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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
1
11.29
6.25
72.3
3.33
50.5
0.7925
1.2284
0.2075
1.55
64.12
2
7.27
9.38
70.6
3.37
32.3
0.6925
1.0734
0.3075
2.99
84.72
3
12.3
10.94
101.1
1.91
72.8
0.8489
1.3159
0.1511
2.07
71.47
4
10.37
8.93
88.2
3.58
44.7
0.7605
1.1788
0.2395
1.07
93.54
5
3.13
11.6
12.9
3.52
13.6
0.4967
0.7699
0.5033
4.49
81.62
6
13.71
9.6
15.4
3.55
59.4
0.6962
1.0791
0.3038
4.77
93.36
7
11.13
10.53
76.2
1.72
69.3
0.8249
1.2786
0.1751
3.02
58.84
8
11.43
2.26
63.5
2.84
55.4
0.6882
1.0666
0.3118
6.47
18.04
9
3.54
9.06
38.6
2.73
17.5
0.5829
0.9035
0.4171
4.18
57.77
10
7.4
5.84
56.1
1.76
45.6
0.7836
1.2146
0.2164
2.9
30.6
11
6.45
7.08
93.4
2.17
35.8
0.7341
1.1379
0.2659
1.78
45.62
12
13.12
8.2
100.9
2.82
63.8
0.8114
1.2576
0.1886
2.1
74.36
13
9.73
11.67
71.7
3.73
41.1
0.707
1.0959
0.293
3.38
119.7
14
11.87
11.83
52.4
2.21
65.2
0.7844
1.2159
0.2156
3.74
80.85
15
7.32
4.17
39.8
3.99
29.9
0.7211
1.1177
0.2789
2.14
49.49
16
4.73
9.07
67.4
3.14
21.8
0.6433
0.9971
0.3567
2.09
74.88
17
8.66
9.25
44.6
3.78
36.3
0.6927
1.0737
0.3073
4.41
96.84
18
2.77
4.81
72.1
2.92
13.2
0.5531
0.8574
0.4469
2.61
28.91
19
11.93
2.36
84.4
3
56.3
0.6707
1.0396
0.3293
7.31
19.51
20
9.58
1.45
17.3
3.36
42.7
0.761
1.1796
0.239
2.04
15.93
21
11.1
9.55
10.1
4.28
43.8
0.6543
1.0141
0.3457
5.77
106.89
22
6.25
6.39
33.4
2.98
29.6
0.6426
0.996
0.3574
3.65
49.44
23
13.65
11.84
108.4
3.09
63.4
0.8208
1.2723
0.1792
2.2
119.09
24
12.72
6.11
81.1
3.31
57.1
0.8231
1.2759
0.1769
2.08
65.66
25
11.34
11.76
28.9
3.71
48.1
0.6943
1.0761
0.3057
4.91
118.87
26
4.34
5.53
107.9
1.72
27
0.5689
0.8818
0.4311
4.99
18.47
27
7.6
9.73
61.7
3.05
35.6
0.6959
1.0787
0.3041
2.86
82.06
28
2.53
1.93
62.4
2.94
12
0.4714
0.7306
0.5286
6.44
10.88
29
3.85
7.11
112.9
4.27
15.2
0.5667
0.8784
0.4333
3.02
68.76
30
10.2
9.82
16.5
2.98
48.2
0.6915
1.0719
0.3085
6.07
78.02
31
10.94
11.17
33.7
2.9
52.4
0.7167
1.1109
0.2833
4.61
92.9
32
13.61
10.05
74.4
4.39
53.1
0.7853
1.2173
0.2147
3.36
139.9
33
5.91
1.41
31.5
2.85
28.6
0.5704
0.8841
0.4296
5.68
9.16
34
6.45
5.1
84.7
2.04
36.8
0.6765
1.0486
0.3235
3.7
27.76
35
7.63
1.54
33.6
2.15
42.5
0.6695
1.0376
0.3305
5.09
9.2
36
4.27
2.2
20.9
1.79
26.1
0.6515
1.0098
0.3485
1.96
13.17
37
3.56
8.43
32.8
1.5
23.7
0.5757
0.8923
0.4243
4.36
27.26
38
7.71
8.85
56.5
2.8
37.6
0.7089
1.0988
0.2911
3.79
69.6
39
4.72
9.51
29.4
3.81
19.8
0.5856
0.9078
0.4144
4.7
82.63
40
10.04
10.52
24.8
3.7
42.6
0.6768
1.0491
0.3232
5.46
103.32
41
7.25
9.13
104.6
1.6
46.8
0.7387
1.1449
0.2613
2.27
42.5
42
11.99
9.81
45.2
3.21
54.7
0.7576
1.1743
0.2424
4.6
96.31
43
10.4
1.54
49.7
1.96
60.6
0.6718
1.0413
0.3282
6.47
10.72
44
5.75
3.58
16.1
4.32
22.6
0.6035
0.9354
0.3965
4.96
37.59
45
11.99
7.84
49.3
2
69.2
0.7982
1.2372
0.2018
3
48.96
46
11.66
10.44
39.1
3.38
51.8
0.7095
1.0997
0.2905
4.03
102.68
47
6.65
1.05
77.2
2.48
34.5
0.5976
0.9262
0.4024
6.02
5.5
48
5.46
6.66
32.6
3.42
24.1
0.6091
0.9441
0.3909
4.75
54.06
49
10.19
8.45
107.7
2.74
50.3
0.7679
1.1902
0.2321
2.51
67.53
50
3.68
1.33
112.3
3.78
15.4
0.5126
0.7945
0.4874
6.37
12.24
51
4.4
5.41
21
2.19
24.3
0.5962
0.9241
0.4038
4.78
29.42
52
2.09
10.85
21.8
4.22
8.3
0.4971
0.7706
0.5029
5.31
93.55
53
11.44
8.39
22.7
3
53.9
0.727
1.1268
0.273
5.56
70.23
54
9.98
3.61
78.2
3.77
42
0.6481
1.0046
0.3519
4.94
37.08
55
10.46
10.38
23.4
4.05
42.5
0.6629
1.0275
0.3371
4.84
110.24
56
11.37
4.83
103.8
4.5
43.8
0.6419
0.995
0.3581
5.34
56.29
57
7.51
10.39
93
2.17
41.6
0.7436
1.1525
0.2564
1.47
63.83
58
8.82
4.29
100.2
2.36
46.9
0.6619
1.026
0.3381
6.39
28.69
59
3.68
7.49
67.9
2.25
20
0.5844
0.9058
0.4156
2.12
40.15
60
3.37
5.37
119.6
2.29
18.2
0.5281
0.8186
0.4719
6.03
25.58
61
10.02
4.02
14.9
3.25
45.4
0.689
1.068
0.311
5.3
36.55
62
7.65
10.75
54.1
4.48
29.5
0.6674
1.0345
0.3326
3.61
125.94
63
8.78
3.06
45.6
4.47
33.9
0.6621
1.0263
0.3379
2.69
34.98
64
11.18
1.93
114.4
3.08
52
0.6491
1.0061
0.3509
6.55
14.58
65
9.62
4.76
73.5
3.42
42.5
0.7394
1.1461
0.2606
3.47
44.77
66
8.64
8.89
98.7
4.08
34.9
0.7335
1.1369
0.2665
1.77
106.5
67
8.71
9.88
28.7
4.3
34.3
0.6351
0.9844
0.3649
4.44
108.42
68
5.65
11.99
117.6
2.11
31.7
0.6846
1.0612
0.3154
2.51
67.44
69
2.37
4.26
64.9
3.09
11
0.5497
0.852
0.4503
3.14
29.08
70
7.24
5.49
64.3
4
29.6
0.6484
1.005
0.3516
1.21
55.83
71
4.58
2.51
116.8
2.41
24.1
0.5256
0.8146
0.4744
6.01
13.03
72
6.9
7.32
51.9
2.82
33.6
0.6815
1.0563
0.3185
3.46
54.67
73
12.24
11.97
53.7
4.46
47.3
0.7424
1.1507
0.2576
4.16
155.25
74
4.81
8.71
74.3
4.46
18.6
0.6011
0.9317
0.3989
2.06
93.76
75
2.7
7.55
24.1
4.22
10.7
0.5104
0.7911
0.4896
4.5
64.13
76
5.38
5.32
45.3
3.9
22.2
0.6487
1.0055
0.3513
2.37
56.13
77
5.52
11.07
31.3
2.31
29.7
0.6542
1.014
0.3458
5.02
66.11
78
9.94
6.47
21.4
2.46
51.7
0.7131
1.1053
0.2869
3.98
43.49
79
8.68
2.48
105.3
3.14
40
0.6272
0.9722
0.3728
6.16
21.14
80
11.41
5.02
74.8
3.18
52.2
0.7945
1.2315
0.2055
2.97
51.1
81
9.97
1.74
49.5
3.02
46.9
0.6322
0.9799
0.3678
6.39
14.2
82
6.88
3.22
55
3.41
30.4
0.663
1.0276
0.337
4.03
30.57
83
11.77
1.19
57.5
2.72
58.2
0.6744
1.0453
0.3256
6.01
7.7
84
4
5.99
79.6
3.75
16.9
0.5982
0.9271
0.4018
2.46
52.85
85
2.27
7.98
111.9
2.5
11.7
0.5507
0.8536
0.4493
2.97
43.18
86
3.08
4.78
112.6
2.49
15.9
0.5023
0.7786
0.4977
6.19
21.7
87
10.67
5.62
53.1
1.88
63.5
0.8096
1.2548
0.1904
2.21
33.47
88
7.54
11.55
46.2
2.07
42.8
0.6998
1.0846
0.3002
4.18
68.01
89
3.94
9.27
59.6
4.05
16
0.5888
0.9127
0.4112
2.8
87.78
90
8.01
6.95
72.5
2.84
38.8
0.7301
1.1317
0.2699
1.99
54.91
91
3.83
4.13
60.8
2.18
21.2
0.6168
0.9561
0.3832
3.29
19.65
92
10.36
10.87
82.5
3.78
43.5
0.7458
1.156
0.2542
2.62
123.53
93
7.35
3.59
71
3.16
33.8
0.6227
0.9651
0.3773
4.61
27.77
94
6.57
4.58
45.3
1.56
42.9
0.7607
1.1791
0.2393
1.88
20.55
95
5.62
11
48
2.45
29.3
0.6481
1.0045
0.3519
4.14
68.59
96
9.56
6.82
51.6
2.03
54.8
0.8203
1.2715
0.1797
2.53
42.73
97
6.34
9.17
20.4
3.47
27.8
0.6019
0.9329
0.3981
5.15
77.74
98
3.05
7.5
28.3
2.33
16.3
0.5459
0.8461
0.4541
4.53
37.03
99
3.42
8.19
89.5
1.69
21.4
0.6457
1.0009
0.3543
2.36
37.47
100
13.54
4.29
52.8
1.66
85.7
0.8942
1.386
0.1058
2.67
25.34