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Innovative-Process-Applications
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roller-compaction-ribbon-density

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run_id
int64
1
600
roll_force_kN_per_cm
float64
2.07
14
roll_speed_rpm
float64
1.01
12
feed_screw_rpm
float64
10.1
120
roll_gap_mm
float64
1.5
4.5
peak_pressure_MPa
float64
8.3
88.3
ribbon_rel_density
float64
0.45
0.89
ribbon_density_g_cc
float64
0.7
1.39
ribbon_porosity
float64
0.11
0.55
density_CV_percent
float64
1.02
7.39
throughput_kg_hr
float64
3.35
155
501
10.84
1.08
111
4.35
42.5
0.6347
0.9838
0.3653
5.87
13.14
502
12.64
4.7
118.3
3.77
53.1
0.7031
1.0898
0.2969
6.51
49.06
503
13.05
9.77
48.7
2.91
62.4
0.7968
1.235
0.2032
4.55
90.31
504
8.04
10.23
80.2
2.96
38.2
0.7189
1.1144
0.2811
2.87
85.19
505
8.24
2.52
62.1
2.81
40.2
0.6241
0.9674
0.3759
6.75
18.33
506
11.6
9.52
118.5
2.47
60.2
0.8381
1.299
0.1619
1.79
78.56
507
5.77
2.27
20.3
3.07
26.9
0.662
1.0261
0.338
2.35
19.53
508
12.05
5.29
55.4
2.79
58.9
0.8149
1.2631
0.1851
1.64
48.67
509
7.93
11.98
106.3
3.29
35.7
0.7053
1.0932
0.2947
2.18
110.95
510
3.39
3.12
41.2
4.19
13.5
0.5591
0.8666
0.4409
2.61
28.76
511
2.86
2.69
96.7
4.49
11
0.4532
0.7024
0.5468
6.54
22.01
512
12.1
5.65
52.1
1.74
75
0.8645
1.34
0.1355
1.63
35.12
513
2.67
7.82
117.8
2.65
13.4
0.5475
0.8487
0.4525
2.4
43.92
514
5.37
11.26
107.2
2.04
30.7
0.733
1.1362
0.267
1.58
65.69
515
6.01
11.79
43.1
2.56
30.7
0.6195
0.9603
0.3805
4.57
74.07
516
4.08
1.77
94.7
2.36
21.7
0.5215
0.8083
0.4785
7.33
9.22
517
5.77
2.52
47.1
2.02
33.1
0.6521
1.0107
0.3479
5.06
11.9
518
10.91
9.7
76.7
3.79
45.8
0.7726
1.1975
0.2274
1.8
112.2
519
2.18
3.98
82.4
2.99
10.3
0.4932
0.7645
0.5068
5.86
23.03
520
11.93
10.73
101.3
4.26
47.2
0.7747
1.2007
0.2253
2.53
136.6
521
12.28
8.3
12.7
1.6
79.3
0.7503
1.1629
0.2497
4.59
38.99
522
6.47
2.23
34.2
1.7
40.5
0.7047
1.0923
0.2953
2.92
10.33
523
3.84
10.16
88.3
2.71
19.1
0.5956
0.9232
0.4044
2.76
64.56
524
9.21
2.94
72
1.74
57
0.6673
1.0344
0.3327
6.36
15.62
525
3.44
5.66
64.5
2.29
18.5
0.6163
0.9553
0.3837
1.49
29.72
526
6.38
7.07
16.1
4.46
24.7
0.5572
0.8636
0.4428
5.18
68.21
527
13.5
6.51
48.3
2.13
75.6
0.8211
1.2727
0.1789
1.88
41.01
528
13.95
8.55
105.2
2.09
78.7
0.8584
1.3305
0.1416
2.02
60.02
529
11.27
8.18
13.4
3.22
51.3
0.6907
1.0705
0.3093
5.62
71.33
530
5.73
11.91
53.6
2.99
27
0.6308
0.9777
0.3692
4
88.15
531
10.25
11.99
114
3.24
46.5
0.7681
1.1906
0.2319
1.94
119.68
532
10.46
6.68
15.6
2.63
52.7
0.7281
1.1286
0.2719
5.27
51.86
533
6.65
2.05
92.5
3.98
27.2
0.5812
0.9009
0.4188
6.89
18.84
534
9.69
9.01
38.3
1.92
57.2
0.7681
1.1906
0.2319
4.63
51.83
535
2.13
11.74
105.3
2.79
10.4
0.5494
0.8515
0.4506
2.6
72.56
536
4.51
4.5
92.1
3.57
19.5
0.5595
0.8672
0.4405
5.63
35.5
537
8.3
6.07
107.4
4.1
33.5
0.6641
1.0294
0.3359
4.38
64.21
538
3.97
5.67
33.8
2.61
20
0.5991
0.9287
0.4009
3.45
32.47
539
3.99
1.57
68.4
3.2
18.2
0.5146
0.7976
0.4854
6.54
9.54
540
12.04
8.39
95.7
1.71
75.2
0.8558
1.3265
0.1442
1.92
49.62
541
13.87
4.89
37
2.01
79.9
0.8403
1.3025
0.1597
2.19
36.05
542
8.67
9.66
35.4
1.71
54.2
0.7405
1.1478
0.2595
3.99
48.38
543
12.07
10.15
13
3.68
51.3
0.6989
1.0833
0.3011
5.18
102.17
544
13.88
10.03
115.4
2.36
73.7
0.8469
1.3127
0.1531
2.11
77.63
545
3.7
5.58
88.1
3.67
15.8
0.5608
0.8692
0.4392
3.8
46.26
546
7.38
4.54
79.9
1.7
46.2
0.6954
1.0779
0.3046
4.03
18.54
547
6.71
9.24
91.8
4.09
27.1
0.6829
1.0584
0.3171
2.47
102.73
548
2.96
9.82
68.5
4.01
12.1
0.5512
0.8544
0.4488
3.34
86.9
549
11.06
6.4
62.4
1.77
68
0.826
1.2803
0.174
2.01
37.59
550
7.21
10.82
59.4
1.57
46.9
0.7414
1.1491
0.2586
3.78
49.5
551
7.63
2.58
80.4
1.67
48.2
0.6501
1.0077
0.3499
6.39
11.92
552
3.81
10.67
32.2
4.06
15.4
0.5192
0.8047
0.4808
5.17
89.17
553
4.17
2.06
107.7
2.2
22.9
0.5627
0.8723
0.4373
6.75
8.92
554
12.89
2.69
99.3
3.14
59.3
0.6848
1.0614
0.3152
6.02
25.66
555
2.54
6.87
48.5
2.78
12.4
0.547
0.8479
0.453
2.94
40.76
556
4.79
1.74
73.6
3.89
19.9
0.5308
0.8227
0.4692
7.16
15.37
557
5.5
1.58
25.5
2.97
26.1
0.6503
1.0079
0.3497
3.31
8.43
558
7.88
1.01
117
3
37.1
0.616
0.9548
0.384
6.68
9.27
559
9.04
5.8
109.3
4.47
34.9
0.6335
0.982
0.3665
4.81
67.08
560
7.92
9.52
111.4
1.95
46.3
0.7736
1.1991
0.2264
1.62
56.82
561
3.01
1.38
46.5
3.99
12.3
0.4763
0.7383
0.5237
6.7
11.23
562
4.92
8.17
28.6
1.66
31.2
0.6654
1.0314
0.3346
3.88
36.43
563
12.12
10.05
33.3
2.93
57.8
0.7419
1.1499
0.2581
4.27
85.51
564
9.65
2.85
19.9
4.16
38.6
0.6761
1.048
0.3239
3.33
32.48
565
9.79
2.62
23.2
3.5
42.8
0.7493
1.1615
0.2507
2.42
25.87
566
10.04
10.47
17.8
3.56
43.5
0.7042
1.0915
0.2958
5.02
102.69
567
11.15
10.05
118.9
2.29
60.2
0.8404
1.3026
0.1596
2.22
78.17
568
2.7
6.93
18.1
2.76
13.3
0.5499
0.8524
0.4501
4.78
42.96
569
6.4
10.01
24.6
2.6
32.4
0.6176
0.9573
0.3824
4.87
62.47
570
8.47
2.02
101
3.06
39.5
0.6392
0.9908
0.3608
6.76
14.54
571
6.06
5.34
73.8
2.89
29.1
0.66
1.023
0.34
2.18
39.24
572
12.13
9.12
95.2
2.48
62.9
0.8294
1.2856
0.1706
2.04
75.23
573
7.79
3.83
79.4
2.42
40.9
0.642
0.9951
0.358
5.16
22
574
11.22
9.28
107
2.25
61.1
0.8106
1.2564
0.1894
1.38
67.48
575
12.22
6.55
80.2
2.6
62
0.8108
1.2568
0.1892
1.73
55.56
576
8.06
9.25
67.4
1.95
47.1
0.763
1.1826
0.237
3.41
54.28
577
12.91
6.11
88.4
4.12
52
0.7828
1.2133
0.2172
2.85
79.35
578
9.05
5.05
59.2
3.31
40.6
0.7444
1.1538
0.2556
1.5
48.64
579
12.2
3.41
48.1
1.9
72.3
0.8173
1.2669
0.1827
1.94
20.63
580
6.09
3.29
61.4
3.58
26.3
0.6044
0.9369
0.3956
4.46
26.7
581
7.99
9.27
28.7
4.04
32.4
0.6278
0.9731
0.3722
5.24
94.49
582
8.38
2.31
97.6
2.21
46
0.6632
1.028
0.3368
6.43
12.24
583
3.26
1.95
38.7
1.95
19.1
0.5742
0.89
0.4258
5.52
9.14
584
6.78
2.94
26.9
1.53
44.8
0.7705
1.1943
0.2295
2.35
13.55
585
13.01
2.93
37.1
1.64
82.9
0.8627
1.3372
0.1373
2.36
14.82
586
9.57
10.05
102.6
3.79
40.2
0.6968
1.0801
0.3032
1.5
103.95
587
4.13
5.38
46.3
4.46
16
0.5631
0.8727
0.4369
2.72
55.53
588
6.07
11.89
85.5
1.63
38.7
0.7334
1.1367
0.2666
2.69
56.66
589
4.3
2.51
104.2
3.74
18.1
0.5141
0.7969
0.4859
6.85
17.58
590
2.3
8.19
18.6
1.72
14.3
0.5158
0.7995
0.4842
4.61
29.1
591
13.13
5.94
94.2
3.28
59.2
0.8052
1.2481
0.1948
3.33
61.68
592
7.38
5.32
43.8
3.77
31
0.7008
1.0863
0.2992
2.59
60.73
593
5.69
10.63
33.8
2.58
28.9
0.6225
0.9648
0.3775
4.51
67.81
594
9.18
11.73
85.8
1.53
60.6
0.7936
1.23
0.2064
2.94
55.83
595
2.09
10.6
110.1
3.29
9.4
0.5434
0.8423
0.4566
1.92
76.94
596
5.34
3.12
42.5
4.47
20.6
0.6235
0.9664
0.3765
2.15
31.58
597
10.44
3.43
72.6
2.27
56.5
0.7375
1.1431
0.2625
6.07
22.86
598
9.61
8.22
41.9
2.07
54.5
0.7588
1.1761
0.2412
4.15
53.97
599
13.78
4.18
71
1.87
82.2
0.837
1.2973
0.163
3.46
25.71
600
9.44
9.08
78.4
3.17
43.3
0.7625
1.1819
0.2375
2.56
84.05