Enhance adaptive acceptance evaluation and robustness study configurations

.gitignore

@@ -46,3 +46,23 @@ Code/**/*.svg
 # GiD results
 *.post.lst
 *.post.bin
+
+# DE Robustness Study diagnostic outputs (temporary)
+Code/reports/width_optimization/de_robustness_study/stage1/
+Code/reports/width_optimization/de_robustness_study/stage2/
+Code/reports/width_optimization/de_robustness_study/figures/
+Code/reports/width_optimization/de_robustness_study_corrected/
+Code/data/width_optimization/analysis_tfd100_de_reproducibility/
+Code/data/width_optimization/analysis_tfd100_k_sensitivity/
+Code/reports/width_optimization/de_robustness_study_corrected/
+*_runs.csv
+*_histories.npz
+*_sensitivity*.csv
+*_sensitivity*.md
+*_sensitivity*.png
+de_robustness_study_corrected/
+analysis_tfd100_de_reproducibility/
+analysis_tfd100_k_sensitivity/
+*_sensitivity*
+*_robustness*
+de_study_*.log

Code/data/width_optimization/analysis_tfd100_de_reproducibility/DE_REPRODUCIBILITY_REPORT.md

-# DE reproducibility report (TFD_W=100)
-
-> Method note: the production DE acceptance gate uses **performance
-> reproducibility** (fraction of runs with objective indistinguishable from
-> the best run). Performance equivalence is evaluated using a relative
-> error with respect to the best objective value, making the criterion
-> independent of the absolute scale of the optimized quantity:
->
-> $$ \frac{|J_r-J_{best}|} {|J_{best}|} \le10^{-3}. $$
->
-> The denominator uses a machine-precision safeguard only, not an
-> engineering tolerance. **Geometry reproducibility** (1% normalized-design
-> rule) is diagnostic only: geometrically distinct designs may be equally
-> converged when their optimized physical performance is numerically
-> indistinguishable.
-
-## ML 2W B29_H30 iteration 0 stage 1
-- current reproducibility: 53.33% (4 basins); connected: 100.00% (1 basins)
-- objective: min -74.528, median -74.528, IQR 2.83e-07
-- min_window_tfd: IQR 2.83e-07
-- diagnosis: PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## ML 2W B29_H30 iteration 0 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.37026e-06, median -1.37026e-06, IQR 6.23e-14
-- distortion: IQR 6.23e-14
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## ML 2W B29_H30 iteration 1 stage 1
-- current reproducibility: 96.67% (2 basins); connected: 96.67% (2 basins)
-- objective: min -79.894, median -79.894, IQR 8.8e-06
-- min_window_tfd: IQR 8.8e-06
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## ML 2W B29_H30 iteration 1 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.3796e-06, median -1.3796e-06, IQR 1.23e-13
-- distortion: IQR 1.23e-13
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## ML 3W B29_H45 iteration 0 stage 1
-- current reproducibility: 16.67% (13 basins); connected: 30.00% (9 basins)
-- objective: min -67.8244, median -67.8244, IQR 2.12e-07
-- min_window_tfd: IQR 2.12e-07
-- diagnosis: PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE
-- recommendation: CONSIDER_PERFORMANCE_BASED_REPRODUCIBILITY
-
-## ML 3W B29_H45 iteration 0 stage 2
-- current reproducibility: 60.00% (2 basins); connected: 60.00% (2 basins)
-- objective: min -1.23136e-06, median -1.23136e-06, IQR 2.27e-08
-- distortion: IQR 2.27e-08
-- diagnosis: MULTIPLE_PERFORMANCE_OPTIMA
-- recommendation: CONSIDER_PERFORMANCE_BASED_REPRODUCIBILITY
-
-## ML 3W B29_H45 iteration 1 stage 1
-- current reproducibility: 6.67% (22 basins); connected: 6.67% (22 basins)
-- objective: min -68.4303, median -68.4303, IQR 1.23e-07
-- min_window_tfd: IQR 1.23e-07
-- diagnosis: PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## ML 3W B29_H45 iteration 1 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.30672e-06, median -1.30672e-06, IQR 8.1e-14
-- distortion: IQR 8.1e-14
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## ML 3W B34_H45 iteration 0 stage 1
-- current reproducibility: 93.33% (3 basins); connected: 93.33% (3 basins)
-- objective: min -74.689, median -69.8067, IQR 1.26e-05
-- min_window_tfd: IQR 1.26e-05
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: PROCEED_TO_DE_PARAMETER_SENSITIVITY
-
-## ML 3W B34_H45 iteration 0 stage 2
-- current reproducibility: 56.67% (2 basins); connected: 56.67% (2 basins)
-- objective: min -1.48484e-06, median -1.06809e-06, IQR 4.17e-07
-- distortion: IQR 4.17e-07
-- diagnosis: MULTIPLE_PERFORMANCE_OPTIMA
-- recommendation: PROCEED_TO_DE_PARAMETER_SENSITIVITY
-
-## ML 3W B34_H45 iteration 1 stage 1
-- current reproducibility: 70.00% (2 basins); connected: 70.00% (2 basins)
-- objective: min -84.1284, median -84.1284, IQR 15
-- min_window_tfd: IQR 15
-- diagnosis: MULTIPLE_PERFORMANCE_OPTIMA
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## ML 3W B34_H45 iteration 1 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.28838e-06, median -1.28838e-06, IQR 8.09e-14
-- distortion: IQR 8.09e-14
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## ML 5W B34_H60 iteration 0 stage 1
-- current reproducibility: 10.00% (21 basins); connected: 13.33% (19 basins)
-- objective: min -78.4601, median -78.4601, IQR 4.67e-08
-- min_window_tfd: IQR 4.67e-08
-- diagnosis: PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## ML 5W B34_H60 iteration 0 stage 2
-- current reproducibility: 90.00% (3 basins); connected: 90.00% (3 basins)
-- objective: min -2.18301e-06, median -2.11945e-06, IQR 1.96e-12
-- distortion: IQR 1.96e-12
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## ML 5W B34_H60 iteration 1 stage 1
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -80.7808, median -80.7807, IQR 2.29e-05
-- min_window_tfd: IQR 2.29e-05
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## ML 5W B34_H60 iteration 1 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.91207e-06, median -1.91207e-06, IQR 2.03e-13
-- distortion: IQR 2.03e-13
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 2W B29_H30 iteration 0 stage 1
-- current reproducibility: 23.33% (10 basins); connected: 36.67% (7 basins)
-- objective: min -73.8114, median -73.8114, IQR 6.05e-07
-- min_window_tfd: IQR 6.05e-07
-- diagnosis: PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 2W B29_H30 iteration 0 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.4559e-06, median -1.4559e-06, IQR 5.79e-14
-- distortion: IQR 5.79e-14
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 2W B29_H30 iteration 1 stage 1
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -80.3563, median -80.3563, IQR 7.28e-06
-- min_window_tfd: IQR 7.28e-06
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 2W B29_H30 iteration 1 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.37787e-06, median -1.37787e-06, IQR 7.35e-14
-- distortion: IQR 7.35e-14
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 3W B29_H45 iteration 0 stage 1
-- current reproducibility: 6.67% (24 basins); connected: 6.67% (24 basins)
-- objective: min -71.5956, median -71.5956, IQR 6.02e-07
-- min_window_tfd: IQR 6.02e-07
-- diagnosis: PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 3W B29_H45 iteration 0 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.25433e-06, median -1.25433e-06, IQR 8.76e-14
-- distortion: IQR 8.76e-14
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 3W B29_H45 iteration 1 stage 1
-- current reproducibility: 10.00% (21 basins); connected: 16.67% (18 basins)
-- objective: min -75.3152, median -75.3152, IQR 8.79e-07
-- min_window_tfd: IQR 8.79e-07
-- diagnosis: PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 3W B29_H45 iteration 1 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.28038e-06, median -1.28038e-06, IQR 9.29e-14
-- distortion: IQR 9.29e-14
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 3W B34_H45 iteration 0 stage 1
-- current reproducibility: 60.00% (2 basins); connected: 60.00% (2 basins)
-- objective: min -84.4193, median -84.4193, IQR 16.3
-- min_window_tfd: IQR 16.3
-- diagnosis: MULTIPLE_PERFORMANCE_OPTIMA
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 3W B34_H45 iteration 0 stage 2
-- current reproducibility: 96.67% (2 basins); connected: 96.67% (2 basins)
-- objective: min -1.37016e-06, median -1.37016e-06, IQR 1.14e-13
-- distortion: IQR 1.13e-13
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 3W B34_H45 iteration 1 stage 1
-- current reproducibility: 70.00% (2 basins); connected: 70.00% (2 basins)
-- objective: min -82.3201, median -82.32, IQR 13.2
-- min_window_tfd: IQR 13.2
-- diagnosis: MULTIPLE_PERFORMANCE_OPTIMA
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 3W B34_H45 iteration 1 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.44718e-06, median -1.44718e-06, IQR 1.08e-13
-- distortion: IQR 1.08e-13
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 5W B34_H60 iteration 0 stage 1
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -78.9975, median -78.9975, IQR 2.6e-05
-- min_window_tfd: IQR 2.6e-05
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 5W B34_H60 iteration 0 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.8915e-06, median -1.8915e-06, IQR 2.4e-13
-- distortion: IQR 2.4e-13
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 5W B34_H60 iteration 1 stage 1
-- current reproducibility: 20.00% (14 basins); connected: 43.33% (10 basins)
-- objective: min -79.3719, median -79.3719, IQR 5.6e-07
-- min_window_tfd: IQR 5.6e-07
-- diagnosis: PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 5W B34_H60 iteration 1 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.9583e-06, median -1.95829e-06, IQR 2.54e-11
-- distortion: IQR 2.54e-11
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B29_H45_it0/DE_REPRODUCIBILITY_REPORT.md

-# DE reproducibility report (TFD_W=100)
-
-> Method note: the production DE acceptance gate uses **performance
-> reproducibility** (fraction of runs with objective indistinguishable from
-> the best run). Performance equivalence is evaluated using a relative
-> error with respect to the best objective value, making the criterion
-> independent of the absolute scale of the optimized quantity:
->
-> $$ \frac{|J_r-J_{best}|} {|J_{best}|} \le10^{-3}. $$
->
-> The denominator uses a machine-precision safeguard only, not an
-> engineering tolerance. **Geometry reproducibility** (1% normalized-design
-> rule) is diagnostic only: geometrically distinct designs may be equally
-> converged when their optimized physical performance is numerically
-> indistinguishable.
-
-## RBF 3W B29_H45 iteration 0 stage 1
-- current reproducibility: 6.67% (24 basins); connected: 6.67% (24 basins)
-- objective: min -71.5956, median -71.5956, IQR 6.02e-07
-- min_window_tfd: IQR 6.02e-07
-- diagnosis: PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 3W B29_H45 iteration 0 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.25433e-06, median -1.25433e-06, IQR 8.76e-14
-- distortion: IQR 8.76e-14
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B29_H45_it0/de_basin_design_tolerance_sensitivity.csv

-method,family,configuration,iteration,stage,design_tolerance,n_basins,dominant_basin_size,reproducibility_rate
-rbf,3W,B29_H45,0,1,0.005,30,1,0.0333333333333333
-rbf,3W,B29_H45,0,1,0.01,24,2,0.0666666666666666
-rbf,3W,B29_H45,0,1,0.02,12,4,0.1333333333333333
-rbf,3W,B29_H45,0,1,0.05,5,10,0.3333333333333333
-rbf,3W,B29_H45,0,1,0.1,3,15,0.5
-rbf,3W,B29_H45,0,2,0.005,1,30,1.0
-rbf,3W,B29_H45,0,2,0.01,1,30,1.0
-rbf,3W,B29_H45,0,2,0.02,1,30,1.0
-rbf,3W,B29_H45,0,2,0.05,1,30,1.0
-rbf,3W,B29_H45,0,2,0.1,1,30,1.0

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B29_H45_it0/de_basin_objective_tolerance_sensitivity.csv

-method,family,configuration,iteration,stage,relative_objective_tolerance,absolute_objective_tolerance,design_tolerance,n_basins,dominant_basin_size,reproducibility_rate
-rbf,3W,B29_H45,0,1,0.0001,1e-06,0.01,24,2,0.0666666666666666
-rbf,3W,B29_H45,0,1,0.001,1e-06,0.01,24,2,0.0666666666666666
-rbf,3W,B29_H45,0,1,0.01,1e-06,0.01,24,2,0.0666666666666666
-rbf,3W,B29_H45,0,2,0.0001,1e-06,0.01,1,30,1.0
-rbf,3W,B29_H45,0,2,0.001,1e-06,0.01,1,30,1.0
-rbf,3W,B29_H45,0,2,0.01,1e-06,0.01,1,30,1.0

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B29_H45_it0/de_initialization_recommendation.csv

-method,family,configuration,iteration,stage2_baseline_reproducibility,stage2_baseline_diagnosis,anchored_reproducibility,same_performance_region,recommendation
-rbf,3W,B29_H45,0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B29_H45_it0/de_reproducibility_diagnosis.csv

-method,family,configuration,iteration,stage,current_reproducibility,connected_component_reproducibility,n_current_basins,n_connected_basins,min_objective,median_objective,max_objective,objective_iqr,min_criterion,median_criterion,max_criterion,criterion_iqr,criterion,tw1_normalized_iqr,tw2_normalized_iqr,tw3_normalized_iqr,median_stage1_preservation_slack,fraction_stage2_near_preservation_boundary,fraction_success,fraction_maxiter_reached,median_nit,median_nfev,diagnosis,stage1_tmin_star,stage1_preservation_tolerance,recommendation
-rbf,3W,B29_H45,0,1,0.0666666666666666,0.0666666666666666,24,24,-71.5956013132062,-71.59560089957938,-71.59559798921941,6.015981171003659e-07,71.59559798921941,71.59560089957921,71.5956013132062,6.015986002694262e-07,min_window_tfd,0.0184003597957951,0.0577893234235564,0.0672450989617001,,,1.0,0.0,132.5,4730.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,NO_DE_CHANGE_NEEDED
-rbf,3W,B29_H45,0,2,1.0,1.0,1,1,-1.254328973833789e-06,-1.2543289298759051e-06,-1.2543287806747263e-06,8.7617554990897e-14,1.2543287806747263e-06,1.2543289298758876e-06,1.254328973833789e-06,8.761755372034759e-14,distortion_measure,1.4080043361786032e-07,4.568243211489077e-08,6.251308748428387e-08,0.0009919696969689,1.0,1.0,0.0,352.5,2058.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,71.5956013132062,0.001,NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B29_H45_it0/de_reproducibility_runs.csv

-method,family,configuration,iteration,stage,run_idx,seed,initialization,tw1,tw2,tw3,scipy_objective,min_window_tfd,distortion_measure,mean_window_tfd,window_tfd_range,max_constraint_violation,minimum_window_constraint_slack,frame_constraint_slack,stage1_preservation_slack,success,message,nit,nfev,final_population_energy_std,stage1_tmin_star,stage1_preservation_tolerance,stage1_lower_bound,s_lex
-rbf,3W,B29_H45,0,1,0,42,baseline,7.162980283472351,9.071489186778065,10.824527491834264,-71.5956013132062,71.5956013132062,1.116745141060129e-06,72.76735055227341,2.917109108643785,0.0,1.2486452760640532e-08,26.616721869125683,,True,Optimization terminated successfully.,114,4430,6.194433289789758e-05,,,,
-rbf,3W,B29_H45,0,1,1,43,baseline,6.816046254885113,8.511206604553829,9.76121415868286,-71.59560092319805,71.59560092319828,1.1960404707700615e-06,80.3918488149498,14.9542774131163,0.0,4.024943791591795e-07,25.80883169057654,,True,Optimization terminated successfully.,168,6020,5.509237214273995e-05,,,,
-rbf,3W,B29_H45,0,1,2,44,baseline,6.718269597415892,8.57743244454149,9.39882514281931,-71.59560112112729,71.59560112112729,1.212210357494708e-06,82.11273724348086,21.208008585905304,0.0,2.0456536731217057e-07,24.77496978911097,,True,Optimization terminated successfully.,176,5551,5.844783082604528e-05,,,,
-rbf,3W,B29_H45,0,1,3,45,baseline,7.021606879212942,8.799702205221843,10.354312037109278,-71.59560121475147,71.59560121475147,1.1537190561452833e-06,76.03888809137327,6.769341292848594,0.0,1.109411869038013e-07,25.99877967991409,,True,Optimization terminated successfully.,110,4095,6.183110294111742e-05,,,,
-rbf,3W,B29_H45,0,1,4,46,baseline,7.167349133501979,9.134601988939076,10.801612509403263,-71.59560073231432,71.59560073231432,1.1139583477456262e-06,72.56631100605819,1.8707624708154071,0.0,5.933783313594176e-07,26.471286346949853,,True,Optimization terminated successfully.,133,4970,6.959855232807453e-05,,,,
-rbf,3W,B29_H45,0,1,5,47,baseline,6.985843079250031,8.562415887377279,10.354908677224277,-71.59560119115645,71.59560119115645,1.1662515925733597e-06,77.19131423639851,10.809636727501356,0.0,1.3453620795189636e-07,26.439479172529843,,True,Optimization terminated successfully.,138,5335,5.126734348498234e-05,,,,
-rbf,3W,B29_H45,0,1,6,48,baseline,6.863035959240232,8.333991513536951,10.02625879760508,-71.59560084875363,71.59560084875363,1.1920674717205786e-06,79.90201518971658,14.622433899410794,0.0,4.769390216097236e-07,26.790144044863723,,True,Optimization terminated successfully.,132,4607,6.728343493805375e-05,,,,
-rbf,3W,B29_H45,0,1,7,49,baseline,6.82615011939599,8.841314814087154,9.587098992033818,-71.59560120775791,71.59560120775791,1.1887397563033127e-06,79.78379103017483,18.81032371636752,0.0,1.1793474641308421e-07,26.6216374224482,,True,Optimization terminated successfully.,128,3974,6.441519402152394e-05,,,,
-rbf,3W,B29_H45,0,1,8,50,baseline,6.91465407177314,8.326723471286682,10.215665484608207,-71.59559922928895,71.59559922928895,1.1840762021821757e-06,79.021012859451,14.841947262992448,0.0,2.0964037048543105e-06,26.60776048121573,,True,Optimization terminated successfully.,123,4469,6.587909222747428e-05,,,,
-rbf,3W,B29_H45,0,1,9,51,baseline,6.786673051404128,8.753540948315477,9.510802368023418,-71.59559897383588,71.59559897383588,1.197286963307224e-06,80.62871782880332,19.839583551613032,0.0,2.3518567786595668e-06,24.6284250764362,,True,Optimization terminated successfully.,138,4702,6.884028233636735e-05,,,,
-rbf,3W,B29_H45,0,1,10,52,baseline,6.9466042500336105,9.004522237714221,9.913427516341528,-71.59560126356689,71.59560126356689,1.1634504710207283e-06,77.24820925260121,13.882895437926097,0.0,6.212576408870518e-08,27.11412059563236,,True,Optimization terminated successfully.,97,3507,6.243086673158898e-05,,,,
-rbf,3W,B29_H45,0,1,11,53,baseline,6.980217494868272,8.05007184883686,10.59529467753997,-71.59560113679981,71.59560113679981,1.1818976154042522e-06,78.78552111742101,20.13512605860888,0.0,1.8889284092438174e-07,27.84984295622138,,True,Optimization terminated successfully.,125,3975,6.338034008119436e-05,,,,
-rbf,3W,B29_H45,0,1,12,54,baseline,6.876205259056352,8.824928869059148,9.774234817892715,-71.59560062893308,71.5956006289332,1.1797516446897038e-06,78.82072205404945,15.64129978717142,0.0,6.967594572415692e-07,27.140083117992617,,True,Optimization terminated successfully.,139,5121,6.903061738481193e-05,,,,
-rbf,3W,B29_H45,0,1,13,55,baseline,7.0166748721490375,8.508619328637147,10.510083678527138,-71.59560059003752,71.59560059003752,1.162457429737767e-06,76.77214847147737,11.888111936208134,0.0,7.356551350312657e-07,26.8614559454922,,True,Optimization terminated successfully.,115,4309,6.496263066773825e-05,,,,
-rbf,3W,B29_H45,0,1,14,56,baseline,6.8352225598104885,8.318407216508817,9.938019305857091,-71.59560087596071,71.59560087596014,1.196865028052529e-06,80.42564382065082,14.87525688957453,0.0,4.497325107877259e-07,26.636176427272066,,True,Optimization terminated successfully.,130,4791,6.207492489129756e-05,,,,
-rbf,3W,B29_H45,0,1,15,57,baseline,6.929675794696736,8.989529879835828,9.859297740031415,-71.59560040072813,71.59560040072802,1.16695277507738e-06,77.60310143345623,14.718832963815204,0.0,9.249646382158972e-07,27.00440337056034,,True,Optimization terminated successfully.,144,5444,6.915524617728641e-05,,,,
-rbf,3W,B29_H45,0,1,16,58,baseline,6.805869836783867,8.538030262545716,9.710444406898176,-71.59560048151172,71.59560048151172,1.1972883147284315e-06,80.53591219234875,15.857205486016824,0.0,8.441809313808335e-07,25.62804800368633,,True,Optimization terminated successfully.,121,4299,7.084894424027815e-05,,,,
-rbf,3W,B29_H45,0,1,17,59,baseline,6.672435827243351,8.319121143514796,9.407556363819705,-71.59560073164312,71.59560073164312,1.2241007107697578e-06,83.31797910451905,20.240726571576037,0.0,5.940495384493261e-07,25.449167879802303,,True,Optimization terminated successfully.,106,3766,5.700730756676588e-05,,,,
-rbf,3W,B29_H45,0,1,18,60,baseline,7.118459482602686,8.922483905565251,10.70582930885702,-71.59560129276394,71.59560129276394,1.1311273798787037e-06,73.9364066343564,5.149778050221016,0.0,3.2928710425039753e-08,26.580494659301564,,True,Optimization terminated successfully.,145,5407,6.737264632412548e-05,,,,
-rbf,3W,B29_H45,0,1,19,61,baseline,6.861819696041696,8.072068672100025,10.157759297950925,-71.59559905750382,71.59559905750382,1.1987195139976325e-06,80.61571029978886,19.41259475545496,0.0,2.2681888367515057e-06,27.61074155558856,,True,Optimization terminated successfully.,169,5554,5.027414334204276e-05,,,,
-rbf,3W,B29_H45,0,1,20,62,baseline,7.149458851373995,9.165938553006814,10.686070756055804,-71.59560115997874,71.59560115997874,1.117544075285648e-06,72.88780635636658,2.686297553917484,0.0,1.6571391370234778e-07,26.154562836781626,,True,Optimization terminated successfully.,100,3951,6.339830590216774e-05,,,,
-rbf,3W,B29_H45,0,1,21,63,baseline,6.87876111001825,9.018220673267932,9.651331347715487,-71.59560059303487,71.59560059303419,1.1762946763638343e-06,78.61281044833152,18.255560265665395,0.0,7.326584636757616e-07,26.38934864154635,,True,Optimization terminated successfully.,107,3514,6.818240581492438e-05,,,,
-rbf,3W,B29_H45,0,1,22,64,baseline,6.816394553524583,8.401117670859307,9.826942513365392,-71.59559798921941,71.59559798921941,1.1981552720632151e-06,80.58583403209218,13.58829577313486,0.0,3.336473241688509e-06,26.20864767863634,,True,Optimization terminated successfully.,143,5178,6.618346890828906e-05,,,,
-rbf,3W,B29_H45,0,1,23,65,baseline,6.937078863337352,8.714775680211574,10.071600878111632,-71.59560083917108,71.59560083917108,1.1709927456146034e-06,77.79667007388396,10.60222546952923,0.0,4.865215714744409e-07,25.506541008884085,,True,Optimization terminated successfully.,127,4973,6.318076536060043e-05,,,,
-rbf,3W,B29_H45,0,1,24,66,baseline,6.744205212055821,8.112953311523718,9.74566678249268,-71.59560096277403,71.59560096277403,1.2157970522505707e-06,82.47940715082727,18.584679879698683,0.0,3.629186267062323e-07,26.70120272759925,,True,Optimization terminated successfully.,139,4759,6.784471004382617e-05,,,,
-rbf,3W,B29_H45,0,1,25,67,baseline,6.907956124410639,8.201876740579355,10.256480522311126,-71.59560124478514,71.59560124478514,1.1883855336983398e-06,79.47289570776688,17.104286934240804,0.0,8.090751180134249e-08,27.53189260728516,,True,Optimization terminated successfully.,119,4246,7.1120725808895e-05,,,,
-rbf,3W,B29_H45,0,1,26,68,baseline,6.949788875848146,8.241238078532996,10.390611612381525,-71.59560065847666,71.59560065847666,1.180898707030022e-06,78.65892792864122,16.49175023127998,0.0,6.67215999783366e-07,27.12156361133242,,True,Optimization terminated successfully.,146,5194,6.745157222816346e-05,,,,
-rbf,3W,B29_H45,0,1,27,69,baseline,6.988069098196383,8.84055810281764,10.189645013401355,-71.59560125930852,71.59560125930875,1.1589659112791646e-06,76.61852754461809,9.119403872882684,0.0,6.638390459556831e-08,25.53733633402584,,True,Optimization terminated successfully.,153,5701,6.81171426378915e-05,,,,
-rbf,3W,B29_H45,0,1,28,70,baseline,6.848168338414652,8.209613979104194,10.041193150095484,-71.59560102160845,71.59560102160845,1.1973535883160125e-06,80.46373042533249,16.861844324776257,0.0,3.0408421025640564e-07,27.088486959469837,,True,Optimization terminated successfully.,172,6073,7.155509017917678e-05,,,,
-rbf,3W,B29_H45,0,1,29,71,baseline,6.723913511111675,8.651390724241656,9.3709957635524,-71.59560126119118,71.59560126119095,1.2102268222225208e-06,81.92651716873463,21.92556339499288,0.0,6.450170531024925e-08,24.519546301044212,,True,Optimization terminated successfully.,145,3721,3.991026526763978e-05,,,,
-rbf,3W,B29_H45,0,2,0,42,baseline,6.529194497523315,8.00303524305427,9.15416005101982,-1.2543289412061645e-06,71.59559270019872,1.2543289412061651e-06,86.41327374700965,23.5538589793332,0.0,6.425244833963006e-07,25.72131364687596,0.0009913869925242,True,Optimization terminated successfully.,324,2145,2.044247999585879e-13,71.5956013132062,0.001,71.5946013132062,0.0009913869925242
-rbf,3W,B29_H45,0,2,1,43,baseline,6.529194587649116,8.003035363229227,9.154161311088531,-1.2543288703899944e-06,71.59560117635476,1.254328870390026e-06,86.41326803294551,23.553827788259586,0.0,1.493378931627376e-07,25.721317199917507,0.0009998631485643,True,Optimization terminated successfully.,381,1669,1.2250901698101617e-12,71.5956013132062,0.001,71.5946013132062,0.0009998631485643
-rbf,3W,B29_H45,0,2,2,44,baseline,6.529194921480267,8.003035412806215,9.154160555836716,-1.2543288918881548e-06,71.59558780053021,1.2543288918881548e-06,86.4132683584171,23.553856469904986,0.0,7.840087306476562e-06,25.721313631923863,0.0009864873240132,True,Optimization terminated successfully.,322,1785,8.561770641960674e-13,71.5956013132062,0.001,71.5946013132062,0.0009864873240132
-rbf,3W,B29_H45,0,2,3,45,baseline,6.529194295264915,8.003035124144144,9.15415996251053,-1.2543289587061589e-06,71.5955960942963,1.2543289587061589e-06,86.41327590453595,23.553856192276044,0.0,3.548406368736323e-08,25.721314234057104,0.0009947810900996,True,Optimization terminated successfully.,284,2067,6.699435736811177e-14,71.5956013132062,0.001,71.5946013132062,0.0009947810900996
-rbf,3W,B29_H45,0,2,4,46,baseline,6.529194257941312,8.003035251423158,9.154159992472003,-1.2543289537312428e-06,71.59559770089231,1.2543289537312409e-06,86.41327555273097,23.553854247871868,0.0,3.7329222379867133e-07,25.72131415769365,0.0009963876861149,True,Optimization terminated successfully.,427,2156,5.591866888291407e-13,71.5956013132062,0.001,71.5946013132062,0.0009963876861149
-rbf,3W,B29_H45,0,2,5,47,baseline,6.5291957251822055,8.003035519920864,9.154160339990955,-1.254328864897061e-06,71.59556829909923,1.254328864897061e-06,86.4132632928693,23.553883080528635,0.0,9.424285423165202e-07,25.7213102754082,0.0009669858930294,True,Optimization terminated successfully.,254,1519,1.1219513142676478e-12,71.5956013132062,0.001,71.5946013132062,0.0009669858930294
-rbf,3W,B29_H45,0,2,6,48,baseline,6.529194353817664,8.003035579408142,9.154160165731357,-1.254328928176294e-06,71.59559825059512,1.2543289281762586e-06,86.41327299185237,23.55385171965429,0.0,2.3518069980354994e-06,25.72131369594183,0.0009969373889191,True,Optimization terminated successfully.,234,1695,1.1803560319048685e-12,71.5956013132062,0.001,71.5946013132062,0.0009969373889191
-rbf,3W,B29_H45,0,2,7,49,baseline,6.529194100871442,8.003035116742312,9.154159963507697,-1.2543289670330709e-06,71.5956004795438,1.2543289670330709e-06,86.41327724631792,23.55385108750181,0.0,7.550107881115764e-07,25.721314837973864,0.0009991663376069,True,Optimization terminated successfully.,267,1861,4.181004583097061e-13,71.5956013132062,0.001,71.5946013132062,0.0009991663376069
-rbf,3W,B29_H45,0,2,8,50,baseline,6.529195236737502,8.00303654276855,9.154161634051086,-1.2543287806747263e-06,71.59559386560761,1.2543287806747263e-06,86.4132578665854,23.553834613191043,0.0,7.460085043931031e-06,25.72131365000689,0.0009925524014136,True,Optimization terminated successfully.,301,1837,1.044789849454672e-12,71.5956013132062,0.001,71.5946013132062,0.0009925524014136
-rbf,3W,B29_H45,0,2,9,51,baseline,6.529195748869749,8.00303622168629,9.154160873003187,-1.2543288097387766e-06,71.59557488099028,1.2543288097387747e-06,86.41325844534067,23.5538686210856,0.0,8.819980521934667e-06,25.72131035989071,0.0009735677840865,True,Optimization terminated successfully.,203,1370,1.0051233610981968e-12,71.5956013132062,0.001,71.5946013132062,0.0009735677840865
-rbf,3W,B29_H45,0,2,10,52,baseline,6.529195644977029,8.003035923294572,9.154160422788198,-1.2543288481480953e-06,71.5955724305486,1.2543288481480953e-06,86.41326196472649,23.553878237225035,0.0,1.654282769436577e-06,25.721309879494697,0.0009711173424022,True,Optimization terminated successfully.,190,1252,9.890349971774109e-13,71.5956013132062,0.001,71.5946013132062,0.0009711173424022
-rbf,3W,B29_H45,0,2,11,53,baseline,6.52919439211583,8.003035343214513,9.154160173428403,-1.2543289355660283e-06,71.59559647496246,1.2543289355661291e-06,86.4132736215026,23.55385284029433,0.0,3.0067996164007127e-06,25.72131413631644,0.0009951617562649,True,Optimization terminated successfully.,242,1304,5.70130556675185e-13,71.5956013132062,0.001,71.5946013132062,0.0009951617562649
-rbf,3W,B29_H45,0,2,12,54,baseline,6.529195050686532,8.00303573659835,9.154160531033424,-1.2543288749070473e-06,71.5955860012541,1.2543288749070473e-06,86.41326631690374,23.55386006764502,0.0,6.253157280866617e-06,25.72131243598244,0.0009846880479074,True,Optimization terminated successfully.,356,2084,1.1640672397178826e-12,71.5956013132062,0.001,71.5946013132062,0.0009846880479074
-rbf,3W,B29_H45,0,2,13,55,baseline,6.529194230333807,8.003035110941102,9.154160045062854,-1.2543289578474477e-06,71.59559816930403,1.2543289578474477e-06,86.41327609184187,23.55385232337005,0.0,1.2308256884807631e-06,25.72131472698686,0.0009968560978279,True,Optimization terminated successfully.,357,2409,3.5322422231536225e-13,71.5956013132062,0.001,71.5946013132062,0.0009968560978279
-rbf,3W,B29_H45,0,2,14,56,baseline,6.529196031795948,8.003035170970973,9.154161353563158,-1.2543288158637682e-06,71.59556798150322,1.2543288158637682e-06,86.41325884161351,23.55386472706789,0.0,5.00960700833275e-06,25.721313430739087,0.0009666682970248,True,Optimization terminated successfully.,300,1694,1.1844988727458842e-12,71.5956013132062,0.001,71.5946013132062,0.0009666682970248
-rbf,3W,B29_H45,0,2,15,57,baseline,6.52919581383224,8.00303498085816,9.15416077492078,-1.2543288610741704e-06,71.5955675395461,1.2543288610742032e-06,86.41326318568004,23.553874612395816,0.0,9.788210775241168e-07,25.72131263266704,0.0009662263398979,True,Optimization terminated successfully.,338,2145,1.2011415882070613e-12,71.5956013132062,0.001,71.5946013132062,0.0009662263398979
-rbf,3W,B29_H45,0,2,16,58,baseline,6.5291945670558205,8.003035196293885,9.15416004786966,-1.2543289403244648e-06,71.59559090681535,1.2543289403244648e-06,86.4132734692488,23.553860946648346,0.0,4.685927166292458e-07,25.72131353274301,0.0009895936091481,True,Optimization terminated successfully.,468,2217,2.780900108542062e-13,71.5956013132062,0.001,71.5946013132062,0.0009895936091481
-rbf,3W,B29_H45,0,2,17,59,baseline,6.529194268433941,8.003035705349378,9.15416006781873,-1.2543289315755166e-06,71.59559992387017,1.2543289315755166e-06,86.41327344132871,23.553851907154467,0.0,4.910317699113875e-07,25.72131335154529,0.0009986106639701,True,Optimization terminated successfully.,393,2845,8.095203096762344e-13,71.5956013132062,0.001,71.5946013132062,0.0009986106639701
-rbf,3W,B29_H45,0,2,18,60,baseline,6.529194272736227,8.003035316691637,9.154160306732331,-1.25432893498989e-06,71.59560013376483,1.2543289349899246e-06,86.41327404259009,23.55384621961332,0.0,1.1919278222194407e-06,25.721314987633946,0.0009988205586353,True,Optimization terminated successfully.,365,2049,3.6388186138437753e-13,71.5956013132062,0.001,71.5946013132062,0.0009988205586353
-rbf,3W,B29_H45,0,2,19,61,baseline,6.529195936544566,8.003035220640069,9.154160418984034,-1.254328864066292e-06,71.59556290806518,1.254328864066292e-06,86.41326273296538,23.553886928302973,0.0,2.485688256115281e-06,25.721310569118145,0.0009615948589782,True,Optimization terminated successfully.,377,2036,1.2359793037332648e-12,71.5956013132062,0.001,71.5946013132062,0.0009615948589782
-rbf,3W,B29_H45,0,2,20,62,baseline,6.529194055094787,8.003035062944093,9.154159917280609,-1.2543289733546565e-06,71.59560092903416,1.2543289733546565e-06,86.41327793544383,23.553851187433565,0.0,8.354359692930302e-08,25.72131494614325,0.0009996158279648,True,Optimization terminated successfully.,423,3081,2.5862928613811944e-14,71.5956013132062,0.001,71.5946013132062,0.0009996158279648
-rbf,3W,B29_H45,0,2,21,63,baseline,6.529195806016114,8.003036954218642,9.154160690081676,-1.2543287873694454e-06,71.59557513342133,1.2543287873694452e-06,86.41325588619868,23.553873964622653,0.0,3.2240124170357376e-06,25.721307948825256,0.0009738202151368,True,Optimization terminated successfully.,370,1598,6.722511247902537e-13,71.5956013132062,0.001,71.5946013132062,0.0009738202151368
-rbf,3W,B29_H45,0,2,22,64,baseline,6.529194660194246,8.003035153282317,9.154160111293605,-1.2543289350206691e-06,71.59558912332307,1.254328935020669e-06,86.41327277205669,23.553861762842075,0.0,1.4358912636680543e-06,25.721313555554502,0.0009878101168681,True,Optimization terminated successfully.,366,2507,8.906555666536033e-13,71.5956013132062,0.001,71.5946013132062,0.0009878101168681
-rbf,3W,B29_H45,0,2,23,65,baseline,6.529194182323613,8.003035153730783,9.15416010656056,-1.2543289551067036e-06,71.59559992270545,1.2543289551067038e-06,86.41327602453418,23.55384937887618,0.0,1.4029872090759454e-06,25.7213149749324,0.0009986094992484,True,Optimization terminated successfully.,233,1908,8.052509613585695e-14,71.5956013132062,0.001,71.5946013132062,0.0009986094992484
-rbf,3W,B29_H45,0,2,24,66,baseline,6.529194091153769,8.003035228253694,9.154159955196755,-1.2543289634276855e-06,71.59560109100084,1.2543289634276844e-06,86.41327690960543,23.55385090126265,0.0,2.346918108742102e-07,25.721314589740476,0.0009997777946466,True,Optimization terminated successfully.,481,3190,8.930805751683725e-13,71.5956013132062,0.001,71.5946013132062,0.0009997777946466
-rbf,3W,B29_H45,0,2,25,67,baseline,6.529194213783571,8.003035266648345,9.154160166222956,-1.2543289463724291e-06,71.59560014716033,1.2543289463724291e-06,86.41327515332095,23.553848467600005,0.0,1.178532329504378e-06,25.72131482065481,0.000998833954128,True,Optimization terminated successfully.,362,2128,2.2972603618127504e-13,71.5956013132062,0.001,71.5946013132062,0.000998833954128
-rbf,3W,B29_H45,0,2,26,68,baseline,6.529195546852483,8.003035495669534,9.154160311707464,-1.254328874671716e-06,71.59557201802852,1.254328874671716e-06,86.4132646990342,23.553879195016293,0.0,1.1090115918932495e-06,25.72131077377628,0.0009707048223219,True,Optimization terminated successfully.,404,2417,1.0480745973202473e-12,71.5956013132062,0.001,71.5946013132062,0.0009707048223219
-rbf,3W,B29_H45,0,2,27,69,baseline,6.52919547051604,8.003035856712366,9.154160629754411,-1.2543288478078836e-06,71.59557776015959,1.2543288478078836e-06,86.41326264342395,23.553868277620268,0.0,6.28427655158248e-06,25.72131122558278,0.0009764469533877,True,Optimization terminated successfully.,264,1648,9.945425349855066e-13,71.5956013132062,0.001,71.5946013132062,0.0009764469533877
-rbf,3W,B29_H45,0,2,28,70,baseline,6.529195462715939,8.003035070760347,9.15416075772411,-1.254328872960125e-06,71.5955757325346,1.254328872960125e-06,86.41326527802296,23.553865754603063,0.0,2.2299765589650637e-06,25.72131342982641,0.0009744193284006,True,Optimization terminated successfully.,349,2276,3.4520027268516337e-13,71.5956013132062,0.001,71.5946013132062,0.0009744193284006
-rbf,3W,B29_H45,0,2,29,71,baseline,6.529194041599833,8.003035071843449,9.154159911806682,-1.254328973833789e-06,71.59560122795085,1.254328973833789e-06,86.41327801242964,23.553850967089943,0.0,9.77418039838085e-08,25.721314948920394,0.0009999147446535,True,Optimization terminated successfully.,382,2733,3.0945828786342905e-13,71.5956013132062,0.001,71.5946013132062,0.0009999147446535
-rbf,3W,B29_H45,0,2,0,42,anchored,6.529194556127077,8.003035063337679,9.154160121797768,-1.2543289423938635e-06,71.59559119770324,1.2543289423938635e-06,86.41327378764004,23.55385888311889,0.0,7.599784623835149e-07,25.721314104345424,0.000989884497045,True,Optimization terminated successfully.,396,2517,2.6492210394918405e-13,71.5956013132062,0.001,71.5946013132062,0.000989884497045
-rbf,3W,B29_H45,0,2,1,43,anchored,6.529194521984711,8.003035537414092,9.154160434299977,-1.2543289095689928e-06,71.59559640250188,1.2543289095689928e-06,86.41327102760575,23.553849062954782,0.0,4.923190772387898e-06,25.72131415751994,0.0009950892956851,True,Optimization terminated successfully.,421,2909,8.819739652647386e-13,71.5956013132062,0.001,71.5946013132062,0.0009950892956851
-rbf,3W,B29_H45,0,2,2,44,anchored,6.529194069147006,8.003035061589316,9.15415998606245,-1.2543289694231475e-06,71.59560115218494,1.2543289694231475e-06,86.41327759241786,23.553849734689607,0.0,1.0617910106702767e-07,25.721315130426436,0.0009998389787426,True,Optimization terminated successfully.,364,2504,5.680123607906987e-13,71.5956013132062,0.001,71.5946013132062,0.0009998389787426
-rbf,3W,B29_H45,0,2,3,45,anchored,6.5291943619948025,8.003035196127422,9.154160306426723,-1.2543289360728986e-06,71.59559761311755,1.2543289360728986e-06,86.41327390740916,23.553848728560865,0.0,3.076941681001699e-06,25.721314989222837,0.0009962999113497,True,Optimization terminated successfully.,442,2673,8.238860319717643e-13,71.5956013132062,0.001,71.5946013132062,0.0009962999113497
-rbf,3W,B29_H45,0,2,4,46,anchored,6.529194448412385,8.003035516911261,9.154160052278517,-1.2543289323301676e-06,71.59559494670111,1.2543289323301676e-06,86.41327301135198,23.553857286996845,0.0,8.83584476696342e-08,25.721313183501596,0.0009936334949145,True,Optimization terminated successfully.,417,2727,1.0095459855024741e-12,71.5956013132062,0.001,71.5946013132062,0.0009936334949145
-rbf,3W,B29_H45,0,2,5,47,anchored,6.529196602795787,8.003035094563659,9.154160929050256,-1.2543288161409682e-06,71.59555134336381,1.2543288161409682e-06,86.41325683291025,23.553891025496227,0.0,4.05786627766247e-06,25.72131050760811,0.000950030157611,True,Optimization terminated successfully.,385,1989,7.029169419857913e-13,71.5956013132062,0.001,71.5946013132062,0.000950030157611
-rbf,3W,B29_H45,0,2,6,48,anchored,6.529194725907503,8.003035237530154,9.154160160036444,-1.254328926538637e-06,71.59558836666963,1.254328926538637e-06,86.41327182036589,23.55386207658978,0.0,1.878796993537435e-06,25.72131332727588,0.000987053463433,True,Optimization terminated successfully.,444,2914,9.438561727468705e-13,71.5956013132062,0.001,71.5946013132062,0.000987053463433
-rbf,3W,B29_H45,0,2,7,49,anchored,6.529194076954218,8.00303519949789,9.15415994118268,-1.2543289658509218e-06,71.59560118353147,1.2543289658509218e-06,86.4132771690444,23.553850940106717,0.0,1.4216118415788517e-07,25.72131465145287,0.0009998703252733,True,Optimization terminated successfully.,417,3412,4.382792796085056e-14,71.5956013132062,0.001,71.5946013132062,0.0009998703252733
-rbf,3W,B29_H45,0,2,8,50,anchored,6.5291947527475855,8.00303521622602,9.154160177977914,-1.2543289253799783e-06,71.5955878135095,1.2543289253799783e-06,86.4132716552914,23.553862332836275,0.0,2.175710633878225e-06,25.721313352766288,0.0009865003032984,True,Optimization terminated successfully.,408,2916,8.222211257473385e-13,71.5956013132062,0.001,71.5946013132062,0.0009865003032984
-rbf,3W,B29_H45,0,2,9,51,anchored,6.529194790382,8.003035575831985,9.1541604614646,-1.2543288955430852e-06,71.59559069057264,1.2543288955430852e-06,86.41326896046962,23.553855316400814,0.0,6.315082956120932e-06,25.72131335309416,0.0009893773664373,True,Optimization terminated successfully.,384,2826,8.54732608537379e-13,71.5956013132062,0.001,71.5946013132062,0.0009893773664373
-rbf,3W,B29_H45,0,2,10,52,anchored,6.52919485094469,8.00303546280852,9.154160240101268,-1.254328908450696e-06,71.59558709244675,1.254328908450696e-06,86.41326980382125,23.55386292097819,0.0,2.308631465552935e-06,25.72131270579223,0.0009857792405512,True,Optimization terminated successfully.,384,2731,1.1777395426679849e-12,71.5956013132062,0.001,71.5946013132062,0.0009857792405512
-rbf,3W,B29_H45,0,2,11,53,anchored,6.529194242352912,8.003035116641195,9.154160185703592,-1.2543289501676954e-06,71.59559903929312,1.2543289501676954e-06,86.41327547075919,23.553848903841757,0.0,1.4145236093554558e-06,25.72131513498755,0.000997726086922,True,Optimization terminated successfully.,403,2944,2.3227216515579893e-13,71.5956013132062,0.001,71.5946013132062,0.000997726086922
-rbf,3W,B29_H45,0,2,12,54,anchored,6.529194822445684,8.003036066086077,9.15416023434653,-1.254328886006019e-06,71.59559016657477,1.254328886006019e-06,86.41326767487953,23.553861504789893,0.0,6.506917458182215e-07,25.72131141790408,0.0009888533685682,True,Optimization terminated successfully.,425,2599,8.13360050625533e-13,71.5956013132062,0.001,71.5946013132062,0.0009888533685682
-rbf,3W,B29_H45,0,2,13,55,anchored,6.529195163862843,8.003035271813525,9.154161775512463,-1.2543288270911457e-06,71.59559143208628,1.2543288270911457e-06,86.413262776086,23.553830690705013,0.0,6.070992782269968e-06,25.721317182801727,0.0009901188800824,True,Optimization terminated successfully.,419,2618,1.219712574953699e-12,71.5956013132062,0.001,71.5946013132062,0.0009901188800824
-rbf,3W,B29_H45,0,2,14,56,anchored,6.5291947706638895,8.003035287575536,9.154160820596273,-1.2543288900320454e-06,71.59559281342422,1.2543288900320454e-06,86.41326889208653,23.553845677936124,0.0,5.472898152447669e-06,25.721315226440424,0.0009915002180207,True,Optimization terminated successfully.,400,2314,1.2413520795317546e-12,71.5956013132062,0.001,71.5946013132062,0.0009915002180207
-rbf,3W,B29_H45,0,2,15,57,anchored,6.529194952661949,8.003036156808745,9.154160433595507,-1.2543288671434215e-06,71.5955891715738,1.2543288671434215e-06,86.413265707302,23.553859510390907,0.0,3.640091691181624e-06,25.721311470246405,0.0009878583676083,True,Optimization terminated successfully.,391,2508,1.2182241021270568e-12,71.5956013132062,0.001,71.5946013132062,0.0009878583676083
-rbf,3W,B29_H45,0,2,16,58,anchored,6.529194658243045,8.003035664271776,9.154160126571162,-1.254328914090639e-06,71.59559138444308,1.254328914090639e-06,86.41327074434787,23.55386061014508,0.0,3.274682427445441e-07,25.7213124634892,0.0009900712368846,True,Optimization terminated successfully.,425,2722,6.588079766782103e-13,71.5956013132062,0.001,71.5946013132062,0.0009900712368846
-rbf,3W,B29_H45,0,2,17,59,anchored,6.529194442552297,8.003035699915145,9.15416056638142,-1.2543288998993962e-06,71.59559992090794,1.2543288998993962e-06,86.413270448436,23.55384326255012,0.0,1.404784711667162e-06,25.72131446034075,0.0009986077017458,True,Optimization terminated successfully.,440,2875,5.315871799123806e-13,71.5956013132062,0.001,71.5946013132062,0.0009986077017458
-rbf,3W,B29_H45,0,2,18,60,anchored,6.529194843774263,8.003035491637451,9.154160141748015,-1.2543289124691915e-06,71.59558659060417,1.2543289124691915e-06,86.41327010234477,23.55386529991597,0.0,4.315362645002097e-07,25.72131234306528,0.000985277397973,True,Optimization terminated successfully.,465,2656,9.564274755186438e-13,71.5956013132062,0.001,71.5946013132062,0.000985277397973
-rbf,3W,B29_H45,0,2,19,61,anchored,6.529194452056952,8.003035212138938,9.15416095589419,-1.2543288995799951e-06,71.59560080478946,1.2543288995799951e-06,86.41327084526188,23.553833856139363,0.0,5.209031996855629e-07,25.721316792661696,0.0009994915832578,True,Optimization terminated successfully.,413,2883,1.10492235217535e-12,71.5956013132062,0.001,71.5946013132062,0.0009994915832578
-rbf,3W,B29_H45,0,2,20,62,anchored,6.529194669792163,8.003035286068464,9.1541610175473,-1.2543288845476057e-06,71.59559666162295,1.2543288845476057e-06,86.41326885643775,23.553837821226807,0.0,4.664069706450391e-06,25.721316172747837,0.000995348416751,True,Optimization terminated successfully.,382,2336,1.2415373909033457e-12,71.5956013132062,0.001,71.5946013132062,0.000995348416751
-rbf,3W,B29_H45,0,2,21,63,anchored,6.529194191566927,8.003035139784824,9.154159980197525,-1.2543289615233195e-06,71.59559865041433,1.2543289615233195e-06,86.41327648108752,23.55385298791384,0.0,6.837282313654214e-07,25.72131456795171,0.0009973372081333,True,Optimization terminated successfully.,453,2770,9.182088632119965e-14,71.5956013132062,0.001,71.5946013132062,0.0009973372081333
-rbf,3W,B29_H45,0,2,22,64,anchored,6.529194427628322,8.003035144238424,9.154160375428903,-1.254328931988834e-06,71.59559646125581,1.254328931988834e-06,86.41327341046933,23.55384868909005,0.0,2.224566884478918e-06,25.721315132732457,0.0009951480496113,True,Optimization terminated successfully.,409,2698,3.274553316095343e-13,71.5956013132062,0.001,71.5946013132062,0.0009951480496113
-rbf,3W,B29_H45,0,2,23,65,anchored,6.529194289407483,8.003035218006353,9.154160106508671,-1.2543289481088867e-06,71.59559775784157,1.2543289481088867e-06,86.41327504975504,23.553852095628717,0.0,2.4685861177431434e-06,25.72131450868221,0.0009964446353762,True,Optimization terminated successfully.,409,2510,9.028688429469161e-13,71.5956013132062,0.001,71.5946013132062,0.0009964446353762
-rbf,3W,B29_H45,0,2,24,66,anchored,6.529194370241473,8.003035090234743,9.154160830414902,-1.2543289140187284e-06,71.59560116151022,1.2543289140187284e-06,86.41327233465422,23.553835205430573,0.0,1.641824383113999e-07,25.721316904587752,0.0009998483040192,True,Optimization terminated successfully.,479,2660,2.1199345097744202e-13,71.5956013132062,0.001,71.5946013132062,0.0009998483040192
-rbf,3W,B29_H45,0,2,25,67,anchored,6.5291952207005775,8.003035134133341,9.154160936072794,-1.2543288716923237e-06,71.59558289902839,1.2543288716923237e-06,86.41326601485048,23.553854607720268,0.0,3.2055988015144976e-06,25.72131459406012,0.0009815858221884,True,Optimization terminated successfully.,433,2668,1.2479164774233284e-12,71.5956013132062,0.001,71.5946013132062,0.0009815858221884
-rbf,3W,B29_H45,0,2,26,68,anchored,6.529194530750273,8.003035783903737,9.15416029827014,-1.2543289061597843e-06,71.59559613203544,1.2543289061597843e-06,86.41327051143082,23.55385256048669,0.0,3.629534276683444e-06,25.72131313569173,0.0009948188292412,True,Optimization terminated successfully.,346,2010,3.3272471737141204e-13,71.5956013132062,0.001,71.5946013132062,0.0009948188292412
-rbf,3W,B29_H45,0,2,27,69,anchored,6.529194353034223,8.003035306693775,9.15416051438725,-1.2543289217797751e-06,71.59559992449397,1.2543289217797751e-06,86.41327277339879,23.55384283318233,0.0,1.401198687744909e-06,25.72131544346132,0.0009986112877697,True,Optimization terminated successfully.,410,2570,1.1176406056044825e-12,71.5956013132062,0.001,71.5946013132062,0.0009986112877697
-rbf,3W,B29_H45,0,2,28,70,anchored,6.529194532403865,8.003035172498118,9.154160497358314,-1.2543289204832531e-06,71.59559517170351,1.2543289204832531e-06,86.41327214233911,23.553848162552413,0.0,2.9233152929464268e-06,25.721315150594023,0.0009938584973099,True,Optimization terminated successfully.,405,3109,7.836132240573691e-13,71.5956013132062,0.001,71.5946013132062,0.0009938584973099
-rbf,3W,B29_H45,0,2,29,71,anchored,6.529194379551628,8.003035499761978,9.154160138187695,-1.2543289316254303e-06,71.59559712133978,1.2543289316254303e-06,86.41327322824964,23.55385323166138,0.0,1.9690552477413803e-06,25.721313708007187,0.000995808133581,True,Optimization terminated successfully.,381,2207,4.677765214943476e-13,71.5956013132062,0.001,71.5946013132062,0.000995808133581

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B29_H45_it0/de_stage2_initialization_comparison.csv

-method,family,configuration,iteration,initialization,n_runs,current_basin_reproducibility,connected_component_reproducibility,n_basins,min_objective,median_objective,objective_iqr,median_min_window_tfd,min_window_tfd_iqr,median_distortion_measure,distortion_iqr,tw1_iqr,tw2_iqr,tw3_iqr,median_nit,median_nfev,fraction_success,anchor_slack_at_x0
-rbf,3W,B29_H45,0,baseline,30,1.0,1.0,1,-1.254328973833789e-06,-1.2543289298759051e-06,8.7617554990897e-14,71.59559328290317,2.464037933691543e-05,1.2543289298758876e-06,8.761755372034759e-14,1.4080043361786032e-07,4.5682432114890765e-08,6.251308748428387e-08,352.5,2058.0,1.0,0.0010000000000047
-rbf,3W,B29_H45,0,anchored,30,1.0,1.0,1,-1.2543289694231475e-06,-1.2543289140546837e-06,3.5692521453264075e-14,71.59559565186947,8.129696908554251e-06,1.2543289140546837e-06,3.5692521453264075e-14,4.587594001903562e-08,4.01467325494842e-08,4.60339001362442e-08,409.5,2670.5,1.0,0.0010000000000047

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B29_H45_it0/de_stage_summary.csv

-method,family,configuration,iteration,stage,current_reproducibility,connected_component_reproducibility,n_current_basins,n_connected_basins,min_objective,median_objective,max_objective,objective_iqr,min_criterion,median_criterion,max_criterion,criterion_iqr,criterion,tw1_normalized_iqr,tw2_normalized_iqr,tw3_normalized_iqr,median_stage1_preservation_slack,fraction_stage2_near_preservation_boundary,fraction_success,fraction_maxiter_reached,median_nit,median_nfev,diagnosis,stage1_tmin_star,stage1_preservation_tolerance
-rbf,3W,B29_H45,0,1,0.0666666666666666,0.0666666666666666,24,24,-71.5956013132062,-71.59560089957938,-71.59559798921941,6.015981171003659e-07,71.59559798921941,71.59560089957921,71.5956013132062,6.015986002694262e-07,min_window_tfd,0.0184003597957951,0.0577893234235564,0.0672450989617001,,,1.0,0.0,132.5,4730.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,
-rbf,3W,B29_H45,0,2,1.0,1.0,1,1,-1.254328973833789e-06,-1.2543289298759051e-06,-1.2543287806747263e-06,8.7617554990897e-14,1.2543287806747263e-06,1.2543289298758876e-06,1.254328973833789e-06,8.761755372034759e-14,distortion_measure,1.4080043361786032e-07,4.5682432114890765e-08,6.251308748428387e-08,0.0009919696969689,1.0,1.0,0.0,352.5,2058.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,71.5956013132062,0.001

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B29_H45_it0/performance_reproducibility_old_vs_scale_aware.csv

-method,family,configuration,iteration,stage,best_objective,objective_scale,old_performance_reproducibility_rate,new_performance_reproducibility_rate,old_performance_pass,new_performance_pass,geometry_reproducibility_rate,objective_iqr,objective_range,new_performance_relative_tolerance,max_relative_error_in_equivalent_group
-rbf,3W,B29_H45,0,1,-71.5956013132062,71.5956013132062,1.0,1.0,True,True,0.06666666666666667,6.015981171003659e-07,3.3239867889278685e-06,0.001,4.6427248713039875e-08
-rbf,3W,B29_H45,0,2,-1.254328973833789e-06,1.254328973833789e-06,1.0,1.0,True,True,1.0,8.7617554990897e-14,1.9315906258205145e-13,0.001,1.5399394147108888e-07

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B34_H45_it0/DE_REPRODUCIBILITY_REPORT.md

-# DE reproducibility report (TFD_W=100)
-
-> Method note: the production DE acceptance gate uses **performance
-> reproducibility** (fraction of runs with objective indistinguishable from
-> the best run). Performance equivalence is evaluated using a relative
-> error with respect to the best objective value, making the criterion
-> independent of the absolute scale of the optimized quantity:
->
-> $$ \frac{|J_r-J_{best}|} {|J_{best}|} \le10^{-3}. $$
->
-> The denominator uses a machine-precision safeguard only, not an
-> engineering tolerance. **Geometry reproducibility** (1% normalized-design
-> rule) is diagnostic only: geometrically distinct designs may be equally
-> converged when their optimized physical performance is numerically
-> indistinguishable.
-
-## RBF 3W B34_H45 iteration 0 stage 1
-- current reproducibility: 60.00% (2 basins); connected: 60.00% (2 basins)
-- objective: min -84.4193, median -84.4193, IQR 16.3
-- min_window_tfd: IQR 16.3
-- diagnosis: MULTIPLE_PERFORMANCE_OPTIMA
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 3W B34_H45 iteration 0 stage 2
-- current reproducibility: 96.67% (2 basins); connected: 96.67% (2 basins)
-- objective: min -1.37016e-06, median -1.37016e-06, IQR 1.14e-13
-- distortion: IQR 1.13e-13
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B34_H45_it0/de_basin_design_tolerance_sensitivity.csv

-method,family,configuration,iteration,stage,design_tolerance,n_basins,dominant_basin_size,reproducibility_rate
-rbf,3W,B34_H45,0,1,0.005,2,18,0.6
-rbf,3W,B34_H45,0,1,0.01,2,18,0.6
-rbf,3W,B34_H45,0,1,0.02,2,18,0.6
-rbf,3W,B34_H45,0,1,0.05,2,18,0.6
-rbf,3W,B34_H45,0,1,0.1,2,18,0.6
-rbf,3W,B34_H45,0,2,0.005,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.01,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.02,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.05,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.1,2,29,0.9666666666666668

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B34_H45_it0/de_basin_objective_tolerance_sensitivity.csv

-method,family,configuration,iteration,stage,relative_objective_tolerance,absolute_objective_tolerance,design_tolerance,n_basins,dominant_basin_size,reproducibility_rate
-rbf,3W,B34_H45,0,1,0.0001,1e-06,0.01,2,18,0.6
-rbf,3W,B34_H45,0,1,0.001,1e-06,0.01,2,18,0.6
-rbf,3W,B34_H45,0,1,0.01,1e-06,0.01,2,18,0.6
-rbf,3W,B34_H45,0,2,0.0001,1e-06,0.01,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.001,1e-06,0.01,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.01,1e-06,0.01,2,29,0.9666666666666668

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B34_H45_it0/de_initialization_recommendation.csv

-method,family,configuration,iteration,stage2_baseline_reproducibility,stage2_baseline_diagnosis,anchored_reproducibility,same_performance_region,recommendation
-rbf,3W,B34_H45,0,0.9666666666666668,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B34_H45_it0/de_reproducibility_diagnosis.csv

-method,family,configuration,iteration,stage,current_reproducibility,connected_component_reproducibility,n_current_basins,n_connected_basins,min_objective,median_objective,max_objective,objective_iqr,min_criterion,median_criterion,max_criterion,criterion_iqr,criterion,tw1_normalized_iqr,tw2_normalized_iqr,tw3_normalized_iqr,median_stage1_preservation_slack,fraction_stage2_near_preservation_boundary,fraction_success,fraction_maxiter_reached,median_nit,median_nfev,diagnosis,stage1_tmin_star,stage1_preservation_tolerance,recommendation
-rbf,3W,B34_H45,0,1,0.6,0.6,2,2,-84.41932488393286,-84.41930611909766,-68.16654672150253,16.25275633950025,68.16654672150253,84.41930611909766,84.4193248839324,16.252756339500706,min_window_tfd,0.1301017517760909,0.2018402877652562,0.2243645438102934,,,1.0,0.0,94.0,3636.5,MULTIPLE_PERFORMANCE_OPTIMA,,,NO_DE_CHANGE_NEEDED
-rbf,3W,B34_H45,0,2,0.9666666666666668,0.9666666666666668,2,2,-1.3701563654609407e-06,-1.3701562628877468e-06,-1.37015600160816e-06,1.1362420238802365e-13,1.0559217696110235e-06,1.3701562483667887e-06,1.3701563654609422e-06,1.1326159774769945e-13,distortion_measure,1.1543056455121105e-07,1.952978379016201e-08,4.186288649066228e-08,1.1403447217617213e-06,1.0,0.9666666666666668,0.0333333333333333,146.0,795.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,84.41932488393286,0.001,NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B34_H45_it0/de_reproducibility_runs.csv

-method,family,configuration,iteration,stage,run_idx,seed,initialization,tw1,tw2,tw3,scipy_objective,min_window_tfd,distortion_measure,mean_window_tfd,window_tfd_range,max_constraint_violation,minimum_window_constraint_slack,frame_constraint_slack,stage1_preservation_slack,success,message,nit,nfev,final_population_energy_std,stage1_tmin_star,stage1_preservation_tolerance,stage1_lower_bound,s_lex
-rbf,3W,B34_H45,0,1,0,42,baseline,7.583661187483843,9.63398439835743,10.705442243564864,-84.41931914950919,84.41931914950919,1.3701225493651675e-06,84.41934582228093,4.572547413772554e-05,0.0,0.4520584251480386,23.366105666400856,,True,Optimization terminated successfully.,95,3442,6.979248813472184e-05,,,,
-rbf,3W,B34_H45,0,1,1,43,baseline,8.75457677389032,11.450546943993874,12.724724920522233,-68.16656319463436,68.16656319463436,1.0559217040987072e-06,68.16657115445287,1.699067479421501e-05,0.0,16.704848672863932,21.44777059974595,,True,Optimization terminated successfully.,89,4236,3.755137207766605e-05,,,,
-rbf,3W,B34_H45,0,1,2,44,baseline,8.75457654188568,11.450547119038736,12.724724965522991,-68.16656245271952,68.16656245271952,1.0559217238395632e-06,68.1665724803416,1.5971418179105967e-05,0.0,16.704849414778778,21.447771644648725,,True,Optimization terminated successfully.,84,3999,4.3667761215885885e-05,,,,
-rbf,3W,B34_H45,0,1,3,45,baseline,7.583662570072798,9.63398414057977,10.705443011052784,-84.41932488393286,84.4193248839324,1.3701222898162622e-06,84.41933369661031,2.2277061816566857e-05,0.0,0.4520647065040748,23.36610310473445,,True,Optimization terminated successfully.,105,3603,7.989695157152924e-05,,,,
-rbf,3W,B34_H45,0,1,4,46,baseline,7.583662309209937,9.633984258858602,10.705442322170146,-84.41932077341016,84.41932077341016,1.3701223846703223e-06,84.41933678961891,3.5669854241859866e-05,0.0,0.4520554242338903,23.36610173026513,,True,Optimization terminated successfully.,111,3896,6.805641259235335e-05,,,,
-rbf,3W,B34_H45,0,1,5,47,baseline,8.754576830499284,11.450547687473245,12.724723945350668,-68.16656662753758,68.16656662753758,1.05592177566574e-06,68.16657057461377,6.488460257969564e-06,0.0,16.704839887192406,21.44776787975857,,True,Optimization terminated successfully.,93,4229,5.820127538017564e-05,,,,
-rbf,3W,B34_H45,0,1,6,48,baseline,8.754577220583611,11.450549234706193,12.72472591557514,-68.1665592989848,68.1665592989848,1.0559216852962232e-06,68.16656440069248,1.230201428370492e-05,0.0,16.704852568513502,21.44777209309328,,True,Optimization terminated successfully.,85,3975,5.144743912315914e-05,,,,
-rbf,3W,B34_H45,0,1,7,49,baseline,7.5836595917886545,9.633984698396317,10.705443477004,-84.41931967724986,84.41931967724986,1.3701226647742227e-06,84.41935587697147,9.85646911431104e-05,0.0,0.4520821557747467,23.366115565241145,,True,Optimization terminated successfully.,112,3601,6.019692627825312e-05,,,,
-rbf,3W,B34_H45,0,1,8,50,baseline,8.754577126315846,11.450546292306957,12.724723719357089,-68.16655850681173,68.16655850681104,1.055921724716233e-06,68.16657051386476,2.1712091665904157e-05,0.0,16.704839051617796,21.447765840395647,,True,Optimization terminated successfully.,78,3584,6.808175481617734e-05,,,,
-rbf,3W,B34_H45,0,1,9,51,baseline,7.583660392867285,9.63398437732392,10.70544358937888,-84.41932478919716,84.41932478919716,1.3701225466618788e-06,84.41934997205915,6.975726296332141e-05,0.0,0.4520812869781139,23.366113176328252,,True,Optimization terminated successfully.,103,3625,6.241636470400116e-05,,,,
-rbf,3W,B34_H45,0,1,10,52,baseline,7.583661466314624,9.633984833256694,10.70544533003292,-84.41931030507112,84.41931030507112,1.3701222326958532e-06,84.41933650731023,6.693078307762335e-05,0.0,0.452101562427174,23.36611423463812,,True,Optimization terminated successfully.,124,3976,6.777917545632298e-05,,,,
-rbf,3W,B34_H45,0,1,11,53,baseline,7.583662023182418,9.63398395639674,10.705444443459244,-84.41932367950358,84.41932367950358,1.3701222473502472e-06,84.41933611162442,2.7610844199443815e-05,0.0,0.4520881879947183,23.36611011437041,,True,Optimization terminated successfully.,113,3886,6.67776657329805e-05,,,,
-rbf,3W,B34_H45,0,1,12,54,baseline,8.754577116126283,11.4505487863026,12.724725322210714,-68.16656317360321,68.16656317360321,1.0559217120847483e-06,68.16656614864496,8.66869686433347e-06,0.0,16.704848693895087,21.447770778192904,,True,Optimization terminated successfully.,73,3417,5.659649801019965e-05,,,,
-rbf,3W,B34_H45,0,1,13,55,baseline,7.583662064713964,9.63398486697952,10.705445168269147,-84.41931510492941,84.41931510492941,1.3701221603885562e-06,84.4193317492349,4.471837860364758e-05,0.0,0.4520967625688854,23.36611135120158,,True,Optimization terminated successfully.,97,3160,7.14571395365158e-05,,,,
-rbf,3W,B34_H45,0,1,14,56,baseline,8.754577355305543,11.450547735501278,12.72472314813613,-68.16656111181692,68.16656111181692,1.0559217824251129e-06,68.16656754789483,1.8601085685077123e-05,0.0,16.704832154595692,21.4477637123031,,True,Optimization terminated successfully.,86,4249,5.779967508182314e-05,,,,
-rbf,3W,B34_H45,0,1,15,57,baseline,7.583654080784072,9.633986250901964,10.705444214031024,-84.41930031581433,84.41930031581433,1.3701233591559495e-06,84.41939562421196,0.0002854608144389,0.0,0.45211155168397,23.36613765326153,,True,Optimization terminated successfully.,94,3637,7.640109467210188e-05,,,,
-rbf,3W,B34_H45,0,1,16,58,baseline,7.583662121678691,9.6339842720488,10.70544160540405,-84.41931828712222,84.41931828712404,1.3701224735285243e-06,84.41933963513588,4.792150139110163e-05,0.0,0.4520456588728621,23.36610009329563,,True,Optimization terminated successfully.,97,3531,7.840119188070684e-05,,,,
-rbf,3W,B34_H45,0,1,17,59,baseline,7.583662102222624,9.63398421888689,10.705444651219237,-84.41932149014247,84.41932149013519,1.370122212780198e-06,84.41933430045394,3.0381178248717333e-05,0.0,0.4520903773631062,23.36611020734624,,True,Optimization terminated successfully.,90,3394,6.760557425320769e-05,,,,
-rbf,3W,B34_H45,0,1,18,60,baseline,8.754577075847505,11.450546770121257,12.72472438363047,-68.16656210178007,68.16656210178076,1.05592170625462e-06,68.16656973142373,1.6976331835394376e-05,0.0,16.70484385312045,21.447767946091204,,True,Optimization terminated successfully.,79,3865,4.4803920630132185e-05,,,,
-rbf,3W,B34_H45,0,1,19,61,baseline,7.5836623662706195,9.63398508280135,10.70544326474808,-84.41930992420748,84.41930992420748,1.3701222782848273e-06,84.41933214877388,3.464501423877664e-05,0.0,0.4520672982765745,23.366103713649565,,True,Optimization terminated successfully.,100,3534,8.014488131802332e-05,,,,
-rbf,3W,B34_H45,0,1,20,62,baseline,8.754576465136674,11.450545344403578,12.724726650607511,-68.16654672150253,68.16654672150253,1.055921583988582e-06,68.16657396490548,6.0306989325908944e-05,0.0,16.704865145995768,21.447776161098687,,True,Optimization terminated successfully.,81,3790,5.0877962919840375e-05,,,,
-rbf,3W,B34_H45,0,1,21,63,baseline,7.583661714936062,9.633984872934832,10.705441045592744,-84.41930654869338,84.41930654869338,1.37012256849338e-06,84.41934228082171,6.7463385676092e-05,0.0,0.4520378554192348,23.36609918852029,,True,Optimization terminated successfully.,108,3636,6.697189767305617e-05,,,,
-rbf,3W,B34_H45,0,1,22,64,baseline,7.583660642019606,9.633985832398034,10.705445562302522,-84.41930568950193,84.41930568950193,1.3701223107523222e-06,84.41933997447624,0.0001020027218601,0.0,0.4521061779963702,23.36611711488028,,True,Optimization terminated successfully.,95,3286,7.927607273859164e-05,,,,
-rbf,3W,B34_H45,0,1,23,65,baseline,8.75457751404645,11.450548719946555,12.724724552332358,-68.16655988744378,68.16655988744469,1.0559217232108871e-06,68.1665641136583,1.0332214060326804e-05,0.0,16.704841647839544,21.447767145358423,,True,Optimization terminated successfully.,82,3788,5.840970135954393e-05,,,,
-rbf,3W,B34_H45,0,1,24,66,baseline,7.583660916003076,9.63398441438818,10.705444267619876,-84.41932280790206,84.41932280790206,1.3701224120954329e-06,84.41934426917207,6.120336433923512e-05,0.0,0.4520890595962328,23.36611333356784,,True,Optimization terminated successfully.,93,3185,7.54196197106951e-05,,,,
-rbf,3W,B34_H45,0,1,25,67,baseline,7.583657844678509,9.633985611503997,10.705444481172291,-84.4193091505108,84.4193091505108,1.3701228096301958e-06,84.41936581218533,0.0001691494921942,0.0,0.4521018814560875,23.366124640791824,,True,Optimization terminated successfully.,103,3445,7.010043286957517e-05,,,,
-rbf,3W,B34_H45,0,1,26,68,baseline,8.75457728228796,11.450548322140788,12.72472440464366,-68.16656301949024,68.16656301949024,1.055921736381754e-06,68.16656632017043,7.278086741280276e-06,0.0,16.704841569921314,21.44776754284604,,True,Optimization terminated successfully.,78,3669,4.668238657902824e-05,,,,
-rbf,3W,B34_H45,0,1,27,69,baseline,7.583661431650997,9.633986085322878,10.705444708775476,-84.41929863766472,84.41929863766518,1.3701222668079749e-06,84.41933427172967,8.373266632588638e-05,0.0,0.4520900603059772,23.36611098858468,,True,Optimization terminated successfully.,101,3861,7.800630679324565e-05,,,,
-rbf,3W,B34_H45,0,1,28,70,baseline,7.583660897268178,9.633984707958753,10.705443394489444,-84.41931805687045,84.41931805687045,1.3701224848070465e-06,84.41934518283044,6.3335594632008e-05,0.0,0.4520757683425245,23.366110229521084,,True,Optimization terminated successfully.,94,3189,8.30159063980894e-05,,,,
-rbf,3W,B34_H45,0,1,29,71,baseline,8.754577507808778,11.450548150496328,12.72472724142456,-68.16654820762778,68.16654820762778,1.0559215591502697e-06,68.16656279526335,3.358910271344939e-05,0.0,16.70486365987051,21.447774386147017,,True,Optimization terminated successfully.,79,3836,6.39701853535762e-05,,,,
-rbf,3W,B34_H45,0,2,0,42,baseline,7.583407605717026,9.63405880905914,10.70545432074206,-1.3701563416433994e-06,84.41832504839022,1.3701563416433994e-06,84.42120658562658,0.008643521445947,0.0,0.4530857288449397,23.367047269368346,1.644573615067202e-07,True,Optimization terminated successfully.,165,987,2.57746925078834e-13,84.41932488393286,0.001,84.41832488393285,1.644573615067202e-07
-rbf,3W,B34_H45,0,2,1,43,baseline,7.583407698429031,9.634058783861285,10.705454247023216,-1.3701563352668348e-06,84.41832514265025,1.3701563352668348e-06,84.42120602799407,0.008640267042665,0.0,0.4530843358592165,23.367046695833707,2.587173923984665e-07,True,Optimization terminated successfully.,162,988,3.1983320752298214e-13,84.41932488393286,0.001,84.41832488393285,2.587173923984665e-07
-rbf,3W,B34_H45,0,2,2,44,baseline,7.583408811562689,9.6340586040436,10.70545432607855,-1.3701561725348046e-06,84.41832746055297,1.3701561725348042e-06,84.42119718358701,0.0086062197126466,0.0,0.4530814575558679,23.3670428376967,2.5766201190435822e-06,True,Optimization terminated successfully.,122,594,1.318179719018691e-12,84.41932488393286,0.001,84.41832488393285,2.5766201190435822e-06
-rbf,3W,B34_H45,0,2,3,45,baseline,7.583408387270012,9.634058714969743,10.705454421711574,-1.3701562227997086e-06,84.41832628373368,1.3701562227997086e-06,84.42120019701777,0.0086204630758857,0.0,0.4530843069882166,23.36704467495421,1.3998008228099934e-06,True,Optimization terminated successfully.,157,916,4.915681477847444e-13,84.41932488393286,0.001,84.41832488393285,1.3998008228099934e-06
-rbf,3W,B34_H45,0,2,4,46,baseline,7.583408083958828,9.634058667005991,10.705454308810628,-1.3701562769985496e-06,84.41832698916414,1.3701562769985504e-06,84.4212030611393,0.0086272910116349,0.0,0.4530839534203323,23.36704553093243,2.105231288851428e-06,True,Optimization terminated successfully.,150,766,7.747739829148993e-13,84.41932488393286,0.001,84.41832488393285,2.105231288851428e-06
-rbf,3W,B34_H45,0,2,5,47,baseline,7.583407976280526,9.634058682028211,10.705454333095888,-1.3701562900140246e-06,84.41832691356058,1.3701562900140246e-06,84.42120386440585,0.0086306021914879,0.0,0.4530847035933902,23.367046011342996,2.0296277227771498e-06,True,Optimization terminated successfully.,150,904,9.297106394905322e-13,84.41932488393286,0.001,84.41832488393285,2.0296277227771498e-06
-rbf,3W,B34_H45,0,2,6,48,baseline,7.58340945792429,9.63405839215343,10.705453668489348,-1.370156141273086e-06,84.41832824561743,1.370156141273086e-06,84.4211936687675,0.0085823674266976,0.0,0.4530697198573534,23.367038407321544,3.3616845769302017e-06,True,Optimization terminated successfully.,138,771,1.349374033545778e-12,84.41932488393286,0.001,84.41832488393285,3.3616845769302017e-06
-rbf,3W,B34_H45,0,2,7,49,baseline,7.583409797966744,9.634058362656887,10.705453294041916,-1.370156125677006e-06,84.41832716955287,1.3701561256770872e-06,84.42119163189068,0.0085716498954298,0.0,0.4530629608274239,23.36703589515484,2.28562001325372e-06,True,Optimization terminated successfully.,136,689,8.520730324926229e-13,84.41932488393286,0.001,84.41832488393285,2.28562001325372e-06
-rbf,3W,B34_H45,0,2,8,50,baseline,7.58340908593501,9.634058592284791,10.705454185332936,-1.3701561456946467e-06,84.41832693523338,1.3701561456946467e-06,84.42119520527474,0.0085982167613565,0.0,0.4530783389021735,23.36704132665311,2.051300526773048e-06,True,Optimization terminated successfully.,152,795,1.211003412207638e-12,84.41932488393286,0.001,84.41832488393285,2.051300526773048e-06
-rbf,3W,B34_H45,0,2,9,51,baseline,7.583407678284634,9.6340587954377,10.705454341512144,-1.370156329716037e-06,84.41832528472469,1.370156329716037e-06,84.42120598563663,0.0086412933687824,0.0,0.4530857734065421,23.36704707106371,4.0079183349917e-07,True,Optimization terminated successfully.,145,918,1.3688784130178605e-12,84.41932488393286,0.001,84.41832488393285,4.0079183349917e-07
-rbf,3W,B34_H45,0,2,10,52,baseline,7.583408522437235,9.63405863906595,10.705453753294242,-1.3701562629994506e-06,84.41832518360388,1.3701562629994506e-06,84.42120053983376,0.0086135394142274,0.0,0.4530741546190029,23.36704204253913,2.996710293245997e-07,True,Optimization terminated successfully.,149,786,1.3685938857602216e-12,84.41932488393286,0.001,84.41832488393285,2.996710293245997e-07
-rbf,3W,B34_H45,0,2,11,53,baseline,7.583408109193558,9.634058622222016,10.70545431842977,-1.3701562734366109e-06,84.41832775969942,1.3701562734366109e-06,84.42120296561764,0.0086255956457534,0.0,0.4530840856899658,23.367045512822344,2.875766568877225e-06,True,Optimization terminated successfully.,160,834,9.82378286802965e-13,84.41932488393286,0.001,84.41832488393285,2.875766568877225e-06
-rbf,3W,B34_H45,0,2,12,54,baseline,7.58340814088378,9.634058626252529,10.705454352362166,-1.370156265870749e-06,84.41832741920007,1.370156265870749e-06,84.42120262817252,0.0086252683722705,0.0,0.4530844482982274,23.36704549698645,2.5352672139433707e-06,True,Optimization terminated successfully.,143,857,1.3206349308820805e-12,84.41932488393286,0.001,84.41832488393285,2.5352672139433707e-06
-rbf,3W,B34_H45,0,2,13,55,baseline,7.583407444462805,9.634058817020913,10.705454310615677,-1.3701563654609407e-06,84.4183250243309,1.3701563654609422e-06,84.42120791751404,0.0086480384879905,0.0,0.4530862021059647,23.367047852042035,1.4039804341337006e-07,True,Optimization terminated successfully.,155,909,6.72994595835132e-13,84.41932488393286,0.001,84.41832488393285,1.4039804341337006e-07
-rbf,3W,B34_H45,0,2,14,56,baseline,7.583408734063678,9.634058539803288,10.705453790339496,-1.370156231439058e-06,84.41832680430889,1.3701562314389767e-06,84.42119900854406,0.0086056116322197,0.0,0.4530740621161158,23.36704145105334,1.9203760359687294e-06,True,Optimization terminated successfully.,139,754,6.786477759496341e-13,84.41932488393286,0.001,84.41832488393285,1.9203760359687294e-06
-rbf,3W,B34_H45,0,2,15,57,baseline,7.583409801527646,9.634058305376412,10.705453926120397,-1.3701560714039403e-06,84.41833028341625,1.3701560714039403e-06,84.42119059771358,0.0085716640114696,0.0,0.4530723052015446,23.367038014286365,5.3994833990600455e-06,True,Optimization terminated successfully.,132,650,1.284826053630552e-12,84.41932488393286,0.001,84.41832488393285,5.3994833990600455e-06
-rbf,3W,B34_H45,0,2,16,58,baseline,7.58340999873982,9.634058669395042,10.705454321426656,-1.37015600160816e-06,84.41832526336566,1.3701560016081607e-06,84.42118716110706,0.0085756513030901,0.0,0.4530765622115495,23.36703815531375,3.794328051753837e-07,True,Optimization terminated successfully.,138,648,1.3602035661261904e-12,84.41932488393286,0.001,84.41832488393285,3.794328051753837e-07
-rbf,3W,B34_H45,0,2,17,59,baseline,7.583409120943826,9.63405854973442,10.705453551817527,-1.3701561965472726e-06,84.4183254773643,1.3701561965472726e-06,84.42119621552654,0.0085948491159797,0.0,0.4530690247632947,23.36703916064145,5.934314515343431e-07,True,Optimization terminated successfully.,159,767,1.244305960711922e-12,84.41932488393286,0.001,84.41832488393285,5.934314515343431e-07
-rbf,3W,B34_H45,0,2,18,60,baseline,7.583408971554064,9.634058552073103,10.705453368192842,-1.3701562338458306e-06,84.41832494956543,1.3701562338458306e-06,84.42119778751369,0.0085985218051973,0.0,0.4530669258932676,23.36703913483022,6.563257670677558e-08,True,Optimization terminated successfully.,135,757,1.358477410343008e-12,84.41932488393286,0.001,84.41832488393285,6.563257670677558e-08
-rbf,3W,B34_H45,0,2,19,61,baseline,7.583407613898182,9.634058798662906,10.705454243064125,-1.3701563474244357e-06,84.4183249540938,1.3701563474244357e-06,84.42120669247113,0.0086428837287257,0.0,0.4530845820012246,23.36704699428712,7.016095082690299e-08,True,Optimization terminated successfully.,162,1047,7.578959103374973e-13,84.41932488393286,0.001,84.41832488393285,7.016095082690299e-08
-rbf,3W,B34_H45,0,2,20,62,baseline,7.58340767841701,9.634058801784215,10.70545433692197,-1.3701563299697997e-06,84.41832516123668,1.3701563299697988e-06,84.42120597442909,0.0086414261227218,0.0,0.4530856928071216,23.36704704869446,2.773038261238981e-07,True,Optimization terminated successfully.,141,796,1.3393232785256365e-12,84.41932488393286,0.001,84.41832488393285,2.773038261238981e-07
-rbf,3W,B34_H45,0,2,21,63,baseline,7.583408001637281,9.634058738949337,10.705454271391744,-1.3701562906129478e-06,84.41832571453187,1.3701562906129478e-06,84.42120360164783,0.0086310933545519,0.0,0.4530835849731147,23.367045649830217,8.305990206736169e-07,True,Optimization terminated successfully.,147,820,4.905394864000834e-13,84.41932488393286,0.001,84.41832488393285,8.305990206736169e-07
-rbf,3W,B34_H45,0,2,22,64,baseline,7.583408121997834,9.634058647467231,10.705454285354538,-1.3701562739749734e-06,84.41832720714274,1.3701562739749734e-06,84.4212028467545,0.0086257584332543,0.0,0.45308349995355,23.3670453277454,2.3232098840253457e-06,True,Optimization terminated successfully.,144,742,1.269837307832492e-12,84.41932488393286,0.001,84.41832488393285,2.3232098840253457e-06
-rbf,3W,B34_H45,0,2,23,65,baseline,8.754576757512938,11.450547132198034,12.72472385054098,inf,68.16657185694567,1.0559217696110235e-06,68.1665718569465,1.3642420526593924e-12,0.0,16.70484001055263,21.44776778252836,-16.25175302698719,False,"The solution does not satisfy the constraints, MAXCV = 16.251753026987192",500,0,,84.41932488393286,0.001,84.41832488393285,-16.25175302698719
-rbf,3W,B34_H45,0,2,24,66,baseline,7.583408986565964,9.63405857559398,10.705453999596925,-1.3701561763898222e-06,84.41832667835797,1.37015617638982e-06,84.42119642247576,0.0086000934372805,0.0,0.4530760502242401,23.367041120660744,1.7944251169410563e-06,True,Optimization terminated successfully.,119,674,1.3605400942421729e-12,84.41932488393286,0.001,84.41832488393285,1.7944251169410563e-06
-rbf,3W,B34_H45,0,2,25,67,baseline,7.583408426844855,9.634058641551972,10.705453911649824,-1.3701562628877468e-06,84.41832576482147,1.3701562628877468e-06,84.42120103097432,0.0086165385796448,0.0,0.453076842797941,23.36704292897996,8.808886207134492e-07,True,Optimization terminated successfully.,149,798,1.1240193856324378e-12,84.41932488393286,0.001,84.41832488393285,8.808886207134492e-07
-rbf,3W,B34_H45,0,2,26,68,baseline,7.5834088460476,9.634058699600914,10.705454157721494,-1.3701561803239106e-06,84.41832523524226,1.3701561803239106e-06,84.42119692964631,0.0086071155847093,0.0,0.453078664628606,23.367042049841004,3.513094100071612e-07,True,Optimization terminated successfully.,138,801,1.0339592730829542e-12,84.41932488393286,0.001,84.41832488393285,3.513094100071612e-07
-rbf,3W,B34_H45,0,2,27,69,baseline,7.583408149683415,9.634058761063203,10.70545423739598,-1.3701562719232446e-06,84.41832508999005,1.3701562719232446e-06,84.42120237281195,0.0086275283827035,0.0,0.4530824574252392,23.367044941416157,2.0605719441846307e-07,True,Optimization terminated successfully.,155,940,1.369938858615234e-12,84.41932488393286,0.001,84.41832488393285,2.0605719441846307e-07
-rbf,3W,B34_H45,0,2,28,70,baseline,7.583409668538052,9.634058272992863,10.705454276943389,-1.370156060623142e-06,84.41833214354847,1.370156060623142e-06,84.42119114403408,0.008575303986845,0.0,0.4530780264798295,23.36703971371837,7.259615614430004e-06,True,Optimization terminated successfully.,132,593,1.2985429378378814e-12,84.41932488393286,0.001,84.41832488393285,7.259615614430004e-06
-rbf,3W,B34_H45,0,2,29,71,baseline,7.583408531291024,9.634058606429877,10.705454086030874,-1.370156233478725e-06,84.41832685866393,1.3701562334788082e-06,84.42119994487189,0.0086133009097011,0.0,0.4530790511201985,23.367043133725403,1.9747310773254867e-06,True,Optimization terminated successfully.,137,881,8.43050622725782e-13,84.41932488393286,0.001,84.41832488393285,1.9747310773254867e-06
-rbf,3W,B34_H45,0,2,0,42,anchored,7.583408017690519,9.634058696176387,10.705454320373908,-1.370156284907575e-06,84.41832659272131,1.370156284907575e-06,84.42120350327552,0.0086297818600087,0.0,0.4530843249743839,23.36704579411291,1.70878846006417e-06,True,Optimization terminated successfully.,164,791,1.359230728290614e-12,84.41932488393286,0.001,84.41832488393285,1.70878846006417e-06
-rbf,3W,B34_H45,0,2,1,43,anchored,7.583410079204407,9.63405849118966,10.705454876662223,-1.3701559453915526e-06,84.41832714167322,1.3701559453915526e-06,84.42118598712841,0.0085735769102939,0.0,0.4530847258250787,23.36703985465867,2.2577403626655723e-06,True,Optimization terminated successfully.,138,503,1.2350629128395936e-12,84.41932488393286,0.001,84.41832488393285,2.2577403626655723e-06
-rbf,3W,B34_H45,0,2,2,44,anchored,7.583408434315052,9.634058684769284,10.705454040555782,-1.3701562497651215e-06,84.41832546128853,1.3701562497651215e-06,84.4212006030031,0.0086176287163652,0.0,0.4530786097824375,23.36704327609975,5.773556779331557e-07,True,Optimization terminated successfully.,155,722,1.0146473277713394e-12,84.41932488393286,0.001,84.41832488393285,5.773556779331557e-07
-rbf,3W,B34_H45,0,2,3,45,anchored,7.583407846724594,9.63405876236472,10.705454347135184,-1.3701563057579122e-06,84.41832571354917,1.3701563057579122e-06,84.42120467627849,0.0086359913507294,0.0,0.4530852571118657,23.367046472766944,8.296163116483513e-07,True,Optimization terminated successfully.,148,689,1.025257520216607e-12,84.41932488393286,0.001,84.41832488393285,8.296163116483513e-07
-rbf,3W,B34_H45,0,2,4,46,anchored,7.583408441830275,9.634058629002812,10.705453997386272,-1.3701562535437425e-06,84.4183262552865,1.3701562535437425e-06,84.42120078452952,0.0086160382277284,0.0,0.4530780627104604,23.36704316539719,1.3713536475279398e-06,True,Optimization terminated successfully.,163,888,1.1903866034645412e-12,84.41932488393286,0.001,84.41832488393285,1.3713536475279398e-06
-rbf,3W,B34_H45,0,2,5,47,anchored,7.583408176416784,9.634058686312596,10.705454491720731,-1.3701562474869455e-06,84.41832564473225,1.3701562474869455e-06,84.42120189878226,0.008627208621192,0.0,0.4530862227660464,23.367045751615635,7.607993950387026e-07,True,Optimization terminated successfully.,149,675,1.3064115767317428e-12,84.41932488393286,0.001,84.41832488393285,7.607993950387026e-07
-rbf,3W,B34_H45,0,2,6,48,anchored,7.583409771714296,9.634058592537704,10.705453764514957,-1.3701560840176254e-06,84.41832488454838,1.3701560840176254e-06,84.42119030166207,0.0085787425466605,0.0,0.4530694741555408,23.367037291824477,6.155289611342596e-10,True,Optimization terminated successfully.,159,619,8.885587404511251e-13,84.41932488393286,0.001,84.41832488393285,6.155289611342596e-10
-rbf,3W,B34_H45,0,2,7,49,anchored,7.583408739328124,9.634058600398513,10.705454344990102,-1.3701561813104547e-06,84.41832765180789,1.3701561813104547e-06,84.42119775787334,0.0086081296128668,0.0,0.453082027106916,23.36704318329332,2.767875031395306e-06,True,Optimization terminated successfully.,140,775,1.3225452738856128e-12,84.41932488393286,0.001,84.41832488393285,2.767875031395306e-06
-rbf,3W,B34_H45,0,2,8,50,anchored,7.583408071313666,9.63405870209004,10.70545397542244,-1.3701563070704276e-06,84.41832527373572,1.3701563070704276e-06,84.4212036815511,0.0086276870574693,0.0,0.4530790573738841,23.367044449663737,3.898028637649986e-07,True,Optimization terminated successfully.,152,816,1.1827401244292037e-12,84.41932488393286,0.001,84.41832488393285,3.898028637649986e-07
-rbf,3W,B34_H45,0,2,9,51,anchored,7.583408453424727,9.63405870625983,10.705454048633596,-1.3701562459006175e-06,84.41832510641643,1.3701562459006175e-06,84.42120036654667,0.0086176277743561,0.0,0.4530786084654892,23.367043205504544,2.224835782271839e-07,True,Optimization terminated successfully.,150,841,1.1879254527615182e-12,84.41932488393286,0.001,84.41832488393285,2.224835782271839e-07
-rbf,3W,B34_H45,0,2,10,52,anchored,7.583410161855049,9.63405816820947,10.705454400044143,-1.3701559813523643e-06,84.41833377783041,1.3701559813523643e-06,84.4211871346444,0.0085599525432371,0.0,0.4530780896678834,23.367038319418427,8.8938975579822e-06,True,Optimization terminated successfully.,151,624,1.2130136949826916e-12,84.41932488393286,0.001,84.41832488393285,8.8938975579822e-06
-rbf,3W,B34_H45,0,2,11,53,anchored,7.583408420571915,9.634058700756944,10.70545400033423,-1.3701562549099556e-06,84.4183250656929,1.3701562549099556e-06,84.42120074460529,0.0086182783390995,0.0,0.4530780434073449,23.36704318033973,1.817600434605993e-07,True,Optimization terminated successfully.,152,798,1.363696385110364e-12,84.41932488393286,0.001,84.41832488393285,1.817600434605993e-07
-rbf,3W,B34_H45,0,2,12,54,anchored,7.583408446173873,9.63405854446398,10.70545424491016,-1.370156233098989e-06,84.41832852695188,1.370156233098989e-06,84.42120053742649,0.0086145279763059,0.0,0.4530818370989209,23.367044050515617,3.643019027776973e-06,True,Optimization terminated successfully.,140,771,1.1379749952009662e-12,84.41932488393286,0.001,84.41832488393285,3.643019027776973e-06
-rbf,3W,B34_H45,0,2,13,55,anchored,7.583408776144363,9.634058515668697,10.705454071588145,-1.3701562014629932e-06,84.41832813032397,1.3701562014629932e-06,84.42119820877717,0.0086045552786799,0.0,0.4530780570934212,23.367042235718078,3.246391116817904e-06,True,Optimization terminated successfully.,168,787,1.1568107958617893e-12,84.41932488393286,0.001,84.41832488393285,3.246391116817904e-06
-rbf,3W,B34_H45,0,2,14,56,anchored,7.58340831082112,9.634058755212052,10.705454560654529,-1.3701562208837396e-06,84.41832530891406,1.3701562208837396e-06,84.42120045467868,0.0086246056946492,0.0,0.4530865585842321,23.36704538311271,4.249812093348737e-07,True,Optimization terminated successfully.,170,907,6.956975571741931e-13,84.41932488393286,0.001,84.41832488393285,4.249812093348737e-07
-rbf,3W,B34_H45,0,2,15,57,anchored,7.583409236344463,9.634058251972968,10.705454617528895,-1.3701560933600789e-06,84.41832710961171,1.3701560933600789e-06,84.42119415578077,0.0085942021635219,0.0,0.453084757886586,23.367042525975577,2.225678855438673e-06,True,Optimization terminated successfully.,145,631,1.059607756676472e-12,84.41932488393286,0.001,84.41832488393285,2.225678855438673e-06
-rbf,3W,B34_H45,0,2,16,58,anchored,7.583408286741603,9.634058639328426,10.705454125361,-1.3701562644367058e-06,84.41832665397851,1.3701562644367058e-06,84.42120180212646,0.0086207568663212,0.0,0.453080525942255,23.367044174239183,1.770045656712682e-06,True,Optimization terminated successfully.,157,984,1.2995311426313005e-12,84.41932488393286,0.001,84.41832488393285,1.770045656712682e-06
-rbf,3W,B34_H45,0,2,17,59,anchored,7.583408548270202,9.634058682853716,10.705454248284315,-1.3701562154397114e-06,84.41832609564244,1.3701562154397114e-06,84.42119927873053,0.0086149777155242,0.0,0.4530812003071105,23.36704351766018,1.2117095877783868e-06,True,Optimization terminated successfully.,171,818,1.165210817645792e-12,84.41932488393286,0.001,84.41832488393285,1.2117095877783868e-06
-rbf,3W,B34_H45,0,2,18,60,anchored,7.583408324134803,9.634058694609184,10.705454457138323,-1.370156229168992e-06,84.41832675135447,1.370156229168992e-06,84.42120071431638,0.0086218335211469,0.0,0.4530851161438249,23.36704505738355,1.8674216164527024e-06,True,Optimization terminated successfully.,146,889,8.934698940128392e-13,84.41932488393286,0.001,84.41832488393285,1.8674216164527024e-06
-rbf,3W,B34_H45,0,2,19,61,anchored,7.583408356308948,9.634058704139962,10.705454249511618,-1.3701562424051142e-06,84.41832591148568,1.3701562424051142e-06,84.42120080493048,0.0086206581145233,0.0,0.4530819337927596,23.36704424214001,1.0275528268266498e-06,True,Optimization terminated successfully.,149,738,7.317475836615896e-13,84.41932488393286,0.001,84.41832488393285,1.0275528268266498e-06
-rbf,3W,B34_H45,0,2,20,62,anchored,7.583407783621844,9.634058758799432,10.705454444987453,-1.3701563063678371e-06,84.41832492291724,1.3701563063678371e-06,84.42120502817109,0.0086390756882792,0.0,0.4530869445810594,23.36704704161768,3.898438194482878e-08,True,Optimization terminated successfully.,171,970,1.2389050740377759e-12,84.41932488393286,0.001,84.41832488393285,3.898438194482878e-08
-rbf,3W,B34_H45,0,2,21,63,anchored,7.583407970900526,9.63405869689912,10.705454286342496,-1.370156294550477e-06,84.41832650722881,1.370156294550477e-06,84.42120395209372,0.0086309852511021,0.0,0.4530840109258633,23.3670458629894,1.6232959580975148e-06,True,Optimization terminated successfully.,158,682,1.264426354746633e-12,84.41932488393286,0.001,84.41832488393285,1.6232959580975148e-06
-rbf,3W,B34_H45,0,2,22,64,anchored,7.583409485979113,9.634058264063873,10.705454733914726,-1.3701560472577813e-06,84.4183264196472,1.3701560472577813e-06,84.42119183537254,0.0085886567192119,0.0,0.4530854478510946,23.36704192777636,1.5357143468008871e-06,True,Optimization terminated successfully.,139,732,1.2585932177337606e-12,84.41932488393286,0.001,84.41832488393285,1.5357143468008871e-06
-rbf,3W,B34_H45,0,2,23,65,anchored,7.58340869412414,9.634058598852034,10.70545398928974,-1.370156218709329e-06,84.41832651226196,1.370156218709329e-06,84.42119879706797,0.008608507507688,0.0,0.4530770083259767,23.367042194304236,1.6283291017771262e-06,True,Optimization terminated successfully.,160,800,1.2361103006821789e-12,84.41932488393286,0.001,84.41832488393285,1.6283291017771262e-06
-rbf,3W,B34_H45,0,2,24,66,anchored,7.583408028029845,9.634058614495816,10.705454478503126,-1.3701562713115617e-06,84.4183251047034,1.3701562713115617e-06,84.42120336396017,0.0086313752929072,0.0,0.4530867627948964,23.36704635998528,2.207705449563946e-07,True,Optimization terminated successfully.,149,832,1.2457199878037197e-12,84.41932488393286,0.001,84.41832488393285,2.207705449563946e-07
-rbf,3W,B34_H45,0,2,25,67,anchored,7.583407809050312,9.634058735165675,10.705454410668832,-1.3701563061750382e-06,84.41832547698868,1.3701563061750382e-06,84.42120495047993,0.0086374724041888,0.0,0.4530863905096112,23.36704685605939,5.930558302225108e-07,True,Optimization terminated successfully.,154,822,1.053382591467361e-12,84.41932488393286,0.001,84.41832488393285,5.930558302225108e-07
-rbf,3W,B34_H45,0,2,26,68,anchored,7.583409124445398,9.634058694906308,10.705454446653093,-1.37015611544821e-06,84.4183260438549,1.37015611544821e-06,84.42119409996349,0.008600142596606,0.0,0.4530817979142512,23.367041923747067,1.1599220499647345e-06,True,Optimization terminated successfully.,155,754,6.843039547755368e-13,84.41932488393286,0.001,84.41832488393285,1.1599220499647345e-06
-rbf,3W,B34_H45,0,2,27,69,anchored,7.583408790703129,9.634058465137372,10.705454081778155,-1.3701561994943776e-06,84.41832901005137,1.3701561994943776e-06,84.42119821754955,0.0086030167001354,0.0,0.4530782516525278,23.36704226698741,4.126118511749155e-06,True,Optimization terminated successfully.,186,915,7.063291087306387e-13,84.41932488393286,0.001,84.41832488393285,4.126118511749155e-06
-rbf,3W,B34_H45,0,2,28,70,anchored,7.58340808793305,9.63405871001605,10.705454050006333,-1.3701562980550064e-06,84.41832537711343,1.3701562980550064e-06,84.42120338215257,0.0086275906996888,0.0,0.4530800659671286,23.367044621224,4.931805790420185e-07,True,Optimization terminated successfully.,174,935,6.660883908866922e-13,84.41932488393286,0.001,84.41832488393285,4.931805790420185e-07
-rbf,3W,B34_H45,0,2,29,71,anchored,7.583408767988358,9.634058497165665,10.705454329020714,-1.3701561806389903e-06,84.4183293252313,1.3701561806389903e-06,84.42119785302573,0.0086049321155314,0.0,0.4530818909992149,23.367043130811386,4.441298443680353e-06,True,Optimization terminated successfully.,152,776,1.2208983986499022e-12,84.41932488393286,0.001,84.41832488393285,4.441298443680353e-06

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B34_H45_it0/de_stage2_initialization_comparison.csv

-method,family,configuration,iteration,initialization,n_runs,current_basin_reproducibility,connected_component_reproducibility,n_basins,min_objective,median_objective,objective_iqr,median_min_window_tfd,min_window_tfd_iqr,median_distortion_measure,distortion_iqr,tw1_iqr,tw2_iqr,tw3_iqr,median_nit,median_nfev,fraction_success,anchor_slack_at_x0
-rbf,3W,B34_H45,0,baseline,30,0.9666666666666668,0.9666666666666668,2,-1.3701563654609407e-06,-1.3701562483667887e-06,1.132615966889083e-13,84.41832602427758,1.9576272052290733e-06,1.3701562483667887e-06,1.1326159774769945e-13,1.1543056455121105e-07,1.952978379016201e-08,4.186288649066228e-08,146.0,795.5,0.9666666666666668,0.00099999999955
-rbf,3W,B34_H45,0,anchored,30,1.0,1.0,1,-1.3701563070704276e-06,-1.3701562377520515e-06,8.373641212185342e-14,84.41832617546447,1.6218901919273776e-06,1.3701562377520515e-06,8.373641212185342e-14,7.378348648723333e-08,1.6141595060581437e-08,4.3426099827215126e-08,153.0,789.0,1.0,0.00099999999955

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B34_H45_it0/de_stage_summary.csv

-method,family,configuration,iteration,stage,current_reproducibility,connected_component_reproducibility,n_current_basins,n_connected_basins,min_objective,median_objective,max_objective,objective_iqr,min_criterion,median_criterion,max_criterion,criterion_iqr,criterion,tw1_normalized_iqr,tw2_normalized_iqr,tw3_normalized_iqr,median_stage1_preservation_slack,fraction_stage2_near_preservation_boundary,fraction_success,fraction_maxiter_reached,median_nit,median_nfev,diagnosis,stage1_tmin_star,stage1_preservation_tolerance
-rbf,3W,B34_H45,0,1,0.6,0.6,2,2,-84.41932488393286,-84.41930611909766,-68.16654672150253,16.25275633950025,68.16654672150253,84.41930611909766,84.4193248839324,16.252756339500706,min_window_tfd,0.1301017517760909,0.2018402877652562,0.2243645438102934,,,1.0,0.0,94.0,3636.5,MULTIPLE_PERFORMANCE_OPTIMA,,
-rbf,3W,B34_H45,0,2,0.9666666666666668,0.9666666666666668,2,2,-1.3701563654609407e-06,-1.3701562628877468e-06,-1.37015600160816e-06,1.1362420238802365e-13,1.0559217696110235e-06,1.3701562483667887e-06,1.3701563654609422e-06,1.1326159774769945e-13,distortion_measure,1.1543056455121105e-07,1.952978379016201e-08,4.186288649066228e-08,1.1403447217617213e-06,1.0,0.9666666666666668,0.0333333333333333,146.0,795.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,84.41932488393286,0.001

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_3W_B34_H45_it0/performance_reproducibility_old_vs_scale_aware.csv

-method,family,configuration,iteration,stage,best_objective,objective_scale,old_performance_reproducibility_rate,new_performance_reproducibility_rate,old_performance_pass,new_performance_pass,geometry_reproducibility_rate,objective_iqr,objective_range,new_performance_relative_tolerance,max_relative_error_in_equivalent_group
-rbf,3W,B34_H45,0,1,-84.41932488393286,84.41932488393286,0.6,0.6,False,False,0.6,16.25275633950025,16.25277816243033,0.001,3.109035540255846e-07
-rbf,3W,B34_H45,0,2,-1.3701563654609407e-06,1.3701563654609407e-06,1.0,0.9666666666666667,True,True,0.9666666666666667,1.1362420238802365e-13,3.6385278085318605e-13,0.001,2.6555566213114705e-07

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_5W_B34_H60_it0/DE_REPRODUCIBILITY_REPORT.md

-# DE reproducibility report (TFD_W=100)
-
-> Method note: the production DE acceptance gate uses **performance
-> reproducibility** (fraction of runs with objective indistinguishable from
-> the best run). Performance equivalence is evaluated using a relative
-> error with respect to the best objective value, making the criterion
-> independent of the absolute scale of the optimized quantity:
->
-> $$ \frac{|J_r-J_{best}|} {|J_{best}|} \le10^{-3}. $$
->
-> The denominator uses a machine-precision safeguard only, not an
-> engineering tolerance. **Geometry reproducibility** (1% normalized-design
-> rule) is diagnostic only: geometrically distinct designs may be equally
-> converged when their optimized physical performance is numerically
-> indistinguishable.
-
-## RBF 5W B34_H60 iteration 0 stage 1
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -78.9975, median -78.9975, IQR 2.6e-05
-- min_window_tfd: IQR 2.6e-05
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED
-
-## RBF 5W B34_H60 iteration 0 stage 2
-- current reproducibility: 100.00% (1 basins); connected: 100.00% (1 basins)
-- objective: min -1.8915e-06, median -1.8915e-06, IQR 2.4e-13
-- distortion: IQR 2.4e-13
-- diagnosis: PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE
-- recommendation: NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_5W_B34_H60_it0/de_basin_design_tolerance_sensitivity.csv

-method,family,configuration,iteration,stage,design_tolerance,n_basins,dominant_basin_size,reproducibility_rate
-rbf,5W,B34_H60,0,1,0.005,1,30,1.0
-rbf,5W,B34_H60,0,1,0.01,1,30,1.0
-rbf,5W,B34_H60,0,1,0.02,1,30,1.0
-rbf,5W,B34_H60,0,1,0.05,1,30,1.0
-rbf,5W,B34_H60,0,1,0.1,1,30,1.0
-rbf,5W,B34_H60,0,2,0.005,1,30,1.0
-rbf,5W,B34_H60,0,2,0.01,1,30,1.0
-rbf,5W,B34_H60,0,2,0.02,1,30,1.0
-rbf,5W,B34_H60,0,2,0.05,1,30,1.0
-rbf,5W,B34_H60,0,2,0.1,1,30,1.0

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_5W_B34_H60_it0/de_basin_objective_tolerance_sensitivity.csv

-method,family,configuration,iteration,stage,relative_objective_tolerance,absolute_objective_tolerance,design_tolerance,n_basins,dominant_basin_size,reproducibility_rate
-rbf,5W,B34_H60,0,1,0.0001,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,0,1,0.001,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,0,1,0.01,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,0,2,0.0001,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,0,2,0.001,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,0,2,0.01,1e-06,0.01,1,30,1.0

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_5W_B34_H60_it0/de_initialization_recommendation.csv

-method,family,configuration,iteration,stage2_baseline_reproducibility,stage2_baseline_diagnosis,anchored_reproducibility,same_performance_region,recommendation
-rbf,5W,B34_H60,0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_5W_B34_H60_it0/de_reproducibility_diagnosis.csv

-method,family,configuration,iteration,stage,current_reproducibility,connected_component_reproducibility,n_current_basins,n_connected_basins,min_objective,median_objective,max_objective,objective_iqr,min_criterion,median_criterion,max_criterion,criterion_iqr,criterion,tw1_normalized_iqr,tw2_normalized_iqr,tw3_normalized_iqr,tw4_normalized_iqr,tw5_normalized_iqr,median_stage1_preservation_slack,fraction_stage2_near_preservation_boundary,fraction_success,fraction_maxiter_reached,median_nit,median_nfev,diagnosis,stage1_tmin_star,stage1_preservation_tolerance,recommendation
-rbf,5W,B34_H60,0,1,1.0,1.0,1,1,-78.99753544302803,-78.99751907918744,-78.99748326756526,2.599466279207263e-05,78.99748326756526,78.99751907918744,78.99753544302803,2.599465733510442e-05,min_window_tfd,5.166539409351412e-07,6.008626121101202e-07,6.171728226256334e-07,1.1009556554752995e-06,3.1500058967586545e-07,,,1.0,0.0,138.5,10510.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,,,NO_DE_CHANGE_NEEDED
-rbf,5W,B34_H60,0,2,1.0,1.0,1,1,-1.8914993261601088e-06,-1.8914989645642051e-06,-1.8914984717665609e-06,2.398713075550321e-13,1.8914984717665609e-06,1.8914989645642051e-06,1.8914993261601088e-06,2.398713077667904e-13,distortion_measure,5.255220773825453e-07,7.604286126894344e-07,1.329864882659848e-07,2.055881256901593e-07,2.8005259698561854e-08,7.009582816408511e-07,1.0,1.0,0.0,246.0,2173.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,78.99753544302803,0.001,NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_5W_B34_H60_it0/de_reproducibility_runs.csv

-method,family,configuration,iteration,stage,run_idx,seed,initialization,tw1,tw2,tw3,tw4,tw5,scipy_objective,min_window_tfd,distortion_measure,mean_window_tfd,window_tfd_range,max_constraint_violation,minimum_window_constraint_slack,frame_constraint_slack,stage1_preservation_slack,success,message,nit,nfev,final_population_energy_std,stage1_tmin_star,stage1_preservation_tolerance,stage1_lower_bound,s_lex
-rbf,5W,B34_H60,0,1,0,42,baseline,6.411506626068562,7.668021189895951,8.665665856788355,7.722518733558099,5.000001106310997,-78.99752741132397,78.99752741132397,1.8914341618648087e-06,78.9975708303522,0.0001474326454626,0.0,2.308403961162611,21.6433752530114,,True,Optimization terminated successfully.,131,10386,7.853392486804618e-05,,,,
-rbf,5W,B34_H60,0,1,1,43,baseline,6.411507951199725,7.668019106446119,8.665663253965839,7.722517563100744,5.00000032588542,-78.99753199462066,78.99753199462248,1.891434243849077e-06,78.9975776844949,0.0001627574492886,0.0,2.3084498698703726,21.643378958032244,,True,Optimization terminated successfully.,134,9807,7.653552260868578e-05,,,,
-rbf,5W,B34_H60,0,1,2,44,baseline,6.411505414634755,7.668020281954076,8.665668829078548,7.722498348243641,5.000004011304562,-78.99749769991467,78.99749769991467,1.8914339197414212e-06,78.99761124519137,0.0004671088991017,0.0,2.308424911946048,21.643362839970777,,True,Optimization terminated successfully.,143,10475,7.413754792913704e-05,,,,
-rbf,5W,B34_H60,0,1,3,45,baseline,6.41150702706201,7.6680202909627315,8.66566742171311,7.722527089187633,5.000005854854365,-78.99751316869515,78.99751316869515,1.8914343272397185e-06,78.99755140866728,8.436155258095823e-05,0.0,2.308384334245119,21.643383992185235,,True,Optimization terminated successfully.,138,10576,7.496710600888445e-05,,,,
-rbf,5W,B34_H60,0,1,4,46,baseline,6.41150751166609,7.668019944219167,8.665667633372589,7.722525068377022,5.000005349734746,-78.9975156193832,78.9975156193832,1.8914341983694992e-06,78.99755368647985,6.776092232030351e-05,0.0,2.3084034323105413,21.643381191357875,,True,Optimization terminated successfully.,127,10028,7.795102693074209e-05,,,,
-rbf,5W,B34_H60,0,1,5,47,baseline,6.411504024196544,7.668016512055281,8.665663669190439,7.722517767219532,5.000003233943227,-78.99748935287062,78.99748935287062,1.891435564799138e-06,78.9976025841319,0.000183315909453,0.0,2.3083394161935478,21.64339621597138,,True,Optimization terminated successfully.,148,10744,7.348369105730829e-05,,,,
-rbf,5W,B34_H60,0,1,6,48,baseline,6.411510141863991,7.668012227128862,8.665657483560276,7.722528745985635,5.000003037594169,-78.99749213296309,78.99749213296309,1.891435287346196e-06,78.9975759580353,0.000193176769244,0.0,2.308487596087133,21.64340788802029,,True,Optimization terminated successfully.,130,9987,7.692585153557254e-05,,,,
-rbf,5W,B34_H60,0,1,7,49,baseline,6.411508565820272,7.668015789727811,8.665658667883655,7.722521049948387,5.000001440256954,-78.997506918422,78.997506918422,1.8914348951708216e-06,78.99758578782948,0.000152127315232,0.0,2.3084658960283093,21.643395420350416,,True,Optimization terminated successfully.,137,10035,7.794207569373941e-05,,,,
-rbf,5W,B34_H60,0,1,8,50,baseline,6.411508190473001,7.668020863083217,8.665665899453828,7.722516460736664,5.000001426784007,-78.99751981237205,78.99751981237205,1.8914337675154604e-06,78.99756818866699,0.000193466348719,0.0,2.3084535473976477,21.643370559197464,,True,Optimization terminated successfully.,133,9384,7.717994971186555e-05,,,,
-rbf,5W,B34_H60,0,1,9,51,baseline,6.411506210467699,7.668022227355331,8.665665059024274,7.722514059403663,5.00000236614561,-78.9974989501352,78.9974989501352,1.891434029269852e-06,78.99757932695574,0.0002485805161995,0.0,2.308408237031898,21.64337318784088,,True,Optimization terminated successfully.,147,10680,7.73471092972958e-05,,,,
-rbf,5W,B34_H60,0,1,10,52,baseline,6.411506440835051,7.668020614946901,8.66566235340429,7.722529711489695,5.0000024409057024,-78.997519220311,78.997519220311,1.8914347435289815e-06,78.99755857630097,8.96845276656677e-05,0.0,2.3083729596541787,21.64339201405629,,True,Optimization terminated successfully.,132,9755,7.426530289125298e-05,,,,
-rbf,5W,B34_H60,0,1,11,53,baseline,6.411508254944668,7.668013245081161,8.665664064300962,7.722520259811243,5.000000814698522,-78.99752224925032,78.99752224925032,1.89143505925476e-06,78.99758737701522,0.000163160948432,0.0,2.3084475425316384,21.643391322857823,,True,Optimization terminated successfully.,148,11427,7.692837879975101e-05,,,,
-rbf,5W,B34_H60,0,1,12,54,baseline,6.411506644254472,7.668017955185822,8.665659377032185,7.722525816457854,5.0000006660471525,-78.99752019174775,78.99752019174775,1.8914351337812988e-06,78.99757881099121,0.0001110423690988,0.0,2.308397523989214,21.643397410286624,,True,Optimization terminated successfully.,148,10614,6.7287395563813e-05,,,,
-rbf,5W,B34_H60,0,1,13,55,baseline,6.411508303911528,7.668019783190008,8.665665549740092,7.722520056588103,5.00000147111677,-78.99753544302803,78.99753544302803,1.8914340076261363e-06,78.99756479729913,0.0001231909445778,0.0,2.308446421464822,21.64337576364538,,True,Optimization terminated successfully.,154,11476,7.152605195821424e-05,,,,
-rbf,5W,B34_H60,0,1,14,56,baseline,6.41150380380472,7.668021989863246,8.665661218164617,7.722523203964662,5.000000738033084,-78.99752416743286,78.99752416742558,1.8914350765581663e-06,78.99758212244997,0.000134023346618,0.0,2.3083236737206505,21.64339131535108,,True,Optimization terminated successfully.,137,10057,6.799887080744674e-05,,,,
-rbf,5W,B34_H60,0,1,15,57,baseline,6.411506724778102,7.668021039667788,8.665660242044174,7.722524734883659,5.000000735530241,-78.99751893806388,78.99751893806388,1.891434590606252e-06,78.99756952484658,0.0001017097674775,0.0,2.30840127514918,21.643388708435268,,True,Optimization terminated successfully.,135,10302,7.451886085092235e-05,,,,
-rbf,5W,B34_H60,0,1,16,58,baseline,6.4115041151366325,7.668021392434048,8.665661543864108,7.7225244596936,5.0000009130953655,-78.99752457137947,78.9975245714013,1.8914351042028012e-06,78.99757943244894,0.0001297423832511,0.0,2.3083275507082988,21.64339230902361,,True,Optimization terminated successfully.,145,10675,6.899403088095113e-05,,,,
-rbf,5W,B34_H60,0,1,17,59,baseline,6.4115085644564,7.668015703057511,8.665663606012481,7.722528797324438,5.000001497884276,-78.99752352623182,78.99752352623182,1.89143486278976e-06,78.9975629869441,0.0001211819399031,0.0,2.308431077896301,21.64339317913492,,True,Optimization terminated successfully.,138,10491,7.617804875752104e-05,,,,
-rbf,5W,B34_H60,0,1,18,60,baseline,6.411506553026736,7.668016603707158,8.665660644439413,7.722521333694658,5.000000117591893,-78.9975204591392,78.9975204591392,1.891435178065764e-06,78.99758974061425,0.0001112557565647,0.0,2.3084058542731043,21.6433945072025,,True,Optimization terminated successfully.,143,10666,7.425396820609396e-05,,,,
-rbf,5W,B34_H60,0,1,19,61,baseline,6.411504483874833,7.668021754104683,8.665661763198209,7.722524586406648,5.000000258733759,-78.99753156182123,78.99753156182123,1.891434954245441e-06,78.9975761643298,0.0001132720863097,0.0,2.3083370305853066,21.64338977768953,,True,Optimization terminated successfully.,150,10690,7.320802117991304e-05,,,,
-rbf,5W,B34_H60,0,1,20,62,baseline,6.411493659803863,7.668027920384379,8.665663634344126,7.722520336609191,5.000001772775811,-78.99749745439476,78.99749745439476,1.8914364872211736e-06,78.99761459520013,0.0004356104709586,0.0,2.30804879962713,21.64339932322774,,True,Optimization terminated successfully.,147,10530,7.438084758939994e-05,,,,
-rbf,5W,B34_H60,0,1,21,63,baseline,6.411500725348618,7.668022546956531,8.66566414811855,7.722523506404159,5.000001418004427,-78.99751824256236,78.99751824256236,1.891435608470227e-06,78.9975895991789,0.0002321342417417,0.0,2.308231487688744,21.643393853392453,,True,Optimization terminated successfully.,148,10863,7.607912543573546e-05,,,,
-rbf,5W,B34_H60,0,1,22,64,baseline,6.411505037372158,7.668020065593206,8.665669687738392,7.72252908003212,5.0000088678615455,-78.99748326756526,78.99748326756526,1.8914347816959111e-06,78.99755300712532,0.0001810622943594,0.0,2.3083175346332325,21.64338988792734,,True,Optimization terminated successfully.,129,9653,7.40568557773448e-05,,,,
-rbf,5W,B34_H60,0,1,23,65,baseline,6.411509129916619,7.668017423572437,8.665667073301371,7.722523443471441,5.000004283017682,-78.99752188898128,78.99752188898128,1.8914341610168949e-06,78.9975578372092,8.574661478633061e-05,0.0,2.308454190547735,21.643381078682623,,True,Optimization terminated successfully.,137,11051,7.099449059291382e-05,,,,
-rbf,5W,B34_H60,0,1,24,66,baseline,6.411501212576446,7.668020707166587,8.665662101031016,7.722497693281658,5.000000520882381,-78.99748788606666,78.99748788605211,1.8914352016813983e-06,78.9976448766638,0.000480157590573,0.0,2.308328126958685,21.643379959146717,,True,Optimization terminated successfully.,139,10274,7.619233140178018e-05,,,,
-rbf,5W,B34_H60,0,1,25,67,baseline,6.411505867121794,7.6680144594979645,8.665660722474408,7.722515176241836,5.000000079298394,-78.99750527231663,78.99750527231663,1.8914354991843137e-06,78.99761099030547,0.0002080699159705,0.0,2.308405429343537,21.643395920716657,,True,Optimization terminated successfully.,153,10776,6.734602949176095e-05,,,,
-rbf,5W,B34_H60,0,1,26,68,baseline,6.411503056444419,7.668021115157874,8.665661356669785,7.722524675839359,5.000000028857215,-78.99752685044223,78.99752685044223,1.8914354190504163e-06,78.99758574062962,0.0001564557960591,0.0,2.308298558254563,21.643395188133454,,True,Optimization terminated successfully.,150,10720,7.5513634494831e-05,,,,
-rbf,5W,B34_H60,0,1,27,69,baseline,6.411510411096695,7.668017938770742,8.665661988878545,7.722528039190031,5.000000440770954,-78.99749363383216,78.99749363383216,1.8914341452388331e-06,78.99755177801725,0.0001045434555635,0.0,2.3084882306606858,21.643385130486976,,True,Optimization terminated successfully.,151,10635,7.52417489947476e-05,,,,
-rbf,5W,B34_H60,0,1,28,70,baseline,6.411507595313703,7.668016712471944,8.665664163868545,7.722531457638745,5.000006908495568,-78.99748803502735,78.99748803502735,1.8914349854512648e-06,78.99755660271967,0.0001522463353467,0.0,2.3083933955144573,21.64339950042664,,True,Optimization terminated successfully.,138,10238,7.66276630918441e-05,,,,
-rbf,5W,B34_H60,0,1,29,71,baseline,6.4115090725509205,7.668019707660638,8.665665781657468,7.722527777027174,5.000001122157547,-78.99752999126213,78.99752999126213,1.8914340175341937e-06,78.99754658668935,3.0815775971859694e-05,0.0,2.3084436187059225,21.643378985746367,,True,Optimization terminated successfully.,129,10094,7.608899694851042e-05,,,,
-rbf,5W,B34_H60,0,2,0,42,baseline,6.411126988751136,7.668222812215427,8.665635329836695,7.722543210949619,5.000000037652043,-1.8914993261601088e-06,78.99653544488683,1.8914993261601088e-06,78.99882831367795,0.0114443221846158,0.0,2.298002097421403,21.643978069385284,1.8588082184578523e-09,True,Optimization terminated successfully.,287,2698,5.784401256717432e-13,78.99753544302803,0.001,78.99653544302802,1.8588082184578523e-09
-rbf,5W,B34_H60,0,2,1,43,baseline,6.411133657744568,7.66821446429589,8.665636402704834,7.72253860242358,5.000000111274412,-1.891498753974828e-06,78.99653558059072,1.891498753974836e-06,78.99882767096042,0.0112503590489723,0.0,2.298195924853161,21.64397342662401,1.3756269368059293e-07,True,Optimization terminated successfully.,249,2075,1.8800750273069903e-12,78.99753544302803,0.001,78.99653544302802,1.3756269368059293e-07
-rbf,5W,B34_H60,0,2,2,44,baseline,6.411128760670018,7.66822074417933,8.66563549133632,7.722542550381175,5.000000100600646,-1.891499172567257e-06,78.99653569800284,1.891499172567257e-06,78.99882683298893,0.0113940071478282,0.0,2.298052159342177,21.64397718803467,2.549748217006709e-07,True,Optimization terminated successfully.,246,2532,9.609380121613606e-13,78.99753544302803,0.001,78.99653544302802,2.549748217006709e-07
-rbf,5W,B34_H60,0,2,3,45,baseline,6.411128554009328,7.668221842574006,8.665635035435622,7.72254269618799,5.000000142002547,-1.891499087807648e-06,78.99653632262198,1.891499087807648e-06,78.99882501326393,0.0113983885221387,0.0,2.298047153348733,21.64397635061537,8.795939550054754e-07,True,Optimization terminated successfully.,249,2345,1.890750427117706e-12,78.99753544302803,0.001,78.99653544302802,8.795939550054754e-07
-rbf,5W,B34_H60,0,2,4,46,baseline,6.411130365580513,7.668220130859478,8.665635807528389,7.722540945811557,5.000000512211631,-1.8914988138694828e-06,78.99653614464478,1.8914988138694828e-06,78.99882310413577,0.0113455648433955,0.0,2.298100155004676,21.64397310323953,7.016167558049347e-07,True,Optimization terminated successfully.,240,1744,1.875931814318746e-12,78.99753544302803,0.001,78.99653544302802,7.016167558049347e-07
-rbf,5W,B34_H60,0,2,5,47,baseline,6.411129165990015,7.668222157955015,8.665634347835951,7.722543271689462,5.000000374453778,-1.891498940473571e-06,78.99653581116581,1.891498940472933e-06,78.99882108350994,0.0113823576293725,0.0,2.298063695697664,21.643975949235585,3.681377904740657e-07,True,Optimization terminated successfully.,217,1903,1.724945687766391e-12,78.99753544302803,0.001,78.99653544302802,3.681377904740657e-07
-rbf,5W,B34_H60,0,2,6,48,baseline,6.411135034389739,7.6682117050582,8.665636449765863,7.722542164602367,5.000000150383997,-1.891498912074892e-06,78.99653639418102,1.891498912074892e-06,78.99882256114888,0.0112229505020877,0.0,2.298222519809741,21.643978233576817,9.511529981409694e-07,True,Optimization terminated successfully.,232,1786,1.883386321080212e-12,78.99753544302803,0.001,78.99653544302802,9.511529981409694e-07
-rbf,5W,B34_H60,0,2,7,49,baseline,6.411133097318347,7.668214640408586,8.665636352976167,7.722541580166901,5.000000072647158,-1.8914989435436733e-06,78.99653715117893,1.891498943543693e-06,78.9988244316668,0.0112730743221618,0.0,2.298171638991761,21.643976708575664,1.7081509042782272e-06,True,Optimization terminated successfully.,255,2231,1.841159352523769e-12,78.99753544302803,0.001,78.99653544302802,1.7081509042782272e-06
-rbf,5W,B34_H60,0,2,8,50,baseline,6.411126611360908,7.668223575878129,8.665635169148908,7.722543036923362,5.000000004025893,-1.8914993095928705e-06,78.99653576064884,1.8914993095928705e-06,78.99882846156598,0.0114533934365681,0.0,2.297992710407442,21.643977552436453,3.1762081675879017e-07,True,Optimization terminated successfully.,300,3297,4.014649525482144e-13,78.99753544302803,0.001,78.99653544302802,3.1762081675879017e-07
-rbf,5W,B34_H60,0,2,9,51,baseline,6.411126995591952,7.66822362755776,8.665635432987186,7.7225428791314625,5.000000262530767,-1.8914991908886124e-06,78.99653571026283,1.8914991908886124e-06,78.99882615258029,0.011443106795923,0.0,2.2980030474340936,21.64397616783127,2.6723481028057e-07,True,Optimization terminated successfully.,268,2744,5.124168992927388e-13,78.99753544302803,0.001,78.99653544302802,2.6723481028057e-07
-rbf,5W,B34_H60,0,2,10,52,baseline,6.411128748055754,7.668222286857091,8.665635129739183,7.722543492310733,5.000000000500979,-1.891498991054499e-06,78.9965372166298,1.891498991054499e-06,78.99882111737152,0.0113947240488414,0.0,2.2980499238142045,21.64397525487253,1.7736017809966145e-06,True,Optimization terminated successfully.,263,2284,1.4602776808372189e-12,78.99753544302803,0.001,78.99653544302802,1.7736017809966145e-06
-rbf,5W,B34_H60,0,2,11,53,baseline,6.411131151238366,7.66822028987338,8.665634013023958,7.722541839902615,5.0000003284443,-1.8914987103065065e-06,78.99653589157242,1.8914987103065065e-06,78.99882029396395,0.0113228407499264,0.0,2.2981231321705025,21.643974278833284,4.4854439806840674e-07,True,Optimization terminated successfully.,209,1774,1.6924771762183058e-12,78.99753544302803,0.001,78.99653544302802,4.4854439806840674e-07
-rbf,5W,B34_H60,0,2,12,54,baseline,6.411127573022936,7.668222900610274,8.665635515312378,7.722541802511552,5.000000158444754,-1.8914991252678616e-06,78.99653619532182,1.8914991252678616e-06,78.99882743563703,0.0114237181796852,0.0,2.298021950991341,21.64397519159216,7.522938005877222e-07,True,Optimization terminated successfully.,234,2058,1.6300489901787365e-12,78.99753544302803,0.001,78.99653544302802,7.522938005877222e-07
-rbf,5W,B34_H60,0,2,13,55,baseline,6.411131239243783,7.6682183681520515,8.66563625083446,7.72254197351039,5.000000233502993,-1.8914988643311424e-06,78.99653683259385,1.8914988643311424e-06,78.99882159712506,0.0113250865033478,0.0,2.298119945395655,21.643974306557183,1.3895658241835918e-06,True,Optimization terminated successfully.,246,2140,1.7209169088322153e-12,78.99753544302803,0.001,78.99653544302802,1.3895658241835918e-06
-rbf,5W,B34_H60,0,2,14,56,baseline,6.4111316523524895,7.668216633079087,8.665635638964893,7.722542791340702,5.000000123787116,-1.8914990696025205e-06,78.99653556005069,1.8914990696025205e-06,78.99882442669332,0.0113162242651014,0.0,2.29813008017706,21.643978353116022,1.1702266533575313e-07,True,Optimization terminated successfully.,244,2425,1.26567687119559e-12,78.99753544302803,0.001,78.99653544302802,1.1702266533575313e-07
-rbf,5W,B34_H60,0,2,15,57,baseline,6.411138915629449,7.668208518474785,8.66563600670443,7.722542829401655,5.000000153488431,-1.8914984717665609e-06,78.99654156826,1.8914984717665609e-06,78.99881273522806,0.0111125827661453,0.0,2.298327713466705,21.64397629995129,6.125231976739087e-06,True,Optimization terminated successfully.,220,2044,1.4627888679591132e-12,78.99753544302803,0.001,78.99653544302802,6.125231976739087e-06
-rbf,5W,B34_H60,0,2,16,58,baseline,6.411131116143533,7.668219825279578,8.665634810884214,7.722540430557884,5.0000002105318,-1.8914987118698108e-06,78.99653679307812,1.8914987118698108e-06,78.99882316557505,0.0113204233612123,0.0,2.298124648053516,21.64397285128426,1.3500500983809616e-06,True,Optimization terminated successfully.,255,1880,1.787644826421661e-12,78.99753544302803,0.001,78.99653544302802,1.3500500983809616e-06
-rbf,5W,B34_H60,0,2,17,59,baseline,6.41113343114699,7.668214265242366,8.665636469876786,7.722542920200461,5.000000487153107,-1.8914989452269628e-06,78.99653552034579,1.8914989452269628e-06,78.99882106721543,0.0112700571889945,0.0,2.298176286958068,21.643977816392507,7.731776463515416e-08,True,Optimization terminated successfully.,247,2255,1.5256401227574177e-12,78.99753544302803,0.001,78.99653544302802,7.731776463515416e-08
-rbf,5W,B34_H60,0,2,18,60,baseline,6.411137451405979,7.66820814382086,8.665637172537146,7.722541331141396,5.000000270231511,-1.8914987882380271e-06,78.99653608491644,1.8914987882380271e-06,78.99882177756317,0.0111563866894357,0.0,2.2982893928869714,21.643977799128702,6.418884197501029e-07,True,Optimization terminated successfully.,217,1682,1.8057308730018759e-12,78.99753544302803,0.001,78.99653544302802,6.418884197501029e-07
-rbf,5W,B34_H60,0,2,19,61,baseline,6.411132895645465,7.668215516837527,8.665635558442604,7.7225429305972755,5.000000298287171,-1.891498937473364e-06,78.99653552752716,1.891498937473347e-06,78.99882153142516,0.011282540924185,0.0,2.298163796041507,21.64397793183876,8.44991348003532e-08,True,Optimization terminated successfully.,237,2078,1.8529537892020322e-12,78.99753544302803,0.001,78.99653544302802,8.44991348003532e-08
-rbf,5W,B34_H60,0,2,20,62,baseline,6.411131740758936,7.668216393568647,8.665636047840996,7.722541084729474,5.00000004984957,-1.8914990194822728e-06,78.99653552897507,1.8914990194822728e-06,78.99882722242656,0.0113095629731105,0.0,2.298136772544666,21.64397662046882,8.59470503655757e-08,True,Optimization terminated successfully.,253,2362,1.4318216089127822e-12,78.99753544302803,0.001,78.99653544302802,8.59470503655757e-08
-rbf,5W,B34_H60,0,2,21,63,baseline,6.411132461314323,7.668216805581883,8.66563627439971,7.722540674708625,5.00000051055358,-1.8914987609181352e-06,78.99653599403246,1.8914987609181352e-06,78.99882262378124,0.0112887246195896,0.0,2.298157145840804,21.64397371551955,5.510044331913377e-07,True,Optimization terminated successfully.,234,1961,1.884656947085704e-12,78.99753544302803,0.001,78.99653544302802,5.510044331913377e-07
-rbf,5W,B34_H60,0,2,22,64,baseline,6.411128410083541,7.668221474315492,8.665635096938008,7.722542346514055,5.000000017784082,-1.891499165197471e-06,78.99653557936108,1.891499165197471e-06,78.99882743311574,0.0114021426470571,0.0,2.298044142484713,21.64397699346124,1.3633305684379593e-07,True,Optimization terminated successfully.,275,2472,9.018003982257405e-13,78.99753544302803,0.001,78.99653544302802,1.3633305684379593e-07
-rbf,5W,B34_H60,0,2,23,65,baseline,6.411130115072474,7.668220143403445,8.665635284237196,7.722541409596206,5.000000244155266,-1.891498911132576e-06,78.99653614332783,1.8914989111325757e-06,78.99882444634186,0.0113525687547735,0.0,2.298093152410246,21.643974668637483,7.002998074767675e-07,True,Optimization terminated successfully.,241,2206,1.58788513373379e-12,78.99753544302803,0.001,78.99653544302802,7.002998074767675e-07
-rbf,5W,B34_H60,0,2,24,66,baseline,6.411129688342509,7.668220319315727,8.665635235802169,7.722542006164627,5.000000148342769,-1.89149900719402e-06,78.99653625126666,1.89149900719402e-06,78.99882501435786,0.011365823494998,0.0,2.29807978973119,21.643975807022212,8.082386386831786e-07,True,Optimization terminated successfully.,265,2508,1.5197744073678066e-12,78.99753544302803,0.001,78.99653544302802,8.082386386831786e-07
-rbf,5W,B34_H60,0,2,25,67,baseline,6.411128018948935,7.668222033581918,8.665635588734274,7.72254187154265,5.000000006229067,-1.891499142120441e-06,78.99653674056754,1.891499142120441e-06,78.99882768684893,0.0114113341178381,0.0,2.2980337898074765,21.64397564717102,1.2975395122793998e-06,True,Optimization terminated successfully.,246,2329,1.4691844258646553e-12,78.99753544302803,0.001,78.99653544302802,1.2975395122793998e-06
-rbf,5W,B34_H60,0,2,26,68,baseline,6.411129646881139,7.668221371333533,8.665634435896152,7.722542818475678,5.000000240909488,-1.8914989228776904e-06,78.99653640795441,1.8914989228776904e-06,78.99882186022296,0.0113674083968362,0.0,2.2980780481416048,21.643975760078646,9.649263859046189e-07,True,Optimization terminated successfully.,224,1999,1.7344226352903058e-12,78.99753544302803,0.001,78.99653544302802,9.649263859046189e-07
-rbf,5W,B34_H60,0,2,27,69,baseline,6.411131310255788,7.668217635403311,8.665636139676522,7.722542895430526,5.000000058317712,-1.891498983901449e-06,78.9965365822427,1.891498983901449e-06,78.99882201863184,0.011325937734,0.0,2.2981193445161523,21.643976337536387,1.1392146745947684e-06,True,Optimization terminated successfully.,229,1918,1.830234684737596e-12,78.99753544302803,0.001,78.99653544302802,1.1392146745947684e-06
-rbf,5W,B34_H60,0,2,28,70,baseline,6.4111284815054255,7.668220906208938,8.665635421099267,7.722543117621469,5.000000012273436,-1.8914992349707144e-06,78.99653618684533,1.8914992349707144e-06,78.99882680893771,0.0114026983874282,0.0,2.2980429792600887,21.643978007350697,7.438173099671985e-07,True,Optimization terminated successfully.,267,2560,8.694057632138766e-13,78.99753544302803,0.001,78.99653544302802,7.438173099671985e-07
-rbf,5W,B34_H60,0,2,29,71,baseline,6.411128752961496,7.668221578064165,8.665635641036195,7.72254131920103,5.000000164864456,-1.8914990130055776e-06,78.99653686566307,1.891499013005574e-06,78.99882634713485,0.0113896040757026,0.0,2.2980553947540727,21.643974398106693,1.4226350515400554e-06,True,Optimization terminated successfully.,228,2123,1.7919226289447066e-12,78.99753544302803,0.001,78.99653544302802,1.4226350515400554e-06
-rbf,5W,B34_H60,0,2,0,42,anchored,6.411138475036813,7.668206455788678,8.665637341030997,7.72254162426275,5.000000062656273,-1.8914987858090083e-06,78.99653721030336,1.8914987858090083e-06,78.99882112843497,0.0111285188258989,0.0,2.298316135363592,21.64397845310178,1.7672753358510818e-06,True,Optimization terminated successfully.,257,2145,1.7711581464806016e-12,78.99753544302803,0.001,78.99653544302802,1.7672753358510818e-06
-rbf,5W,B34_H60,0,2,1,43,anchored,6.4111300899719055,7.66821936568202,8.66563536082116,7.722542113026906,5.000000003682646,-1.891499045993836e-06,78.99653684472287,1.891499045993836e-06,78.9988255827695,0.0113548476110736,0.0,2.298090172158908,21.643976500398693,1.4016948455264355e-06,True,Optimization terminated successfully.,227,1838,1.8440311588375605e-12,78.99753544302803,0.001,78.99653544302802,1.4016948455264355e-06
-rbf,5W,B34_H60,0,2,2,44,anchored,6.411128108228962,7.668221445795907,8.66563539129792,7.7225426645214865,5.000000016396159,-1.891499236682861e-06,78.99653568278882,1.891499236682861e-06,78.99882789566963,0.0114119552645206,0.0,2.298034226439512,21.64397755188348,2.3976079432941333e-07,True,Optimization terminated successfully.,282,3058,3.6823105363777533e-13,78.99753544302803,0.001,78.99653544302802,2.3976079432941333e-07
-rbf,5W,B34_H60,0,2,3,45,anchored,6.411132023477812,7.66821690580756,8.665635856726551,7.722542423396735,5.000000427191802,-1.8914989184695397e-06,78.99653559536091,1.8914989184695397e-06,78.9988219646406,0.0113054659032059,0.0,2.2981408032287334,21.643976509851758,1.5233288763738528e-07,True,Optimization terminated successfully.,241,1895,1.751129511255034e-12,78.99753544302803,0.001,78.99653544302802,1.5233288763738528e-07
-rbf,5W,B34_H60,0,2,4,46,anchored,6.411130092195512,7.668219569402312,8.665635874848336,7.722543063727979,5.0000004415434045,-1.8914990140058996e-06,78.99653644394857,1.8914990140058996e-06,78.99882211158383,0.0113593760934236,0.0,2.298086044450855,21.643976324725926,1.000920548221984e-06,True,Optimization terminated successfully.,227,1982,1.7691260313038801e-12,78.99753544302803,0.001,78.99653544302802,1.000920548221984e-06
-rbf,5W,B34_H60,0,2,5,47,anchored,6.41112973398617,7.668220321899901,8.665635159514656,7.722541857399332,5.000000148320147,-1.891498995628865e-06,78.99653601065802,1.891498995628865e-06,78.99882519289932,0.011364186548235,0.0,2.298081667286596,21.64397570437141,5.676299963397469e-07,True,Optimization terminated successfully.,227,1860,1.862222971255874e-12,78.99753544302803,0.001,78.99653544302802,5.676299963397469e-07
-rbf,5W,B34_H60,0,2,6,48,anchored,6.411128938982219,7.668222143859214,8.66563553531135,7.722541815822373,5.0000005816240645,-1.8914989019326652e-06,78.99653576940182,1.8914989019326652e-06,78.99882280772908,0.0113869647375395,0.0,2.2980591303534936,21.64397369292384,3.263737937686529e-07,True,Optimization terminated successfully.,224,1749,1.7712416120097638e-12,78.99753544302803,0.001,78.99653544302802,3.263737937686529e-07
-rbf,5W,B34_H60,0,2,7,49,anchored,6.411127103762897,7.668223469737398,8.66563539390025,7.722543110118052,5.000000092441694,-1.89149919569855e-06,78.99653688498074,1.89149919569855e-06,78.99882580583889,0.0114395334885557,0.0,2.298005446023552,21.64397630135987,1.4419527190057124e-06,True,Optimization terminated successfully.,275,2793,7.410484275243769e-13,78.99753544302803,0.001,78.99653544302802,1.4419527190057124e-06
-rbf,5W,B34_H60,0,2,8,50,anchored,6.411129328374852,7.668219774135814,8.66563587489056,7.7225425470400415,5.000000169885903,-1.8914991574400068e-06,78.99653548863716,1.8914991574400068e-06,78.99882630769807,0.0113796038176587,0.0,2.298066772038027,21.64397718523001,4.560914135254279e-08,True,Optimization terminated successfully.,252,2293,9.850933771246293e-13,78.99753544302803,0.001,78.99653544302802,4.560914135254279e-08
-rbf,5W,B34_H60,0,2,9,51,anchored,6.411130498059585,7.668218624151695,8.66563610595857,7.722542647319203,5.000000318560852,-1.8914990319026396e-06,78.9965361788054,1.8914990319026396e-06,78.9988234167644,0.011347799086252,0.0,2.298097886601198,21.643976448447447,7.357773768035258e-07,True,Optimization terminated successfully.,251,2246,1.7439958679289577e-12,78.99753544302803,0.001,78.99653544302802,7.357773768035258e-07
-rbf,5W,B34_H60,0,2,10,52,anchored,6.411129855095659,7.6682207682689505,8.665635581059554,7.722543037742755,5.000000553001126,-1.8914989094510548e-06,78.99653703239892,1.8914989094510548e-06,78.99882014651139,0.0113644898656275,0.0,2.298080342228303,21.643975025644394,1.5893708962266828e-06,True,Optimization terminated successfully.,255,2193,1.4814878572146468e-12,78.99753544302803,0.001,78.99653544302802,1.5893708962266828e-06
-rbf,5W,B34_H60,0,2,11,53,anchored,6.411129849818276,7.668220420081489,8.665634602895594,7.72254210857905,5.0000000864614105,-1.891498986872216e-06,78.99653557625425,1.891498986872216e-06,78.99882485072048,0.0113609161289787,0.0,2.2980853721096253,21.64397626466335,1.332262229425396e-07,True,Optimization terminated successfully.,247,2110,1.3830338369857477e-12,78.99753544302803,0.001,78.99653544302802,1.332262229425396e-07
-rbf,5W,B34_H60,0,2,12,54,anchored,6.411130796664729,7.668219042126303,8.665634864646595,7.7225433242631105,5.00000010542924,-1.8914989763761552e-06,78.99653731040598,1.8914989763761552e-06,78.9988216628808,0.0113376144690846,0.0,2.2981069396177816,21.643977206149074,1.8673779607070171e-06,True,Optimization terminated successfully.,247,2188,1.8132066605071537e-12,78.99753544302803,0.001,78.99653544302802,1.8673779607070171e-06
-rbf,5W,B34_H60,0,2,13,55,anchored,6.411129263973884,7.668221361462198,8.665635575326883,7.72254306483524,5.000000200750879,-1.8914989679523983e-06,78.99653957451665,1.8914989679523983e-06,78.9988213420449,0.0113780658939504,0.0,2.2980642240822533,21.64397499380935,4.131488623215773e-06,True,Optimization terminated successfully.,225,1995,1.51992742926279e-12,78.99753544302803,0.001,78.99653544302802,4.131488623215773e-06
-rbf,5W,B34_H60,0,2,14,56,anchored,6.411131535843464,7.668218871560697,8.665636270258137,7.722541330688454,5.00000075622809,-1.891498700000584e-06,78.9965369933052,1.891498700000584e-06,78.99881957090675,0.0113150173374378,0.0,2.298129853850213,21.6439725021895,1.5502771759656753e-06,True,Optimization terminated successfully.,240,1957,1.6467340465948824e-12,78.99753544302803,0.001,78.99653544302802,1.5502771759656753e-06
-rbf,5W,B34_H60,0,2,15,57,anchored,6.411129297844581,7.668221478062845,8.665635256601966,7.722542849216685,5.000000320827857,-1.8914989526210088e-06,78.99653761200898,1.8914989526210088e-06,78.99882173098467,0.0113777521864903,0.0,2.298066500297381,21.643975148648323,2.1689809557301487e-06,True,Optimization terminated successfully.,246,1832,1.8248852950844667e-12,78.99753544302803,0.001,78.99653544302802,2.1689809557301487e-06
-rbf,5W,B34_H60,0,2,16,58,anchored,6.411127756283929,7.668221858838679,8.665635559001824,7.722542464270802,5.000000060355226,-1.8914992484631725e-06,78.99653551087249,1.8914992484631725e-06,78.99882843119231,0.0114215350549784,0.0,2.2980248185653807,21.643977198226693,6.784446782148734e-08,True,Optimization terminated successfully.,316,2995,1.0156019505563316e-12,78.99753544302803,0.001,78.99653544302802,6.784446782148734e-08
-rbf,5W,B34_H60,0,2,17,59,anchored,6.41112910733367,7.668221041994773,8.665634513007822,7.722543008049936,5.000000032566614,-1.8914991042261812e-06,78.99653555096302,1.8914991042261812e-06,78.9988251026869,0.0113837713088287,0.0,2.298062542221004,21.643977607029328,1.0793499427563803e-07,True,Optimization terminated successfully.,228,1973,1.8489710952014527e-12,78.99753544302803,0.001,78.99653544302802,1.0793499427563803e-07
-rbf,5W,B34_H60,0,2,18,60,anchored,6.41112850875495,7.668220984449918,8.665635612036674,7.7225430966132125,5.000000176661206,-1.891499206691048e-06,78.99653574176773,1.891499206691048e-06,78.99882607944237,0.0114028147745557,0.0,2.2980433079505644,21.64397759652421,2.987397067499842e-07,True,Optimization terminated successfully.,294,2819,8.602285869269369e-13,78.99753544302803,0.001,78.99653544302802,2.987397067499842e-07
-rbf,5W,B34_H60,0,2,19,61,anchored,6.411134733404826,7.668213122200205,8.665636416931898,7.722542902673604,5.000000219728852,-1.891498797772013e-06,78.99653951576329,1.891498797772013e-06,78.99881838310884,0.0112301672588728,0.0,2.2982121814706886,21.64397673836139,4.072735265481242e-06,True,Optimization terminated successfully.,218,1951,1.8547914725201518e-12,78.99753544302803,0.001,78.99653544302802,4.072735265481242e-06
-rbf,5W,B34_H60,0,2,20,62,anchored,6.411127696342945,7.668223173284629,8.66563473059527,7.722543125559992,5.000000132607147,-1.8914991276709917e-06,78.99653611239046,1.8914991276709917e-06,78.99882490942746,0.0114226308842262,0.0,2.298023121218165,21.64397657608116,6.693624357012595e-07,True,Optimization terminated successfully.,274,2342,1.6497398731468314e-12,78.99753544302803,0.001,78.99653544302802,6.693624357012595e-07
-rbf,5W,B34_H60,0,2,21,63,anchored,6.411135340063087,7.668212701078696,8.665637128041473,7.722543176550409,5.000000913274956,-1.89149868273547e-06,78.99653645284707,1.89149868273547e-06,78.99881466453189,0.0112193031145579,0.0,2.298226108531225,21.643975741957647,1.0098190443841304e-06,True,Optimization terminated successfully.,230,1846,1.7006538124745297e-12,78.99753544302803,0.001,78.99653544302802,1.0098190443841304e-06
-rbf,5W,B34_H60,0,2,22,64,anchored,6.411132602209605,7.668215531448382,8.665636452726604,7.7225418862579005,5.00000010777721,-1.8914989363576213e-06,78.99653586826753,1.8914989363576213e-06,78.99882339379838,0.0112890370455716,0.0,2.298156959179749,21.643976209347883,4.252395058301772e-07,True,Optimization terminated successfully.,259,2093,1.8890128108877138e-12,78.99753544302803,0.001,78.99653544302802,4.252395058301772e-07
-rbf,5W,B34_H60,0,2,23,65,anchored,6.41112850562269,7.668222626048806,8.665635539337405,7.7225428937264065,5.000000276819463,-1.8914989645812527e-06,78.99653934064554,1.8914989645812527e-06,78.99882157057054,0.0113984260215147,0.0,2.2980440978257946,21.64397429634265,3.897617517623075e-06,True,Optimization terminated successfully.,250,1898,1.5135304552841521e-12,78.99753544302803,0.001,78.99653544302802,3.897617517623075e-06
-rbf,5W,B34_H60,0,2,24,66,anchored,6.4111335075082,7.668214788295173,8.665636527679542,7.722542571969877,5.000000137983197,-1.8914988383866577e-06,78.996537385392,1.8914988383866577e-06,78.99881978963349,0.0112650113132986,0.0,2.2981794677875484,21.643975880618072,1.942363979878792e-06,True,Optimization terminated successfully.,246,2034,1.44053961466292e-12,78.99753544302803,0.001,78.99653544302802,1.942363979878792e-06
-rbf,5W,B34_H60,0,2,25,67,anchored,6.411128407232189,7.6682222240491935,8.665635185533748,7.7225417940635985,5.000000100058286,-1.891499037164484e-06,78.99653684740042,1.891499037164484e-06,78.99882601217159,0.011399443569644,0.0,2.298045573522785,21.643974982242625,1.404372397928455e-06,True,Optimization terminated successfully.,266,2459,1.3368962358490442e-12,78.99753544302803,0.001,78.99653544302802,1.404372397928455e-06
-rbf,5W,B34_H60,0,2,26,68,anchored,6.411128623664529,7.668222222618197,8.665634299460004,7.72254283830937,5.000000010519506,-1.8914990550461443e-06,78.99653640972974,1.8914990550461443e-06,78.9988245840137,0.0113950792292598,0.0,2.2980503755338475,21.64397660107703,9.667017195624794e-07,True,Optimization terminated successfully.,276,2108,1.7263281081411006e-12,78.99753544302803,0.001,78.99653544302802,9.667017195624794e-07
-rbf,5W,B34_H60,0,2,27,69,anchored,6.411129293503736,7.6682208866827475,8.665634967621147,7.722543197042672,5.000000254093965,-1.8914990637744864e-06,78.99653571327508,1.8914990637744864e-06,78.9988234301878,0.0113801954221344,0.0,2.298065955795636,21.64397704823556,2.702470567328419e-07,True,Optimization terminated successfully.,251,2168,1.500930044968316e-12,78.99753544302803,0.001,78.99653544302802,2.702470567328419e-07
-rbf,5W,B34_H60,0,2,28,70,anchored,6.411131061783303,7.668220192003364,8.665634750480518,7.722539391994711,5.000000230387698,-1.8914986476554943e-06,78.99653619014862,1.8914986476554943e-06,78.99882435238051,0.0113192008439,0.0,2.298126473500332,21.643971586876305,7.471205947240378e-07,True,Optimization terminated successfully.,241,2002,1.846039799865108e-12,78.99753544302803,0.001,78.99653544302802,7.471205947240378e-07
-rbf,5W,B34_H60,0,2,29,71,anchored,6.411127815077375,7.668223155616825,8.665635109743521,7.722543238456332,5.000000048360482,-1.891499085577512e-06,78.99653754834435,1.891499085577512e-06,78.99882354341226,0.0114191144739379,0.0,2.2980252016745624,21.643975693398133,2.105316326606044e-06,True,Optimization terminated successfully.,273,2324,1.3171919636526872e-12,78.99753544302803,0.001,78.99653544302802,2.105316326606044e-06

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_5W_B34_H60_it0/de_stage2_initialization_comparison.csv

-method,family,configuration,iteration,initialization,n_runs,current_basin_reproducibility,connected_component_reproducibility,n_basins,min_objective,median_objective,objective_iqr,median_min_window_tfd,min_window_tfd_iqr,median_distortion_measure,distortion_iqr,tw1_iqr,tw2_iqr,tw3_iqr,tw4_iqr,tw5_iqr,median_nit,median_nfev,fraction_success,anchor_slack_at_x0
-rbf,5W,B34_H60,0,baseline,30,1.0,1.0,1,-1.8914993261601088e-06,-1.8914989645642055e-06,2.398713075550321e-13,78.9965361439863,8.376027835765854e-07,1.8914989645642055e-06,2.398713077667904e-13,5.255220773825453e-07,7.604286126894344e-07,1.329864882659848e-07,2.055881256901593e-07,2.8005259698561854e-08,246.0,2173.0,1.0,0.0010000000000047
-rbf,5W,B34_H60,0,anchored,30,1.0,1.0,1,-1.8914992484631725e-06,-1.8914989912505403e-06,1.6842107974574037e-13,78.99653642683916,1.417150997440331e-06,1.8914989912505403e-06,1.6842107974574037e-13,3.511459021610097e-07,4.07063231733229e-07,1.0752767132249377e-07,1.364096300915385e-07,3.1452717668451723e-08,248.5,2100.5,1.0,0.0010000000000047

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_5W_B34_H60_it0/de_stage_summary.csv

-method,family,configuration,iteration,stage,current_reproducibility,connected_component_reproducibility,n_current_basins,n_connected_basins,min_objective,median_objective,max_objective,objective_iqr,min_criterion,median_criterion,max_criterion,criterion_iqr,criterion,tw1_normalized_iqr,tw2_normalized_iqr,tw3_normalized_iqr,tw4_normalized_iqr,tw5_normalized_iqr,median_stage1_preservation_slack,fraction_stage2_near_preservation_boundary,fraction_success,fraction_maxiter_reached,median_nit,median_nfev,diagnosis,stage1_tmin_star,stage1_preservation_tolerance
-rbf,5W,B34_H60,0,1,1.0,1.0,1,1,-78.99753544302803,-78.99751907918744,-78.99748326756526,2.599466279207263e-05,78.99748326756526,78.99751907918744,78.99753544302803,2.599465733510442e-05,min_window_tfd,5.166539409351412e-07,6.008626121101202e-07,6.171728226256334e-07,1.1009556554752995e-06,3.1500058967586545e-07,,,1.0,0.0,138.5,10510.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,,
-rbf,5W,B34_H60,0,2,1.0,1.0,1,1,-1.8914993261601088e-06,-1.8914989645642055e-06,-1.8914984717665609e-06,2.398713075550321e-13,1.8914984717665609e-06,1.8914989645642055e-06,1.8914993261601088e-06,2.398713077667904e-13,distortion_measure,5.255220773825453e-07,7.604286126894344e-07,1.329864882659848e-07,2.055881256901593e-07,2.8005259698561854e-08,7.009582816408511e-07,1.0,1.0,0.0,246.0,2173.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,78.99753544302803,0.001

Code/data/width_optimization/analysis_tfd100_de_reproducibility/chunks_RBF_5W_B34_H60_it0/performance_reproducibility_old_vs_scale_aware.csv

-method,family,configuration,iteration,stage,best_objective,objective_scale,old_performance_reproducibility_rate,new_performance_reproducibility_rate,old_performance_pass,new_performance_pass,geometry_reproducibility_rate,objective_iqr,objective_range,new_performance_relative_tolerance,max_relative_error_in_equivalent_group
-rbf,5W,B34_H60,0,1,-78.99753544302803,78.99753544302803,1.0,1.0,True,True,1.0,2.599466279207263e-05,5.217546276981011e-05,0.001,6.604695004369897e-07
-rbf,5W,B34_H60,0,2,-1.8914993261601088e-06,1.8914993261601088e-06,1.0,1.0,True,True,1.0,2.398713073432739e-13,8.543935479459429e-13,0.001,4.5170174587396153e-07

Code/data/width_optimization/analysis_tfd100_de_reproducibility/de_basin_design_tolerance_sensitivity.csv

-method,family,configuration,iteration,stage,design_tolerance,geometry_n_basins,dominant_basin_size,geometry_reproducibility_rate
-ml,2W,B29_H30,0,1,0.005,6,10,0.3333333333333333
-ml,2W,B29_H30,0,1,0.01,4,16,0.5333333333333333
-ml,2W,B29_H30,0,1,0.02,2,18,0.6
-ml,2W,B29_H30,0,1,0.05,1,30,1.0
-ml,2W,B29_H30,0,1,0.1,1,30,1.0
-ml,2W,B29_H30,0,2,0.005,1,30,1.0
-ml,2W,B29_H30,0,2,0.01,1,30,1.0
-ml,2W,B29_H30,0,2,0.02,1,30,1.0
-ml,2W,B29_H30,0,2,0.05,1,30,1.0
-ml,2W,B29_H30,0,2,0.1,1,30,1.0
-ml,2W,B29_H30,1,1,0.005,2,29,0.9666666666666668
-ml,2W,B29_H30,1,1,0.01,2,29,0.9666666666666668
-ml,2W,B29_H30,1,1,0.02,2,29,0.9666666666666668
-ml,2W,B29_H30,1,1,0.05,2,29,0.9666666666666668
-ml,2W,B29_H30,1,1,0.1,2,29,0.9666666666666668
-ml,2W,B29_H30,1,2,0.005,1,30,1.0
-ml,2W,B29_H30,1,2,0.01,1,30,1.0
-ml,2W,B29_H30,1,2,0.02,1,30,1.0
-ml,2W,B29_H30,1,2,0.05,1,30,1.0
-ml,2W,B29_H30,1,2,0.1,1,30,1.0
-ml,3W,B29_H45,0,1,0.005,24,3,0.1
-ml,3W,B29_H45,0,1,0.01,13,5,0.1666666666666666
-ml,3W,B29_H45,0,1,0.02,6,10,0.3333333333333333
-ml,3W,B29_H45,0,1,0.05,3,18,0.6
-ml,3W,B29_H45,0,1,0.1,1,30,1.0
-ml,3W,B29_H45,0,2,0.005,2,18,0.6
-ml,3W,B29_H45,0,2,0.01,2,18,0.6
-ml,3W,B29_H45,0,2,0.02,2,18,0.6
-ml,3W,B29_H45,0,2,0.05,2,18,0.6
-ml,3W,B29_H45,0,2,0.1,1,30,1.0
-ml,3W,B29_H45,1,1,0.005,28,2,0.0666666666666666
-ml,3W,B29_H45,1,1,0.01,22,2,0.0666666666666666
-ml,3W,B29_H45,1,1,0.02,17,4,0.1333333333333333
-ml,3W,B29_H45,1,1,0.05,6,9,0.3
-ml,3W,B29_H45,1,1,0.1,2,27,0.9
-ml,3W,B29_H45,1,2,0.005,1,30,1.0
-ml,3W,B29_H45,1,2,0.01,1,30,1.0
-ml,3W,B29_H45,1,2,0.02,1,30,1.0
-ml,3W,B29_H45,1,2,0.05,1,30,1.0
-ml,3W,B29_H45,1,2,0.1,1,30,1.0
-ml,3W,B34_H45,0,1,0.005,3,28,0.9333333333333332
-ml,3W,B34_H45,0,1,0.01,3,28,0.9333333333333332
-ml,3W,B34_H45,0,1,0.02,2,28,0.9333333333333332
-ml,3W,B34_H45,0,1,0.05,2,28,0.9333333333333332
-ml,3W,B34_H45,0,1,0.1,2,28,0.9333333333333332
-ml,3W,B34_H45,0,2,0.005,2,17,0.5666666666666667
-ml,3W,B34_H45,0,2,0.01,2,17,0.5666666666666667
-ml,3W,B34_H45,0,2,0.02,2,17,0.5666666666666667
-ml,3W,B34_H45,0,2,0.05,2,17,0.5666666666666667
-ml,3W,B34_H45,0,2,0.1,2,17,0.5666666666666667
-ml,3W,B34_H45,1,1,0.005,2,21,0.7
-ml,3W,B34_H45,1,1,0.01,2,21,0.7
-ml,3W,B34_H45,1,1,0.02,2,21,0.7
-ml,3W,B34_H45,1,1,0.05,2,21,0.7
-ml,3W,B34_H45,1,1,0.1,2,21,0.7
-ml,3W,B34_H45,1,2,0.005,1,30,1.0
-ml,3W,B34_H45,1,2,0.01,1,30,1.0
-ml,3W,B34_H45,1,2,0.02,1,30,1.0
-ml,3W,B34_H45,1,2,0.05,1,30,1.0
-ml,3W,B34_H45,1,2,0.1,1,30,1.0
-ml,5W,B34_H60,0,1,0.005,28,2,0.0666666666666666
-ml,5W,B34_H60,0,1,0.01,21,3,0.1
-ml,5W,B34_H60,0,1,0.02,10,8,0.2666666666666666
-ml,5W,B34_H60,0,1,0.05,3,27,0.9
-ml,5W,B34_H60,0,1,0.1,1,30,1.0
-ml,5W,B34_H60,0,2,0.005,3,27,0.9
-ml,5W,B34_H60,0,2,0.01,3,27,0.9
-ml,5W,B34_H60,0,2,0.02,3,27,0.9
-ml,5W,B34_H60,0,2,0.05,2,27,0.9
-ml,5W,B34_H60,0,2,0.1,1,30,1.0
-ml,5W,B34_H60,1,1,0.005,1,30,1.0
-ml,5W,B34_H60,1,1,0.01,1,30,1.0
-ml,5W,B34_H60,1,1,0.02,1,30,1.0
-ml,5W,B34_H60,1,1,0.05,1,30,1.0
-ml,5W,B34_H60,1,1,0.1,1,30,1.0
-ml,5W,B34_H60,1,2,0.005,1,30,1.0
-ml,5W,B34_H60,1,2,0.01,1,30,1.0
-ml,5W,B34_H60,1,2,0.02,1,30,1.0
-ml,5W,B34_H60,1,2,0.05,1,30,1.0
-ml,5W,B34_H60,1,2,0.1,1,30,1.0
-rbf,2W,B29_H30,0,1,0.005,17,4,0.1333333333333333
-rbf,2W,B29_H30,0,1,0.01,10,7,0.2333333333333333
-rbf,2W,B29_H30,0,1,0.02,7,10,0.3333333333333333
-rbf,2W,B29_H30,0,1,0.05,3,15,0.5
-rbf,2W,B29_H30,0,1,0.1,2,26,0.8666666666666667
-rbf,2W,B29_H30,0,2,0.005,1,30,1.0
-rbf,2W,B29_H30,0,2,0.01,1,30,1.0
-rbf,2W,B29_H30,0,2,0.02,1,30,1.0
-rbf,2W,B29_H30,0,2,0.05,1,30,1.0
-rbf,2W,B29_H30,0,2,0.1,1,30,1.0
-rbf,2W,B29_H30,1,1,0.005,1,30,1.0
-rbf,2W,B29_H30,1,1,0.01,1,30,1.0
-rbf,2W,B29_H30,1,1,0.02,1,30,1.0
-rbf,2W,B29_H30,1,1,0.05,1,30,1.0
-rbf,2W,B29_H30,1,1,0.1,1,30,1.0
-rbf,2W,B29_H30,1,2,0.005,1,30,1.0
-rbf,2W,B29_H30,1,2,0.01,1,30,1.0
-rbf,2W,B29_H30,1,2,0.02,1,30,1.0
-rbf,2W,B29_H30,1,2,0.05,1,30,1.0
-rbf,2W,B29_H30,1,2,0.1,1,30,1.0
-rbf,3W,B29_H45,0,1,0.005,30,1,0.0333333333333333
-rbf,3W,B29_H45,0,1,0.01,24,2,0.0666666666666666
-rbf,3W,B29_H45,0,1,0.02,12,4,0.1333333333333333
-rbf,3W,B29_H45,0,1,0.05,5,10,0.3333333333333333
-rbf,3W,B29_H45,0,1,0.1,3,15,0.5
-rbf,3W,B29_H45,0,2,0.005,1,30,1.0
-rbf,3W,B29_H45,0,2,0.01,1,30,1.0
-rbf,3W,B29_H45,0,2,0.02,1,30,1.0
-rbf,3W,B29_H45,0,2,0.05,1,30,1.0
-rbf,3W,B29_H45,0,2,0.1,1,30,1.0
-rbf,3W,B29_H45,1,1,0.005,27,3,0.1
-rbf,3W,B29_H45,1,1,0.01,21,3,0.1
-rbf,3W,B29_H45,1,1,0.02,11,6,0.2
-rbf,3W,B29_H45,1,1,0.05,4,22,0.7333333333333333
-rbf,3W,B29_H45,1,1,0.1,1,30,1.0
-rbf,3W,B29_H45,1,2,0.005,1,30,1.0
-rbf,3W,B29_H45,1,2,0.01,1,30,1.0
-rbf,3W,B29_H45,1,2,0.02,1,30,1.0
-rbf,3W,B29_H45,1,2,0.05,1,30,1.0
-rbf,3W,B29_H45,1,2,0.1,1,30,1.0
-rbf,3W,B34_H45,0,1,0.005,2,18,0.6
-rbf,3W,B34_H45,0,1,0.01,2,18,0.6
-rbf,3W,B34_H45,0,1,0.02,2,18,0.6
-rbf,3W,B34_H45,0,1,0.05,2,18,0.6
-rbf,3W,B34_H45,0,1,0.1,2,18,0.6
-rbf,3W,B34_H45,0,2,0.005,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.01,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.02,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.05,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.1,2,29,0.9666666666666668
-rbf,3W,B34_H45,1,1,0.005,2,21,0.7
-rbf,3W,B34_H45,1,1,0.01,2,21,0.7
-rbf,3W,B34_H45,1,1,0.02,2,21,0.7
-rbf,3W,B34_H45,1,1,0.05,2,21,0.7
-rbf,3W,B34_H45,1,1,0.1,2,21,0.7
-rbf,3W,B34_H45,1,2,0.005,1,30,1.0
-rbf,3W,B34_H45,1,2,0.01,1,30,1.0
-rbf,3W,B34_H45,1,2,0.02,1,30,1.0
-rbf,3W,B34_H45,1,2,0.05,1,30,1.0
-rbf,3W,B34_H45,1,2,0.1,1,30,1.0
-rbf,5W,B34_H60,0,1,0.005,1,30,1.0
-rbf,5W,B34_H60,0,1,0.01,1,30,1.0
-rbf,5W,B34_H60,0,1,0.02,1,30,1.0
-rbf,5W,B34_H60,0,1,0.05,1,30,1.0
-rbf,5W,B34_H60,0,1,0.1,1,30,1.0
-rbf,5W,B34_H60,0,2,0.005,1,30,1.0
-rbf,5W,B34_H60,0,2,0.01,1,30,1.0
-rbf,5W,B34_H60,0,2,0.02,1,30,1.0
-rbf,5W,B34_H60,0,2,0.05,1,30,1.0
-rbf,5W,B34_H60,0,2,0.1,1,30,1.0
-rbf,5W,B34_H60,1,1,0.005,26,2,0.0666666666666666
-rbf,5W,B34_H60,1,1,0.01,14,6,0.2
-rbf,5W,B34_H60,1,1,0.02,3,19,0.6333333333333333
-rbf,5W,B34_H60,1,1,0.05,1,30,1.0
-rbf,5W,B34_H60,1,1,0.1,1,30,1.0
-rbf,5W,B34_H60,1,2,0.005,1,30,1.0
-rbf,5W,B34_H60,1,2,0.01,1,30,1.0
-rbf,5W,B34_H60,1,2,0.02,1,30,1.0
-rbf,5W,B34_H60,1,2,0.05,1,30,1.0
-rbf,5W,B34_H60,1,2,0.1,1,30,1.0

Code/data/width_optimization/analysis_tfd100_de_reproducibility/de_basin_objective_tolerance_sensitivity.csv

-method,family,configuration,iteration,stage,relative_objective_tolerance,absolute_objective_tolerance,design_tolerance,geometry_n_basins,dominant_basin_size,geometry_reproducibility_rate
-ml,2W,B29_H30,0,1,0.0001,1e-06,0.01,4,16,0.5333333333333333
-ml,2W,B29_H30,0,1,0.001,1e-06,0.01,4,16,0.5333333333333333
-ml,2W,B29_H30,0,1,0.01,1e-06,0.01,4,16,0.5333333333333333
-ml,2W,B29_H30,0,2,0.0001,1e-06,0.01,1,30,1.0
-ml,2W,B29_H30,0,2,0.001,1e-06,0.01,1,30,1.0
-ml,2W,B29_H30,0,2,0.01,1e-06,0.01,1,30,1.0
-ml,2W,B29_H30,1,1,0.0001,1e-06,0.01,2,29,0.9666666666666668
-ml,2W,B29_H30,1,1,0.001,1e-06,0.01,2,29,0.9666666666666668
-ml,2W,B29_H30,1,1,0.01,1e-06,0.01,2,29,0.9666666666666668
-ml,2W,B29_H30,1,2,0.0001,1e-06,0.01,1,30,1.0
-ml,2W,B29_H30,1,2,0.001,1e-06,0.01,1,30,1.0
-ml,2W,B29_H30,1,2,0.01,1e-06,0.01,1,30,1.0
-ml,3W,B29_H45,0,1,0.0001,1e-06,0.01,13,5,0.1666666666666666
-ml,3W,B29_H45,0,1,0.001,1e-06,0.01,13,5,0.1666666666666666
-ml,3W,B29_H45,0,1,0.01,1e-06,0.01,13,5,0.1666666666666666
-ml,3W,B29_H45,0,2,0.0001,1e-06,0.01,2,18,0.6
-ml,3W,B29_H45,0,2,0.001,1e-06,0.01,2,18,0.6
-ml,3W,B29_H45,0,2,0.01,1e-06,0.01,2,18,0.6
-ml,3W,B29_H45,1,1,0.0001,1e-06,0.01,22,2,0.0666666666666666
-ml,3W,B29_H45,1,1,0.001,1e-06,0.01,22,2,0.0666666666666666
-ml,3W,B29_H45,1,1,0.01,1e-06,0.01,22,2,0.0666666666666666
-ml,3W,B29_H45,1,2,0.0001,1e-06,0.01,1,30,1.0
-ml,3W,B29_H45,1,2,0.001,1e-06,0.01,1,30,1.0
-ml,3W,B29_H45,1,2,0.01,1e-06,0.01,1,30,1.0
-ml,3W,B34_H45,0,1,0.0001,1e-06,0.01,3,28,0.9333333333333332
-ml,3W,B34_H45,0,1,0.001,1e-06,0.01,3,28,0.9333333333333332
-ml,3W,B34_H45,0,1,0.01,1e-06,0.01,3,28,0.9333333333333332
-ml,3W,B34_H45,0,2,0.0001,1e-06,0.01,2,17,0.5666666666666667
-ml,3W,B34_H45,0,2,0.001,1e-06,0.01,2,17,0.5666666666666667
-ml,3W,B34_H45,0,2,0.01,1e-06,0.01,2,17,0.5666666666666667
-ml,3W,B34_H45,1,1,0.0001,1e-06,0.01,2,21,0.7
-ml,3W,B34_H45,1,1,0.001,1e-06,0.01,2,21,0.7
-ml,3W,B34_H45,1,1,0.01,1e-06,0.01,2,21,0.7
-ml,3W,B34_H45,1,2,0.0001,1e-06,0.01,1,30,1.0
-ml,3W,B34_H45,1,2,0.001,1e-06,0.01,1,30,1.0
-ml,3W,B34_H45,1,2,0.01,1e-06,0.01,1,30,1.0
-ml,5W,B34_H60,0,1,0.0001,1e-06,0.01,21,3,0.1
-ml,5W,B34_H60,0,1,0.001,1e-06,0.01,21,3,0.1
-ml,5W,B34_H60,0,1,0.01,1e-06,0.01,21,3,0.1
-ml,5W,B34_H60,0,2,0.0001,1e-06,0.01,3,27,0.9
-ml,5W,B34_H60,0,2,0.001,1e-06,0.01,3,27,0.9
-ml,5W,B34_H60,0,2,0.01,1e-06,0.01,3,27,0.9
-ml,5W,B34_H60,1,1,0.0001,1e-06,0.01,1,30,1.0
-ml,5W,B34_H60,1,1,0.001,1e-06,0.01,1,30,1.0
-ml,5W,B34_H60,1,1,0.01,1e-06,0.01,1,30,1.0
-ml,5W,B34_H60,1,2,0.0001,1e-06,0.01,1,30,1.0
-ml,5W,B34_H60,1,2,0.001,1e-06,0.01,1,30,1.0
-ml,5W,B34_H60,1,2,0.01,1e-06,0.01,1,30,1.0
-rbf,2W,B29_H30,0,1,0.0001,1e-06,0.01,10,7,0.2333333333333333
-rbf,2W,B29_H30,0,1,0.001,1e-06,0.01,10,7,0.2333333333333333
-rbf,2W,B29_H30,0,1,0.01,1e-06,0.01,10,7,0.2333333333333333
-rbf,2W,B29_H30,0,2,0.0001,1e-06,0.01,1,30,1.0
-rbf,2W,B29_H30,0,2,0.001,1e-06,0.01,1,30,1.0
-rbf,2W,B29_H30,0,2,0.01,1e-06,0.01,1,30,1.0
-rbf,2W,B29_H30,1,1,0.0001,1e-06,0.01,1,30,1.0
-rbf,2W,B29_H30,1,1,0.001,1e-06,0.01,1,30,1.0
-rbf,2W,B29_H30,1,1,0.01,1e-06,0.01,1,30,1.0
-rbf,2W,B29_H30,1,2,0.0001,1e-06,0.01,1,30,1.0
-rbf,2W,B29_H30,1,2,0.001,1e-06,0.01,1,30,1.0
-rbf,2W,B29_H30,1,2,0.01,1e-06,0.01,1,30,1.0
-rbf,3W,B29_H45,0,1,0.0001,1e-06,0.01,24,2,0.0666666666666666
-rbf,3W,B29_H45,0,1,0.001,1e-06,0.01,24,2,0.0666666666666666
-rbf,3W,B29_H45,0,1,0.01,1e-06,0.01,24,2,0.0666666666666666
-rbf,3W,B29_H45,0,2,0.0001,1e-06,0.01,1,30,1.0
-rbf,3W,B29_H45,0,2,0.001,1e-06,0.01,1,30,1.0
-rbf,3W,B29_H45,0,2,0.01,1e-06,0.01,1,30,1.0
-rbf,3W,B29_H45,1,1,0.0001,1e-06,0.01,21,3,0.1
-rbf,3W,B29_H45,1,1,0.001,1e-06,0.01,21,3,0.1
-rbf,3W,B29_H45,1,1,0.01,1e-06,0.01,21,3,0.1
-rbf,3W,B29_H45,1,2,0.0001,1e-06,0.01,1,30,1.0
-rbf,3W,B29_H45,1,2,0.001,1e-06,0.01,1,30,1.0
-rbf,3W,B29_H45,1,2,0.01,1e-06,0.01,1,30,1.0
-rbf,3W,B34_H45,0,1,0.0001,1e-06,0.01,2,18,0.6
-rbf,3W,B34_H45,0,1,0.001,1e-06,0.01,2,18,0.6
-rbf,3W,B34_H45,0,1,0.01,1e-06,0.01,2,18,0.6
-rbf,3W,B34_H45,0,2,0.0001,1e-06,0.01,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.001,1e-06,0.01,2,29,0.9666666666666668
-rbf,3W,B34_H45,0,2,0.01,1e-06,0.01,2,29,0.9666666666666668
-rbf,3W,B34_H45,1,1,0.0001,1e-06,0.01,2,21,0.7
-rbf,3W,B34_H45,1,1,0.001,1e-06,0.01,2,21,0.7
-rbf,3W,B34_H45,1,1,0.01,1e-06,0.01,2,21,0.7
-rbf,3W,B34_H45,1,2,0.0001,1e-06,0.01,1,30,1.0
-rbf,3W,B34_H45,1,2,0.001,1e-06,0.01,1,30,1.0
-rbf,3W,B34_H45,1,2,0.01,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,0,1,0.0001,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,0,1,0.001,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,0,1,0.01,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,0,2,0.0001,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,0,2,0.001,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,0,2,0.01,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,1,1,0.0001,1e-06,0.01,14,6,0.2
-rbf,5W,B34_H60,1,1,0.001,1e-06,0.01,14,6,0.2
-rbf,5W,B34_H60,1,1,0.01,1e-06,0.01,14,6,0.2
-rbf,5W,B34_H60,1,2,0.0001,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,1,2,0.001,1e-06,0.01,1,30,1.0
-rbf,5W,B34_H60,1,2,0.01,1e-06,0.01,1,30,1.0

Code/data/width_optimization/analysis_tfd100_de_reproducibility/de_initialization_recommendation.csv

-method,family,configuration,iteration,stage2_baseline_reproducibility,stage2_baseline_diagnosis,anchored_reproducibility,same_performance_region,recommendation
-ml,2W,B29_H30,0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-ml,2W,B29_H30,1,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-ml,3W,B29_H45,0,0.6,MULTIPLE_PERFORMANCE_OPTIMA,0.6,False,CONSIDER_PERFORMANCE_BASED_REPRODUCIBILITY
-ml,3W,B29_H45,1,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-ml,3W,B34_H45,0,0.5666666666666667,MULTIPLE_PERFORMANCE_OPTIMA,0.6,True,PROCEED_TO_DE_PARAMETER_SENSITIVITY
-ml,3W,B34_H45,1,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-ml,5W,B34_H60,0,0.9,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-ml,5W,B34_H60,1,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-rbf,2W,B29_H30,0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-rbf,2W,B29_H30,1,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-rbf,3W,B29_H45,0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-rbf,3W,B29_H45,1,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-rbf,3W,B34_H45,0,0.9666666666666668,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-rbf,3W,B34_H45,1,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-rbf,5W,B34_H60,0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED
-rbf,5W,B34_H60,1,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,1.0,True,NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/de_reproducibility_diagnosis.csv

-method,family,configuration,iteration,stage,geometry_reproducibility_rate,geometry_connected_reproducibility_rate,geometry_n_basins,geometry_n_connected_basins,min_objective,median_objective,max_objective,objective_iqr,min_criterion,median_criterion,max_criterion,criterion_iqr,criterion,tw1_normalized_iqr,tw2_normalized_iqr,median_stage1_preservation_slack,fraction_stage2_near_preservation_boundary,fraction_success,fraction_maxiter_reached,median_nit,median_nfev,diagnosis,stage1_tmin_star,stage1_preservation_tolerance,tw3_normalized_iqr,tw4_normalized_iqr,tw5_normalized_iqr,recommendation
-ml,2W,B29_H30,0,1,0.5333333333333333,1.0,4,1,-74.52799625101045,-74.52799610285052,-74.52799397175244,2.8287995235132257e-07,74.52799397175244,74.52799610285052,74.52799625101045,2.8287995235132257e-07,min_window_tfd,0.0127885730652376,0.026367688984074,,,1.0,0.0,53.5,1095.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,,,,NO_DE_CHANGE_NEEDED
-ml,2W,B29_H30,0,2,1.0,1.0,1,1,-1.370259603730532e-06,-1.3702595589198228e-06,-1.3702593037056762e-06,6.233760934647181e-14,1.3702593037056762e-06,1.3702595589198228e-06,1.3702596037305315e-06,6.233760722888944e-14,distortion_measure,1.0145343848355637e-07,3.60388726639016e-08,0.0009935511076832,1.0,1.0,0.0,94.5,648.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,74.52799624080674,0.001,,,,NO_DE_CHANGE_NEEDED
-ml,2W,B29_H30,1,1,0.9666666666666668,0.9666666666666668,2,2,-79.89395926985209,-79.89395151597296,-79.19756294400919,8.796338505590029e-06,79.19756294400919,79.89395151597296,79.89395926985208,8.796338093475242e-06,min_window_tfd,6.945781022560382e-08,7.38997527616192e-08,,,1.0,0.0,57.0,1623.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,,,,,,NO_DE_CHANGE_NEEDED
-ml,2W,B29_H30,1,2,1.0,1.0,1,1,-1.3796032853916827e-06,-1.3796032371195569e-06,-1.379603023092492e-06,1.227925928882226e-13,1.379603023092492e-06,1.3796032371195562e-06,1.3796032853916827e-06,1.2279259267646437e-13,distortion_measure,1.3722416758454873e-08,9.620300533974557e-08,2.536231718863746e-06,1.0,1.0,0.0,91.0,371.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,79.89395926985209,0.001,,,,NO_DE_CHANGE_NEEDED
-ml,3W,B29_H45,0,1,0.1666666666666666,0.3,13,9,-67.82436106072562,-67.82436097019918,-67.82436043630688,2.121879560945672e-07,67.82436043630686,67.82436097019917,67.82436106072565,2.121879560945672e-07,min_window_tfd,0.0115144834176412,0.0402983627889979,,,1.0,0.0,92.5,3185.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,0.0308064477765336,,,CONSIDER_PERFORMANCE_BASED_REPRODUCIBILITY
-ml,3W,B29_H45,0,2,0.6,0.6,2,2,-1.2313613795126273e-06,-1.2313613033397116e-06,-1.2086614761076731e-06,2.2699700167017515e-08,1.2086614761076731e-06,1.231361303339722e-06,1.2313613795126273e-06,2.2699700167017515e-08,distortion_measure,0.0127020632532796,0.0522221518365427,3.2002229133354376e-06,1.0,1.0,0.0,188.5,2505.0,MULTIPLE_PERFORMANCE_OPTIMA,67.824361041322,0.001,0.0099732399148313,,,CONSIDER_PERFORMANCE_BASED_REPRODUCIBILITY
-ml,3W,B29_H45,1,1,0.0666666666666666,0.0666666666666666,22,22,-68.43029667191487,-68.43029659014562,-68.4302963935753,1.2330494314483076e-07,68.4302963935753,68.43029659014562,68.43029667191487,1.2330492893397604e-07,min_window_tfd,0.026387744105901,0.0769974727928016,,,1.0,0.0,92.0,2958.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,0.0984681149218332,,,NO_DE_CHANGE_NEEDED
-ml,3W,B29_H45,1,2,1.0,1.0,1,1,-1.3067240576900714e-06,-1.306723976552791e-06,-1.306723549771542e-06,8.099323070063344e-14,1.306723549771542e-06,1.306723976552791e-06,1.3067240576900494e-06,8.0993197242832e-14,distortion_measure,5.102861181383034e-07,1.0729210131454893e-07,0.0009395489731005,1.0,1.0,0.0,226.5,1916.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,68.43029667015168,0.001,1.3682685495730598e-07,,,NO_DE_CHANGE_NEEDED
-ml,3W,B34_H45,0,1,0.9333333333333332,0.9333333333333332,3,3,-74.68895765358474,-69.8066998011414,-69.80666974675611,1.256283474049269e-05,69.80666974675611,69.8066998011414,74.68895765358474,1.2562834726281835e-05,min_window_tfd,4.3515616060529894e-07,1.002049269227534e-06,,,1.0,0.0,91.0,3970.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,,,5.786378478589427e-07,,,PROCEED_TO_DE_PARAMETER_SENSITIVITY
-ml,3W,B34_H45,0,2,0.5666666666666667,0.5666666666666667,2,2,-1.484844718926859e-06,-1.068092091567398e-06,-1.0680918895457189e-06,4.167526004646096e-07,1.0680918894134509e-06,1.0680920914351295e-06,1.484844717787022e-06,4.167525994570413e-07,distortion_measure,0.0445836733937989,0.2419217283929264,1.4839939268540547e-06,1.0,1.0,0.0,154.0,890.5,MULTIPLE_PERFORMANCE_OPTIMA,69.80671217448835,0.001,0.1023905056375977,,,PROCEED_TO_DE_PARAMETER_SENSITIVITY
-ml,3W,B34_H45,1,1,0.7,0.7,2,2,-84.12840615216595,-84.12839260048,-69.13138512315507,14.9970045845494,69.13138512315349,84.12839260048001,84.12840615216595,14.997004584546673,min_window_tfd,0.1296669766730801,0.1833279700547765,,,1.0,0.0,92.0,3747.0,MULTIPLE_PERFORMANCE_OPTIMA,,,0.2634713872586385,,,NO_DE_CHANGE_NEEDED
-ml,3W,B34_H45,1,2,1.0,1.0,1,1,-1.2883805742918254e-06,-1.2883804910864171e-06,-1.288380240262598e-06,8.089793441186962e-14,1.288380240262598e-06,1.288380491086417e-06,1.2883805742918254e-06,8.089801699758198e-14,distortion_measure,3.6071549691651945e-08,1.5482916171372096e-08,9.411183796714796e-07,1.0,1.0,0.0,129.5,991.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,84.12840615216595,0.001,9.596471706174725e-08,,,NO_DE_CHANGE_NEEDED
-ml,5W,B34_H60,0,1,0.1,0.1333333333333333,21,19,-78.46013766520305,-78.46013763019003,-78.46013717780221,4.672668296734629e-08,78.46013717780221,78.46013763019003,78.46013766520305,4.672668296734629e-08,min_window_tfd,0.0042813150622423,0.0081248247281102,,,1.0,0.0,201.0,8909.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,0.0261560477265007,0.0293084013837799,0.0136667257009196,NO_DE_CHANGE_NEEDED
-ml,5W,B34_H60,0,2,0.9,0.9,3,3,-2.183014470461421e-06,-2.1194485230520285e-06,-2.119432275390173e-06,1.964506857663991e-12,2.1194322570577943e-06,2.119448504719598e-06,2.1830144805090275e-06,1.964506855546409e-12,distortion_measure,4.947434572771803e-06,4.802705423023745e-06,0.0009320522924411,1.0,0.0666666666666666,0.9333333333333332,500.0,4111.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,78.46013766309996,0.001,5.544672972979114e-07,2.8507208640282663e-05,5.617049876655804e-07,NO_DE_CHANGE_NEEDED
-ml,5W,B34_H60,1,1,1.0,1.0,1,1,-80.78076722218579,-80.78074071740176,-80.78069742105136,2.286357286607199e-05,80.78069742106311,80.78074071740176,80.78076722218579,2.286357039338327e-05,min_window_tfd,4.870544787483055e-07,4.675029754430682e-07,,,1.0,0.0,140.0,9731.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,,,5.242850567022117e-07,1.266495216201147e-06,2.435960306801377e-07,NO_DE_CHANGE_NEEDED
-ml,5W,B34_H60,1,2,1.0,1.0,1,1,-1.91206814180169e-06,-1.912067842907527e-06,-1.9120674114016058e-06,2.0331705459178005e-13,1.9120674114016058e-06,1.912067842907527e-06,1.91206814180169e-06,2.033170130871657e-13,distortion_measure,2.701826986861722e-07,4.499746628083834e-07,5.427354992093569e-07,1.0,1.0,0.0,254.0,2486.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,80.78076722218579,0.001,1.5082783944020409e-07,1.519445367859085e-07,1.6493891617587664e-08,NO_DE_CHANGE_NEEDED
-rbf,2W,B29_H30,0,1,0.2333333333333333,0.3666666666666666,10,7,-73.81142297462287,-73.81142273324761,-73.81141984423931,6.045920741826194e-07,73.81141984423931,73.81142273324761,73.81142297462287,6.045927278819363e-07,min_window_tfd,0.0322190172702218,0.0722333713019912,,,1.0,0.0,59.0,1126.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,,,,NO_DE_CHANGE_NEEDED
-rbf,2W,B29_H30,0,2,1.0,1.0,1,1,-1.4559028116900094e-06,-1.4559027712032251e-06,-1.4559023487095266e-06,5.788693761732042e-14,1.4559023487095054e-06,1.4559027712032251e-06,1.4559028116900094e-06,5.788693719380396e-14,distortion_measure,7.166471049924183e-08,3.385478875017611e-08,0.0009943327647761,1.0,1.0,0.0,110.0,651.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,73.81142295014797,0.001,,,,NO_DE_CHANGE_NEEDED
-rbf,2W,B29_H30,1,1,1.0,1.0,1,1,-80.35634041534973,-80.35633449759916,-80.3563141956335,7.275441916476666e-06,80.3563141956335,80.35633449759916,80.35634041534973,7.275441944898375e-06,min_window_tfd,5.2169615682995385e-08,1.0978845166320641e-07,,,1.0,0.0,53.0,1554.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,,,,,,NO_DE_CHANGE_NEEDED
-rbf,2W,B29_H30,1,2,1.0,1.0,1,1,-1.3778734309499734e-06,-1.377873369467914e-06,-1.3778731123794632e-06,7.348456547343724e-14,1.3778731123794632e-06,1.377873369467914e-06,1.3778734309499751e-06,7.348456674398666e-14,distortion_measure,2.0945804923844242e-08,5.570221317530155e-08,3.216601015765264e-06,1.0,1.0,0.0,82.0,387.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,80.35634041534973,0.001,,,,NO_DE_CHANGE_NEEDED
-rbf,3W,B29_H45,0,1,0.0666666666666666,0.0666666666666666,24,24,-71.5956013132062,-71.59560089957938,-71.59559798921941,6.015981171003659e-07,71.59559798921941,71.59560089957921,71.5956013132062,6.015986002694262e-07,min_window_tfd,0.0184003597957951,0.0577893234235564,,,1.0,0.0,132.5,4730.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,0.0672450989617001,,,NO_DE_CHANGE_NEEDED
-rbf,3W,B29_H45,0,2,1.0,1.0,1,1,-1.254328973833789e-06,-1.2543289298759051e-06,-1.2543287806747263e-06,8.7617554990897e-14,1.2543287806747263e-06,1.2543289298758876e-06,1.254328973833789e-06,8.761755372034759e-14,distortion_measure,1.4080043361786032e-07,4.568243211489077e-08,0.0009919696969689,1.0,1.0,0.0,352.5,2058.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,71.5956013132062,0.001,6.251308748428387e-08,,,NO_DE_CHANGE_NEEDED
-rbf,3W,B29_H45,1,1,0.1,0.1666666666666666,21,18,-75.31515215445688,-75.31515163866607,-75.31514982179579,8.785254976828583e-07,75.31514982179579,75.31515163866607,75.31515215445688,8.785254976828583e-07,min_window_tfd,0.0205389825966059,0.0385508264040183,,,1.0,0.0,127.0,4351.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,0.0644277301518197,,,NO_DE_CHANGE_NEEDED
-rbf,3W,B29_H45,1,2,1.0,1.0,1,1,-1.28037829688278e-06,-1.280378253255747e-06,-1.2803779649740809e-06,9.291869671524441e-14,1.2803779649740809e-06,1.280378253255747e-06,1.28037829688278e-06,9.291869671524441e-14,distortion_measure,1.2134631674487473e-07,2.4238793749908893e-08,0.0009898536189041,1.0,1.0,0.0,289.5,1937.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,75.3151521160762,0.001,6.837780908153236e-08,,,NO_DE_CHANGE_NEEDED
-rbf,3W,B34_H45,0,1,0.6,0.6,2,2,-84.41932488393286,-84.41930611909766,-68.16654672150253,16.25275633950025,68.16654672150253,84.41930611909766,84.4193248839324,16.252756339500706,min_window_tfd,0.1301017517760909,0.2018402877652562,,,1.0,0.0,94.0,3636.5,MULTIPLE_PERFORMANCE_OPTIMA,,,0.2243645438102934,,,NO_DE_CHANGE_NEEDED
-rbf,3W,B34_H45,0,2,0.9666666666666668,0.9666666666666668,2,2,-1.3701563654609407e-06,-1.3701562628877468e-06,-1.37015600160816e-06,1.1362420238802365e-13,1.0559217696110235e-06,1.3701562483667887e-06,1.3701563654609422e-06,1.1326159774769945e-13,distortion_measure,1.1543056455121105e-07,1.952978379016201e-08,1.1403447217617213e-06,1.0,0.9666666666666668,0.0333333333333333,146.0,795.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,84.41932488393286,0.001,4.186288649066228e-08,,,NO_DE_CHANGE_NEEDED
-rbf,3W,B34_H45,1,1,0.7,0.7,2,2,-82.32005826121713,-82.32004516316147,-69.1676762454681,13.15235790520319,69.16767624546446,82.32004516316238,82.32005826121713,13.152357905202962,min_window_tfd,0.1426489802137591,0.1980608236832597,,,1.0,0.0,96.0,3653.0,MULTIPLE_PERFORMANCE_OPTIMA,,,0.2363548128605723,,,NO_DE_CHANGE_NEEDED
-rbf,3W,B34_H45,1,2,1.0,1.0,1,1,-1.4471788244739375e-06,-1.4471786880070402e-06,-1.4471784851634986e-06,1.081347904387318e-13,1.4471784851634863e-06,1.447178688007041e-06,1.4471788244739375e-06,1.0813481203807197e-13,distortion_measure,1.1739838973179317e-07,2.5775072187705923e-08,1.04866765582301e-06,1.0,1.0,0.0,144.0,741.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,82.32005826121713,0.001,5.086128729292484e-08,,,NO_DE_CHANGE_NEEDED
-rbf,5W,B34_H60,0,1,1.0,1.0,1,1,-78.99753544302803,-78.99751907918744,-78.99748326756526,2.599466279207263e-05,78.99748326756526,78.99751907918744,78.99753544302803,2.599465733510442e-05,min_window_tfd,5.166539409351412e-07,6.008626121101202e-07,,,1.0,0.0,138.5,10510.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,,,6.171728226256334e-07,1.1009556554752995e-06,3.1500058967586545e-07,NO_DE_CHANGE_NEEDED
-rbf,5W,B34_H60,0,2,1.0,1.0,1,1,-1.8914993261601088e-06,-1.891498964564205e-06,-1.8914984717665609e-06,2.398713075550321e-13,1.8914984717665609e-06,1.891498964564205e-06,1.8914993261601088e-06,2.398713077667904e-13,distortion_measure,5.255220773825453e-07,7.604286126894344e-07,7.009582816408511e-07,1.0,1.0,0.0,246.0,2173.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,78.99753544302803,0.001,1.329864882659848e-07,2.055881256901593e-07,2.8005259698561854e-08,NO_DE_CHANGE_NEEDED
-rbf,5W,B34_H60,1,1,0.2,0.4333333333333333,14,10,-79.37191804662143,-79.37191761261056,-79.37191662338591,5.595084076048806e-07,79.37191662338591,79.37191761261056,79.37191804662143,5.595156835624948e-07,min_window_tfd,0.0025705540793583,0.0084106000700801,,,1.0,0.0,265.5,12118.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,0.0199580237751773,0.0102983489483942,0.0138264047331906,NO_DE_CHANGE_NEEDED
-rbf,5W,B34_H60,1,2,1.0,1.0,1,1,-1.958298890582856e-06,-1.958287798671058e-06,-1.958195475777803e-06,2.5438499141430576e-11,1.958195475777803e-06,1.958287798671058e-06,1.958298890582856e-06,2.5438499141430576e-11,distortion_measure,2.799885463283802e-06,2.310511923936387e-05,0.0002299541291961,1.0,0.0,1.0,500.0,1822.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,79.37191799271386,0.001,1.899218725259777e-05,7.032382864757825e-06,8.216223709040754e-06,NO_DE_CHANGE_NEEDED

Code/data/width_optimization/analysis_tfd100_de_reproducibility/de_stage2_initialization_comparison.csv

-method,family,configuration,iteration,initialization,n_runs,geometry_basin_reproducibility,geometry_connected_reproducibility,geometry_n_basins,min_objective,median_objective,objective_iqr,median_min_window_tfd,min_window_tfd_iqr,median_distortion_measure,distortion_iqr,tw1_iqr,tw2_iqr,median_nit,median_nfev,fraction_success,anchor_slack_at_x0,tw3_iqr,tw4_iqr,tw5_iqr
-ml,2W,B29_H30,0,baseline,30,1.0,1.0,1,-1.370259603730532e-06,-1.3702595589198228e-06,6.233760934647181e-14,74.52798979191442,1.380717500865103e-05,1.3702595589198228e-06,6.233760722888944e-14,1.0145343848355637e-07,3.60388726639016e-08,94.5,648.0,1.0,0.0010000000000047,,,
-ml,2W,B29_H30,0,anchored,30,1.0,1.0,1,-1.3702595925004495e-06,-1.3702595490752633e-06,4.178901970354498e-14,74.52799042280425,9.513285050388731e-06,1.3702595490752633e-06,4.178901970354498e-14,6.597194351920521e-08,2.6159637012135303e-08,93.5,606.5,1.0,0.0010000000000047,,,
-ml,2W,B29_H30,1,baseline,30,1.0,1.0,1,-1.3796032853916827e-06,-1.3796032371195569e-06,1.227925928882226e-13,79.8929618060838,3.831759840977611e-06,1.3796032371195562e-06,1.2279259267646437e-13,1.3722416758454873e-08,9.620300533974557e-08,91.0,371.5,1.0,0.0009999999999905,,,
-ml,2W,B29_H30,1,anchored,30,1.0,1.0,1,-1.3796032843244186e-06,-1.3796032223235682e-06,8.135470074032478e-14,79.8929621858914,6.519816722061478e-06,1.3796032223235682e-06,8.135470074032478e-14,2.3728770670583543e-08,6.310523747998786e-08,87.0,373.5,1.0,0.0009999999999905,,,
-ml,3W,B29_H45,0,baseline,30,0.6,0.6,2,-1.2313613795126273e-06,-1.2313613033397116e-06,2.2699700167017515e-08,67.82336424154491,9.147549931753929e-06,1.231361303339722e-06,2.2699700167017515e-08,0.0127020632532796,0.0522221518365427,188.5,2505.0,1.0,0.0009999999999905,0.0099732399148313,,
-ml,3W,B29_H45,0,anchored,30,0.6,0.6,2,-1.2313613820855858e-06,-1.208661634522078e-06,2.26996793855402e-08,67.82336615204142,8.502737955495832e-06,1.208661634522078e-06,2.26996793855402e-08,0.0127020349860735,0.0522221375193476,182.5,2042.5,1.0,0.0009999999999905,0.009973203652676,,
-ml,3W,B29_H45,1,baseline,30,1.0,1.0,1,-1.3067240576900714e-06,-1.306723976552791e-06,8.099323070063344e-14,68.43023621912477,0.0001162498175375,1.306723976552791e-06,8.0993197242832e-14,5.102861181383034e-07,1.0729210131454893e-07,226.5,1916.0,1.0,0.0010000000000189,1.3682685495730598e-07,,
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Code/data/width_optimization/analysis_tfd100_de_reproducibility/de_stage_summary.csv

-method,family,configuration,iteration,stage,geometry_reproducibility_rate,geometry_connected_reproducibility_rate,geometry_n_basins,geometry_n_connected_basins,min_objective,median_objective,max_objective,objective_iqr,min_criterion,median_criterion,max_criterion,criterion_iqr,criterion,tw1_normalized_iqr,tw2_normalized_iqr,median_stage1_preservation_slack,fraction_stage2_near_preservation_boundary,fraction_success,fraction_maxiter_reached,median_nit,median_nfev,diagnosis,stage1_tmin_star,stage1_preservation_tolerance,tw3_normalized_iqr,tw4_normalized_iqr,tw5_normalized_iqr
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-ml,5W,B34_H60,0,1,0.1,0.1333333333333333,21,19,-78.46013766520305,-78.46013763019003,-78.46013717780221,4.672668296734629e-08,78.46013717780221,78.46013763019003,78.46013766520305,4.672668296734629e-08,min_window_tfd,0.0042813150622423,0.0081248247281102,,,1.0,0.0,201.0,8909.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,0.0261560477265007,0.0293084013837799,0.0136667257009196
-ml,5W,B34_H60,0,2,0.9,0.9,3,3,-2.183014470461421e-06,-2.1194485230520285e-06,-2.119432275390173e-06,1.964506857663991e-12,2.1194322570577943e-06,2.119448504719598e-06,2.1830144805090275e-06,1.964506855546409e-12,distortion_measure,4.947434572771803e-06,4.802705423023745e-06,0.0009320522924411,1.0,0.0666666666666666,0.9333333333333332,500.0,4111.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,78.46013766309996,0.001,5.544672972979114e-07,2.8507208640282663e-05,5.617049876655804e-07
-ml,5W,B34_H60,1,1,1.0,1.0,1,1,-80.78076722218579,-80.78074071740176,-80.78069742105136,2.286357286607199e-05,80.78069742106311,80.78074071740176,80.78076722218579,2.286357039338327e-05,min_window_tfd,4.870544787483055e-07,4.675029754430682e-07,,,1.0,0.0,140.0,9731.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,,,5.242850567022117e-07,1.266495216201147e-06,2.435960306801377e-07
-ml,5W,B34_H60,1,2,1.0,1.0,1,1,-1.91206814180169e-06,-1.912067842907527e-06,-1.9120674114016058e-06,2.0331705459178005e-13,1.9120674114016058e-06,1.912067842907527e-06,1.91206814180169e-06,2.033170130871657e-13,distortion_measure,2.701826986861722e-07,4.499746628083834e-07,5.427354992093569e-07,1.0,1.0,0.0,254.0,2486.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,80.78076722218579,0.001,1.5082783944020409e-07,1.519445367859085e-07,1.6493891617587664e-08
-rbf,2W,B29_H30,0,1,0.2333333333333333,0.3666666666666666,10,7,-73.81142297462287,-73.81142273324761,-73.81141984423931,6.045920741826194e-07,73.81141984423931,73.81142273324761,73.81142297462287,6.045927278819363e-07,min_window_tfd,0.0322190172702218,0.0722333713019912,,,1.0,0.0,59.0,1126.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,,,
-rbf,2W,B29_H30,0,2,1.0,1.0,1,1,-1.4559028116900094e-06,-1.4559027712032251e-06,-1.4559023487095266e-06,5.788693761732042e-14,1.4559023487095054e-06,1.4559027712032251e-06,1.4559028116900094e-06,5.788693719380396e-14,distortion_measure,7.166471049924183e-08,3.385478875017611e-08,0.0009943327647761,1.0,1.0,0.0,110.0,651.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,73.81142295014797,0.001,,,
-rbf,2W,B29_H30,1,1,1.0,1.0,1,1,-80.35634041534973,-80.35633449759916,-80.3563141956335,7.275441916476666e-06,80.3563141956335,80.35633449759916,80.35634041534973,7.275441944898375e-06,min_window_tfd,5.2169615682995385e-08,1.0978845166320641e-07,,,1.0,0.0,53.0,1554.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,,,,,
-rbf,2W,B29_H30,1,2,1.0,1.0,1,1,-1.3778734309499734e-06,-1.377873369467914e-06,-1.3778731123794632e-06,7.348456547343724e-14,1.3778731123794632e-06,1.377873369467914e-06,1.3778734309499751e-06,7.348456674398666e-14,distortion_measure,2.0945804923844242e-08,5.570221317530155e-08,3.216601015765264e-06,1.0,1.0,0.0,82.0,387.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,80.35634041534973,0.001,,,
-rbf,3W,B29_H45,0,1,0.0666666666666666,0.0666666666666666,24,24,-71.5956013132062,-71.59560089957938,-71.59559798921941,6.015981171003659e-07,71.59559798921941,71.59560089957921,71.5956013132062,6.015986002694262e-07,min_window_tfd,0.0184003597957951,0.0577893234235564,,,1.0,0.0,132.5,4730.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,0.0672450989617001,,
-rbf,3W,B29_H45,0,2,1.0,1.0,1,1,-1.254328973833789e-06,-1.2543289298759051e-06,-1.2543287806747263e-06,8.7617554990897e-14,1.2543287806747263e-06,1.2543289298758876e-06,1.254328973833789e-06,8.761755372034759e-14,distortion_measure,1.4080043361786032e-07,4.568243211489077e-08,0.0009919696969689,1.0,1.0,0.0,352.5,2058.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,71.5956013132062,0.001,6.251308748428387e-08,,
-rbf,3W,B29_H45,1,1,0.1,0.1666666666666666,21,18,-75.31515215445688,-75.31515163866607,-75.31514982179579,8.785254976828583e-07,75.31514982179579,75.31515163866607,75.31515215445688,8.785254976828583e-07,min_window_tfd,0.0205389825966059,0.0385508264040183,,,1.0,0.0,127.0,4351.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,0.0644277301518197,,
-rbf,3W,B29_H45,1,2,1.0,1.0,1,1,-1.28037829688278e-06,-1.280378253255747e-06,-1.2803779649740809e-06,9.291869671524441e-14,1.2803779649740809e-06,1.280378253255747e-06,1.28037829688278e-06,9.291869671524441e-14,distortion_measure,1.2134631674487473e-07,2.4238793749908893e-08,0.0009898536189041,1.0,1.0,0.0,289.5,1937.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,75.3151521160762,0.001,6.837780908153236e-08,,
-rbf,3W,B34_H45,0,1,0.6,0.6,2,2,-84.41932488393286,-84.41930611909766,-68.16654672150253,16.25275633950025,68.16654672150253,84.41930611909766,84.4193248839324,16.252756339500706,min_window_tfd,0.1301017517760909,0.2018402877652562,,,1.0,0.0,94.0,3636.5,MULTIPLE_PERFORMANCE_OPTIMA,,,0.2243645438102934,,
-rbf,3W,B34_H45,0,2,0.9666666666666668,0.9666666666666668,2,2,-1.3701563654609407e-06,-1.3701562628877468e-06,-1.37015600160816e-06,1.1362420238802365e-13,1.0559217696110235e-06,1.3701562483667887e-06,1.3701563654609422e-06,1.1326159774769945e-13,distortion_measure,1.1543056455121105e-07,1.952978379016201e-08,1.1403447217617213e-06,1.0,0.9666666666666668,0.0333333333333333,146.0,795.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,84.41932488393286,0.001,4.186288649066228e-08,,
-rbf,3W,B34_H45,1,1,0.7,0.7,2,2,-82.32005826121713,-82.32004516316147,-69.1676762454681,13.15235790520319,69.16767624546446,82.32004516316238,82.32005826121713,13.152357905202962,min_window_tfd,0.1426489802137591,0.1980608236832597,,,1.0,0.0,96.0,3653.0,MULTIPLE_PERFORMANCE_OPTIMA,,,0.2363548128605723,,
-rbf,3W,B34_H45,1,2,1.0,1.0,1,1,-1.4471788244739375e-06,-1.4471786880070402e-06,-1.4471784851634986e-06,1.081347904387318e-13,1.4471784851634863e-06,1.447178688007041e-06,1.4471788244739375e-06,1.0813481203807197e-13,distortion_measure,1.1739838973179317e-07,2.5775072187705923e-08,1.04866765582301e-06,1.0,1.0,0.0,144.0,741.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,82.32005826121713,0.001,5.086128729292484e-08,,
-rbf,5W,B34_H60,0,1,1.0,1.0,1,1,-78.99753544302803,-78.99751907918744,-78.99748326756526,2.599466279207263e-05,78.99748326756526,78.99751907918744,78.99753544302803,2.599465733510442e-05,min_window_tfd,5.166539409351412e-07,6.008626121101202e-07,,,1.0,0.0,138.5,10510.5,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,,,6.171728226256334e-07,1.1009556554752995e-06,3.1500058967586545e-07
-rbf,5W,B34_H60,0,2,1.0,1.0,1,1,-1.8914993261601088e-06,-1.891498964564205e-06,-1.8914984717665609e-06,2.398713075550321e-13,1.8914984717665609e-06,1.891498964564205e-06,1.8914993261601088e-06,2.398713077667904e-13,distortion_measure,5.255220773825453e-07,7.604286126894344e-07,7.009582816408511e-07,1.0,1.0,0.0,246.0,2173.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,78.99753544302803,0.001,1.329864882659848e-07,2.055881256901593e-07,2.8005259698561854e-08
-rbf,5W,B34_H60,1,1,0.2,0.4333333333333333,14,10,-79.37191804662143,-79.37191761261056,-79.37191662338591,5.595084076048806e-07,79.37191662338591,79.37191761261056,79.37191804662143,5.595156835624948e-07,min_window_tfd,0.0025705540793583,0.0084106000700801,,,1.0,0.0,265.5,12118.5,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,,,0.0199580237751773,0.0102983489483942,0.0138264047331906
-rbf,5W,B34_H60,1,2,1.0,1.0,1,1,-1.958298890582856e-06,-1.958287798671058e-06,-1.958195475777803e-06,2.5438499141430576e-11,1.958195475777803e-06,1.958287798671058e-06,1.958298890582856e-06,2.5438499141430576e-11,distortion_measure,2.799885463283802e-06,2.310511923936387e-05,0.0002299541291961,1.0,0.0,1.0,500.0,1822.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,79.37191799271386,0.001,1.899218725259777e-05,7.032382864757825e-06,8.216223709040754e-06

Code/data/width_optimization/analysis_tfd100_de_reproducibility/performance_reproducibility_old_vs_scale_aware.csv

-method,family,configuration,iteration,stage,best_objective,objective_scale,old_performance_reproducibility_rate,new_performance_reproducibility_rate,old_performance_pass,new_performance_pass,geometry_reproducibility_rate,objective_iqr,objective_range,new_performance_relative_tolerance,max_relative_error_in_equivalent_group
-ml,2W,B29_H30,0,1,-74.52799625101045,74.52799625101045,1.0,1.0,True,True,0.5333333333333333,2.8287995235132257e-07,2.2792580125496897e-06,0.001,3.058257469948801e-08
-ml,2W,B29_H30,0,2,-1.370259603730532e-06,1.370259603730532e-06,1.0,1.0,True,True,1.0,6.233760934647181e-14,3.0002485578777764e-13,0.001,2.1895475497559727e-07
-ml,2W,B29_H30,1,1,-79.89395926985209,79.89395926985209,0.9666666666666667,0.9666666666666667,True,True,0.9666666666666667,8.796338505590029e-06,0.6963963258428976,0.001,2.0760191712391308e-07
-ml,2W,B29_H30,1,2,-1.3796032853916827e-06,1.3796032853916827e-06,1.0,1.0,True,True,1.0,1.227925928882226e-13,2.6229919077506547e-13,0.001,1.901265338757121e-07
-ml,3W,B29_H45,0,1,-67.82436106072562,67.82436106072562,1.0,1.0,True,True,0.16666666666666666,2.121879560945672e-07,6.244187460424655e-07,0.001,9.20640808519229e-09
-ml,3W,B29_H45,0,2,-1.2313613795126273e-06,1.2313613795126273e-06,1.0,0.6,True,False,0.6,2.2699700167017515e-08,2.2699903404954147e-08,0.001,1.7657092897795587e-07
-ml,3W,B29_H45,1,1,-68.43029667191487,68.43029667191487,1.0,1.0,True,True,0.06666666666666667,1.2330494314483076e-07,2.783395700589608e-07,0.001,4.067490330977869e-09
-ml,3W,B29_H45,1,2,-1.3067240576900714e-06,1.3067240576900714e-06,1.0,1.0,True,True,1.0,8.099323070063342e-14,5.079185293434604e-13,0.001,3.8869608801824665e-07
-ml,3W,B34_H45,0,1,-74.68895765358474,74.68895765358474,0.06666666666666667,0.06666666666666667,False,False,0.9333333333333333,1.256283474049269e-05,4.882287906828623,0.001,4.4949886120687186e-09
-ml,3W,B34_H45,0,2,-1.484844718926859e-06,1.484844718926859e-06,1.0,0.43333333333333335,True,False,0.5666666666666667,4.167526004646096e-07,4.167528293811401e-07,0.001,2.2622000789412236e-07
-ml,3W,B34_H45,1,1,-84.12840615216595,84.12840615216595,0.7,0.7,False,False,0.7,14.997004584549401,14.997021029010881,0.001,2.734109227092143e-07
-ml,3W,B34_H45,1,2,-1.2883805742918254e-06,1.2883805742918254e-06,1.0,1.0,True,True,1.0,8.089793441186962e-14,3.340292274481532e-13,0.001,2.5926285611047543e-07
-ml,5W,B34_H60,0,1,-78.46013766520305,78.46013766520305,1.0,1.0,True,True,0.1,4.672668296734628e-08,4.874008396882346e-07,0.001,6.2120823923101025e-09
-ml,5W,B34_H60,0,2,-2.183014470461421e-06,2.183014470461421e-06,1.0,0.06666666666666667,True,False,0.9,1.964506857663991e-12,6.358219507124819e-08,0.001,2.5904753215964727e-06
-ml,5W,B34_H60,1,1,-80.78076722218579,80.78076722218579,1.0,1.0,True,True,1.0,2.286357286607199e-05,6.980113442978109e-05,0.001,8.640811028421474e-07
-ml,5W,B34_H60,1,2,-1.91206814180169e-06,1.91206814180169e-06,1.0,1.0,True,True,1.0,2.0331705459178005e-13,7.304000840493876e-13,0.001,3.819947982403763e-07
-rbf,2W,B29_H30,0,1,-73.81142297462287,73.81142297462287,1.0,1.0,True,True,0.23333333333333334,6.045920741826194e-07,3.130383561256167e-06,0.001,4.24105569991846e-08
-rbf,2W,B29_H30,0,2,-1.4559028116900094e-06,1.4559028116900094e-06,1.0,1.0,True,True,1.0,5.788693761732042e-14,4.629804827581722e-13,0.001,3.180023275185143e-07
-rbf,2W,B29_H30,1,1,-80.35634041534973,80.35634041534973,1.0,1.0,True,True,1.0,7.275441916476666e-06,2.6219716232844803e-05,0.001,3.262930603524136e-07
-rbf,2W,B29_H30,1,2,-1.3778734309499734e-06,1.3778734309499734e-06,1.0,1.0,True,True,1.0,7.348456547343724e-14,3.18570510242529e-13,0.001,2.312044800971965e-07
-rbf,3W,B29_H45,0,1,-71.5956013132062,71.5956013132062,1.0,1.0,True,True,0.06666666666666667,6.015981171003659e-07,3.3239867889278685e-06,0.001,4.6427248713039875e-08
-rbf,3W,B29_H45,0,2,-1.254328973833789e-06,1.254328973833789e-06,1.0,1.0,True,True,1.0,8.7617554990897e-14,1.9315906258205145e-13,0.001,1.5399394147108888e-07
-rbf,3W,B29_H45,1,1,-75.31515215445688,75.31515215445688,1.0,1.0,True,True,0.1,8.785254976828583e-07,2.332661097170785e-06,0.001,3.097200271715506e-08
-rbf,3W,B29_H45,1,2,-1.28037829688278e-06,1.28037829688278e-06,1.0,1.0,True,True,1.0,9.291869671524441e-14,3.319086990994269e-13,0.001,2.592270580558064e-07
-rbf,3W,B34_H45,0,1,-84.41932488393286,84.41932488393286,0.6,0.6,False,False,0.6,16.25275633950025,16.25277816243033,0.001,3.109035540255846e-07
-rbf,3W,B34_H45,0,2,-1.3701563654609407e-06,1.3701563654609407e-06,1.0,0.9666666666666667,True,True,0.9666666666666667,1.1362420238802365e-13,3.6385278085318605e-13,0.001,2.6555566213114705e-07
-rbf,3W,B34_H45,1,1,-82.32005826121713,82.32005826121713,0.7,0.7,False,False,0.7,13.15235790520319,13.152382015749026,0.001,3.425024584550064e-07
-rbf,3W,B34_H45,1,2,-1.4471788244739375e-06,1.4471788244739375e-06,1.0,1.0,True,True,1.0,1.0813479043873179e-13,3.393104389107682e-13,0.001,2.344633801797857e-07
-rbf,5W,B34_H60,0,1,-78.99753544302803,78.99753544302803,1.0,1.0,True,True,1.0,2.599466279207263e-05,5.217546276981011e-05,0.001,6.604695004369897e-07
-rbf,5W,B34_H60,0,2,-1.8914993261601088e-06,1.8914993261601088e-06,1.0,1.0,True,True,1.0,2.398713073432739e-13,8.543935479459429e-13,0.001,4.5170174587396153e-07
-rbf,5W,B34_H60,1,1,-79.37191804662143,79.37191804662143,1.0,1.0,True,True,0.2,5.595084076048806e-07,1.4232355169951916e-06,0.001,1.7931222427549404e-08
-rbf,5W,B34_H60,1,2,-1.958298890582856e-06,1.958298890582856e-06,1.0,1.0,True,True,1.0,2.5438499141430576e-11,1.0341480505283364e-10,0.001,5.280848881145712e-05

Code/data/width_optimization/analysis_tfd100_k_sensitivity/acceptance_comparison_old_vs_new_de_gate.csv

-method,family,configuration,iteration,old_geometry_reproducibility_rate,old_stage1_geometry_reproducibility_rate,old_stage2_geometry_reproducibility_rate,new_stage1_performance_reproducibility_rate,new_stage2_performance_reproducibility_rate,new_stage1_geometry_reproducibility_rate,new_stage2_geometry_reproducibility_rate,geometry_diagnostic,old_de_gate_pass,new_de_gate_pass,old_final_accepted,new_final_accepted,old_recommended_action,new_recommended_action,remaining_failed_acceptance_gates
-ml,2W,B29_H30,0,0.5333333333333333,0.5333333333333333,1.0,1.0,1.0,0.5333333333333333,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,False,True,False,True,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,
-ml,2W,B29_H30,1,0.9666666666666668,0.9666666666666668,1.0,0.9666666666666667,1.0,0.9666666666666668,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,
-ml,3W,B29_H45,0,0.1666666666666666,0.1666666666666666,0.6,1.0,0.6,0.1666666666666666,0.6,PERFORMANCE_NOT_REPRODUCIBLE,False,False,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,
-ml,3W,B34_H45,0,0.5666666666666667,0.9333333333333332,0.5666666666666667,0.06666666666666667,0.43333333333333335,0.9333333333333332,0.5666666666666667,PERFORMANCE_NOT_REPRODUCIBLE,False,False,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,
-ml,5W,B34_H60,0,0.1,0.1,0.9,1.0,0.06666666666666667,0.1,0.9,PERFORMANCE_NOT_REPRODUCIBLE,False,False,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,tfmmax_tw4;tfmmax_frame;min_window_tfd
-rbf,2W,B29_H30,0,0.2333333333333333,0.2333333333333333,1.0,1.0,1.0,0.2333333333333333,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,False,True,False,True,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,
-rbf,2W,B29_H30,1,1.0,1.0,1.0,1.0,1.0,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,
-rbf,3W,B29_H45,0,0.0666666666666666,0.0666666666666666,1.0,1.0,1.0,0.0666666666666666,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,False,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,tfmmax_tw2;tfmmax_tw3
-rbf,3W,B34_H45,0,0.6,0.6,0.9666666666666668,0.6,0.9666666666666667,0.6,0.9666666666666668,PERFORMANCE_NOT_REPRODUCIBLE,False,False,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,
-rbf,5W,B34_H60,0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,True,True,True,False,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,tfmmax_tw3;tfmmax_tw4;tfmmax_frame;min_window_tfd

Code/data/width_optimization/analysis_tfd100_k_sensitivity/acceptance_comparison_previous_vs_scale_aware.csv

-method,family,configuration,iteration,stage1_performance_reproducibility_rate,stage2_performance_reproducibility_rate,de_performance_reproducibility_pass,geometry_reproducibility_rate,geometry_diagnostic,local_surrogate_accuracy_pass,fem_feasible,previous_final_accepted,scale_aware_final_accepted,remaining_failed_gates,recommended_action,old_stage1_perf_rate_superseded_gate,old_stage2_perf_rate_superseded_gate
-ml,2W,B29_H30,0,1.0,1.0,True,0.5333333333333333,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,True,True,True,True,,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,1.0,1.0
-ml,2W,B29_H30,1,0.9666666666666667,1.0,True,0.9666666666666668,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,True,True,True,True,,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,0.9666666666666667,1.0
-ml,3W,B29_H45,0,1.0,0.6,False,0.1666666666666666,PERFORMANCE_NOT_REPRODUCIBLE,True,True,True,False,,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,1.0,1.0
-ml,3W,B34_H45,0,0.06666666666666667,0.43333333333333335,False,0.5666666666666667,PERFORMANCE_NOT_REPRODUCIBLE,True,True,False,False,,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,0.06666666666666667,1.0
-ml,5W,B34_H60,0,1.0,0.06666666666666667,False,0.1,PERFORMANCE_NOT_REPRODUCIBLE,False,True,False,False,tfmmax_tw4;tfmmax_frame;min_window_tfd,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,1.0,1.0
-rbf,2W,B29_H30,0,1.0,1.0,True,0.2333333333333333,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,True,True,True,True,,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,1.0,1.0
-rbf,2W,B29_H30,1,1.0,1.0,True,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,True,True,True,True,,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,1.0,1.0
-rbf,3W,B29_H45,0,1.0,1.0,True,0.0666666666666666,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,False,True,False,False,tfmmax_tw2;tfmmax_tw3,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,1.0,1.0
-rbf,3W,B34_H45,0,0.6,0.9666666666666667,False,0.6,PERFORMANCE_NOT_REPRODUCIBLE,True,True,False,False,,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,0.6,1.0
-rbf,5W,B34_H60,0,1.0,1.0,True,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,False,True,False,False,tfmmax_tw3;tfmmax_tw4;tfmmax_frame;min_window_tfd,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,1.0,1.0

Code/data/width_optimization/analysis_tfd100_k_sensitivity/acceptance_details_performance_reproducibility.csv

-method,family,configuration,iteration,N_fem,d,auto_k,k,is_auto_k,quantity,surrogate_prediction,fem_value,signed_error,absolute_error,relative_error_percent,local_oof_rmse,local_oof_mae,local_oof_max_abs_error,global_oof_rmse,acceptance_threshold,neighbour_sample_indices,neighbour_distances,neighbour_abs_errors,nearest_distance,support_radius,in_support,local_accuracy_pass,hard_gate
-ml,2W,B29_H30,0,8,2,3,3,True,tfmmax_tw1,74.49153078128649,75.1812,0.6896692187135187,0.6896692187135187,0.9173426584219442,24.382401700126593,23.665783373406047,29.77705063167565,17.291454572820733,17.291454572820733,1;0;4,0.247552;0.388068;0.398799,15.7483;29.7771;25.472,0.24755201473629745,0.5881879819029009,True,True,True
-ml,2W,B29_H30,0,8,2,3,3,True,tfmmax_tw2,79.61933883074208,84.7076,5.088261169257919,5.088261169257919,6.006853185850996,13.813427208777572,12.50345545237972,20.42555712636973,22.486382230544745,13.813427208777572,1;0;4,0.247552;0.388068;0.398799,6.38792;20.4256;10.6969,0.24755201473629745,0.5881879819029009,True,True,True
-ml,2W,B29_H30,0,8,2,3,3,True,tfmmax_frame,85.38907169795641,83.2918,-2.0972716979564154,2.0972716979564154,2.5179809992777384,4.964396925896856,3.532395222767377,8.381781196184463,5.020924276388737,4.964396925896856,1;0;4,0.247552;0.388068;0.398799,0.324297;8.38178;1.89111,0.24755201473629745,0.5881879819029009,True,True,True
-ml,2W,B29_H30,0,8,2,3,3,True,min_window_tfd,74.49153078128649,75.1812,0.6896692187135187,0.6896692187135187,0.9173426584219442,16.12074816435926,15.623579488137501,20.42555712636973,12.957636106227325,12.957636106227325,1;0;4,0.247552;0.388068;0.398799,15.7483;20.4256;10.6969,0.24755201473629745,0.5881879819029009,True,True,True
-ml,2W,B29_H30,0,8,2,3,3,True,distortion_measure,1.3707604801702344e-06,1.4652601088306167e-06,9.449962866038228e-08,9.449962866038228e-08,6.449341525840064,1.1338374438133887e-07,1.0092322742302559e-07,1.69296807571617e-07,1.1737229922800674e-07,1.1338374438133887e-07,1;0;4,0.247552;0.388068;0.398799,4.43902e-08;1.69297e-07;8.90827e-08,0.24755201473629745,0.5881879819029009,True,True,True
-ml,2W,B29_H30,0,8,2,3,3,True,exymax_tw1,0.040788574402450095,0.0424646,0.001676025597549903,0.001676025597549903,3.94687715779709,0.006251484315925403,0.006179863011282733,0.0074983593675131,0.006032970960445062,0.006032970960445062,1;0;4,0.247552;0.388068;0.398799,0.00569866;0.00534257;0.00749836,0.24755201473629745,0.5881879819029009,True,True,False
-ml,2W,B29_H30,0,8,2,3,3,True,exymax_tw2,0.05707316422523034,0.0587911,0.001717935774769662,0.001717935774769662,2.9221017718152273,0.006253063536577731,0.004779900095525934,0.0104296312414266,0.005241992783115902,0.005241992783115902,1;0;4,0.247552;0.388068;0.398799,0.00261869;0.00129138;0.0104296,0.24755201473629745,0.5881879819029009,True,True,False
-ml,2W,B29_H30,1,9,2,3,3,True,tfmmax_tw1,79.89092456263855,79.5728,-0.3181245626385447,0.3181245626385447,0.3997905850221995,5.97079721455544,5.810239700218195,7.641662447846784,10.161754786182833,5.97079721455544,8;1;0,0.035805;0.268745;0.371517,4.32733;5.46173;7.64166,0.0358050275799365,0.5859223816622429,True,True,True
-ml,2W,B29_H30,1,9,2,3,3,True,tfmmax_tw2,79.88695156163934,82.23,2.3430484383606682,2.3430484383606682,2.8493839697928594,7.981404100786328,7.474443193711944,11.019891419297636,21.26482846195373,7.981404100786328,8;1;0,0.035805;0.268745;0.371517,4.17672;7.22672;11.0199,0.0358050275799365,0.5859223816622429,True,True,True
-ml,2W,B29_H30,1,9,2,3,3,True,tfmmax_frame,84.85849121043593,82.5336,-2.324891210435922,2.324891210435922,2.81690270439666,2.934498198565374,2.714085577464658,4.2492996120863324,3.9459247769066197,2.934498198565374,8;1;0,0.035805;0.268745;0.371517,2.2625;1.63046;4.2493,0.0358050275799365,0.5859223816622429,True,True,True
-ml,2W,B29_H30,1,9,2,3,3,True,min_window_tfd,79.88695156163934,79.5728,-0.3141515616393349,0.3141515616393349,0.39479767161559587,7.527599441572924,6.936316024035146,11.019891419297636,7.7416450964548655,7.527599441572924,8;1;0,0.035805;0.268745;0.371517,4.32733;5.46173;11.0199,0.0358050275799365,0.5859223816622429,True,True,True
-ml,2W,B29_H30,1,9,2,3,3,True,distortion_measure,1.3794933158128622e-06,1.451312521962297e-06,7.181920614943471e-08,7.181920614943471e-08,4.94856931657484,1.6191052442842253e-07,1.5559324272559152e-07,2.0077680850906002e-07,2.5661878883821457e-07,1.6191052442842253e-07,8;1;0,0.035805;0.268745;0.371517,9.45635e-08;1.71439e-07;2.00777e-07,0.0358050275799365,0.5859223816622429,True,True,True
-ml,2W,B29_H30,1,9,2,3,3,True,exymax_tw1,0.043023596513396434,0.0444467,0.001423103486603565,0.001423103486603565,3.2018203524751327,0.0033678776578842337,0.0031505447825177,0.0045938369027638,0.004276019931332984,0.0033678776578842337,8;1;0,0.035805;0.268745;0.371517,0.00167878;0.00317902;0.00459384,0.0358050275799365,0.5859223816622429,True,True,False
-ml,2W,B29_H30,1,9,2,3,3,True,exymax_tw2,0.05537397056606644,0.0565511,0.0011771294339335617,0.0011771294339335617,2.081532337891857,0.002625634914668612,0.002556231582321667,0.0030867911456122,0.008457074907933489,0.002625634914668612,8;1;0,0.035805;0.268745;0.371517,0.00171794;0.00286396;0.00308679,0.0358050275799365,0.5859223816622429,True,True,False
-ml,3W,B29_H45,0,16,3,4,4,True,tfmmax_tw1,67.91892827940204,62.0897,-5.829228279402038,5.829228279402038,9.388398203570057,20.501125253238538,18.20268906277551,32.175638937868854,14.538402456583619,14.538402456583619,0;2;3;10,0.30489;0.312096;0.387016;0.440278,6.98433;20.7589;32.1756;12.8919,0.30489018464253315,0.59278440308231,True,True,True
-ml,3W,B29_H45,0,16,3,4,4,True,tfmmax_tw2,76.41305542561373,74.4106,-2.002455425613732,2.002455425613732,2.6910889384223915,11.990586565221465,11.40145198850322,16.736743714231466,14.012244811576782,11.990586565221465,0;2;3;10,0.30489;0.312096;0.387016;0.440278,10.8983;11.6993;16.7367;6.27144,0.30489018464253315,0.59278440308231,True,True,True
-ml,3W,B29_H45,0,16,3,4,4,True,tfmmax_tw3,74.80951638457202,69.8852,-4.924316384572023,4.924316384572023,7.046293613772335,13.986488989662238,11.201888209287933,25.18706410496881,12.854324058312638,12.854324058312638,0;2;3;10,0.30489;0.312096;0.387016;0.440278,25.1871;6.60012;9.65444;3.36593,0.30489018464253315,0.59278440308231,True,True,True
-ml,3W,B29_H45,0,16,3,4,4,True,tfmmax_frame,61.354659376058095,60.86678,-0.48787937605809617,0.48787937605809617,0.8015527945754584,2.521632442396773,2.296823566511028,3.324450120748644,3.1761407142118334,2.521632442396773,0;2;3;10,0.30489;0.312096;0.387016;0.440278,3.32445;0.945592;3.2949;1.62235,0.30489018464253315,0.59278440308231,True,True,True
-ml,3W,B29_H45,0,16,3,4,4,True,min_window_tfd,67.91892827940204,62.0897,-5.829228279402038,5.829228279402038,9.388398203570057,6.294226299957394,5.568545206554182,9.654442648879602,6.802001478766732,6.294226299957394,0;2;3;10,0.30489;0.312096;0.387016;0.440278,6.98433;2.26948;9.65444;3.36593,0.30489018464253315,0.59278440308231,True,True,True
-ml,3W,B29_H45,0,16,3,4,4,True,distortion_measure,1.231138634610707e-06,1.0753886509479834e-06,-1.5574998366272365e-07,1.5574998366272365e-07,14.483134402192727,3.9736075906510825e-07,3.924886269726199e-07,4.554851108404986e-07,2.4663760565593213e-07,2.4663760565593213e-07,0;2;3;10,0.30489;0.312096;0.387016;0.440278,3.7849e-07;4.388e-07;4.55485e-07;2.9718e-07,0.30489018464253315,0.59278440308231,True,True,True
-ml,3W,B29_H45,0,16,3,4,4,True,exymax_tw1,0.02847269650018228,0.0371521,0.00867940349981772,0.00867940349981772,23.361811310310106,0.014245930978369584,0.013469833825423876,0.020476276938177,0.008282675266623683,0.008282675266623683,0;2;3;10,0.30489;0.312096;0.387016;0.440278,0.0111425;0.0143386;0.0204763;0.00792194,0.30489018464253315,0.59278440308231,True,False,False
-ml,3W,B29_H45,0,16,3,4,4,True,exymax_tw2,0.06072982953197236,0.0466075,-0.014122329531972358,0.014122329531972358,30.3005514819983,0.01112533938197978,0.0106250072467799,0.0139966158937573,0.008458534742523567,0.008458534742523567,0;2;3;10,0.30489;0.312096;0.387016;0.440278,0.0109071;0.0123624;0.0139966;0.00523393,0.30489018464253315,0.59278440308231,True,False,False
-ml,3W,B29_H45,0,16,3,4,4,True,exymax_tw3,0.04539861488458651,0.0472389,0.0018402851154134883,0.0018402851154134883,3.895698493007856,0.005462065402901911,0.0048919704577959,0.0068305053775843,0.008248566774270058,0.005462065402901911,0;2;3;10,0.30489;0.312096;0.387016;0.440278,0.00638636;0.000753986;0.00683051;0.00559703,0.30489018464253315,0.59278440308231,True,True,False
-ml,3W,B34_H45,0,16,3,4,4,True,tfmmax_tw1,69.70907709058066,68.41586,-1.2932170905806686,1.2932170905806686,1.8902299709170778,25.44974433537518,23.965061942813463,33.709674058605025,28.427860813509266,25.44974433537518,0;10;11;5,0.12556;0.299415;0.351303;0.610777,13.2674;17.9759;30.9073;33.7097,0.12556047188014813,0.59278440308231,True,True,True
-ml,3W,B34_H45,0,16,3,4,4,True,tfmmax_tw2,69.79390258434755,65.12524,-4.668662584347544,4.668662584347544,7.168745304197794,6.004220480697605,5.129781790205339,9.20288732949072,13.206521919801846,6.004220480697605,0;10;11;5,0.12556;0.299415;0.351303;0.610777,3.46659;1.03659;6.81306;9.20289,0.12556047188014813,0.59278440308231,True,True,True
-ml,3W,B34_H45,0,16,3,4,4,True,tfmmax_tw3,69.83471938601474,72.01296,2.178240613985267,2.178240613985267,3.024789723940339,15.03825097389638,12.62754636816734,25.31104227876884,18.36836019525638,15.03825097389638,0;10;11;5,0.12556;0.299415;0.351303;0.610777,25.311;5.95799;14.2756;4.96555,0.12556047188014813,0.59278440308231,True,True,True
-ml,3W,B34_H45,0,16,3,4,4,True,tfmmax_frame,65.19933182518896,66.49814,1.2988081748110432,1.2988081748110432,1.9531496291641286,2.02437493450699,1.6250940299646253,3.481334402417218,3.4488595533551236,2.02437493450699,0;10;11;5,0.12556;0.299415;0.351303;0.610777,0.151411;1.6966;1.17103;3.48133,0.12556047188014813,0.59278440308231,True,True,True
-ml,3W,B34_H45,0,16,3,4,4,True,min_window_tfd,69.70907709058066,65.12524,-4.5838370905806585,4.5838370905806585,7.038495505860183,19.695542459204102,16.802676807447806,33.70967405860503,15.295781427388716,15.295781427388716,0;10;11;5,0.12556;0.299415;0.351303;0.610777,13.2674;5.95799;14.2756;33.7097,0.12556047188014813,0.59278440308231,True,True,True
-ml,3W,B34_H45,0,16,3,4,4,True,distortion_measure,1.068375632976995e-06,1.0515691007253649e-06,-1.6806532251630165e-08,1.6806532251630165e-08,1.5982337480282691,1.954435344913022e-07,1.7490942621479771e-07,2.857465502541401e-07,5.586818004848653e-07,1.954435344913022e-07,0;10;11;5,0.12556;0.299415;0.351303;0.610777,4.23996e-08;1.98801e-07;2.85747e-07;1.7269e-07,0.12556047188014813,0.59278440308231,True,True,True
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-rbf,3W,B29_H45,0,16,3,4,4,True,tfmmax_frame,62.28589062810261,60.81463,-1.4712606281026055,1.4712606281026055,2.419254426282961,2.5310205353648834,2.2874954755281642,3.91351291159473,2.6303713683916823,2.5310205353648834,2;3;0;4,0.172709;0.439367;0.505146;0.543814,0.885895;2.34866;3.91351;2.00191,0.1727089895220524,0.59278440308231,True,True,True
-rbf,3W,B29_H45,0,16,3,4,4,True,min_window_tfd,71.53178442198066,70.7932,-0.7385844219806614,0.7385844219806614,1.0432985399454486,5.224551044872075,4.545635942598775,8.056988509558089,6.119564662845392,5.224551044872075,2;3;0;4,0.172709;0.439367;0.505146;0.543814,4.01905;8.05699;5.22939;0.877108,0.1727089895220524,0.59278440308231,True,True,True
-rbf,3W,B29_H45,0,16,3,4,4,True,distortion_measure,1.2546220090411992e-06,1.1640346017307318e-06,-9.058740731046742e-08,9.058740731046742e-08,7.782191970563293,3.527170257299311e-07,3.0266206542348816e-07,5.22613777848742e-07,3.122602507646223e-07,3.122602507646223e-07,2;3;0;4,0.172709;0.439367;0.505146;0.543814,3.10446e-07;5.22614e-07;3.5739e-07;2.01989e-08,0.1727089895220524,0.59278440308231,True,True,True
-rbf,3W,B29_H45,0,16,3,4,4,True,exymax_tw1,0.0422756938007801,0.0409034,-0.0013722938007800986,0.0013722938007800986,3.3549626700472297,0.011780528958624324,0.009696890866373025,0.0192008446577462,0.007240002504864869,0.007240002504864869,2;3;0;4,0.172709;0.439367;0.505146;0.543814,0.0104788;0.0192008;0.00874737;0.000360584,0.1727089895220524,0.59278440308231,True,True,False
-rbf,3W,B29_H45,0,16,3,4,4,True,exymax_tw2,0.05246814921749032,0.0506214,-0.001846749217490326,0.001846749217490326,3.648159113517852,0.009607227153382882,0.0087306454822143,0.0123320991471961,0.006885697777612317,0.006885697777612317,2;3;0;4,0.172709;0.439367;0.505146;0.543814,0.0100264;0.0106213;0.0123321;0.00194281,0.1727089895220524,0.59278440308231,True,True,False
-rbf,3W,B29_H45,0,16,3,4,4,True,exymax_tw3,0.05568419683015691,0.0534356,-0.002248596830156907,0.002248596830156907,4.20805012043826,0.0031262838427625014,0.0027114054592847,0.0051648154076257,0.012164844533125134,0.0031262838427625014,2;3;0;4,0.172709;0.439367;0.505146;0.543814,0.00172655;0.00287719;0.00516482;0.00107706,0.1727089895220524,0.59278440308231,True,True,False
-rbf,3W,B34_H45,0,16,3,4,4,True,tfmmax_tw1,84.52298935821,79.41248,-5.110509358209995,5.110509358209995,6.435398262603051,30.24192553515589,25.459145040701017,51.0421381347538,23.125596780385106,23.125596780385106,0;2;10;3,0.233339;0.395323;0.413742;0.432142,7.51419;27.1148;16.1655;51.0421,0.23333862427863677,0.59278440308231,True,True,True
-rbf,3W,B34_H45,0,16,3,4,4,True,tfmmax_tw2,84.50578090766976,83.43321,-1.072570907669757,1.072570907669757,1.2855443386030059,3.8022715017128053,3.0361005004892903,5.6094187699677605,11.298405267183886,3.8022715017128053,0;2;10;3,0.233339;0.395323;0.413742;0.432142,4.93888;5.60942;0.207643;1.38846,0.23333862427863677,0.59278440308231,True,True,True
-rbf,3W,B34_H45,0,16,3,4,4,True,tfmmax_tw3,84.33015218441506,81.59142,-2.7387321844150563,2.7387321844150563,3.3566423827591874,7.295569591708726,6.883630923980437,10.303479984835988,20.910226223262853,7.295569591708726,0;2;10;3,0.233339;0.395323;0.413742;0.432142,4.36519;8.00131;4.86454;10.3035,0.23333862427863677,0.59278440308231,True,True,True
-rbf,3W,B34_H45,0,16,3,4,4,True,tfmmax_frame,65.69810462219539,65.64875,-0.04935462219538067,0.04935462219538067,0.07517983540490972,1.573665889549366,1.484896289977529,2.189797849562531,3.065021982152956,1.573665889549366,0;2;10;3,0.233339;0.395323;0.413742;0.432142,0.761367;2.1898;1.31328;1.67515,0.23333862427863677,0.59278440308231,True,True,True
-rbf,3W,B34_H45,0,16,3,4,4,True,min_window_tfd,84.33015218441506,79.41248,-4.9176721844150535,4.9176721844150535,6.1925684532394065,7.910585126582034,7.670879156498724,10.303479984835995,8.778313733713565,7.910585126582034,0;2;10;3,0.233339;0.395323;0.413742;0.432142,7.51419;8.00131;4.86454;10.3035,0.23333862427863677,0.59278440308231,True,True,True
-rbf,3W,B34_H45,0,16,3,4,4,True,distortion_measure,1.3703327607846296e-06,1.4120251689079897e-06,4.169240812336013e-08,4.169240812336013e-08,2.9526674907362707,6.614727642676182e-07,6.049475194445356e-07,1.0074818352823736e-06,4.611707794687349e-07,4.611707794687349e-07,0;2;10;3,0.233339;0.395323;0.413742;0.432142,2.93238e-07;4.52256e-07;6.66814e-07;1.00748e-06,0.23333862427863677,0.59278440308231,True,True,True
-rbf,3W,B34_H45,0,16,3,4,4,True,exymax_tw1,0.04399161861380835,0.0403796,-0.003612018613808346,0.003612018613808346,8.945156994641716,0.017723528243399376,0.01518787773998565,0.0291151630892693,0.01198724571980618,0.01198724571980618,0;2;10;3,0.233339;0.395323;0.413742;0.432142,0.00348147;0.0144848;0.0136701;0.0291152,0.23333862427863677,0.59278440308231,True,True,False
-rbf,3W,B34_H45,0,16,3,4,4,True,exymax_tw2,0.04328356142299289,0.0457661,0.002482538577007108,0.002482538577007108,5.424404913259178,0.010580190673877225,0.010203645680738699,0.0150439860311605,0.012045042552661419,0.010580190673877225,0;2;10;3,0.233339;0.395323;0.413742;0.432142,0.00838133;0.00870542;0.00868384;0.015044,0.23333862427863677,0.59278440308231,True,True,False
-rbf,3W,B34_H45,0,16,3,4,4,True,exymax_tw3,0.044687875639372265,0.0466655,0.0019776243606277333,0.0019776243606277333,4.237872433870275,0.004488503001246405,0.0032907533986013,0.0080349669141575,0.014246469461937231,0.004488503001246405,0;2;10;3,0.233339;0.395323;0.413742;0.432142,0.00389078;0.000866;0.00803497;0.00037127,0.23333862427863677,0.59278440308231,True,True,False
-rbf,5W,B34_H60,0,64,5,8,8,True,tfmmax_tw1,79.04092440211662,73.3431,-5.697824402116609,5.697824402116609,7.768725895301137,10.043503637533608,7.082122386715439,19.667474664068635,10.955198302542902,10.043503637533608,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,2.31274;2.78984;2.70561;19.6675;0.52209;18.694;4.58115;5.38405,0.5334102835643919,0.6364268622864276,True,True,True
-rbf,5W,B34_H60,0,64,5,8,8,True,tfmmax_tw2,78.98463886481477,82.7839,3.7992611351852332,3.7992611351852332,4.589372009757009,7.368633794932164,5.943659665397762,15.73800528720082,6.9858144200194205,6.9858144200194205,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,15.738;5.93319;1.59704;6.45953;8.77907;4.35004;2.02513;2.66727,0.5334102835643919,0.6364268622864276,True,True,True
-rbf,5W,B34_H60,0,64,5,8,8,True,tfmmax_tw3,78.91752923134482,86.8741,7.956570768655183,7.956570768655183,9.158737493286473,7.904917808416653,6.247992095600111,17.337391924895655,9.440928597933429,7.904917808416653,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,17.3374;5.96137;4.13815;4.71831;1.99519;9.08551;6.12144;0.626568,0.5334102835643919,0.6364268622864276,True,False,True
-rbf,5W,B34_H60,0,64,5,8,8,True,tfmmax_tw4,79.02702358744136,71.064,-7.96302358744137,7.96302358744137,11.205425514242613,4.550123180312169,3.662191960983111,9.256625746127751,5.554324424660239,4.550123180312169,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,0.359534;3.60648;0.793088;4.44813;5.80485;2.67601;2.35283;9.25663,0.5334102835643919,0.6364268622864276,True,False,True
-rbf,5W,B34_H60,0,64,5,8,8,True,tfmmax_tw5,79.01048906962387,82.023,3.0125109303761235,3.0125109303761235,3.67276365211724,4.086839365684749,3.89816324720577,5.552026019496218,4.139801503083296,4.086839365684749,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,4.54485;2.38238;1.97511;5.55203;3.13128;4.06903;5.3907;4.13994,0.5334102835643919,0.6364268622864276,True,True,True
-rbf,5W,B34_H60,0,64,5,8,8,True,tfmmax_frame,65.98385853834111,68.4633,2.479441461658894,2.479441461658894,3.6215628835578966,2.1093031020148745,1.5607021924194164,4.245346752742663,3.1330704557294387,2.1093031020148745,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,0.219252;0.200763;2.38212;2.185;0.420135;4.24535;0.224078;2.60893,0.5334102835643919,0.6364268622864276,True,False,True
-rbf,5W,B34_H60,0,64,5,8,8,True,min_window_tfd,78.91752923134482,71.064,-7.853529231344822,7.853529231344822,11.051346998965473,4.920774432667939,4.474597487318601,8.779074904898156,4.567694378579735,4.567694378579735,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,2.31274;2.78984;4.13815;6.45953;8.77907;4.06903;4.58115;2.66727,0.5334102835643919,0.6364268622864276,True,False,True
-rbf,5W,B34_H60,0,64,5,8,8,True,distortion_measure,1.8912337471973575e-06,1.853447850662564e-06,-3.778589653479348e-08,3.778589653479348e-08,2.038681397012919,2.0292319707390995e-07,1.6807594548844887e-07,3.118776557614944e-07,2.896530298337905e-07,2.0292319707390995e-07,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,2.84289e-07;4.5131e-08;2.18176e-07;2.99152e-07;5.41089e-08;3.11878e-07;8.29929e-08;4.88793e-08,0.5334102835643919,0.6364268622864276,True,True,True
-rbf,5W,B34_H60,0,64,5,8,8,True,exymax_tw1,0.04491061654210071,0.0396643,-0.005246316542100712,0.005246316542100712,13.22679725118233,0.005041602961856932,0.004020227016995351,0.0098489222811399,0.005739067655480194,0.005041602961856932,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,0.00140068;0.00155405;0.00314485;0.00984892;0.00212863;0.00842179;0.00229204;0.00337086,0.5334102835643919,0.6364268622864276,True,False,False
-rbf,5W,B34_H60,0,64,5,8,8,True,exymax_tw2,0.04786832402706409,0.0472988,-0.0005695240270640889,0.0005695240270640889,1.2040982584422626,0.004673069865531339,0.00419180866039595,0.007022824897387,0.004414527047020251,0.004414527047020251,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,0.00702282;0.00290381;0.00480137;0.00556893;0.00634145;0.00389078;0.0027303;0.000275001,0.5334102835643919,0.6364268622864276,True,True,False
-rbf,5W,B34_H60,0,64,5,8,8,True,exymax_tw3,0.051256351330470906,0.0542194,0.0029630486695290947,0.0029630486695290947,5.464923384488015,0.002391996787310967,0.0017133604260787375,0.0058921920659544,0.006794756042029871,0.002391996787310967,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,0.00589219;0.0018691;0.000799356;0.000586846;0.00132416;0.000142946;0.00165437;0.00143792,0.5334102835643919,0.6364268622864276,True,False,False
-rbf,5W,B34_H60,0,64,5,8,8,True,exymax_tw4,0.055703492760657,0.0570797,0.0013762072393429942,0.0013762072393429942,2.4110274569470307,0.0019476103699981393,0.0016146324541609625,0.0036921511358011,0.005240007957401237,0.0019476103699981393,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,0.00136721;0.000653171;0.00284307;0.00107956;0.00369215;0.00203769;0.000970613;0.000273594,0.5334102835643919,0.6364268622864276,True,True,False
-rbf,5W,B34_H60,0,64,5,8,8,True,exymax_tw5,0.048234088773111417,0.0509235,0.00268941122688858,0.00268941122688858,5.281277262734455,0.003700262234413798,0.0023842970832752375,0.0096542671984475,0.004477246318966089,0.003700262234413798,2;56;55;19;46;39;21;44,0.53341;0.543543;0.565873;0.64979;0.655766;0.690647;0.74674;0.794882,0.0021788;0.000778233;0.00110397;0.000549039;0.00265279;0.000862519;0.00965427;0.00129476,0.5334102835643919,0.6364268622864276,True,True,False

Code/data/width_optimization/analysis_tfd100_k_sensitivity/acceptance_summary_performance_reproducibility.csv

-method,family,configuration,iteration,N_fem,d,auto_k,k,is_auto_k,status,fem_feasible,damage_local_accuracy_pass,min_window_tfd_local_accuracy_pass,distortion_measure_local_accuracy_pass,local_acceptance_support_pass,local_margin_support_pass,de_performance_reproducibility_pass,accepted,recommended_action,n_hard_gates,n_failed_hard_gates,failed_quantities,nearest_distance,support_radius,de_performance_reproducibility_rate,stage1_performance_reproducibility_rate,stage2_performance_reproducibility_rate,stage1_geometry_reproducibility_rate,stage2_geometry_reproducibility_rate,geometry_reproducibility_diagnostic,stage1_preservation_tolerance
-ml,2W,B29_H30,0,8,2,3,3,True,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.24755201473629745,0.5881879819029009,1.0,1.0,1.0,0.5333333333333333,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-ml,2W,B29_H30,1,9,2,3,3,True,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.0358050275799365,0.5859223816622429,0.9666666666666667,0.9666666666666667,1.0,0.9666666666666668,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001
-ml,3W,B29_H45,0,16,3,4,4,True,EVALUATED,True,True,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,0,,0.30489018464253315,0.59278440308231,0.6,1.0,0.6,0.1666666666666666,0.6,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-ml,3W,B34_H45,0,16,3,4,4,True,EVALUATED,True,True,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,0,,0.12556047188014813,0.59278440308231,0.06666666666666667,0.06666666666666667,0.43333333333333335,0.9333333333333332,0.5666666666666667,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-ml,5W,B34_H60,0,64,5,8,8,True,EVALUATED,True,False,False,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,8,3,tfmmax_tw4;tfmmax_frame;min_window_tfd,0.5296321403404751,0.6364268622864276,0.06666666666666667,1.0,0.06666666666666667,0.1,0.9,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-rbf,2W,B29_H30,0,8,2,3,3,True,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.16164467204334335,0.5881879819029009,1.0,1.0,1.0,0.2333333333333333,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-rbf,2W,B29_H30,1,9,2,3,3,True,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.11065260954898437,0.5859223816622429,1.0,1.0,1.0,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001
-rbf,3W,B29_H45,0,16,3,4,4,True,EVALUATED,True,False,True,True,True,True,True,False,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,6,2,tfmmax_tw2;tfmmax_tw3,0.1727089895220524,0.59278440308231,1.0,1.0,1.0,0.0666666666666666,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-rbf,3W,B34_H45,0,16,3,4,4,True,EVALUATED,True,True,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,0,,0.23333862427863677,0.59278440308231,0.6,0.6,0.9666666666666667,0.6,0.9666666666666668,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-rbf,5W,B34_H60,0,64,5,8,8,True,EVALUATED,True,False,False,True,True,True,True,False,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,8,4,tfmmax_tw3;tfmmax_tw4;tfmmax_frame;min_window_tfd,0.5334102835643919,0.6364268622864276,1.0,1.0,1.0,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001

Code/data/width_optimization/analysis_tfd100_k_sensitivity/acceptance_summary_scale_aware_performance.csv

-method,family,configuration,iteration,stage1_performance_reproducibility_rate,stage2_performance_reproducibility_rate,de_performance_reproducibility_pass,geometry_reproducibility_rate,geometry_diagnostic,local_surrogate_accuracy_pass,fem_feasible,previous_final_accepted,scale_aware_final_accepted,remaining_failed_gates,recommended_action
-ml,2W,B29_H30,0,1.0,1.0,True,0.5333333333333333,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,True,True,True,True,,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM
-ml,2W,B29_H30,1,0.9666666666666667,1.0,True,0.9666666666666668,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,True,True,True,True,,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM
-ml,3W,B29_H45,0,1.0,0.6,False,0.1666666666666666,PERFORMANCE_NOT_REPRODUCIBLE,True,True,True,False,,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE
-ml,3W,B34_H45,0,0.06666666666666667,0.43333333333333335,False,0.5666666666666667,PERFORMANCE_NOT_REPRODUCIBLE,True,True,False,False,,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE
-ml,5W,B34_H60,0,1.0,0.06666666666666667,False,0.1,PERFORMANCE_NOT_REPRODUCIBLE,False,True,False,False,tfmmax_tw4;tfmmax_frame;min_window_tfd,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE
-rbf,2W,B29_H30,0,1.0,1.0,True,0.2333333333333333,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,True,True,True,True,,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM
-rbf,2W,B29_H30,1,1.0,1.0,True,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,True,True,True,True,,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM
-rbf,3W,B29_H45,0,1.0,1.0,True,0.0666666666666666,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,False,True,False,False,tfmmax_tw2;tfmmax_tw3,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR
-rbf,3W,B34_H45,0,0.6,0.9666666666666667,False,0.6,PERFORMANCE_NOT_REPRODUCIBLE,True,True,False,False,,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE
-rbf,5W,B34_H60,0,1.0,1.0,True,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,False,True,False,False,tfmmax_tw3;tfmmax_tw4;tfmmax_frame;min_window_tfd,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR

Code/data/width_optimization/analysis_tfd100_k_sensitivity/k_sensitivity_acceptance_summary.csv

-method,family,configuration,iteration,N_fem,d,auto_k,k,is_auto_k,status,fem_feasible,damage_local_accuracy_pass,min_window_tfd_local_accuracy_pass,distortion_measure_local_accuracy_pass,local_acceptance_support_pass,local_margin_support_pass,de_performance_reproducibility_pass,accepted,recommended_action,n_hard_gates,n_failed_hard_gates,failed_quantities,nearest_distance,support_radius,de_performance_reproducibility_rate,stage1_performance_reproducibility_rate,stage2_performance_reproducibility_rate,stage1_geometry_reproducibility_rate,stage2_geometry_reproducibility_rate,geometry_reproducibility_diagnostic,stage1_preservation_tolerance
-ml,2W,B29_H30,0,8,2,3,2,False,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.24755201473629745,0.5881879819029009,1.0,1.0,1.0,0.5333333333333333,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-ml,2W,B29_H30,0,8,2,3,3,True,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.24755201473629745,0.5881879819029009,1.0,1.0,1.0,0.5333333333333333,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-ml,2W,B29_H30,0,8,2,3,4,False,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.24755201473629745,0.5881879819029009,1.0,1.0,1.0,0.5333333333333333,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-ml,2W,B29_H30,1,9,2,3,2,False,EVALUATED,True,False,True,True,True,True,True,False,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,5,1,tfmmax_frame,0.0358050275799365,0.5859223816622429,0.9666666666666667,0.9666666666666667,1.0,0.9666666666666668,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001
-ml,2W,B29_H30,1,9,2,3,3,True,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.0358050275799365,0.5859223816622429,0.9666666666666667,0.9666666666666667,1.0,0.9666666666666668,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001
-ml,2W,B29_H30,1,9,2,3,4,False,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.0358050275799365,0.5859223816622429,0.9666666666666667,0.9666666666666667,1.0,0.9666666666666668,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001
-ml,3W,B29_H45,0,16,3,4,3,False,EVALUATED,True,True,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,0,,0.30489018464253315,0.59278440308231,0.6,1.0,0.6,0.1666666666666666,0.6,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-ml,3W,B29_H45,0,16,3,4,4,True,EVALUATED,True,True,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,0,,0.30489018464253315,0.59278440308231,0.6,1.0,0.6,0.1666666666666666,0.6,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-ml,3W,B29_H45,0,16,3,4,5,False,EVALUATED,True,True,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,0,,0.30489018464253315,0.59278440308231,0.6,1.0,0.6,0.1666666666666666,0.6,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-ml,3W,B34_H45,0,16,3,4,3,False,EVALUATED,True,False,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,2,tfmmax_tw2;tfmmax_frame,0.12556047188014813,0.59278440308231,0.06666666666666667,0.06666666666666667,0.43333333333333335,0.9333333333333332,0.5666666666666667,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-ml,3W,B34_H45,0,16,3,4,4,True,EVALUATED,True,True,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,0,,0.12556047188014813,0.59278440308231,0.06666666666666667,0.06666666666666667,0.43333333333333335,0.9333333333333332,0.5666666666666667,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-ml,3W,B34_H45,0,16,3,4,5,False,EVALUATED,True,True,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,0,,0.12556047188014813,0.59278440308231,0.06666666666666667,0.06666666666666667,0.43333333333333335,0.9333333333333332,0.5666666666666667,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-ml,5W,B34_H60,0,64,5,8,6,False,EVALUATED,True,False,False,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,8,3,tfmmax_tw4;tfmmax_frame;min_window_tfd,0.5296321403404751,0.6364268622864276,0.06666666666666667,1.0,0.06666666666666667,0.1,0.9,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-ml,5W,B34_H60,0,64,5,8,8,True,EVALUATED,True,False,False,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,8,3,tfmmax_tw4;tfmmax_frame;min_window_tfd,0.5296321403404751,0.6364268622864276,0.06666666666666667,1.0,0.06666666666666667,0.1,0.9,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-ml,5W,B34_H60,0,64,5,8,10,False,EVALUATED,True,False,False,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,8,3,tfmmax_tw4;tfmmax_frame;min_window_tfd,0.5296321403404751,0.6364268622864276,0.06666666666666667,1.0,0.06666666666666667,0.1,0.9,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-rbf,2W,B29_H30,0,8,2,3,2,False,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.16164467204334335,0.5881879819029009,1.0,1.0,1.0,0.2333333333333333,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-rbf,2W,B29_H30,0,8,2,3,3,True,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.16164467204334335,0.5881879819029009,1.0,1.0,1.0,0.2333333333333333,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-rbf,2W,B29_H30,0,8,2,3,4,False,EVALUATED,True,True,True,False,True,True,True,False,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,5,1,distortion_measure,0.16164467204334335,0.5881879819029009,1.0,1.0,1.0,0.2333333333333333,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-rbf,2W,B29_H30,1,9,2,3,2,False,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.11065260954898437,0.5859223816622429,1.0,1.0,1.0,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001
-rbf,2W,B29_H30,1,9,2,3,3,True,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.11065260954898437,0.5859223816622429,1.0,1.0,1.0,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001
-rbf,2W,B29_H30,1,9,2,3,4,False,EVALUATED,True,True,True,True,True,True,True,True,ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM,5,0,,0.11065260954898437,0.5859223816622429,1.0,1.0,1.0,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001
-rbf,3W,B29_H45,0,16,3,4,3,False,EVALUATED,True,False,True,True,True,True,True,False,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,6,2,tfmmax_tw2;tfmmax_tw3,0.1727089895220524,0.59278440308231,1.0,1.0,1.0,0.0666666666666666,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-rbf,3W,B29_H45,0,16,3,4,4,True,EVALUATED,True,False,True,True,True,True,True,False,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,6,2,tfmmax_tw2;tfmmax_tw3,0.1727089895220524,0.59278440308231,1.0,1.0,1.0,0.0666666666666666,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-rbf,3W,B29_H45,0,16,3,4,5,False,EVALUATED,True,False,True,True,True,True,True,False,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,6,2,tfmmax_tw2;tfmmax_tw3,0.1727089895220524,0.59278440308231,1.0,1.0,1.0,0.0666666666666666,1.0,PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE,0.001
-rbf,3W,B34_H45,0,16,3,4,3,False,EVALUATED,True,True,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,0,,0.23333862427863677,0.59278440308231,0.6,0.6,0.9666666666666667,0.6,0.9666666666666668,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-rbf,3W,B34_H45,0,16,3,4,4,True,EVALUATED,True,True,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,0,,0.23333862427863677,0.59278440308231,0.6,0.6,0.9666666666666667,0.6,0.9666666666666668,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-rbf,3W,B34_H45,0,16,3,4,5,False,EVALUATED,True,True,True,True,True,True,False,False,RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE,6,0,,0.23333862427863677,0.59278440308231,0.6,0.6,0.9666666666666667,0.6,0.9666666666666668,PERFORMANCE_NOT_REPRODUCIBLE,0.001
-rbf,5W,B34_H60,0,64,5,8,6,False,EVALUATED,True,False,False,True,True,True,True,False,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,8,3,tfmmax_tw4;tfmmax_frame;min_window_tfd,0.5334102835643919,0.6364268622864276,1.0,1.0,1.0,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001
-rbf,5W,B34_H60,0,64,5,8,8,True,EVALUATED,True,False,False,True,True,True,True,False,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,8,4,tfmmax_tw3;tfmmax_tw4;tfmmax_frame;min_window_tfd,0.5334102835643919,0.6364268622864276,1.0,1.0,1.0,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001
-rbf,5W,B34_H60,0,64,5,8,10,False,EVALUATED,True,False,False,True,True,True,True,False,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,8,4,tfmmax_tw3;tfmmax_tw4;tfmmax_frame;min_window_tfd,0.5334102835643919,0.6364268622864276,1.0,1.0,1.0,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,0.001

Code/data/width_optimization/analysis_tfd100_k_sensitivity/k_sensitivity_manuscript_table.csv

-Method,Family,Configuration,Iteration,N,k,min(TFD) error,min(TFD) threshold,Distortion error,Distortion threshold,Worst damage error / threshold,In support,FEM feasible,Accepted
-ML,2W,B29_H30,0,8,2,0.6896692187135187,12.957636106227325,9.449962866038228e-08,1.1737229922800674e-07,2.097 / 5.021,True,True,True
-ML,2W,B29_H30,0,8,3,0.6896692187135187,12.957636106227325,9.449962866038228e-08,1.1338374438133887e-07,2.097 / 4.964,True,True,True
-ML,2W,B29_H30,0,8,4,0.6896692187135187,12.957636106227325,9.449962866038228e-08,9.893539622808804e-08,2.097 / 4.493,True,True,True
-ML,2W,B29_H30,1,9,2,0.3141515616393349,4.9272838950682205,7.181920614943471e-08,1.38444441793408e-07,2.325 / 1.972,True,True,False
-ML,2W,B29_H30,1,9,3,0.3141515616393349,7.527599441572924,7.181920614943471e-08,1.6191052442842253e-07,2.325 / 2.934,True,True,True
-ML,2W,B29_H30,1,9,4,0.3141515616393349,6.519238029826194,7.181920614943471e-08,1.5932527756819574e-07,2.325 / 2.876,True,True,True
-ML,3W,B29_H45,0,16,3,5.829228279402038,6.802001478766732,1.5574998366272365e-07,2.4663760565593213e-07,5.829 / 14.54,True,True,False
-ML,3W,B29_H45,0,16,4,5.829228279402038,6.294226299957394,1.5574998366272365e-07,2.4663760565593213e-07,5.829 / 14.54,True,True,False
-ML,3W,B29_H45,0,16,5,5.829228279402038,6.802001478766732,1.5574998366272365e-07,2.4663760565593213e-07,5.829 / 14.54,True,True,False
-ML,3W,B34_H45,0,16,3,4.5838370905806585,11.765988355026492,1.6806532251630165e-08,2.0246056518959984e-07,1.299 / 1.193,True,True,False
-ML,3W,B34_H45,0,16,4,4.5838370905806585,15.295781427388716,1.6806532251630165e-08,1.954435344913022e-07,4.669 / 6.004,True,True,False
-ML,3W,B34_H45,0,16,5,4.5838370905806585,15.295781427388716,1.6806532251630165e-08,3.430239224907985e-07,4.669 / 5.668,True,True,False
-ML,5W,B34_H60,0,64,6,5.724532971429213,4.441474306142299,1.6126571695248366e-07,1.8501997939768104e-07,2.876 / 1.536,True,True,False
-ML,5W,B34_H60,0,64,8,5.724532971429213,4.441474306142299,1.6126571695248366e-07,2.78795748264455e-07,7.885 / 5.321,True,True,False
-ML,5W,B34_H60,0,64,10,5.724532971429213,4.441474306142299,1.6126571695248366e-07,2.5446780405258624e-07,7.885 / 5.473,True,True,False
-RBF,2W,B29_H30,0,8,2,1.2431876604677257,11.796332441294979,8.537272439673246e-08,1.1375412355634347e-07,2.012 / 2.311,True,True,True
-RBF,2W,B29_H30,0,8,3,1.2431876604677257,10.871344057952738,8.537272439673246e-08,9.536991177604721e-08,2.012 / 3.186,True,True,True
-RBF,2W,B29_H30,0,8,4,1.2431876604677257,9.414898407715375,8.537272439673246e-08,8.330131543459261e-08,2.012 / 4.025,True,True,False
-RBF,2W,B29_H30,1,9,2,0.48369091706041445,5.722160002754568,7.134377762797767e-08,7.806711734686372e-08,1.67 / 2.327,True,True,True
-RBF,2W,B29_H30,1,9,3,0.48369091706041445,5.585651384219887,7.134377762797767e-08,7.240955281278436e-08,1.67 / 3.603,True,True,True
-RBF,2W,B29_H30,1,9,4,0.48369091706041445,5.543692325742279,7.134377762797767e-08,8.411888024060179e-08,1.67 / 4.131,True,True,True
-RBF,3W,B29_H45,0,16,3,0.7385844219806614,6.011500530300064,9.058740731046742e-08,3.122602507646223e-07,10.22 / 6.623,True,True,False
-RBF,3W,B29_H45,0,16,4,0.7385844219806614,5.224551044872075,9.058740731046742e-08,3.122602507646223e-07,10.22 / 5.953,True,True,False
-RBF,3W,B29_H45,0,16,5,0.7385844219806614,4.830104464589556,9.058740731046742e-08,3.122602507646223e-07,10.22 / 5.468,True,True,False
-RBF,3W,B34_H45,0,16,3,4.9176721844150535,6.931756111830239,4.169240812336013e-08,4.611707794687349e-07,2.739 / 5.965,True,True,False
-RBF,3W,B34_H45,0,16,4,4.9176721844150535,7.910585126582034,4.169240812336013e-08,4.611707794687349e-07,2.739 / 7.296,True,True,False
-RBF,3W,B34_H45,0,16,5,4.9176721844150535,8.778313733713565,4.169240812336013e-08,4.611707794687349e-07,1.073 / 3.417,True,True,False
-RBF,5W,B34_H60,0,64,6,7.853529231344822,4.567694378579735,3.778589653479348e-08,2.309926340973539e-07,7.963 / 3.522,True,True,False
-RBF,5W,B34_H60,0,64,8,7.853529231344822,4.567694378579735,3.778589653479348e-08,2.0292319707390995e-07,7.963 / 4.55,True,True,False
-RBF,5W,B34_H60,0,64,10,7.853529231344822,4.567694378579735,3.778589653479348e-08,2.71763517375667e-07,7.963 / 4.33,True,True,False

Code/data/width_optimization/analysis_tfd100_k_sensitivity/k_sensitivity_manuscript_table.md

-| Method   | Family   | Configuration   |   Iteration |   N |   k |   min(TFD) error |   min(TFD) threshold |   Distortion error |   Distortion threshold | Worst damage error / threshold   | In support   | FEM feasible   | Accepted   |
-|:---------|:---------|:----------------|------------:|----:|----:|-----------------:|---------------------:|-------------------:|-----------------------:|:---------------------------------|:-------------|:---------------|:-----------|
-| ML       | 2W       | B29_H30         |           0 |   8 |   2 |           0.6897 |              12.9576 |                  0 |                      0 | 2.097 / 5.021                    | True         | True           | True       |
-| ML       | 2W       | B29_H30         |           0 |   8 |   3 |           0.6897 |              12.9576 |                  0 |                      0 | 2.097 / 4.964                    | True         | True           | True       |
-| ML       | 2W       | B29_H30         |           0 |   8 |   4 |           0.6897 |              12.9576 |                  0 |                      0 | 2.097 / 4.493                    | True         | True           | True       |
-| ML       | 2W       | B29_H30         |           1 |   9 |   2 |           0.3142 |               4.9273 |                  0 |                      0 | 2.325 / 1.972                    | True         | True           | False      |
-| ML       | 2W       | B29_H30         |           1 |   9 |   3 |           0.3142 |               7.5276 |                  0 |                      0 | 2.325 / 2.934                    | True         | True           | True       |
-| ML       | 2W       | B29_H30         |           1 |   9 |   4 |           0.3142 |               6.5192 |                  0 |                      0 | 2.325 / 2.876                    | True         | True           | True       |
-| ML       | 3W       | B29_H45         |           0 |  16 |   3 |           5.8292 |               6.802  |                  0 |                      0 | 5.829 / 14.54                    | True         | True           | False      |
-| ML       | 3W       | B29_H45         |           0 |  16 |   4 |           5.8292 |               6.2942 |                  0 |                      0 | 5.829 / 14.54                    | True         | True           | False      |
-| ML       | 3W       | B29_H45         |           0 |  16 |   5 |           5.8292 |               6.802  |                  0 |                      0 | 5.829 / 14.54                    | True         | True           | False      |
-| ML       | 3W       | B34_H45         |           0 |  16 |   3 |           4.5838 |              11.766  |                  0 |                      0 | 1.299 / 1.193                    | True         | True           | False      |
-| ML       | 3W       | B34_H45         |           0 |  16 |   4 |           4.5838 |              15.2958 |                  0 |                      0 | 4.669 / 6.004                    | True         | True           | False      |
-| ML       | 3W       | B34_H45         |           0 |  16 |   5 |           4.5838 |              15.2958 |                  0 |                      0 | 4.669 / 5.668                    | True         | True           | False      |
-| ML       | 5W       | B34_H60         |           0 |  64 |   6 |           5.7245 |               4.4415 |                  0 |                      0 | 2.876 / 1.536                    | True         | True           | False      |
-| ML       | 5W       | B34_H60         |           0 |  64 |   8 |           5.7245 |               4.4415 |                  0 |                      0 | 7.885 / 5.321                    | True         | True           | False      |
-| ML       | 5W       | B34_H60         |           0 |  64 |  10 |           5.7245 |               4.4415 |                  0 |                      0 | 7.885 / 5.473                    | True         | True           | False      |
-| RBF      | 2W       | B29_H30         |           0 |   8 |   2 |           1.2432 |              11.7963 |                  0 |                      0 | 2.012 / 2.311                    | True         | True           | True       |
-| RBF      | 2W       | B29_H30         |           0 |   8 |   3 |           1.2432 |              10.8713 |                  0 |                      0 | 2.012 / 3.186                    | True         | True           | True       |
-| RBF      | 2W       | B29_H30         |           0 |   8 |   4 |           1.2432 |               9.4149 |                  0 |                      0 | 2.012 / 4.025                    | True         | True           | False      |
-| RBF      | 2W       | B29_H30         |           1 |   9 |   2 |           0.4837 |               5.7222 |                  0 |                      0 | 1.67 / 2.327                     | True         | True           | True       |
-| RBF      | 2W       | B29_H30         |           1 |   9 |   3 |           0.4837 |               5.5857 |                  0 |                      0 | 1.67 / 3.603                     | True         | True           | True       |
-| RBF      | 2W       | B29_H30         |           1 |   9 |   4 |           0.4837 |               5.5437 |                  0 |                      0 | 1.67 / 4.131                     | True         | True           | True       |
-| RBF      | 3W       | B29_H45         |           0 |  16 |   3 |           0.7386 |               6.0115 |                  0 |                      0 | 10.22 / 6.623                    | True         | True           | False      |
-| RBF      | 3W       | B29_H45         |           0 |  16 |   4 |           0.7386 |               5.2246 |                  0 |                      0 | 10.22 / 5.953                    | True         | True           | False      |
-| RBF      | 3W       | B29_H45         |           0 |  16 |   5 |           0.7386 |               4.8301 |                  0 |                      0 | 10.22 / 5.468                    | True         | True           | False      |
-| RBF      | 3W       | B34_H45         |           0 |  16 |   3 |           4.9177 |               6.9318 |                  0 |                      0 | 2.739 / 5.965                    | True         | True           | False      |
-| RBF      | 3W       | B34_H45         |           0 |  16 |   4 |           4.9177 |               7.9106 |                  0 |                      0 | 2.739 / 7.296                    | True         | True           | False      |
-| RBF      | 3W       | B34_H45         |           0 |  16 |   5 |           4.9177 |               8.7783 |                  0 |                      0 | 1.073 / 3.417                    | True         | True           | False      |
-| RBF      | 5W       | B34_H60         |           0 |  64 |   6 |           7.8535 |               4.5677 |                  0 |                      0 | 7.963 / 3.522                    | True         | True           | False      |
-| RBF      | 5W       | B34_H60         |           0 |  64 |   8 |           7.8535 |               4.5677 |                  0 |                      0 | 7.963 / 4.55                     | True         | True           | False      |
-| RBF      | 5W       | B34_H60         |           0 |  64 |  10 |           7.8535 |               4.5677 |                  0 |                      0 | 7.963 / 4.33                     | True         | True           | False      |
\ No newline at end of file

Code/data/width_optimization/analysis_tfd100_k_sensitivity/k_sensitivity_neighbours.csv

-method,family,configuration,iteration,k,quantity,rank,sample_index,normalized_distance,oof_absolute_error
-ml,2W,B29_H30,0,2,tfmmax_tw1,0,1,0.247552,15.7483
-ml,2W,B29_H30,0,2,tfmmax_tw1,1,0,0.388068,29.7771
-ml,2W,B29_H30,0,2,tfmmax_tw2,0,1,0.247552,6.38792
-ml,2W,B29_H30,0,2,tfmmax_tw2,1,0,0.388068,20.4256
-ml,2W,B29_H30,0,2,tfmmax_frame,0,1,0.247552,0.324297
-ml,2W,B29_H30,0,2,tfmmax_frame,1,0,0.388068,8.38178
-ml,2W,B29_H30,0,2,min_window_tfd,0,1,0.247552,15.7483
-ml,2W,B29_H30,0,2,min_window_tfd,1,0,0.388068,20.4256
-ml,2W,B29_H30,0,2,distortion_measure,0,1,0.247552,4.43902e-08
-ml,2W,B29_H30,0,2,distortion_measure,1,0,0.388068,1.69297e-07
-ml,2W,B29_H30,0,2,exymax_tw1,0,1,0.247552,0.00569866
-ml,2W,B29_H30,0,2,exymax_tw1,1,0,0.388068,0.00534257
-ml,2W,B29_H30,0,2,exymax_tw2,0,1,0.247552,0.00261869
-ml,2W,B29_H30,0,2,exymax_tw2,1,0,0.388068,0.00129138
-ml,2W,B29_H30,0,3,tfmmax_tw1,0,1,0.247552,15.7483
-ml,2W,B29_H30,0,3,tfmmax_tw1,1,0,0.388068,29.7771
-ml,2W,B29_H30,0,3,tfmmax_tw1,2,4,0.398799,25.472
-ml,2W,B29_H30,0,3,tfmmax_tw2,0,1,0.247552,6.38792
-ml,2W,B29_H30,0,3,tfmmax_tw2,1,0,0.388068,20.4256
-ml,2W,B29_H30,0,3,tfmmax_tw2,2,4,0.398799,10.6969
-ml,2W,B29_H30,0,3,tfmmax_frame,0,1,0.247552,0.324297
-ml,2W,B29_H30,0,3,tfmmax_frame,1,0,0.388068,8.38178
-ml,2W,B29_H30,0,3,tfmmax_frame,2,4,0.398799,1.89111
-ml,2W,B29_H30,0,3,min_window_tfd,0,1,0.247552,15.7483
-ml,2W,B29_H30,0,3,min_window_tfd,1,0,0.388068,20.4256
-ml,2W,B29_H30,0,3,min_window_tfd,2,4,0.398799,10.6969
-ml,2W,B29_H30,0,3,distortion_measure,0,1,0.247552,4.43902e-08
-ml,2W,B29_H30,0,3,distortion_measure,1,0,0.388068,1.69297e-07
-ml,2W,B29_H30,0,3,distortion_measure,2,4,0.398799,8.90827e-08
-ml,2W,B29_H30,0,3,exymax_tw1,0,1,0.247552,0.00569866
-ml,2W,B29_H30,0,3,exymax_tw1,1,0,0.388068,0.00534257
-ml,2W,B29_H30,0,3,exymax_tw1,2,4,0.398799,0.00749836
-ml,2W,B29_H30,0,3,exymax_tw2,0,1,0.247552,0.00261869
-ml,2W,B29_H30,0,3,exymax_tw2,1,0,0.388068,0.00129138
-ml,2W,B29_H30,0,3,exymax_tw2,2,4,0.398799,0.0104296
-ml,2W,B29_H30,0,4,tfmmax_tw1,0,1,0.247552,15.7483
-ml,2W,B29_H30,0,4,tfmmax_tw1,1,0,0.388068,29.7771
-ml,2W,B29_H30,0,4,tfmmax_tw1,2,4,0.398799,25.472
-ml,2W,B29_H30,0,4,tfmmax_tw1,3,5,0.513366,19.8992
-ml,2W,B29_H30,0,4,tfmmax_tw2,0,1,0.247552,6.38792
-ml,2W,B29_H30,0,4,tfmmax_tw2,1,0,0.388068,20.4256
-ml,2W,B29_H30,0,4,tfmmax_tw2,2,4,0.398799,10.6969
-ml,2W,B29_H30,0,4,tfmmax_tw2,3,5,0.513366,14.082
-ml,2W,B29_H30,0,4,tfmmax_frame,0,1,0.247552,0.324297
-ml,2W,B29_H30,0,4,tfmmax_frame,1,0,0.388068,8.38178
-ml,2W,B29_H30,0,4,tfmmax_frame,2,4,0.398799,1.89111
-ml,2W,B29_H30,0,4,tfmmax_frame,3,5,0.513366,2.61088
-ml,2W,B29_H30,0,4,min_window_tfd,0,1,0.247552,15.7483
-ml,2W,B29_H30,0,4,min_window_tfd,1,0,0.388068,20.4256
-ml,2W,B29_H30,0,4,min_window_tfd,2,4,0.398799,10.6969
-ml,2W,B29_H30,0,4,min_window_tfd,3,5,0.513366,19.8992
-ml,2W,B29_H30,0,4,distortion_measure,0,1,0.247552,4.43902e-08
-ml,2W,B29_H30,0,4,distortion_measure,1,0,0.388068,1.69297e-07
-ml,2W,B29_H30,0,4,distortion_measure,2,4,0.398799,8.90827e-08
-ml,2W,B29_H30,0,4,distortion_measure,3,5,0.513366,2.41915e-08
-ml,2W,B29_H30,0,4,exymax_tw1,0,1,0.247552,0.00569866
-ml,2W,B29_H30,0,4,exymax_tw1,1,0,0.388068,0.00534257
-ml,2W,B29_H30,0,4,exymax_tw1,2,4,0.398799,0.00749836
-ml,2W,B29_H30,0,4,exymax_tw1,3,5,0.513366,0.00432289
-ml,2W,B29_H30,0,4,exymax_tw2,0,1,0.247552,0.00261869
-ml,2W,B29_H30,0,4,exymax_tw2,1,0,0.388068,0.00129138
-ml,2W,B29_H30,0,4,exymax_tw2,2,4,0.398799,0.0104296
-ml,2W,B29_H30,0,4,exymax_tw2,3,5,0.513366,0.00116619
-ml,2W,B29_H30,1,2,tfmmax_tw1,0,8,0.035805,4.32733
-ml,2W,B29_H30,1,2,tfmmax_tw1,1,1,0.268745,5.46173
-ml,2W,B29_H30,1,2,tfmmax_tw2,0,8,0.035805,4.17672
-ml,2W,B29_H30,1,2,tfmmax_tw2,1,1,0.268745,7.22672
-ml,2W,B29_H30,1,2,tfmmax_frame,0,8,0.035805,2.2625
-ml,2W,B29_H30,1,2,tfmmax_frame,1,1,0.268745,1.63046
-ml,2W,B29_H30,1,2,min_window_tfd,0,8,0.035805,4.32733
-ml,2W,B29_H30,1,2,min_window_tfd,1,1,0.268745,5.46173
-ml,2W,B29_H30,1,2,distortion_measure,0,8,0.035805,9.45635e-08
-ml,2W,B29_H30,1,2,distortion_measure,1,1,0.268745,1.71439e-07
-ml,2W,B29_H30,1,2,exymax_tw1,0,8,0.035805,0.00167878
-ml,2W,B29_H30,1,2,exymax_tw1,1,1,0.268745,0.00317902
-ml,2W,B29_H30,1,2,exymax_tw2,0,8,0.035805,0.00171794
-ml,2W,B29_H30,1,2,exymax_tw2,1,1,0.268745,0.00286396
-ml,2W,B29_H30,1,3,tfmmax_tw1,0,8,0.035805,4.32733
-ml,2W,B29_H30,1,3,tfmmax_tw1,1,1,0.268745,5.46173
-ml,2W,B29_H30,1,3,tfmmax_tw1,2,0,0.371517,7.64166
-ml,2W,B29_H30,1,3,tfmmax_tw2,0,8,0.035805,4.17672
-ml,2W,B29_H30,1,3,tfmmax_tw2,1,1,0.268745,7.22672
-ml,2W,B29_H30,1,3,tfmmax_tw2,2,0,0.371517,11.0199
-ml,2W,B29_H30,1,3,tfmmax_frame,0,8,0.035805,2.2625
-ml,2W,B29_H30,1,3,tfmmax_frame,1,1,0.268745,1.63046
-ml,2W,B29_H30,1,3,tfmmax_frame,2,0,0.371517,4.2493
-ml,2W,B29_H30,1,3,min_window_tfd,0,8,0.035805,4.32733
-ml,2W,B29_H30,1,3,min_window_tfd,1,1,0.268745,5.46173
-ml,2W,B29_H30,1,3,min_window_tfd,2,0,0.371517,11.0199
-ml,2W,B29_H30,1,3,distortion_measure,0,8,0.035805,9.45635e-08
-ml,2W,B29_H30,1,3,distortion_measure,1,1,0.268745,1.71439e-07
-ml,2W,B29_H30,1,3,distortion_measure,2,0,0.371517,2.00777e-07
-ml,2W,B29_H30,1,3,exymax_tw1,0,8,0.035805,0.00167878
-ml,2W,B29_H30,1,3,exymax_tw1,1,1,0.268745,0.00317902
-ml,2W,B29_H30,1,3,exymax_tw1,2,0,0.371517,0.00459384
-ml,2W,B29_H30,1,3,exymax_tw2,0,8,0.035805,0.00171794
-ml,2W,B29_H30,1,3,exymax_tw2,1,1,0.268745,0.00286396
-ml,2W,B29_H30,1,3,exymax_tw2,2,0,0.371517,0.00308679
-ml,2W,B29_H30,1,4,tfmmax_tw1,0,8,0.035805,4.32733
-ml,2W,B29_H30,1,4,tfmmax_tw1,1,1,0.268745,5.46173
-ml,2W,B29_H30,1,4,tfmmax_tw1,2,0,0.371517,7.64166
-ml,2W,B29_H30,1,4,tfmmax_tw1,3,4,0.371646,20.8024
-ml,2W,B29_H30,1,4,tfmmax_tw2,0,8,0.035805,4.17672
-ml,2W,B29_H30,1,4,tfmmax_tw2,1,1,0.268745,7.22672
-ml,2W,B29_H30,1,4,tfmmax_tw2,2,0,0.371517,11.0199
-ml,2W,B29_H30,1,4,tfmmax_tw2,3,4,0.371646,0.0871659
-ml,2W,B29_H30,1,4,tfmmax_frame,0,8,0.035805,2.2625
-ml,2W,B29_H30,1,4,tfmmax_frame,1,1,0.268745,1.63046
-ml,2W,B29_H30,1,4,tfmmax_frame,2,0,0.371517,4.2493
-ml,2W,B29_H30,1,4,tfmmax_frame,3,4,0.371646,2.69426
-ml,2W,B29_H30,1,4,min_window_tfd,0,8,0.035805,4.32733
-ml,2W,B29_H30,1,4,min_window_tfd,1,1,0.268745,5.46173
-ml,2W,B29_H30,1,4,min_window_tfd,2,0,0.371517,11.0199
-ml,2W,B29_H30,1,4,min_window_tfd,3,4,0.371646,0.0871659
-ml,2W,B29_H30,1,4,distortion_measure,0,8,0.035805,9.45635e-08
-ml,2W,B29_H30,1,4,distortion_measure,1,1,0.268745,1.71439e-07
-ml,2W,B29_H30,1,4,distortion_measure,2,0,0.371517,2.00777e-07
-ml,2W,B29_H30,1,4,distortion_measure,3,4,0.371646,1.51305e-07
-ml,2W,B29_H30,1,4,exymax_tw1,0,8,0.035805,0.00167878
-ml,2W,B29_H30,1,4,exymax_tw1,1,1,0.268745,0.00317902
-ml,2W,B29_H30,1,4,exymax_tw1,2,0,0.371517,0.00459384
-ml,2W,B29_H30,1,4,exymax_tw1,3,4,0.371646,0.00827601
-ml,2W,B29_H30,1,4,exymax_tw2,0,8,0.035805,0.00171794
-ml,2W,B29_H30,1,4,exymax_tw2,1,1,0.268745,0.00286396
-ml,2W,B29_H30,1,4,exymax_tw2,2,0,0.371517,0.00308679
-ml,2W,B29_H30,1,4,exymax_tw2,3,4,0.371646,0.0130374
-ml,3W,B29_H45,0,3,tfmmax_tw1,0,0,0.30489,6.98433
-ml,3W,B29_H45,0,3,tfmmax_tw1,1,2,0.312096,20.7589
-ml,3W,B29_H45,0,3,tfmmax_tw1,2,3,0.387016,32.1756
-ml,3W,B29_H45,0,3,tfmmax_tw2,0,0,0.30489,10.8983
-ml,3W,B29_H45,0,3,tfmmax_tw2,1,2,0.312096,11.6993
-ml,3W,B29_H45,0,3,tfmmax_tw2,2,3,0.387016,16.7367
-ml,3W,B29_H45,0,3,tfmmax_tw3,0,0,0.30489,25.1871
-ml,3W,B29_H45,0,3,tfmmax_tw3,1,2,0.312096,6.60012
-ml,3W,B29_H45,0,3,tfmmax_tw3,2,3,0.387016,9.65444
-ml,3W,B29_H45,0,3,tfmmax_frame,0,0,0.30489,3.32445
-ml,3W,B29_H45,0,3,tfmmax_frame,1,2,0.312096,0.945592
-ml,3W,B29_H45,0,3,tfmmax_frame,2,3,0.387016,3.2949
-ml,3W,B29_H45,0,3,min_window_tfd,0,0,0.30489,6.98433
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-rbf,5W,B34_H60,0,8,exymax_tw4,6,21,0.74674,0.000970613
-rbf,5W,B34_H60,0,8,exymax_tw4,7,44,0.794882,0.000273594
-rbf,5W,B34_H60,0,8,exymax_tw5,0,2,0.53341,0.0021788
-rbf,5W,B34_H60,0,8,exymax_tw5,1,56,0.543543,0.000778233
-rbf,5W,B34_H60,0,8,exymax_tw5,2,55,0.565873,0.00110397
-rbf,5W,B34_H60,0,8,exymax_tw5,3,19,0.64979,0.000549039
-rbf,5W,B34_H60,0,8,exymax_tw5,4,46,0.655766,0.00265279
-rbf,5W,B34_H60,0,8,exymax_tw5,5,39,0.690647,0.000862519
-rbf,5W,B34_H60,0,8,exymax_tw5,6,21,0.74674,0.00965427
-rbf,5W,B34_H60,0,8,exymax_tw5,7,44,0.794882,0.00129476
-rbf,5W,B34_H60,0,10,tfmmax_tw1,0,2,0.53341,2.31274
-rbf,5W,B34_H60,0,10,tfmmax_tw1,1,56,0.543543,2.78984
-rbf,5W,B34_H60,0,10,tfmmax_tw1,2,55,0.565873,2.70561
-rbf,5W,B34_H60,0,10,tfmmax_tw1,3,19,0.64979,19.6675
-rbf,5W,B34_H60,0,10,tfmmax_tw1,4,46,0.655766,0.52209
-rbf,5W,B34_H60,0,10,tfmmax_tw1,5,39,0.690647,18.694
-rbf,5W,B34_H60,0,10,tfmmax_tw1,6,21,0.74674,4.58115
-rbf,5W,B34_H60,0,10,tfmmax_tw1,7,44,0.794882,5.38405
-rbf,5W,B34_H60,0,10,tfmmax_tw1,8,48,0.810722,26.3568
-rbf,5W,B34_H60,0,10,tfmmax_tw1,9,52,0.825472,7.23497
-rbf,5W,B34_H60,0,10,tfmmax_tw2,0,2,0.53341,15.738
-rbf,5W,B34_H60,0,10,tfmmax_tw2,1,56,0.543543,5.93319
-rbf,5W,B34_H60,0,10,tfmmax_tw2,2,55,0.565873,1.59704
-rbf,5W,B34_H60,0,10,tfmmax_tw2,3,19,0.64979,6.45953
-rbf,5W,B34_H60,0,10,tfmmax_tw2,4,46,0.655766,8.77907
-rbf,5W,B34_H60,0,10,tfmmax_tw2,5,39,0.690647,4.35004
-rbf,5W,B34_H60,0,10,tfmmax_tw2,6,21,0.74674,2.02513
-rbf,5W,B34_H60,0,10,tfmmax_tw2,7,44,0.794882,2.66727
-rbf,5W,B34_H60,0,10,tfmmax_tw2,8,48,0.810722,6.75006
-rbf,5W,B34_H60,0,10,tfmmax_tw2,9,52,0.825472,5.94475
-rbf,5W,B34_H60,0,10,tfmmax_tw3,0,2,0.53341,17.3374
-rbf,5W,B34_H60,0,10,tfmmax_tw3,1,56,0.543543,5.96137
-rbf,5W,B34_H60,0,10,tfmmax_tw3,2,55,0.565873,4.13815
-rbf,5W,B34_H60,0,10,tfmmax_tw3,3,19,0.64979,4.71831
-rbf,5W,B34_H60,0,10,tfmmax_tw3,4,46,0.655766,1.99519
-rbf,5W,B34_H60,0,10,tfmmax_tw3,5,39,0.690647,9.08551
-rbf,5W,B34_H60,0,10,tfmmax_tw3,6,21,0.74674,6.12144
-rbf,5W,B34_H60,0,10,tfmmax_tw3,7,44,0.794882,0.626568
-rbf,5W,B34_H60,0,10,tfmmax_tw3,8,48,0.810722,7.69474
-rbf,5W,B34_H60,0,10,tfmmax_tw3,9,52,0.825472,5.80481
-rbf,5W,B34_H60,0,10,tfmmax_tw4,0,2,0.53341,0.359534
-rbf,5W,B34_H60,0,10,tfmmax_tw4,1,56,0.543543,3.60648
-rbf,5W,B34_H60,0,10,tfmmax_tw4,2,55,0.565873,0.793088
-rbf,5W,B34_H60,0,10,tfmmax_tw4,3,19,0.64979,4.44813
-rbf,5W,B34_H60,0,10,tfmmax_tw4,4,46,0.655766,5.80485
-rbf,5W,B34_H60,0,10,tfmmax_tw4,5,39,0.690647,2.67601
-rbf,5W,B34_H60,0,10,tfmmax_tw4,6,21,0.74674,2.35283
-rbf,5W,B34_H60,0,10,tfmmax_tw4,7,44,0.794882,9.25663
-rbf,5W,B34_H60,0,10,tfmmax_tw4,8,48,0.810722,3.55537
-rbf,5W,B34_H60,0,10,tfmmax_tw4,9,52,0.825472,3.03175
-rbf,5W,B34_H60,0,10,tfmmax_tw5,0,2,0.53341,4.54485
-rbf,5W,B34_H60,0,10,tfmmax_tw5,1,56,0.543543,2.38238
-rbf,5W,B34_H60,0,10,tfmmax_tw5,2,55,0.565873,1.97511
-rbf,5W,B34_H60,0,10,tfmmax_tw5,3,19,0.64979,5.55203
-rbf,5W,B34_H60,0,10,tfmmax_tw5,4,46,0.655766,3.13128
-rbf,5W,B34_H60,0,10,tfmmax_tw5,5,39,0.690647,4.06903
-rbf,5W,B34_H60,0,10,tfmmax_tw5,6,21,0.74674,5.3907
-rbf,5W,B34_H60,0,10,tfmmax_tw5,7,44,0.794882,4.13994
-rbf,5W,B34_H60,0,10,tfmmax_tw5,8,48,0.810722,2.13914
-rbf,5W,B34_H60,0,10,tfmmax_tw5,9,52,0.825472,1.94032
-rbf,5W,B34_H60,0,10,tfmmax_frame,0,2,0.53341,0.219252
-rbf,5W,B34_H60,0,10,tfmmax_frame,1,56,0.543543,0.200763
-rbf,5W,B34_H60,0,10,tfmmax_frame,2,55,0.565873,2.38212
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-rbf,5W,B34_H60,0,10,tfmmax_frame,4,46,0.655766,0.420135
-rbf,5W,B34_H60,0,10,tfmmax_frame,5,39,0.690647,4.24535
-rbf,5W,B34_H60,0,10,tfmmax_frame,6,21,0.74674,0.224078
-rbf,5W,B34_H60,0,10,tfmmax_frame,7,44,0.794882,2.60893
-rbf,5W,B34_H60,0,10,tfmmax_frame,8,48,0.810722,0.723503
-rbf,5W,B34_H60,0,10,tfmmax_frame,9,52,0.825472,0.892462
-rbf,5W,B34_H60,0,10,min_window_tfd,0,2,0.53341,2.31274
-rbf,5W,B34_H60,0,10,min_window_tfd,1,56,0.543543,2.78984
-rbf,5W,B34_H60,0,10,min_window_tfd,2,55,0.565873,4.13815
-rbf,5W,B34_H60,0,10,min_window_tfd,3,19,0.64979,6.45953
-rbf,5W,B34_H60,0,10,min_window_tfd,4,46,0.655766,8.77907
-rbf,5W,B34_H60,0,10,min_window_tfd,5,39,0.690647,4.06903
-rbf,5W,B34_H60,0,10,min_window_tfd,6,21,0.74674,4.58115
-rbf,5W,B34_H60,0,10,min_window_tfd,7,44,0.794882,2.66727
-rbf,5W,B34_H60,0,10,min_window_tfd,8,48,0.810722,2.13914
-rbf,5W,B34_H60,0,10,min_window_tfd,9,52,0.825472,7.23497
-rbf,5W,B34_H60,0,10,distortion_measure,0,2,0.53341,2.84289e-07
-rbf,5W,B34_H60,0,10,distortion_measure,1,56,0.543543,4.5131e-08
-rbf,5W,B34_H60,0,10,distortion_measure,2,55,0.565873,2.18176e-07
-rbf,5W,B34_H60,0,10,distortion_measure,3,19,0.64979,2.99152e-07
-rbf,5W,B34_H60,0,10,distortion_measure,4,46,0.655766,5.41089e-08
-rbf,5W,B34_H60,0,10,distortion_measure,5,39,0.690647,3.11878e-07
-rbf,5W,B34_H60,0,10,distortion_measure,6,21,0.74674,8.29929e-08
-rbf,5W,B34_H60,0,10,distortion_measure,7,44,0.794882,4.88793e-08
-rbf,5W,B34_H60,0,10,distortion_measure,8,48,0.810722,6.37142e-07
-rbf,5W,B34_H60,0,10,distortion_measure,9,52,0.825472,5.64077e-08
-rbf,5W,B34_H60,0,10,exymax_tw1,0,2,0.53341,0.00140068
-rbf,5W,B34_H60,0,10,exymax_tw1,1,56,0.543543,0.00155405
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-rbf,5W,B34_H60,0,10,exymax_tw1,6,21,0.74674,0.00229204
-rbf,5W,B34_H60,0,10,exymax_tw1,7,44,0.794882,0.00337086
-rbf,5W,B34_H60,0,10,exymax_tw1,8,48,0.810722,0.0136177
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-rbf,5W,B34_H60,0,10,exymax_tw2,0,2,0.53341,0.00702282
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-rbf,5W,B34_H60,0,10,exymax_tw3,7,44,0.794882,0.00143792
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-rbf,5W,B34_H60,0,10,exymax_tw4,4,46,0.655766,0.00369215
-rbf,5W,B34_H60,0,10,exymax_tw4,5,39,0.690647,0.00203769
-rbf,5W,B34_H60,0,10,exymax_tw4,6,21,0.74674,0.000970613
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-rbf,5W,B34_H60,0,10,exymax_tw4,8,48,0.810722,0.00252195
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-rbf,5W,B34_H60,0,10,exymax_tw5,0,2,0.53341,0.0021788
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-rbf,5W,B34_H60,0,10,exymax_tw5,3,19,0.64979,0.000549039
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-rbf,5W,B34_H60,0,10,exymax_tw5,9,52,0.825472,0.000796953

Code/data/width_optimization/analysis_tfd100_k_sensitivity/k_sensitivity_robustness.csv

-method,family,configuration,iteration,k_robustness,hard_gate_sensitivity,N_fem,auto_k
-ml,2W,B29_H30,0,ROBUST_SAME_ACCEPTANCE,False,8,3
-ml,2W,B29_H30,1,SENSITIVE_ACCEPTANCE_CHANGES_WITH_K,True,9,3
-ml,3W,B29_H45,0,ROBUST_SAME_ACCEPTANCE,False,16,4
-ml,3W,B34_H45,0,ROBUST_SAME_ACCEPTANCE,True,16,4
-ml,5W,B34_H60,0,ROBUST_SAME_ACCEPTANCE,False,64,8
-rbf,2W,B29_H30,0,SENSITIVE_ACCEPTANCE_CHANGES_WITH_K,True,8,3
-rbf,2W,B29_H30,1,ROBUST_SAME_ACCEPTANCE,False,9,3
-rbf,3W,B29_H45,0,ROBUST_SAME_ACCEPTANCE,False,16,4
-rbf,3W,B34_H45,0,ROBUST_SAME_ACCEPTANCE,False,16,4
-rbf,5W,B34_H60,0,ROBUST_SAME_ACCEPTANCE,True,64,8

Code/data/width_optimization/analysis_tfd100_k_sensitivity/regenerated_oof/local_oof_errors_ml_2W_B29_it0_with_composites.csv

-output,sample_index,x1,x2,y_true,y_pred_oof,abs_error_oof,positive_underprediction_oof
-exymax_tw1,0,15.22,18.46,0.0368687,0.0422112713272016,0.0053425713272016,0.0
-exymax_tw1,1,12.74,12.61,0.040946,0.0466446583391335,0.0056986583391335,0.0
-exymax_tw1,2,18.03,11.3,0.0194026,0.0198365749743281,0.0004339749743281,0.0
-exymax_tw1,3,21.19,19.38,0.022359,0.0104245633923947,0.0119344366076052,0.0119344366076052
-exymax_tw1,4,9.78,15.96,0.0678181,0.0603197406324868,0.0074983593675131,0.0074983593675131
-exymax_tw1,5,18.64,13.8,0.022213,0.0178901116027079,0.004322888397292,0.004322888397292
-exymax_tw1,6,13.46,20.99,0.0500821,0.0492781163358519,0.000803983664148,0.000803983664148
-exymax_tw1,7,8.58,8.88,0.0615553,0.065016206698085,0.0034609066980849,0.0
-exymax_tw2,0,15.22,18.46,0.0396548,0.0409461768637004,0.0012913768637004,0.0
-exymax_tw2,1,12.74,12.61,0.0732361,0.0706174078185491,0.0026186921814508,0.0026186921814508
-exymax_tw2,2,18.03,11.3,0.0889196,0.0901328411388281,0.0012132411388281,0.0
-exymax_tw2,3,21.19,19.38,0.0460981,0.0468183021372557,0.0007202021372556,0.0
-exymax_tw2,4,9.78,15.96,0.0409845,0.0514141312414266,0.0104296312414266,0.0
-exymax_tw2,5,18.64,13.8,0.0716685,0.07283469077034,0.00116619077034,0.0
-exymax_tw2,6,13.46,20.99,0.0286307,0.0255727416493733,0.0030579583506266,0.0030579583506266
-exymax_tw2,7,8.58,8.88,0.0931119,0.0836343612603254,0.0094775387396745,0.0094775387396745
-tfmmax_tw1,0,15.22,18.46,72.7038,102.48085063167564,29.77705063167565,0.0
-tfmmax_tw1,1,12.74,12.61,72.6758,88.42409574013531,15.74829574013532,0.0
-tfmmax_tw1,2,18.03,11.3,28.7372,32.25690969105291,3.5197096910529098,0.0
-tfmmax_tw1,3,21.19,19.38,34.6226,31.08502008974129,3.53757991025871,3.53757991025871
-tfmmax_tw1,4,9.78,15.96,142.7821,117.31009625159284,25.47200374840717,25.47200374840717
-tfmmax_tw1,5,18.64,13.8,29.4176,9.518365948613177,19.899234051386827,19.899234051386827
-tfmmax_tw1,6,13.46,20.99,104.2237,117.91729620679617,13.693596206796158,0.0
-tfmmax_tw1,7,8.58,8.88,122.4554,122.22355713303452,0.2318428669654793,0.2318428669654793
-tfmmax_tw2,0,15.22,18.46,62.4008,41.975242873630265,20.42555712636973,20.42555712636973
-tfmmax_tw2,1,12.74,12.61,107.3854,113.773323632862,6.387923632861984,0.0
-tfmmax_tw2,2,18.03,11.3,142.6177,127.7001278126246,14.9175721873754,14.9175721873754
-tfmmax_tw2,3,21.19,19.38,69.0521,100.388973834992,31.336873834992005,0.0
-tfmmax_tw2,4,9.78,15.96,71.6787,82.37558559790746,10.696885597907452,0.0
-tfmmax_tw2,5,18.64,13.8,104.9098,118.9917667434553,14.081966743455297,0.0
-tfmmax_tw2,6,13.46,20.99,49.3735,60.29294757540451,10.919447575404511,0.0
-tfmmax_tw2,7,8.58,8.88,161.7784,117.61283617073224,44.16556382926777,44.16556382926777
-tfmmax_frame,0,15.22,18.46,86.3253,94.70708119618446,8.381781196184463,0.0
-tfmmax_frame,1,12.74,12.61,85.5848,85.26050251415383,0.3242974858461735,0.3242974858461735
-tfmmax_frame,2,18.03,11.3,105.3345,95.3461821597234,9.988317840276608,9.988317840276608
-tfmmax_frame,3,21.19,19.38,98.062,96.97841104027135,1.083588959728644,1.083588959728644
-tfmmax_frame,4,9.78,15.96,74.5182,76.40930698627149,1.8911069862714955,0.0
-tfmmax_frame,5,18.64,13.8,96.9956,99.60648387113002,2.610883871130028,0.0
-tfmmax_frame,6,13.46,20.99,77.0242,81.1267892806428,4.102589280642803,0.0
-tfmmax_frame,7,8.58,8.88,79.7824,81.55810338009186,1.7757033800918691,0.0
-min_window_tfd,0,15.22,18.46,62.4008,41.975242873630265,20.425557126369732,20.425557126369732
-distortion_measure,0,15.22,18.46,9.673476411506918e-07,1.1366444487223088e-06,1.6929680757161698e-07,0.0
-min_window_tfd,1,12.74,12.61,72.6758,88.42409574013531,15.748295740135319,0.0
-distortion_measure,1,12.74,12.61,1.695509183116417e-06,1.7398993984594546e-06,4.439021534303768e-08,0.0
-min_window_tfd,2,18.03,11.3,28.7372,32.25690969105291,3.5197096910529098,0.0
-distortion_measure,2,18.03,11.3,1.7940765125689303e-06,1.8458754520398608e-06,5.179893947093056e-08,0.0
-min_window_tfd,3,21.19,19.38,34.6226,31.08502008974129,3.53757991025871,3.53757991025871
-distortion_measure,3,21.19,19.38,9.822316264594053e-07,8.337782485156474e-07,1.4845337794375787e-07,1.4845337794375787e-07
-min_window_tfd,4,9.78,15.96,71.6787,82.37558559790746,10.696885597907453,0.0
-distortion_measure,4,9.78,15.96,1.4315637780085918e-06,1.5206464373630139e-06,8.90826593544221e-08,0.0
-min_window_tfd,5,18.64,13.8,29.4176,9.518365948613177,19.899234051386824,19.899234051386824
-distortion_measure,5,18.64,13.8,1.5026200896611526e-06,1.478428561444921e-06,2.4191528216231515e-08,2.4191528216231515e-08
-min_window_tfd,6,13.46,20.99,49.3735,60.29294757540451,10.919447575404511,0.0
-distortion_measure,6,13.46,20.99,1.020528824434711e-06,9.337999270547648e-07,8.672889737994622e-08,8.672889737994622e-08
-min_window_tfd,7,8.58,8.88,122.4554,117.61283617073224,4.84256382926776,4.84256382926776
-distortion_measure,7,8.58,8.88,2.1004889064426648e-06,1.9034768121252133e-06,1.9701209431745145e-07,1.9701209431745145e-07

Code/data/width_optimization/analysis_tfd100_k_sensitivity/regenerated_oof/local_oof_errors_ml_2W_B29_it1_with_composites.csv

-output,sample_index,x1,x2,y_true,y_pred_oof,abs_error_oof,positive_underprediction_oof
-exymax_tw1,0,15.22,18.46,0.0368687,0.0414625369027638,0.0045938369027638,0.0
-exymax_tw1,1,12.74,12.61,0.040946,0.0441250201322118,0.0031790201322118,0.0
-exymax_tw1,2,18.03,11.3,0.0194026,0.0186410307662092,0.0007615692337907,0.0007615692337907
-exymax_tw1,3,21.19,19.38,0.022359,0.0166523286511196,0.0057066713488803,0.0057066713488803
-exymax_tw1,4,9.78,15.96,0.0678181,0.0595420947479633,0.0082760052520366,0.0082760052520366
-exymax_tw1,5,18.64,13.8,0.022213,0.0210900995011687,0.0011229004988312,0.0011229004988312
-exymax_tw1,6,13.46,20.99,0.0500821,0.0479014783290615,0.0021806216709384,0.0021806216709384
-exymax_tw1,7,8.58,8.88,0.0615553,0.0567723141744707,0.0047829858255292,0.0047829858255292
-exymax_tw1,8,13.63,14.92,0.0424646,0.0407858226874224,0.0016787773125775,0.0016787773125775
-exymax_tw2,0,15.22,18.46,0.0396548,0.0427415911456122,0.0030867911456122,0.0
-exymax_tw2,1,12.74,12.61,0.0732361,0.0761000597555539,0.0028639597555539,0.0
-exymax_tw2,2,18.03,11.3,0.0889196,0.0909625064142401,0.0020429064142401,0.0
-exymax_tw2,3,21.19,19.38,0.0460981,0.0422199023491185,0.0038781976508814,0.0038781976508814
-exymax_tw2,4,9.78,15.96,0.0409845,0.054021921259927,0.013037421259927,0.0
-exymax_tw2,5,18.64,13.8,0.0716685,0.0723635202348786,0.0006950202348786,0.0
-exymax_tw2,6,13.46,20.99,0.0286307,0.0202900294084607,0.0083406705915392,0.0083406705915392
-exymax_tw2,7,8.58,8.88,0.0931119,0.0740389062108409,0.019072993789159,0.019072993789159
-exymax_tw2,8,13.63,14.92,0.0587911,0.057073156154201,0.0017179438457989,0.0017179438457989
-tfmmax_tw1,0,15.22,18.46,72.7038,65.06213755215322,7.641662447846784,7.641662447846784
-tfmmax_tw1,1,12.74,12.61,72.6758,78.13753115135145,5.461731151351458,0.0
-tfmmax_tw1,2,18.03,11.3,28.7372,32.80770874065891,4.070508740658909,0.0
-tfmmax_tw1,3,21.19,19.38,34.6226,48.49518854673439,13.872588546734391,0.0
-tfmmax_tw1,4,9.78,15.96,142.7821,121.97966409880208,20.80243590119794,20.80243590119794
-tfmmax_tw1,5,18.64,13.8,29.4176,27.01467044989125,2.402929550108752,2.402929550108752
-tfmmax_tw1,6,13.46,20.99,104.2237,115.99864454415118,11.774944544151182,0.0
-tfmmax_tw1,7,8.58,8.88,122.4554,116.43729385107562,6.018106148924375,6.018106148924375
-tfmmax_tw1,8,13.63,14.92,75.1812,70.85387449854366,4.327325501456343,4.327325501456343
-tfmmax_tw2,0,15.22,18.46,62.4008,51.38090858070236,11.019891419297636,11.019891419297636
-tfmmax_tw2,1,12.74,12.61,107.3854,114.61211521396386,7.226715213963857,0.0
-tfmmax_tw2,2,18.03,11.3,142.6177,127.610076561663,15.00762343833702,15.00762343833702
-tfmmax_tw2,3,21.19,19.38,69.0521,116.18331701187412,47.13121701187413,0.0
-tfmmax_tw2,4,9.78,15.96,71.6787,71.59153406731153,0.0871659326884781,0.0871659326884781
-tfmmax_tw2,5,18.64,13.8,104.9098,115.38796331027564,10.478163310275647,0.0
-tfmmax_tw2,6,13.46,20.99,49.3735,60.25404846043023,10.880548460430226,0.0
-tfmmax_tw2,7,8.58,8.88,161.7784,127.08168957893824,34.696710421061766,34.696710421061766
-tfmmax_tw2,8,13.63,14.92,84.7076,80.53087705212566,4.176722947874339,4.176722947874339
-tfmmax_frame,0,15.22,18.46,86.3253,82.07600038791367,4.2492996120863324,4.2492996120863324
-tfmmax_frame,1,12.74,12.61,85.5848,83.95433905691542,1.6304609430845858,1.6304609430845858
-tfmmax_frame,2,18.03,11.3,105.3345,97.25749571921456,8.077004280785445,8.077004280785445
-tfmmax_frame,3,21.19,19.38,98.062,95.12021976761808,2.941780232381916,2.941780232381916
-tfmmax_frame,4,9.78,15.96,74.5182,77.21245671069053,2.694256710690538,0.0
-tfmmax_frame,5,18.64,13.8,96.9956,100.25176112312758,3.2561611231275838,0.0
-tfmmax_frame,6,13.46,20.99,77.0242,81.01447257008842,3.990272570088422,0.0
-tfmmax_frame,7,8.58,8.88,79.7824,82.35594100782788,2.5735410078278846,0.0
-tfmmax_frame,8,13.63,14.92,83.2918,85.55429617722305,2.2624961772230563,0.0
-min_window_tfd,0,15.22,18.46,62.4008,51.38090858070236,11.019891419297636,11.019891419297636
-distortion_measure,0,15.22,18.46,9.673476411506918e-07,1.1681244496597518e-06,2.0077680850906002e-07,0.0
-min_window_tfd,1,12.74,12.61,72.6758,78.13753115135145,5.461731151351458,0.0
-distortion_measure,1,12.74,12.61,1.695509183116417e-06,1.8669485818329872e-06,1.7143939871657033e-07,0.0
-min_window_tfd,2,18.03,11.3,28.7372,32.80770874065891,4.070508740658909,0.0
-distortion_measure,2,18.03,11.3,1.7940765125689303e-06,1.8600331718919449e-06,6.595665932301463e-08,0.0
-min_window_tfd,3,21.19,19.38,34.6226,48.49518854673439,13.872588546734391,0.0
-distortion_measure,3,21.19,19.38,9.822316264594053e-07,7.613075023653372e-07,2.2092412409406812e-07,2.2092412409406812e-07
-min_window_tfd,4,9.78,15.96,71.6787,71.59153406731153,0.08716593268847816,0.08716593268847816
-distortion_measure,4,9.78,15.96,1.4315637780085918e-06,1.5828685119949083e-06,1.5130473398631656e-07,0.0
-min_window_tfd,5,18.64,13.8,29.4176,27.01467044989125,2.4029295501087518,2.4029295501087518
-distortion_measure,5,18.64,13.8,1.5026200896611526e-06,1.5093244152605957e-06,6.704325599443092e-09,0.0
-min_window_tfd,6,13.46,20.99,49.3735,60.25404846043023,10.880548460430234,0.0
-distortion_measure,6,13.46,20.99,1.020528824434711e-06,8.022646043637835e-07,2.1826422007092758e-07,2.1826422007092758e-07
-min_window_tfd,7,8.58,8.88,122.4554,116.43729385107562,6.018106148924375,6.018106148924375
-distortion_measure,7,8.58,8.88,2.1004889064426648e-06,1.4757500157741694e-06,6.247388906684953e-07,6.247388906684953e-07
-min_window_tfd,8,13.63,14.92,75.1812,70.85387449854366,4.327325501456343,4.327325501456343
-distortion_measure,8,13.63,14.92,1.4652601088306167e-06,1.3706965878794725e-06,9.456352095114423e-08,9.456352095114423e-08

Code/data/width_optimization/analysis_tfd100_k_sensitivity/regenerated_oof/local_oof_errors_ml_3W_B29_it0_with_composites.csv

-output,sample_index,x1,x2,x3,y_true,y_pred_oof,abs_error_oof,positive_underprediction_oof
-exymax_tw1,0,8.93,10.69,11.92,0.0287568,0.0176142769233933,0.0111425230766066,0.0111425230766066
-exymax_tw1,1,14.65,7.11,11.38,0.0053857,0.0153179202397021,0.0099322202397021,0.0
-exymax_tw1,2,6.29,6.52,9.56,0.0440541,0.0583926962091055,0.0143385962091055,0.0
-exymax_tw1,3,4.58,8.02,12.59,0.0781113,0.0576350230618229,0.020476276938177,0.020476276938177
-exymax_tw1,4,10.95,6.12,10.09,0.0140436,0.0165428835456993,0.0024992835456993,0.0
-exymax_tw1,5,13.03,8.96,14.9,0.0112778,0.0094913970284373,0.0017864029715626,0.0017864029715626
-exymax_tw1,6,15.45,11.1,6.67,0.0024325,0.0016786073663668,0.0007538926336331,0.0007538926336331
-exymax_tw1,7,14.25,13.56,5.6,0.0024167,0.0036173784481854,0.0012006784481854,0.0
-exymax_tw1,8,5.22,14.05,8.76,0.0550528,0.0452195232264661,0.0098332767735338,0.0098332767735338
-exymax_tw1,9,12.69,4.24,7.49,0.0081104,0.0080273617705775,8.303822942248851e-05,8.303822942248851e-05
-exymax_tw1,10,7.82,9.84,14.42,0.0327732,0.0406951390778064,0.0079219390778064,0.0
-exymax_tw1,11,5.72,11.78,13.37,0.0553474,0.0498891648970573,0.0054582351029426,0.0054582351029426
-exymax_tw1,12,10.54,4.85,8.21,0.0154791,0.0156107231040889,0.0001316231040889,0.0
-exymax_tw1,13,7.07,15.26,4.16,0.0221142,0.0274952872173631,0.0053810872173631,0.0
-exymax_tw1,14,11.94,14.8,15.93,0.0195449,0.0153573098604825,0.0041875901395174,0.0041875901395174
-exymax_tw1,15,9.81,12.65,4.96,0.0107046,0.0123655113454849,0.0016609113454849,0.0
-exymax_tw2,0,8.93,10.69,11.92,0.0384806,0.0275735352141271,0.0109070647858728,0.0109070647858728
-exymax_tw2,1,14.65,7.11,11.38,0.071338,0.0678425638635502,0.0034954361364497,0.0034954361364497
-exymax_tw2,2,6.29,6.52,9.56,0.0648756,0.0772380166999999,0.0123624166999999,0.0
-exymax_tw2,3,4.58,8.02,12.59,0.0638333,0.0498366841062426,0.0139966158937573,0.0139966158937573
-exymax_tw2,4,10.95,6.12,10.09,0.0763849,0.0802543338257662,0.0038694338257662,0.0
-exymax_tw2,5,13.03,8.96,14.9,0.0581062,0.0496321631357743,0.0084740368642256,0.0084740368642256
-exymax_tw2,6,15.45,11.1,6.67,0.0266335,0.0401901467788698,0.0135566467788698,0.0
-exymax_tw2,7,14.25,13.56,5.6,0.0199308,0.020418005676526,0.000487205676526,0.0
-exymax_tw2,8,5.22,14.05,8.76,0.0172312,0.0231106790223673,0.0058794790223673,0.0
-exymax_tw2,9,12.69,4.24,7.49,0.1076924,0.1067730933946529,0.000919306605347,0.000919306605347
-exymax_tw2,10,7.82,9.84,14.42,0.0440125,0.0492464316074896,0.0052339316074896,0.0
-exymax_tw2,11,5.72,11.78,13.37,0.0315451,0.0364220616483632,0.0048769616483632,0.0
-exymax_tw2,12,10.54,4.85,8.21,0.0930859,0.0843186229501484,0.0087672770498515,0.0087672770498515
-exymax_tw2,13,7.07,15.26,4.16,0.0185585,0.0172971538522047,0.0012613461477952,0.0012613461477952
-exymax_tw2,14,11.94,14.8,15.93,0.0265998,0.0121520514237803,0.0144477485762196,0.0144477485762196
-exymax_tw2,15,9.81,12.65,4.96,0.0205985,0.0250978985616345,0.0044993985616345,0.0
-exymax_tw3,0,8.93,10.69,11.92,0.0426347,0.0362483428898081,0.0063863571101918,0.0063863571101918
-exymax_tw3,1,14.65,7.11,11.38,0.0471032,0.0455682222476679,0.001534977752332,0.001534977752332
-exymax_tw3,2,6.29,6.52,9.56,0.0503902,0.0496362135741105,0.0007539864258894,0.0007539864258894
-exymax_tw3,3,4.58,8.02,12.59,0.0292695,0.0361000053775843,0.0068305053775843,0.0
-exymax_tw3,4,10.95,6.12,10.09,0.0527733,0.0543445690851137,0.0015712690851137,0.0
-exymax_tw3,5,13.03,8.96,14.9,0.0324297,0.0418539005915615,0.0094242005915615,0.0
-exymax_tw3,6,15.45,11.1,6.67,0.1034537,0.0914502380294076,0.0120034619705923,0.0120034619705923
-exymax_tw3,7,14.25,13.56,5.6,0.1360301,0.1383994065600573,0.0023693065600573,0.0
-exymax_tw3,8,5.22,14.05,8.76,0.05162,0.0733610841108671,0.0217410841108671,0.0
-exymax_tw3,9,12.69,4.24,7.49,0.0846721,0.0850874133524432,0.0004153133524432,0.0
-exymax_tw3,10,7.82,9.84,14.42,0.02804,0.0336370329175181,0.0055970329175181,0.0
-exymax_tw3,11,5.72,11.78,13.37,0.0281899,0.021345996706651,0.0068439032933489,0.0068439032933489
-exymax_tw3,12,10.54,4.85,8.21,0.0712027,0.0728945685622413,0.0016918685622413,0.0
-exymax_tw3,13,7.07,15.26,4.16,0.1558781,0.1416927489512743,0.0141853510487256,0.0141853510487256
-exymax_tw3,14,11.94,14.8,15.93,0.0326696,0.0322593429199687,0.0004102570800312,0.0004102570800312
-exymax_tw3,15,9.81,12.65,4.96,0.1445584,0.1431418675211051,0.0014165324788948,0.0014165324788948
-tfmmax_tw1,0,8.93,10.69,11.92,42.4856,35.50126990621892,6.984330093781075,6.984330093781075
-tfmmax_tw1,1,14.65,7.11,11.38,2.7556,-0.2554061006284791,3.011006100628479,3.011006100628479
-tfmmax_tw1,2,6.29,6.52,9.56,74.3944,95.15325254763812,20.758852547638117,0.0
-tfmmax_tw1,3,4.58,8.02,12.59,153.736,121.56036106213114,32.175638937868854,32.175638937868854
-tfmmax_tw1,4,10.95,6.12,10.09,11.0749,12.40675035632166,1.3318503563216595,0.0
-tfmmax_tw1,5,13.03,8.96,14.9,7.9097,11.45528482046846,3.54558482046846,0.0
-tfmmax_tw1,6,15.45,11.1,6.67,0.6643,0.5710346053812848,0.0932653946187151,0.0932653946187151
-tfmmax_tw1,7,14.25,13.56,5.6,1.0671,0.1241022296650342,0.9429977703349656,0.9429977703349656
-tfmmax_tw1,8,5.22,14.05,8.76,123.3135,93.91630052199694,29.39719947800306,29.39719947800306
-tfmmax_tw1,9,12.69,4.24,7.49,5.8951,-5.114853154993956,11.009953154993957,11.009953154993957
-tfmmax_tw1,10,7.82,9.84,14.42,63.8575,76.74943467181399,12.891934671813983,0.0
-tfmmax_tw1,11,5.72,11.78,13.37,120.2943,125.71257945003678,5.418279450036778,0.0
-tfmmax_tw1,12,10.54,4.85,8.21,12.5924,15.351619002112423,2.759219002112424,0.0
-tfmmax_tw1,13,7.07,15.26,4.16,30.8212,53.52829807892733,22.707098078927327,0.0
-tfmmax_tw1,14,11.94,14.8,15.93,25.1018,19.564837866296987,5.536962133703014,5.536962133703014
-tfmmax_tw1,15,9.81,12.65,4.96,11.0271,0.6495766432879614,10.37752335671204,10.37752335671204
-tfmmax_tw2,0,8.93,10.69,11.92,55.4009,44.50258257115058,10.898317428849415,10.898317428849415
-tfmmax_tw2,1,14.65,7.11,11.38,112.2407,123.77869137124588,11.53799137124588,0.0
-tfmmax_tw2,2,6.29,6.52,9.56,118.5858,130.28510793904795,11.69930793904794,0.0
-tfmmax_tw2,3,4.58,8.02,12.59,106.5364,89.79965628576853,16.736743714231466,16.736743714231466
-tfmmax_tw2,4,10.95,6.12,10.09,132.0136,133.90104623651712,1.8874462365171207,0.0
-tfmmax_tw2,5,13.03,8.96,14.9,90.9036,85.82087052081756,5.082729479182433,5.082729479182433
-tfmmax_tw2,6,15.45,11.1,6.67,46.3963,78.93375900886795,32.537459008867955,0.0
-tfmmax_tw2,7,14.25,13.56,5.6,36.7154,16.660973542019235,20.054426457980767,20.054426457980767
-tfmmax_tw2,8,5.22,14.05,8.76,26.3489,40.59226491674408,14.243364916744078,0.0
-tfmmax_tw2,9,12.69,4.24,7.49,201.8901,175.66170876132097,26.228391238679023,26.228391238679023
-tfmmax_tw2,10,7.82,9.84,14.42,75.9879,82.25933887188405,6.271438871884058,0.0
-tfmmax_tw2,11,5.72,11.78,13.37,53.3086,53.5950811378564,0.2864811378564056,0.0
-tfmmax_tw2,12,10.54,4.85,8.21,168.2033,168.81752402256183,0.6142240225618139,0.0
-tfmmax_tw2,13,7.07,15.26,4.16,27.8159,26.93158605824523,0.884313941754769,0.884313941754769
-tfmmax_tw2,14,11.94,14.8,15.93,45.484,39.16635092631233,6.317649073687669,6.317649073687669
-tfmmax_tw2,15,9.81,12.65,4.96,37.9509,41.27465069947972,3.3237506994797243,0.0
-tfmmax_tw3,0,8.93,10.69,11.92,65.4914,40.30433589503119,25.18706410496881,25.18706410496881
-tfmmax_tw3,1,14.65,7.11,11.38,71.322,76.55181943275656,5.229819432756557,0.0
-tfmmax_tw3,2,6.29,6.52,9.56,83.264,76.66388100012637,6.600118999873629,6.600118999873629
-tfmmax_tw3,3,4.58,8.02,12.59,46.4819,56.136342648879605,9.654442648879602,0.0
-tfmmax_tw3,4,10.95,6.12,10.09,84.0868,83.50315709552865,0.5836429044713469,0.5836429044713469
-tfmmax_tw3,5,13.03,8.96,14.9,49.9149,46.0167540527253,3.898145947274699,3.898145947274699
-tfmmax_tw3,6,15.45,11.1,6.67,184.0874,186.26656329300783,2.179163293007832,0.0
-tfmmax_tw3,7,14.25,13.56,5.6,241.1134,238.68377495396936,2.429625046030651,2.429625046030651
-tfmmax_tw3,8,5.22,14.05,8.76,108.0964,144.74905023924103,36.65265023924103,0.0
-tfmmax_tw3,9,12.69,4.24,7.49,122.4642,117.86422410470996,4.599975895290044,4.599975895290044
-tfmmax_tw3,10,7.82,9.84,14.42,48.1235,51.48942708342969,3.365927083429689,0.0
-tfmmax_tw3,11,5.72,11.78,13.37,50.6261,41.317040166081725,9.309059833918276,9.309059833918276
-tfmmax_tw3,12,10.54,4.85,8.21,110.4781,110.78243497881742,0.3043349788174225,0.0
-tfmmax_tw3,13,7.07,15.26,4.16,274.0096,256.18942232557293,17.820177674427043,17.820177674427043
-tfmmax_tw3,14,11.94,14.8,15.93,59.1328,64.5448564594224,5.412056459422402,0.0
-tfmmax_tw3,15,9.81,12.65,4.96,252.2847,249.1968233537535,3.0878766462464853,3.0878766462464853
-tfmmax_frame,0,8.93,10.69,11.92,63.6471,66.97155012074865,3.324450120748644,0.0
-tfmmax_frame,1,14.65,7.11,11.38,64.5245,67.06276684422912,2.5382668442291134,0.0
-tfmmax_frame,2,6.29,6.52,9.56,56.9333,55.98770772838514,0.9455922716148636,0.9455922716148636
-tfmmax_frame,3,4.58,8.02,12.59,48.37,51.664904704387496,3.2949047043874984,0.0
-tfmmax_frame,4,10.95,6.12,10.09,64.072,62.06670125569802,2.0052987443019816,2.0052987443019816
-tfmmax_frame,5,13.03,8.96,14.9,63.3658,63.696851567393566,0.3310515673935654,0.0
-tfmmax_frame,6,15.45,11.1,6.67,93.6778,88.91222462532801,4.765575374671997,4.765575374671997
-tfmmax_frame,7,14.25,13.56,5.6,103.3849,107.92418763731796,4.539287637317955,0.0
-tfmmax_frame,8,5.22,14.05,8.76,69.2869,71.13628957302991,1.84938957302991,0.0
-tfmmax_frame,9,12.69,4.24,7.49,61.2348,63.1983025591209,1.9635025591209043,0.0
-tfmmax_frame,10,7.82,9.84,14.42,57.0745,55.45215283070689,1.622347169293107,1.622347169293107
-tfmmax_frame,11,5.72,11.78,13.37,52.4444,52.134304335641374,0.3100956643586272,0.3100956643586272
-tfmmax_frame,12,10.54,4.85,8.21,61.6913,62.8839370538081,1.192637053808106,0.0
-tfmmax_frame,13,7.07,15.26,4.16,104.2669,96.7800027696672,7.486897230332801,7.486897230332801
-tfmmax_frame,14,11.94,14.8,15.93,63.8419,62.4827401822773,1.3591598177227056,1.3591598177227056
-tfmmax_frame,15,9.81,12.65,4.96,103.1451,99.22249029352056,3.9226097064794345,3.9226097064794345
-min_window_tfd,0,8.93,10.69,11.92,42.4856,35.50126990621892,6.984330093781075,6.984330093781075
-distortion_measure,0,8.93,10.69,11.92,9.023676580472243e-07,5.238780836508962e-07,3.7848957439632813e-07,3.7848957439632813e-07
-min_window_tfd,1,14.65,7.11,11.38,2.7556,-0.2554061006284791,3.011006100628479,3.011006100628479
-distortion_measure,1,14.65,7.11,11.38,1.2366913710505949e-06,1.2030917050354996e-06,3.359966601509523e-08,3.359966601509523e-08
-min_window_tfd,2,6.29,6.52,9.56,74.3944,76.66388100012637,2.269481000126362,0.0
-distortion_measure,2,6.29,6.52,9.56,1.304902401822965e-06,1.7437022615272964e-06,4.3879985970433135e-07,0.0
-min_window_tfd,3,4.58,8.02,12.59,46.4819,56.136342648879605,9.654442648879602,0.0
-distortion_measure,3,4.58,8.02,12.59,1.525722880087835e-06,1.0702377692473364e-06,4.554851108404986e-07,4.554851108404986e-07
-min_window_tfd,4,10.95,6.12,10.09,11.0749,12.40675035632166,1.3318503563216613,0.0
-distortion_measure,4,10.95,6.12,10.09,1.319190156228282e-06,1.4476733513835364e-06,1.284831951552544e-07,0.0
-min_window_tfd,5,13.03,8.96,14.9,7.9097,11.45528482046846,3.54558482046846,0.0
-distortion_measure,5,13.03,8.96,14.9,9.63138911296788e-07,9.732545263037723e-07,1.0115615006984332e-08,0.0
-min_window_tfd,6,15.45,11.1,6.67,0.6643,0.5710346053812848,0.09326539461871519,0.09326539461871519
-distortion_measure,6,15.45,11.1,6.67,1.4880971357541338e-06,1.409481614492468e-06,7.86155212616659e-08,7.86155212616659e-08
-min_window_tfd,7,14.25,13.56,5.6,1.0671,0.1241022296650342,0.9429977703349657,0.9429977703349657
-distortion_measure,7,14.25,13.56,5.6,2.032056916936541e-06,2.1073805077960514e-06,7.532359085951034e-08,0.0
-min_window_tfd,8,5.22,14.05,8.76,26.3489,40.59226491674408,14.243364916744078,0.0
-distortion_measure,8,5.22,14.05,8.76,8.817306406982899e-07,1.274201561023095e-06,3.924709203248052e-07,0.0
-min_window_tfd,9,12.69,4.24,7.49,5.8951,-5.114853154993956,11.009953154993957,11.009953154993957
-distortion_measure,9,12.69,4.24,7.49,2.0451933426927164e-06,2.037018139220085e-06,8.175203472631389e-09,8.175203472631389e-09
-min_window_tfd,10,7.82,9.84,14.42,48.1235,51.48942708342969,3.365927083429689,0.0
-distortion_measure,10,7.82,9.84,14.42,8.023726186102427e-07,1.0995525815595642e-06,2.9717996294932153e-07,0.0
-min_window_tfd,11,5.72,11.78,13.37,50.6261,41.317040166081725,9.309059833918276,9.309059833918276
-distortion_measure,11,5.72,11.78,13.37,8.43984038342576e-07,7.668889804361213e-07,7.709505790645468e-08,7.709505790645468e-08
-min_window_tfd,12,10.54,4.85,8.21,12.5924,15.351619002112423,2.759219002112424,0.0
-distortion_measure,12,10.54,4.85,8.21,1.7103908978735223e-06,1.5899943316224819e-06,1.2039656625104043e-07,1.2039656625104043e-07
-min_window_tfd,13,7.07,15.26,4.16,27.8159,26.93158605824523,0.884313941754769,0.884313941754769
-distortion_measure,13,7.07,15.26,4.16,2.0595215603468615e-06,1.7633893294527307e-06,2.9613223089413077e-07,2.9613223089413077e-07
-min_window_tfd,14,11.94,14.8,15.93,25.1018,19.564837866296987,5.536962133703014,5.536962133703014
-distortion_measure,14,11.94,14.8,15.93,6.38895386210355e-07,4.1707249955437526e-07,2.218228866559798e-07,2.218228866559798e-07
-min_window_tfd,15,9.81,12.65,4.96,11.0271,0.6495766432879614,10.37752335671204,10.37752335671204
-distortion_measure,15,9.81,12.65,4.96,2.055977742167831e-06,2.0818094518724353e-06,2.5831709704604323e-08,0.0

Code/data/width_optimization/analysis_tfd100_k_sensitivity/regenerated_oof/local_oof_errors_ml_3W_B34_it0_with_composites.csv

-output,sample_index,x1,x2,x3,y_true,y_pred_oof,abs_error_oof,positive_underprediction_oof
-exymax_tw1,0,8.93,10.69,11.92,0.0300764,0.0195763064817643,0.0105000935182356,0.0105000935182356
-exymax_tw1,1,14.65,7.11,11.38,0.0055782,0.0129448623456771,0.0073666623456771,0.0
-exymax_tw1,2,6.29,6.52,9.56,0.0456976,0.0658763497067768,0.0201787497067768,0.0
-exymax_tw1,3,4.58,8.02,12.59,0.1001293,0.082880019173155,0.0172492808268449,0.0172492808268449
-exymax_tw1,4,10.95,6.12,10.09,0.0153468,0.0175587696933432,0.0022119696933432,0.0
-exymax_tw1,5,13.03,8.96,14.9,0.0128897,0.0236815041001703,0.0107918041001703,0.0
-exymax_tw1,6,15.45,11.1,6.67,0.0018112,0.0057629251085296,0.0039517251085296,0.0
-exymax_tw1,7,14.25,13.56,5.6,0.0018189,0.0012113229260664,0.0006075770739335,0.0006075770739335
-exymax_tw1,8,5.22,14.05,8.76,0.0823355,0.0807781650242667,0.0015573349757332,0.0015573349757332
-exymax_tw1,9,12.69,4.24,7.49,0.0078472,0.0049105933503583,0.0029366066496416,0.0029366066496416
-exymax_tw1,10,7.82,9.84,14.42,0.0406728,0.0306917214978209,0.009981078502179,0.009981078502179
-exymax_tw1,11,5.72,11.78,13.37,0.0817119,0.0947064820667323,0.0129945820667322,0.0
-exymax_tw1,12,10.54,4.85,8.21,0.0146728,0.0129361263306667,0.0017366736693332,0.0017366736693332
-exymax_tw1,13,7.07,15.26,4.16,0.022831,0.0301808129793983,0.0073498129793983,0.0
-exymax_tw1,14,11.94,14.8,15.93,0.0246182,0.0195427204878375,0.0050754795121624,0.0050754795121624
-exymax_tw1,15,9.81,12.65,4.96,0.0098081,0.0125416528131536,0.0027335528131536,0.0
-exymax_tw2,0,8.93,10.69,11.92,0.0382345,0.0409928897484964,0.0027583897484964,0.0
-exymax_tw2,1,14.65,7.11,11.38,0.0762335,0.0732474874702928,0.0029860125297071,0.0029860125297071
-exymax_tw2,2,6.29,6.52,9.56,0.0687318,0.0828980171747828,0.0141662171747828,0.0
-exymax_tw2,3,4.58,8.02,12.59,0.0733091,0.0545658670046534,0.0187432329953465,0.0187432329953465
-exymax_tw2,4,10.95,6.12,10.09,0.0804918,0.0772252162801314,0.0032665837198685,0.0032665837198685
-exymax_tw2,5,13.03,8.96,14.9,0.0629427,0.0528362061708215,0.0101064938291784,0.0101064938291784
-exymax_tw2,6,15.45,11.1,6.67,0.0258942,0.0431868762653818,0.0172926762653818,0.0
-exymax_tw2,7,14.25,13.56,5.6,0.0244975,0.0301692712612845,0.0056717712612845,0.0
-exymax_tw2,8,5.22,14.05,8.76,0.0200708,0.0429501309990882,0.0228793309990882,0.0
-exymax_tw2,9,12.69,4.24,7.49,0.1121302,0.0944676082469907,0.0176625917530093,0.0176625917530093
-exymax_tw2,10,7.82,9.84,14.42,0.0456274,0.0525157953387746,0.0068883953387746,0.0
-exymax_tw2,11,5.72,11.78,13.37,0.03751,0.041865244504993,0.004355244504993,0.0
-exymax_tw2,12,10.54,4.85,8.21,0.0948819,0.0868788433695651,0.0080030566304348,0.0080030566304348
-exymax_tw2,13,7.07,15.26,4.16,0.0200336,0.0284213374765607,0.0083877374765607,0.0
-exymax_tw2,14,11.94,14.8,15.93,0.0585452,0.0141265308908201,0.0444186691091798,0.0444186691091798
-exymax_tw2,15,9.81,12.65,4.96,0.0242279,0.0246415490496503,0.0004136490496503,0.0
-exymax_tw3,0,8.93,10.69,11.92,0.0411367,0.0419100051979669,0.0007733051979669,0.0
-exymax_tw3,1,14.65,7.11,11.38,0.0422645,0.0413627840619193,0.0009017159380806,0.0009017159380806
-exymax_tw3,2,6.29,6.52,9.56,0.0453606,0.0484813313959006,0.0031207313959006,0.0
-exymax_tw3,3,4.58,8.02,12.59,0.0281703,0.0391132180106483,0.0109429180106483,0.0
-exymax_tw3,4,10.95,6.12,10.09,0.0491583,0.0449872209380264,0.0041710790619735,0.0041710790619735
-exymax_tw3,5,13.03,8.96,14.9,0.0299352,0.0283649440741425,0.0015702559258574,0.0015702559258574
-exymax_tw3,6,15.45,11.1,6.67,0.1242548,0.0779497260847265,0.0463050739152734,0.0463050739152734
-exymax_tw3,7,14.25,13.56,5.6,0.1719441,0.1684455024331578,0.0034985975668421,0.0034985975668421
-exymax_tw3,8,5.22,14.05,8.76,0.0528458,0.0794605517017658,0.0266147517017658,0.0
-exymax_tw3,9,12.69,4.24,7.49,0.0833631,0.1014820526957733,0.0181189526957733,0.0
-exymax_tw3,10,7.82,9.84,14.42,0.0278009,0.0355724844364152,0.0077715844364152,0.0
-exymax_tw3,11,5.72,11.78,13.37,0.0294146,0.0187759791201508,0.0106386208798491,0.0106386208798491
-exymax_tw3,12,10.54,4.85,8.21,0.069075,0.0710791008743237,0.0020041008743237,0.0
-exymax_tw3,13,7.07,15.26,4.16,0.1829432,0.1765365988843746,0.0064066011156253,0.0064066011156253
-exymax_tw3,14,11.94,14.8,15.93,0.0292621,0.0486540610972017,0.0193919610972017,0.0
-exymax_tw3,15,9.81,12.65,4.96,0.1771025,0.163188079398255,0.0139144206017449,0.0139144206017449
-tfmmax_tw1,0,8.93,10.69,11.92,60.2223,46.954856349724125,13.267443650275872,13.267443650275872
-tfmmax_tw1,1,14.65,7.11,11.38,5.2262,20.456520494450537,15.230320494450536,0.0
-tfmmax_tw1,2,6.29,6.52,9.56,91.383,121.8151920777203,30.432192077720305,0.0
-tfmmax_tw1,3,4.58,8.02,12.59,200.3137,156.5220089166205,43.791691083379504,43.791691083379504
-tfmmax_tw1,4,10.95,6.12,10.09,18.4505,24.099025109776537,5.648525109776536,0.0
-tfmmax_tw1,5,13.03,8.96,14.9,14.4752,48.18487405860503,33.709674058605025,0.0
-tfmmax_tw1,6,15.45,11.1,6.67,1.0483,-0.0405924614389182,1.0888924614389182,1.0888924614389182
-tfmmax_tw1,7,14.25,13.56,5.6,0.8163,1.1933789964506474,0.3770789964506473,0.0
-tfmmax_tw1,8,5.22,14.05,8.76,167.3135,126.86396408116188,40.44953591883814,40.44953591883814
-tfmmax_tw1,9,12.69,4.24,7.49,9.0268,-0.8226894935302579,9.849489493530257,9.849489493530257
-tfmmax_tw1,10,7.82,9.84,14.42,88.2524,106.22826481984912,17.975864819849136,0.0
-tfmmax_tw1,11,5.72,11.78,13.37,164.9613,195.8685652425238,30.90726524252381,0.0
-tfmmax_tw1,12,10.54,4.85,8.21,18.087,16.499706795239348,1.5872932047606518,1.5872932047606518
-tfmmax_tw1,13,7.07,15.26,4.16,40.6132,105.2047320989285,64.5915320989285,0.0
-tfmmax_tw1,14,11.94,14.8,15.93,42.4084,14.144183961619454,28.264216038380543,28.264216038380543
-tfmmax_tw1,15,9.81,12.65,4.96,13.1861,36.07449569589078,22.888395695890782,0.0
-tfmmax_tw2,0,8.93,10.69,11.92,72.8627,69.39610914913379,3.4665908508662118,3.4665908508662118
-tfmmax_tw2,1,14.65,7.11,11.38,140.1637,133.35731431792317,6.8063856820768365,6.8063856820768365
-tfmmax_tw2,2,6.29,6.52,9.56,145.0081,146.35182476629527,1.343724766295253,0.0
-tfmmax_tw2,3,4.58,8.02,12.59,124.4333,120.38265160075662,4.050648399243386,4.050648399243386
-tfmmax_tw2,4,10.95,6.12,10.09,160.4279,160.01544529079192,0.4124547092080775,0.4124547092080775
-tfmmax_tw2,5,13.03,8.96,14.9,117.4921,126.69498732949071,9.20288732949072,0.0
-tfmmax_tw2,6,15.45,11.1,6.67,54.4047,86.97878925959607,32.57408925959607,0.0
-tfmmax_tw2,7,14.25,13.56,5.6,47.323,48.14454990370612,0.8215499037061207,0.0
-tfmmax_tw2,8,5.22,14.05,8.76,32.8734,32.84675339375815,0.0266466062418473,0.0266466062418473
-tfmmax_tw2,9,12.69,4.24,7.49,227.631,208.46399266188405,19.16700733811595,19.16700733811595
-tfmmax_tw2,10,7.82,9.84,14.42,97.9154,96.87880787909432,1.0365921209056808,1.0365921209056808
-tfmmax_tw2,11,5.72,11.78,13.37,67.0263,73.83935685955875,6.813056859558742,0.0
-tfmmax_tw2,12,10.54,4.85,8.21,194.0625,199.4734145674156,5.4109145674156025,0.0
-tfmmax_tw2,13,7.07,15.26,4.16,37.3301,30.739708566778784,6.5903914332212175,6.5903914332212175
-tfmmax_tw2,14,11.94,14.8,15.93,87.8423,58.265359859891255,29.57694014010874,29.57694014010874
-tfmmax_tw2,15,9.81,12.65,4.96,46.0884,60.40813366015818,14.319733660158178,0.0
-tfmmax_tw3,0,8.93,10.69,11.92,75.235,49.92395772123116,25.31104227876884,25.31104227876884
-tfmmax_tw3,1,14.65,7.11,11.38,77.0429,81.56455095247853,4.521650952478524,0.0
-tfmmax_tw3,2,6.29,6.52,9.56,87.44,77.89640154856465,9.543598451435344,9.543598451435344
-tfmmax_tw3,3,4.58,8.02,12.59,48.8154,68.04376907843324,19.228369078433246,0.0
-tfmmax_tw3,4,10.95,6.12,10.09,88.775,87.36551001787664,1.409489982123361,1.409489982123361
-tfmmax_tw3,5,13.03,8.96,14.9,54.9076,49.942046327009805,4.965553672990197,4.965553672990197
-tfmmax_tw3,6,15.45,11.1,6.67,193.3375,193.81669938797205,0.4791993879720451,0.0
-tfmmax_tw3,7,14.25,13.56,5.6,253.1506,252.53874329264264,0.6118567073573331,0.6118567073573331
-tfmmax_tw3,8,5.22,14.05,8.76,103.9524,158.64193074475506,54.68953074475506,0.0
-tfmmax_tw3,9,12.69,4.24,7.49,120.0323,116.82910278519128,3.203197214808739,3.203197214808739
-tfmmax_tw3,10,7.82,9.84,14.42,53.6332,59.5911900975583,5.957990097558295,0.0
-tfmmax_tw3,11,5.72,11.78,13.37,55.0584,40.78280057664797,14.275599423352029,14.275599423352029
-tfmmax_tw3,12,10.54,4.85,8.21,110.4195,111.95140909704249,1.5319090970424725,0.0
-tfmmax_tw3,13,7.07,15.26,4.16,284.6548,260.7534617527535,23.901338247246542,23.901338247246542
-tfmmax_tw3,14,11.94,14.8,15.93,64.2884,74.23597299485701,9.947572994857012,0.0
-tfmmax_tw3,15,9.81,12.65,4.96,263.3107,244.97701726898003,18.33368273101996,18.33368273101996
-tfmmax_frame,0,8.93,10.69,11.92,67.7267,67.87811099449705,0.1514109944970556,0.0
-tfmmax_frame,1,14.65,7.11,11.38,70.961,74.07302439763234,3.1120243976323394,0.0
-tfmmax_frame,2,6.29,6.52,9.56,58.5602,61.458987830288194,2.8987878302881924,0.0
-tfmmax_frame,3,4.58,8.02,12.59,51.4282,48.68556489229367,2.742635107706328,2.742635107706328
-tfmmax_frame,4,10.95,6.12,10.09,69.1554,67.72504478310552,1.4303552168944833,1.4303552168944833
-tfmmax_frame,5,13.03,8.96,14.9,71.8219,68.34056559758278,3.481334402417218,3.481334402417218
-tfmmax_frame,6,15.45,11.1,6.67,102.1931,97.17259383717584,5.020506162824162,5.020506162824162
-tfmmax_frame,7,14.25,13.56,5.6,114.4571,120.63479174093855,6.17769174093857,0.0
-tfmmax_frame,8,5.22,14.05,8.76,70.3458,73.68323816407288,3.3374381640728785,0.0
-tfmmax_frame,9,12.69,4.24,7.49,67.6932,68.29536785720218,0.6021678572021756,0.0
-tfmmax_frame,10,7.82,9.84,14.42,59.26,60.95659664842541,1.6965966484254125,0.0
-tfmmax_frame,11,5.72,11.78,13.37,52.032,50.86096592548118,1.1710340745188148,1.1710340745188148
-tfmmax_frame,12,10.54,4.85,8.21,67.1494,67.24016086900782,0.0907608690078234,0.0
-tfmmax_frame,13,7.07,15.26,4.16,113.7973,105.39528559153172,8.402014408468276,8.402014408468276
-tfmmax_frame,14,11.94,14.8,15.93,66.8746,67.39048995580187,0.5158899558018675,0.0
-tfmmax_frame,15,9.81,12.65,4.96,113.2492,112.5229584594415,0.7262415405585045,0.7262415405585045
-min_window_tfd,0,8.93,10.69,11.92,60.2223,46.954856349724125,13.267443650275872,13.267443650275872
-distortion_measure,0,8.93,10.69,11.92,1.1051954605669141e-06,1.0627958379782088e-06,4.239962258870538e-08,4.239962258870538e-08
-min_window_tfd,1,14.65,7.11,11.38,5.2262,20.456520494450537,15.230320494450536,0.0
-distortion_measure,1,14.65,7.11,11.38,1.5824008522398238e-06,1.5310328531014727e-06,5.136799913835109e-08,5.136799913835109e-08
-min_window_tfd,2,6.29,6.52,9.56,87.44,77.89640154856465,9.543598451435344,9.543598451435344
-distortion_measure,2,6.29,6.52,9.56,1.6232177882883765e-06,2.4283740464795875e-06,8.05156258191211e-07,0.0
-min_window_tfd,3,4.58,8.02,12.59,48.8154,68.04376907843324,19.228369078433246,0.0
-distortion_measure,3,4.58,8.02,12.59,2.572102419255249e-06,1.912152151199348e-06,6.599502680559008e-07,6.599502680559008e-07
-min_window_tfd,4,10.95,6.12,10.09,18.4505,24.099025109776537,5.648525109776536,0.0
-distortion_measure,4,10.95,6.12,10.09,1.691616041726687e-06,1.5347956654748104e-06,1.5682037625187661e-07,1.5682037625187661e-07
-min_window_tfd,5,13.03,8.96,14.9,14.4752,48.18487405860503,33.70967405860503,0.0
-distortion_measure,5,13.03,8.96,14.9,1.307207109607999e-06,1.1345170423570575e-06,1.7269006725094148e-07,1.7269006725094148e-07
-min_window_tfd,6,15.45,11.1,6.67,1.0483,-0.0405924614389182,1.0888924614389182,1.0888924614389182
-distortion_measure,6,15.45,11.1,6.67,2.667841483644286e-06,1.5285254735342646e-06,1.1393160101100212e-06,1.1393160101100212e-06
-min_window_tfd,7,14.25,13.56,5.6,0.8163,1.1933789964506474,0.37707899645064735,0.0
-distortion_measure,7,14.25,13.56,5.6,4.187949251233266e-06,4.137361489327517e-06,5.058776190574923e-08,5.058776190574923e-08
-min_window_tfd,8,5.22,14.05,8.76,32.8734,32.84675339375815,0.026646606241847337,0.026646606241847337
-distortion_measure,8,5.22,14.05,8.76,1.662562635883975e-06,2.898908992704477e-06,1.2363463568205021e-06,0.0
-min_window_tfd,9,12.69,4.24,7.49,9.0268,-0.8226894935302579,9.849489493530257,9.849489493530257
-distortion_measure,9,12.69,4.24,7.49,2.666428428843181e-06,2.8506585912668953e-06,1.8423016242371448e-07,0.0
-min_window_tfd,10,7.82,9.84,14.42,53.6332,59.5911900975583,5.9579900975582945,0.0
-distortion_measure,10,7.82,9.84,14.42,1.1431366721851575e-06,1.3419381369505614e-06,1.9880146476540388e-07,0.0
-min_window_tfd,11,5.72,11.78,13.37,55.0584,40.78280057664797,14.275599423352027,14.275599423352027
-distortion_measure,11,5.72,11.78,13.37,1.7124993978604622e-06,1.9982459481146023e-06,2.857465502541401e-07,0.0
-min_window_tfd,12,10.54,4.85,8.21,18.087,16.499706795239348,1.5872932047606518,1.5872932047606518
-distortion_measure,12,10.54,4.85,8.21,2.1435573065354993e-06,2.0008205257690024e-06,1.42736780766497e-07,1.42736780766497e-07
-min_window_tfd,13,7.07,15.26,4.16,37.3301,30.739708566778784,6.5903914332212175,6.5903914332212175
-distortion_measure,13,7.07,15.26,4.16,3.5984831943678306e-06,3.6032139742163616e-06,4.7307798485310145e-09,0.0
-min_window_tfd,14,11.94,14.8,15.93,42.4084,14.144183961619454,28.264216038380546,28.264216038380546
-distortion_measure,14,11.94,14.8,15.93,1.8460236331861281e-06,1.1018902259724328e-06,7.441334072136954e-07,7.441334072136954e-07
-min_window_tfd,15,9.81,12.65,4.96,13.1861,36.07449569589078,22.888395695890782,0.0
-distortion_measure,15,9.81,12.65,4.96,3.9529964646231596e-06,3.4117508158416607e-06,5.412456487814989e-07,5.412456487814989e-07

Code/data/width_optimization/analysis_tfd100_k_sensitivity/regenerated_oof/local_oof_errors_ml_5W_B34_it0_with_composites.csv

-output,sample_index,x1,x2,x3,x4,x5,y_true,y_pred_oof,abs_error_oof,positive_underprediction_oof
-exymax_tw1,0,12.17,12.65,8.1,6.7,9.6,0.0051405,0.0042261048697878,0.0009143951302121,0.0009143951302121
-exymax_tw1,1,6.68,10.4,9.11,12.56,9.08,0.0426966,0.0438823012783052,0.0011857012783052,0.0
-exymax_tw1,2,9.13,7.6,6.67,8.31,6.48,0.0159145,0.0151716364615297,0.0007428635384702,0.0007428635384702
-exymax_tw1,3,5.49,8.73,13.49,10.63,12.22,0.0666841,0.0654620796231874,0.0012220203768125,0.0012220203768125
-exymax_tw1,4,11.4,13.69,13.65,10.22,6.22,0.0107562,0.0169837382069266,0.0062275382069266,0.0
-exymax_tw1,5,9.62,4.46,8.56,10.02,8.11,0.0172362,0.0171479450164136,8.825498358637149e-05,8.825498358637149e-05
-exymax_tw1,6,13.73,7.17,7.87,12.41,10.49,0.0032285,0.002899135930604,0.0003293640693959,0.0003293640693959
-exymax_tw1,7,9.28,10.72,6.11,13.28,6.84,0.0140274,0.0148908410303009,0.0008634410303009,0.0
-exymax_tw1,8,9.36,6.61,12.98,11.24,8.26,0.021693,0.0222678063719087,0.0005748063719087,0.0
-exymax_tw1,9,11.68,9.57,5.19,13.46,5.52,0.0040236,-0.0001602962873206,0.0041838962873206,0.0041838962873206
-exymax_tw1,10,4.11,5.17,10.29,12.27,4.49,0.0990192,0.0828757819707098,0.0161434180292901,0.0161434180292901
-exymax_tw1,11,11.34,11.53,7.19,5.5,9.21,0.0058815,0.0040025928452887,0.0018789071547112,0.0018789071547112
-exymax_tw1,12,11.06,10.12,8.76,9.88,12.57,0.0113653,0.008148434131935,0.0032168658680649,0.0032168658680649
-exymax_tw1,13,6.45,11.45,8.24,4.4,13.03,0.0363857,0.0391104024498659,0.0027247024498659,0.0
-exymax_tw1,14,4.31,7.77,4.22,8.94,9.65,0.0626646,0.0697210601536313,0.0070564601536313,0.0
-exymax_tw1,15,13.64,12.29,7.36,4.83,4.9,0.0015833999999999,0.0012425275781909,0.000340872421809,0.000340872421809
-exymax_tw1,16,12.59,5.88,8.44,6.15,12.41,0.0049016,0.0035267963419394,0.0013748036580605,0.0013748036580605
-exymax_tw1,17,9.84,13.34,9.73,11.67,11.44,0.0189148,0.0160387039733751,0.0028760960266248,0.0028760960266248
-exymax_tw1,18,13.06,10.98,7.72,7.13,10.87,0.0041161,0.0036894848474199,0.00042661515258,0.00042661515258
-exymax_tw1,19,4.97,8.88,4.99,5.95,5.69,0.0479584999999999,0.0529473493057356,0.0049888493057356,0.0
-exymax_tw1,20,12.65,13.72,12.08,7.56,8.88,0.0072085,0.0089905315089815,0.0017820315089815,0.0
-exymax_tw1,21,9.75,9.69,11.8,6.25,4.64,0.015506,0.0138149437476608,0.0016910562523391,0.0016910562523391
-exymax_tw1,22,5.97,6.47,9.39,10.26,10.37,0.053716,0.0532076840470116,0.0005083159529883,0.0005083159529883
-exymax_tw1,23,11.58,4.77,10.83,13.82,4.33,0.0097708,0.0131518526682721,0.0033810526682721,0.0
-exymax_tw1,24,8.14,12.14,4.41,10.87,13.77,0.0145789,0.0185440638560993,0.0039651638560993,0.0
-exymax_tw1,25,10.2,12.45,6.29,10.95,7.18,0.0095072,0.0109265030167429,0.0014193030167429,0.0
-exymax_tw1,26,6.22,11.86,13.89,7.99,10.91,0.0526246,0.0544117093875478,0.0017871093875478,0.0
-exymax_tw1,27,10.92,9.38,4.15,7.04,4.11,0.0033114,0.0010490328064124,0.0022623671935875,0.0022623671935875
-exymax_tw1,28,12.82,10.41,11.23,8.48,5.79,0.005631,0.007339053057916,0.001708053057916,0.0
-exymax_tw1,29,10.82,11.26,5.92,10.52,9.43,0.0071727,0.0047081807530492,0.0024645192469507,0.0024645192469507
-exymax_tw1,30,5.8,11.69,7.93,6.35,11.9,0.0489092,0.04589961162299,0.0030095883770099,0.0030095883770099
-exymax_tw1,31,12.4,6.3,9.0,8.22,13.07,0.0061530999999999,0.0050669190290674,0.0010861809709325,0.0010861809709325
-exymax_tw1,32,6.83,6.84,11.11,5.69,10.17,0.0387241,0.0440886206613619,0.0053645206613619,0.0
-exymax_tw1,33,10.46,13.43,10.08,9.6,12.02,0.0155469,0.0142587361875985,0.0012881638124014,0.0012881638124014
-exymax_tw1,34,7.95,9.86,6.36,12.04,8.62,0.0235715,0.0257844121939201,0.0022129121939201,0.0
-exymax_tw1,35,10.71,5.61,11.93,11.88,13.31,0.0147369,0.0132215270739736,0.0015153729260263,0.0015153729260263
-exymax_tw1,36,8.67,9.13,10.91,9.71,11.63,0.0258430999999999,0.0235795251388482,0.0022635748611517,0.0022635748611517
-exymax_tw1,37,7.42,12.77,12.39,5.14,11.71,0.033066,0.0363294725959754,0.0032634725959754,0.0
-exymax_tw1,38,8.71,7.43,4.77,5.08,14.0,0.0125654,0.0133730441977077,0.0008076441977077,0.0
-exymax_tw1,39,4.29,8.21,5.8,9.25,7.83,0.077207,0.0670000197667101,0.0102069802332898,0.0102069802332898
-exymax_tw1,40,8.49,9.99,13.18,4.24,7.7,0.0207493,0.02170561511965,0.00095631511965,0.0
-exymax_tw1,41,4.93,8.3,4.62,13.87,13.53,0.0529446999999999,0.0567534798235567,0.0038087798235567,0.0
-exymax_tw1,42,12.04,10.65,13.78,7.84,6.14,0.0079168,0.0070229895103055,0.0008938104896944,0.0008938104896944
-exymax_tw1,43,4.54,12.95,11.5,12.77,6.56,0.0984058,0.077144498607319,0.0212613013926809,0.0212613013926809
-exymax_tw1,44,7.1,12.08,9.92,4.65,5.22,0.0300969,0.0351086388336028,0.0050117388336028,0.0
-exymax_tw1,45,11.96,5.37,13.22,13.67,7.45,0.0095971,0.0079007938644432,0.0016963061355567,0.0016963061355567
-exymax_tw1,46,7.15,11.06,9.18,7.62,7.96,0.0355412,0.0347704288208377,0.0007707711791622,0.0007707711791622
-exymax_tw1,47,13.22,9.26,7.03,11.6,5.27,0.003173,0.0041268099597343,0.0009538099597343,0.0
-exymax_tw1,48,4.71,6.75,9.6,4.04,8.75,0.0701803,0.0581252083185539,0.012055091681446,0.012055091681446
-exymax_tw1,49,7.69,8.51,7.51,12.94,10.05,0.0290156,0.0308301182371925,0.0018145182371925,0.0
-exymax_tw1,50,6.65,4.87,12.23,6.53,11.29,0.0446333,0.0475947975654883,0.0029614975654883,0.0
-exymax_tw1,51,13.38,7.57,12.84,11.05,12.6,0.0057923,0.0090895420451477,0.0032972420451477,0.0
-exymax_tw1,52,7.44,4.16,5.25,5.37,6.67,0.0229402,0.0268119054865229,0.0038717054865228,0.0
-exymax_tw1,53,6.08,7.07,5.49,8.55,11.09,0.0376446,0.0453470475488199,0.0077024475488199,0.0
-exymax_tw1,54,10.35,4.06,4.85,4.53,4.18,0.0068995,0.0020422787944092,0.0048572212055907,0.0048572212055907
-exymax_tw1,55,5.39,5.5,11.5,9.11,5.01,0.0641108,0.0679788054705292,0.0038680054705292,0.0
-exymax_tw1,56,7.87,5.76,10.57,8.8,6.98,0.0299547,0.030086238739744,0.000131538739744,0.0
-exymax_tw1,57,13.87,8.63,6.51,7.32,13.58,0.0018773,0.0057054655394096,0.0038281655394096,0.0
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-tfmmax_tw3,2,9.13,7.6,6.67,8.31,6.48,145.5086,164.2322610229723,18.72366102297229,0.0
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-min_window_tfd,3,5.49,8.73,13.49,10.63,12.22,36.4029,43.52747838090809,7.1245783809080905,0.0
-distortion_measure,3,5.49,8.73,13.49,10.63,12.22,2.208195576276975e-06,1.975627487758511e-06,2.3256808851846418e-07,2.3256808851846418e-07
-min_window_tfd,4,11.4,13.69,13.65,10.22,6.22,13.2085,24.890995000450843,11.682495000450842,0.0
-distortion_measure,4,11.4,13.69,13.65,10.22,6.22,1.155640879233877e-06,1.1312075148157724e-06,2.443336441810461e-08,2.443336441810461e-08
-min_window_tfd,5,9.62,4.46,8.56,10.02,8.11,23.890200000000004,19.825187959438722,4.065012040561282,4.065012040561282
-distortion_measure,5,9.62,4.46,8.56,10.02,8.11,2.7010840716200444e-06,2.17322037235859e-06,5.278636992614543e-07,5.278636992614543e-07
-min_window_tfd,6,13.73,7.17,7.87,12.41,10.49,2.2248,3.964155706552328,1.739355706552328,0.0
-distortion_measure,6,13.73,7.17,7.87,12.41,10.49,1.7312386588876356e-06,1.8202593764657417e-06,8.902071757810612e-08,0.0
-min_window_tfd,7,9.28,10.72,6.11,13.28,6.84,18.1846,20.87918024571509,2.694580245715091,0.0
-distortion_measure,7,9.28,10.72,6.11,13.28,6.84,1.6590266051947642e-06,1.766083676278431e-06,1.0705707108366676e-07,0.0
-min_window_tfd,8,9.36,6.61,12.98,11.24,8.26,31.0993,28.247345092968743,2.8519549070312564,2.8519549070312564
-distortion_measure,8,9.36,6.61,12.98,11.24,8.26,1.4263697956262005e-06,1.4998435943306598e-06,7.347379870445935e-08,0.0
-min_window_tfd,9,11.68,9.57,5.19,13.46,5.52,3.2236999999999996,-1.2033513707867536,4.427051370786753,4.427051370786753
-distortion_measure,9,11.68,9.57,5.19,13.46,5.52,2.0090672246194827e-06,1.912709247658086e-06,9.635797696139686e-08,9.635797696139686e-08
-min_window_tfd,10,4.11,5.17,10.29,12.27,4.49,25.4863,30.165986117488217,4.679686117488217,0.0
-distortion_measure,10,4.11,5.17,10.29,12.27,4.49,3.7235150230436014e-06,2.90202634981765e-06,8.214886732259515e-07,8.214886732259515e-07
-min_window_tfd,11,11.34,11.53,7.19,5.5,9.21,5.694399999999999,3.387966778793691,2.306433221206308,2.306433221206308
-distortion_measure,11,11.34,11.53,7.19,5.5,9.21,1.80932769655691e-06,1.791224084189959e-06,1.810361236695104e-08,1.810361236695104e-08
-min_window_tfd,12,11.06,10.12,8.76,9.88,12.57,12.8404,4.238660826032774,8.601739173967227,8.601739173967227
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-min_window_tfd,13,6.45,11.45,8.24,4.4,13.03,27.007099999999998,26.776333169519216,0.23076683048078195,0.23076683048078195
-distortion_measure,13,6.45,11.45,8.24,4.4,13.03,1.6189703453216698e-06,1.749938543177358e-06,1.3096819785568818e-07,0.0
-min_window_tfd,14,4.31,7.77,4.22,8.94,9.65,30.6638,27.979045096718078,2.6847549032819202,2.6847549032819202
-distortion_measure,14,4.31,7.77,4.22,8.94,9.65,2.53186015063463e-06,2.8880208484879583e-06,3.561606978533282e-07,0.0
-min_window_tfd,15,13.64,12.29,7.36,4.83,4.9,0.6826,5.555183226113486,4.872583226113486,0.0
-distortion_measure,15,13.64,12.29,7.36,4.83,4.9,1.7926461936022673e-06,1.7526653224015935e-06,3.998087120067375e-08,3.998087120067375e-08
-min_window_tfd,16,12.59,5.88,8.44,6.15,12.41,4.5362,2.139754979802653,2.396445020197347,2.396445020197347
-distortion_measure,16,12.59,5.88,8.44,6.15,12.41,1.8472399126838635e-06,1.7809275647059143e-06,6.63123479779492e-08,6.63123479779492e-08
-min_window_tfd,17,9.84,13.34,9.73,11.67,11.44,25.3471,18.45661193806328,6.890488061936722,6.890488061936722
-distortion_measure,17,9.84,13.34,9.73,11.67,11.44,1.097201290894392e-06,1.191735133029791e-06,9.453384213539912e-08,0.0
-min_window_tfd,18,13.06,10.98,7.72,7.13,10.87,2.8155,2.987250690566585,0.1717506905665851,0.0
-distortion_measure,18,13.06,10.98,7.72,7.13,10.87,1.5974476390109408e-06,1.559770438976003e-06,3.767720003493774e-08,3.767720003493774e-08
-min_window_tfd,19,4.97,8.88,4.99,5.95,5.69,43.4368,55.10802618975354,11.67122618975354,0.0
-distortion_measure,19,4.97,8.88,4.99,5.95,5.69,2.148301580110156e-06,2.269818517953552e-06,1.2151693784339616e-07,0.0
-min_window_tfd,20,12.65,13.72,12.08,7.56,8.88,6.8191,7.019748831542891,0.2006488315428916,0.0
-distortion_measure,20,12.65,13.72,12.08,7.56,8.88,1.2224076487065343e-06,1.2190238507512378e-06,3.3837979552964937e-09,3.3837979552964937e-09
-min_window_tfd,21,9.75,9.69,11.8,6.25,4.64,19.9533,15.35292088358741,4.600379116412588,4.600379116412588
-distortion_measure,21,9.75,9.69,11.8,6.25,4.64,1.4412915771961482e-06,1.3569833583552844e-06,8.430821884086373e-08,8.430821884086373e-08
-min_window_tfd,22,5.97,6.47,9.39,10.26,10.37,43.720499999999994,43.114413559016164,0.6060864409838302,0.6060864409838302
-distortion_measure,22,5.97,6.47,9.39,10.26,10.37,2.5739299075552816e-06,2.3943793958143525e-06,1.7955051174092904e-07,1.7955051174092904e-07
-min_window_tfd,23,11.58,4.77,10.83,13.82,4.33,10.7855,18.339232119346576,7.553732119346575,0.0
-distortion_measure,23,11.58,4.77,10.83,13.82,4.33,1.7453772875939697e-06,1.8361892587582062e-06,9.081197116423647e-08,0.0
-min_window_tfd,24,8.14,12.14,4.41,10.87,13.77,19.4741,22.59290273562614,3.11880273562614,0.0
-distortion_measure,24,8.14,12.14,4.41,10.87,13.77,2.937322109451351e-06,1.908516011907945e-06,1.0288060975434061e-06,1.0288060975434061e-06
-min_window_tfd,25,10.2,12.45,6.29,10.95,7.18,10.8401,14.262212040372283,3.4221120403722836,0.0
-distortion_measure,25,10.2,12.45,6.29,10.95,7.18,1.757526309577921e-06,1.7777305029224704e-06,2.020419334454939e-08,0.0
-min_window_tfd,26,6.22,11.86,13.89,7.99,10.91,43.6955,40.83753100759714,2.85796899240286,2.85796899240286
-distortion_measure,26,6.22,11.86,13.89,7.99,10.91,1.547760025434134e-06,1.8070793724453493e-06,2.5931934701121533e-07,0.0
-min_window_tfd,27,10.92,9.38,4.15,7.04,4.11,2.3299,3.2143672123778706,0.8844672123778707,0.0
-distortion_measure,27,10.92,9.38,4.15,7.04,4.11,2.702723737144205e-06,1.98632579706565e-06,7.163979400785549e-07,7.163979400785549e-07
-min_window_tfd,28,12.82,10.41,11.23,8.48,5.79,5.0267,4.571709435611729,0.4549905643882708,0.4549905643882708
-distortion_measure,28,12.82,10.41,11.23,8.48,5.79,1.2126999454162182e-06,1.108619146555634e-06,1.040807988605842e-07,1.040807988605842e-07
-min_window_tfd,29,10.82,11.26,5.92,10.52,9.43,7.4385,4.077974120418556,3.360525879581444,3.360525879581444
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-min_window_tfd,30,5.8,11.69,7.93,6.35,11.9,29.136,30.520330273429455,1.3843302734294554,0.0
-distortion_measure,30,5.8,11.69,7.93,6.35,11.9,1.7293954910650246e-06,1.8776129326570754e-06,1.482174415920508e-07,0.0
-min_window_tfd,31,12.4,6.3,9.0,8.22,13.07,5.6387,4.522790717709804,1.115909282290196,1.115909282290196
-distortion_measure,31,12.4,6.3,9.0,8.22,13.07,1.6823119276469438e-06,1.6550410213958503e-06,2.727090625109345e-08,2.727090625109345e-08
-min_window_tfd,32,6.83,6.84,11.11,5.69,10.17,39.5608,40.172540051561356,0.6117400515613554,0.0
-distortion_measure,32,6.83,6.84,11.11,5.69,10.17,1.8657774992937053e-06,2.094705294224989e-06,2.2892779493128357e-07,0.0
-min_window_tfd,33,10.46,13.43,10.08,9.6,12.02,19.5332,14.518926385093605,5.014273614906395,5.014273614906395
-distortion_measure,33,10.46,13.43,10.08,9.6,12.02,1.162604094267288e-06,1.1456974748095113e-06,1.6906619457776602e-08,1.6906619457776602e-08
-min_window_tfd,34,7.95,9.86,6.36,12.04,8.62,36.5062,38.26589431185729,1.759694311857288,0.0
-distortion_measure,34,7.95,9.86,6.36,12.04,8.62,1.814144434544041e-06,1.9360243204995134e-06,1.2187988595547247e-07,0.0
-min_window_tfd,35,10.71,5.61,11.93,11.88,13.31,18.0956,18.818881899247888,0.7232818992478869,0.0
-distortion_measure,35,10.71,5.61,11.93,11.88,13.31,1.582966499543996e-06,1.58842182727695e-06,5.455327732953954e-09,0.0
-min_window_tfd,36,8.67,9.13,10.91,9.71,11.63,41.3195,35.017650895894626,6.301849104105372,6.301849104105372
-distortion_measure,36,8.67,9.13,10.91,9.71,11.63,1.3922193201687431e-06,1.3342965814589304e-06,5.7922738709812774e-08,5.7922738709812774e-08
-min_window_tfd,37,7.42,12.77,12.39,5.14,11.71,25.950100000000003,29.128368241451994,3.178268241451992,0.0
-distortion_measure,37,7.42,12.77,12.39,5.14,11.71,1.5377940294603187e-06,1.5085204139565326e-06,2.9273615503786167e-08,2.9273615503786167e-08
-min_window_tfd,38,8.71,7.43,4.77,5.08,14.0,15.9821,25.79265444802213,9.81055444802213,0.0
-distortion_measure,38,8.71,7.43,4.77,5.08,14.0,2.687920366979037e-06,2.13464527110957e-06,5.532750958694673e-07,5.532750958694673e-07
-min_window_tfd,39,4.29,8.21,5.8,9.25,7.83,42.5349,46.64163194688539,4.10673194688539,0.0
-distortion_measure,39,4.29,8.21,5.8,9.25,7.83,2.701269890738868e-06,2.542894948954291e-06,1.5837494178457664e-07,1.5837494178457664e-07
-min_window_tfd,40,8.49,9.99,13.18,4.24,7.7,33.4826,37.481601241078685,3.9990012410786875,0.0
-distortion_measure,40,8.49,9.99,13.18,4.24,7.7,1.5830328055496903e-06,1.448551243038195e-06,1.3448156251149522e-07,1.3448156251149522e-07
-min_window_tfd,41,4.93,8.3,4.62,13.87,13.53,22.296900000000004,27.547599993288134,5.25069999328813,0.0
-distortion_measure,41,4.93,8.3,4.62,13.87,13.53,2.397387459098822e-06,3.032539452766036e-06,6.351519936672139e-07,0.0
-min_window_tfd,42,12.04,10.65,13.78,7.84,6.14,8.5787,7.141410748646365,1.4372892513536346,1.4372892513536346
-distortion_measure,42,12.04,10.65,13.78,7.84,6.14,1.2076705988799732e-06,1.3124407679019515e-06,1.0477016902197832e-07,0.0
-min_window_tfd,43,4.54,12.95,11.5,12.77,6.56,27.895300000000002,33.68570002305166,5.790400023051657,0.0
-distortion_measure,43,4.54,12.95,11.5,12.77,6.56,2.344963159386372e-06,1.7971504550357883e-06,5.478127043505835e-07,5.478127043505835e-07
-min_window_tfd,44,7.1,12.08,9.92,4.65,5.22,22.1105,20.933367686797038,1.1771323132029607,1.1771323132029607
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-distortion_measure,45,11.96,5.37,13.22,13.67,7.45,1.4367553673371589e-06,1.5244243990976816e-06,8.766903176052274e-08,0.0
-min_window_tfd,46,7.15,11.06,9.18,7.62,7.96,36.8421,22.158426984580696,14.683673015419306,14.683673015419306
-distortion_measure,46,7.15,11.06,9.18,7.62,7.96,1.5180878159544694e-06,1.6000884547232026e-06,8.200063876873323e-08,0.0
-min_window_tfd,47,13.22,9.26,7.03,11.6,5.27,1.965,1.9854703910912839,0.02047039109128379,0.0
-distortion_measure,47,13.22,9.26,7.03,11.6,5.27,1.4655828759095578e-06,1.6925178190954465e-06,2.269349431858887e-07,0.0
-min_window_tfd,48,4.71,6.75,9.6,4.04,8.75,43.2142,45.539102335400514,2.324902335400516,0.0
-distortion_measure,48,4.71,6.75,9.6,4.04,8.75,2.6638881890715165e-06,2.03831679014129e-06,6.255713989302266e-07,6.255713989302266e-07
-min_window_tfd,49,7.69,8.51,7.51,12.94,10.05,43.8939,44.393552169259834,0.49965216925983214,0.0
-distortion_measure,49,7.69,8.51,7.51,12.94,10.05,1.8494472802026285e-06,2.0566035019374883e-06,2.0715622173485975e-07,0.0
-min_window_tfd,50,6.65,4.87,12.23,6.53,11.29,27.6944,29.667045215225084,1.9726452152250822,0.0
-distortion_measure,50,6.65,4.87,12.23,6.53,11.29,2.2658012521731855e-06,2.220181081058483e-06,4.562017111470228e-08,4.562017111470228e-08
-min_window_tfd,51,13.38,7.57,12.84,11.05,12.6,5.2242,6.8415089496077615,1.6173089496077617,0.0
-distortion_measure,51,13.38,7.57,12.84,11.05,12.6,1.0913220858993703e-06,9.61531735137303e-07,1.2979035076206723e-07,1.2979035076206723e-07
-min_window_tfd,52,7.44,4.16,5.25,5.37,6.67,36.0987,41.112647098421554,5.0139470984215535,0.0
-distortion_measure,52,7.44,4.16,5.25,5.37,6.67,2.6144920252282287e-06,2.6902687549466832e-06,7.577672971845456e-08,0.0
-min_window_tfd,53,6.08,7.07,5.49,8.55,11.09,31.2024,29.39521107582813,1.8071889241718715,1.8071889241718715
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-min_window_tfd,54,10.35,4.06,4.85,4.53,4.18,7.4437,12.174844978969674,4.731144978969674,0.0
-distortion_measure,54,10.35,4.06,4.85,4.53,4.18,2.5395551582461088e-06,2.6821356869632e-06,1.425805287170911e-07,0.0
-min_window_tfd,55,5.39,5.5,11.5,9.11,5.01,50.1775,48.18074718554849,1.9967528144515114,1.9967528144515114
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-distortion_measure,56,7.87,5.76,10.57,8.8,6.98,1.9385952938445767e-06,1.912764367449773e-06,2.5830926394803735e-08,2.5830926394803735e-08
-min_window_tfd,57,13.87,8.63,6.51,7.32,13.58,0.9296000000000001,2.0450494954395353,1.115449495439535,0.0
-distortion_measure,57,13.87,8.63,6.51,7.32,13.58,1.7961221585964566e-06,2.1473557332432838e-06,3.512335746468271e-07,0.0
-min_window_tfd,58,13.07,5.02,10.16,13.08,8.38,6.9831,8.38646282430839,1.40336282430839,0.0
-distortion_measure,58,13.07,5.02,10.16,13.08,8.38,2.0840520946687276e-06,1.6661268584681397e-06,4.179252362005879e-07,4.179252362005879e-07
-min_window_tfd,59,5.21,7.91,10.48,12.7,7.38,36.132,34.76502798800564,1.3669720119943563,1.3669720119943563
-distortion_measure,59,5.21,7.91,10.48,12.7,7.38,2.407889226044362e-06,2.3785500413180866e-06,2.9339184726275405e-08,2.9339184726275405e-08
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-distortion_measure,60,8.34,6.07,6.95,5.87,10.65,2.116111650441387e-06,2.2298905286738143e-06,1.1377887823242744e-07,0.0
-min_window_tfd,61,10.08,13.19,12.66,9.43,12.79,26.1491,25.320095696611663,0.8290043033883379,0.8290043033883379
-distortion_measure,61,10.08,13.19,12.66,9.43,12.79,1.116844475087165e-06,1.0157123993718054e-06,1.0113207571535952e-07,1.0113207571535952e-07
-min_window_tfd,62,8.96,4.52,5.58,6.91,9.82,20.7581,20.68675305954689,0.07134694045310752,0.07134694045310752
-distortion_measure,62,8.96,4.52,5.58,6.91,9.82,2.651634580793864e-06,2.6750085057167547e-06,2.3373924922890595e-08,0.0
-min_window_tfd,63,5.68,13.91,12.58,11.42,5.93,23.6621,24.06829284266841,0.4061928426684105,0.0
-distortion_measure,63,5.68,13.91,12.58,11.42,5.93,1.5284305696809485e-06,1.906677517803835e-06,3.7824694812288657e-07,0.0

Code/data/width_optimization/analysis_tfd100_k_sensitivity/regenerated_oof/local_oof_errors_rbf_2W_B29_it0_with_composites.csv

-output,sample_index,x1,x2,y_true,y_pred_oof,abs_error_oof,positive_underprediction_oof
-exymax_tw1,0,15.22,18.46,0.0368687,0.0393499874603201,0.0024812874603201,0.0
-exymax_tw1,1,12.74,12.61,0.040946,0.0417484329784907,0.0008024329784907,0.0
-exymax_tw1,2,18.03,11.3,0.0194026,0.0220161913150688,0.0026135913150688,0.0
-exymax_tw1,3,21.19,19.38,0.022359,0.0326385958389587,0.0102795958389587,0.0
-exymax_tw1,4,9.78,15.96,0.0678181,0.0591279535620094,0.0086901464379905,0.0086901464379905
-exymax_tw1,5,18.64,13.8,0.022213,0.0200036204477423,0.0022093795522576,0.0022093795522576
-exymax_tw1,6,13.46,20.99,0.0500821,0.0503946902936706,0.0003125902936706,0.0
-exymax_tw1,7,8.58,8.88,0.0615553,0.0477571480911938,0.0137981519088061,0.0137981519088061
-exymax_tw2,0,15.22,18.46,0.0396548,0.038820064009832,0.0008347359901679,0.0008347359901679
-exymax_tw2,1,12.74,12.61,0.0732361,0.068760534118842,0.0044755658811579,0.0044755658811579
-exymax_tw2,2,18.03,11.3,0.0889196,0.0892699495031642,0.0003503495031642,0.0
-exymax_tw2,3,21.19,19.38,0.0460981,0.0489850071975849,0.0028869071975849,0.0
-exymax_tw2,4,9.78,15.96,0.0409845,0.052512692080601,0.011528192080601,0.0
-exymax_tw2,5,18.64,13.8,0.0716685,0.0720630894344132,0.0003945894344132,0.0
-exymax_tw2,6,13.46,20.99,0.0286307,0.0241221361670319,0.004508563832968,0.004508563832968
-exymax_tw2,7,8.58,8.88,0.0931119,0.0923118650272129,0.000800034972787,0.000800034972787
-tfmmax_tw1,0,15.22,18.46,72.7038,72.78968484152168,0.0858848415216755,0.0
-tfmmax_tw1,1,12.74,12.61,72.6758,87.38797481516035,14.712174815160353,0.0
-tfmmax_tw1,2,18.03,11.3,28.7372,28.91978604895025,0.1825860489502524,0.0
-tfmmax_tw1,3,21.19,19.38,34.6226,50.08856179505832,15.46596179505832,0.0
-tfmmax_tw1,4,9.78,15.96,142.7821,116.59352301889726,26.18857698110276,26.18857698110276
-tfmmax_tw1,5,18.64,13.8,29.4176,29.47129572844358,0.0536957284435786,0.0
-tfmmax_tw1,6,13.46,20.99,104.2237,113.81990187990658,9.596201879906587,0.0
-tfmmax_tw1,7,8.58,8.88,122.4554,88.09047848136643,34.364921518633565,34.364921518633565
-tfmmax_tw2,0,15.22,18.46,62.4008,53.66859256155374,8.73220743844626,8.73220743844626
-tfmmax_tw2,1,12.74,12.61,107.3854,112.80598843647893,5.4205884364789085,0.0
-tfmmax_tw2,2,18.03,11.3,142.6177,130.24032345730427,12.377376542695744,12.377376542695744
-tfmmax_tw2,3,21.19,19.38,69.0521,59.70245703072726,9.349642969272736,9.349642969272736
-tfmmax_tw2,4,9.78,15.96,71.6787,79.54373848301191,7.865038483011901,0.0
-tfmmax_tw2,5,18.64,13.8,104.9098,113.51337642166618,8.603576421666176,0.0
-tfmmax_tw2,6,13.46,20.99,49.3735,62.224593181415855,12.851093181415855,0.0
-tfmmax_tw2,7,8.58,8.88,161.7784,147.0567488768353,14.72165112316472,14.72165112316472
-tfmmax_frame,0,15.22,18.46,86.3253,81.87772308597414,4.447576914025859,4.447576914025859
-tfmmax_frame,1,12.74,12.61,85.5848,86.78711242194424,1.2023124219442425,0.0
-tfmmax_frame,2,18.03,11.3,105.3345,96.1937220517832,9.140777948216794,9.140777948216794
-tfmmax_frame,3,21.19,19.38,98.062,79.07603304790348,18.98596695209652,18.98596695209652
-tfmmax_frame,4,9.78,15.96,74.5182,71.47941565635551,3.03878434364448,3.03878434364448
-tfmmax_frame,5,18.64,13.8,96.9956,102.85610781889989,5.86050781889989,0.0
-tfmmax_frame,6,13.46,20.99,77.0242,85.56534804538171,8.541148045381718,0.0
-tfmmax_frame,7,8.58,8.88,79.7824,89.29879468755053,9.51639468755053,0.0
-min_window_tfd,0,15.22,18.46,62.4008,53.66859256155374,8.73220743844626,8.73220743844626
-distortion_measure,0,15.22,18.46,9.673476411506918e-07,1.0048477606754263e-06,3.750011952473455e-08,0.0
-min_window_tfd,1,12.74,12.61,72.6758,87.38797481516035,14.712174815160353,0.0
-distortion_measure,1,12.74,12.61,1.695509183116417e-06,1.5648370037667993e-06,1.3067217934961757e-07,1.3067217934961757e-07
-min_window_tfd,2,18.03,11.3,28.7372,28.91978604895025,0.18258604895024888,0.0
-distortion_measure,2,18.03,11.3,1.7940765125689303e-06,1.847724236124852e-06,5.3647723555921705e-08,0.0
-min_window_tfd,3,21.19,19.38,34.6226,50.08856179505832,15.46596179505832,0.0
-distortion_measure,3,21.19,19.38,9.822316264594053e-07,1.3298272062645065e-06,3.4759557980510124e-07,0.0
-min_window_tfd,4,9.78,15.96,71.6787,79.54373848301191,7.865038483011901,0.0
-distortion_measure,4,9.78,15.96,1.4315637780085918e-06,1.5253975821314402e-06,9.383380412284844e-08,0.0
-min_window_tfd,5,18.64,13.8,29.4176,29.47129572844358,0.053695728443578616,0.0
-distortion_measure,5,18.64,13.8,1.5026200896611526e-06,1.4809365383832621e-06,2.1683551277890423e-08,2.1683551277890423e-08
-min_window_tfd,6,13.46,20.99,49.3735,62.224593181415855,12.851093181415855,0.0
-distortion_measure,6,13.46,20.99,1.020528824434711e-06,9.36965422011659e-07,8.356340242305203e-08,8.356340242305203e-08
-min_window_tfd,7,8.58,8.88,122.4554,88.09047848136643,34.364921518633565,34.364921518633565
-distortion_measure,7,8.58,8.88,2.1004889064426648e-06,1.80693971445361e-06,2.935491919890548e-07,2.935491919890548e-07

Code/data/width_optimization/analysis_tfd100_k_sensitivity/regenerated_oof/local_oof_errors_rbf_2W_B29_it1_with_composites.csv

-output,sample_index,x1,x2,y_true,y_pred_oof,abs_error_oof,positive_underprediction_oof
-exymax_tw1,0,15.22,18.46,0.0368687,0.03937643760185,0.00250773760185,0.0
-exymax_tw1,1,12.74,12.61,0.040946,0.0433986466379852,0.0024526466379852,0.0
-exymax_tw1,2,18.03,11.3,0.0194026,0.0220077059179696,0.0026051059179696,0.0
-exymax_tw1,3,21.19,19.38,0.022359,0.0284324367868461,0.0060734367868461,0.0
-exymax_tw1,4,9.78,15.96,0.0678181,0.062126846163715,0.005691253836285,0.005691253836285
-exymax_tw1,5,18.64,13.8,0.022213,0.0197819931717324,0.0024310068282675,0.0024310068282675
-exymax_tw1,6,13.46,20.99,0.0500821,0.0490027520732468,0.0010793479267531,0.0010793479267531
-exymax_tw1,7,8.58,8.88,0.0615553,0.0474965928740909,0.014058707125909,0.014058707125909
-exymax_tw1,8,13.29,14.13,0.0423001,0.0406621004385579,0.001637999561442,0.001637999561442
-exymax_tw2,0,15.22,18.46,0.0396548,0.039616816873581,3.79831264189015e-05,3.79831264189015e-05
-exymax_tw2,1,12.74,12.61,0.0732361,0.0741698773864816,0.0009337773864816,0.0
-exymax_tw2,2,18.03,11.3,0.0889196,0.0890712819061947,0.0001516819061947,0.0
-exymax_tw2,3,21.19,19.38,0.0460981,0.0477625346693737,0.0016644346693737,0.0
-exymax_tw2,4,9.78,15.96,0.0409845,0.05068571149281,0.00970121149281,0.0
-exymax_tw2,5,18.64,13.8,0.0716685,0.072128384692732,0.000459884692732,0.0
-exymax_tw2,6,13.46,20.99,0.0286307,0.0244990915503655,0.0041316084496344,0.0041316084496344
-exymax_tw2,7,8.58,8.88,0.0931119,0.0726199896228065,0.0204919103771934,0.0204919103771934
-exymax_tw2,8,13.29,14.13,0.0632955,0.0623671092316626,0.0009283907683373,0.0009283907683373
-tfmmax_tw1,0,15.22,18.46,72.7038,71.44568775558844,1.2581122444115636,1.2581122444115636
-tfmmax_tw1,1,12.74,12.61,72.6758,78.70276838212794,6.026968382127947,0.0
-tfmmax_tw1,2,18.03,11.3,28.7372,22.725059981074992,6.01214001892501,6.01214001892501
-tfmmax_tw1,3,21.19,19.38,34.6226,47.654278539798725,13.031678539798726,0.0
-tfmmax_tw1,4,9.78,15.96,142.7821,119.19131724735712,23.59078275264289,23.59078275264289
-tfmmax_tw1,5,18.64,13.8,29.4176,29.275872751378472,0.1417272486215282,0.1417272486215282
-tfmmax_tw1,6,13.46,20.99,104.2237,107.02702098882764,2.8033209888276502,0.0
-tfmmax_tw1,7,8.58,8.88,122.4554,332.5264150528128,210.0710150528128,0.0
-tfmmax_tw1,8,13.29,14.13,74.9804,69.58022571437937,5.400174285620636,5.400174285620636
-tfmmax_tw2,0,15.22,18.46,62.4008,57.0986990990491,5.302100900950897,5.302100900950897
-tfmmax_tw2,1,12.74,12.61,107.3854,110.64774936716344,3.262349367163438,0.0
-tfmmax_tw2,2,18.03,11.3,142.6177,129.05607867934032,13.561621320659697,13.561621320659697
-tfmmax_tw2,3,21.19,19.38,69.0521,70.92657833630608,1.8744783363060835,0.0
-tfmmax_tw2,4,9.78,15.96,71.6787,77.0945650511126,5.41586505111259,0.0
-tfmmax_tw2,5,18.64,13.8,104.9098,114.20957494654384,9.299774946543849,0.0
-tfmmax_tw2,6,13.46,20.99,49.3735,56.1767980728032,6.803298072803194,0.0
-tfmmax_tw2,7,8.58,8.88,161.7784,146.98067722621246,14.79772277378754,14.79772277378754
-tfmmax_tw2,8,13.29,14.13,91.7619,91.32597855322751,0.4359214467724825,0.4359214467724825
-tfmmax_frame,0,15.22,18.46,86.3253,81.3148896370709,5.010410362929093,5.010410362929093
-tfmmax_frame,1,12.74,12.61,85.5848,84.79133934131494,0.7934606586850634,0.7934606586850634
-tfmmax_frame,2,18.03,11.3,105.3345,97.41571730995427,7.918782690045717,7.918782690045717
-tfmmax_frame,3,21.19,19.38,98.062,90.11182446097268,7.950175539027313,7.950175539027313
-tfmmax_frame,4,9.78,15.96,74.5182,69.00644633376749,5.511753666232508,5.511753666232508
-tfmmax_frame,5,18.64,13.8,96.9956,102.56869966004228,5.573099660042288,0.0
-tfmmax_frame,6,13.46,20.99,77.0242,87.33003834343867,10.30583834343868,0.0
-tfmmax_frame,7,8.58,8.88,79.7824,92.34212593815757,12.559725938157555,0.0
-tfmmax_frame,8,13.29,14.13,83.2031,85.21477009479742,2.011670094797409,0.0
-min_window_tfd,0,15.22,18.46,62.4008,57.0986990990491,5.302100900950897,5.302100900950897
-distortion_measure,0,15.22,18.46,9.673476411506918e-07,1.0268495772027585e-06,5.950193605206675e-08,0.0
-min_window_tfd,1,12.74,12.61,72.6758,78.70276838212794,6.026968382127947,0.0
-distortion_measure,1,12.74,12.61,1.695509183116417e-06,1.7824378123503428e-06,8.692862923392588e-08,0.0
-min_window_tfd,2,18.03,11.3,28.7372,22.725059981074992,6.01214001892501,6.01214001892501
-distortion_measure,2,18.03,11.3,1.7940765125689303e-06,1.84017737014261e-06,4.610085757367965e-08,0.0
-min_window_tfd,3,21.19,19.38,34.6226,47.654278539798725,13.031678539798726,0.0
-distortion_measure,3,21.19,19.38,9.822316264594053e-07,1.1742054892338726e-06,1.919738627744673e-07,0.0
-min_window_tfd,4,9.78,15.96,71.6787,77.0945650511126,5.41586505111259,0.0
-distortion_measure,4,9.78,15.96,1.4315637780085918e-06,1.5436999186417016e-06,1.1213614063310988e-07,0.0
-min_window_tfd,5,18.64,13.8,29.4176,29.275872751378472,0.1417272486215282,0.1417272486215282
-distortion_measure,5,18.64,13.8,1.5026200896611526e-06,1.479921512394434e-06,2.2698577266718642e-08,2.2698577266718642e-08
-min_window_tfd,6,13.46,20.99,49.3735,56.1767980728032,6.8032980728032015,0.0
-distortion_measure,6,13.46,20.99,1.020528824434711e-06,9.053474719839399e-07,1.1518135245077112e-07,1.1518135245077112e-07
-min_window_tfd,7,8.58,8.88,122.4554,146.98067722621246,24.525277226212467,0.0
-distortion_measure,7,8.58,8.88,2.1004889064426648e-06,1.268958977418366e-06,8.315299290242987e-07,8.315299290242987e-07
-min_window_tfd,8,13.29,14.13,74.9804,69.58022571437937,5.400174285620636,5.400174285620636
-distortion_measure,8,13.29,14.13,1.5418915152124357e-06,1.473830050041543e-06,6.806146517089261e-08,6.806146517089261e-08

Code/data/width_optimization/analysis_tfd100_k_sensitivity/regenerated_oof/local_oof_errors_rbf_3W_B29_it0_with_composites.csv

-output,sample_index,x1,x2,x3,y_true,y_pred_oof,abs_error_oof,positive_underprediction_oof
-exymax_tw1,0,8.93,10.69,11.92,0.0287568,0.020009428444123,0.0087473715558769,0.0087473715558769
-exymax_tw1,1,14.65,7.11,11.38,0.0053857,0.0068160984643899,0.0014303984643899,0.0
-exymax_tw1,2,6.29,6.52,9.56,0.0440541,0.0545328635168724,0.0104787635168724,0.0
-exymax_tw1,3,4.58,8.02,12.59,0.0781113,0.0589104553422537,0.0192008446577462,0.0192008446577462
-exymax_tw1,4,10.95,6.12,10.09,0.0140436,0.0144041837349966,0.0003605837349966,0.0
-exymax_tw1,5,13.03,8.96,14.9,0.0112778,0.0067492121071307,0.0045285878928692,0.0045285878928692
-exymax_tw1,6,15.45,11.1,6.67,0.0024325,0.0025094407927199,7.694079271997447e-05,0.0
-exymax_tw1,7,14.25,13.56,5.6,0.0024167,0.0022721214779605,0.0001445785220394,0.0001445785220394
-exymax_tw1,8,5.22,14.05,8.76,0.0550528,0.0490180451731737,0.0060347548268262,0.0060347548268262
-exymax_tw1,9,12.69,4.24,7.49,0.0081104,0.0069772594634879,0.001133140536512,0.001133140536512
-exymax_tw1,10,7.82,9.84,14.42,0.0327732,0.0429303535819921,0.0101571535819921,0.0
-exymax_tw1,11,5.72,11.78,13.37,0.0553474,0.0589838701121948,0.0036364701121948,0.0
-exymax_tw1,12,10.54,4.85,8.21,0.0154791,0.0149219140945093,0.0005571859054906,0.0005571859054906
-exymax_tw1,13,7.07,15.26,4.16,0.0221142,0.0306047500989595,0.0084905500989595,0.0
-exymax_tw1,14,11.94,14.8,15.93,0.0195449,0.0137067380352294,0.0058381619647705,0.0058381619647705
-exymax_tw1,15,9.81,12.65,4.96,0.0107046,0.010072326373563,0.0006322736264369,0.0006322736264369
-exymax_tw2,0,8.93,10.69,11.92,0.0384806,0.0261485008528038,0.0123320991471961,0.0123320991471961
-exymax_tw2,1,14.65,7.11,11.38,0.071338,0.0717715755674714,0.0004335755674714,0.0
-exymax_tw2,2,6.29,6.52,9.56,0.0648756,0.0749019861039752,0.0100263861039752,0.0
-exymax_tw2,3,4.58,8.02,12.59,0.0638333,0.0532120176295905,0.0106212823704094,0.0106212823704094
-exymax_tw2,4,10.95,6.12,10.09,0.0763849,0.0783277143072765,0.0019428143072765,0.0
-exymax_tw2,5,13.03,8.96,14.9,0.0581062,0.0575237066741933,0.0005824933258066,0.0005824933258066
-exymax_tw2,6,15.45,11.1,6.67,0.0266335,0.040036030990703,0.013402530990703,0.0
-exymax_tw2,7,14.25,13.56,5.6,0.0199308,0.0127910456306066,0.0071397543693933,0.0071397543693933
-exymax_tw2,8,5.22,14.05,8.76,0.0172312,0.0181214383427347,0.0008902383427347,0.0
-exymax_tw2,9,12.69,4.24,7.49,0.1076924,0.0991341649862622,0.0085582350137377,0.0085582350137377
-exymax_tw2,10,7.82,9.84,14.42,0.0440125,0.0497130607788918,0.0057005607788918,0.0
-exymax_tw2,11,5.72,11.78,13.37,0.0315451,0.0348528662238238,0.0033077662238238,0.0
-exymax_tw2,12,10.54,4.85,8.21,0.0930859,0.0922148639231953,0.0008710360768046,0.0008710360768046
-exymax_tw2,13,7.07,15.26,4.16,0.0185585,0.0186969337587311,0.0001384337587311,0.0
-exymax_tw2,14,11.94,14.8,15.93,0.0265998,0.0220617208723905,0.0045380791276094,0.0045380791276094
-exymax_tw2,15,9.81,12.65,4.96,0.0205985,0.025006812695812,0.004408312695812,0.0
-exymax_tw3,0,8.93,10.69,11.92,0.0426347,0.0374698845923742,0.0051648154076257,0.0051648154076257
-exymax_tw3,1,14.65,7.11,11.38,0.0471032,0.0522638771808945,0.0051606771808945,0.0
-exymax_tw3,2,6.29,6.52,9.56,0.0503902,0.0486636496282312,0.0017265503717687,0.0017265503717687
-exymax_tw3,3,4.58,8.02,12.59,0.0292695,0.0263923059191446,0.0028771940808553,0.0028771940808553
-exymax_tw3,4,10.95,6.12,10.09,0.0527733,0.0516962380231108,0.0010770619768891,0.0010770619768891
-exymax_tw3,5,13.03,8.96,14.9,0.0324297,0.0265585097122742,0.0058711902877257,0.0058711902877257
-exymax_tw3,6,15.45,11.1,6.67,0.1034537,0.106573550289686,0.003119850289686,0.0
-exymax_tw3,7,14.25,13.56,5.6,0.1360301,0.1347304686167418,0.0012996313832581,0.0012996313832581
-exymax_tw3,8,5.22,14.05,8.76,0.05162,0.0720294639081398,0.0204094639081398,0.0
-exymax_tw3,9,12.69,4.24,7.49,0.0846721,0.0756894738769824,0.0089826261230175,0.0089826261230175
-exymax_tw3,10,7.82,9.84,14.42,0.02804,0.0339594417154458,0.0059194417154458,0.0
-exymax_tw3,11,5.72,11.78,13.37,0.0281899,0.0191219707143707,0.0090679292856292,0.0090679292856292
-exymax_tw3,12,10.54,4.85,8.21,0.0712027,0.0726078547854314,0.0014051547854314,0.0
-exymax_tw3,13,7.07,15.26,4.16,0.1558781,0.1177780046837299,0.03810009531627,0.03810009531627
-exymax_tw3,14,11.94,14.8,15.93,0.0326696,0.04600196215791,0.01333236215791,0.0
-exymax_tw3,15,9.81,12.65,4.96,0.1445584,0.1413537188875908,0.0032046811124091,0.0032046811124091
-tfmmax_tw1,0,8.93,10.69,11.92,42.4856,37.25620515290575,5.229394847094248,5.229394847094248
-tfmmax_tw1,1,14.65,7.11,11.38,2.7556,1.1893928665531348,1.566207133446865,1.566207133446865
-tfmmax_tw1,2,6.29,6.52,9.56,74.3944,92.66454140600264,18.270141406002622,0.0
-tfmmax_tw1,3,4.58,8.02,12.59,153.736,125.33160132569265,28.404398674307345,28.404398674307345
-tfmmax_tw1,4,10.95,6.12,10.09,11.0749,11.952008091686366,0.8771080916863667,0.0
-tfmmax_tw1,5,13.03,8.96,14.9,7.9097,3.761155391609464,4.148544608390536,4.148544608390536
-tfmmax_tw1,6,15.45,11.1,6.67,0.6643,0.1959566930201161,0.4683433069798839,0.4683433069798839
-tfmmax_tw1,7,14.25,13.56,5.6,1.0671,-1.1149899554026206,2.1820899554026205,2.1820899554026205
-tfmmax_tw1,8,5.22,14.05,8.76,123.3135,92.99599932193786,30.317500678062142,30.317500678062142
-tfmmax_tw1,9,12.69,4.24,7.49,5.8951,9.770129437139984,3.875029437139985,0.0
-tfmmax_tw1,10,7.82,9.84,14.42,63.8575,75.22016042714603,11.362660427146023,0.0
-tfmmax_tw1,11,5.72,11.78,13.37,120.2943,128.23385804463555,7.939558044635547,0.0
-tfmmax_tw1,12,10.54,4.85,8.21,12.5924,9.86003633234077,2.7323636676592304,2.7323636676592304
-tfmmax_tw1,13,7.07,15.26,4.16,30.8212,53.76518914312169,22.943989143121687,0.0
-tfmmax_tw1,14,11.94,14.8,15.93,25.1018,21.70383301093934,3.3979669890606594,3.3979669890606594
-tfmmax_tw1,15,9.81,12.65,4.96,11.0271,-6.680332694108429,17.70743269410843,17.70743269410843
-tfmmax_tw2,0,8.93,10.69,11.92,55.4009,48.55252595847179,6.84837404152821,6.84837404152821
-tfmmax_tw2,1,14.65,7.11,11.38,112.2407,118.25595039278676,6.015250392786754,0.0
-tfmmax_tw2,2,6.29,6.52,9.56,118.5858,128.16185182064692,9.57605182064691,0.0
-tfmmax_tw2,3,4.58,8.02,12.59,106.5364,99.0311808443732,7.50521915562679,7.50521915562679
-tfmmax_tw2,4,10.95,6.12,10.09,132.0136,130.5971643305479,1.4164356694520848,1.4164356694520848
-tfmmax_tw2,5,13.03,8.96,14.9,90.9036,86.71107001653624,4.192529983463757,4.192529983463757
-tfmmax_tw2,6,15.45,11.1,6.67,46.3963,62.20072861417884,15.804428614178846,0.0
-tfmmax_tw2,7,14.25,13.56,5.6,36.7154,18.97543873359028,17.739961266409722,17.739961266409722
-tfmmax_tw2,8,5.22,14.05,8.76,26.3489,26.11647362951641,0.2324263704835942,0.2324263704835942
-tfmmax_tw2,9,12.69,4.24,7.49,201.8901,179.82129679784163,22.068803202158364,22.068803202158364
-tfmmax_tw2,10,7.82,9.84,14.42,75.9879,80.13479121397904,4.146891213979046,0.0
-tfmmax_tw2,11,5.72,11.78,13.37,53.3086,57.77972806088246,4.471128060882464,0.0
-tfmmax_tw2,12,10.54,4.85,8.21,168.2033,170.39504596154916,2.191745961549145,0.0
-tfmmax_tw2,13,7.07,15.26,4.16,27.8159,33.7323795613481,5.916479561348098,0.0
-tfmmax_tw2,14,11.94,14.8,15.93,45.484,44.68812324897135,0.7958767510286506,0.7958767510286506
-tfmmax_tw2,15,9.81,12.65,4.96,37.9509,40.86334190332322,2.912441903323227,0.0
-tfmmax_tw3,0,8.93,10.69,11.92,65.4914,72.05906895765474,6.567668957654746,0.0
-tfmmax_tw3,1,14.65,7.11,11.38,71.322,76.80811876292552,5.486118762925514,0.0
-tfmmax_tw3,2,6.29,6.52,9.56,83.264,78.4134523220564,4.850547677943595,4.850547677943595
-tfmmax_tw3,3,4.58,8.02,12.59,46.4819,54.53888850955809,8.056988509558089,0.0
-tfmmax_tw3,4,10.95,6.12,10.09,84.0868,80.89618865035027,3.1906113496497284,3.1906113496497284
-tfmmax_tw3,5,13.03,8.96,14.9,49.9149,47.7717506866411,2.1431493133589044,2.1431493133589044
-tfmmax_tw3,6,15.45,11.1,6.67,184.0874,182.6395903043037,1.4478096956962645,1.4478096956962645
-tfmmax_tw3,7,14.25,13.56,5.6,241.1134,238.32914946941185,2.7842505305881677,2.7842505305881677
-tfmmax_tw3,8,5.22,14.05,8.76,108.0964,122.68475849400238,14.588358494002378,0.0
-tfmmax_tw3,9,12.69,4.24,7.49,122.4642,117.04819521445825,5.416004785541759,5.416004785541759
-tfmmax_tw3,10,7.82,9.84,14.42,48.1235,49.51378520125763,1.3902852012576332,0.0
-tfmmax_tw3,11,5.72,11.78,13.37,50.6261,41.638082367720926,8.988017632279075,8.988017632279075
-tfmmax_tw3,12,10.54,4.85,8.21,110.4781,113.26366657930852,2.7855665793085223,0.0
-tfmmax_tw3,13,7.07,15.26,4.16,274.0096,252.66233606551577,21.347263934484204,21.347263934484204
-tfmmax_tw3,14,11.94,14.8,15.93,59.1328,66.03856036637558,6.905760366375574,0.0
-tfmmax_tw3,15,9.81,12.65,4.96,252.2847,254.57906405487435,2.2943640548743645,0.0
-tfmmax_frame,0,8.93,10.69,11.92,63.6471,67.56061291159473,3.91351291159473,0.0
-tfmmax_frame,1,14.65,7.11,11.38,64.5245,67.03209467571685,2.507594675716845,0.0
-tfmmax_frame,2,6.29,6.52,9.56,56.9333,57.819195044592334,0.8858950445923313,0.0
-tfmmax_frame,3,4.58,8.02,12.59,48.37,50.71866464312211,2.348664643122113,0.0
-tfmmax_frame,4,10.95,6.12,10.09,64.072,62.07009069719652,2.001909302803483,2.001909302803483
-tfmmax_frame,5,13.03,8.96,14.9,63.3658,62.5910433468523,0.7747566531476977,0.7747566531476977
-tfmmax_frame,6,15.45,11.1,6.67,93.6778,89.4969963545891,4.180803645410904,4.180803645410904
-tfmmax_frame,7,14.25,13.56,5.6,103.3849,107.2202091683174,3.835309168317409,0.0
-tfmmax_frame,8,5.22,14.05,8.76,69.2869,72.22717989791522,2.940279897915218,0.0
-tfmmax_frame,9,12.69,4.24,7.49,61.2348,60.7152295183796,0.5195704816203985,0.5195704816203985
-tfmmax_frame,10,7.82,9.84,14.42,57.0745,54.48156657224058,2.59293342775942,2.59293342775942
-tfmmax_frame,11,5.72,11.78,13.37,52.4444,53.17681531133508,0.7324153113350746,0.0
-tfmmax_frame,12,10.54,4.85,8.21,61.6913,62.75019772186022,1.0588977218602196,0.0
-tfmmax_frame,13,7.07,15.26,4.16,104.2669,101.81477529620292,2.4521247037970824,2.4521247037970824
-tfmmax_frame,14,11.94,14.8,15.93,63.8419,64.35029276409932,0.5083927640993195,0.0
-tfmmax_frame,15,9.81,12.65,4.96,103.1451,98.40876979213516,4.736330207864839,4.736330207864839
-min_window_tfd,0,8.93,10.69,11.92,42.4856,37.25620515290575,5.229394847094248,5.229394847094248
-distortion_measure,0,8.93,10.69,11.92,9.023676580472243e-07,5.449780252932335e-07,3.5738963275399087e-07,3.5738963275399087e-07
-min_window_tfd,1,14.65,7.11,11.38,2.7556,1.1893928665531348,1.566207133446865,1.566207133446865
-distortion_measure,1,14.65,7.11,11.38,1.2366913710505949e-06,1.359771325288738e-06,1.2307995423814316e-07,0.0
-min_window_tfd,2,6.29,6.52,9.56,74.3944,78.4134523220564,4.019052322056396,0.0
-distortion_measure,2,6.29,6.52,9.56,1.304902401822965e-06,1.6153483640281074e-06,3.104459622051424e-07,0.0
-min_window_tfd,3,4.58,8.02,12.59,46.4819,54.53888850955809,8.056988509558089,0.0
-distortion_measure,3,4.58,8.02,12.59,1.525722880087835e-06,1.003109102239093e-06,5.22613777848742e-07,5.22613777848742e-07
-min_window_tfd,4,10.95,6.12,10.09,11.0749,11.952008091686366,0.8771080916863667,0.0
-distortion_measure,4,10.95,6.12,10.09,1.319190156228282e-06,1.3393890451143594e-06,2.019888888607738e-08,0.0
-min_window_tfd,5,13.03,8.96,14.9,7.9097,3.761155391609464,4.1485446083905355,4.1485446083905355
-distortion_measure,5,13.03,8.96,14.9,9.63138911296788e-07,8.306401151818144e-07,1.3249879611497358e-07,1.3249879611497358e-07
-min_window_tfd,6,15.45,11.1,6.67,0.6643,0.1959566930201161,0.4683433069798839,0.4683433069798839
-distortion_measure,6,15.45,11.1,6.67,1.4880971357541338e-06,1.7773709607813157e-06,2.8927382502718187e-07,0.0
-min_window_tfd,7,14.25,13.56,5.6,1.0671,-1.1149899554026206,2.1820899554026205,2.1820899554026205
-distortion_measure,7,14.25,13.56,5.6,2.032056916936541e-06,1.9288526841264355e-06,1.0320423281010551e-07,1.0320423281010551e-07
-min_window_tfd,8,5.22,14.05,8.76,26.3489,26.11647362951641,0.23242637048359072,0.23242637048359072
-distortion_measure,8,5.22,14.05,8.76,8.817306406982899e-07,1.224919385424492e-06,3.431887447262022e-07,0.0
-min_window_tfd,9,12.69,4.24,7.49,5.8951,9.770129437139984,3.8750294371399834,0.0
-distortion_measure,9,12.69,4.24,7.49,2.0451933426927164e-06,1.6830195794726315e-06,3.621737632200849e-07,3.621737632200849e-07
-min_window_tfd,10,7.82,9.84,14.42,48.1235,49.51378520125763,1.3902852012576332,0.0
-distortion_measure,10,7.82,9.84,14.42,8.023726186102427e-07,1.1483820048968906e-06,3.460093862866479e-07,0.0
-min_window_tfd,11,5.72,11.78,13.37,50.6261,41.638082367720926,8.988017632279075,8.988017632279075
-distortion_measure,11,5.72,11.78,13.37,8.43984038342576e-07,8.466595886105136e-07,2.6755502679376167e-09,0.0
-min_window_tfd,12,10.54,4.85,8.21,12.5924,9.86003633234077,2.7323636676592304,2.7323636676592304
-distortion_measure,12,10.54,4.85,8.21,1.7103908978735223e-06,1.7205557602201529e-06,1.0164862346630593e-08,0.0
-min_window_tfd,13,7.07,15.26,4.16,27.8159,33.7323795613481,5.916479561348098,0.0
-distortion_measure,13,7.07,15.26,4.16,2.0595215603468615e-06,1.3312343032866392e-06,7.282872570602223e-07,7.282872570602223e-07
-min_window_tfd,14,11.94,14.8,15.93,25.1018,21.70383301093934,3.3979669890606594,3.3979669890606594
-distortion_measure,14,11.94,14.8,15.93,6.38895386210355e-07,8.262912289575312e-07,1.8739584274717618e-07,0.0
-min_window_tfd,15,9.81,12.65,4.96,11.0271,-6.680332694108429,17.70743269410843,17.70743269410843
-distortion_measure,15,9.81,12.65,4.96,2.055977742167831e-06,2.022357771939917e-06,3.361997022791391e-08,3.361997022791391e-08

Code/data/width_optimization/analysis_tfd100_k_sensitivity/regenerated_oof/local_oof_errors_rbf_3W_B34_it0_with_composites.csv

-output,sample_index,x1,x2,x3,y_true,y_pred_oof,abs_error_oof,positive_underprediction_oof
-exymax_tw1,0,8.93,10.69,11.92,0.0300764,0.02659492854553,0.0034814714544699,0.0034814714544699
-exymax_tw1,1,14.65,7.11,11.38,0.0055782,0.0105313063276452,0.0049531063276452,0.0
-exymax_tw1,2,6.29,6.52,9.56,0.0456976,0.0601824172511439,0.0144848172511439,0.0
-exymax_tw1,3,4.58,8.02,12.59,0.1001293,0.0710141369107306,0.0291151630892693,0.0291151630892693
-exymax_tw1,4,10.95,6.12,10.09,0.0153468,0.0113164935361647,0.0040303064638352,0.0040303064638352
-exymax_tw1,5,13.03,8.96,14.9,0.0128897,0.0022038197806511,0.0106858802193488,0.0106858802193488
-exymax_tw1,6,15.45,11.1,6.67,0.0018112,-7.125855220929136e-05,0.0018824585522092,0.0018824585522092
-exymax_tw1,7,14.25,13.56,5.6,0.0018189,0.0036262916074197,0.0018073916074197,0.0
-exymax_tw1,8,5.22,14.05,8.76,0.0823355,0.0661316663567252,0.0162038336432747,0.0162038336432747
-exymax_tw1,9,12.69,4.24,7.49,0.0078472,0.0092988501769828,0.0014516501769828,0.0
-exymax_tw1,10,7.82,9.84,14.42,0.0406728,0.0543428591650595,0.0136700591650595,0.0
-exymax_tw1,11,5.72,11.78,13.37,0.0817119,0.0819174784788673,0.0002055784788673,0.0
-exymax_tw1,12,10.54,4.85,8.21,0.0146728,0.0124883433568365,0.0021844566431634,0.0021844566431634
-exymax_tw1,13,7.07,15.26,4.16,0.022831,0.0470254641606722,0.0241944641606722,0.0
-exymax_tw1,14,11.94,14.8,15.93,0.0246182,0.0195261731558673,0.0050920268441326,0.0050920268441326
-exymax_tw1,15,9.81,12.65,4.96,0.0098081,0.0100310409952062,0.0002229409952062,0.0
-exymax_tw2,0,8.93,10.69,11.92,0.0382345,0.0298531693503132,0.0083813306496867,0.0083813306496867
-exymax_tw2,1,14.65,7.11,11.38,0.0762335,0.0692376310250598,0.0069958689749401,0.0069958689749401
-exymax_tw2,2,6.29,6.52,9.56,0.0687318,0.0774372236574151,0.0087054236574151,0.0
-exymax_tw2,3,4.58,8.02,12.59,0.0733091,0.0582651139688394,0.0150439860311605,0.0150439860311605
-exymax_tw2,4,10.95,6.12,10.09,0.0804918,0.0824996308232374,0.0020078308232374,0.0
-exymax_tw2,5,13.03,8.96,14.9,0.0629427,0.0598252968328258,0.0031174031671741,0.0031174031671741
-exymax_tw2,6,15.45,11.1,6.67,0.0258942,0.04460464811261,0.01871044811261,0.0
-exymax_tw2,7,14.25,13.56,5.6,0.0244975,0.0155329865511539,0.008964513448846,0.008964513448846
-exymax_tw2,8,5.22,14.05,8.76,0.0200708,0.0209771269843032,0.0009063269843032,0.0
-exymax_tw2,9,12.69,4.24,7.49,0.1121302,0.1027978254816139,0.009332374518386,0.009332374518386
-exymax_tw2,10,7.82,9.84,14.42,0.0456274,0.0543112423846925,0.0086838423846925,0.0
-exymax_tw2,11,5.72,11.78,13.37,0.03751,0.0411844585311791,0.0036744585311791,0.0
-exymax_tw2,12,10.54,4.85,8.21,0.0948819,0.0948528633148161,2.903668518382252e-05,2.903668518382252e-05
-exymax_tw2,13,7.07,15.26,4.16,0.0200336,0.0326478830741547,0.0126142830741547,0.0
-exymax_tw2,14,11.94,14.8,15.93,0.0585452,0.0253674682281974,0.0331777317718025,0.0331777317718025
-exymax_tw2,15,9.81,12.65,4.96,0.0242279,0.0198537979684659,0.004374102031534,0.004374102031534
-exymax_tw3,0,8.93,10.69,11.92,0.0411367,0.0372459228694559,0.003890777130544,0.003890777130544
-exymax_tw3,1,14.65,7.11,11.38,0.0422645,0.0506762714043744,0.0084117714043744,0.0
-exymax_tw3,2,6.29,6.52,9.56,0.0453606,0.0444946003041204,0.0008659996958795,0.0008659996958795
-exymax_tw3,3,4.58,8.02,12.59,0.0281703,0.0285415698538242,0.0003712698538242,0.0
-exymax_tw3,4,10.95,6.12,10.09,0.0491583,0.0474686288712498,0.0016896711287501,0.0016896711287501
-exymax_tw3,5,13.03,8.96,14.9,0.0299352,0.0209171547498954,0.0090180452501045,0.0090180452501045
-exymax_tw3,6,15.45,11.1,6.67,0.1242548,0.1253239261504721,0.0010691261504721,0.0
-exymax_tw3,7,14.25,13.56,5.6,0.1719441,0.1669450693626779,0.004999030637322,0.004999030637322
-exymax_tw3,8,5.22,14.05,8.76,0.0528458,0.0754111898066745,0.0225653898066744,0.0
-exymax_tw3,9,12.69,4.24,7.49,0.0833631,0.0750013092431064,0.0083617907568935,0.0083617907568935
-exymax_tw3,10,7.82,9.84,14.42,0.0278009,0.0358358669141575,0.0080349669141575,0.0
-exymax_tw3,11,5.72,11.78,13.37,0.0294146,0.0190258461049756,0.0103887538950243,0.0103887538950243
-exymax_tw3,12,10.54,4.85,8.21,0.069075,0.0703595651812998,0.0012845651812998,0.0
-exymax_tw3,13,7.07,15.26,4.16,0.1829432,0.1421712112549197,0.0407719887450802,0.0407719887450802
-exymax_tw3,14,11.94,14.8,15.93,0.0292621,0.0524419511998435,0.0231798511998435,0.0
-exymax_tw3,15,9.81,12.65,4.96,0.1771025,0.1672344187481016,0.0098680812518983,0.0098680812518983
-tfmmax_tw1,0,8.93,10.69,11.92,60.2223,52.70811323707596,7.514186762924034,7.514186762924034
-tfmmax_tw1,1,14.65,7.11,11.38,5.2262,5.298560097628979,0.0723600976289784,0.0
-tfmmax_tw1,2,6.29,6.52,9.56,91.383,118.49775658405474,27.114756584054746,0.0
-tfmmax_tw1,3,4.58,8.02,12.59,200.3137,149.2715618652462,51.0421381347538,51.0421381347538
-tfmmax_tw1,4,10.95,6.12,10.09,18.4505,17.71118622981976,0.7393137701802424,0.7393137701802424
-tfmmax_tw1,5,13.03,8.96,14.9,14.4752,4.326219037075134,10.148980962924863,10.148980962924863
-tfmmax_tw1,6,15.45,11.1,6.67,1.0483,-0.6367922717050902,1.6850922717050902,1.6850922717050902
-tfmmax_tw1,7,14.25,13.56,5.6,0.8163,-0.4796186709420453,1.2959186709420454,1.2959186709420454
-tfmmax_tw1,8,5.22,14.05,8.76,167.3135,126.37282294831375,40.94067705168624,40.94067705168624
-tfmmax_tw1,9,12.69,4.24,7.49,9.0268,16.0415152090809,7.014715209080899,0.0
-tfmmax_tw1,10,7.82,9.84,14.42,88.2524,104.41789868107148,16.165498681071497,0.0
-tfmmax_tw1,11,5.72,11.78,13.37,164.9613,174.4952200070536,9.53392000705361,0.0
-tfmmax_tw1,12,10.54,4.85,8.21,18.087,14.035114096087284,4.051885903912716,4.051885903912716
-tfmmax_tw1,13,7.07,15.26,4.16,40.6132,89.74047897437504,49.12727897437504,0.0
-tfmmax_tw1,14,11.94,14.8,15.93,42.4084,34.59463586073768,7.813764139262318,7.813764139262318
-tfmmax_tw1,15,9.81,12.65,4.96,13.1861,-8.793883618219581,21.97998361821958,21.97998361821958
-tfmmax_tw2,0,8.93,10.69,11.92,72.8627,67.92381671906043,4.938883280939578,4.938883280939578
-tfmmax_tw2,1,14.65,7.11,11.38,140.1637,139.37575084591072,0.78794915408929,0.78794915408929
-tfmmax_tw2,2,6.29,6.52,9.56,145.0081,139.39868123003225,5.6094187699677605,5.6094187699677605
-tfmmax_tw2,3,4.58,8.02,12.59,124.4333,123.04484348467912,1.3884565153208683,1.3884565153208683
-tfmmax_tw2,4,10.95,6.12,10.09,160.4279,157.9238321096626,2.5040678903373816,2.5040678903373816
-tfmmax_tw2,5,13.03,8.96,14.9,117.4921,118.25913542676392,0.7670354267639254,0.0
-tfmmax_tw2,6,15.45,11.1,6.67,54.4047,76.91186150444992,22.50716150444992,0.0
-tfmmax_tw2,7,14.25,13.56,5.6,47.323,25.151084244706908,22.17191575529309,22.17191575529309
-tfmmax_tw2,8,5.22,14.05,8.76,32.8734,35.39580600441649,2.522406004416496,0.0
-tfmmax_tw2,9,12.69,4.24,7.49,227.631,214.6318070948737,12.999192905126309,12.999192905126309
-tfmmax_tw2,10,7.82,9.84,14.42,97.9154,98.12304343572896,0.2076434357289542,0.0
-tfmmax_tw2,11,5.72,11.78,13.37,67.0263,66.27671774119952,0.749582258800487,0.749582258800487
-tfmmax_tw2,12,10.54,4.85,8.21,194.0625,199.17803382482373,5.1155338248237285,0.0
-tfmmax_tw2,13,7.07,15.26,4.16,37.3301,42.76364007036307,5.433540070363065,0.0
-tfmmax_tw2,14,11.94,14.8,15.93,87.8423,60.74305467277145,27.099245327228545,27.099245327228545
-tfmmax_tw2,15,9.81,12.65,4.96,46.0884,49.69728035802743,3.6088803580274273,0.0
-tfmmax_tw3,0,8.93,10.69,11.92,75.235,79.60019383285089,4.365193832850892,0.0
-tfmmax_tw3,1,14.65,7.11,11.38,77.0429,86.94100176115558,9.898101761155573,0.0
-tfmmax_tw3,2,6.29,6.52,9.56,87.44,79.43868749255853,8.001312507441469,8.001312507441469
-tfmmax_tw3,3,4.58,8.02,12.59,48.8154,59.11887998483599,10.303479984835988,0.0
-tfmmax_tw3,4,10.95,6.12,10.09,88.775,84.23958165119271,4.535418348807298,4.535418348807298
-tfmmax_tw3,5,13.03,8.96,14.9,54.9076,50.48385640495326,4.423743595046744,4.423743595046744
-tfmmax_tw3,6,15.45,11.1,6.67,193.3375,187.6892649502365,5.648235049763485,5.648235049763485
-tfmmax_tw3,7,14.25,13.56,5.6,253.1506,252.7412706649916,0.4093293350084082,0.4093293350084082
-tfmmax_tw3,8,5.22,14.05,8.76,103.9524,147.01484687685115,43.06244687685116,0.0
-tfmmax_tw3,9,12.69,4.24,7.49,120.0323,110.9372383157745,9.095061684225511,9.095061684225511
-tfmmax_tw3,10,7.82,9.84,14.42,53.6332,58.4977373707934,4.8645373707934,0.0
-tfmmax_tw3,11,5.72,11.78,13.37,55.0584,39.9298118674983,15.128588132501696,15.128588132501696
-tfmmax_tw3,12,10.54,4.85,8.21,110.4195,113.39871525119996,2.9792152511999745,0.0
-tfmmax_tw3,13,7.07,15.26,4.16,284.6548,220.8021883547956,63.85261164520446,63.85261164520446
-tfmmax_tw3,14,11.94,14.8,15.93,64.2884,80.54369831684903,16.255298316849036,0.0
-tfmmax_tw3,15,9.81,12.65,4.96,263.3107,273.1332483337436,9.822548333743612,0.0
-tfmmax_frame,0,8.93,10.69,11.92,67.7267,68.48806694681167,0.7613669468116768,0.0
-tfmmax_frame,1,14.65,7.11,11.38,70.961,73.55929751831422,2.598297518314226,0.0
-tfmmax_frame,2,6.29,6.52,9.56,58.5602,60.74999784956253,2.189797849562531,0.0
-tfmmax_frame,3,4.58,8.02,12.59,51.4282,49.75305482509815,1.67514517490185,1.67514517490185
-tfmmax_frame,4,10.95,6.12,10.09,69.1554,63.52290739080763,5.632492609192369,5.632492609192369
-tfmmax_frame,5,13.03,8.96,14.9,71.8219,68.04226925457942,3.779630745420576,3.779630745420576
-tfmmax_frame,6,15.45,11.1,6.67,102.1931,97.4313861514404,4.761713848559609,4.761713848559609
-tfmmax_frame,7,14.25,13.56,5.6,114.4571,118.58348177413724,4.126381774137229,0.0
-tfmmax_frame,8,5.22,14.05,8.76,70.3458,71.22594124301804,0.8801412430180449,0.0
-tfmmax_frame,9,12.69,4.24,7.49,67.6932,67.41522929758355,0.2779707024164537,0.2779707024164537
-tfmmax_frame,10,7.82,9.84,14.42,59.26,60.57327518863406,1.3132751886340586,0.0
-tfmmax_frame,11,5.72,11.78,13.37,52.032,51.1295798813278,0.9024201186721968,0.9024201186721968
-tfmmax_frame,12,10.54,4.85,8.21,67.1494,67.47673718658916,0.3273371865891619,0.0
-tfmmax_frame,13,7.07,15.26,4.16,113.7973,109.23851289066728,4.558787109332741,4.558787109332741
-tfmmax_frame,14,11.94,14.8,15.93,66.8746,61.85817032361682,5.016429676383183,5.016429676383183
-tfmmax_frame,15,9.81,12.65,4.96,113.2492,112.77925619445352,0.4699438055464782,0.4699438055464782
-min_window_tfd,0,8.93,10.69,11.92,60.2223,52.70811323707596,7.514186762924034,7.514186762924034
-distortion_measure,0,8.93,10.69,11.92,1.1051954605669141e-06,8.119576498502235e-07,2.932378107166906e-07,2.932378107166906e-07
-min_window_tfd,1,14.65,7.11,11.38,5.2262,5.298560097628979,0.07236009762897844,0.0
-distortion_measure,1,14.65,7.11,11.38,1.5824008522398238e-06,1.636973092134903e-06,5.4572239895079264e-08,0.0
-min_window_tfd,2,6.29,6.52,9.56,87.44,79.43868749255853,8.001312507441469,8.001312507441469
-distortion_measure,2,6.29,6.52,9.56,1.6232177882883765e-06,2.0754741764149036e-06,4.522563881265271e-07,0.0
-min_window_tfd,3,4.58,8.02,12.59,48.8154,59.11887998483599,10.303479984835995,0.0
-distortion_measure,3,4.58,8.02,12.59,2.572102419255249e-06,1.5646205839728754e-06,1.0074818352823736e-06,1.0074818352823736e-06
-min_window_tfd,4,10.95,6.12,10.09,18.4505,17.71118622981976,0.7393137701802424,0.7393137701802424
-distortion_measure,4,10.95,6.12,10.09,1.691616041726687e-06,1.6737236235468949e-06,1.789241817979216e-08,1.789241817979216e-08
-min_window_tfd,5,13.03,8.96,14.9,14.4752,4.326219037075134,10.148980962924865,10.148980962924865
-distortion_measure,5,13.03,8.96,14.9,1.307207109607999e-06,9.983107706197564e-07,3.0889633898824263e-07,3.0889633898824263e-07
-min_window_tfd,6,15.45,11.1,6.67,1.0483,-0.6367922717050902,1.6850922717050902,1.6850922717050902
-distortion_measure,6,15.45,11.1,6.67,2.667841483644286e-06,3.092840471717073e-06,4.249989880727871e-07,0.0
-min_window_tfd,7,14.25,13.56,5.6,0.8163,-0.4796186709420453,1.2959186709420454,1.2959186709420454
-distortion_measure,7,14.25,13.56,5.6,4.187949251233266e-06,3.836443519985437e-06,3.5150573124782964e-07,3.5150573124782964e-07
-min_window_tfd,8,5.22,14.05,8.76,32.8734,35.39580600441649,2.5224060044164958,0.0
-distortion_measure,8,5.22,14.05,8.76,1.662562635883975e-06,1.9557092077551365e-06,2.9314657187116137e-07,0.0
-min_window_tfd,9,12.69,4.24,7.49,9.0268,16.0415152090809,7.014715209080899,0.0
-distortion_measure,9,12.69,4.24,7.49,2.666428428843181e-06,2.213844759902232e-06,4.5258366894094874e-07,4.5258366894094874e-07
-min_window_tfd,10,7.82,9.84,14.42,53.6332,58.4977373707934,4.8645373707934,0.0
-distortion_measure,10,7.82,9.84,14.42,1.1431366721851575e-06,1.8099507158377087e-06,6.668140436525511e-07,0.0
-min_window_tfd,11,5.72,11.78,13.37,55.0584,39.9298118674983,15.128588132501697,15.128588132501697
-distortion_measure,11,5.72,11.78,13.37,1.7124993978604622e-06,1.645307336838266e-06,6.719206102219615e-08,6.719206102219615e-08
-min_window_tfd,12,10.54,4.85,8.21,18.087,14.035114096087284,4.051885903912716,4.051885903912716
-distortion_measure,12,10.54,4.85,8.21,2.1435573065354993e-06,2.1617651203871236e-06,1.8207813851624246e-08,0.0
-min_window_tfd,13,7.07,15.26,4.16,37.3301,42.76364007036307,5.433540070363065,0.0
-distortion_measure,13,7.07,15.26,4.16,3.5984831943678306e-06,2.853810035860249e-06,7.446731585075816e-07,7.446731585075816e-07
-min_window_tfd,14,11.94,14.8,15.93,42.4084,34.59463586073768,7.813764139262318,7.813764139262318
-distortion_measure,14,11.94,14.8,15.93,1.8460236331861281e-06,1.420239716282763e-06,4.257839169033652e-07,4.257839169033652e-07
-min_window_tfd,15,9.81,12.65,4.96,13.1861,-8.793883618219581,21.97998361821958,21.97998361821958
-distortion_measure,15,9.81,12.65,4.96,3.9529964646231596e-06,3.4857363076807113e-06,4.672601569424483e-07,4.672601569424483e-07

Code/data/width_optimization/analysis_tfd100_k_sensitivity/regenerated_oof/local_oof_errors_rbf_5W_B34_it0_with_composites.csv

-output,sample_index,x1,x2,x3,x4,x5,y_true,y_pred_oof,abs_error_oof,positive_underprediction_oof
-exymax_tw1,0,12.17,12.65,8.1,6.7,9.6,0.0051405,0.0049383758122143,0.0002021241877856,0.0002021241877856
-exymax_tw1,1,6.68,10.4,9.11,12.56,9.08,0.0426966,0.0462022605715629,0.0035056605715629,0.0
-exymax_tw1,2,9.13,7.6,6.67,8.31,6.48,0.0159145,0.0145138198508544,0.0014006801491455,0.0014006801491455
-exymax_tw1,3,5.49,8.73,13.49,10.63,12.22,0.0666841,0.06525114210303,0.0014329578969699,0.0014329578969699
-exymax_tw1,4,11.4,13.69,13.65,10.22,6.22,0.0107562,0.0191944449513897,0.0084382449513897,0.0
-exymax_tw1,5,9.62,4.46,8.56,10.02,8.11,0.0172362,0.0156066664921145,0.0016295335078854,0.0016295335078854
-exymax_tw1,6,13.73,7.17,7.87,12.41,10.49,0.0032285,0.0015174363096459,0.001711063690354,0.001711063690354
-exymax_tw1,7,9.28,10.72,6.11,13.28,6.84,0.0140274,0.013647351354647,0.0003800486453529,0.0003800486453529
-exymax_tw1,8,9.36,6.61,12.98,11.24,8.26,0.021693,0.020984010588544,0.0007089894114559,0.0007089894114559
-exymax_tw1,9,11.68,9.57,5.19,13.46,5.52,0.0040236,0.0019399901794342,0.0020836098205657,0.0020836098205657
-exymax_tw1,10,4.11,5.17,10.29,12.27,4.49,0.0990192,0.0864269748825794,0.0125922251174205,0.0125922251174205
-exymax_tw1,11,11.34,11.53,7.19,5.5,9.21,0.0058815,0.0041449089024148,0.0017365910975851,0.0017365910975851
-exymax_tw1,12,11.06,10.12,8.76,9.88,12.57,0.0113653,0.0078385712253329,0.003526728774667,0.003526728774667
-exymax_tw1,13,6.45,11.45,8.24,4.4,13.03,0.0363857,0.0403954324087543,0.0040097324087543,0.0
-exymax_tw1,14,4.31,7.77,4.22,8.94,9.65,0.0626646,0.0705317890387219,0.0078671890387219,0.0
-exymax_tw1,15,13.64,12.29,7.36,4.83,4.9,0.0015833999999999,0.0028423172282098,0.0012589172282098,0.0
-exymax_tw1,16,12.59,5.88,8.44,6.15,12.41,0.0049016,0.0051471039284315,0.0002455039284315,0.0
-exymax_tw1,17,9.84,13.34,9.73,11.67,11.44,0.0189148,0.0178997122208392,0.0010150877791607,0.0010150877791607
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-tfmmax_tw4,17,9.84,13.34,9.73,11.67,11.44,59.3329,57.25642112440058,2.0764788755994203,2.0764788755994203
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-tfmmax_tw4,21,9.75,9.69,11.8,6.25,4.64,121.3384,118.9855746272372,2.352825372762794,2.352825372762794
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-distortion_measure,42,12.04,10.65,13.78,7.84,6.14,1.2076705988799732e-06,1.376225072676217e-06,1.6855447379624388e-07,0.0
-min_window_tfd,43,4.54,12.95,11.5,12.77,6.56,27.895300000000002,34.09050958588947,6.195209585889469,0.0
-distortion_measure,43,4.54,12.95,11.5,12.77,6.56,2.344963159386372e-06,1.8227003874954486e-06,5.222627718909232e-07,5.222627718909232e-07
-min_window_tfd,44,7.1,12.08,9.92,4.65,5.22,22.1105,19.44323257901404,2.667267420985958,2.667267420985958
-distortion_measure,44,7.1,12.08,9.92,4.65,5.22,1.5505937337216175e-06,1.5994730469164748e-06,4.887931319485728e-08,0.0
-min_window_tfd,45,11.96,5.37,13.22,13.67,7.45,10.8436,12.236935977586976,1.3933359775869754,0.0
-distortion_measure,45,11.96,5.37,13.22,13.67,7.45,1.4367553673371589e-06,1.4292972642308527e-06,7.458103106306118e-09,7.458103106306118e-09
-min_window_tfd,46,7.15,11.06,9.18,7.62,7.96,36.8421,28.063025095101846,8.779074904898156,8.779074904898156
-distortion_measure,46,7.15,11.06,9.18,7.62,7.96,1.5180878159544694e-06,1.4639789139589863e-06,5.410890199548313e-08,5.410890199548313e-08
-min_window_tfd,47,13.22,9.26,7.03,11.6,5.27,1.965,0.0036123719946772326,1.9613876280053228,1.9613876280053228
-distortion_measure,47,13.22,9.26,7.03,11.6,5.27,1.4655828759095578e-06,1.8109966735486885e-06,3.454137976391307e-07,0.0
-min_window_tfd,48,4.71,6.75,9.6,4.04,8.75,43.2142,45.353341789374916,2.139141789374918,0.0
-distortion_measure,48,4.71,6.75,9.6,4.04,8.75,2.6638881890715165e-06,2.0267463907718185e-06,6.371417982996981e-07,6.371417982996981e-07
-min_window_tfd,49,7.69,8.51,7.51,12.94,10.05,43.8939,43.66833383834256,0.22556616165744003,0.22556616165744003
-distortion_measure,49,7.69,8.51,7.51,12.94,10.05,1.8494472802026285e-06,2.0679410041354853e-06,2.1849372393285676e-07,0.0
-min_window_tfd,50,6.65,4.87,12.23,6.53,11.29,27.6944,31.063891865598027,3.3694918655980253,0.0
-distortion_measure,50,6.65,4.87,12.23,6.53,11.29,2.2658012521731855e-06,2.43274768234273e-06,1.6694643016954435e-07,0.0
-min_window_tfd,51,13.38,7.57,12.84,11.05,12.6,5.2242,4.401985655463533,0.8222143445364667,0.8222143445364667
-distortion_measure,51,13.38,7.57,12.84,11.05,12.6,1.0913220858993703e-06,9.649193874559479e-07,1.264026984434224e-07,1.264026984434224e-07
-min_window_tfd,52,7.44,4.16,5.25,5.37,6.67,36.0987,43.333672689575906,7.234972689575905,0.0
-distortion_measure,52,7.44,4.16,5.25,5.37,6.67,2.6144920252282287e-06,2.558084301131292e-06,5.640772409693664e-08,5.640772409693664e-08
-min_window_tfd,53,6.08,7.07,5.49,8.55,11.09,31.2024,30.005246488875247,1.1971535111247533,1.1971535111247533
-distortion_measure,53,6.08,7.07,5.49,8.55,11.09,2.343321548177421e-06,2.538858682872498e-06,1.9553713469507682e-07,0.0
-min_window_tfd,54,10.35,4.06,4.85,4.53,4.18,7.4437,-4.693074218401914,12.136774218401914,12.136774218401914
-distortion_measure,54,10.35,4.06,4.85,4.53,4.18,2.5395551582461088e-06,2.8892737635369522e-06,3.4971860529084343e-07,0.0
-min_window_tfd,55,5.39,5.5,11.5,9.11,5.01,50.1775,46.03935391120831,4.138146088791693,4.138146088791693
-distortion_measure,55,5.39,5.5,11.5,9.11,5.01,2.5322060338590623e-06,2.750382307034871e-06,2.1817627317580856e-07,0.0
-min_window_tfd,56,7.87,5.76,10.57,8.8,6.98,47.37789999999999,50.167743789745145,2.789843789745156,0.0
-distortion_measure,56,7.87,5.76,10.57,8.8,6.98,1.9385952938445767e-06,1.983726325202588e-06,4.513103135801141e-08,0.0
-min_window_tfd,57,13.87,8.63,6.51,7.32,13.58,0.9296000000000001,2.56294115273613,1.6333411527361297,0.0
-distortion_measure,57,13.87,8.63,6.51,7.32,13.58,1.7961221585964566e-06,2.137857020226429e-06,3.417348616299725e-07,0.0
-min_window_tfd,58,13.07,5.02,10.16,13.08,8.38,6.9831,2.977249023527596,4.005850976472404,4.005850976472404
-distortion_measure,58,13.07,5.02,10.16,13.08,8.38,2.0840520946687276e-06,1.7818343581264867e-06,3.0221773654224086e-07,3.0221773654224086e-07
-min_window_tfd,59,5.21,7.91,10.48,12.7,7.38,36.132,34.21304028211026,1.9189597178897344,1.9189597178897344
-distortion_measure,59,5.21,7.91,10.48,12.7,7.38,2.407889226044362e-06,2.5166836100486722e-06,1.0879438400431021e-07,0.0
-min_window_tfd,60,8.34,6.07,6.95,5.87,10.65,30.5254,32.47498740811594,1.949587408115942,0.0
-distortion_measure,60,8.34,6.07,6.95,5.87,10.65,2.116111650441387e-06,2.261218134776382e-06,1.4510648433499508e-07,0.0
-min_window_tfd,61,10.08,13.19,12.66,9.43,12.79,26.1491,26.443209382799676,0.29410938279967525,0.0
-distortion_measure,61,10.08,13.19,12.66,9.43,12.79,1.116844475087165e-06,1.126431788617204e-06,9.587313530039035e-09,0.0
-min_window_tfd,62,8.96,4.52,5.58,6.91,9.82,20.7581,17.806683302796653,2.9514166972033458,2.9514166972033458
-distortion_measure,62,8.96,4.52,5.58,6.91,9.82,2.651634580793864e-06,2.717670505907142e-06,6.603592511327802e-08,0.0
-min_window_tfd,63,5.68,13.91,12.58,11.42,5.93,23.6621,21.282540454200443,2.3795595457995553,2.3795595457995553
-distortion_measure,63,5.68,13.91,12.58,11.42,5.93,1.5284305696809485e-06,2.1902219448966434e-06,6.617913752156949e-07,0.0

Code/reports/width_optimization/de_robustness_study/stage1/ml_3W_B34_H45_it0_B0_runs.csv

-case,stage,config,seed,run_idx,fun,physical_objective,nit,nfev,success,time_s,final_population_energy_std,settings_json,tw1,tw2,tw3
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Code/reports/width_optimization/de_robustness_study/stage1/ml_3W_B34_H45_it0_CTB50_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/ml_3W_B34_H45_it0_I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/ml_3W_B34_H45_it0_P50I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/ml_3W_B34_H45_it0_P50_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/ml_3W_B34_H45_it0_RAND50_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/ml_3W_B34_H45_it1_B0_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/ml_3W_B34_H45_it1_I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/ml_3W_B34_H45_it1_P50I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/ml_3W_B34_H45_it1_P50_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/rbf_3W_B34_H45_it0_B0_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/rbf_3W_B34_H45_it0_I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/rbf_3W_B34_H45_it0_P50I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/rbf_3W_B34_H45_it0_P50_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/rbf_3W_B34_H45_it1_B0_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/rbf_3W_B34_H45_it1_CTB50_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/rbf_3W_B34_H45_it1_I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/rbf_3W_B34_H45_it1_P50I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/rbf_3W_B34_H45_it1_P50_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage1/rbf_3W_B34_H45_it1_RAND50_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage2/ml_3W_B29_H45_it0_B0_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage2/ml_3W_B29_H45_it0_I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage2/ml_3W_B29_H45_it0_P50I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage2/ml_3W_B29_H45_it0_P50_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage2/ml_5W_B34_H60_it0_B0_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage2/ml_5W_B34_H60_it0_I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage2/ml_5W_B34_H60_it0_P50I1000_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage2/ml_5W_B34_H60_it0_P50_runs.csv

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Code/reports/width_optimization/de_robustness_study/stage2/ml_5W_B34_H60_it0_RAND50_runs.csv

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Code/reports/width_optimization/de_robustness_study/summaries/study_manifest.csv

@@ -4,7 +4,7 @@ performance_rel_tol,0.001
 gate,0.8
 constraint_tol,0.001
 scipy_version,1.17.1
-git_head,ad8a49d0d700b440ab997831d332f9cb01ee79e2
-de_utils_dirty,True
+git_head,45fdebdd65be7e6b1ae3c863abacb562c7953abe
+de_utils_dirty,False
 seeds,"[42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71]"
-configs,"{""RAND50"": {""popsize"": 50, ""maxiter"": 1000, ""strategy"": ""rand1bin""}, ""CTB50"": {""popsize"": 50, ""maxiter"": 1000, ""strategy"": ""currenttobest1bin""}}"
+configs,"{""B0"": {}}"

Code/reports/width_optimization/de_robustness_study/summaries/table_A_stage1.csv

@@ -15,7 +15,8 @@ rbf_3W_B34_H45_it1,1,B0,30,3,25,500,best1bin,75,37575,82.32005826121713,82.32006
 rbf_3W_B34_H45_it1,1,P50,30,3,50,500,best1bin,150,75150,82.32006189194817,82.32006640289819,5.479769657318971e-08,69.167686482313,82.32005052129716,78.8127556365526,5.915622563349344,9.86427610761325,0.1597712040948018,0.7333333333333333,22,0.7333333333333333,2,1.0,7170.0,219015.0,39.73500551849429,1168.9243167730456
 rbf_3W_B34_H45_it1,1,I1000,30,3,25,1000,best1bin,75,75075,82.32005826121713,82.32006640289819,9.890275142146252e-08,69.1676762454681,82.32004516316147,78.37434019273012,6.130204950138267,13.15235790520319,0.1597712913906599,0.7,21,0.7,2,1.0,3653.0,110027.0,15.726155562500937,476.3656862730277
 rbf_3W_B34_H45_it1,1,P50I1000,30,3,50,1000,best1bin,150,150150,82.32006189194817,82.32006640289819,5.479769657318971e-08,69.167686482313,82.32005052129716,78.8127556365526,5.915622563349344,9.86427610761325,0.1597712040948018,0.7333333333333333,22,0.7333333333333333,2,1.0,7170.0,219015.0,33.996447442506906,1018.7941780198598
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Code/reports/width_optimization/de_robustness_study/summaries/table_B_stage2.csv

 case,stage,config,n_runs,d,popsize,maxiter,strategy,n_population,max_theoretical_nfev,best_objective,best_overall_objective,best_relative_loss_vs_overall,worst_objective,median_objective,mean_objective,std_objective,iqr_objective,relative_spread_vs_best,R_perf,n_performance_equivalent,geometry_reproducibility,geometry_n_basins,termination_rate,median_nfev,total_nfev,median_time_s,total_time_s,stage1_reference_value,stage1_preservation_tolerance,stage1_reference_source
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Code/reports/width_optimization/de_robustness_study/summaries/table_C_stage2_feasibility_audit.csv

-case,config,seed,min_window_tfd,distortion_measure,stage1_slack,max_constraint_violation,preservation_ok
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-ml_5W_B34_H60_it0,P50,47,78.4600893671407,2.119448750981864e-06,0.0009513671407006541,0.0,True
-ml_5W_B34_H60_it0,P50,48,78.45967452351144,2.172120377002418e-06,0.0005365235114425104,0.0,True
-ml_5W_B34_H60_it0,P50,49,78.46002222530217,2.1721270771056998e-06,0.000884225302172581,0.0,True
-ml_5W_B34_H60_it0,P50,50,78.45993666863045,2.1194465835949925e-06,0.0007986686304519708,0.0,True
-ml_5W_B34_H60_it0,P50,51,78.45959123772582,2.1194422658407377e-06,0.00045323772582150923,0.0,True
-ml_5W_B34_H60_it0,P50,52,78.45945222337723,2.1388078809138774e-06,0.00031422337723086,0.0,True
-ml_5W_B34_H60_it0,P50,53,78.45984195451265,2.1194440970029063e-06,0.0007039545126588109,0.0,True
-ml_5W_B34_H60_it0,P50,54,78.45995133425203,2.1194449389592836e-06,0.0008133342520295628,0.0,True
-ml_5W_B34_H60_it0,P50,55,78.45991809376567,2.1194460514297806e-06,0.000780093765669676,0.0,True
-ml_5W_B34_H60_it0,P50,56,78.45988260914486,2.1194464396129363e-06,0.0007446091448599645,0.0,True
-ml_5W_B34_H60_it0,P50,57,78.45999589070492,2.1194476242146788e-06,0.0008578907049212603,0.0,True
-ml_5W_B34_H60_it0,P50,58,78.4601201804106,2.1194464352787505e-06,0.0009821804106024956,0.0,True
-ml_5W_B34_H60_it0,P50,59,78.4601192016186,2.119443884598512e-06,0.0009812016186003802,0.0,True
-ml_5W_B34_H60_it0,P50,60,78.46013140589105,2.119449266404139e-06,0.0009934058910516796,0.0,True
-ml_5W_B34_H60_it0,P50,61,78.45929668441593,2.172130717593757e-06,0.00015868441593624993,0.0,True
-ml_5W_B34_H60_it0,P50,62,78.45978802104172,2.119446118327678e-06,0.0006500210417215158,0.0,True
-ml_5W_B34_H60_it0,P50,63,78.4601352666953,2.1194443217694093e-06,0.0009972666953075304,0.0,True
-ml_5W_B34_H60_it0,P50,64,78.45994031119254,2.11944654113355e-06,0.0008023111925439252,0.0,True
-ml_5W_B34_H60_it0,P50,65,78.46011847608995,2.119447703009012e-06,0.0009804760899498888,0.0,True
-ml_5W_B34_H60_it0,P50,66,78.45931101359545,2.1194431465832538e-06,0.00017301359545740524,0.0,True
-ml_5W_B34_H60_it0,P50,67,78.45970383918596,2.1388053536651792e-06,0.0005658391859668654,0.0,True
-ml_5W_B34_H60_it0,P50,68,78.4599384087525,2.1194442945979675e-06,0.0008004087525108616,0.0,True
-ml_5W_B34_H60_it0,P50,69,78.46008356968109,2.138804874259052e-06,0.0009455696810931613,0.0,True
-ml_5W_B34_H60_it0,P50,70,78.46008008098609,2.119446252298057e-06,0.0009420809860927193,0.0,True
-ml_5W_B34_H60_it0,P50,71,78.45985254521135,2.1194345980232154e-06,0.0007145452113519468,0.0,True
-ml_5W_B34_H60_it0,I1000,42,78.46009231942159,2.119449232211426e-06,0.0009543194215950734,0.0,True
-ml_5W_B34_H60_it0,I1000,43,78.46012468611221,2.119449228760869e-06,0.0009866861122134196,0.0,True
-ml_5W_B34_H60_it0,I1000,44,78.46013579876602,2.11944950942581e-06,0.0009977987660221288,0.0,True
-ml_5W_B34_H60_it0,I1000,45,78.46012126428144,2.119449327112285e-06,0.0009832642814444625,0.0,True
-ml_5W_B34_H60_it0,I1000,46,78.4601362540756,2.1194495310098783e-06,0.0009982540756112712,0.0,True
-ml_5W_B34_H60_it0,I1000,47,78.46012333713206,2.119449427809806e-06,0.000985337132064501,0.0,True
-ml_5W_B34_H60_it0,I1000,48,78.46012533451254,2.1194495414462432e-06,0.0009873345125441801,0.0,True
-ml_5W_B34_H60_it0,I1000,49,78.46011392744738,2.119449270146898e-06,0.000975927447385061,0.0,True
-ml_5W_B34_H60_it0,I1000,50,78.46013398469294,2.119449099357797e-06,0.0009959846929490368,0.0,True
-ml_5W_B34_H60_it0,I1000,51,78.45916177177865,2.1830155706664333e-06,2.3771778657533105e-05,0.0,True
-ml_5W_B34_H60_it0,I1000,52,78.46011799688569,2.119449640750781e-06,0.0009799968856896157,0.0,True
-ml_5W_B34_H60_it0,I1000,53,78.4601371371742,2.1194492887881375e-06,0.000999137174204634,0.0,True
-ml_5W_B34_H60_it0,I1000,54,78.46013199796161,2.119448762186046e-06,0.000993997961614923,0.0,True
-ml_5W_B34_H60_it0,I1000,55,78.4601343838711,2.119449619116943e-06,0.0009963838710973505,0.0,True
-ml_5W_B34_H60_it0,I1000,56,78.46012929859623,2.119449493287293e-06,0.0009912985962330367,0.0,True
-ml_5W_B34_H60_it0,I1000,57,78.46010871358476,2.1194495049929644e-06,0.0009707135847634163,0.0,True
-ml_5W_B34_H60_it0,I1000,58,78.46010904975566,2.1194492194316157e-06,0.0009710497556625342,0.0,True
-ml_5W_B34_H60_it0,I1000,59,78.46012718047727,2.1194492581178767e-06,0.0009891804772763635,0.0,True
-ml_5W_B34_H60_it0,I1000,60,78.46012936174957,2.172140844573861e-06,0.000991361749569819,0.0,True
-ml_5W_B34_H60_it0,I1000,61,78.46013102433356,2.119449467220717e-06,0.000993024333567405,0.0,True
-ml_5W_B34_H60_it0,I1000,62,78.45927237329053,2.1830151079745194e-06,0.00013437329053545,0.0,True
-ml_5W_B34_H60_it0,I1000,63,78.46012684647386,2.1194495205308195e-06,0.0009888464738594394,0.0,True
-ml_5W_B34_H60_it0,I1000,64,78.46013697965552,2.1194496185726715e-06,0.0009989796555203156,0.0,True
-ml_5W_B34_H60_it0,I1000,65,78.4601259753082,2.1194490428508753e-06,0.000987975308206046,0.0,True
-ml_5W_B34_H60_it0,I1000,66,78.46012931920168,2.119449467503805e-06,0.0009913192016881567,0.0,True
-ml_5W_B34_H60_it0,I1000,67,78.46013015781541,2.1194493744518e-06,0.0009921578154177269,0.0,True
-ml_5W_B34_H60_it0,I1000,68,78.46012848578634,2.1194495587019544e-06,0.0009904857863460848,0.0,True
-ml_5W_B34_H60_it0,I1000,69,78.46009530808949,2.1194490797013312e-06,0.0009573080894966779,0.0,True
-ml_5W_B34_H60_it0,I1000,70,78.46013697711051,2.119449528023656e-06,0.0009989771105125556,0.0,True
-ml_5W_B34_H60_it0,I1000,71,78.46011447345302,2.119448842806004e-06,0.0009764734530222086,0.0,True
-ml_5W_B34_H60_it0,P50I1000,42,78.46009539831942,2.172140700575754e-06,0.0009573983194286484,0.0,True
-ml_5W_B34_H60_it0,P50I1000,43,78.46009636037576,2.1194492930590555e-06,0.000958360375761913,0.0,True
-ml_5W_B34_H60_it0,P50I1000,44,78.46011647859585,2.1721408466141396e-06,0.0009784785958544262,0.0,True
-ml_5W_B34_H60_it0,P50I1000,45,78.46012695438803,2.1194495467270257e-06,0.0009889543880348128,0.0,True
-ml_5W_B34_H60_it0,P50I1000,46,78.46012948732375,2.1194494840144084e-06,0.0009914873237590882,0.0,True
-ml_5W_B34_H60_it0,P50I1000,47,78.46013328408287,2.119449620421537e-06,0.000995284082875969,0.0,True
-ml_5W_B34_H60_it0,P50I1000,48,78.46013280830296,2.1721409678990463e-06,0.0009948083029627242,0.0,True
-ml_5W_B34_H60_it0,P50I1000,49,78.46013575153529,2.1721410679769203e-06,0.0009977515352943556,0.0,True
-ml_5W_B34_H60_it0,P50I1000,50,78.46013335149524,2.119449643368163e-06,0.000995351495248542,0.0,True
-ml_5W_B34_H60_it0,P50I1000,51,78.46013169717652,2.1194495304499184e-06,0.000993697176525643,0.0,True
-ml_5W_B34_H60_it0,P50I1000,52,78.45919284162561,2.1388087578746404e-06,5.484162561231187e-05,0.0,True
-ml_5W_B34_H60_it0,P50I1000,53,78.46013661925477,2.119449590074319e-06,0.0009986192547728479,0.0,True
-ml_5W_B34_H60_it0,P50I1000,54,78.46013001757454,2.1194496428257287e-06,0.0009920175745463666,0.0,True
-ml_5W_B34_H60_it0,P50I1000,55,78.4601119688806,2.1194493392671456e-06,0.0009739688806007507,0.0,True
-ml_5W_B34_H60_it0,P50I1000,56,78.46011000396929,2.1194493279603713e-06,0.0009720039692950877,0.0,True
-ml_5W_B34_H60_it0,P50I1000,57,78.46011404349456,2.1194494074052173e-06,0.0009760434945604857,0.0,True
-ml_5W_B34_H60_it0,P50I1000,58,78.46013082795429,2.1194497137548116e-06,0.0009928279542918972,0.0,True
-ml_5W_B34_H60_it0,P50I1000,59,78.46012271284731,2.1194494652875047e-06,0.0009847128473126077,0.0,True
-ml_5W_B34_H60_it0,P50I1000,60,78.46010549362765,2.1194494813498426e-06,0.0009674936276553581,0.0,True
-ml_5W_B34_H60_it0,P50I1000,61,78.4601371820273,2.172140646240967e-06,0.000999182027300094,0.0,True
-ml_5W_B34_H60_it0,P50I1000,62,78.46013554327104,2.119449398293501e-06,0.000997543271040513,0.0,True
-ml_5W_B34_H60_it0,P50I1000,63,78.4601289364596,2.119449590975367e-06,0.0009909364596012438,0.0,True
-ml_5W_B34_H60_it0,P50I1000,64,78.46012975596746,2.1194495128610276e-06,0.000991755967461927,0.0,True
-ml_5W_B34_H60_it0,P50I1000,65,78.46011500335842,2.1194492510944823e-06,0.000977003358428874,0.0,True
-ml_5W_B34_H60_it0,P50I1000,66,78.46011337893675,2.119449520746993e-06,0.0009753789367579202,0.0,True
-ml_5W_B34_H60_it0,P50I1000,67,78.45915774546195,2.1388089431053896e-06,1.9745461955267274e-05,0.0,True
-ml_5W_B34_H60_it0,P50I1000,68,78.46012757067821,2.1194494614718572e-06,0.0009895706782145908,0.0,True
-ml_5W_B34_H60_it0,P50I1000,69,78.45930946420594,2.1388088768337326e-06,0.0001714642059482685,0.0,True
-ml_5W_B34_H60_it0,P50I1000,70,78.46013672328691,2.1194492411685026e-06,0.0009987232869121954,0.0,True
-ml_5W_B34_H60_it0,P50I1000,71,78.4601275313235,2.1194493578750873e-06,0.000989531323497772,0.0,True

Code/src/width_optimization/adaptive_acceptance.py

@@ -52,6 +52,22 @@ from de_utils import (
 )
 
 
+# --- Adaptive Convergence Constants ---
+# Final DE reproducibility requirement: 100% (30/30 runs performance-equivalent)
+DE_FINAL_REPRODUCIBILITY_REQUIREMENT = 1.00
+
+# Diagnostic/warning threshold for intermediate iterations (historical 80% gate)
+DE_REPRO_WARNING_THRESHOLD = 0.80
+
+# Adaptive optimum stability tolerance (between-iteration relative change)
+# This is a methodological parameter, NOT the same as DE run-equivalence tolerance (1e-3)
+# Should be determined based on the specific optimization problem.
+ADAPTIVE_OPTIMUM_STABILITY_RTOL = 1e-3  # provisional; override if needed
+
+# Maximum adaptive iterations to prevent infinite loops
+MAX_ADAPTIVE_ITERATIONS = 10
+
+
 BASE_DIR = Path(__file__).resolve().parent
 
 
@@ -548,20 +564,78 @@ def evaluate_candidate(
                     bool(delta <= de_spread + 1e-12) if np.isfinite(de_spread) else np.nan
                 )
 
-    accepted = bool(
-        fem_feasible
-        and damage_local_accuracy_pass
-        and min_pass
-        and dist_pass
-        and local_acceptance_support_pass
-        and local_margin_support_pass
-        and de_reproducible
+    # Determine if this is the final iteration based on max adaptive iterations
+    # or if we should check for final convergence
+    # For now, treat all iterations as potentially final - the caller decides
+    is_final = (it_val >= MAX_ADAPTIVE_ITERATIONS - 1)
+
+    # Use centralized convergence evaluation
+    convergence = evaluate_adaptive_convergence(
+        opt=opt,
+        prev_opt=prev,
+        w_val=w_val,
+        b_val=b_val,
+        it_val=it_val,
+        fem_feasible=fem_feasible,
+        damage_local_accuracy_pass=damage_local_accuracy_pass,
+        min_pass=min_pass,
+        dist_pass=dist_pass,
+        local_acceptance_support_pass=local_acceptance_support_pass,
+        local_margin_support_pass=local_margin_support_pass,
+        de_stage_rates=de_stage_rates,
+        de_geom_rates=de_geom_rates,
+        feature_names=feature_names,
+        x_fem=x_fem,
+        fem_min_window_tfd=fem_min_window_tfd,
+        pred_min_window_tfd=pred_min_window_tfd,
+        fem_distortion=fem_distortion,
+        pred_distortion=pred_distortion,
+        min_de_reproducibility=min_de_reproducibility,
+        is_final_iteration=is_final,
+        max_adaptive_iterations=MAX_ADAPTIVE_ITERATIONS,
     )
 
+    # Extract convergence results
+    fem_error_pass = convergence["fem_error_pass"]
+    de_stage1_reproducibility_pass = convergence["de_stage1_reproducibility_pass"]
+    de_stage2_reproducibility_pass = convergence["de_stage2_reproducibility_pass"]
+    de_performance_reproducibility_pass = convergence["de_performance_reproducibility_pass"]
+    optimum_stability_pass = convergence["optimum_stability_pass"]
+    final_converged = convergence["final_converged"]
+    reasons_not_converged = convergence["reasons_not_converged"]
+    continuation_reason = convergence["continuation_reason"]
+    stage1_perf_rate = convergence["stage1_performance_reproducibility_rate"]
+    stage2_perf_rate = convergence["stage2_performance_reproducibility_rate"]
+    de_perf_pass = convergence["de_performance_reproducibility_pass"]
+    geom_diagnostic = convergence["geometry_reproducibility_diagnostic"]
+    opt_stability_pass = convergence["optimum_stability_pass"]
+    opt_stability_delta = convergence["optimum_stability_delta"]
+    opt_stability_limit = convergence["optimum_stability_limit"]
+    fem_error_pass = convergence["fem_error_pass"]
+    continuation_reason = convergence["continuation_reason"]
+
+    # Final convergence requires all three criteria
+    final_converged = convergence["final_converged"]
+
+    # For backward compatibility with action logic
+    de_reproducible = de_performance_reproducibility_pass
+    de_reproducible_intermediate = (
+        np.isfinite(de_stage_rates.get("stage1", np.nan)) and de_stage_rates["stage1"] >= DE_REPRO_WARNING_THRESHOLD
+        and np.isfinite(de_stage_rates.get("stage2", np.nan)) and de_stage_rates["stage2"] >= DE_REPRO_WARNING_THRESHOLD
+    )
+
+    # Accepted means fully converged (all three criteria)
+    accepted = final_converged
+
+    # For backward compatibility with action logic
+    de_reproducible = de_performance_reproducibility_pass
+
     if accepted:
         action = "ACCEPT_FEM_VALIDATED_NUMERICAL_OPTIMUM"
     elif not fem_feasible:
         action = "REJECT_CANDIDATE_PHYSICAL_INFEASIBILITY_AND_RETRAIN"
+    elif not de_reproducible and is_final:
+        action = "RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE"
     elif not de_reproducible:
         action = "RERUN_OR_STRENGTHEN_DE_BEFORE_ACCEPTANCE"
     elif not (local_acceptance_support_pass and local_margin_support_pass):
@@ -569,6 +643,9 @@ def evaluate_candidate(
     else:
         action = "ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR"
 
+    # For backward compatibility with summary, keep de_reproducible as de_performance_reproducibility_pass
+    de_reproducible = de_performance_reproducibility_pass
+
     summary = {
         "surrogate": surrogate,
         "W": w_val,
@@ -627,6 +704,191 @@ def evaluate_candidate(
     return pd.DataFrame(detail_rows), pd.DataFrame([summary]), prefix, report_dir
 
 
+
+
+
+def _resolve_prev_opt(prev_opt):
+    """Extract previous iteration's best objectives for stability comparison."""
+    if prev_opt is None:
+        return None, None
+    try:
+        stage1_star_val = float(prev_opt.get("stage1_Tmin_star", np.nan))
+        stage2_dist = float(prev_opt.get("stage2_distortion", np.nan))
+        return stage1_star_val, stage2_dist
+    except (KeyError, TypeError, ValueError):
+        return None, None
+
+
+def evaluate_adaptive_convergence(
+    opt,
+    prev_opt,
+    w_val,
+    b_val,
+    it_val,
+    fem_feasible,
+    damage_local_accuracy_pass,
+    min_pass,
+    dist_pass,
+    local_acceptance_support_pass,
+    local_margin_support_pass,
+    de_stage_rates,
+    de_geom_rates,
+    feature_names,
+    x_fem,
+    fem_min_window_tfd,
+    pred_min_window_tfd,
+    fem_distortion,
+    pred_distortion,
+    min_de_reproducibility,
+    is_final_iteration=False,
+    max_adaptive_iterations=MAX_ADAPTIVE_ITERATIONS,
+):
+    """
+    Centralized adaptive convergence evaluation with three independent criteria.
+
+    Returns:
+        dict with keys:
+            fem_error_pass: bool
+            de_stage1_reproducibility_pass: bool
+            de_stage2_reproducibility_pass: bool
+            de_performance_reproducibility_pass: bool
+            optimum_stability_pass: bool
+            final_converged: bool
+            reasons_not_converged: list[str]
+            continuation_reason: str
+            # Additional diagnostic info
+            stage1_performance_reproducibility_rate: float
+            stage2_performance_reproducibility_rate: float
+            de_performance_reproducibility_pass: bool
+            geometry_reproducibility_diagnostic: str
+            optimum_stability_delta: float
+            optimum_stability_limit: float
+            fem_error_pass: bool
+            fem_error_limit: float
+            continuation_reason: str
+    """
+    from de_utils import compute_distortion_from_values
+
+    reasons = []
+    reasons_not = []
+
+    # ---- Criterion 1: FEM agreement (always required) ----
+    # FEM feasibility and local surrogate accuracy are always required
+    fem_error_pass = bool(
+        fem_feasible
+        and damage_local_accuracy_pass
+        and min_pass
+        and dist_pass
+        and local_acceptance_support_pass
+        and local_margin_support_pass
+    )
+    if not fem_error_pass:
+        reasons_not.append("FEM feasibility or local surrogate accuracy failed")
+
+    # ---- Criterion 2: DE Performance Reproducibility ----
+    # Intermediate iterations: use warning threshold (0.80)
+    # Final iteration: require 100% (1.00)
+    required_repro = DE_FINAL_REPRODUCIBILITY_REQUIREMENT if is_final_iteration else DE_REPRO_WARNING_THRESHOLD
+
+    stage1_perf_pass = bool(
+        np.isfinite(de_stage_rates.get("stage1", np.nan))
+        and de_stage_rates["stage1"] >= required_repro
+    )
+    stage2_perf_pass = bool(
+        np.isfinite(de_stage_rates.get("stage2", np.nan))
+        and de_stage_rates["stage2"] >= required_repro
+    )
+    de_performance_reproducibility_pass = bool(stage1_perf_pass and stage2_perf_pass)
+
+    de_reproducibility_pass = bool(de_performance_reproducibility_pass)
+
+    if not de_reproducibility_pass:
+        req_str = "100%" if is_final_iteration else "80%"
+        reasons_not.append(f"DE performance reproducibility {de_stage_rates.get('stage1', np.nan):.1%}/{de_stage_rates.get('stage2', np.nan):.1%} < {req_str}")
+
+    # ---- Criterion 3: Optimum Stability (between-iteration) ----
+    # Only applies if we have a previous iteration to compare against
+    optimum_stability_pass = True
+    optimum_stability_delta = np.nan
+    optimum_stability_limit = ADAPTIVE_OPTIMUM_STABILITY_RTOL
+
+    if prev_opt is not None:
+        # Stage-2 optimum stability (primary)
+        stage2_prev = prev_opt.get("stage2_distortion", np.nan)
+        stage2_curr = abs(stage2_prev - opt.get("stage2_distortion", pred_distortion)) / max(abs(stage2_prev), np.finfo(float).eps)
+        stage2_delta = stage2_curr if np.isfinite(stage2_curr) else np.nan
+
+        # Stage-1 optimum stability (also check)
+        stage1_prev = prev_opt.get("stage1_Tmin_star", np.nan)
+        stage1_curr = abs(stage1_prev - float(prev_opt.get("stage1_Tmin_star", np.nan))) / max(abs(stage1_prev), np.finfo(float).eps)
+        stage1_delta = stage1_curr if np.isfinite(stage1_curr) else np.nan
+
+        # Use the maximum of the two deltas
+        optimum_stability_delta = max(
+            float(stage2_delta) if np.isfinite(stage2_delta) else 0.0,
+            float(stage1_delta) if np.isfinite(stage1_delta) else 0.0
+        )
+        optimum_stability_limit = float(ADAPTIVE_OPTIMUM_STABILITY_RTOL)
+        optimum_stability_pass = bool(optimum_stability_delta <= optimum_stability_limit)
+
+        if not optimum_stability_pass:
+            reasons_not.append(f"Optimum not stabilized: delta={optimum_stability_delta:.2e} > limit={optimum_stability_limit:.2e}")
+    else:
+        # No previous iteration to compare - stability check passes by default
+        optimum_stability_pass = True
+        optimum_stability_delta = np.nan
+        optimum_stability_limit = float(ADAPTIVE_OPTIMUM_STABILITY_RTOL)
+
+    # ---- Final Convergence ----
+    final_converged = bool(fem_error_pass and de_reproducibility_pass and optimum_stability_pass)
+
+    # Determine continuation reason if not converged
+    if not final_converged:
+        if not fem_error_pass:
+            continuation_reason = "FEM feasibility or local surrogate accuracy failed"
+        elif not de_reproducibility_pass:
+            continuation_reason = "DE performance reproducibility below threshold"
+        elif not optimum_stability_pass:
+            continuation_reason = "Optimum not stabilized across iterations"
+        else:
+            continuation_reason = "Unknown"
+    else:
+        continuation_reason = "All convergence criteria satisfied"
+
+    return {
+        "fem_error_pass": fem_error_pass,
+        "de_stage1_reproducibility_pass": bool(stage1_perf_pass),
+        "de_stage2_reproducibility_pass": bool(stage2_perf_pass),
+        "de_performance_reproducibility_pass": de_performance_reproducibility_pass,
+        "optimum_stability_pass": optimum_stability_pass,
+        "final_converged": final_converged,
+        "reasons_not_converged": reasons_not,
+        "continuation_reason": continuation_reason,
+        "stage1_performance_reproducibility_rate": de_stage_rates.get("stage1", np.nan),
+        "stage2_performance_reproducibility_rate": de_stage_rates.get("stage2", np.nan),
+        "de_performance_reproducibility_pass": de_performance_reproducibility_pass,
+        "geometry_reproducibility_diagnostic": "PERFORMANCE_REPRODUCIBLE_GEOMETRY_NONUNIQUE" if stage1_perf_pass and stage2_perf_pass and not (np.isfinite(de_geom_rates.get("stage1", np.nan)) and de_geom_rates["stage1"] >= required_repro and np.isfinite(de_geom_rates.get("stage2", np.nan)) and de_geom_rates["stage2"] >= required_repro) else "PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE" if (np.isfinite(de_geom_rates.get("stage1", np.nan)) and de_geom_rates["stage1"] >= required_repro and np.isfinite(de_geom_rates.get("stage2", np.nan)) and de_geom_rates["stage2"] >= required_repro) else "PERFORMANCE_NOT_REPRODUCIBLE",
+        "optimum_stability_delta": float(optimum_stability_delta) if np.isfinite(optimum_stability_delta) else np.nan,
+        "optimum_stability_limit": optimum_stability_limit,
+        "fem_error_pass": fem_error_pass,
+        "fem_error_limit": np.nan,  # Not a single limit - multiple checks
+        "continuation_reason": continuation_reason,
+    }
+
+
+def _resolve_prev_opt(prev_opt):
+    """Extract previous iteration's best objectives for stability comparison."""
+    if prev_opt is None:
+        return None, None
+    try:
+        stage1_star_val = float(prev_opt.get("stage1_Tmin_star", np.nan))
+        stage2_dist = float(prev_opt.get("stage2_distortion", np.nan))
+        return stage1_star_val, stage2_dist
+    except (KeyError, TypeError, ValueError):
+        return None, None
+
+
+
 def main():
     parser = argparse.ArgumentParser()
     parser.add_argument("--W", type=int, required=True)

Code/src/width_optimization/de_robustness_study.py

@@ -69,6 +69,7 @@ CONFIGS = {
     "P50I1000": {"popsize": 50, "maxiter": 1000},
     "RAND50": {"popsize": 50, "maxiter": 1000, "strategy": "rand1bin"},
     "CTB50": {"popsize": 50, "maxiter": 1000, "strategy": "currenttobest1bin"},
+    "P100": {"popsize": 100},
 }
 PHASE_A = ["B0", "P50", "I1000", "P50I1000"]