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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
101
12.9
3.66
33.6
3.25
58.5
0.7988
1.2382
0.2012
2.6
39.6
102
10.4
4.55
71.9
1.57
67.9
0.8007
1.241
0.1993
2.86
22.91
103
5.19
2.71
93.1
4.05
21.1
0.5452
0.8451
0.4548
6.14
24.91
104
13.63
10.62
38.3
1.97
79.4
0.7892
1.2232
0.2108
4.36
66.2
105
11.35
4.12
100.9
3.32
50.8
0.67
1.0385
0.33
5.97
37.12
106
10.6
7.18
112
2.83
51.4
0.758
1.1749
0.242
2.69
61.46
107
7.39
9.71
75.7
2.83
35.9
0.7187
1.1139
0.2813
2.42
77.68
108
5.27
9.62
83.6
1.72
32.8
0.6855
1.0625
0.3145
2.13
47.59
109
3.16
5.82
15.8
3.91
13
0.4939
0.7656
0.5061
4.5
43.06
110
12.83
6.24
114
4.18
51.2
0.696
1.0788
0.304
4.22
71.73
111
7.47
11.94
53.2
1.53
49.3
0.7071
1.096
0.2929
4.49
51.19
112
4.43
8.42
111.6
2.04
25.3
0.6326
0.9806
0.3674
2.39
43.47
113
5.67
9.96
73.7
4.21
22.6
0.6234
0.9663
0.3766
3.73
102.73
114
8.95
10.93
10.5
3.15
41.2
0.6418
0.9948
0.3582
5.46
87.76
115
4.12
9.66
14.2
1.95
24.1
0.5708
0.8848
0.4292
5.11
42.26
116
12.28
3.04
84.8
2.11
69
0.7088
1.0986
0.2912
6.42
15.57
117
11.1
7.18
71.9
3.48
48.6
0.7675
1.1896
0.2325
2.16
75.85
118
10.63
2.12
12.9
3.67
45.3
0.7493
1.1614
0.2507
3.45
21.43
119
7.19
8.18
91.8
3.3
32.3
0.7091
1.0991
0.2909
2.83
73.04
120
9.53
11.51
103.7
4.36
37.3
0.7194
1.115
0.2806
1.9
142.86
121
9.01
6.64
64.6
2.98
42.6
0.7407
1.1481
0.2593
2.44
58.7
122
9.8
5.76
61.2
2.4
51.6
0.7809
1.2104
0.2191
2.09
43.49
123
3.01
1.39
10.6
2.93
14.4
0.5766
0.8937
0.4234
2.04
10.17
124
6.99
11.56
96.5
2.58
35.5
0.715
1.1083
0.285
2.73
81.34
125
2.5
2.13
46.4
2.17
13.8
0.4975
0.7712
0.5025
6.1
7.07
126
7.93
1.45
106.7
1.64
50.6
0.6666
1.0332
0.3334
6.16
9.23
127
5.96
3.71
51
2.56
30.4
0.648
1.0044
0.352
2.45
22.7
128
3.73
1.72
72.2
3.63
16
0.5103
0.791
0.4897
5.81
13.53
129
3.24
6.01
39.7
1.56
21.2
0.622
0.9641
0.378
2.55
21.94
130
9.05
6.68
27.7
2.82
44
0.6979
1.0817
0.3021
4.58
52.01
131
4.05
4.44
95.2
3.43
17.8
0.5656
0.8767
0.4344
5.33
33.1
132
13.1
1.56
64.6
3.33
58.6
0.6776
1.0502
0.3224
6.06
14.76
133
8.97
2.23
69
3.83
37.4
0.6206
0.9619
0.3794
6.57
21.13
134
6.16
5.23
116.2
3.93
25.4
0.5771
0.8945
0.4229
5.51
46.22
135
9.09
1.67
116
3.64
38.9
0.6216
0.9635
0.3784
6.31
13.3
136
2.27
8.68
104.1
1.81
13.8
0.5775
0.8951
0.4225
2.36
36.23
137
13.5
3.28
30.6
2.93
64.5
0.8284
1.284
0.1716
1.7
29.57
138
7.79
4.32
75.4
3.31
34.9
0.6792
1.0527
0.3208
3.61
39.05
139
11.39
5.34
106.6
2.24
62.2
0.7618
1.1807
0.2382
5.09
39.87
140
2.99
5.58
51.2
1.63
19.2
0.6147
0.9527
0.3853
2.59
24.1
141
7.84
1.02
21.1
2.17
43.4
0.6833
1.0591
0.3167
5.79
7.05
142
7.89
2.23
99.2
2.86
38.1
0.609
0.9439
0.391
6.23
15.27
143
13.25
10.49
63
2.74
65.4
0.809
1.2539
0.191
3.69
89.06
144
8.86
1.01
72.1
2.03
50.8
0.6553
1.0156
0.3447
6.19
3.35
145
7.68
6.59
118
3.97
31.5
0.6605
1.0238
0.3395
4.91
70.28
146
5.2
6.38
76.8
4.28
20.5
0.6601
1.0232
0.3399
1.61
70.06
147
5.98
4.66
56.7
2.1
33.7
0.7027
1.0891
0.2973
2.62
26.21
148
8.25
5.74
50.7
4.29
32.5
0.6608
1.0243
0.3392
2.02
64.1
149
7.27
9.59
55.9
1.55
47.6
0.7276
1.1278
0.2724
4.2
41.24
150
2.26
10.25
23
4.27
8.9
0.5071
0.786
0.4929
5.18
86.01
151
11.92
3.86
97.4
4.36
46.6
0.6677
1.0349
0.3323
5.82
44.34
152
12.75
4.55
102.1
1.54
84
0.7743
1.2001
0.2257
5.57
20.04
153
3.68
3.67
41.3
3.79
15.4
0.6077
0.9419
0.3923
2.32
32.26
154
8.65
6.28
43.4
4.41
33.6
0.6917
1.0721
0.3083
3.35
74.53
155
3.3
8.52
106.2
4.22
13.1
0.591
0.9161
0.409
2.1
84.69
156
10.07
3.51
12.6
4.41
39.1
0.6892
1.0682
0.3108
4.41
41.85
157
5.37
4.64
67.3
3.15
24.7
0.6627
1.0272
0.3373
3.01
38.01
158
9.91
11.23
61
1.73
61.5
0.7843
1.2156
0.2157
3.63
61.3
159
10.72
1.53
85.9
4.05
43.5
0.6546
1.0147
0.3454
5.98
15.86
160
11.22
6.07
28
3.34
50.1
0.7264
1.126
0.2736
3.62
57.8
161
3.29
8.83
83.5
3.34
14.7
0.5753
0.8917
0.4247
2.24
67.83
162
12.99
2.65
51.4
2.75
63.9
0.778
1.2058
0.222
5.29
23.47
163
4.76
1.52
78.1
3.22
21.7
0.5438
0.8428
0.4562
7.15
10.29
164
2.45
2.52
14.4
1.96
14.3
0.5679
0.8803
0.4321
3.76
11.21
165
8.66
11.11
60.8
3.72
36.7
0.6863
1.0638
0.3137
3.67
110.89
166
6.45
1.1
67.4
1.73
40.1
0.619
0.9595
0.381
6.8
3.36
167
11.96
3.07
33.6
3.69
50.8
0.7847
1.2163
0.2153
1.73
36.3
168
11.7
1.34
25.4
4.05
47.5
0.726
1.1253
0.274
4.53
16.28
169
5.81
2.22
30.7
2.92
27.8
0.671
1.0401
0.329
2.15
17.84
170
13.43
7.82
47.9
3.03
63
0.7664
1.1879
0.2336
2.77
72.2
171
5.49
3.66
20.6
2.44
28.7
0.6425
0.9959
0.3575
3.61
22.71
172
8.18
7.26
114.2
4.41
31.8
0.6954
1.0779
0.3046
3.28
89.03
173
5.07
7.49
54.5
3.7
21.5
0.615
0.9533
0.385
3.06
68.78
174
13.23
10.34
99
2.61
66.9
0.8082
1.2527
0.1918
2.34
87.5
175
3.98
1.05
117.2
2.02
22.8
0.5751
0.8915
0.4249
6.6
4.69
176
2.54
10.39
18.9
2.16
14.1
0.5326
0.8256
0.4674
5.33
49.29
177
7.22
7.81
81.7
2.89
34.7
0.7103
1.101
0.2897
2
63.75
178
13.91
2.79
105.9
4.33
54.6
0.6733
1.0436
0.3267
6.66
33.08
179
12.7
9.5
79.8
3.7
53.9
0.8016
1.2424
0.1984
2.11
111.89
180
10.98
10.41
57.2
2.15
61.2
0.7708
1.1948
0.2292
3.69
68.43
181
12.69
3.8
57.4
4.08
51.3
0.7788
1.2071
0.2212
3.21
46.57
182
12.72
11.11
13.9
2.63
64
0.7469
1.1577
0.2531
5.03
87.44
183
8.23
6
68.8
4.06
33.4
0.7082
1.0978
0.2918
2.03
72.37
184
5.79
7.64
119.3
2.23
31.7
0.6714
1.0406
0.3286
2.9
44.53
185
11.26
11.83
115.5
3.36
50.2
0.777
1.2043
0.223
1.88
122.04
186
9.94
4.98
14.4
4.28
39.2
0.6843
1.0607
0.3157
4.24
56.95
187
6.48
9.94
87.6
2.27
35.1
0.6942
1.076
0.3058
2.8
61.31
188
3.13
4.5
43.2
3.58
13.5
0.5516
0.855
0.4484
2.55
37.45
189
10.96
9.79
109.3
4.46
42.4
0.7583
1.1753
0.2417
2.22
129.93
190
5.15
7.61
15
1.95
30.1
0.6266
0.9713
0.3734
5.84
36.07
191
13.24
3.38
112.9
1.77
81.4
0.7516
1.165
0.2484
6.42
15.34
192
4.89
5.55
102.1
3.52
21.3
0.5889
0.9128
0.4111
5.6
44.4
193
3.47
4.49
22.9
2.52
17.9
0.5701
0.8837
0.4299
3.63
22.95
194
11.97
1.86
16.6
1.71
74.7
0.864
1.3392
0.136
2.36
11.83
195
3.84
1.33
101.8
2.93
18.3
0.5205
0.8069
0.4795
6.34
12.2
196
4.15
4.81
27.1
3.76
17.5
0.57
0.8835
0.43
3.63
40.22
197
9.19
1.21
68.8
2.36
48.9
0.6557
1.0164
0.3443
6.83
4.88
198
12.49
2.82
110.7
2.51
64.5
0.737
1.1423
0.263
6.45
21.93
199
4.36
8.98
72.4
4.04
17.7
0.5726
0.8875
0.4274
3.22
80.92
200
5.72
8.79
53.7
3.06
26.7
0.6466
1.0023
0.3534
3.37
70.69