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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
401
5.62
1.68
110.5
1.86
33.7
0.6066
0.9402
0.3934
6.53
6.4
402
13.02
6.04
25.4
4.31
51.2
0.7243
1.1226
0.2757
4.3
78.13
403
11.38
2.42
84.5
4.18
45.4
0.6238
0.9669
0.3762
6.83
24.86
404
3.33
2.68
99.6
2.06
18.9
0.5265
0.8161
0.4735
6.18
10.85
405
13.96
7.96
35.9
2.47
72.6
0.8137
1.2612
0.1863
3.85
63.23
406
12.55
5.32
40.4
3.26
56.7
0.7702
1.1938
0.2298
1.59
49.86
407
5.41
11.14
116.1
3.65
23.1
0.6542
1.0139
0.3458
1.77
104.12
408
12.04
4.51
39.1
2.83
58.5
0.8083
1.2529
0.1917
2.12
42.23
409
3.28
8.99
57.3
1.97
19.1
0.6058
0.9389
0.3942
2.75
41.43
410
13.99
6.07
57.6
1.81
84.8
0.8921
1.3827
0.1079
2.21
37.56
411
9.99
8.26
37.8
4.5
38.4
0.6726
1.0425
0.3274
3.94
100.75
412
9.8
7.6
95.3
2.87
47.3
0.7422
1.1505
0.2578
1.24
65.88
413
3.09
6.2
94.9
4.12
12.4
0.5424
0.8407
0.4576
3.11
55.51
414
12.76
11.45
51.6
2.95
60.7
0.7785
1.2067
0.2215
3.62
103.15
415
2.35
4.77
101.9
4.27
9.3
0.4734
0.7338
0.5266
5.68
37.72
416
4.89
2.95
33.4
1.76
30.1
0.6763
1.0483
0.3237
1.49
12.7
417
3.72
8.46
10.5
1.84
22.4
0.5425
0.8408
0.4575
5.31
31.92
418
11.32
10.31
72.8
4.29
44.6
0.7634
1.1832
0.2366
2.76
131.8
419
4.38
1.44
119.3
4.34
17.2
0.5266
0.8162
0.4734
6.62
12.11
420
12.93
5.95
14.3
2.44
67.5
0.771
1.1951
0.229
4.94
42.74
421
9.88
10.82
32.9
2.57
50.3
0.7284
1.1291
0.2716
4.53
77.56
422
2.43
9.25
67.1
2.86
11.8
0.5583
0.8654
0.4417
2.18
58.63
423
2.07
11.91
99.1
2.75
10.2
0.5405
0.8378
0.4595
1.84
70.29
424
2.62
6.85
19.8
2.07
14.9
0.5331
0.8263
0.4669
4.46
32.41
425
9.27
8.26
53.5
4.2
37
0.6901
1.0697
0.3099
3.11
93.52
426
11.62
4.33
92.2
2.26
63.1
0.7711
1.1952
0.2289
5.23
30.25
427
4.86
11.42
50.9
3.62
20.9
0.5965
0.9246
0.4035
4.27
97.85
428
12.19
5.03
30.8
1.7
76.3
0.8204
1.2715
0.1796
3.16
27.37
429
2.69
9.12
31.5
1.62
17.3
0.563
0.8727
0.437
4.07
33.93
430
11.61
5.43
55.1
3.46
51
0.7687
1.1914
0.2313
1.93
58.31
431
13.13
7.18
62.7
2.52
67.6
0.8546
1.3246
0.1454
2.4
61.53
432
11.27
8.92
104.8
3.47
49.4
0.7681
1.1906
0.2319
2.17
93.46
433
10.38
6.6
80.6
1.78
63.5
0.8333
1.2917
0.1667
2.84
38.19
434
12.06
10.98
85.9
4.35
47.2
0.7709
1.1949
0.2291
2.32
143.44
435
2.48
5.61
118.1
3.75
10.5
0.4975
0.7712
0.5025
5.36
40.13
436
4.42
8.12
55.3
4.13
17.8
0.591
0.916
0.409
3.14
77.35
437
3.5
4.77
54.4
1.91
20.7
0.6292
0.9752
0.3708
2
20.94
438
8.05
5.49
111.6
2.46
41.9
0.6677
1.0349
0.3323
4.95
36.31
439
10.94
5.84
37
2.61
55.4
0.7615
1.1803
0.2385
2.55
47.59
440
9.56
2.38
90.3
3.11
44.3
0.6371
0.9875
0.3629
6.3
17.32
441
12.21
2.01
93
2.39
64.5
0.729
1.1299
0.271
6.07
14.26
442
3.86
8.34
20.8
1.68
24.3
0.589
0.913
0.411
4.16
31.11
443
10.82
8.21
61.5
2.61
54.7
0.7684
1.191
0.2316
2.39
64.54
444
4.32
8.29
32.1
2.26
23.4
0.5902
0.9148
0.4098
3.86
42.75
445
5.25
1.22
30.4
2.66
26.3
0.5883
0.9118
0.4117
6.43
8.43
446
10.52
4.59
61
2.09
59.4
0.8169
1.2662
0.1831
2.56
29.98
447
13.76
3.18
41.8
2.29
74.3
0.8591
1.3316
0.1409
1.92
26.17
448
9.34
9.56
97.6
3.38
41.5
0.7401
1.1472
0.2599
1.94
94.18
449
2.65
10.47
109.8
2.66
13.3
0.5847
0.9063
0.4153
1.27
63.48
450
9.4
3.71
98.3
2.54
48.2
0.6524
1.0112
0.3476
6.14
22.41
451
2.51
8.35
39.3
3.1
11.6
0.524
0.8121
0.476
4.06
53.99
452
12.61
2.42
40.2
3.82
52.7
0.7646
1.1852
0.2354
3.91
29.28
453
10.51
4.03
38
2.64
52.9
0.8015
1.2423
0.1985
1.86
34.04
454
4.08
2.53
24.9
3.26
18.4
0.5975
0.9262
0.4025
2.5
22.82
455
3.1
4.12
113.8
4.4
12.1
0.471
0.7301
0.529
5.8
35.87
456
4.2
8.42
54.2
3.07
19.6
0.6002
0.9303
0.3998
2.63
60.79
457
13.76
11.01
34.7
4.23
54.6
0.7558
1.1715
0.2442
4.87
138.67
458
7.5
3.23
103.1
3.88
31.1
0.5602
0.8684
0.4398
7.16
28.44
459
11.41
6.96
53.9
1.68
72
0.8393
1.301
0.1607
2.81
37.46
460
9.64
8.72
13.9
2.79
47.1
0.6674
1.0344
0.3326
5.17
65.83
461
8.87
11.48
27.8
3.59
38.2
0.6499
1.0074
0.3501
4
106.58
462
3.74
7.71
80.3
4.46
14.5
0.5795
0.8982
0.4205
1.21
79.15
463
13.35
3.81
96.1
2.88
64.3
0.7074
1.0964
0.2926
6.28
31.63
464
5.62
7.88
33.2
1.78
34.4
0.652
1.0105
0.348
3.98
38.7
465
8.94
4.53
110.9
3.19
40.9
0.6399
0.9918
0.3601
5.7
36.72
466
10.4
11.74
103.6
1.88
61.9
0.8077
1.2519
0.1923
2.31
70.26
467
9.79
5.4
103.3
3.75
41.3
0.6549
1.0151
0.3451
4.76
54.71
468
13.29
8.54
35
3.02
62.4
0.7769
1.2042
0.2231
4.55
80.72
469
3.78
1.26
15.6
3.67
16.1
0.6064
0.9399
0.3936
2.17
10.56
470
8.1
5.4
105.4
4.11
32.6
0.6469
1.0027
0.3531
5.35
56.73
471
6.85
10.63
43.6
3.39
30.4
0.6157
0.9543
0.3843
4.18
87.87
472
7.69
7.71
78.1
3.34
34.4
0.7136
1.1061
0.2864
2
73.14
473
3.43
5.88
93.6
3.76
14.4
0.5703
0.884
0.4297
3.71
47.88
474
3.61
11.3
24.1
4.03
14.7
0.513
0.7952
0.487
4.6
89.93
475
5.34
10.39
95.9
4.11
21.5
0.6308
0.9777
0.3692
3.32
105.1
476
5.66
4.54
113.2
1.61
36.4
0.6182
0.9581
0.3818
6.34
16.42
477
7.13
6.99
90.1
3.17
32.7
0.7241
1.1223
0.2759
2.37
62.42
478
9.33
6.39
58.5
2.15
52
0.8124
1.2592
0.1876
2.42
45.03
479
9.62
7.95
106.4
4.08
38.9
0.6995
1.0842
0.3005
3.09
89.49
480
6.94
4.68
68
3.45
30.5
0.7103
1.101
0.2897
3.04
45.52
481
6.91
3.69
91.9
2.76
33.9
0.5952
0.9225
0.4048
5.55
22.1
482
4.61
11.04
100.3
2.06
26.2
0.6741
1.0449
0.3259
2.79
60.03
483
9.06
11.16
92.4
2.52
46.6
0.7709
1.1949
0.2291
2.3
86.49
484
5.8
10.28
41.7
3.61
24.9
0.5936
0.9201
0.4064
4.24
87.96
485
2.43
11.76
23
2.11
13.7
0.5277
0.818
0.4723
4.54
50.75
486
7.02
9.19
36.2
1.78
43
0.6938
1.0753
0.3062
4.46
45.14
487
7.69
9.41
65.3
4.16
30.8
0.6779
1.0508
0.3221
2.66
108.31
488
4.71
9.39
65.6
3.79
19.7
0.6076
0.9418
0.3924
2.94
85.49
489
8.87
6.29
74.1
2.1
50
0.7982
1.2371
0.2018
1.92
40.6
490
8.79
6.02
53.5
2.38
46.5
0.7614
1.1802
0.2386
3.04
42.81
491
10.42
3.64
96.6
4.42
40.5
0.6308
0.9778
0.3692
7.13
40.25
492
9.78
8.09
110.4
3.62
41.9
0.7531
1.1673
0.2469
2.44
87.09
493
9.83
4.18
37.1
3.33
44
0.758
1.175
0.242
2.3
41.7
494
5.79
3.84
91
2.42
30.4
0.6073
0.9413
0.3927
5.88
20.14
495
11.45
7.45
84.6
2.4
60.4
0.8084
1.253
0.1916
2.45
55.59
496
8.59
5.51
67.5
1.62
55.1
0.7823
1.2125
0.2177
1.97
27.35
497
7.18
3.41
30.7
3.69
30.5
0.6755
1.047
0.3245
2.07
33.28
498
9.51
9.98
97.5
1.63
60.8
0.8082
1.2527
0.1918
2.48
51.08
499
6.33
10.47
115.7
1.51
42
0.7591
1.1766
0.2409
1.78
47.3
500
8.15
2.84
89.4
3.69
34.7
0.6199
0.9609
0.3801
6.47
25.8