Overview

Dataset statistics

Number of variables13
Number of observations35
Missing cells127
Missing cells (%)27.9%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory3.7 KiB
Average record size in memory107.8 B

Variable types

Unsupported13

Dataset

Description울산 지역을 운행하는 버스 운행시간표로 시내버스, 지선버스, 마을버스, 마실버스에 대한 출발 시간을 확인할 수 있다.
Author울산광역시
URLhttps://www.data.go.kr/data/15104919/fileData.do

Alerts

5001번 has 4 (11.4%) missing valuesMissing
Unnamed: 1 has 8 (22.9%) missing valuesMissing
KTX 울산역 ⇔ 진목회관 ⇔굴화주공아파트⇔무거복개천 ⇔ 십리대밭교⇔ 시청 ⇔남구청⇔보람병원⇔태화강역⇔현대미포조선소⇔화암중학교⇔꽃바위차고지 has 8 (22.9%) missing valuesMissing
Unnamed: 3 has 8 (22.9%) missing valuesMissing
Unnamed: 4 has 8 (22.9%) missing valuesMissing
Unnamed: 5 has 8 (22.9%) missing valuesMissing
Unnamed: 6 has 8 (22.9%) missing valuesMissing
Unnamed: 7 has 8 (22.9%) missing valuesMissing
Unnamed: 8 has 8 (22.9%) missing valuesMissing
Unnamed: 9 has 5 (14.3%) missing valuesMissing
Unnamed: 10 has 8 (22.9%) missing valuesMissing
Unnamed: 11 has 23 (65.7%) missing valuesMissing
Unnamed: 12 has 23 (65.7%) missing valuesMissing
5001번 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 1 is an unsupported type, check if it needs cleaning or further analysisUnsupported
KTX 울산역 ⇔ 진목회관 ⇔굴화주공아파트⇔무거복개천 ⇔ 십리대밭교⇔ 시청 ⇔남구청⇔보람병원⇔태화강역⇔현대미포조선소⇔화암중학교⇔꽃바위차고지 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

Reproduction

Analysis started2023-12-12 13:37:43.963508
Analysis finished2023-12-12 13:37:44.489321
Duration0.53 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

5001번
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing4
Missing (%)11.4%
Memory size412.0 B

Unnamed: 1
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing8
Missing (%)22.9%
Memory size412.0 B

KTX 울산역 ⇔ 진목회관 ⇔굴화주공아파트⇔무거복개천 ⇔ 십리대밭교⇔ 시청 ⇔남구청⇔보람병원⇔태화강역⇔현대미포조선소⇔화암중학교⇔꽃바위차고지
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing8
Missing (%)22.9%
Memory size412.0 B

Unnamed: 3
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing8
Missing (%)22.9%
Memory size412.0 B

Unnamed: 4
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing8
Missing (%)22.9%
Memory size412.0 B

Unnamed: 5
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing8
Missing (%)22.9%
Memory size412.0 B

Unnamed: 6
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing8
Missing (%)22.9%
Memory size412.0 B

Unnamed: 7
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing8
Missing (%)22.9%
Memory size412.0 B

Unnamed: 8
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing8
Missing (%)22.9%
Memory size412.0 B

Unnamed: 9
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing5
Missing (%)14.3%
Memory size412.0 B

Unnamed: 10
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing8
Missing (%)22.9%
Memory size412.0 B

Unnamed: 11
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing23
Missing (%)65.7%
Memory size412.0 B

Unnamed: 12
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing23
Missing (%)65.7%
Memory size412.0 B

Missing values

2023-12-12T22:37:44.046070image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T22:37:44.195671image/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.
2023-12-12T22:37:44.359823image/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

5001번Unnamed: 1KTX 울산역 ⇔ 진목회관 ⇔굴화주공아파트⇔무거복개천 ⇔ 십리대밭교⇔ 시청 ⇔남구청⇔보람병원⇔태화강역⇔현대미포조선소⇔화암중학교⇔꽃바위차고지Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11Unnamed: 12
0(변경전)평일,금,토,일,공휴일NaNNaNNaNNaNNaNNaNNaNNaN시행일 : 2022. 3. 25(금) ~ 4. 30(토)NaNNaNNaN
1출발지\n\n순위꽃바위울산역꽃바위울산역꽃바위울산역꽃바위울산역꽃바위울산역꽃바위울산역
2NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3140052064080510401205142015451750191021102230
42450610810930121013301600173019402100NaNNaN
535407009101030131014301640180520102130NaNNaN
6462074010101130133014501730185020402200NaNNaN
7570082511001215144016001810193022102330NaNNaN
8672084011151230150016151840200022302345NaNNaN
9774090511401300153017001920204022402405NaNNaN
5001번Unnamed: 1KTX 울산역 ⇔ 진목회관 ⇔굴화주공아파트⇔무거복개천 ⇔ 십리대밭교⇔ 시청 ⇔남구청⇔보람병원⇔태화강역⇔현대미포조선소⇔화암중학교⇔꽃바위차고지Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11Unnamed: 12
25NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
26140052071584011101230143516001810193521152230
27243055074090511401300145016151835200022152330
28350062081093011551315152016451900202522302345
29452064083095012101330154017001910203522402405
3055407008501010122513451555172019202045NaNNaN
3166007209101030124014001610173019402100NaNNaN
3276207409401100131014301640180520102135NaNNaN
33864080510101130134015001720185020402200NaNNaN
34970082510401205142015451740191020552210NaNNaN