gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	34
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.1 KiB
Average record size in memory	154.9 B

Variable types

Text	1
Categorical	2
Numeric	14

Dataset

Description	공무원 직종별(정무직,일반직,경찰,소방 등) 지역별(서울,부산,대구,대전, 부산 등) 공무원연금 신규가입자 현황으로 남녀 구분도 포함됩니다.
URL	https://www.data.go.kr/data/15053038/fileData.do

Alerts

`계` is highly overall correlated with `일반직` and 5 other fields	High correlation
`정무직` is highly overall correlated with `군무원`	High correlation
`별정직` is highly overall correlated with `경찰직` and 4 other fields	High correlation
`일반직` is highly overall correlated with `계` and 4 other fields	High correlation
`경찰직` is highly overall correlated with `계` and 5 other fields	High correlation
`소방직` is highly overall correlated with `계` and 6 other fields	High correlation
`교육` is highly overall correlated with `계` and 3 other fields	High correlation
`법관검사` is highly overall correlated with `공안직` and 2 other fields	High correlation
`공안직` is highly overall correlated with `법관검사` and 3 other fields	High correlation
`연구직` is highly overall correlated with `공안직` and 1 other fields	High correlation
`계약직` is highly overall correlated with `계` and 6 other fields	High correlation
`공중보건의` is highly overall correlated with `별정직` and 2 other fields	High correlation
`기타` is highly overall correlated with `계` and 6 other fields	High correlation
`남여구분` is highly overall correlated with `소방직` and 1 other fields	High correlation
`군무원` is highly overall correlated with `정무직` and 9 other fields	High correlation
`군무원` is highly imbalanced (75.9%)	Imbalance
`계` has unique values	Unique
`일반직` has unique values	Unique
`정무직` has 23 (67.6%) zeros	Zeros
`별정직` has 2 (5.9%) zeros	Zeros
`법관검사` has 22 (64.7%) zeros	Zeros
`공안직` has 2 (5.9%) zeros	Zeros
`연구직` has 1 (2.9%) zeros	Zeros
`지도직` has 6 (17.6%) zeros	Zeros
`공중보건의` has 17 (50.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 09:27:27.169763
Analysis finished	2023-12-12 09:27:51.697357
Duration	24.53 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역
Text

Distinct	17
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	404.0 B

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	68
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	서울
2nd row	서울
3rd row	부산
4th row	부산
5th row	대구

Value	Count	Frequency (%)
서울	2	5.9%
강원	2	5.9%
전남	2	5.9%
전북	2	5.9%
경남	2	5.9%
경북	2	5.9%
충남	2	5.9%
충북	2	5.9%
경기	2	5.9%
부산	2	5.9%
Other values (7)	14	41.2%

Most occurring characters

Value	Count	Frequency (%)
전	6	8.8%
경	6	8.8%
남	6	8.8%
북	6	8.8%
산	4	5.9%
대	4	5.9%
충	4	5.9%
주	4	5.9%
울	4	5.9%
원	2	2.9%
Other values (11)	22	32.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	68	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
전	6	8.8%
경	6	8.8%
남	6	8.8%
북	6	8.8%
산	4	5.9%
대	4	5.9%
충	4	5.9%
주	4	5.9%
울	4	5.9%
원	2	2.9%
Other values (11)	22	32.4%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	68	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
전	6	8.8%
경	6	8.8%
남	6	8.8%
북	6	8.8%
산	4	5.9%
대	4	5.9%
충	4	5.9%
주	4	5.9%
울	4	5.9%
원	2	2.9%
Other values (11)	22	32.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	68	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
전	6	8.8%
경	6	8.8%
남	6	8.8%
북	6	8.8%
산	4	5.9%
대	4	5.9%
충	4	5.9%
주	4	5.9%
울	4	5.9%
원	2	2.9%
Other values (11)	22	32.4%

남여구분
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Memory size	404.0 B

남자	17
여자	17

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	남자
2nd row	여자
3rd row	남자
4th row	여자
5th row	남자

Common Values

Value	Count	Frequency (%)
남자	17	50.0%
여자	17	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
남자	17	50.0%
여자	17	50.0%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2089.5294

Minimum	517
Maximum	7652
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	517
5-th percentile	603.65
Q1	1251.25
median	1602.5
Q3	1987.75
95-th percentile	7322.65
Maximum	7652
Range	7135
Interquartile range (IQR)	736.5

Descriptive statistics

Standard deviation	1914.8677
Coefficient of variation (CV)	0.91641096
Kurtosis	4.0930272
Mean	2089.5294
Median Absolute Deviation (MAD)	380
Skewness	2.2394302
Sum	71044
Variance	3666718.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
7652	1	2.9%
1864	1	2.9%
1358	1	2.9%
1305	1	2.9%
1821	1	2.9%
1828	1	2.9%
2220	1	2.9%
1972	1	2.9%
2081	1	2.9%
1749	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
517	1	2.9%
538	1	2.9%
639	1	2.9%
676	1	2.9%
679	1	2.9%
761	1	2.9%
887	1	2.9%
937	1	2.9%
1251	1	2.9%
1252	1	2.9%

Value	Count	Frequency (%)
7652	1	2.9%
7582	1	2.9%
7183	1	2.9%
5630	1	2.9%
2395	1	2.9%
2220	1	2.9%
2191	1	2.9%
2081	1	2.9%
1993	1	2.9%
1972	1	2.9%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	20.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2647059

Minimum	0
Maximum	30
Zeros	23
Zeros (%)	67.6%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	14.05
Maximum	30
Range	30
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	7.016469
Coefficient of variation (CV)	3.0981811
Kurtosis	13.256828
Mean	2.2647059
Median Absolute Deviation (MAD)	0
Skewness	3.7488989
Sum	77
Variance	49.230838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	23	67.6%
1	5	14.7%
2	2	5.9%
29	1	2.9%
6	1	2.9%
3	1	2.9%
30	1	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	67.6%
1	5	14.7%
2	2	5.9%
3	1	2.9%
6	1	2.9%
29	1	2.9%
30	1	2.9%

Value	Count	Frequency (%)
30	1	2.9%
29	1	2.9%
6	1	2.9%
3	1	2.9%
2	2	5.9%
1	5	14.7%
0	23	67.6%

별정직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	64.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.323529

Minimum	0
Maximum	277
Zeros	2
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	0.65
Q1	4
median	15
Q3	25.75
95-th percentile	97.2
Maximum	277
Range	277
Interquartile range (IQR)	21.75

Descriptive statistics

Standard deviation	50.834086
Coefficient of variation (CV)	1.8604509
Kurtosis	18.556573
Mean	27.323529
Median Absolute Deviation (MAD)	11
Skewness	4.0722008
Sum	929
Variance	2584.1043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
4	5	14.7%
3	4	11.8%
16	3	8.8%
12	2	5.9%
0	2	5.9%
21	2	5.9%
24	1	2.9%
30	1	2.9%
26	1	2.9%
28	1	2.9%
Other values (12)	12	35.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	5.9%
1	1	2.9%
3	4	11.8%
4	5	14.7%
7	1	2.9%
11	1	2.9%
12	2	5.9%
14	1	2.9%
16	3	8.8%
19	1	2.9%

Value	Count	Frequency (%)
277	1	2.9%
131	1	2.9%
79	1	2.9%
44	1	2.9%
35	1	2.9%
32	1	2.9%
30	1	2.9%
28	1	2.9%
26	1	2.9%
25	1	2.9%

일반직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	849.11765

Minimum	160
Maximum	3016
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	160
5-th percentile	173.75
Q1	509.75
median	685
Q3	928.75
95-th percentile	2283.45
Maximum	3016
Range	2856
Interquartile range (IQR)	419

Descriptive statistics

Standard deviation	638.39371
Coefficient of variation (CV)	0.75183187
Kurtosis	4.5291565
Mean	849.11765
Median Absolute Deviation (MAD)	218
Skewness	2.0847032
Sum	28870
Variance	407546.53
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
1799	1	2.9%
771	1	2.9%
561	1	2.9%
645	1	2.9%
779	1	2.9%
889	1	2.9%
942	1	2.9%
1067	1	2.9%
994	1	2.9%
672	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
160	1	2.9%
164	1	2.9%
179	1	2.9%
285	1	2.9%
383	1	2.9%
414	1	2.9%
448	1	2.9%
453	1	2.9%
499	1	2.9%
542	1	2.9%

Value	Count	Frequency (%)
3016	1	2.9%
2600	1	2.9%
2113	1	2.9%
1799	1	2.9%
1067	1	2.9%
1044	1	2.9%
1014	1	2.9%
994	1	2.9%
942	1	2.9%
889	1	2.9%

경찰직
Real number (ℝ)

HIGH CORRELATION

Distinct	32
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	165.64706

Minimum	8
Maximum	1011
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	8
5-th percentile	21.6
Q1	45
median	80.5
Q3	227.25
95-th percentile	477.35
Maximum	1011
Range	1003
Interquartile range (IQR)	182.25

Descriptive statistics

Standard deviation	199.89086
Coefficient of variation (CV)	1.2067275
Kurtosis	9.1363314
Mean	165.64706
Median Absolute Deviation (MAD)	54.5
Skewness	2.6794878
Sum	5632
Variance	39956.357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
98	2	5.9%
24	2	5.9%
229	1	2.9%
75	1	2.9%
28	1	2.9%
235	1	2.9%
72	1	2.9%
292	1	2.9%
80	1	2.9%
1011	1	2.9%
Other values (22)	22	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	2.9%
19	1	2.9%
23	1	2.9%
24	2	5.9%
28	1	2.9%
31	1	2.9%
34	1	2.9%
41	1	2.9%
57	1	2.9%
59	1	2.9%

Value	Count	Frequency (%)
1011	1	2.9%
556	1	2.9%
435	1	2.9%
348	1	2.9%
335	1	2.9%
292	1	2.9%
276	1	2.9%
235	1	2.9%
229	1	2.9%
222	1	2.9%

소방직
Real number (ℝ)

HIGH CORRELATION

Distinct	32
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.41176

Minimum	3
Maximum	674
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	3
5-th percentile	6.3
Q1	17.5
median	52.5
Q3	138
95-th percentile	385.55
Maximum	674
Range	671
Interquartile range (IQR)	120.5

Descriptive statistics

Standard deviation	148.67743
Coefficient of variation (CV)	1.2882346
Kurtosis	5.1122769
Mean	115.41176
Median Absolute Deviation (MAD)	44
Skewness	2.1092892
Sum	3924
Variance	22104.977
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
17	2	5.9%
13	2	5.9%
374	1	2.9%
216	1	2.9%
23	1	2.9%
251	1	2.9%
19	1	2.9%
301	1	2.9%
31	1	2.9%
209	1	2.9%
Other values (22)	22	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	2.9%
5	1	2.9%
7	1	2.9%
8	1	2.9%
13	2	5.9%
16	1	2.9%
17	2	5.9%
19	1	2.9%
23	1	2.9%
24	1	2.9%

Value	Count	Frequency (%)
674	1	2.9%
407	1	2.9%
374	1	2.9%
301	1	2.9%
276	1	2.9%
251	1	2.9%
216	1	2.9%
209	1	2.9%
139	1	2.9%
135	1	2.9%

교육
Real number (ℝ)

HIGH CORRELATION

Distinct	33
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	397.35294

Minimum	27
Maximum	2811
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	27
5-th percentile	77.95
Q1	162.5
median	240.5
Q3	472
95-th percentile	880.65
Maximum	2811
Range	2784
Interquartile range (IQR)	309.5

Descriptive statistics

Standard deviation	491.36143
Coefficient of variation (CV)	1.2365869
Kurtosis	18.174395
Mean	397.35294
Median Absolute Deviation (MAD)	128
Skewness	3.8879583
Sum	13510
Variance	241436.05
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
113	2	5.9%
237	1	2.9%
417	1	2.9%
264	1	2.9%
577	1	2.9%
275	1	2.9%
576	1	2.9%
242	1	2.9%
605	1	2.9%
416	1	2.9%
Other values (23)	23	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	2.9%
63	1	2.9%
86	1	2.9%
109	1	2.9%
112	1	2.9%
113	2	5.9%
133	1	2.9%
162	1	2.9%
164	1	2.9%
187	1	2.9%

Value	Count	Frequency (%)
2811	1	2.9%
1179	1	2.9%
720	1	2.9%
682	1	2.9%
652	1	2.9%
605	1	2.9%
577	1	2.9%
576	1	2.9%
477	1	2.9%
457	1	2.9%

법관검사
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8529412

Minimum	0
Maximum	76
Zeros	22
Zeros (%)	64.7%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4.75
95-th percentile	30.1
Maximum	76
Range	76
Interquartile range (IQR)	4.75

Descriptive statistics

Standard deviation	17.593271
Coefficient of variation (CV)	3.0058854
Kurtosis	13.616896
Mean	5.8529412
Median Absolute Deviation (MAD)	0
Skewness	3.8042412
Sum	199
Variance	309.52317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	22	64.7%
5	3	8.8%
7	2	5.9%
6	2	5.9%
73	1	2.9%
76	1	2.9%
2	1	2.9%
4	1	2.9%
3	1	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	64.7%
2	1	2.9%
3	1	2.9%
4	1	2.9%
5	3	8.8%
6	2	5.9%
7	2	5.9%
73	1	2.9%
76	1	2.9%

Value	Count	Frequency (%)
76	1	2.9%
73	1	2.9%
7	2	5.9%
6	2	5.9%
5	3	8.8%
4	1	2.9%
3	1	2.9%
2	1	2.9%
0	22	64.7%

공안직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	85.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.5

Minimum	0
Maximum	383
Zeros	2
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	1.3
Q1	8.25
median	16
Q3	69.25
95-th percentile	172.1
Maximum	383
Range	383
Interquartile range (IQR)	61

Descriptive statistics

Standard deviation	78.274672
Coefficient of variation (CV)	1.5813065
Kurtosis	9.6792386
Mean	49.5
Median Absolute Deviation (MAD)	11
Skewness	2.8572053
Sum	1683
Variance	6126.9242
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
17	2	5.9%
11	2	5.9%
5	2	5.9%
0	2	5.9%
15	2	5.9%
84	1	2.9%
10	1	2.9%
2	1	2.9%
4	1	2.9%
12	1	2.9%
Other values (19)	19	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	5.9%
2	1	2.9%
3	1	2.9%
4	1	2.9%
5	2	5.9%
7	1	2.9%
8	1	2.9%
9	1	2.9%
10	1	2.9%
11	2	5.9%

Value	Count	Frequency (%)
383	1	2.9%
215	1	2.9%
149	1	2.9%
147	1	2.9%
118	1	2.9%
91	1	2.9%
84	1	2.9%
74	1	2.9%
72	1	2.9%
61	1	2.9%

군무원
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	8.8%
Missing	0
Missing (%)	0.0%
Memory size	404.0 B

0	32
1762	1
821	1

Length

Max length	4
Median length	1
Mean length	1.1470588
Min length	1

Unique

Unique	2 ?
Unique (%)	5.9%

Sample

1st row	1762
2nd row	821
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	32	94.1%
1762	1	2.9%
821	1	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	32	94.1%
1762	1	2.9%
821	1	2.9%

연구직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	76.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.029412

Minimum	0
Maximum	52
Zeros	1
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	1.65
Q1	8
median	16
Q3	24.25
95-th percentile	46.45
Maximum	52
Range	52
Interquartile range (IQR)	16.25

Descriptive statistics

Standard deviation	13.703539
Coefficient of variation (CV)	0.7600658
Kurtosis	0.47088001
Mean	18.029412
Median Absolute Deviation (MAD)	8.5
Skewness	0.97651673
Sum	613
Variance	187.78699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
17	3	8.8%
5	2	5.9%
8	2	5.9%
16	2	5.9%
22	2	5.9%
2	2	5.9%
13	2	5.9%
25	1	2.9%
11	1	2.9%
7	1	2.9%
Other values (16)	16	47.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.9%
1	1	2.9%
2	2	5.9%
5	2	5.9%
6	1	2.9%
7	1	2.9%
8	2	5.9%
9	1	2.9%
11	1	2.9%
12	1	2.9%

Value	Count	Frequency (%)
52	1	2.9%
51	1	2.9%
44	1	2.9%
35	1	2.9%
34	1	2.9%
33	1	2.9%
31	1	2.9%
27	1	2.9%
25	1	2.9%
22	2	5.9%

지도직
Real number (ℝ)

ZEROS

Distinct	16
Distinct (%)	47.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.7058824

Minimum	0
Maximum	19
Zeros	6
Zeros (%)	17.6%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2.5
Q3	12.75
95-th percentile	19
Maximum	19
Range	19
Interquartile range (IQR)	11.75

Descriptive statistics

Standard deviation	6.9741054
Coefficient of variation (CV)	1.0399982
Kurtosis	-1.2757145
Mean	6.7058824
Median Absolute Deviation (MAD)	2.5
Skewness	0.60739041
Sum	228
Variance	48.638146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1	8	23.5%
0	6	17.6%
2	3	8.8%
19	3	8.8%
17	2	5.9%
10	2	5.9%
12	1	2.9%
9	1	2.9%
11	1	2.9%
4	1	2.9%
Other values (6)	6	17.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	17.6%
1	8	23.5%
2	3	8.8%
3	1	2.9%
4	1	2.9%
6	1	2.9%
9	1	2.9%
10	2	5.9%
11	1	2.9%
12	1	2.9%

Value	Count	Frequency (%)
19	3	8.8%
17	2	5.9%
16	1	2.9%
15	1	2.9%
14	1	2.9%
13	1	2.9%
12	1	2.9%
11	1	2.9%
10	2	5.9%
9	1	2.9%

계약직
Real number (ℝ)

HIGH CORRELATION

Distinct	29
Distinct (%)	85.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	104.35294

Minimum	23
Maximum	630
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	23
5-th percentile	26.6
Q1	48
median	66.5
Q3	84.75
95-th percentile	361.85
Maximum	630
Range	607
Interquartile range (IQR)	36.75

Descriptive statistics

Standard deviation	133.87757
Coefficient of variation (CV)	1.2829305
Kurtosis	10.505015
Mean	104.35294
Median Absolute Deviation (MAD)	18.5
Skewness	3.2660378
Sum	3548
Variance	17923.205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
48	3	8.8%
66	2	5.9%
81	2	5.9%
57	2	5.9%
630	1	2.9%
73	1	2.9%
24	1	2.9%
42	1	2.9%
87	1	2.9%
67	1	2.9%
Other values (19)	19	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	1	2.9%
24	1	2.9%
28	1	2.9%
37	1	2.9%
40	1	2.9%
42	1	2.9%
43	1	2.9%
48	3	8.8%
49	1	2.9%
56	1	2.9%

Value	Count	Frequency (%)
630	1	2.9%
564	1	2.9%
253	1	2.9%
225	1	2.9%
117	1	2.9%
98	1	2.9%
89	1	2.9%
87	1	2.9%
86	1	2.9%
81	2	5.9%

공중보건의
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.852941

Minimum	0
Maximum	264
Zeros	17
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	25.75
95-th percentile	139
Maximum	264
Range	264
Interquartile range (IQR)	25.75

Descriptive statistics

Standard deviation	59.713017
Coefficient of variation (CV)	1.9354076
Kurtosis	7.3171262
Mean	30.852941
Median Absolute Deviation (MAD)	1
Skewness	2.6242712
Sum	1049
Variance	3565.6444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	17	50.0%
6	2	5.9%
2	1	2.9%
60	1	2.9%
22	1	2.9%
264	1	2.9%
101	1	2.9%
111	1	2.9%
191	1	2.9%
75	1	2.9%
Other values (7)	7	20.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	50.0%
2	1	2.9%
3	1	2.9%
6	2	5.9%
12	1	2.9%
14	1	2.9%
18	1	2.9%
22	1	2.9%
27	1	2.9%
49	1	2.9%

Value	Count	Frequency (%)
264	1	2.9%
191	1	2.9%
111	1	2.9%
101	1	2.9%
88	1	2.9%
75	1	2.9%
60	1	2.9%
49	1	2.9%
27	1	2.9%
22	1	2.9%

기타
Real number (ℝ)

HIGH CORRELATION

Distinct	32
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	240.76471

Minimum	30
Maximum	1371
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	30
5-th percentile	37.2
Q1	79.5
median	133.5
Q3	197
95-th percentile	1110.45
Maximum	1371
Range	1341
Interquartile range (IQR)	117.5

Descriptive statistics

Standard deviation	343.92327
Coefficient of variation (CV)	1.4284622
Kurtosis	5.9450254
Mean	240.76471
Median Absolute Deviation (MAD)	57.5
Skewness	2.6125375
Sum	8186
Variance	118283.22
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
152	2	5.9%
143	2	5.9%
201	1	2.9%
102	1	2.9%
172	1	2.9%
91	1	2.9%
129	1	2.9%
120	1	2.9%
231	1	2.9%
1349	1	2.9%
Other values (22)	22	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	1	2.9%
32	1	2.9%
40	1	2.9%
50	1	2.9%
55	1	2.9%
59	1	2.9%
73	1	2.9%
74	1	2.9%
78	1	2.9%
84	1	2.9%

Value	Count	Frequency (%)
1371	1	2.9%
1349	1	2.9%
982	1	2.9%
801	1	2.9%
264	1	2.9%
238	1	2.9%
231	1	2.9%
203	1	2.9%
201	1	2.9%
185	1	2.9%

Heatmap
Table

	지역	남여구분	계	정무직	별정직	일반직	경찰직	소방직	교육	법관검사	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
지역	1.000	0.000	0.906	0.325	0.064	0.668	0.000	0.000	0.000	1.000	0.458	0.399	0.307	0.743	0.817	0.000	0.786
남여구분	0.000	1.000	0.000	0.287	0.347	0.249	0.415	0.818	0.464	0.000	0.149	0.000	0.210	0.398	0.060	0.440	0.000
계	0.906	0.000	1.000	0.319	0.904	0.910	0.714	0.696	0.851	0.643	0.632	0.538	0.504	0.761	0.870	0.000	0.948
정무직	0.325	0.287	0.319	1.000	0.738	0.915	0.315	0.000	0.586	0.969	0.562	0.788	0.000	0.000	0.719	0.000	0.507
별정직	0.064	0.347	0.904	0.738	1.000	0.907	0.825	0.822	0.854	1.000	0.765	1.000	0.000	0.000	0.982	0.000	0.943
일반직	0.668	0.249	0.910	0.915	0.907	1.000	0.753	0.838	0.850	1.000	0.767	1.000	0.420	0.019	0.908	0.000	0.909
경찰직	0.000	0.415	0.714	0.315	0.825	0.753	1.000	0.915	0.000	0.631	0.598	0.757	0.460	0.453	0.776	0.845	0.715
소방직	0.000	0.818	0.696	0.000	0.822	0.838	0.915	1.000	0.000	0.781	0.652	0.725	0.000	0.484	0.768	0.819	0.712
교육	0.000	0.464	0.851	0.586	0.854	0.850	0.000	0.000	1.000	0.538	0.447	0.687	0.414	0.611	0.908	0.000	0.923
법관검사	1.000	0.000	0.643	0.969	1.000	1.000	0.631	0.781	0.538	1.000	0.709	1.000	0.272	0.000	1.000	0.000	1.000
공안직	0.458	0.149	0.632	0.562	0.765	0.767	0.598	0.652	0.447	0.709	1.000	0.849	0.552	0.000	0.650	0.000	0.735
군무원	0.399	0.000	0.538	0.788	1.000	1.000	0.757	0.725	0.687	1.000	0.849	1.000	0.590	0.000	1.000	0.000	0.682
연구직	0.307	0.210	0.504	0.000	0.000	0.420	0.460	0.000	0.414	0.272	0.552	0.590	1.000	0.435	0.416	0.372	0.300
지도직	0.743	0.398	0.761	0.000	0.000	0.019	0.453	0.484	0.611	0.000	0.000	0.000	0.435	1.000	0.000	0.783	0.587
계약직	0.817	0.060	0.870	0.719	0.982	0.908	0.776	0.768	0.908	1.000	0.650	1.000	0.416	0.000	1.000	0.000	0.952
공중보건의	0.000	0.440	0.000	0.000	0.000	0.000	0.845	0.819	0.000	0.000	0.000	0.000	0.372	0.783	0.000	1.000	0.000
기타	0.786	0.000	0.948	0.507	0.943	0.909	0.715	0.712	0.923	1.000	0.735	0.682	0.300	0.587	0.952	0.000	1.000

Heatmap
Table

	군무원	남여구분
군무원	1.000	0.000
남여구분	0.000	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰직	소방직	교육	법관검사	공안직	연구직	지도직	계약직	공중보건의	기타	남여구분	군무원
계	1.000	0.105	0.324	0.935	0.692	0.502	0.738	0.273	0.169	0.347	0.461	0.696	0.117	0.612	0.000	0.463
정무직	0.105	1.000	0.344	0.223	-0.117	-0.039	0.011	0.421	0.248	0.034	-0.269	0.314	-0.276	0.301	0.172	0.852
별정직	0.324	0.344	1.000	0.122	0.532	0.662	-0.153	0.457	0.224	-0.133	-0.297	0.748	0.568	0.407	0.400	0.967
일반직	0.935	0.223	0.122	1.000	0.494	0.268	0.823	0.308	0.184	0.396	0.467	0.590	-0.163	0.600	0.126	0.916
경찰직	0.692	-0.117	0.532	0.494	1.000	0.803	0.345	0.046	-0.005	-0.101	0.245	0.613	0.592	0.300	0.403	0.643
소방직	0.502	-0.039	0.662	0.268	0.803	1.000	0.009	0.122	0.061	-0.126	0.177	0.577	0.821	0.193	0.572	0.563
교육	0.738	0.011	-0.153	0.823	0.345	0.009	1.000	0.074	0.055	0.338	0.496	0.295	-0.372	0.386	0.535	0.642
법관검사	0.273	0.421	0.457	0.308	0.046	0.122	0.074	1.000	0.796	0.411	-0.372	0.423	-0.150	0.704	0.000	0.984
공안직	0.169	0.248	0.224	0.184	-0.005	0.061	0.055	0.796	1.000	0.505	-0.261	0.253	-0.132	0.734	0.074	0.513
연구직	0.347	0.034	-0.133	0.396	-0.101	-0.126	0.338	0.411	0.505	1.000	0.151	0.131	-0.343	0.518	0.165	0.273
지도직	0.461	-0.269	-0.297	0.467	0.245	0.177	0.496	-0.372	-0.261	0.151	1.000	-0.027	0.062	-0.002	0.250	0.000
계약직	0.696	0.314	0.748	0.590	0.613	0.577	0.295	0.423	0.253	0.131	-0.027	1.000	0.347	0.632	0.034	0.967
공중보건의	0.117	-0.276	0.568	-0.163	0.592	0.821	-0.372	-0.150	-0.132	-0.343	0.062	0.347	1.000	-0.077	0.429	0.000
기타	0.612	0.301	0.407	0.600	0.300	0.193	0.386	0.704	0.734	0.518	-0.002	0.632	-0.077	1.000	0.000	0.635
남여구분	0.000	0.172	0.400	0.126	0.403	0.572	0.535	0.000	0.074	0.165	0.250	0.034	0.429	0.000	1.000	0.000
군무원	0.463	0.852	0.967	0.916	0.643	0.563	0.642	0.984	0.513	0.273	0.000	0.967	0.000	0.635	0.000	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

	지역	남여구분	계	정무직	별정직	일반직	경찰직	소방직	교육	법관검사	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
0	서울	남자	7652	29	277	1799	1011	374	237	73	84	1762	25	0	630	2	1349
1	서울	여자	7183	6	131	2600	276	51	1179	76	74	821	34	0	564	0	1371
2	부산	남자	1701	0	35	686	222	135	271	5	31	0	20	1	86	6	203
3	부산	여자	2191	0	16	1044	70	17	652	7	24	0	33	1	89	0	238
4	대구	남자	1267	0	32	448	71	100	109	5	215	0	6	0	69	27	185
5	대구	여자	1251	1	4	668	24	25	221	2	72	0	12	1	78	0	143
6	인천	남자	1425	0	19	542	348	139	162	0	13	0	8	1	66	49	78
7	인천	여자	1626	0	0	814	76	13	477	0	15	0	16	1	63	0	138
8	광주	남자	937	0	16	383	41	63	63	6	118	0	31	2	48	14	152
9	광주	여자	887	0	4	499	19	7	113	5	61	0	52	3	28	0	96

	지역	남여구분	계	별정직	일반직	경찰직	소방직	교육	공안직	연구직	지도직	계약직	공중보건의	기타
24	경북	남자	2220	11	942	292	301	275	4	13	19	81	191	91
25	경북	여자	1972	1	1067	80	31	576	10	16	19	43	0	129
26	경남	남자	1864	28	771	229	216	242	12	14	4	117	111	120
27	경남	여자	2081	4	994	81	16	605	25	27	17	81	0	231
28	전북	남자	1721	26	642	187	209	187	15	44	11	98	101	201
29	전북	여자	1579	4	804	59	24	457	8	35	9	67	0	112
30	전남	남자	2395	30	830	435	407	236	3	7	12	87	264	84
31	전남	여자	1993	0	1014	98	55	682	7	17	19	42	0	59
32	제주	남자	639	12	164	112	96	112	9	5	0	57	22	50
33	제주	여자	517	4	160	31	13	239	11	5	0	24	0	30

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Most occurring scripts

Most frequent character per script

Hangul

Most occurring blocks

Most frequent character per block

Hangul

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample