Datasets:
pgurazada1
/
machine-failure-mlops-demo-logs

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1
Air temperature [K]
float64
-25
2.98M
Process temperature [K]
float64
0
11.1k
Rotational speed [rpm]
int64
0
5k
Torque [Nm]
float64
0
360
Tool wear [min]
int64
0
1.98k
Type
stringclasses
3 values
prediction
int64
0
1
297.6
309.6
1,278
50.4
2
H
0
297.5
308.7
1,453
37.6
112
L
0
303.5
312.4
1,318
54.2
177
M
0
304.2
313.5
1,532
41.3
161
M
0
298.3
309.1
1,387
52.3
160
L
0
296.4
307.5
1,331
47.8
99
L
0
303.7
312.3
1,511
38.9
117
L
0
299.5
309.3
1,972
19.3
177
L
0
302.5
310.4
1,580
35.6
176
M
0
301.8
311
1,771
27.2
162
L
0
297.4
308.7
1,510
36.2
92
L
0
299.8
310.8
1,530
35.2
163
M
0
296.2
307.2
1,515
36.5
38
L
0
304
313.1
1,408
39.8
132
H
0
300.2
309.3
1,506
35.6
63
H
0
298
308.2
1,466
42.6
2
M
0
303.8
312.7
1,414
41.7
190
L
0
300.5
311.5
1,370
56.1
7
M
0
303.9
313
1,626
31.4
209
L
0
300.8
311.2
2,237
17
95
H
0
298.1
307.8
1,761
28.2
76
L
0
299.1
308.3
1,521
36.5
40
H
0
299.6
310.8
1,400
40.8
118
L
0
297.6
308.6
1,664
30.1
81
L
0
301.4
310.4
1,689
30.6
110
L
0
301.7
311.3
1,421
45.9
85
L
0
302.3
311.2
1,758
24.4
68
L
0
301.3
310.7
1,516
46
119
L
0
301.1
310.6
1,417
47.6
10
L
0
301.8
310.8
1,508
38.8
96
M
0
297.4
308.7
1,323
51.1
130
H
0
301.3
311.1
1,723
27.6
210
L
0
296.8
307.9
1,448
48.8
31
L
0
298.2
308
1,577
35.9
151
M
0
298.9
310.6
1,387
52.7
2
L
0
298.5
308
1,404
48.1
32
L
0
300.7
311.1
1,608
35.3
167
M
0
298.8
308.5
1,577
33.2
0
M
0
300.7
310.2
1,348
54.8
50
L
0
299.8
309.5
1,641
27.1
16
L
0
297.7
308.7
1,449
40.2
95
L
0
297.8
307.4
1,902
24.3
129
M
0
300.6
310.6
1,427
52.8
75
M
0
299.7
309.4
1,399
39.9
91
L
0
302.7
311.7
1,480
45.2
8
L
0
302.9
312.4
1,334
50.9
5
M
0
300.7
310.8
1,814
21.4
59
L
0
300.8
310.3
1,538
36.1
198
L
0
301.8
310.3
1,538
36.1
198
L
0
303.6
311.8
1,421
44.8
1,010
M
1
303.6
311.8
1,421
44.8
1,010
M
1
298.4
307.9
1,743
27.3
134
L
0
304.1
313.2
1,412
47.5
150
L
0
299.3
308.8
1,636
35.5
180
H
0
302.4
311.4
1,564
35
122
L
0
299.3
308.6
1,520
41.4
67
H
0
298.3
309.1
1,386
45.3
212
L
0
299.6
310.6
1,642
35.1
149
L
0
300.7
309.6
1,421
49.8
165
M
0
301.4
310.4
1,639
28.9
94
L
0
300.4
309.7
1,534
42.5
127
L
0
302.3
311.8
1,879
23
124
M
0
297.8
308.4
1,737
27.5
146
L
0
299.3
308.8
1,648
28.4
188
M
0
302.6
311
1,284
68
114
L
1
301.3
311.1
1,492
41.2
223
M
0
297.5
308.6
1,355
58.9
138
H
0
297.1
308.5
1,578
35.6
46
L
0
302.1
311.5
1,533
39.4
26
L
0
298
308.7
1,503
36.3
5
H
0
301.4
310.3
1,611
41.5
11
H
0
301.4
310.6
1,674
33.6
49
H
0
297.2
308.7
1,398
38.1
88
M
0
301.2
309.9
1,515
40.9
21
L
0
300.8
310.1
1,405
61.2
189
L
1
302.4
312.1
1,492
47.7
7
M
0
301.4
310.7
1,786
26.1
123
L
0
297.4
308.5
1,782
25.9
54
L
0
301
312.2
1,372
47
59
L
0
301.8
310.7
1,383
45.7
44
M
0
298.7
309.8
1,469
38.4
62
L
0
298.3
309.6
1,681
27.1
194
M
0
301.6
310.7
1,683
29.7
131
L
0
298.8
309.9
1,466
44.6
66
H
0
298.8
309.6
1,692
31.9
167
M
0
296.9
308.4
1,557
32.4
173
L
0
297.2
308.4
1,677
26.4
146
L
0
299
308.7
1,892
22.8
96
L
0
297.5
308.3
1,544
40.8
37
L
0
300.6
312.1
1,354
46.9
138
H
0
302.4
310.3
1,480
45.8
123
L
0
303.7
312.7
1,426
45.5
192
L
0
301.2
309.9
1,382
52.4
13
L
0
303.8
313.1
1,869
25.8
211
L
0
302.1
311.4
1,467
43.4
33
M
0
299.6
309.4
1,331
46.4
16
L
0
302.4
311.8
1,648
30
122
L
0
300.7
310
1,641
34.6
178
M
0
301.5
310.7
1,460
38.6
14
M
0
301.7
311
1,343
49.2
25
L
0