Overview

Dataset statistics

Number of variables4
Number of observations1654
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory55.0 KiB
Average record size in memory34.1 B

Variable types

Categorical2
Text1
Numeric1

Dataset

Description2023년 12월 14일 추출 기준 "19~"23 최근 5년 과태료 부과·징수와 관련되는 고용노동관계법령·조항별 과태료 부과 건수에 대한 데이터로 징수 요청 연도, 위반 법령, 위반 법 조항, 연도 및 위반 법 조항별 부과 건수를 제공합니다
Author고용노동부
URLhttps://www.data.go.kr/data/15125624/fileData.do

Alerts

건수 is highly skewed (γ1 = 23.81594348)Skewed

Reproduction

Analysis started2023-12-23 07:30:13.662246
Analysis finished2023-12-23 07:30:16.324798
Duration2.66 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

징수요청연도
Categorical

Distinct5
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size13.1 KiB
2023
401 
2022
370 
2020
328 
2021
307 
2019
248 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2019
2nd row2019
3rd row2019
4th row2019
5th row2019

Common Values

ValueCountFrequency (%)
2023 401
24.2%
2022 370
22.4%
2020 328
19.8%
2021 307
18.6%
2019 248
15.0%

Length

2023-12-23T07:30:16.653860image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:30:17.351152image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2023 401
24.2%
2022 370
22.4%
2020 328
19.8%
2021 307
18.6%
2019 248
15.0%

위반법령
Categorical

Distinct27
Distinct (%)1.6%
Missing0
Missing (%)0.0%
Memory size13.1 KiB
산업안전보건법
997 
남녀고용평등법
 
89
근로기준법
 
86
고용보험법
 
86
채용절차의공정화에관한법률
 
69
Other values (22)
327 

Length

Max length25
Median length7
Mean length7.595526
Min length5

Unique

Unique1 ?
Unique (%)0.1%

Sample

1st row건설근로자의고용개선등에관한법률
2nd row건설근로자의고용개선등에관한법률
3rd row건설근로자의고용개선등에관한법률
4th row건설근로자의고용개선등에관한법률
5th row건설근로자의고용개선등에관한법률

Common Values

ValueCountFrequency (%)
산업안전보건법 997
60.3%
남녀고용평등법 89
 
5.4%
근로기준법 86
 
5.2%
고용보험법 86
 
5.2%
채용절차의공정화에관한법률 69
 
4.2%
외국인고용법 67
 
4.1%
사회적기업육성법 38
 
2.3%
근로자직업능력개발법 33
 
2.0%
장애인고용촉진및직업재활법 32
 
1.9%
건설근로자의고용개선등에관한법률 27
 
1.6%
Other values (17) 130
 
7.9%

Length

2023-12-23T07:30:18.099095image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
산업안전보건법 997
60.3%
남녀고용평등법 89
 
5.4%
근로기준법 86
 
5.2%
고용보험법 86
 
5.2%
채용절차의공정화에관한법률 69
 
4.2%
외국인고용법 67
 
4.1%
사회적기업육성법 38
 
2.3%
근로자직업능력개발법 33
 
2.0%
장애인고용촉진및직업재활법 32
 
1.9%
건설근로자의고용개선등에관한법률 27
 
1.6%
Other values (17) 130
 
7.9%

위반법조항
Text

Distinct662
Distinct (%)40.0%
Missing0
Missing (%)0.0%
Memory size13.1 KiB
2023-12-23T07:30:19.206694image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length54
Median length47
Mean length16.140871
Min length5

Characters and Unicode

Total characters26697
Distinct characters178
Distinct categories7 ?
Distinct scripts2 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique269 ?
Unique (%)16.3%

Sample

1st row건설근로자의고용개선등에관한법률
2nd row건설근로자의고용개선등에관한법률제10조의4
3rd row건설근로자의고용개선등에관한법률제10조의4제1항
4th row건설근로자의고용개선등에관한법률제13조
5th row건설근로자의고용개선등에관한법률제13조제1항
ValueCountFrequency (%)
건설근로자의고용개선등에관한법률 5
 
0.3%
산업안전보건법제43조제3항 5
 
0.3%
산업안전보건법제48조 5
 
0.3%
산업안전보건법제16조제1항 5
 
0.3%
산업안전보건법제18조 5
 
0.3%
산업안전보건법제18조제1항 5
 
0.3%
산업안전보건법제19조제1항 5
 
0.3%
산업안전보건법제20조제1항 5
 
0.3%
산업안전보건법제23조제3항(산업안전보건기준에관한규칙제32조제2항 5
 
0.3%
산업안전보건법제25조 5
 
0.3%
Other values (653) 1605
97.0%
2023-12-23T07:30:21.094891image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
제 2745
 
10.3%
조 1727
 
6.5%
법 1604
 
6.0%
1 1494
 
5.6%
보 1172
 
4.4%
업 1156
 
4.3%
항 1120
 
4.2%
건 1030
 
3.9%
산 1016
 
3.8%
안 1014
 
3.8%
Other values (168) 12619
47.3%

Most occurring categories

ValueCountFrequency (%)
Other Letter 21248
79.6%
Decimal Number 5151
 
19.3%
Open Punctuation 114
 
0.4%
Close Punctuation 114
 
0.4%
Other Punctuation 61
 
0.2%
Math Symbol 8
 
< 0.1%
Space Separator 1
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
제 2745
 
12.9%
조 1727
 
8.1%
법 1604
 
7.5%
보 1172
 
5.5%
업 1156
 
5.4%
항 1120
 
5.3%
건 1030
 
4.8%
산 1016
 
4.8%
안 1014
 
4.8%
전 1002
 
4.7%
Other values (147) 7662
36.1%
Decimal Number
ValueCountFrequency (%)
1 1494
29.0%
2 847
16.4%
3 787
15.3%
4 544
 
10.6%
5 322
 
6.3%
6 289
 
5.6%
7 242
 
4.7%
8 224
 
4.3%
9 213
 
4.1%
0 189
 
3.7%
Open Punctuation
ValueCountFrequency (%)
( 60
52.6%
[ 51
44.7%
「 3
 
2.6%
Close Punctuation
ValueCountFrequency (%)
) 60
52.6%
] 51
44.7%
」 3
 
2.6%
Other Punctuation
ValueCountFrequency (%)
, 40
65.6%
. 21
34.4%
Math Symbol
ValueCountFrequency (%)
< 4
50.0%
> 4
50.0%
Space Separator
ValueCountFrequency (%)
1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 21248
79.6%
Common 5449
 
20.4%

Most frequent character per script

Hangul
ValueCountFrequency (%)
제 2745
 
12.9%
조 1727
 
8.1%
법 1604
 
7.5%
보 1172
 
5.5%
업 1156
 
5.4%
항 1120
 
5.3%
건 1030
 
4.8%
산 1016
 
4.8%
안 1014
 
4.8%
전 1002
 
4.7%
Other values (147) 7662
36.1%
Common
ValueCountFrequency (%)
1 1494
27.4%
2 847
15.5%
3 787
14.4%
4 544
 
10.0%
5 322
 
5.9%
6 289
 
5.3%
7 242
 
4.4%
8 224
 
4.1%
9 213
 
3.9%
0 189
 
3.5%
Other values (11) 298
 
5.5%

Most occurring blocks

ValueCountFrequency (%)
Hangul 21179
79.3%
ASCII 5443
 
20.4%
Compat Jamo 69
 
0.3%
None 6
 
< 0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
제 2745
 
13.0%
조 1727
 
8.2%
법 1604
 
7.6%
보 1172
 
5.5%
업 1156
 
5.5%
항 1120
 
5.3%
건 1030
 
4.9%
산 1016
 
4.8%
안 1014
 
4.8%
전 1002
 
4.7%
Other values (146) 7593
35.9%
ASCII
ValueCountFrequency (%)
1 1494
27.4%
2 847
15.6%
3 787
14.5%
4 544
 
10.0%
5 322
 
5.9%
6 289
 
5.3%
7 242
 
4.4%
8 224
 
4.1%
9 213
 
3.9%
0 189
 
3.5%
Other values (9) 292
 
5.4%
Compat Jamo
ValueCountFrequency (%)
ㆍ 69
100.0%
None
ValueCountFrequency (%)
」 3
50.0%
「 3
50.0%

건수
Real number (ℝ)

SKEWED 

Distinct264
Distinct (%)16.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean341.3289
Minimum1
Maximum172077
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size14.7 KiB
2023-12-23T07:30:22.017857image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median4
Q325
95-th percentile357.1
Maximum172077
Range172076
Interquartile range (IQR)24

Descriptive statistics

Standard deviation5525.2952
Coefficient of variation (CV)16.187599
Kurtosis642.72723
Mean341.3289
Median Absolute Deviation (MAD)3
Skewness23.815943
Sum564558
Variance30528887
MonotonicityNot monotonic
2023-12-23T07:30:23.040047image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 487
29.4%
2 185
 
11.2%
3 101
 
6.1%
4 73
 
4.4%
5 53
 
3.2%
10 36
 
2.2%
6 35
 
2.1%
7 32
 
1.9%
9 31
 
1.9%
8 28
 
1.7%
Other values (254) 593
35.9%
ValueCountFrequency (%)
1 487
29.4%
2 185
 
11.2%
3 101
 
6.1%
4 73
 
4.4%
5 53
 
3.2%
6 35
 
2.1%
7 32
 
1.9%
8 28
 
1.7%
9 31
 
1.9%
10 36
 
2.2%
ValueCountFrequency (%)
172077 1
0.1%
87138 1
0.1%
79711 1
0.1%
64801 1
0.1%
52971 1
0.1%
3039 1
0.1%
2751 1
0.1%
2719 1
0.1%
2514 1
0.1%
2506 1
0.1%

Interactions

2023-12-23T07:30:14.894226image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-23T07:30:23.677579image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
징수요청연도위반법령건수
징수요청연도1.0000.0800.000
위반법령0.0801.0000.000
건수0.0000.0001.000
2023-12-23T07:30:24.843967image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
징수요청연도위반법령
징수요청연도1.0000.038
위반법령0.0381.000
2023-12-23T07:30:25.737379image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
건수징수요청연도위반법령
건수1.0000.0000.000
징수요청연도0.0001.0000.038
위반법령0.0000.0381.000

Missing values

2023-12-23T07:30:15.689803image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-23T07:30:16.111795image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

징수요청연도위반법령위반법조항건수
02019건설근로자의고용개선등에관한법률건설근로자의고용개선등에관한법률3
12019건설근로자의고용개선등에관한법률건설근로자의고용개선등에관한법률제10조의41
22019건설근로자의고용개선등에관한법률건설근로자의고용개선등에관한법률제10조의4제1항4
32019건설근로자의고용개선등에관한법률건설근로자의고용개선등에관한법률제13조79
42019건설근로자의고용개선등에관한법률건설근로자의고용개선등에관한법률제13조제1항881
52019건설근로자의고용개선등에관한법률건설근로자의고용개선등에관한법률제13조제3항1
62019건설근로자의고용개선등에관한법률건설근로자의고용개선등에관한법률제26조5
72019건설근로자의고용개선등에관한법률건설근로자의고용개선등에관한법률제26조제3항1
82019고용보험법고용보험법14
92019고용보험법고용보험법15조79711
징수요청연도위반법령위반법조항건수
16442023채용절차의공정화에관한법률채용절차의공정화에관한법률제4조의3항제3호1
16452023채용절차의공정화에관한법률채용절차의공정화에관한법률제4조제2항7
16462023채용절차의공정화에관한법률채용절차의공정화에관한법률제4조제3항15
16472023채용절차의공정화에관한법률채용절차의공정화에관한법률제7조제3항1
16482023최저임금법최저임금법제11조9
16492023파견근로자보호법파견근로자보호등에관한법률제11조제1항1
16502023파견근로자보호법파견근로자보호등에관한법률제18조3
16512023파견근로자보호법파견근로자보호등에관한법률제29조1
16522023파견근로자보호법파견근로자보호등에관한법률제29조제1항1
16532023파견근로자보호법파견근로자보호등에관한법률제6조의2제1항3