Overview

Dataset statistics

Number of variables7
Number of observations222
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory12.7 KiB
Average record size in memory58.6 B

Variable types

Categorical7

Dataset

Description산림자원통합정보관련 벌채사업의 작업종별 인력항목을 제공
Author산림청
URLhttps://www.data.go.kr/data/15071886/fileData.do

Alerts

작업종번호 has constant value ""Constant
사업번호 is highly overall correlated with 임소반ID and 2 other fieldsHigh correlation
벌채인력상세항목 is highly overall correlated with 벌채인력항목High correlation
작업종코드 is highly overall correlated with 사업번호High correlation
벌채인력항목 is highly overall correlated with 벌채인력상세항목High correlation
임소반ID is highly overall correlated with 사업번호 and 1 other fieldsHigh correlation
기안순서번호 is highly overall correlated with 사업번호 and 1 other fieldsHigh correlation
작업종코드 is highly imbalanced (82.1%)Imbalance
기안순서번호 is highly imbalanced (62.2%)Imbalance

Reproduction

Analysis started2023-12-12 09:56:40.861638
Analysis finished2023-12-12 09:56:41.461245
Duration0.6 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

사업번호
Categorical

HIGH CORRELATION 

Distinct27
Distinct (%)12.2%
Missing0
Missing (%)0.0%
Memory size1.9 KiB
평창2013E104
36 
영주2013E218
18 
영주2013E221
 
12
인제2013E082
 
12
인제2014E018
 
12
Other values (22)
132 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row산과2019E009
2nd row산과2019E009
3rd row산과2019E009
4th row산과2019E009
5th row산과2019E009

Common Values

ValueCountFrequency (%)
평창2013E104 36
 
16.2%
영주2013E218 18
 
8.1%
영주2013E221 12
 
5.4%
인제2013E082 12
 
5.4%
인제2014E018 12
 
5.4%
영덕2014E031 6
 
2.7%
정선2012E003 6
 
2.7%
영월2012E029 6
 
2.7%
충주2013E025 6
 
2.7%
충주2013E020 6
 
2.7%
Other values (17) 102
45.9%

Length

2023-12-12T18:56:41.538365image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
평창2013e104 36
 
16.2%
영주2013e218 18
 
8.1%
영주2013e221 12
 
5.4%
인제2013e082 12
 
5.4%
인제2014e018 12
 
5.4%
산과2019e009 6
 
2.7%
부여2017e029 6
 
2.7%
단양2013e056 6
 
2.7%
춘천2012e128 6
 
2.7%
충주2014e060 6
 
2.7%
Other values (17) 102
45.9%

임소반ID
Categorical

HIGH CORRELATION 

Distinct24
Distinct (%)10.8%
Missing0
Missing (%)0.0%
Memory size1.9 KiB
999900900-000000-000
36 
000608002-001009-000
24 
005701124-000002-000
 
12
005701124-000003-000
 
12
005701123-000005-000
 
12
Other values (19)
126 

Length

Max length20
Median length20
Mean length20
Min length20

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row999900900-000000-000
2nd row999900900-000000-000
3rd row999900900-000000-000
4th row999900900-000000-000
5th row999900900-000000-000

Common Values

ValueCountFrequency (%)
999900900-000000-000 36
16.2%
000608002-001009-000 24
 
10.8%
005701124-000002-000 12
 
5.4%
005701124-000003-000 12
 
5.4%
005701123-000005-000 12
 
5.4%
010108020-000001-000 12
 
5.4%
010109012-000010-000 12
 
5.4%
999900901-000000-000 6
 
2.7%
011408139-000003-000 6
 
2.7%
000908015-000004-003 6
 
2.7%
Other values (14) 84
37.8%

Length

2023-12-12T18:56:41.668893image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
999900900-000000-000 36
16.2%
000608002-001009-000 24
 
10.8%
005701124-000002-000 12
 
5.4%
005701124-000003-000 12
 
5.4%
005701123-000005-000 12
 
5.4%
010108020-000001-000 12
 
5.4%
010109012-000010-000 12
 
5.4%
001008102-000004-000 6
 
2.7%
009809077-000001-000 6
 
2.7%
000508007-001006-000 6
 
2.7%
Other values (14) 84
37.8%

작업종코드
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Memory size1.9 KiB
개벌
216 
도태간벌
 
6

Length

Max length4
Median length2
Mean length2.0540541
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
개벌 216
97.3%
도태간벌 6
 
2.7%

Length

2023-12-12T18:56:41.835958image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T18:56:42.013630image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
개벌 216
97.3%
도태간벌 6
 
2.7%

작업종번호
Categorical

CONSTANT 

Distinct1
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size1.9 KiB
1
222 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row1
3rd row1
4th row1
5th row1

Common Values

ValueCountFrequency (%)
1 222
100.0%

Length

2023-12-12T18:56:42.159103image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T18:56:42.259482image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 222
100.0%

기안순서번호
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Memory size1.9 KiB
2
192 
11
 
18
10
 
6
7
 
6

Length

Max length2
Median length1
Mean length1.1081081
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row2
3rd row2
4th row2
5th row2

Common Values

ValueCountFrequency (%)
2 192
86.5%
11 18
 
8.1%
10 6
 
2.7%
7 6
 
2.7%

Length

2023-12-12T18:56:42.393711image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T18:56:42.537390image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2 192
86.5%
11 18
 
8.1%
10 6
 
2.7%
7 6
 
2.7%

벌채인력항목
Categorical

HIGH CORRELATION 

Distinct6
Distinct (%)2.7%
Missing0
Missing (%)0.0%
Memory size1.9 KiB
작업단위코드
37 
작업인원
37 
산지집재
37 
임종
37 
임상
37 

Length

Max length7
Median length6
Mean length4.1666667
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row작업단위코드
2nd row작업인원
3rd row산지집재
4th row임종
5th row임상

Common Values

ValueCountFrequency (%)
작업단위코드 37
16.7%
작업인원 37
16.7%
산지집재 37
16.7%
임종 37
16.7%
임상 37
16.7%
벌채작업경사도 37
16.7%

Length

2023-12-12T18:56:42.688251image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T18:56:42.843511image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
작업단위코드 37
16.7%
작업인원 37
16.7%
산지집재 37
16.7%
임종 37
16.7%
임상 37
16.7%
벌채작업경사도 37
16.7%

벌채인력상세항목
Categorical

HIGH CORRELATION 

Distinct12
Distinct (%)5.4%
Missing0
Missing (%)0.0%
Memory size1.9 KiB
100m이하
37 
동력 벌목조재
35 
천연림
34 
15도-30도
34 
0
24 
Other values (7)
58 

Length

Max length7
Median length6
Mean length4.5900901
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row동력 벌목조재
2nd row0
3rd row100m이하
4th row천연림
5th row혼효림

Common Values

ValueCountFrequency (%)
100m이하 37
16.7%
동력 벌목조재 35
15.8%
천연림 34
15.3%
15도-30도 34
15.3%
0 24
10.8%
혼효림 20
9.0%
0.5 13
 
5.9%
활엽수 12
 
5.4%
침엽수 5
 
2.3%
15도미만 3
 
1.4%
Other values (2) 5
 
2.3%

Length

2023-12-12T18:56:43.013449image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
100m이하 37
14.3%
벌목조재 37
14.3%
동력 35
13.5%
천연림 34
13.1%
15도-30도 34
13.1%
0 24
9.3%
혼효림 20
7.7%
0.5 13
 
5.0%
활엽수 12
 
4.6%
침엽수 5
 
1.9%
Other values (3) 8
 
3.1%

Correlations

2023-12-12T18:56:43.109753image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
사업번호임소반ID작업종코드기안순서번호벌채인력항목벌채인력상세항목
사업번호1.0000.9911.0000.8520.0000.000
임소반ID0.9911.0000.2660.8970.0000.000
작업종코드1.0000.2661.0000.0000.0000.132
기안순서번호0.8520.8970.0001.0000.0000.000
벌채인력항목0.0000.0000.0000.0001.0001.000
벌채인력상세항목0.0000.0000.1320.0001.0001.000
2023-12-12T18:56:43.261007image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
사업번호벌채인력상세항목작업종코드벌채인력항목기안순서번호임소반ID
사업번호1.0000.0000.9410.0000.6010.862
벌채인력상세항목0.0001.0000.0990.9860.0000.000
작업종코드0.9410.0991.0000.0000.0000.199
벌채인력항목0.0000.9860.0001.0000.0000.000
기안순서번호0.6010.0000.0000.0001.0000.612
임소반ID0.8620.0000.1990.0000.6121.000
2023-12-12T18:56:43.389618image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
사업번호임소반ID작업종코드기안순서번호벌채인력항목벌채인력상세항목
사업번호1.0000.8620.9410.6010.0000.000
임소반ID0.8621.0000.1990.6120.0000.000
작업종코드0.9410.1991.0000.0000.0000.099
기안순서번호0.6010.6120.0001.0000.0000.000
벌채인력항목0.0000.0000.0000.0001.0000.986
벌채인력상세항목0.0000.0000.0990.0000.9861.000

Missing values

2023-12-12T18:56:41.267188image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T18:56:41.413930image/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

사업번호임소반ID작업종코드작업종번호기안순서번호벌채인력항목벌채인력상세항목
0산과2019E009999900900-000000-000도태간벌12작업단위코드동력 벌목조재
1산과2019E009999900900-000000-000도태간벌12작업인원0
2산과2019E009999900900-000000-000도태간벌12산지집재100m이하
3산과2019E009999900900-000000-000도태간벌12임종천연림
4산과2019E009999900900-000000-000도태간벌12임상혼효림
5산과2019E009999900900-000000-000도태간벌12벌채작업경사도15도미만
6강릉2020E136002309017-000006-000개벌12작업단위코드인력 벌목조재
7강릉2020E136002309017-000006-000개벌12작업인원0
8강릉2020E136002309017-000006-000개벌12산지집재100m이하
9강릉2020E136002309017-000006-000개벌12임종천연림
사업번호임소반ID작업종코드작업종번호기안순서번호벌채인력항목벌채인력상세항목
212평창2013E104005701124-000002-000개벌111산지집재100m이하
213평창2013E104005701124-000002-000개벌111작업단위코드동력 벌목조재
214평창2013E104005701124-000002-000개벌111작업인원0
215평창2013E104005701124-000003-000개벌111임종천연림
216평창2013E104005701124-000003-000개벌111임상활엽수
217평창2013E104005701124-000003-000개벌111벌채작업경사도15도-30도
218평창2013E104005701124-000003-000개벌111산지집재100m이하
219평창2013E104005701124-000003-000개벌111작업단위코드동력 벌목조재
220평창2013E104005701124-000003-000개벌111작업인원0
221영주2013E221009809077-000001-000개벌12작업단위코드동력 벌목조재