gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	34
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.4 KiB
Average record size in memory	163.9 B

Variable types

Text	1
Categorical	2
Numeric	15

Dataset

Description	공무원 직종별(정무직, 별정직, 일반직, 경찰, 소방, 교육 등) 지역별(서울, 부산, 대구 등 시와 도) 가입자 현황에 대한 데이터입니다.
URL	https://www.data.go.kr/data/15054024/fileData.do

Alerts

`계` is highly overall correlated with `별정직` and 9 other fields	High correlation
`정무직` is highly overall correlated with `별정직` and 4 other fields	High correlation
`별정직` is highly overall correlated with `계` and 10 other fields	High correlation
`일반직` is highly overall correlated with `계` and 6 other fields	High correlation
`경찰` is highly overall correlated with `계` and 10 other fields	High correlation
`소방` is highly overall correlated with `계` and 7 other fields	High correlation
`교육직` is highly overall correlated with `계` and 3 other fields	High correlation
`법관검사` is highly overall correlated with `계` and 7 other fields	High correlation
`기능직` is highly overall correlated with `군무원`	High correlation
`공안직` is highly overall correlated with `계` and 6 other fields	High correlation
`연구직` is highly overall correlated with `법관검사` and 3 other fields	High correlation
`계약직` is highly overall correlated with `계` and 8 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 9 other fields	High correlation
`남녀구분` is highly overall correlated with `경찰` and 2 other fields	High correlation
`군무원` is highly overall correlated with `계` and 12 other fields	High correlation
`군무원` is highly imbalanced (75.9%)	Imbalance
`계` has unique values	Unique
`일반직` has unique values	Unique
`경찰` has unique values	Unique
`교육직` has unique values	Unique
`공안직` has unique values	Unique
`기타` has unique values	Unique
`정무직` has 11 (32.4%) zeros	Zeros
`법관검사` has 2 (5.9%) zeros	Zeros
`기능직` has 22 (64.7%) zeros	Zeros
`공중보건의` has 17 (50.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 11:39:59.578273
Analysis finished	2023-12-12 11:40:37.781676
Duration	38.2 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
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%

남녀구분
Categorical

HIGH CORRELATION

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

남	17
여	17

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	남
2nd row	여
3rd row	남
4th row	여
5th row	남

Common Values

Value	Count	Frequency (%)
남	17	50.0%
여	17	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
남	17	50.0%
여	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	37676.294

Minimum	9008
Maximum	134187
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	9008
5-th percentile	11146.35
Q1	22336.5
median	29300
Q3	35864.5
95-th percentile	118981.7
Maximum	134187
Range	125179
Interquartile range (IQR)	13528

Descriptive statistics

Standard deviation	32191.757
Coefficient of variation (CV)	0.85443003
Kurtosis	3.9138328
Mean	37676.294
Median Absolute Deviation (MAD)	6939
Skewness	2.2135217
Sum	1280994
Variance	1.0363092 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
126471	1	2.9%
37560	1	2.9%
23696	1	2.9%
22075	1	2.9%
29853	1	2.9%
26842	1	2.9%
36017	1	2.9%
29802	1	2.9%
38521	1	2.9%
32424	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9008	1	2.9%
10926	1	2.9%
11265	1	2.9%
13074	1	2.9%
14392	1	2.9%
18141	1	2.9%
19469	1	2.9%
22075	1	2.9%
22139	1	2.9%
22929	1	2.9%

Value	Count	Frequency (%)
134187	1	2.9%
126471	1	2.9%
114949	1	2.9%
108706	1	2.9%
39996	1	2.9%
38521	1	2.9%
38358	1	2.9%
37560	1	2.9%
36017	1	2.9%
35407	1	2.9%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	23.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0882353

Minimum	0
Maximum	61
Zeros	11
Zeros (%)	32.4%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	2
95-th percentile	26.85
Maximum	61
Range	61
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	12.884963
Coefficient of variation (CV)	2.5323049
Kurtosis	13.695867
Mean	5.0882353
Median Absolute Deviation (MAD)	1
Skewness	3.7273616
Sum	173
Variance	166.02228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	11	32.4%
0	11	32.4%
1	4	11.8%
3	3	8.8%
7	2	5.9%
61	1	2.9%
47	1	2.9%
16	1	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	32.4%
1	4	11.8%
2	11	32.4%
3	3	8.8%
7	2	5.9%
16	1	2.9%
47	1	2.9%
61	1	2.9%

Value	Count	Frequency (%)
61	1	2.9%
47	1	2.9%
16	1	2.9%
7	2	5.9%
3	3	8.8%
2	11	32.4%
1	4	11.8%
0	11	32.4%

별정직
Real number (ℝ)

HIGH CORRELATION

Distinct	28
Distinct (%)	82.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.323529

Minimum	1
Maximum	517
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	1
5-th percentile	3.65
Q1	7.5
median	21
Q3	36
95-th percentile	183.05
Maximum	517
Range	516
Interquartile range (IQR)	28.5

Descriptive statistics

Standard deviation	98.406923
Coefficient of variation (CV)	2.0364184
Kurtosis	17.042358
Mean	48.323529
Median Absolute Deviation (MAD)	14.5
Skewness	4.0056309
Sum	1643
Variance	9683.9225
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
5	3	8.8%
49	2	5.9%
36	2	5.9%
7	2	5.9%
16	2	5.9%
517	1	2.9%
119	1	2.9%
18	1	2.9%
1	1	2.9%
6	1	2.9%
Other values (18)	18	52.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.9%
3	1	2.9%
4	1	2.9%
5	3	8.8%
6	1	2.9%
7	2	5.9%
9	1	2.9%
12	1	2.9%
15	1	2.9%
16	2	5.9%

Value	Count	Frequency (%)
517	1	2.9%
302	1	2.9%
119	1	2.9%
84	1	2.9%
51	1	2.9%
49	2	5.9%
37	1	2.9%
36	2	5.9%
34	1	2.9%
33	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	15157.971

Minimum	3555
Maximum	47319
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	3555
5-th percentile	4019.65
Q1	10178.25
median	12127
Q3	14975.25
95-th percentile	42000.35
Maximum	47319
Range	43764
Interquartile range (IQR)	4797

Descriptive statistics

Standard deviation	10905.455
Coefficient of variation (CV)	0.71945351
Kurtosis	3.6616187
Mean	15157.971
Median Absolute Deviation (MAD)	2745
Skewness	2.0431533
Sum	515371
Variance	1.1892895 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
36955	1	2.9%
14996	1	2.9%
10045	1	2.9%
9357	1	2.9%
12271	1	2.9%
11675	1	2.9%
16441	1	2.9%
14847	1	2.9%
16321	1	2.9%
13496	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3555	1	2.9%
3759	1	2.9%
4160	1	2.9%
4680	1	2.9%
8197	1	2.9%
8488	1	2.9%
9357	1	2.9%
9423	1	2.9%
10045	1	2.9%
10578	1	2.9%

Value	Count	Frequency (%)
47319	1	2.9%
46707	1	2.9%
39466	1	2.9%
36955	1	2.9%
18681	1	2.9%
16441	1	2.9%
16321	1	2.9%
15754	1	2.9%
14996	1	2.9%
14913	1	2.9%

경찰
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4228.2647

Minimum	119
Maximum	26975
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	119
5-th percentile	490.85
Q1	822
median	2682.5
Q3	5229
95-th percentile	13694.15
Maximum	26975
Range	26856
Interquartile range (IQR)	4407

Descriptive statistics

Standard deviation	5785.7072
Coefficient of variation (CV)	1.3683408
Kurtosis	8.8420916
Mean	4228.2647
Median Absolute Deviation (MAD)	2043.5
Skewness	2.8414125
Sum	143761
Variance	33474407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
26975	1	2.9%
6696	1	2.9%
3457	1	2.9%
574	1	2.9%
5284	1	2.9%
888	1	2.9%
5628	1	2.9%
911	1	2.9%
1095	1	2.9%
5064	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
119	1	2.9%
446	1	2.9%
515	1	2.9%
520	1	2.9%
566	1	2.9%
574	1	2.9%
704	1	2.9%
756	1	2.9%
800	1	2.9%
888	1	2.9%

Value	Count	Frequency (%)
26975	1	2.9%
22137	1	2.9%
9148	1	2.9%
8711	1	2.9%
7110	1	2.9%
6696	1	2.9%
6115	1	2.9%
5628	1	2.9%
5284	1	2.9%
5064	1	2.9%

소방
Real number (ℝ)

HIGH CORRELATION

Distinct	33
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1886

Minimum	82
Maximum	9419
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	82
5-th percentile	98.5
Q1	314.75
median	943.5
Q3	3017.25
95-th percentile	5554.1
Maximum	9419
Range	9337
Interquartile range (IQR)	2702.5

Descriptive statistics

Standard deviation	2175.3321
Coefficient of variation (CV)	1.1534105
Kurtosis	3.2967742
Mean	1886
Median Absolute Deviation (MAD)	756
Skewness	1.7207181
Sum	64124
Variance	4732069.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
135	2	5.9%
6689	1	2.9%
378	1	2.9%
3479	1	2.9%
597	1	2.9%
4943	1	2.9%
557	1	2.9%
4749	1	2.9%
429	1	2.9%
332	1	2.9%
Other values (23)	23	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
82	1	2.9%
92	1	2.9%
102	1	2.9%
135	2	5.9%
240	1	2.9%
276	1	2.9%
280	1	2.9%
309	1	2.9%
332	1	2.9%
378	1	2.9%

Value	Count	Frequency (%)
9419	1	2.9%
6689	1	2.9%
4943	1	2.9%
4749	1	2.9%
3921	1	2.9%
3822	1	2.9%
3479	1	2.9%
3302	1	2.9%
3035	1	2.9%
2964	1	2.9%

교육직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11138.5

Minimum	1281
Maximum	73117
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	1281
5-th percentile	2160.45
Q1	5317.25
median	7727
Q3	11974
95-th percentile	26723.5
Maximum	73117
Range	71836
Interquartile range (IQR)	6656.75

Descriptive statistics

Standard deviation	13015.882
Coefficient of variation (CV)	1.1685489
Kurtosis	16.304534
Mean	11138.5
Median Absolute Deviation (MAD)	3443
Skewness	3.7549362
Sum	378709
Variance	1.6941318 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
9205	1	2.9%
8467	1	2.9%
5513	1	2.9%
10046	1	2.9%
6756	1	2.9%
12162	1	2.9%
6708	1	2.9%
12185	1	2.9%
18907	1	2.9%
6156	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1281	1	2.9%
1970	1	2.9%
2263	1	2.9%
3457	1	2.9%
3538	1	2.9%
4018	1	2.9%
4217	1	2.9%
4899	1	2.9%
5252	1	2.9%
5513	1	2.9%

Value	Count	Frequency (%)
73117	1	2.9%
39704	1	2.9%
19734	1	2.9%
18907	1	2.9%
15212	1	2.9%
14812	1	2.9%
13259	1	2.9%
12185	1	2.9%
12162	1	2.9%
11410	1	2.9%

법관검사
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	159.67647

Minimum	0
Maximum	1493
Zeros	2
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	9.1
Q1	22.25
median	51.5
Q3	155.75
95-th percentile	647.3
Maximum	1493
Range	1493
Interquartile range (IQR)	133.5

Descriptive statistics

Standard deviation	288.67143
Coefficient of variation (CV)	1.807852
Kurtosis	14.158361
Mean	159.67647
Median Absolute Deviation (MAD)	37
Skewness	3.5200582
Sum	5429
Variance	83331.195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
22	2	5.9%
21	2	5.9%
0	2	5.9%
16	1	2.9%
64	1	2.9%
34	1	2.9%
23	1	2.9%
33	1	2.9%
1493	1	2.9%
55	1	2.9%
Other values (21)	21	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	5.9%
14	1	2.9%
15	1	2.9%
16	1	2.9%
21	2	5.9%
22	2	5.9%
23	1	2.9%
29	1	2.9%
31	1	2.9%
33	1	2.9%

Value	Count	Frequency (%)
1493	1	2.9%
763	1	2.9%
585	1	2.9%
347	1	2.9%
307	1	2.9%
220	1	2.9%
219	1	2.9%
213	1	2.9%
170	1	2.9%
113	1	2.9%

기능직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	29.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8823529

Minimum	0
Maximum	17
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	2.75
95-th percentile	8.4
Maximum	17
Range	17
Interquartile range (IQR)	2.75

Descriptive statistics

Standard deviation	3.7153629
Coefficient of variation (CV)	1.9737865
Kurtosis	8.2544143
Mean	1.8823529
Median Absolute Deviation (MAD)	0
Skewness	2.7125547
Sum	64
Variance	13.803922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	22	64.7%
4	2	5.9%
1	2	5.9%
3	2	5.9%
17	1	2.9%
11	1	2.9%
5	1	2.9%
7	1	2.9%
2	1	2.9%
6	1	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	64.7%
1	2	5.9%
2	1	2.9%
3	2	5.9%
4	2	5.9%
5	1	2.9%
6	1	2.9%
7	1	2.9%
11	1	2.9%
17	1	2.9%

Value	Count	Frequency (%)
17	1	2.9%
11	1	2.9%
7	1	2.9%
6	1	2.9%
5	1	2.9%
4	2	5.9%
3	2	5.9%
2	1	2.9%
1	2	5.9%
0	22	64.7%

공안직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1107.7059

Minimum	1
Maximum	7198
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	1
5-th percentile	62.25
Q1	148.75
median	315
Q3	928.75
95-th percentile	4677.45
Maximum	7198
Range	7197
Interquartile range (IQR)	780

Descriptive statistics

Standard deviation	1727.5188
Coefficient of variation (CV)	1.5595465
Kurtosis	4.7112693
Mean	1107.7059
Median Absolute Deviation (MAD)	222
Skewness	2.2257483
Sum	37662
Variance	2984321.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
4136	1	2.9%
400	1	2.9%
319	1	2.9%
184	1	2.9%
185	1	2.9%
103	1	2.9%
164	1	2.9%
92	1	2.9%
222	1	2.9%
311	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.9%
7	1	2.9%
92	1	2.9%
94	1	2.9%
103	1	2.9%
121	1	2.9%
131	1	2.9%
142	1	2.9%
147	1	2.9%
154	1	2.9%

Value	Count	Frequency (%)
7198	1	2.9%
5683	1	2.9%
4136	1	2.9%
3127	1	2.9%
3126	1	2.9%
2971	1	2.9%
2185	1	2.9%
1213	1	2.9%
935	1	2.9%
910	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
26010	1
8901	1

Length

Max length	5
Median length	1
Mean length	1.2058824
Min length	1

Unique

Unique	2 ?
Unique (%)	5.9%

Sample

1st row	26010
2nd row	8901
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	32	94.1%
26010	1	2.9%
8901	1	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	32	94.1%
26010	1	2.9%
8901	1	2.9%

연구직
Real number (ℝ)

HIGH CORRELATION

Distinct	32
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	323.76471

Minimum	96
Maximum	971
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	96
5-th percentile	97.95
Q1	172.75
median	249.5
Q3	407.25
95-th percentile	704.8
Maximum	971
Range	875
Interquartile range (IQR)	234.5

Descriptive statistics

Standard deviation	208.71919
Coefficient of variation (CV)	0.6446632
Kurtosis	1.6278881
Mean	323.76471
Median Absolute Deviation (MAD)	119
Skewness	1.3049232
Sum	11008
Variance	43563.701
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
198	2	5.9%
96	2	5.9%
630	1	2.9%
296	1	2.9%
534	1	2.9%
681	1	2.9%
132	1	2.9%
196	1	2.9%
184	1	2.9%
413	1	2.9%
Other values (22)	22	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
96	2	5.9%
99	1	2.9%
113	1	2.9%
128	1	2.9%
132	1	2.9%
150	1	2.9%
154	1	2.9%
169	1	2.9%
184	1	2.9%
196	1	2.9%

Value	Count	Frequency (%)
971	1	2.9%
749	1	2.9%
681	1	2.9%
630	1	2.9%
589	1	2.9%
534	1	2.9%
415	1	2.9%
413	1	2.9%
409	1	2.9%
402	1	2.9%

지도직
Real number (ℝ)

Distinct	33
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	143.47059

Minimum	9
Maximum	364
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	9
5-th percentile	12.3
Q1	22.25
median	60
Q3	257
95-th percentile	343.8
Maximum	364
Range	355
Interquartile range (IQR)	234.75

Descriptive statistics

Standard deviation	130.7114
Coefficient of variation (CV)	0.91106753
Kurtosis	-1.6144054
Mean	143.47059
Median Absolute Deviation (MAD)	50
Skewness	0.38432786
Sum	4878
Variance	17085.469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
36	2	5.9%
9	1	2.9%
259	1	2.9%
205	1	2.9%
168	1	2.9%
291	1	2.9%
222	1	2.9%
364	1	2.9%
324	1	2.9%
239	1	2.9%
Other values (23)	23	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	1	2.9%
11	1	2.9%
13	1	2.9%
15	1	2.9%
16	1	2.9%
19	1	2.9%
20	1	2.9%
21	1	2.9%
22	1	2.9%
23	1	2.9%

Value	Count	Frequency (%)
364	1	2.9%
349	1	2.9%
341	1	2.9%
324	1	2.9%
321	1	2.9%
303	1	2.9%
302	1	2.9%
291	1	2.9%
259	1	2.9%
251	1	2.9%

계약직
Real number (ℝ)

HIGH CORRELATION

Distinct	33
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	467

Minimum	92
Maximum	3365
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	92
5-th percentile	124.65
Q1	179.75
median	254.5
Q3	353.75
95-th percentile	1755.15
Maximum	3365
Range	3273
Interquartile range (IQR)	174

Descriptive statistics

Standard deviation	729.26015
Coefficient of variation (CV)	1.5615849
Kurtosis	12.105542
Mean	467
Median Absolute Deviation (MAD)	85.5
Skewness	3.5384168
Sum	15878
Variance	531820.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
182	2	5.9%
3365	1	2.9%
347	1	2.9%
177	1	2.9%
250	1	2.9%
179	1	2.9%
309	1	2.9%
144	1	2.9%
240	1	2.9%
3113	1	2.9%
Other values (23)	23	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
92	1	2.9%
111	1	2.9%
132	1	2.9%
144	1	2.9%
145	1	2.9%
162	1	2.9%
176	1	2.9%
177	1	2.9%
179	1	2.9%
182	2	5.9%

Value	Count	Frequency (%)
3365	1	2.9%
3113	1	2.9%
1024	1	2.9%
857	1	2.9%
511	1	2.9%
388	1	2.9%
382	1	2.9%
372	1	2.9%
354	1	2.9%
353	1	2.9%

공중보건의
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	52.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.147059

Minimum	0
Maximum	624
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	5
Q3	75.75
95-th percentile	444.2
Maximum	624
Range	624
Interquartile range (IQR)	75.75

Descriptive statistics

Standard deviation	172.30578
Coefficient of variation (CV)	1.7378809
Kurtosis	2.0473541
Mean	99.147059
Median Absolute Deviation (MAD)	5
Skewness	1.7502652
Sum	3371
Variance	29689.281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	17	50.0%
11	1	2.9%
296	1	2.9%
57	1	2.9%
624	1	2.9%
358	1	2.9%
405	1	2.9%
517	1	2.9%
370	1	2.9%
238	1	2.9%
Other values (8)	8	23.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	50.0%
10	1	2.9%
11	1	2.9%
18	1	2.9%
20	1	2.9%
23	1	2.9%
29	1	2.9%
50	1	2.9%
57	1	2.9%
82	1	2.9%

Value	Count	Frequency (%)
624	1	2.9%
517	1	2.9%
405	1	2.9%
370	1	2.9%
358	1	2.9%
296	1	2.9%
263	1	2.9%
238	1	2.9%
82	1	2.9%
57	1	2.9%

기타
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1882.7059

Minimum	267
Maximum	10398
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	267
5-th percentile	298.4
Q1	710.5
median	927
Q3	2199.5
95-th percentile	6976.75
Maximum	10398
Range	10131
Interquartile range (IQR)	1489

Descriptive statistics

Standard deviation	2309.2457
Coefficient of variation (CV)	1.2265568
Kurtosis	5.9379133
Mean	1882.7059
Median Absolute Deviation (MAD)	430
Skewness	2.4190298
Sum	64012
Variance	5332615.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
10398	1	2.9%
929	1	2.9%
809	1	2.9%
476	1	2.9%
774	1	2.9%
789	1	2.9%
694	1	2.9%
518	1	2.9%
800	1	2.9%
2099	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
267	1	2.9%
275	1	2.9%
311	1	2.9%
313	1	2.9%
398	1	2.9%
476	1	2.9%
518	1	2.9%
637	1	2.9%
694	1	2.9%
760	1	2.9%

Value	Count	Frequency (%)
10398	1	2.9%
8046	1	2.9%
6401	1	2.9%
4281	1	2.9%
3624	1	2.9%
3335	1	2.9%
2846	1	2.9%
2500	1	2.9%
2233	1	2.9%
2099	1	2.9%

Heatmap
Table

	구분	남녀구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
구분	1.000	0.000	0.773	0.330	0.369	0.768	0.000	0.000	0.000	0.365	0.424	0.601	0.399	0.737	0.611	0.933	0.197	0.000
남녀구분	0.000	1.000	0.000	0.000	0.054	0.116	0.912	0.975	0.434	0.000	0.204	0.000	0.000	0.000	0.566	0.000	0.583	0.109
계	0.773	0.000	1.000	0.784	0.856	0.851	0.917	0.705	0.801	0.961	0.636	0.798	0.982	0.756	0.000	0.825	0.000	0.824
정무직	0.330	0.000	0.784	1.000	0.997	0.810	0.798	0.783	0.576	0.856	0.692	0.856	0.815	0.608	0.000	0.857	0.000	0.855
별정직	0.369	0.054	0.856	0.997	1.000	0.841	0.785	0.776	0.726	0.900	0.766	0.813	1.000	0.739	0.000	0.897	0.000	0.894
일반직	0.768	0.116	0.851	0.810	0.841	1.000	0.761	0.755	0.692	0.853	0.800	0.920	0.851	0.658	0.000	0.760	0.000	0.944
경찰	0.000	0.912	0.917	0.798	0.785	0.761	1.000	0.909	0.489	0.935	0.544	0.850	0.930	0.614	0.000	0.672	0.708	0.804
소방	0.000	0.975	0.705	0.783	0.776	0.755	0.909	1.000	0.475	0.777	0.468	0.772	0.728	0.667	0.705	0.784	0.955	0.778
교육직	0.000	0.434	0.801	0.576	0.726	0.692	0.489	0.475	1.000	0.772	0.576	0.747	0.698	0.657	0.000	0.752	0.000	0.746
법관검사	0.365	0.000	0.961	0.856	0.900	0.853	0.935	0.777	0.772	1.000	0.750	0.897	1.000	0.731	0.000	0.849	0.000	0.946
기능직	0.424	0.204	0.636	0.692	0.766	0.800	0.544	0.468	0.576	0.750	1.000	0.753	1.000	0.606	0.000	0.593	0.000	0.894
공안직	0.601	0.000	0.798	0.856	0.813	0.920	0.850	0.772	0.747	0.897	0.753	1.000	0.808	0.555	0.000	0.784	0.000	0.958
군무원	0.399	0.000	0.982	0.815	1.000	0.851	0.930	0.728	0.698	1.000	1.000	0.808	1.000	0.863	0.000	0.648	0.000	1.000
연구직	0.737	0.000	0.756	0.608	0.739	0.658	0.614	0.667	0.657	0.731	0.606	0.555	0.863	1.000	0.000	0.730	0.393	0.783
지도직	0.611	0.566	0.000	0.000	0.000	0.000	0.000	0.705	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.854	0.000
계약직	0.933	0.000	0.825	0.857	0.897	0.760	0.672	0.784	0.752	0.849	0.593	0.784	0.648	0.730	0.000	1.000	0.000	0.782
공중보건의	0.197	0.583	0.000	0.000	0.000	0.000	0.708	0.955	0.000	0.000	0.000	0.000	0.000	0.393	0.854	0.000	1.000	0.000
기타	0.000	0.109	0.824	0.855	0.894	0.944	0.804	0.778	0.746	0.946	0.894	0.958	1.000	0.783	0.000	0.782	0.000	1.000

Heatmap
Table

	남녀구분	군무원
남녀구분	1.000	0.000
군무원	0.000	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	연구직	지도직	계약직	공중보건의	기타	남녀구분	군무원
계	1.000	0.196	0.541	0.925	0.726	0.567	0.548	0.649	0.327	0.605	0.495	0.312	0.721	0.207	0.642	0.000	0.793
정무직	0.196	1.000	0.819	0.175	0.468	0.530	-0.346	0.404	0.059	0.417	0.242	-0.166	0.634	0.453	0.568	0.000	0.813
별정직	0.541	0.819	1.000	0.501	0.697	0.647	-0.189	0.614	0.164	0.591	0.265	-0.124	0.788	0.524	0.734	0.019	0.967
일반직	0.925	0.175	0.501	1.000	0.580	0.496	0.558	0.462	0.373	0.398	0.357	0.332	0.749	0.153	0.574	0.000	0.772
경찰	0.726	0.468	0.697	0.580	1.000	0.917	-0.029	0.607	0.259	0.602	0.317	0.291	0.590	0.724	0.568	0.687	0.644
소방	0.567	0.530	0.647	0.496	0.917	1.000	-0.170	0.415	0.242	0.402	0.220	0.429	0.565	0.843	0.474	0.775	0.568
교육직	0.548	-0.346	-0.189	0.558	-0.029	-0.170	1.000	0.245	0.087	0.187	0.384	0.267	0.169	-0.493	0.158	0.516	0.658
법관검사	0.649	0.404	0.614	0.462	0.607	0.415	0.245	1.000	0.217	0.955	0.584	-0.181	0.514	0.141	0.781	0.000	0.950
기능직	0.327	0.059	0.164	0.373	0.259	0.242	0.087	0.217	1.000	0.151	0.330	0.000	0.274	0.023	0.184	0.187	0.933
공안직	0.605	0.417	0.591	0.398	0.602	0.402	0.187	0.955	0.151	1.000	0.575	-0.161	0.490	0.180	0.776	0.000	0.711
연구직	0.495	0.242	0.265	0.357	0.317	0.220	0.384	0.584	0.330	0.575	1.000	0.124	0.452	-0.025	0.575	0.000	0.751
지도직	0.312	-0.166	-0.124	0.332	0.291	0.429	0.267	-0.181	0.000	-0.161	0.124	1.000	0.178	0.386	-0.045	0.378	0.000
계약직	0.721	0.634	0.788	0.749	0.590	0.565	0.169	0.514	0.274	0.490	0.452	0.178	1.000	0.375	0.765	0.000	0.660
공중보건의	0.207	0.453	0.524	0.153	0.724	0.843	-0.493	0.141	0.023	0.180	-0.025	0.386	0.375	1.000	0.241	0.391	0.000
기타	0.642	0.568	0.734	0.574	0.568	0.474	0.158	0.781	0.184	0.776	0.575	-0.045	0.765	0.241	1.000	0.132	0.933
남녀구분	0.000	0.000	0.019	0.000	0.687	0.775	0.516	0.000	0.187	0.000	0.000	0.378	0.000	0.391	0.132	1.000	0.000
군무원	0.793	0.813	0.967	0.772	0.644	0.568	0.658	0.950	0.933	0.711	0.751	0.000	0.660	0.000	0.933	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

	구분	남녀구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
0	서울	남	126471	61	517	36955	26975	6689	9205	1493	17	4136	26010	630	9	3365	11	10398
1	서울	여	114949	7	302	46707	4569	735	39704	763	11	2971	8901	749	16	3113	0	6401
2	부산	남	39996	2	51	15754	9148	3302	5874	307	4	1213	0	369	23	315	10	3624
3	부산	여	38358	0	23	18681	1456	276	14812	170	0	688	0	326	20	295	0	1611
4	대구	남	35407	3	49	11983	6115	2895	4899	219	0	5683	0	247	46	372	50	2846
5	대구	여	28798	1	9	11774	967	240	13259	111	0	745	0	252	43	301	0	1096
6	인천	남	30971	2	36	11607	8711	3035	5252	95	1	723	0	402	51	214	82	760
7	인천	여	33435	0	15	14050	1348	280	15212	54	0	935	0	393	36	187	0	925
8	광주	남	22139	2	24	8197	3095	1429	3457	213	0	3127	0	169	13	162	18	2233
9	광주	여	19469	0	12	8488	566	135	8450	112	0	560	0	231	21	132	0	762

	구분	남녀구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	연구직	지도직	계약직	공중보건의	기타
24	경북	남	36017	0	16	16441	5628	4943	6708	33	2	164	198	364	309	517	694
25	경북	여	29802	0	4	14847	911	557	12185	16	6	92	198	324	144	0	518
26	경남	남	37560	2	37	14996	6696	4749	8467	89	0	400	184	259	347	405	929
27	경남	여	38521	0	7	16321	1095	429	18907	44	0	222	217	239	240	0	800
28	전북	남	30425	3	31	11814	5036	2964	5642	49	0	320	971	349	388	358	2500
29	전북	여	26110	0	6	11425	756	309	11410	29	0	147	589	251	238	0	950
30	전남	남	35255	1	36	14913	7110	3822	6607	31	4	196	245	321	354	624	991
31	전남	여	26862	0	1	13365	945	387	11103	14	3	94	150	302	231	0	267
32	제주	남	11265	2	18	4160	2545	1041	1970	21	0	154	154	69	176	57	898
33	제주	여	9008	0	5	3555	446	102	4217	15	0	131	96	36	92	0	313

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