Overview

Dataset statistics

Number of variables18
Number of observations123
Missing cells1326
Missing cells (%)59.9%
Duplicate rows7
Duplicate rows (%)5.7%
Total size in memory17.4 KiB
Average record size in memory145.1 B

Variable types

Categorical1
Unsupported17

Dataset

Description△개성공단 관련 입주 기업수 △개성공단 관련 생산액 △개성공단 관련 남북근로자 △개성공단 관련 방문인원 등 통계 자료의 제공
Author통일부
URLhttps://www.data.go.kr/data/15002334/fileData.do

Alerts

Dataset has 7 (5.7%) duplicate rowsDuplicates
Unnamed: 1 has 62 (50.4%) missing valuesMissing
Unnamed: 2 has 64 (52.0%) missing valuesMissing
Unnamed: 3 has 62 (50.4%) missing valuesMissing
Unnamed: 4 has 64 (52.0%) missing valuesMissing
Unnamed: 5 has 63 (51.2%) missing valuesMissing
Unnamed: 6 has 66 (53.7%) missing valuesMissing
Unnamed: 7 has 63 (51.2%) missing valuesMissing
Unnamed: 8 has 65 (52.8%) missing valuesMissing
Unnamed: 9 has 63 (51.2%) missing valuesMissing
Unnamed: 10 has 65 (52.8%) missing valuesMissing
Unnamed: 11 has 63 (51.2%) missing valuesMissing
Unnamed: 12 has 68 (55.3%) missing valuesMissing
Unnamed: 13 has 96 (78.0%) missing valuesMissing
Unnamed: 14 has 113 (91.9%) missing valuesMissing
Unnamed: 15 has 117 (95.1%) missing valuesMissing
Unnamed: 16 has 115 (93.5%) missing valuesMissing
Unnamed: 17 has 117 (95.1%) missing valuesMissing
Unnamed: 1 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 2 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 3 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 4 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 5 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 6 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 7 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 8 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 9 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 10 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 11 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 12 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 13 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 14 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 15 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 16 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 17 is an unsupported type, check if it needs cleaning or further analysisUnsupported

Reproduction

Analysis started2023-12-12 17:09:10.639955
Analysis finished2023-12-12 17:09:12.029828
Duration1.39 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

※ 개성공단 가동 전면중단에 따라. 2015년 말 기준 통계
Categorical

Distinct32
Distinct (%)26.0%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
<NA>
47 
구분
15 
‘14년
12 
비교
8 
‘15년
6 
Other values (27)
35 

Length

Max length50
Median length4
Mean length5.5934959
Min length1

Unique

Unique25 ?
Unique (%)20.3%

Sample

1st row<NA>
2nd row개성공단 생산액 및 북한근로자 현황[도표]
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 47
38.2%
구분 15
 
12.2%
‘14년 12
 
9.8%
비교 8
 
6.5%
‘15년 6
 
4.9%
‘13년 6
 
4.9%
(단위 : 명) 4
 
3.3%
개성공단 근로자 현황 1
 
0.8%
* 각 기업에 소속된 근로자 수로 실재 근무하는 근로자 현황과는 다소 차이가 날수 있음. 1
 
0.8%
합계 1
 
0.8%
Other values (22) 22
17.9%

Length

2023-12-13T02:09:12.146968image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
na 47
24.5%
구분 15
 
7.8%
‘14년 12
 
6.2%
11
 
5.7%
비교 8
 
4.2%
개성공단 8
 
4.2%
단위 8
 
4.2%
근로자 7
 
3.6%
‘13년 6
 
3.1%
‘15년 6
 
3.1%
Other values (40) 64
33.3%

Unnamed: 1
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing62
Missing (%)50.4%
Memory size1.1 KiB

Unnamed: 2
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing64
Missing (%)52.0%
Memory size1.1 KiB

Unnamed: 3
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing62
Missing (%)50.4%
Memory size1.1 KiB

Unnamed: 4
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing64
Missing (%)52.0%
Memory size1.1 KiB

Unnamed: 5
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing63
Missing (%)51.2%
Memory size1.1 KiB

Unnamed: 6
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing66
Missing (%)53.7%
Memory size1.1 KiB

Unnamed: 7
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing63
Missing (%)51.2%
Memory size1.1 KiB

Unnamed: 8
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing65
Missing (%)52.8%
Memory size1.1 KiB

Unnamed: 9
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing63
Missing (%)51.2%
Memory size1.1 KiB

Unnamed: 10
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing65
Missing (%)52.8%
Memory size1.1 KiB

Unnamed: 11
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing63
Missing (%)51.2%
Memory size1.1 KiB

Unnamed: 12
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing68
Missing (%)55.3%
Memory size1.1 KiB

Unnamed: 13
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing96
Missing (%)78.0%
Memory size1.1 KiB

Unnamed: 14
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing113
Missing (%)91.9%
Memory size1.1 KiB

Unnamed: 15
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing117
Missing (%)95.1%
Memory size1.1 KiB

Unnamed: 16
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing115
Missing (%)93.5%
Memory size1.1 KiB

Unnamed: 17
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing117
Missing (%)95.1%
Memory size1.1 KiB

Missing values

2023-12-13T02:09:10.796883image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T02:09:11.128228image/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.
2023-12-13T02:09:11.738632image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

※ 개성공단 가동 전면중단에 따라. 2015년 말 기준 통계Unnamed: 1Unnamed: 2Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11Unnamed: 12Unnamed: 13Unnamed: 14Unnamed: 15Unnamed: 16Unnamed: 17
0<NA>NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1개성공단 생산액 및 북한근로자 현황[도표]NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2<NA>NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3<NA>NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4<NA>NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
5<NA>NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
6<NA>NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
7<NA>NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
8<NA>NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
9<NA>NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
※ 개성공단 가동 전면중단에 따라. 2015년 말 기준 통계Unnamed: 1Unnamed: 2Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11Unnamed: 12Unnamed: 13Unnamed: 14Unnamed: 15Unnamed: 16Unnamed: 17
113‘14년70277041821878428017788385857545818484768139896795924NaNNaNNaNNaN
114<NA>(306/일)(335/일)(328/일)(356/일)(308/일)(328/일)(317/일)(314/일)(341/일)(326/일)(325/일)(344/일)NaNNaNNaNNaNNaN
115비교NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
116구분1월2월3월4월5월6월7월8월9월10월11월12월누계NaNNaNNaNNaN
117<NA>NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN(’05.1~’15.12)NaNNaNNaNNaN
118‘14년702770418218784280177883858575458184847681398967757773NaNNaNNaNNaN
119<NA>(306/일)(335/일)(328/일)(356/일)(308/일)(328/일)(317/일)(314/일)(341/일)(326/일)(325/일)(344/일)NaNNaNNaNNaNNaN
120‘15년822566829063849781008718847881268100859684238939NaNNaNNaNNaNNaN
121<NA>(342/일)(351/일)(362/일)(369/일)(324/일)(348/일)(326/일)(338/일)(311/일)(330/일)(350/일)(331/일)NaNNaNNaNNaNNaN
122비교17%↑5.1%↓10.3%↑8.3%↑1.0%↑10.6%↑1.2%↓7.7%↑1.0%↓1.4%↑3.5%↑0.3%↓NaNNaNNaNNaNNaN

Duplicate rows

Most frequently occurring

※ 개성공단 가동 전면중단에 따라. 2015년 말 기준 통계# duplicates
6<NA>47
4구분15
2‘14년12
5비교8
1‘13년6
3‘15년6
0(단위 : 명)4