Since I do not have access to industry data, I took data from the machine learning repository and the link for the same is http://archive.ics.uci.edu/ml/machine-learning-databases/00198/
The data contains two parts:
A header of this data which contains first 10 observations(out of 1941) are shown below
## X_Minimum X_Maximum Y_Minimum Y_Maximum Pixels_Areas X_Perimeter
## 1 42 50 270900 270944 267 17
## 2 645 651 2538079 2538108 108 10
## 3 829 835 1553913 1553931 71 8
## 4 853 860 369370 369415 176 13
## 5 1289 1306 498078 498335 2409 60
## 6 430 441 100250 100337 630 20
## 7 413 446 138468 138883 9052 230
## 8 190 200 210936 210956 132 11
## 9 330 343 429227 429253 264 15
## 10 74 90 779144 779308 1506 46
## Y_Perimeter Sum_of_Luminosity Minimum_of_Luminosity
## 1 44 24220 76
## 2 30 11397 84
## 3 19 7972 99
## 4 45 18996 99
## 5 260 246930 37
## 6 87 62357 64
## 7 432 1481991 23
## 8 20 20007 124
## 9 26 29748 53
## 10 167 180215 53
## Maximum_of_Luminosity Length_of_Conveyer TypeOfSteel_A300
## 1 108 1687 1
## 2 123 1687 1
## 3 125 1623 1
## 4 126 1353 0
## 5 126 1353 0
## 6 127 1387 0
## 7 199 1687 0
## 8 172 1687 0
## 9 148 1687 0
## 10 143 1687 0
## TypeOfSteel_A400 Steel_Plate_Thickness Edges_Index Empty_Index
## 1 0 80 0.0498 0.2415
## 2 0 80 0.7647 0.3793
## 3 0 100 0.971 0.3426
## 4 1 290 0.7287 0.4413
## 5 1 185 0.0695 0.4486
## 6 1 40 0.62 0.3417
## 7 1 150 0.4896 0.339
## 8 1 150 0.2253 0.34
## 9 1 150 0.3912 0.2189
## 10 1 150 0.0877 0.4261
## Square_Index Outside_X_Index Edges_X_Index Edges_Y_Index
## 1 0.1818 0.0047 0.4706 1
## 2 0.2069 0.0036 0.6 0.9667
## 3 0.3333 0.0037 0.75 0.9474
## 4 0.1556 0.0052 0.5385 1
## 5 0.0662 0.0126 0.2833 0.9885
## 6 0.1264 0.0079 0.55 1
## 7 0.0795 0.0196 0.1435 0.9607
## 8 0.5 0.0059 0.9091 1
## 9 0.5 0.0077 0.8667 1
## 10 0.0976 0.0095 0.3478 0.982
## Outside_Global_Index LogOfAreas Log_X_Index Log_Y_Index
## 1 1 2.4265 0.9031 1.6435
## 2 1 2.0334 0.7782 1.4624
## 3 1 1.8513 0.7782 1.2553
## 4 1 2.2455 0.8451 1.6532
## 5 1 3.3818 1.2305 2.4099
## 6 1 2.7993 1.0414 1.9395
## 7 1 3.9567 1.5185 2.6181
## 8 1 2.1206 1 1.301
## 9 1 2.4216 1.1139 1.415
## 10 1 3.1778 1.2041 2.2148
## Orientation_Index Luminosity_Index SigmoidOfAreas
## 1 0.8182 -0.2913 0.5822
## 2 0.7931 -0.1756 0.2984
## 3 0.6667 -0.1228 0.215
## 4 0.8444 -0.1568 0.5212
## 5 0.9338 -0.1992 1
## 6 0.8736 -0.2267 0.9874
## 7 0.9205 0.2791 1
## 8 0.5 0.1841 0.3359
## 9 0.5 -0.1197 0.5593
## 10 0.9024 -0.0651 1## [1] "Pastry" "Z_Scratch" "K_Scatch" "Stains"
## [5] "Dirtiness" "Bumps" "Other_Faults"Against each observations of part ‘a’, one type of defect (out of these 7) is marked.