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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
201
11.33
9.12
59
4.03
46.1
0.7116
1.1029
0.2884
3.23
102.95
202
13.66
4.49
16.9
2.84
66.2
0.7703
1.1939
0.2297
3.96
37.85
203
8.01
10.79
116.6
4.36
31.3
0.6873
1.0653
0.3127
2.17
127.51
204
3.73
7.53
44.2
3.45
16.4
0.5405
0.8378
0.4595
3.33
56.69
205
2.17
2.39
30.8
1.85
13
0.576
0.8927
0.424
1.98
9.7
206
4.76
2.58
41.5
4.16
19
0.5847
0.9063
0.4153
3.04
24.04
207
3.58
8.62
116.1
2.97
17
0.5649
0.8756
0.4351
3.43
56.85
208
10.13
2.9
20.4
1.92
59.6
0.8045
1.247
0.1955
2.78
15.86
209
3.46
6.58
105.4
1.96
20.2
0.6199
0.9608
0.3801
2.75
32.16
210
8.08
11.91
87.9
3.56
34.9
0.7177
1.1124
0.2823
2.47
117.68
211
10.33
1.04
101.3
1.64
65.8
0.7156
1.1091
0.2844
6.48
4.18
212
8.97
1.18
117.3
2.36
47.7
0.6569
1.0182
0.3431
6.72
8.38
213
4.4
11.92
102.6
1.92
25.9
0.6749
1.0461
0.3251
2.57
61.51
214
11.65
7.43
113.8
2.82
56.6
0.8036
1.2455
0.1964
3.29
67.52
215
10.58
2.4
24
2.74
52.2
0.8051
1.2479
0.1949
1.8
20.82
216
10.87
10.87
97.5
3.07
50.7
0.7633
1.1831
0.2367
2.39
102.29
217
3.57
10.68
70
2.34
19.1
0.5991
0.9287
0.4009
2.73
60.56
218
3.49
6.9
69.8
1.6
22.5
0.6469
1.0027
0.3531
1.8
28.82
219
13.13
7.84
108.9
3.34
58.6
0.7723
1.1971
0.2277
2.13
81.4
220
6.77
4.01
116.9
2.62
34.1
0.6108
0.9468
0.3892
5.98
26.47
221
5.61
1.56
87.5
3.45
24.7
0.5907
0.9156
0.4093
6.93
11.89
222
7.86
7.54
63.1
1.83
47.5
0.7703
1.1939
0.2297
2.69
39.9
223
9.95
4.24
60.2
1.54
65.5
0.84
1.302
0.16
2.98
22.34
224
13.47
8.3
52.5
2.24
73.4
0.8256
1.2796
0.1744
3.19
61.62
225
5.44
10.2
49.8
2.87
26.2
0.6229
0.9654
0.3771
4.14
73.69
226
13.1
1.2
53.1
2.68
65.3
0.7146
1.1076
0.2854
5.8
7.68
227
2.3
7.55
19.9
3.93
9.5
0.4831
0.7488
0.5169
5.14
55.33
228
8.66
3.54
18.5
2.63
43.6
0.6981
1.0821
0.3019
3.74
26.44
229
9.61
10.61
95.8
3.09
44.6
0.772
1.1966
0.228
2.49
100
230
3.27
3.79
59.1
3.28
14.7
0.5857
0.9079
0.4143
3.29
25.96
231
3.68
7.72
112.4
1.57
24
0.6204
0.9616
0.3796
2.33
30.19
232
7.03
7.09
77.3
3.05
32.9
0.7169
1.1112
0.2831
1.4
58.39
233
13.59
5.36
13.9
2.53
69.7
0.7659
1.1871
0.2341
4.53
39.69
234
9.15
8.45
27.3
2.76
45
0.7009
1.0863
0.2991
4.78
66.75
235
13.2
8.98
32.6
1.8
80.3
0.8108
1.2567
0.1892
4.66
54.58
236
11.65
7.24
117.3
3.85
48.5
0.7536
1.1681
0.2464
2.87
81.13
237
7.61
9.34
34.1
4.33
29.9
0.6327
0.9806
0.3673
3.98
100.6
238
11.42
11.82
66.7
1.57
74.5
0.8381
1.299
0.1619
3.19
61.4
239
2.21
5.61
113
3.3
9.9
0.4983
0.7723
0.5017
4.94
39.19
240
3.31
6.66
117.5
3.79
13.9
0.5504
0.8532
0.4496
3.52
54.2
241
11.95
1.14
36
2.35
63.6
0.6923
1.0731
0.3077
5.92
6.61
242
11.56
9.76
15.4
3.86
48
0.7236
1.1216
0.2764
4.86
110.1
243
4.79
6.72
26.9
3.4
21.2
0.5931
0.9193
0.4069
4.26
52.97
244
8.37
5.49
17
4.29
33
0.6525
1.0114
0.3475
4.14
61.76
245
9.27
2.03
31.5
4.44
35.9
0.668
1.0354
0.332
3.04
21.65
246
12.41
10.79
72.5
1.63
79.5
0.8297
1.286
0.1703
3.43
57.29
247
9.24
5.35
110.4
2.83
44.8
0.6957
1.0783
0.3043
4.74
39.17
248
6.95
8.51
69.1
3.14
32
0.6906
1.0705
0.3094
2.41
71.37
249
6.49
2.64
78.9
1.94
38
0.5915
0.9169
0.4085
6.88
13.25
250
7.11
11.58
32.2
2.51
36.7
0.6716
1.0409
0.3284
4.57
77.02
251
9.82
2.96
98.1
4.46
38
0.6111
0.9472
0.3889
6.27
31.46
252
12.41
3.19
78
1.55
81.4
0.7764
1.2035
0.2236
6.59
14.06
253
7.45
10.45
105.1
2.86
36
0.7158
1.1095
0.2842
1.93
84.14
254
4.97
11.04
114.4
4.03
20.2
0.6288
0.9747
0.3712
2.47
110.96
255
4.84
3.33
48.3
2.47
25.1
0.6602
1.0234
0.3398
2.87
22.98
256
10.95
6.17
20
2.94
52.2
0.709
1.099
0.291
4.41
46.87
257
11.8
9.07
34.9
4.43
45.7
0.6907
1.0706
0.3093
4.48
108.52
258
3.26
10.66
58.2
2.92
15.6
0.5597
0.8676
0.4403
3.69
69.22
259
2.8
5.17
114
1.89
16.6
0.5398
0.8367
0.4602
6.08
20.73
260
9.13
6.69
51.6
1.66
58
0.7736
1.1991
0.2264
2.41
34.45
261
3.75
9.16
94.8
4.34
14.7
0.5617
0.8707
0.4383
2.04
88.58
262
11.9
9.04
69.5
2.3
64.1
0.8249
1.2787
0.1751
2.61
67.28
263
5.72
9.61
30.1
3.01
26.9
0.6018
0.9328
0.3982
4.88
68.08
264
3.73
7.27
45.3
1.77
22.9
0.6115
0.9478
0.3885
2.81
30.76
265
13.05
2.15
81.9
2.77
64
0.6777
1.0504
0.3223
6.91
17.69
266
3.99
10.94
84
4.29
15.7
0.5717
0.8862
0.4283
2.83
105
267
5.42
10.52
57.8
3.01
25.5
0.626
0.9702
0.374
3.02
78.19
268
3.84
9.78
35.2
4.41
14.9
0.5557
0.8614
0.4443
4.88
95.08
269
3.39
2.1
89.4
2.28
18.3
0.5096
0.7899
0.4904
7.39
11.96
270
2.25
3.25
28.6
3.01
10.6
0.5749
0.8911
0.4251
2.69
21.8
271
2.66
9.18
113
4.08
10.8
0.5446
0.8442
0.4554
2.68
82.03
272
4.1
1.25
30.7
2.84
19.8
0.5273
0.8174
0.4727
6.17
9.29
273
2.64
11.77
21.8
2.34
14.1
0.5456
0.8457
0.4544
4.43
59.27
274
9.09
5.15
64.7
4.07
36.8
0.7222
1.1195
0.2778
1.41
59.45
275
10.17
8.91
67.2
2.67
50.8
0.7581
1.1751
0.2419
2.79
70.8
276
6.72
10.76
65.9
3.09
31.2
0.6617
1.0257
0.3383
3.03
86.66
277
5.82
5.34
58
4.43
22.6
0.6619
1.0259
0.3381
1.64
63.17
278
8.05
4.51
119.4
2.06
45.8
0.6757
1.0473
0.3243
6.31
25.15
279
12.5
7.7
63.5
2.4
65.8
0.8107
1.2567
0.1893
2.7
59.65
280
12.21
7.39
62.6
1.59
79
0.8585
1.3306
0.1415
1.8
38.27
281
2.52
5.5
56.4
2.68
12.6
0.5718
0.8863
0.4282
1.86
31.81
282
4.18
7.62
17.4
2.1
23.5
0.5696
0.883
0.4304
5.54
39.25
283
4.84
11.29
75.2
3.54
21
0.6088
0.9437
0.3912
2.6
95.9
284
4.99
6.14
35.1
2.04
28.5
0.6453
1.0003
0.3547
3.8
30.87
285
8.85
3.16
80.1
3.52
38.5
0.6448
0.9995
0.3552
6.05
30.57
286
7
5.15
15.6
2.29
37.7
0.6814
1.0562
0.3186
4.86
32.19
287
2.59
5.34
118
2.57
13.2
0.5001
0.7752
0.4999
6.13
27.93
288
6.48
2.44
61.6
2.55
33.2
0.6015
0.9323
0.3985
6.53
14.58
289
8.29
2.79
108.6
3.65
35.4
0.6182
0.9582
0.3818
6.86
24.42
290
3.22
8.53
62.3
2.9
15.4
0.5685
0.8811
0.4315
2.32
55.32
291
12
4.73
16.6
2.58
61
0.7627
1.1822
0.2373
4.88
34.8
292
2.62
11.5
100.4
4.06
10.6
0.5487
0.8505
0.4513
1.97
101.11
293
13.1
3.68
81.3
3.22
59.6
0.7013
1.087
0.2987
5.79
33.24
294
3.19
2.09
96
2.14
17.8
0.5037
0.7808
0.4963
6.6
11.68
295
12.12
9.29
57.1
4.2
48.3
0.7638
1.1839
0.2362
3.45
117.91
296
12.83
10.69
80.2
2.53
65.9
0.8137
1.2613
0.1863
2.84
83.43
297
13.75
4.06
104.2
1.62
88.3
0.7881
1.2215
0.2119
5.94
20.3
298
11.62
3.22
79.4
2.98
54.9
0.6813
1.056
0.3187
5.62
30
299
11.35
3.04
48.2
1.87
67.8
0.8103
1.256
0.1897
3.6
19.54
300
9.71
6.74
82.9
2.22
53.3
0.8269
1.2817
0.1731
2.18
47.6