Refactor code structure for improved readability and maintainability

Code/reports/width_optimization/3W/ml_optimization/it3/optimization_results_3W_B29_H45_TFD_W100.csv

@@ -7,6 +7,15 @@ Iteration,3.0
 tw1_optimal,6.736822597759505
 tw2_optimal,8.8630649168025
 tw3_optimal,10.176584490906917
+candidate_tw1_raw,6.736822597759505
+candidate_tw1,6.74
+rounding_delta_tw1,0.0031774022404951197
+candidate_tw2_raw,8.8630649168025
+candidate_tw2,8.86
+rounding_delta_tw2,-0.003064916802500761
+candidate_tw3_raw,10.176584490906917
+candidate_tw3,10.18
+rounding_delta_tw3,0.003415509093082747
 Objective_score,-1.0833005004210855e-06
 Exy_tw1,0.041973753876904246
 Exy_tw2,0.045355043140069135
@@ -15,3 +24,10 @@ TFM_tw1,73.67731201163258
 TFM_tw2,73.67731208919551
 TFM_tw3,73.6821569199441
 TFM_frame,60.074381369440665
+manuf_Exy_tw1,0.041946632475445694
+manuf_Exy_tw2,0.045385886970777306
+manuf_Exy_tw3,0.04771138851832256
+manuf_TFM_tw1,73.60490265248133
+manuf_TFM_tw2,73.74469924416302
+manuf_TFM_tw3,73.64764678728832
+manuf_TFM_frame,60.0713624885057

Code/reports/width_optimization/3W/ml_optimization/ml_3W_B29_H45_TFD_W100_it3_lexicographic_optimization_summary.csv

-w_val,b_val,h_val,tfd_w_val,it,safety_margin_mode,safety_margin_factor,local_margin_support_pass,local_margin_k_requested,local_support_percentile,local_margin_fallback,TFD_tw1_margin_source,TFD_tw1_margin_in_support,TFD_tw1_margin_k,TFD_tw1_margin_nearest_distance,TFD_tw1_margin_support_radius,TFD_tw1_margin_neighbor_samples,TFD_tw1_margin_neighbor_distances,TFD_tw1_margin_neighbor_underprediction,TFD_tw2_margin_source,TFD_tw2_margin_in_support,TFD_tw2_margin_k,TFD_tw2_margin_nearest_distance,TFD_tw2_margin_support_radius,TFD_tw2_margin_neighbor_samples,TFD_tw2_margin_neighbor_distances,TFD_tw2_margin_neighbor_underprediction,TFD_tw3_margin_source,TFD_tw3_margin_in_support,TFD_tw3_margin_k,TFD_tw3_margin_nearest_distance,TFD_tw3_margin_support_radius,TFD_tw3_margin_neighbor_samples,TFD_tw3_margin_neighbor_distances,TFD_tw3_margin_neighbor_underprediction,TFD_frame_margin_source,TFD_frame_margin_in_support,TFD_frame_margin_k,TFD_frame_margin_nearest_distance,TFD_frame_margin_support_radius,TFD_frame_margin_neighbor_samples,TFD_frame_margin_neighbor_distances,TFD_frame_margin_neighbor_underprediction,min_de_reproducibility_required,stage1_performance_reproducibility_rate,stage2_performance_reproducibility_rate,stage1_performance_reproducibility_pass,stage2_performance_reproducibility_pass,de_performance_reproducibility_pass,stage1_geometry_reproducibility_rate,stage2_geometry_reproducibility_rate,stage1_geometry_n_basins,stage2_geometry_n_basins,geometry_unique_or_reproducible,stage1_performance_spread_min_window_tfd,stage2_best_distortion_measure,stage2_performance_spread_distortion,feasible_domain_found,minimum_domain_violation,feasible,tw1,tw2,tw3,TFD_tw1,TFD_tw2,TFD_tw3,TFD_tw1_margin,TFD_tw2_margin,TFD_tw3_margin,TFD_tw1_conservative,TFD_tw2_conservative,TFD_tw3_conservative,TFD_frame,TFD_frame_margin,TFD_frame_conservative,min_window_tfd,max_window_tfd,mean_window_tfd,window_tfd_range_diagnostic,distortion_measure,stage1_Tmin_star,stage1_preservation_threshold,max_constraint_violation,stage1_preservation_tolerance,stage1_preservation_tolerance_source,stage1_performance_group_count,stage1_rep_run,stage1_rep_seed,stage2_rep_run,stage2_rep_seed,stage2_tw1_dominant_basin_iqr,stage2_tw2_dominant_basin_iqr,stage2_tw3_dominant_basin_iqr,stage2_tw1_dominant_basin_range,stage2_tw2_dominant_basin_range,stage2_tw3_dominant_basin_range
-3,29,45,100,3,local_oof,1.0,True,-1,95.0,global,local_knn_max,True,5,0.07775922294967777,0.5773528928252006,16;18;17;2;0,0.077759223;0.12843261;0.14166216;0.2737436;0.37163663,5.6201407;0;3.8305683;0;7.6020582,local_knn_max,True,5,0.07775922294967777,0.5773528928252006,16;18;17;2;0,0.077759223;0.12843261;0.14166216;0.2737436;0.37163663,0;1.9587951;0;4.7321588;8.5168892,local_knn_max,True,5,0.07775922294967777,0.5773528928252006,16;18;17;2;0,0.077759223;0.12843261;0.14166216;0.2737436;0.37163663,0;3.4272786;0;9.5428124;0,local_knn_max,True,5,0.07775922294967777,0.5773528928252006,16;18;17;2;0,0.077759223;0.12843261;0.14166216;0.2737436;0.37163663,0.048146252;0.21810102;0;1.7317462;0,0.8,1.0,1.0,True,True,True,1.0,1.0,1,1,True,3.7058609606788195e-05,1.0833005004210855e-06,4.0500712956902346e-13,True,0.0,True,6.736822597759505,8.8630649168025,10.176584490906917,73.67731201163258,73.67731208919551,73.6821569199441,7.602058219372225,8.516889231763038,9.542812368175888,81.2793702310048,82.19420132095854,83.22496928812,60.074381369440665,1.7317461805155503,61.806127549956216,73.67731201163258,73.6821569199441,73.67892700692407,0.004844908311525842,1.0833005004210855e-06,73.67831201092002,73.67731201092002,0.0,0.001,performance_group_spread,30,12,54,25,67,1.0487073955900428e-06,6.647890362643238e-07,5.906639270136793e-06,3.740404444840806e-06,2.677528186723066e-06,2.0328844867023577e-05
+w_val,b_val,h_val,tfd_w_val,it,safety_margin_mode,safety_margin_factor,local_margin_support_pass,local_margin_k_requested,local_support_percentile,local_margin_fallback,TFD_tw1_margin_source,TFD_tw1_margin_in_support,TFD_tw1_margin_k,TFD_tw1_margin_nearest_distance,TFD_tw1_margin_support_radius,TFD_tw1_margin_neighbor_samples,TFD_tw1_margin_neighbor_distances,TFD_tw1_margin_neighbor_underprediction,TFD_tw2_margin_source,TFD_tw2_margin_in_support,TFD_tw2_margin_k,TFD_tw2_margin_nearest_distance,TFD_tw2_margin_support_radius,TFD_tw2_margin_neighbor_samples,TFD_tw2_margin_neighbor_distances,TFD_tw2_margin_neighbor_underprediction,TFD_tw3_margin_source,TFD_tw3_margin_in_support,TFD_tw3_margin_k,TFD_tw3_margin_nearest_distance,TFD_tw3_margin_support_radius,TFD_tw3_margin_neighbor_samples,TFD_tw3_margin_neighbor_distances,TFD_tw3_margin_neighbor_underprediction,TFD_frame_margin_source,TFD_frame_margin_in_support,TFD_frame_margin_k,TFD_frame_margin_nearest_distance,TFD_frame_margin_support_radius,TFD_frame_margin_neighbor_samples,TFD_frame_margin_neighbor_distances,TFD_frame_margin_neighbor_underprediction,min_de_reproducibility_required,stage1_performance_reproducibility_rate,stage2_performance_reproducibility_rate,stage1_performance_reproducibility_pass,stage2_performance_reproducibility_pass,de_performance_reproducibility_pass,stage1_geometry_reproducibility_rate,stage2_geometry_reproducibility_rate,stage1_geometry_n_basins,stage2_geometry_n_basins,geometry_unique_or_reproducible,stage1_performance_spread_min_window_tfd,stage2_best_distortion_measure,stage2_performance_spread_distortion,feasible_domain_found,minimum_domain_violation,feasible,tw1,tw2,tw3,geometry_projection_applied,manufacturing_thickness_resolution_mm,candidate_tw1_raw,candidate_tw2_raw,candidate_tw3_raw,candidate_tw1,candidate_tw2,candidate_tw3,rounding_delta_tw1,rounding_delta_tw2,rounding_delta_tw3,manuf_min_window_tfd,manuf_max_window_tfd,manuf_mean_window_tfd,manuf_distortion_measure,manuf_frame_tfd,manuf_frame_tfd_conservative,manuf_max_constraint_violation,manuf_feasible,manuf_local_margin_support_pass,manuf_TFD_tw1,manuf_TFD_tw2,manuf_TFD_tw3,manuf_TFD_tw1_conservative,manuf_TFD_tw2_conservative,manuf_TFD_tw3_conservative,TFD_tw1,TFD_tw2,TFD_tw3,TFD_tw1_margin,TFD_tw2_margin,TFD_tw3_margin,TFD_tw1_conservative,TFD_tw2_conservative,TFD_tw3_conservative,TFD_frame,TFD_frame_margin,TFD_frame_conservative,min_window_tfd,max_window_tfd,mean_window_tfd,window_tfd_range_diagnostic,distortion_measure,stage1_Tmin_star,stage1_preservation_threshold,max_constraint_violation,stage1_preservation_tolerance,stage1_preservation_tolerance_source,stage1_performance_group_count,stage1_rep_run,stage1_rep_seed,stage2_rep_run,stage2_rep_seed,stage2_tw1_dominant_basin_iqr,stage2_tw2_dominant_basin_iqr,stage2_tw3_dominant_basin_iqr,stage2_tw1_dominant_basin_range,stage2_tw2_dominant_basin_range,stage2_tw3_dominant_basin_range
+3,29,45,100,3,local_oof,1.0,True,-1,95.0,global,local_knn_max,True,5,0.07775922294967777,0.5773528928252006,16;18;17;2;0,0.077759223;0.12843261;0.14166216;0.2737436;0.37163663,5.6201407;0;3.8305683;0;7.6020582,local_knn_max,True,5,0.07775922294967777,0.5773528928252006,16;18;17;2;0,0.077759223;0.12843261;0.14166216;0.2737436;0.37163663,0;1.9587951;0;4.7321588;8.5168892,local_knn_max,True,5,0.07775922294967777,0.5773528928252006,16;18;17;2;0,0.077759223;0.12843261;0.14166216;0.2737436;0.37163663,0;3.4272786;0;9.5428124;0,local_knn_max,True,5,0.07775922294967777,0.5773528928252006,16;18;17;2;0,0.077759223;0.12843261;0.14166216;0.2737436;0.37163663,0.048146252;0.21810102;0;1.7317462;0,0.8,1.0,1.0,True,True,True,1.0,1.0,1,1,True,3.7058609606788195e-05,1.0833005004210855e-06,4.0500712956902346e-13,True,0.0,True,6.736822597759505,8.8630649168025,10.176584490906917,True,0.01,6.736822597759505,8.8630649168025,10.176584490906917,6.74,8.86,10.18,0.0031774022404951197,-0.003064916802500761,0.003415509093082747,73.60490265248133,73.74469924416302,73.66574956131089,1.0835459118768507e-06,60.0713624885057,61.80310866902125,0.0,True,True,73.60490265248133,73.74469924416302,73.64764678728832,81.20696087185355,82.26158847592606,83.19045915546421,73.67731201163258,73.67731208919551,73.6821569199441,7.602058219372225,8.516889231763038,9.542812368175888,81.2793702310048,82.19420132095854,83.22496928812,60.074381369440665,1.7317461805155503,61.806127549956216,73.67731201163258,73.6821569199441,73.67892700692407,0.004844908311525842,1.0833005004210855e-06,73.67831201092002,73.67731201092002,0.0,0.001,performance_group_spread,30,12,54,25,67,1.0487073955900428e-06,6.647890362643238e-07,5.906639270136793e-06,3.740404444840806e-06,2.677528186723066e-06,2.0328844867023577e-05