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Andrea Maldonado commited on
Commit
360b563
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1 Parent(s): c407852

Notebooks run

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Files changed (3) hide show
  1. notebooks/experiment_grid_2obj_configfiles_fabric.ipynb +530 -95
  2. notebooks/gedi_fig6_benchmark_boxplots.ipynb +0 -0
  3. notebooks/gedi_figs4and5_representativeness.ipynb +0 -0
notebooks/experiment_grid_2obj_configfiles_fabric.ipynb CHANGED
@@ -64,7 +64,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 12,
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  "id": "2be119c8",
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  "metadata": {},
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  "outputs": [
@@ -72,48 +72,48 @@
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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- "21 [('epa_normalized_sequence_entropy_linear_forgetting', 'ratio_most_common_variant'), ('ratio_top_10_variants', 'ratio_variants_per_number_of_traces'), ('epa_normalized_sequence_entropy_linear_forgetting', 'ratio_variants_per_number_of_traces'), ('epa_normalized_variant_entropy', 'ratio_most_common_variant'), ('epa_normalized_variant_entropy', 'ratio_variants_per_number_of_traces'), ('epa_normalized_sequence_entropy_linear_forgetting', 'ratio_top_10_variants'), ('epa_normalized_sequence_entropy', 'epa_normalized_variant_entropy'), ('epa_normalized_sequence_entropy_exponential_forgetting', 'epa_normalized_variant_entropy'), ('epa_normalized_sequence_entropy', 'ratio_most_common_variant'), ('epa_normalized_variant_entropy', 'ratio_top_10_variants'), ('epa_normalized_sequence_entropy_exponential_forgetting', 'ratio_most_common_variant'), ('epa_normalized_sequence_entropy', 'ratio_variants_per_number_of_traces'), ('epa_normalized_sequence_entropy_exponential_forgetting', 'ratio_variants_per_number_of_traces'), ('epa_normalized_sequence_entropy', 'epa_normalized_sequence_entropy_exponential_forgetting'), ('epa_normalized_sequence_entropy', 'epa_normalized_sequence_entropy_linear_forgetting'), ('epa_normalized_sequence_entropy_exponential_forgetting', 'epa_normalized_sequence_entropy_linear_forgetting'), ('epa_normalized_sequence_entropy', 'ratio_top_10_variants'), ('ratio_most_common_variant', 'ratio_variants_per_number_of_traces'), ('epa_normalized_sequence_entropy_exponential_forgetting', 'ratio_top_10_variants'), ('epa_normalized_sequence_entropy_linear_forgetting', 'epa_normalized_variant_entropy'), ('ratio_most_common_variant', 'ratio_top_10_variants')]\n",
76
  "121\n",
77
- "Saved experiment in ../data/grid_2obj/grid_2objectives_enself_rmcv.csv\n",
78
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enself_rmcv.json\n",
79
- "Saved experiment in ../data/grid_2obj/grid_2objectives_rt10v_rvpnot.csv\n",
80
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_rt10v_rvpnot.json\n",
81
- "Saved experiment in ../data/grid_2obj/grid_2objectives_enself_rvpnot.csv\n",
82
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enself_rvpnot.json\n",
83
- "Saved experiment in ../data/grid_2obj/grid_2objectives_enve_rmcv.csv\n",
84
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enve_rmcv.json\n",
85
- "Saved experiment in ../data/grid_2obj/grid_2objectives_enve_rvpnot.csv\n",
86
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enve_rvpnot.json\n",
87
  "Saved experiment in ../data/grid_2obj/grid_2objectives_enself_rt10v.csv\n",
88
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enself_rt10v.json\n",
89
- "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_enve.csv\n",
90
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_enve.json\n",
91
  "Saved experiment in ../data/grid_2obj/grid_2objectives_enseef_enve.csv\n",
92
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enseef_enve.json\n",
93
- "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_rmcv.csv\n",
94
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_rmcv.json\n",
95
- "Saved experiment in ../data/grid_2obj/grid_2objectives_enve_rt10v.csv\n",
96
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enve_rt10v.json\n",
97
- "Saved experiment in ../data/grid_2obj/grid_2objectives_enseef_rmcv.csv\n",
98
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enseef_rmcv.json\n",
99
  "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_rvpnot.csv\n",
100
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_rvpnot.json\n",
101
- "Saved experiment in ../data/grid_2obj/grid_2objectives_enseef_rvpnot.csv\n",
102
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enseef_rvpnot.json\n",
103
- "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_enseef.csv\n",
104
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_enseef.json\n",
105
- "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_enself.csv\n",
106
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_enself.json\n",
107
  "Saved experiment in ../data/grid_2obj/grid_2objectives_enseef_enself.csv\n",
108
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enseef_enself.json\n",
 
 
 
 
 
 
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  "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_rt10v.csv\n",
110
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_rt10v.json\n",
 
 
 
 
111
  "Saved experiment in ../data/grid_2obj/grid_2objectives_rmcv_rvpnot.csv\n",
112
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_rmcv_rvpnot.json\n",
113
- "Saved experiment in ../data/grid_2obj/grid_2objectives_enseef_rt10v.csv\n",
114
- "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enseef_rt10v.json\n",
 
 
 
 
 
 
115
  "Saved experiment in ../data/grid_2obj/grid_2objectives_enself_enve.csv\n",
116
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enself_enve.json\n",
 
 
117
  "Saved experiment in ../data/grid_2obj/grid_2objectives_rmcv_rt10v.csv\n",
118
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_rmcv_rt10v.json\n",
119
  "None\n"
@@ -268,8 +268,11 @@
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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- "(2, 8)\n",
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- "2 Event-Logs: ['BPIC15f5' 'BPIC16wm_p']\n"
 
 
 
273
  ]
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  },
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  {
@@ -311,9 +314,9 @@
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  " <td>0.295803</td>\n",
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  " <td>0.714106</td>\n",
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  " <td>0.000000</td>\n",
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- " <td>0.00000</td>\n",
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- " <td>0.00000</td>\n",
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- " <td>0.00000</td>\n",
317
  " </tr>\n",
318
  " <tr>\n",
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  " <th>1</th>\n",
@@ -322,34 +325,82 @@
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  " <td>0.001730</td>\n",
323
  " <td>0.102076</td>\n",
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  " <td>0.648702</td>\n",
325
- " <td>0.60326</td>\n",
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- " <td>0.34241</td>\n",
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- " <td>0.40458</td>\n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  " </tr>\n",
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  " </tbody>\n",
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  "</table>\n",
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  "</div>"
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  ],
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  "text/plain": [
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- " log ratio_variants_per_number_of_traces ratio_most_common_variant \n",
335
- "0 BPIC16wm_p 0.002882 0.295803 \\\n",
336
- "1 BPIC15f5 0.997405 0.001730 \n",
 
 
 
337
  "\n",
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- " ratio_top_10_variants epa_normalized_variant_entropy \n",
339
- "0 0.714106 0.000000 \\\n",
340
- "1 0.102076 0.648702 \n",
 
 
 
341
  "\n",
342
- " epa_normalized_sequence_entropy \n",
343
- "0 0.00000 \\\n",
344
- "1 0.60326 \n",
 
 
 
345
  "\n",
346
  " epa_normalized_sequence_entropy_linear_forgetting \n",
347
- "0 0.00000 \\\n",
348
- "1 0.34241 \n",
 
 
 
349
  "\n",
350
  " epa_normalized_sequence_entropy_exponential_forgetting \n",
351
- "0 0.00000 \n",
352
- "1 0.40458 "
 
 
 
353
  ]
354
  },
355
  "execution_count": 7,
@@ -424,9 +475,9 @@
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  " <td>0.295803</td>\n",
425
  " <td>0.714106</td>\n",
426
  " <td>0.000000</td>\n",
427
- " <td>0.00000</td>\n",
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- " <td>0.00000</td>\n",
429
- " <td>0.00000</td>\n",
430
  " </tr>\n",
431
  " <tr>\n",
432
  " <th>1</th>\n",
@@ -435,34 +486,418 @@
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  " <td>0.001730</td>\n",
436
  " <td>0.102076</td>\n",
437
  " <td>0.648702</td>\n",
438
- " <td>0.60326</td>\n",
439
- " <td>0.34241</td>\n",
440
- " <td>0.40458</td>\n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
441
  " </tr>\n",
442
  " </tbody>\n",
443
  "</table>\n",
444
  "</div>"
445
  ],
446
  "text/plain": [
447
- " log ratio_variants_per_number_of_traces ratio_most_common_variant \n",
448
- "0 BPIC16wm_p 0.002882 0.295803 \\\n",
449
- "1 BPIC15f5 0.997405 0.001730 \n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
450
  "\n",
451
- " ratio_top_10_variants epa_normalized_variant_entropy \n",
452
- "0 0.714106 0.000000 \\\n",
453
- "1 0.102076 0.648702 \n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
454
  "\n",
455
- " epa_normalized_sequence_entropy \n",
456
- "0 0.00000 \\\n",
457
- "1 0.60326 \n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
458
  "\n",
459
- " epa_normalized_sequence_entropy_linear_forgetting \n",
460
- "0 0.00000 \\\n",
461
- "1 0.34241 \n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
462
  "\n",
463
- " epa_normalized_sequence_entropy_exponential_forgetting \n",
464
- "0 0.00000 \n",
465
- "1 0.40458 "
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
466
  ]
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  },
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  "execution_count": 8,
@@ -482,7 +917,7 @@
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  },
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  {
484
  "cell_type": "code",
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- "execution_count": 13,
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  "id": "44909860",
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  "metadata": {},
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  "outputs": [
@@ -491,26 +926,26 @@
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  "output_type": "stream",
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  "text": [
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  "21\n",
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- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enself_rmcv.json\n",
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- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_rt10v_rvpnot.json\n",
496
- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enself_rvpnot.json\n",
497
- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enve_rmcv.json\n",
498
- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enve_rvpnot.json\n",
499
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enself_rt10v.json\n",
500
- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_enve.json\n",
501
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enseef_enve.json\n",
502
- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_rmcv.json\n",
503
- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enve_rt10v.json\n",
504
- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enseef_rmcv.json\n",
505
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_rvpnot.json\n",
506
- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enseef_rvpnot.json\n",
507
- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_enseef.json\n",
508
- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_enself.json\n",
509
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enseef_enself.json\n",
 
 
 
510
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_rt10v.json\n",
 
 
511
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_rmcv_rvpnot.json\n",
512
- "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enseef_rt10v.json\n",
 
 
 
513
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enself_enve.json\n",
 
514
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_rmcv_rt10v.json\n",
515
  "None\n"
516
  ]
@@ -614,22 +1049,22 @@
614
  "name": "stdout",
615
  "output_type": "stream",
616
  "text": [
617
- "7 experiments: [('ratio_top_10_variants',), ('ratio_variants_per_number_of_traces',), ('epa_normalized_variant_entropy',), ('epa_normalized_sequence_entropy_linear_forgetting',), ('epa_normalized_sequence_entropy_exponential_forgetting',), ('epa_normalized_sequence_entropy',), ('ratio_most_common_variant',)]\n",
618
  "11\n",
619
- "Saved experiment in ../data/grid_experiments/grid_1objectives_rt10v.csv\n",
620
- "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_rt10v.json\n",
621
- "Saved experiment in ../data/grid_experiments/grid_1objectives_rvpnot.csv\n",
622
- "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_rvpnot.json\n",
623
- "Saved experiment in ../data/grid_experiments/grid_1objectives_enve.csv\n",
624
- "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_enve.json\n",
625
- "Saved experiment in ../data/grid_experiments/grid_1objectives_enself.csv\n",
626
- "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_enself.json\n",
627
  "Saved experiment in ../data/grid_experiments/grid_1objectives_enseef.csv\n",
628
  "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_enseef.json\n",
629
- "Saved experiment in ../data/grid_experiments/grid_1objectives_ense.csv\n",
630
- "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_ense.json\n",
631
  "Saved experiment in ../data/grid_experiments/grid_1objectives_rmcv.csv\n",
632
  "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_rmcv.json\n",
 
 
 
 
 
 
 
 
633
  "None\n"
634
  ]
635
  }
 
64
  },
65
  {
66
  "cell_type": "code",
67
+ "execution_count": 3,
68
  "id": "2be119c8",
69
  "metadata": {},
70
  "outputs": [
 
72
  "name": "stdout",
73
  "output_type": "stream",
74
  "text": [
75
+ "21 [('epa_normalized_sequence_entropy_linear_forgetting', 'ratio_top_10_variants'), ('epa_normalized_sequence_entropy_exponential_forgetting', 'epa_normalized_variant_entropy'), ('epa_normalized_variant_entropy', 'ratio_variants_per_number_of_traces'), ('epa_normalized_sequence_entropy_linear_forgetting', 'ratio_most_common_variant'), ('epa_normalized_sequence_entropy', 'ratio_variants_per_number_of_traces'), ('epa_normalized_sequence_entropy_exponential_forgetting', 'ratio_top_10_variants'), ('epa_normalized_sequence_entropy_exponential_forgetting', 'epa_normalized_sequence_entropy_linear_forgetting'), ('epa_normalized_sequence_entropy', 'epa_normalized_variant_entropy'), ('epa_normalized_sequence_entropy_exponential_forgetting', 'ratio_most_common_variant'), ('ratio_top_10_variants', 'ratio_variants_per_number_of_traces'), ('epa_normalized_sequence_entropy', 'ratio_top_10_variants'), ('epa_normalized_variant_entropy', 'ratio_top_10_variants'), ('epa_normalized_sequence_entropy', 'epa_normalized_sequence_entropy_linear_forgetting'), ('ratio_most_common_variant', 'ratio_variants_per_number_of_traces'), ('epa_normalized_variant_entropy', 'ratio_most_common_variant'), ('epa_normalized_sequence_entropy', 'ratio_most_common_variant'), ('epa_normalized_sequence_entropy_linear_forgetting', 'ratio_variants_per_number_of_traces'), ('epa_normalized_sequence_entropy', 'epa_normalized_sequence_entropy_exponential_forgetting'), ('epa_normalized_sequence_entropy_linear_forgetting', 'epa_normalized_variant_entropy'), ('epa_normalized_sequence_entropy_exponential_forgetting', 'ratio_variants_per_number_of_traces'), ('ratio_most_common_variant', 'ratio_top_10_variants')]\n",
76
  "121\n",
 
 
 
 
 
 
 
 
 
 
77
  "Saved experiment in ../data/grid_2obj/grid_2objectives_enself_rt10v.csv\n",
78
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enself_rt10v.json\n",
 
 
79
  "Saved experiment in ../data/grid_2obj/grid_2objectives_enseef_enve.csv\n",
80
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enseef_enve.json\n",
81
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_enve_rvpnot.csv\n",
82
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enve_rvpnot.json\n",
83
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_enself_rmcv.csv\n",
84
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enself_rmcv.json\n",
 
 
85
  "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_rvpnot.csv\n",
86
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_rvpnot.json\n",
87
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_enseef_rt10v.csv\n",
88
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enseef_rt10v.json\n",
 
 
 
 
89
  "Saved experiment in ../data/grid_2obj/grid_2objectives_enseef_enself.csv\n",
90
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enseef_enself.json\n",
91
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_enve.csv\n",
92
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_enve.json\n",
93
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_enseef_rmcv.csv\n",
94
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enseef_rmcv.json\n",
95
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_rt10v_rvpnot.csv\n",
96
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_rt10v_rvpnot.json\n",
97
  "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_rt10v.csv\n",
98
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_rt10v.json\n",
99
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_enve_rt10v.csv\n",
100
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enve_rt10v.json\n",
101
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_enself.csv\n",
102
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_enself.json\n",
103
  "Saved experiment in ../data/grid_2obj/grid_2objectives_rmcv_rvpnot.csv\n",
104
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_rmcv_rvpnot.json\n",
105
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_enve_rmcv.csv\n",
106
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enve_rmcv.json\n",
107
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_rmcv.csv\n",
108
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_rmcv.json\n",
109
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_enself_rvpnot.csv\n",
110
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enself_rvpnot.json\n",
111
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_ense_enseef.csv\n",
112
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_ense_enseef.json\n",
113
  "Saved experiment in ../data/grid_2obj/grid_2objectives_enself_enve.csv\n",
114
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enself_enve.json\n",
115
+ "Saved experiment in ../data/grid_2obj/grid_2objectives_enseef_rvpnot.csv\n",
116
+ "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_enseef_rvpnot.json\n",
117
  "Saved experiment in ../data/grid_2obj/grid_2objectives_rmcv_rt10v.csv\n",
118
  "Saved experiment config in ../config_files/algorithm/grid_2obj/generator_grid_2objectives_rmcv_rt10v.json\n",
119
  "None\n"
 
268
  "name": "stdout",
269
  "output_type": "stream",
270
  "text": [
271
+ "(26, 8)\n",
272
+ "26 Event-Logs: ['BPIC12' 'BPIC13cp' 'BPIC13inc' 'BPIC13op' 'BPIC14dc_p' 'BPIC14di_p'\n",
273
+ " 'BPIC14dia_p' 'BPIC15f1' 'BPIC15f2' 'BPIC15f3' 'BPIC15f4' 'BPIC15f5'\n",
274
+ " 'BPIC16c_p' 'BPIC16wm_p' 'BPIC17' 'BPIC17ol' 'BPIC19' 'BPIC20a' 'BPIC20b'\n",
275
+ " 'BPIC20c' 'BPIC20d' 'BPIC20e' 'HD' 'RTFMP' 'RWABOCSL' 'SEPSIS']\n"
276
  ]
277
  },
278
  {
 
314
  " <td>0.295803</td>\n",
315
  " <td>0.714106</td>\n",
316
  " <td>0.000000</td>\n",
317
+ " <td>0.000000</td>\n",
318
+ " <td>0.000000</td>\n",
319
+ " <td>0.000000</td>\n",
320
  " </tr>\n",
321
  " <tr>\n",
322
  " <th>1</th>\n",
 
325
  " <td>0.001730</td>\n",
326
  " <td>0.102076</td>\n",
327
  " <td>0.648702</td>\n",
328
+ " <td>0.603260</td>\n",
329
+ " <td>0.342410</td>\n",
330
+ " <td>0.404580</td>\n",
331
+ " </tr>\n",
332
+ " <tr>\n",
333
+ " <th>2</th>\n",
334
+ " <td>BPIC15f1</td>\n",
335
+ " <td>0.975813</td>\n",
336
+ " <td>0.006672</td>\n",
337
+ " <td>0.121768</td>\n",
338
+ " <td>0.652855</td>\n",
339
+ " <td>0.610294</td>\n",
340
+ " <td>0.270241</td>\n",
341
+ " <td>0.363928</td>\n",
342
+ " </tr>\n",
343
+ " <tr>\n",
344
+ " <th>3</th>\n",
345
+ " <td>BPIC19</td>\n",
346
+ " <td>0.047562</td>\n",
347
+ " <td>0.199758</td>\n",
348
+ " <td>0.946368</td>\n",
349
+ " <td>0.645530</td>\n",
350
+ " <td>0.328029</td>\n",
351
+ " <td>0.320185</td>\n",
352
+ " <td>0.320282</td>\n",
353
+ " </tr>\n",
354
+ " <tr>\n",
355
+ " <th>4</th>\n",
356
+ " <td>BPIC14dia_p</td>\n",
357
+ " <td>0.496847</td>\n",
358
+ " <td>0.037455</td>\n",
359
+ " <td>0.552836</td>\n",
360
+ " <td>0.774743</td>\n",
361
+ " <td>0.608350</td>\n",
362
+ " <td>0.305614</td>\n",
363
+ " <td>0.377416</td>\n",
364
  " </tr>\n",
365
  " </tbody>\n",
366
  "</table>\n",
367
  "</div>"
368
  ],
369
  "text/plain": [
370
+ " log ratio_variants_per_number_of_traces \n",
371
+ "0 BPIC16wm_p 0.002882 \\\n",
372
+ "1 BPIC15f5 0.997405 \n",
373
+ "2 BPIC15f1 0.975813 \n",
374
+ "3 BPIC19 0.047562 \n",
375
+ "4 BPIC14dia_p 0.496847 \n",
376
  "\n",
377
+ " ratio_most_common_variant ratio_top_10_variants \n",
378
+ "0 0.295803 0.714106 \\\n",
379
+ "1 0.001730 0.102076 \n",
380
+ "2 0.006672 0.121768 \n",
381
+ "3 0.199758 0.946368 \n",
382
+ "4 0.037455 0.552836 \n",
383
  "\n",
384
+ " epa_normalized_variant_entropy epa_normalized_sequence_entropy \n",
385
+ "0 0.000000 0.000000 \\\n",
386
+ "1 0.648702 0.603260 \n",
387
+ "2 0.652855 0.610294 \n",
388
+ "3 0.645530 0.328029 \n",
389
+ "4 0.774743 0.608350 \n",
390
  "\n",
391
  " epa_normalized_sequence_entropy_linear_forgetting \n",
392
+ "0 0.000000 \\\n",
393
+ "1 0.342410 \n",
394
+ "2 0.270241 \n",
395
+ "3 0.320185 \n",
396
+ "4 0.305614 \n",
397
  "\n",
398
  " epa_normalized_sequence_entropy_exponential_forgetting \n",
399
+ "0 0.000000 \n",
400
+ "1 0.404580 \n",
401
+ "2 0.363928 \n",
402
+ "3 0.320282 \n",
403
+ "4 0.377416 "
404
  ]
405
  },
406
  "execution_count": 7,
 
475
  " <td>0.295803</td>\n",
476
  " <td>0.714106</td>\n",
477
  " <td>0.000000</td>\n",
478
+ " <td>0.000000</td>\n",
479
+ " <td>0.000000</td>\n",
480
+ " <td>0.000000</td>\n",
481
  " </tr>\n",
482
  " <tr>\n",
483
  " <th>1</th>\n",
 
486
  " <td>0.001730</td>\n",
487
  " <td>0.102076</td>\n",
488
  " <td>0.648702</td>\n",
489
+ " <td>0.603260</td>\n",
490
+ " <td>0.342410</td>\n",
491
+ " <td>0.404580</td>\n",
492
+ " </tr>\n",
493
+ " <tr>\n",
494
+ " <th>2</th>\n",
495
+ " <td>BPIC15f1</td>\n",
496
+ " <td>0.975813</td>\n",
497
+ " <td>0.006672</td>\n",
498
+ " <td>0.121768</td>\n",
499
+ " <td>0.652855</td>\n",
500
+ " <td>0.610294</td>\n",
501
+ " <td>0.270241</td>\n",
502
+ " <td>0.363928</td>\n",
503
+ " </tr>\n",
504
+ " <tr>\n",
505
+ " <th>3</th>\n",
506
+ " <td>BPIC19</td>\n",
507
+ " <td>0.047562</td>\n",
508
+ " <td>0.199758</td>\n",
509
+ " <td>0.946368</td>\n",
510
+ " <td>0.645530</td>\n",
511
+ " <td>0.328029</td>\n",
512
+ " <td>0.320185</td>\n",
513
+ " <td>0.320282</td>\n",
514
+ " </tr>\n",
515
+ " <tr>\n",
516
+ " <th>4</th>\n",
517
+ " <td>BPIC14dia_p</td>\n",
518
+ " <td>0.496847</td>\n",
519
+ " <td>0.037455</td>\n",
520
+ " <td>0.552836</td>\n",
521
+ " <td>0.774743</td>\n",
522
+ " <td>0.608350</td>\n",
523
+ " <td>0.305614</td>\n",
524
+ " <td>0.377416</td>\n",
525
+ " </tr>\n",
526
+ " <tr>\n",
527
+ " <th>5</th>\n",
528
+ " <td>BPIC15f2</td>\n",
529
+ " <td>0.995192</td>\n",
530
+ " <td>0.002404</td>\n",
531
+ " <td>0.103365</td>\n",
532
+ " <td>0.627973</td>\n",
533
+ " <td>0.602371</td>\n",
534
+ " <td>0.317217</td>\n",
535
+ " <td>0.390473</td>\n",
536
+ " </tr>\n",
537
+ " <tr>\n",
538
+ " <th>6</th>\n",
539
+ " <td>BPIC15f3</td>\n",
540
+ " <td>0.957417</td>\n",
541
+ " <td>0.010646</td>\n",
542
+ " <td>0.137686</td>\n",
543
+ " <td>0.661781</td>\n",
544
+ " <td>0.605676</td>\n",
545
+ " <td>0.341521</td>\n",
546
+ " <td>0.404934</td>\n",
547
+ " </tr>\n",
548
+ " <tr>\n",
549
+ " <th>7</th>\n",
550
+ " <td>BPIC13cp</td>\n",
551
+ " <td>0.123067</td>\n",
552
+ " <td>0.331540</td>\n",
553
+ " <td>0.840619</td>\n",
554
+ " <td>0.705383</td>\n",
555
+ " <td>0.310940</td>\n",
556
+ " <td>0.286515</td>\n",
557
+ " <td>0.288383</td>\n",
558
+ " </tr>\n",
559
+ " <tr>\n",
560
+ " <th>8</th>\n",
561
+ " <td>BPIC14dc_p</td>\n",
562
+ " <td>0.048444</td>\n",
563
+ " <td>0.074944</td>\n",
564
+ " <td>0.765056</td>\n",
565
+ " <td>0.470758</td>\n",
566
+ " <td>0.419266</td>\n",
567
+ " <td>0.312599</td>\n",
568
+ " <td>0.326719</td>\n",
569
+ " </tr>\n",
570
+ " <tr>\n",
571
+ " <th>9</th>\n",
572
+ " <td>BPIC20a</td>\n",
573
+ " <td>0.009429</td>\n",
574
+ " <td>0.439810</td>\n",
575
+ " <td>0.950095</td>\n",
576
+ " <td>0.696474</td>\n",
577
+ " <td>0.164758</td>\n",
578
+ " <td>0.085439</td>\n",
579
+ " <td>0.104389</td>\n",
580
+ " </tr>\n",
581
+ " <tr>\n",
582
+ " <th>10</th>\n",
583
+ " <td>BPIC14di_p</td>\n",
584
+ " <td>0.000041</td>\n",
585
+ " <td>0.787081</td>\n",
586
+ " <td>0.000000</td>\n",
587
+ " <td>1.000000</td>\n",
588
+ " <td>0.044018</td>\n",
589
+ " <td>0.033322</td>\n",
590
+ " <td>0.034685</td>\n",
591
+ " </tr>\n",
592
+ " <tr>\n",
593
+ " <th>11</th>\n",
594
+ " <td>BPIC17ol</td>\n",
595
+ " <td>0.000372</td>\n",
596
+ " <td>0.380626</td>\n",
597
+ " <td>0.380626</td>\n",
598
+ " <td>0.813479</td>\n",
599
+ " <td>0.105130</td>\n",
600
+ " <td>0.052672</td>\n",
601
+ " <td>0.066000</td>\n",
602
+ " </tr>\n",
603
+ " <tr>\n",
604
+ " <th>12</th>\n",
605
+ " <td>BPIC13op</td>\n",
606
+ " <td>0.131868</td>\n",
607
+ " <td>0.217338</td>\n",
608
+ " <td>0.769231</td>\n",
609
+ " <td>0.702960</td>\n",
610
+ " <td>0.276771</td>\n",
611
+ " <td>0.262094</td>\n",
612
+ " <td>0.263029</td>\n",
613
+ " </tr>\n",
614
+ " <tr>\n",
615
+ " <th>13</th>\n",
616
+ " <td>RTFMP</td>\n",
617
+ " <td>0.001536</td>\n",
618
+ " <td>0.375620</td>\n",
619
+ " <td>0.993104</td>\n",
620
+ " <td>0.769353</td>\n",
621
+ " <td>0.111932</td>\n",
622
+ " <td>0.052586</td>\n",
623
+ " <td>0.068442</td>\n",
624
+ " </tr>\n",
625
+ " <tr>\n",
626
+ " <th>14</th>\n",
627
+ " <td>BPIC20d</td>\n",
628
+ " <td>0.096236</td>\n",
629
+ " <td>0.271081</td>\n",
630
+ " <td>0.822773</td>\n",
631
+ " <td>0.723785</td>\n",
632
+ " <td>0.317044</td>\n",
633
+ " <td>0.184879</td>\n",
634
+ " <td>0.214387</td>\n",
635
+ " </tr>\n",
636
+ " <tr>\n",
637
+ " <th>15</th>\n",
638
+ " <td>BPIC12</td>\n",
639
+ " <td>0.333614</td>\n",
640
+ " <td>0.262016</td>\n",
641
+ " <td>0.686254</td>\n",
642
+ " <td>0.708280</td>\n",
643
+ " <td>0.423074</td>\n",
644
+ " <td>0.226133</td>\n",
645
+ " <td>0.275551</td>\n",
646
+ " </tr>\n",
647
+ " <tr>\n",
648
+ " <th>16</th>\n",
649
+ " <td>RWABOCSL</td>\n",
650
+ " <td>0.080893</td>\n",
651
+ " <td>0.497211</td>\n",
652
+ " <td>0.887029</td>\n",
653
+ " <td>0.689363</td>\n",
654
+ " <td>0.235532</td>\n",
655
+ " <td>0.100603</td>\n",
656
+ " <td>0.138113</td>\n",
657
+ " </tr>\n",
658
+ " <tr>\n",
659
+ " <th>17</th>\n",
660
+ " <td>BPIC20e</td>\n",
661
+ " <td>0.012925</td>\n",
662
+ " <td>0.437264</td>\n",
663
+ " <td>0.933488</td>\n",
664
+ " <td>0.703735</td>\n",
665
+ " <td>0.189048</td>\n",
666
+ " <td>0.097572</td>\n",
667
+ " <td>0.118744</td>\n",
668
+ " </tr>\n",
669
+ " <tr>\n",
670
+ " <th>18</th>\n",
671
+ " <td>BPIC16c_p</td>\n",
672
+ " <td>0.438053</td>\n",
673
+ " <td>0.101770</td>\n",
674
+ " <td>0.424779</td>\n",
675
+ " <td>0.899497</td>\n",
676
+ " <td>0.683796</td>\n",
677
+ " <td>0.404685</td>\n",
678
+ " <td>0.470116</td>\n",
679
+ " </tr>\n",
680
+ " <tr>\n",
681
+ " <th>19</th>\n",
682
+ " <td>BPIC13inc</td>\n",
683
+ " <td>0.200026</td>\n",
684
+ " <td>0.232195</td>\n",
685
+ " <td>0.794414</td>\n",
686
+ " <td>0.717846</td>\n",
687
+ " <td>0.404651</td>\n",
688
+ " <td>0.391097</td>\n",
689
+ " <td>0.391625</td>\n",
690
+ " </tr>\n",
691
+ " <tr>\n",
692
+ " <th>20</th>\n",
693
+ " <td>BPIC15f4</td>\n",
694
+ " <td>0.996201</td>\n",
695
+ " <td>0.002849</td>\n",
696
+ " <td>0.102564</td>\n",
697
+ " <td>0.652985</td>\n",
698
+ " <td>0.603866</td>\n",
699
+ " <td>0.355927</td>\n",
700
+ " <td>0.412835</td>\n",
701
+ " </tr>\n",
702
+ " <tr>\n",
703
+ " <th>21</th>\n",
704
+ " <td>BPIC17</td>\n",
705
+ " <td>0.505570</td>\n",
706
+ " <td>0.033514</td>\n",
707
+ " <td>0.531340</td>\n",
708
+ " <td>0.741706</td>\n",
709
+ " <td>0.461565</td>\n",
710
+ " <td>0.231922</td>\n",
711
+ " <td>0.290464</td>\n",
712
+ " </tr>\n",
713
+ " <tr>\n",
714
+ " <th>22</th>\n",
715
+ " <td>BPIC20c</td>\n",
716
+ " <td>0.209200</td>\n",
717
+ " <td>0.135315</td>\n",
718
+ " <td>0.757537</td>\n",
719
+ " <td>0.733653</td>\n",
720
+ " <td>0.420150</td>\n",
721
+ " <td>0.137287</td>\n",
722
+ " <td>0.215490</td>\n",
723
+ " </tr>\n",
724
+ " <tr>\n",
725
+ " <th>23</th>\n",
726
+ " <td>BPIC20b</td>\n",
727
+ " <td>0.116762</td>\n",
728
+ " <td>0.212281</td>\n",
729
+ " <td>0.811289</td>\n",
730
+ " <td>0.758268</td>\n",
731
+ " <td>0.339380</td>\n",
732
+ " <td>0.145611</td>\n",
733
+ " <td>0.193753</td>\n",
734
+ " </tr>\n",
735
+ " <tr>\n",
736
+ " <th>24</th>\n",
737
+ " <td>HD</td>\n",
738
+ " <td>0.049345</td>\n",
739
+ " <td>0.516594</td>\n",
740
+ " <td>0.906332</td>\n",
741
+ " <td>0.799120</td>\n",
742
+ " <td>0.254066</td>\n",
743
+ " <td>0.118478</td>\n",
744
+ " <td>0.154576</td>\n",
745
+ " </tr>\n",
746
+ " <tr>\n",
747
+ " <th>25</th>\n",
748
+ " <td>SEPSIS</td>\n",
749
+ " <td>0.805714</td>\n",
750
+ " <td>0.033333</td>\n",
751
+ " <td>0.274286</td>\n",
752
+ " <td>0.695759</td>\n",
753
+ " <td>0.522343</td>\n",
754
+ " <td>0.219365</td>\n",
755
+ " <td>0.299505</td>\n",
756
  " </tr>\n",
757
  " </tbody>\n",
758
  "</table>\n",
759
  "</div>"
760
  ],
761
  "text/plain": [
762
+ " log ratio_variants_per_number_of_traces \n",
763
+ "0 BPIC16wm_p 0.002882 \\\n",
764
+ "1 BPIC15f5 0.997405 \n",
765
+ "2 BPIC15f1 0.975813 \n",
766
+ "3 BPIC19 0.047562 \n",
767
+ "4 BPIC14dia_p 0.496847 \n",
768
+ "5 BPIC15f2 0.995192 \n",
769
+ "6 BPIC15f3 0.957417 \n",
770
+ "7 BPIC13cp 0.123067 \n",
771
+ "8 BPIC14dc_p 0.048444 \n",
772
+ "9 BPIC20a 0.009429 \n",
773
+ "10 BPIC14di_p 0.000041 \n",
774
+ "11 BPIC17ol 0.000372 \n",
775
+ "12 BPIC13op 0.131868 \n",
776
+ "13 RTFMP 0.001536 \n",
777
+ "14 BPIC20d 0.096236 \n",
778
+ "15 BPIC12 0.333614 \n",
779
+ "16 RWABOCSL 0.080893 \n",
780
+ "17 BPIC20e 0.012925 \n",
781
+ "18 BPIC16c_p 0.438053 \n",
782
+ "19 BPIC13inc 0.200026 \n",
783
+ "20 BPIC15f4 0.996201 \n",
784
+ "21 BPIC17 0.505570 \n",
785
+ "22 BPIC20c 0.209200 \n",
786
+ "23 BPIC20b 0.116762 \n",
787
+ "24 HD 0.049345 \n",
788
+ "25 SEPSIS 0.805714 \n",
789
  "\n",
790
+ " ratio_most_common_variant ratio_top_10_variants \n",
791
+ "0 0.295803 0.714106 \\\n",
792
+ "1 0.001730 0.102076 \n",
793
+ "2 0.006672 0.121768 \n",
794
+ "3 0.199758 0.946368 \n",
795
+ "4 0.037455 0.552836 \n",
796
+ "5 0.002404 0.103365 \n",
797
+ "6 0.010646 0.137686 \n",
798
+ "7 0.331540 0.840619 \n",
799
+ "8 0.074944 0.765056 \n",
800
+ "9 0.439810 0.950095 \n",
801
+ "10 0.787081 0.000000 \n",
802
+ "11 0.380626 0.380626 \n",
803
+ "12 0.217338 0.769231 \n",
804
+ "13 0.375620 0.993104 \n",
805
+ "14 0.271081 0.822773 \n",
806
+ "15 0.262016 0.686254 \n",
807
+ "16 0.497211 0.887029 \n",
808
+ "17 0.437264 0.933488 \n",
809
+ "18 0.101770 0.424779 \n",
810
+ "19 0.232195 0.794414 \n",
811
+ "20 0.002849 0.102564 \n",
812
+ "21 0.033514 0.531340 \n",
813
+ "22 0.135315 0.757537 \n",
814
+ "23 0.212281 0.811289 \n",
815
+ "24 0.516594 0.906332 \n",
816
+ "25 0.033333 0.274286 \n",
817
  "\n",
818
+ " epa_normalized_variant_entropy epa_normalized_sequence_entropy \n",
819
+ "0 0.000000 0.000000 \\\n",
820
+ "1 0.648702 0.603260 \n",
821
+ "2 0.652855 0.610294 \n",
822
+ "3 0.645530 0.328029 \n",
823
+ "4 0.774743 0.608350 \n",
824
+ "5 0.627973 0.602371 \n",
825
+ "6 0.661781 0.605676 \n",
826
+ "7 0.705383 0.310940 \n",
827
+ "8 0.470758 0.419266 \n",
828
+ "9 0.696474 0.164758 \n",
829
+ "10 1.000000 0.044018 \n",
830
+ "11 0.813479 0.105130 \n",
831
+ "12 0.702960 0.276771 \n",
832
+ "13 0.769353 0.111932 \n",
833
+ "14 0.723785 0.317044 \n",
834
+ "15 0.708280 0.423074 \n",
835
+ "16 0.689363 0.235532 \n",
836
+ "17 0.703735 0.189048 \n",
837
+ "18 0.899497 0.683796 \n",
838
+ "19 0.717846 0.404651 \n",
839
+ "20 0.652985 0.603866 \n",
840
+ "21 0.741706 0.461565 \n",
841
+ "22 0.733653 0.420150 \n",
842
+ "23 0.758268 0.339380 \n",
843
+ "24 0.799120 0.254066 \n",
844
+ "25 0.695759 0.522343 \n",
845
  "\n",
846
+ " epa_normalized_sequence_entropy_linear_forgetting \n",
847
+ "0 0.000000 \\\n",
848
+ "1 0.342410 \n",
849
+ "2 0.270241 \n",
850
+ "3 0.320185 \n",
851
+ "4 0.305614 \n",
852
+ "5 0.317217 \n",
853
+ "6 0.341521 \n",
854
+ "7 0.286515 \n",
855
+ "8 0.312599 \n",
856
+ "9 0.085439 \n",
857
+ "10 0.033322 \n",
858
+ "11 0.052672 \n",
859
+ "12 0.262094 \n",
860
+ "13 0.052586 \n",
861
+ "14 0.184879 \n",
862
+ "15 0.226133 \n",
863
+ "16 0.100603 \n",
864
+ "17 0.097572 \n",
865
+ "18 0.404685 \n",
866
+ "19 0.391097 \n",
867
+ "20 0.355927 \n",
868
+ "21 0.231922 \n",
869
+ "22 0.137287 \n",
870
+ "23 0.145611 \n",
871
+ "24 0.118478 \n",
872
+ "25 0.219365 \n",
873
  "\n",
874
+ " epa_normalized_sequence_entropy_exponential_forgetting \n",
875
+ "0 0.000000 \n",
876
+ "1 0.404580 \n",
877
+ "2 0.363928 \n",
878
+ "3 0.320282 \n",
879
+ "4 0.377416 \n",
880
+ "5 0.390473 \n",
881
+ "6 0.404934 \n",
882
+ "7 0.288383 \n",
883
+ "8 0.326719 \n",
884
+ "9 0.104389 \n",
885
+ "10 0.034685 \n",
886
+ "11 0.066000 \n",
887
+ "12 0.263029 \n",
888
+ "13 0.068442 \n",
889
+ "14 0.214387 \n",
890
+ "15 0.275551 \n",
891
+ "16 0.138113 \n",
892
+ "17 0.118744 \n",
893
+ "18 0.470116 \n",
894
+ "19 0.391625 \n",
895
+ "20 0.412835 \n",
896
+ "21 0.290464 \n",
897
+ "22 0.215490 \n",
898
+ "23 0.193753 \n",
899
+ "24 0.154576 \n",
900
+ "25 0.299505 "
901
  ]
902
  },
903
  "execution_count": 8,
 
917
  },
918
  {
919
  "cell_type": "code",
920
+ "execution_count": 9,
921
  "id": "44909860",
922
  "metadata": {},
923
  "outputs": [
 
926
  "output_type": "stream",
927
  "text": [
928
  "21\n",
 
 
 
 
 
929
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enself_rt10v.json\n",
 
930
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enseef_enve.json\n",
931
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enve_rvpnot.json\n",
932
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enself_rmcv.json\n",
 
933
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_rvpnot.json\n",
934
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enseef_rt10v.json\n",
 
 
935
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enseef_enself.json\n",
936
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_enve.json\n",
937
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enseef_rmcv.json\n",
938
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_rt10v_rvpnot.json\n",
939
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_rt10v.json\n",
940
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enve_rt10v.json\n",
941
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_enself.json\n",
942
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_rmcv_rvpnot.json\n",
943
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enve_rmcv.json\n",
944
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_rmcv.json\n",
945
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enself_rvpnot.json\n",
946
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_ense_enseef.json\n",
947
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enself_enve.json\n",
948
+ "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_enseef_rvpnot.json\n",
949
  "Saved experiment config in ../config_files/algorithm/BaselineED_feat/generator_2_rmcv_rt10v.json\n",
950
  "None\n"
951
  ]
 
1049
  "name": "stdout",
1050
  "output_type": "stream",
1051
  "text": [
1052
+ "7 experiments: [('epa_normalized_sequence_entropy_exponential_forgetting',), ('ratio_variants_per_number_of_traces',), ('ratio_most_common_variant',), ('epa_normalized_sequence_entropy',), ('ratio_top_10_variants',), ('epa_normalized_sequence_entropy_linear_forgetting',), ('epa_normalized_variant_entropy',)]\n",
1053
  "11\n",
 
 
 
 
 
 
 
 
1054
  "Saved experiment in ../data/grid_experiments/grid_1objectives_enseef.csv\n",
1055
  "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_enseef.json\n",
1056
+ "Saved experiment in ../data/grid_experiments/grid_1objectives_rvpnot.csv\n",
1057
+ "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_rvpnot.json\n",
1058
  "Saved experiment in ../data/grid_experiments/grid_1objectives_rmcv.csv\n",
1059
  "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_rmcv.json\n",
1060
+ "Saved experiment in ../data/grid_experiments/grid_1objectives_ense.csv\n",
1061
+ "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_ense.json\n",
1062
+ "Saved experiment in ../data/grid_experiments/grid_1objectives_rt10v.csv\n",
1063
+ "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_rt10v.json\n",
1064
+ "Saved experiment in ../data/grid_experiments/grid_1objectives_enself.csv\n",
1065
+ "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_enself.json\n",
1066
+ "Saved experiment in ../data/grid_experiments/grid_1objectives_enve.csv\n",
1067
+ "Saved experiment config in ../config_files/algorithm/grid_experiments/generator_grid_1objectives_enve.json\n",
1068
  "None\n"
1069
  ]
1070
  }
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