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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
301
11.35
6.15
83.9
3.74
47.9
0.7463
1.1568
0.2537
2.87
68.79
302
3.61
3.85
115.7
1.89
21.5
0.5114
0.7927
0.4886
6.45
13.63
303
8.43
1.5
50.8
3.92
34.8
0.6248
0.9685
0.3752
5.93
12.46
304
8.17
6.3
56.8
4.31
32.1
0.6803
1.0545
0.3197
2.63
72.46
305
12.29
11.55
99.3
3.32
55.1
0.7908
1.2258
0.2092
2.2
120.01
306
7.55
8.18
65.6
3.63
32.4
0.6787
1.0519
0.3213
2.66
76.84
307
6.62
6.45
91
3.64
28.3
0.6682
1.0357
0.3318
2.31
60.3
308
9.67
2.22
60.6
4.48
37.3
0.6049
0.9376
0.3951
7.05
23.76
309
5.2
3.78
33.7
2.52
26.7
0.6589
1.0212
0.3411
1.91
24.22
310
3.68
4.24
92
1.99
21.3
0.5646
0.8751
0.4354
5.44
19.42
311
7.73
9.41
24.4
3.06
36.1
0.6366
0.9868
0.3634
4.86
70.6
312
7
10.64
31.8
3.1
32.5
0.6277
0.973
0.3723
4.22
82.93
313
4.79
10.92
79
2.03
27.4
0.6484
1.0051
0.3516
2.94
55.13
314
6.41
11.83
92.2
3.34
28.6
0.6438
0.9978
0.3562
3.24
102.99
315
6.4
11.81
108.4
1.54
42.1
0.7363
1.1413
0.2637
2.01
50.42
316
5.93
11.48
40
4.28
23.4
0.5959
0.9237
0.4041
4.61
114.21
317
6.55
1.79
22.2
2.29
35.3
0.7064
1.0949
0.2936
1.02
12.09
318
10.23
2.52
115.2
1.62
65.6
0.7057
1.0938
0.2943
6.48
13.85
319
5.56
4.35
27
1.82
33.6
0.677
1.0494
0.323
3.1
21.71
320
13.39
7.08
31.7
2.22
73.3
0.7892
1.2233
0.2108
3.68
49.9
321
13
2.07
42
2.32
69.6
0.7676
1.1898
0.2324
5.59
14.58
322
7.77
10.3
68.2
1.6
50.2
0.7761
1.203
0.2239
2.92
48.99
323
5.94
7.78
107.1
2.34
31.7
0.6786
1.0519
0.3214
2.38
48.08
324
8.43
6.97
93.7
2.08
47.7
0.7701
1.1937
0.2299
2.21
42.26
325
12.18
2.82
87.9
2.64
61.3
0.6951
1.0773
0.3049
5.72
18.49
326
9.83
3.79
29.3
2.66
49.3
0.7677
1.19
0.2323
2.17
31.11
327
11.65
2.76
49.3
2.52
60
0.7819
1.212
0.2181
4.54
19.81
328
8.39
10.37
62.6
2.48
43.5
0.7289
1.1298
0.2711
2.46
74.7
329
9.6
7.43
26.2
1.77
58.9
0.7212
1.1179
0.2788
4.12
35.5
330
5.46
9.09
40.1
1.58
35.5
0.6742
1.0451
0.3258
3.88
38.6
331
10.82
4.26
43.9
2.11
60.9
0.8378
1.2986
0.1622
2.73
28.96
332
4.43
5.08
24
3.77
18.6
0.573
0.8882
0.427
4.2
45.52
333
10.34
5.45
70.5
4.47
39.9
0.7471
1.158
0.2529
2
72.51
334
12.33
9.36
87.6
4.29
48.6
0.7612
1.1798
0.2388
2.69
122.54
335
3.59
9.5
17.7
3.01
16.9
0.5186
0.8038
0.4814
4.79
57.5
336
9.37
3.27
62.9
3.1
43.5
0.6874
1.0655
0.3126
5.14
27.63
337
3.14
11.36
96
2.44
16.4
0.5655
0.8766
0.4345
1.84
60.57
338
10.71
2.33
92.3
3.82
44.7
0.642
0.9951
0.358
6.93
21.95
339
3.01
10.86
99.7
3.79
12.6
0.5869
0.9097
0.4131
2.04
95.17
340
13.23
2.1
59.3
4.03
53.8
0.6497
1.007
0.3503
6.01
20.7
341
3.65
3.91
100.3
4.19
14.6
0.4835
0.7494
0.5165
6.18
29.46
342
13.51
10.31
36.5
2.8
65.9
0.7527
1.1666
0.2473
4.53
83.86
343
11.61
2.97
49.7
3.8
48.6
0.7325
1.1354
0.2675
3.44
29.22
344
9.12
5.55
29.4
3.92
37.6
0.6816
1.0566
0.3184
3.86
57.01
345
11.39
5.95
61.4
2.43
59.7
0.8366
1.2968
0.1634
1.8
48.65
346
11.54
3.7
53.1
4.29
45.5
0.7605
1.1788
0.2395
2.9
45.26
347
13.35
8.81
36.5
1.78
81.6
0.8207
1.272
0.1793
4.34
48.92
348
5.04
10.36
92.7
4.48
19.4
0.6177
0.9575
0.3823
2.23
116.13
349
9.08
10.62
44.5
3.81
38
0.6825
1.0579
0.3175
3.96
108.21
350
3.14
4.73
40
1.78
19.2
0.5985
0.9276
0.4015
2.45
20.41
351
9.39
6.84
24.4
3.47
41.2
0.6968
1.08
0.3032
4.63
66.3
352
4.06
3.73
58.3
1.6
26.2
0.6219
0.964
0.3781
3.98
15.7
353
8.78
3.69
43.3
3.81
36.7
0.734
1.1376
0.266
2.41
38.54
354
8.87
2.77
50.6
3.9
36.7
0.6837
1.0598
0.3163
4.72
28.87
355
7.59
11.34
36
3.31
34.1
0.651
1.009
0.349
5.81
94.07
356
8.27
10.77
93.9
4.07
33.5
0.6955
1.0781
0.3045
2.52
124.17
357
11.17
9.55
112.3
1.79
68.1
0.847
1.3129
0.153
2.23
54.96
358
11.59
6.69
64.8
2.33
62
0.778
1.2059
0.222
2.39
46.34
359
7.91
6.4
80.7
2.74
39
0.7339
1.1375
0.2661
1.76
49.33
360
9.2
6.83
105.4
1.63
58.9
0.7826
1.2131
0.2174
2.9
32.12
361
13.17
6.9
119.9
2.84
63.8
0.775
1.2013
0.225
3.73
62.17
362
3.44
5.78
77.5
2.3
18.5
0.618
0.958
0.382
2.61
36.05
363
3.41
2.45
107.9
2.68
17
0.5121
0.7938
0.4879
6.43
12.56
364
3.05
2.38
109.9
2.78
15
0.4836
0.7496
0.5164
6.56
10.66
365
9.89
11.47
97.1
4.14
39.7
0.7252
1.1241
0.2748
2.82
132.75
366
7.02
6.3
60.7
2.31
37.7
0.7254
1.1244
0.2746
2.46
41.39
367
11.29
11.49
18.9
4.18
45.1
0.6825
1.0579
0.3175
5.1
129.07
368
10.05
2.8
11.7
2.78
49.3
0.7254
1.1243
0.2746
3.87
21.32
369
6
7.1
62.5
2.48
31.1
0.7015
1.0874
0.2985
2.75
49.21
370
12.78
3.28
64.4
3.01
60.2
0.7229
1.1204
0.2771
5.2
28.82
371
11.15
3.79
54.8
2.75
54.9
0.7837
1.2147
0.2163
2.05
32.76
372
5.25
1.33
72.5
2.27
28.4
0.5952
0.9225
0.4048
6.37
6.64
373
6.37
2.31
70.7
3.01
30
0.558
0.8648
0.442
6.55
13.66
374
5.77
11.09
102
1.96
33.7
0.7048
1.0925
0.2952
2.51
61.38
375
3.89
4.54
22
2.56
19.9
0.5767
0.8939
0.4233
4.21
26.45
376
3.77
7.69
34.8
3.2
17.2
0.5598
0.8677
0.4402
4.1
55.73
377
13.23
6.12
97.2
2.74
65.3
0.7848
1.2165
0.2152
3.51
53.17
378
7.25
5.4
103.3
3.97
29.7
0.6209
0.9624
0.3791
4.72
50.55
379
6.6
6.85
119.4
2.27
35.8
0.698
1.0819
0.302
3.7
40.75
380
10.76
3.06
106
4.41
41.8
0.6157
0.9543
0.3843
6.39
31.7
381
8.64
11.87
107.9
3.85
35.9
0.6953
1.0777
0.3047
2.23
124.19
382
13.23
10
44.6
4.4
51.5
0.7147
1.1077
0.2853
4
125.51
383
11.36
9.16
54.2
4.01
46.3
0.7575
1.1741
0.2425
2.6
110.6
384
7.75
6.16
39.5
1.93
45.6
0.7274
1.1274
0.2726
2.98
35.74
385
6.52
2.68
76.7
3.08
30.3
0.5861
0.9084
0.4139
6.46
19.72
386
13.84
11.13
113.3
2.01
79.7
0.8646
1.3401
0.1354
1.93
76.74
387
10.61
4.76
47.9
3.95
43.6
0.739
1.1454
0.261
1.95
56.73
388
13.41
1.55
71.3
3.25
60.7
0.6932
1.0745
0.3068
6.7
14.53
389
3.42
4.77
42.6
2.29
18.5
0.6457
1.0009
0.3543
1.83
27.96
390
12.21
9.74
28.7
4.29
48.1
0.7257
1.1249
0.2743
4.02
122.03
391
9.64
7.85
31.5
1.85
58
0.7378
1.1436
0.2622
4.08
42.42
392
3.46
9.26
16.4
3.19
15.8
0.5432
0.8419
0.4568
5.43
62.99
393
9.06
9.73
114.4
3.66
38.6
0.7183
1.1134
0.2817
2.71
99.94
394
10.23
3.33
54.3
1.68
64.5
0.7646
1.1852
0.2354
3.77
17.93
395
2.15
11.16
101.8
3.29
9.7
0.5593
0.8669
0.4407
1.63
83.12
396
7.45
5.82
84.9
3.95
30.6
0.6904
1.07
0.3096
2.65
62.59
397
11.9
8.03
31.1
1.7
74.5
0.8097
1.2551
0.1903
4.38
45.71
398
5.54
1.03
29.3
3.04
26
0.5578
0.8647
0.4422
6.51
3.91
399
7.5
11.93
99.3
2.28
40.6
0.728
1.1284
0.272
2.64
78.02
400
7.31
4.09
39.1
3.49
31.9
0.7056
1.0937
0.2944
1.76
39.73