Steel Plates Faults
About
A dataset of steel plates’ faults, classified into 7 different types.
The goal was to train machine learning for automatic pattern recognition.
Type of dependent variables (7 Types of Steel Plates Faults):
1.Pastry
2.Z_Scratch
3.K_Scatch
4.Stains
5.Dirtiness
6.Bumps
7.Other_Faults
Subject Area
Physics and Chemistry
Instances
1,941
Features
27
Data Types
Multivariate
Tasks
Classification
Feature Types
Integer, Continuous
Features
| Name | Role | Type | Units | Missing Values |
|---|---|---|---|---|
| X_Minimum | Feature | Integer | - | No |
| X_Maximum | Feature | Integer | - | No |
| Y_Minimum | Feature | Integer | - | No |
| Y_Maximum | Feature | Integer | - | No |
| Pixels_Areas | Feature | Integer | - | No |
| X_Perimeter | Feature | Integer | - | No |
| Y_Perimeter | Feature | Integer | - | No |
| Sum_of_Luminosity | Feature | Integer | - | No |
| Maximum_of_Luminosity | Feature | Integer | - | No |
| Length_of_Conveyer | Feature | Integer | - | No |
| TypeOfSteel_A300 | Feature | Integer | - | No |
| TypeOfSteel_A400 | Feature | Integer | - | No |
| Steel_Plate_Thickness | Feature | Integer | - | No |
| Edges_Index | Feature | Continuous | - | No |
| Empty_Index | Feature | Continuous | - | No |
| Square_Index | Feature | Continuous | - | No |
| Outside_X_Index | Feature | Continuous | - | No |
| Edges_X_Index | Feature | Continuous | - | No |
| Edges_Y_Index | Feature | Continuous | - | No |
| Outside_Global_Index | Feature | Continuous | - | No |
| LogOfAreas | Feature | Continuous | - | No |
| Log_X_Index | Feature | Continuous | - | No |
| Log_Y_Index | Feature | Continuous | - | No |
| Orientation_Index | Feature | Continuous | - | No |
| Luminosity_Index | Feature | Continuous | - | No |
| SigmoidOfAreas | Feature | Continuous | - | No |
| Minimum_of_Luminosity | Feature | Integer | - | No |
| Pastry | Target | Binary | - | No |
| Z_Scratch | Target | Binary | - | No |
| K_Scratch | Target | Binary | - | No |
| Stains | Target | Binary | - | No |
| Dirtiness | Target | Binary | - | No |
| Bumps | Target | Binary | - | No |
| Other_Faults | Target | Binary | - | No |
Introductory Paper
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