	3607.4
Q1	5291
median	6321
Q3	7772
95-th percentile	9540.4
Maximum	11349
Range	8613
Interquartile range (IQR)	2481

Descriptive statistics

Standard deviation	1837.0985
Coefficient of variation (CV)	0.28143648
Kurtosis	0.2319528
Mean	6527.5778
Median Absolute Deviation (MAD)	1217
Skewness	0.28119564
Sum	293741
Variance	3374930.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
10164	1	2.2%
6321	1	2.2%
6047	1	2.2%
6053	1	2.2%
5171	1	2.2%
6672	1	2.2%
4630	1	2.2%
9570	1	2.2%
5291	1	2.2%
4953	1	2.2%
Other values (35)	35	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2736	1	2.2%
2851	1	2.2%
3412	1	2.2%
4389	1	2.2%
4588	1	2.2%
4630	1	2.2%
4895	1	2.2%
4953	1	2.2%
4988	1	2.2%
5104	1	2.2%

Value	Count	Frequency (%)
11349	1	2.2%
10164	1	2.2%
9570	1	2.2%
9422	1	2.2%
8508	1	2.2%
8486	1	2.2%
8331	1	2.2%
8172	1	2.2%
8119	1	2.2%
8097	1	2.2%

공무원경력(계)
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	97.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3706.3111

Minimum	1051
Maximum	9294
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	1051
5-th percentile	1937.2
Q1	2843
median	3320
Q3	4628
95-th percentile	5752.6
Maximum	9294
Range	8243
Interquartile range (IQR)	1785

Descriptive statistics

Standard deviation	1437.4667
Coefficient of variation (CV)	0.38784297
Kurtosis	3.8762221
Mean	3706.3111
Median Absolute Deviation (MAD)	881
Skewness	1.3203034
Sum	166784
Variance	2066310.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
3320	2	4.4%
9294	1	2.2%
3310	1	2.2%
2945	1	2.2%
2283	1	2.2%
2707	1	2.2%
1990	1	2.2%
4651	1	2.2%
2521	1	2.2%
2403	1	2.2%
Other values (34)	34	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1051	1	2.2%
1761	1	2.2%
1924	1	2.2%
1990	1	2.2%
2261	1	2.2%
2283	1	2.2%
2375	1	2.2%
2403	1	2.2%
2521	1	2.2%
2572	1	2.2%

Value	Count	Frequency (%)
9294	1	2.2%
6102	1	2.2%
5839	1	2.2%
5407	1	2.2%
5236	1	2.2%
5217	1	2.2%
5118	1	2.2%
4964	1	2.2%
4799	1	2.2%
4719	1	2.2%

공무원경력(퇴직연금해당자)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	88.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.955556

Minimum	0
Maximum	912
Zeros	1
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	1.4
Q1	22
median	42
Q3	81
95-th percentile	191
Maximum	912
Range	912
Interquartile range (IQR)	59

Descriptive statistics

Standard deviation	138.61506
Coefficient of variation (CV)	1.7556087
Kurtosis	30.840933
Mean	78.955556
Median Absolute Deviation (MAD)	25
Skewness	5.1774175
Sum	3553
Variance	19214.134
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
67	2	4.4%
1	2	4.4%
43	2	4.4%
21	2	4.4%
35	2	4.4%
102	1	2.2%
36	1	2.2%
44	1	2.2%
58	1	2.2%
63	1	2.2%
Other values (30)	30	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.2%
1	2	4.4%
3	1	2.2%
7	1	2.2%
12	1	2.2%
14	1	2.2%
16	1	2.2%
17	1	2.2%
21	2	4.4%
22	1	2.2%

Value	Count	Frequency (%)
912	1	2.2%
211	1	2.2%
193	1	2.2%
183	1	2.2%
169	1	2.2%
166	1	2.2%
154	1	2.2%
120	1	2.2%
106	1	2.2%
102	1	2.2%

공무원경력(퇴직일시금미수령자)
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	97.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	784.71111

Minimum	147
Maximum	2604
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	147
5-th percentile	209
Q1	278
median	553
Q3	1132
95-th percentile	2197.2
Maximum	2604
Range	2457
Interquartile range (IQR)	854

Descriptive statistics

Standard deviation	649.07342
Coefficient of variation (CV)	0.82714952
Kurtosis	0.89849855
Mean	784.71111
Median Absolute Deviation (MAD)	308
Skewness	1.3065416
Sum	35312
Variance	421296.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
553	2	4.4%
217	1	2.2%
661	1	2.2%
869	1	2.2%
697	1	2.2%
652	1	2.2%
821	1	2.2%
665	1	2.2%
912	1	2.2%
1132	1	2.2%
Other values (34)	34	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
147	1	2.2%
171	1	2.2%
207	1	2.2%
217	1	2.2%
228	1	2.2%
237	1	2.2%
238	1	2.2%
243	1	2.2%
245	1	2.2%
255	1	2.2%

Value	Count	Frequency (%)
2604	1	2.2%
2386	1	2.2%
2243	1	2.2%
2014	1	2.2%
1843	1	2.2%
1510	1	2.2%
1463	1	2.2%
1443	1	2.2%
1383	1	2.2%
1363	1	2.2%

공무원경력(퇴직일시금수령자)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	45
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2842.6444

Minimum	659
Maximum	9077
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	659
5-th percentile	972.4
Q1	1736
median	2349
Q3	3791
95-th percentile	5407.4
Maximum	9077
Range	8418
Interquartile range (IQR)	2055

Descriptive statistics

Standard deviation	1646.7108
Coefficient of variation (CV)	0.57928835
Kurtosis	3.2159396
Mean	2842.6444
Median Absolute Deviation (MAD)	867
Skewness	1.4779444
Sum	127919
Variance	2711656.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
9077	1	2.2%
1755	1	2.2%
2221	1	2.2%
2016	1	2.2%
1689	1	2.2%
1943	1	2.2%
1302	1	2.2%
3787	1	2.2%
1813	1	2.2%
1447	1	2.2%
Other values (35)	35	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
659	1	2.2%
843	1	2.2%
890	1	2.2%
1302	1	2.2%
1382	1	2.2%
1445	1	2.2%
1447	1	2.2%
1475	1	2.2%
1482	1	2.2%
1502	1	2.2%

Value	Count	Frequency (%)
9077	1	2.2%
5753	1	2.2%
5516	1	2.2%
4973	1	2.2%
4920	1	2.2%
4915	1	2.2%
4838	1	2.2%
4452	1	2.2%
4162	1	2.2%
4135	1	2.2%

군경력(계)
Real number (ℝ)

HIGH CORRELATION

Distinct	43
Distinct (%)	95.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1885.4667

Minimum	120
Maximum	3938
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	120
5-th percentile	641.2
Q1	1621
median	1948
Q3	2277
95-th percentile	2932.2
Maximum	3938
Range	3818
Interquartile range (IQR)	656

Descriptive statistics

Standard deviation	711.52249
Coefficient of variation (CV)	0.37737209
Kurtosis	1.3679413
Mean	1885.4667
Median Absolute Deviation (MAD)	329
Skewness	-0.13965071
Sum	84846
Variance	506264.25
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1760	2	4.4%
2200	2	4.4%
870	1	2.2%
1983	1	2.2%
1911	1	2.2%
1676	1	2.2%
2277	1	2.2%
1765	1	2.2%
3058	1	2.2%
1836	1	2.2%
Other values (33)	33	73.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
120	1	2.2%
264	1	2.2%
584	1	2.2%
870	1	2.2%
914	1	2.2%
1020	1	2.2%
1093	1	2.2%
1209	1	2.2%
1372	1	2.2%
1451	1	2.2%

Value	Count	Frequency (%)
3938	1	2.2%
3058	1	2.2%
2996	1	2.2%
2677	1	2.2%
2602	1	2.2%
2581	1	2.2%
2379	1	2.2%
2370	1	2.2%
2359	1	2.2%
2355	1	2.2%

군경력(퇴직연금해당자)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.8

Minimum	0
Maximum	246
Zeros	1
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	31
Q1	53
median	88
Q3	124
95-th percentile	172.4
Maximum	246
Range	246
Interquartile range (IQR)	71

Descriptive statistics

Standard deviation	50.703954
Coefficient of variation (CV)	0.54637881
Kurtosis	0.5133898
Mean	92.8
Median Absolute Deviation (MAD)	36
Skewness	0.71930638
Sum	4176
Variance	2570.8909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
140	3	6.7%
62	2	4.4%
122	2	4.4%
78	2	4.4%
136	2	4.4%
56	2	4.4%
39	2	4.4%
50	2	4.4%
63	2	4.4%
53	1	2.2%
Other values (25)	25	55.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.2%
26	1	2.2%
30	1	2.2%
35	1	2.2%
39	2	4.4%
44	1	2.2%
47	1	2.2%
49	1	2.2%
50	2	4.4%
53	1	2.2%

Value	Count	Frequency (%)
246	1	2.2%
194	1	2.2%
175	1	2.2%
162	1	2.2%
160	1	2.2%
146	1	2.2%
140	3	6.7%
136	2	4.4%
124	1	2.2%
122	2	4.4%

군경력(퇴직일시금해당자)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	45
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1792.6667

Minimum	70
Maximum	3867
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	70
5-th percentile	569
Q1	1543
median	1885
Q3	2161
95-th percentile	2845
Maximum	3867
Range	3797
Interquartile range (IQR)	618

Descriptive statistics

Standard deviation	709.233
Coefficient of variation (CV)	0.39563016
Kurtosis	1.4565201
Mean	1792.6667
Median Absolute Deviation (MAD)	328
Skewness	-0.1065536
Sum	80670
Variance	503011.45
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
757	1	2.2%
1921	1	2.2%
1647	1	2.2%
1736	1	2.2%
1575	1	2.2%
2031	1	2.2%
1603	1	2.2%
2965	1	2.2%
1773	1	2.2%
1784	1	2.2%
Other values (35)	35	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70	1	2.2%
120	1	2.2%
522	1	2.2%
757	1	2.2%
879	1	2.2%
953	1	2.2%
994	1	2.2%
1131	1	2.2%
1327	1	2.2%
1342	1	2.2%

Value	Count	Frequency (%)
3867	1	2.2%
2965	1	2.2%
2901	1	2.2%
2621	1	2.2%
2466	1	2.2%
2435	1	2.2%
2331	1	2.2%
2329	1	2.2%
2253	1	2.2%
2223	1	2.2%

사립학교경력(계)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	43
Distinct (%)	95.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	935.8

Minimum	0
Maximum	1861
Zeros	3
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	71.4
Q1	671
median	917
Q3	1252
95-th percentile	1644
Maximum	1861
Range	1861
Interquartile range (IQR)	581

Descriptive statistics

Standard deviation	448.55645
Coefficient of variation (CV)	0.4793294
Kurtosis	-0.20845509
Mean	935.8
Median Absolute Deviation (MAD)	295
Skewness	-0.11373392
Sum	42111
Variance	201202.89
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	3	6.7%
1309	1	2.2%
1197	1	2.2%
1212	1	2.2%
1688	1	2.2%
875	1	2.2%
1861	1	2.2%
934	1	2.2%
713	1	2.2%
795	1	2.2%
Other values (33)	33	73.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	6.7%
357	1	2.2%
414	1	2.2%
460	1	2.2%
483	1	2.2%
530	1	2.2%
536	1	2.2%
587	1	2.2%
665	1	2.2%
671	1	2.2%

Value	Count	Frequency (%)
1861	1	2.2%
1688	1	2.2%
1654	1	2.2%
1604	1	2.2%
1577	1	2.2%
1513	1	2.2%
1509	1	2.2%
1337	1	2.2%
1309	1	2.2%
1301	1	2.2%

사립학교경력(퇴직연금해당자)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.2

Minimum	0
Maximum	69
Zeros	21
Zeros (%)	46.7%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	16
95-th percentile	49
Maximum	69
Range	69
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	17.639831
Coefficient of variation (CV)	1.5749849
Kurtosis	2.601963
Mean	11.2
Median Absolute Deviation (MAD)	3
Skewness	1.8286595
Sum	504
Variance	311.16364
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	21	46.7%
8	4	8.9%
4	2	4.4%
3	2	4.4%
16	2	4.4%
7	2	4.4%
6	1	2.2%
23	1	2.2%
19	1	2.2%
5	1	2.2%
Other values (8)	8	17.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	46.7%
3	2	4.4%
4	2	4.4%
5	1	2.2%
6	1	2.2%
7	2	4.4%
8	4	8.9%
16	2	4.4%
19	1	2.2%
23	1	2.2%

Value	Count	Frequency (%)
69	1	2.2%
59	1	2.2%
51	1	2.2%
41	1	2.2%
40	1	2.2%
38	1	2.2%
35	1	2.2%
26	1	2.2%
23	1	2.2%
19	1	2.2%

사립학교경력(퇴직일시금해당자)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	93.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	924.6

Minimum	0
Maximum	1858
Zeros	3
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	71.4
Q1	671
median	891
Q3	1248
95-th percentile	1605.8
Maximum	1858
Range	1858
Interquartile range (IQR)	577

Descriptive statistics

Standard deviation	440.24721
Coefficient of variation (CV)	0.47614884
Kurtosis	-0.16137921
Mean	924.6
Median Absolute Deviation (MAD)	304
Skewness	-0.13254639
Sum	41607
Variance	193817.61
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	3	6.7%
1058	2	4.4%
1275	1	2.2%
1193	1	2.2%
1204	1	2.2%
1665	1	2.2%
868	1	2.2%
1858	1	2.2%
926	1	2.2%
705	1	2.2%
Other values (32)	32	71.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	6.7%
357	1	2.2%
414	1	2.2%
460	1	2.2%
483	1	2.2%
495	1	2.2%
536	1	2.2%
587	1	2.2%
665	1	2.2%
671	1	2.2%

Value	Count	Frequency (%)
1858	1	2.2%
1665	1	2.2%
1613	1	2.2%
1577	1	2.2%
1535	1	2.2%
1471	1	2.2%
1454	1	2.2%
1309	1	2.2%
1296	1	2.2%
1286	1	2.2%

Phik (φk)
Auto

Heatmap
Table

	구분	합계	공무원경력(계)	공무원경력(퇴직연금해당자)	공무원경력(퇴직일시금미수령자)	공무원경력(퇴직일시금수령자)	군경력(계)	군경력(퇴직연금해당자)	군경력(퇴직일시금해당자)	사립학교경력(계)	사립학교경력(퇴직연금해당자)	사립학교경력(퇴직일시금해당자)
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
합계	1.000	1.000	0.882	0.000	0.000	0.807	0.838	0.507	0.838	0.693	0.312	0.653
공무원경력(계)	1.000	0.882	1.000	0.000	0.000	0.974	0.733	0.000	0.739	0.581	0.000	0.530
공무원경력(퇴직연금해당자)	1.000	0.000	0.000	1.000	0.720	0.000	0.000	0.209	0.000	0.584	0.927	0.434
공무원경력(퇴직일시금미수령자)	1.000	0.000	0.000	0.720	1.000	0.000	0.000	0.000	0.000	0.635	0.893	0.597
공무원경력(퇴직일시금수령자)	1.000	0.807	0.974	0.000	0.000	1.000	0.721	0.000	0.713	0.613	0.000	0.571
군경력(계)	1.000	0.838	0.733	0.000	0.000	0.721	1.000	0.660	1.000	0.619	0.000	0.649
군경력(퇴직연금해당자)	1.000	0.507	0.000	0.209	0.000	0.000	0.660	1.000	0.712	0.386	0.495	0.000
군경력(퇴직일시금해당자)	1.000	0.838	0.739	0.000	0.000	0.713	1.000	0.712	1.000	0.641	0.000	0.663
사립학교경력(계)	1.000	0.693	0.581	0.584	0.635	0.613	0.619	0.386	0.641	1.000	0.422	0.994
사립학교경력(퇴직연금해당자)	1.000	0.312	0.000	0.927	0.893	0.000	0.000	0.495	0.000	0.422	1.000	0.000
사립학교경력(퇴직일시금해당자)	1.000	0.653	0.530	0.434	0.597	0.571	0.649	0.000	0.663	0.994	0.000	1.000

Heatmap
Table

	합계	공무원경력(계)	공무원경력(퇴직연금해당자)	공무원경력(퇴직일시금미수령자)	공무원경력(퇴직일시금수령자)	군경력(계)	군경력(퇴직연금해당자)	군경력(퇴직일시금해당자)	사립학교경력(계)	사립학교경력(퇴직연금해당자)	사립학교경력(퇴직일시금해당자)
합계	1.000	0.847	0.182	0.186	0.578	0.721	0.079	0.713	0.337	-0.035	0.338
공무원경력(계)	0.847	1.000	-0.105	-0.053	0.794	0.449	-0.054	0.458	-0.029	-0.306	-0.026
공무원경력(퇴직연금해당자)	0.182	-0.105	1.000	0.766	-0.471	0.243	0.465	0.188	0.620	0.805	0.605
공무원경력(퇴직일시금미수령자)	0.186	-0.053	0.766	1.000	-0.544	0.279	0.372	0.239	0.577	0.862	0.562
공무원경력(퇴직일시금수령자)	0.578	0.794	-0.471	-0.544	1.000	0.263	-0.203	0.286	-0.242	-0.717	-0.229
군경력(계)	0.721	0.449	0.243	0.279	0.263	1.000	0.085	0.994	0.299	0.067	0.299
군경력(퇴직연금해당자)	0.079	-0.054	0.465	0.372	-0.203	0.085	1.000	0.008	0.366	0.535	0.358
군경력(퇴직일시금해당자)	0.713	0.458	0.188	0.239	0.286	0.994	0.008	1.000	0.256	0.019	0.256
사립학교경력(계)	0.337	-0.029	0.620	0.577	-0.242	0.299	0.366	0.256	1.000	0.575	0.999
사립학교경력(퇴직연금해당자)	-0.035	-0.306	0.805	0.862	-0.717	0.067	0.535	0.019	0.575	1.000	0.556
사립학교경력(퇴직일시금해당자)	0.338	-0.026	0.605	0.562	-0.229	0.299	0.358	0.256	0.999	0.556	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	합계	공무원경력(계)	공무원경력(퇴직연금해당자)	공무원경력(퇴직일시금미수령자)	공무원경력(퇴직일시금수령자)	군경력(계)	군경력(퇴직연금해당자)	군경력(퇴직일시금해당자)	사립학교경력(계)	사립학교경력(퇴직일시금해당자)
0	1980	10164	9294	0	217	9077	870	113	757	0	0
1	1981	5481	5217	1	243	4973	264	194	70	0	0
2	1982	4895	4311	1	333	3977	584	62	522	0	0
3	1983	11349	6102	7	342	5753	3938	71	3867	1309	1309
4	1984	5472	2843	3	238	2602	2169	88	2081	460	460
5	1985	5860	3320	16	305	2999	2126	78	2048	414	414
6	1986	6905	4067	21	255	3791	2355	102	2253	483	483
7	1987	5104	2987	12	171	2804	1760	56	1704	357	357
8	1988	9422	5839	45	278	5516	2996	95	2901	587	587
9	1989	8331	5118	35	245	4838	2677	56	2621	536	536

	구분	합계	공무원경력(계)	공무원경력(퇴직연금해당자)	공무원경력(퇴직일시금미수령자)	공무원경력(퇴직일시금수령자)	군경력(계)	군경력(퇴직연금해당자)	군경력(퇴직일시금해당자)	사립학교경력(계)	사립학교경력(퇴직연금해당자)	사립학교경력(퇴직일시금해당자)
35	2015	6906	3310	64	1510	1736	2581	146	2435	1015	16	999
36	2016	6545	3540	81	2014	1445	2088	103	1985	917	26	891
37	2017	6089	2960	102	1383	1475	2106	119	1987	1023	40	983
38	2018	8172	4159	912	1463	1784	2359	136	2223	1654	41	1613
39	2019	8097	3982	211	1843	1928	2602	136	2466	1513	59	1454
40	2020	8119	4201	183	2243	1775	2314	122	2192	1604	69	1535
41	2021	8508	4799	166	2386	2247	2200	122	2078	1509	38	1471
42	2022	7439	4299	193	2604	1502	1803	140	1663	1337	51	1286
43	남	4588	2375	169	1363	843	1683	140	1543	530	35	495
44	여	2851	1924	24	1241	659	120	0	120	807	16	791

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