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ravi6k
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machine-failure-logs

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Air temperature [K]
float64
2
304
Process temperature [K]
float64
2
313
Rotational speed [rpm]
int64
2
2.48k
Torque [Nm]
float64
2
61.4
Tool wear [min]
int64
2
1.01k
Type
stringclasses
3 values
prediction
int64
0
1
298
308.5
1,461
48
68
L
0
302.9
312.4
1,923
23.9
244
L
0
299
308.7
1,537
42.8
202
L
0
300.7
309.9
1,815
27
190
L
0
298.2
309.3
1,355
43.8
142
L
0
300.3
309.5
1,665
31.4
32
M
0
299.4
309
1,613
32.2
178
L
0
301.6
310.6
1,691
30.1
40
M
0
302.7
312
1,944
21.4
71
M
0
297.8
308.8
1,559
35.2
66
L
0
300.2
309.1
1,406
42.2
40
M
0
299.4
309.9
1,567
40.6
87
M
0
298.9
310.3
1,496
36.3
161
L
0
299.7
309.4
1,399
39.9
91
L
0
299.3
309
1,508
35
70
H
0
302.6
312
1,674
32.2
70
L
0
301.6
310.8
1,564
34.1
150
L
0
301.9
311
1,672
29.9
13
H
0
302.3
311
1,329
51.5
154
L
0
300.5
311.9
1,710
28.4
158
L
0
300.2
311.6
1,511
35.7
160
L
0
299
310.3
1,494
46.6
144
M
0
302.3
310.9
1,412
48.9
28
L
0
299.6
310.9
1,533
31.8
91
L
0
299.5
310.8
1,754
31.3
114
M
0
297
307.8
1,579
34.1
94
M
0
300.7
311.1
2,478
13.4
170
L
0
301.6
310.8
1,548
34.2
143
M
0
301.2
311
1,567
35.1
64
L
0
301
310.5
1,248
61.4
77
L
0
300.9
310.9
1,615
32
183
L
0
301.4
310.8
1,610
34.6
187
L
0
297.7
307.4
1,764
29
139
L
0
298.8
309.8
1,508
36.3
69
L
0
300.4
309.4
1,487
38.9
185
H
0
298.9
308.5
1,555
37.6
142
M
0
300.5
309.8
1,663
29.1
145
L
0
296.9
307.9
1,979
20.4
68
M
0
300.9
310.5
1,702
29.3
32
M
0
300.7
311.2
1,399
47.9
80
L
0
298.6
309.6
1,611
35.7
23
L
0
302.2
311.7
1,576
34
28
M
0
300.7
311.7
1,460
46.1
15
L
0
297.1
308.4
1,588
33.4
204
M
0
300.3
311.9
1,429
41.6
184
M
0
302.2
310.8
2,203
16.6
47
L
0
297.6
308.3
1,595
34.3
41
L
0
299.3
308.6
1,605
37
78
L
0
301.8
310.8
1,365
48.2
199
M
0
296.8
307.8
1,394
47.7
155
L
0
298.3
307.9
1,766
26.5
145
L
0
298.7
309.9
1,465
39.7
72
L
0
298.5
309.7
1,354
60.8
96
M
0
299.5
309.3
1,972
19.3
177
L
0
298.5
308
1,404
48.1
32
L
0
298.1
307.8
1,432
49.8
198
L
0
297.5
309.3
1,564
37.5
20
L
0
297.5
308.7
1,456
44.7
29
L
0
301
311.3
1,349
47
71
L
0
299.7
311
1,448
49.8
80
M
0
304.1
313.2
1,824
25.8
186
L
0
298.9
310.2
1,498
50.2
160
L
0
295.5
306.1
1,822
24.3
164
M
0
298.1
308.4
1,438
45.6
105
L
0
298
308.4
1,911
22
13
L
0
298.4
308.9
1,782
23.9
24
H
0
300
309.3
1,972
22
175
L
0
295.8
306.3
1,337
54.6
87
L
0
302
311
1,420
45.9
144
L
0
300.2
309.8
1,401
49.3
163
L
0
297.5
309.2
1,804
27.4
215
M
0
300
309.3
1,407
43.9
138
M
0
302.5
310.3
1,539
39
119
L
0
297.5
308.5
1,557
39.1
47
H
0
302.1
311.1
1,423
36.8
80
M
0
300.6
310.2
1,318
51
8
L
0
300
309.6
1,618
28.7
53
L
0
297.4
308.3
1,771
27.4
100
H
0
300.7
309.9
1,412
45.3
155
L
0
300.8
311.2
2,237
17
95
H
0
296.6
307.4
1,790
25.8
72
M
0
300.4
309.5
1,547
50.7
131
H
0
300.2
309.7
1,448
36.8
14
L
0
300.1
311.1
1,619
33.4
186
L
0
300.9
310.7
1,468
36.2
208
L
0
301.6
310.9
1,385
50.7
195
L
0
300.5
311.5
1,651
36.9
65
L
0
301.3
310.4
1,384
50.1
88
L
0
298.1
307.9
1,614
35.8
196
L
0
304.2
313.4
1,490
44
41
L
0
300.5
309.9
1,397
45.9
210
H
0
301.6
310.9
1,510
40.9
152
M
0
296.9
307.8
1,549
35.8
206
H
0
297.9
309.1
1,338
49.6
56
M
0
298.2
308.8
1,626
40.4
20
M
0
299.3
309
1,516
38.7
64
L
0
297.8
308.8
1,421
49.6
101
L
0
296.2
307
1,516
37.6
25
M
0
298.6
309.8
1,704
28.3
64
L
0
304.2
313.3
1,625
37.3
27
H
0
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Number of rows:
104