From a7c4f46d7d6a6bd47c648aac62d03a8b5fd10768 Mon Sep 17 00:00:00 2001
From: pat-alt <altmeyerpat@gmail.com>
Date: Tue, 2 May 2023 15:48:00 +0200
Subject: [PATCH] experiments

---
 artifacts/results/gmsc_benchmark.csv        | 801 ++++++++++++++++++++
 artifacts/results/images/gmsc_benchmark.png | Bin 0 -> 150414 bytes
 notebooks/gmsc.qmd                          |  11 +-
 3 files changed, 807 insertions(+), 5 deletions(-)
 create mode 100644 artifacts/results/gmsc_benchmark.csv
 create mode 100644 artifacts/results/images/gmsc_benchmark.png

diff --git a/artifacts/results/gmsc_benchmark.csv b/artifacts/results/gmsc_benchmark.csv
new file mode 100644
index 00000000..9478a257
--- /dev/null
+++ b/artifacts/results/gmsc_benchmark.csv
@@ -0,0 +1,801 @@
+sample,num_counterfactual,variable,value,ce,dataname,generator,model,target,factual
+1,1,distance,Float32[1.8808396],"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+1,1,distance_from_energy,8.461664,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+1,1,distance_from_targets,4.557821,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+1,1,redundancy,0.0,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+1,1,validity,false,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+2,1,distance,Float32[3.8812537],"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+2,1,distance_from_energy,10.366544,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+2,1,distance_from_targets,4.504924,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+2,1,redundancy,0.0,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+2,1,validity,false,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+3,1,distance,Float32[1.8619741],"
+Convergence: ✅",Californian Housing,revise,JEM Ensemble,1,0
+3,1,distance_from_energy,10.0912,"
+Convergence: ✅",Californian Housing,revise,JEM Ensemble,1,0
+3,1,distance_from_targets,5.72349,"
+Convergence: ✅",Californian Housing,revise,JEM Ensemble,1,0
+3,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,JEM Ensemble,1,0
+3,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,JEM Ensemble,1,0
+4,1,distance,Float32[1.8302257],"
+Convergence: ✅",Californian Housing,revise,JEM Ensemble,1,0
+4,1,distance_from_energy,9.54855,"
+Convergence: ✅",Californian Housing,revise,JEM Ensemble,1,0
+4,1,distance_from_targets,5.3711357,"
+Convergence: ✅",Californian Housing,revise,JEM Ensemble,1,0
+4,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,JEM Ensemble,1,0
+4,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,JEM Ensemble,1,0
+5,1,distance,Float32[2.374693],"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+5,1,distance_from_energy,10.37821,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+5,1,distance_from_targets,6.7792215,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+5,1,redundancy,0.0,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+5,1,validity,false,"
+Convergence: ❌",Californian Housing,revise,JEM Ensemble,1,0
+1,1,distance,Float32[0.2],"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+1,1,distance_from_energy,10.128708,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+1,1,distance_from_targets,5.6870294,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+1,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+1,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+2,1,distance,Float32[0.2],"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+2,1,distance_from_energy,8.044174,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+2,1,distance_from_targets,6.587344,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+2,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+2,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+3,1,distance,Float32[0.099999994],"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+3,1,distance_from_energy,10.562269,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+3,1,distance_from_targets,6.5746174,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+3,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+3,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+4,1,distance,Float32[0.099999994],"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+4,1,distance_from_energy,10.433871,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+4,1,distance_from_targets,6.1688733,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+4,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+4,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+5,1,distance,Float32[0.70000017],"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+5,1,distance_from_energy,9.828283,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+5,1,distance_from_targets,7.0533257,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+5,1,redundancy,0.75,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+5,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,JEM Ensemble,1,0
+1,1,distance,Float32[0.2],"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+1,1,distance_from_energy,9.726099,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+1,1,distance_from_targets,5.4704204,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+1,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+1,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+2,1,distance,Float32[0.2],"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+2,1,distance_from_energy,9.422539,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+2,1,distance_from_targets,6.3577952,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+2,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+2,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+3,1,distance,Float32[0.099999994],"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+3,1,distance_from_energy,9.744759,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+3,1,distance_from_targets,6.589761,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+3,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+3,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+4,1,distance,Float32[0.099999994],"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+4,1,distance_from_energy,9.709781,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+4,1,distance_from_targets,6.180225,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+4,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+4,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+5,1,distance,Float32[0.8000001],"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+5,1,distance_from_energy,10.758295,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+5,1,distance_from_targets,6.8113194,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+5,1,redundancy,0.75,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+5,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,JEM Ensemble,1,0
+1,1,distance,Float32[0.6799995],"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+1,1,distance_from_energy,8.298499,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+1,1,distance_from_targets,5.641716,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+1,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+1,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+2,1,distance,Float32[0.31999975],"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+2,1,distance_from_energy,7.664296,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+2,1,distance_from_targets,6.6763825,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+2,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+2,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+3,1,distance,Float32[0.07999997],"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+3,1,distance_from_energy,10.768106,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+3,1,distance_from_targets,6.361887,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+3,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+3,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+4,1,distance,Float32[0.35999972],"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+4,1,distance_from_energy,8.668391,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+4,1,distance_from_targets,6.2152205,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+4,1,redundancy,0.25,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+4,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+5,1,distance,Float32[0.83999944],"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+5,1,distance_from_energy,8.757013,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+5,1,distance_from_targets,6.563821,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+5,1,redundancy,0.25,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+5,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,JEM Ensemble,1,0
+6,1,distance,Float32[4.0026846],"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+6,1,distance_from_energy,314.77728,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+6,1,distance_from_targets,5.6145387,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+6,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+6,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+7,1,distance,Float32[3.2443917],"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+7,1,distance_from_energy,322.58966,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+7,1,distance_from_targets,4.734803,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+7,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+7,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+8,1,distance,Float32[4.6039753],"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+8,1,distance_from_energy,406.99112,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+8,1,distance_from_targets,4.7767906,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+8,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+8,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+9,1,distance,Float32[1.6108489],"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+9,1,distance_from_energy,259.97772,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+9,1,distance_from_targets,4.821418,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+9,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+9,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+10,1,distance,Float32[3.361702],"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+10,1,distance_from_energy,325.50375,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+10,1,distance_from_targets,5.769852,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+10,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+10,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,MLP,1,0
+6,1,distance,Float32[0.39999998],"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+6,1,distance_from_energy,177.16382,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+6,1,distance_from_targets,7.6693,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+6,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+6,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+7,1,distance,Float32[0.2],"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+7,1,distance_from_energy,170.38297,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+7,1,distance_from_targets,6.680264,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+7,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+7,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+8,1,distance,Float32[0.4],"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+8,1,distance_from_energy,216.61328,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+8,1,distance_from_targets,6.4001665,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+8,1,redundancy,0.75,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+8,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+9,1,distance,Float32[0.1],"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+9,1,distance_from_energy,281.91168,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+9,1,distance_from_targets,5.159766,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+9,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+9,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+10,1,distance,Float32[0.59999996],"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+10,1,distance_from_energy,219.05847,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+10,1,distance_from_targets,7.6656485,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+10,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+10,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,MLP,1,0
+6,1,distance,Float32[0.39999998],"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+6,1,distance_from_energy,246.38237,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+6,1,distance_from_targets,7.6779747,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+6,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+6,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+7,1,distance,Float32[0.2],"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+7,1,distance_from_energy,297.0213,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+7,1,distance_from_targets,6.6958055,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+7,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+7,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+8,1,distance,Float32[0.4],"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+8,1,distance_from_energy,266.59482,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+8,1,distance_from_targets,6.331769,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+8,1,redundancy,0.75,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+8,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+9,1,distance,Float32[0.1],"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+9,1,distance_from_energy,290.03915,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+9,1,distance_from_targets,5.263832,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+9,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+9,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+10,1,distance,Float32[0.59999996],"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+10,1,distance_from_energy,301.52667,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+10,1,distance_from_targets,7.647933,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+10,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+10,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,MLP,1,0
+6,1,distance,Float32[0.95999956],"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+6,1,distance_from_energy,246.16826,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+6,1,distance_from_targets,7.4335694,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+6,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+6,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+7,1,distance,Float32[0.35999975],"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+7,1,distance_from_energy,228.79973,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+7,1,distance_from_targets,6.351187,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+7,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+7,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+8,1,distance,Float32[0.79999954],"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+8,1,distance_from_energy,218.44572,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+8,1,distance_from_targets,6.1676702,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+8,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+8,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+9,1,distance,Float32[0.07999994],"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+9,1,distance_from_energy,196.818,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+9,1,distance_from_targets,5.023533,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+9,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+9,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+10,1,distance,Float32[1.6399989],"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+10,1,distance_from_energy,268.28333,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+10,1,distance_from_targets,7.4489574,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+10,1,redundancy,0.125,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+10,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,MLP,1,0
+11,1,distance,Float32[2.988908],"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+11,1,distance_from_energy,166.39853,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+11,1,distance_from_targets,5.394507,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+11,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+11,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+12,1,distance,Float32[8.518592],"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+12,1,distance_from_energy,197.99025,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+12,1,distance_from_targets,4.6680164,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+12,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+12,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+13,1,distance,Float32[1.5909717],"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+13,1,distance_from_energy,246.94055,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+13,1,distance_from_targets,4.8824925,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+13,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+13,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+14,1,distance,Float32[3.789693],"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+14,1,distance_from_energy,187.41772,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+14,1,distance_from_targets,4.701274,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+14,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+14,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+15,1,distance,Float32[3.7671118],"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+15,1,distance_from_energy,308.73193,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+15,1,distance_from_targets,4.6771507,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+15,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+15,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,MLP Ensemble,1,0
+11,1,distance,Float32[0.39999998],"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+11,1,distance_from_energy,214.13828,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+11,1,distance_from_targets,7.074875,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+11,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+11,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+12,1,distance,Float32[0.1],"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+12,1,distance_from_energy,214.93787,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+12,1,distance_from_targets,8.603035,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+12,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+12,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+13,1,distance,Float32[0.099999994],"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+13,1,distance_from_energy,262.8469,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+13,1,distance_from_targets,5.794109,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+13,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+13,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+14,1,distance,Float32[0.39999998],"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+14,1,distance_from_energy,289.6086,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+14,1,distance_from_targets,6.75391,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+14,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+14,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+15,1,distance,Float32[0.1],"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+15,1,distance_from_energy,219.26624,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+15,1,distance_from_targets,6.5528407,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+15,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+15,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,MLP Ensemble,1,0
+11,1,distance,Float32[0.39999998],"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+11,1,distance_from_energy,306.83655,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+11,1,distance_from_targets,7.1254005,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+11,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+11,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+12,1,distance,Float32[0.1],"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+12,1,distance_from_energy,264.65982,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+12,1,distance_from_targets,8.556416,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+12,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+12,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+13,1,distance,Float32[0.099999994],"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+13,1,distance_from_energy,210.39725,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+13,1,distance_from_targets,5.6687,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+13,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+13,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+14,1,distance,Float32[0.39999998],"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+14,1,distance_from_energy,299.83313,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+14,1,distance_from_targets,6.7239194,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+14,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+14,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+15,1,distance,Float32[0.1],"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+15,1,distance_from_energy,283.7801,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+15,1,distance_from_targets,6.476427,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+15,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+15,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,MLP Ensemble,1,0
+11,1,distance,Float32[0.87999946],"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+11,1,distance_from_energy,240.0104,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+11,1,distance_from_targets,6.619682,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+11,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+11,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+12,1,distance,Float32[0.13999996],"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+12,1,distance_from_energy,210.00273,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+12,1,distance_from_targets,8.638436,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+12,1,redundancy,0.125,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+12,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+13,1,distance,Float32[0.07999995],"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+13,1,distance_from_energy,338.97745,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+13,1,distance_from_targets,5.7860813,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+13,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+13,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+14,1,distance,Float32[1.3199995],"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+14,1,distance_from_energy,254.07788,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+14,1,distance_from_targets,6.563486,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+14,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+14,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+15,1,distance,Float32[0.1399999],"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+15,1,distance_from_energy,222.0273,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+15,1,distance_from_targets,6.601179,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+15,1,redundancy,0.125,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+15,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,MLP Ensemble,1,0
+16,1,distance,Float32[2.9892344],"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+16,1,distance_from_energy,8.488709,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+16,1,distance_from_targets,4.4637537,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+16,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+16,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+17,1,distance,Float32[2.5778935],"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+17,1,distance_from_energy,8.316306,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+17,1,distance_from_targets,4.7104325,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+17,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+17,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+18,1,distance,Float32[3.0227609],"
+Convergence: ❌",Californian Housing,revise,JEM,1,0
+18,1,distance_from_energy,9.328789,"
+Convergence: ❌",Californian Housing,revise,JEM,1,0
+18,1,distance_from_targets,4.8747354,"
+Convergence: ❌",Californian Housing,revise,JEM,1,0
+18,1,redundancy,0.0,"
+Convergence: ❌",Californian Housing,revise,JEM,1,0
+18,1,validity,false,"
+Convergence: ❌",Californian Housing,revise,JEM,1,0
+19,1,distance,Float32[2.872929],"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+19,1,distance_from_energy,10.106264,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+19,1,distance_from_targets,5.788596,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+19,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+19,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+20,1,distance,Float32[2.173339],"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+20,1,distance_from_energy,8.9135,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+20,1,distance_from_targets,5.000705,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+20,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+20,1,validity,true,"
+Convergence: ✅",Californian Housing,revise,JEM,1,0
+16,1,distance,Float32[0.1],"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+16,1,distance_from_energy,9.9056835,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+16,1,distance_from_targets,6.3118243,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+16,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+16,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+17,1,distance,Float32[0.099999994],"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+17,1,distance_from_energy,8.909609,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+17,1,distance_from_targets,5.394095,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+17,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+17,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+18,1,distance,Float32[0.2],"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+18,1,distance_from_energy,10.332393,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+18,1,distance_from_targets,6.551979,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+18,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+18,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+19,1,distance,Float32[0.1],"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+19,1,distance_from_energy,9.619695,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+19,1,distance_from_targets,7.0109854,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+19,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+19,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+20,1,distance,Float32[0.2],"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+20,1,distance_from_energy,9.4669285,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+20,1,distance_from_targets,5.6579533,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+20,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+20,1,validity,true,"
+Convergence: ✅",Californian Housing,greedy,JEM,1,0
+16,1,distance,Float32[0.1],"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+16,1,distance_from_energy,11.167322,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+16,1,distance_from_targets,6.1822476,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+16,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+16,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+17,1,distance,Float32[0.099999994],"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+17,1,distance_from_energy,9.06465,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+17,1,distance_from_targets,5.4826946,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+17,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+17,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+18,1,distance,Float32[0.2],"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+18,1,distance_from_energy,9.936276,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+18,1,distance_from_targets,6.5694094,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+18,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+18,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+19,1,distance,Float32[0.1],"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+19,1,distance_from_energy,10.191511,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+19,1,distance_from_targets,6.9682,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+19,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+19,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+20,1,distance,Float32[0.2],"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+20,1,distance_from_energy,10.2408695,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+20,1,distance_from_targets,5.6725516,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+20,1,redundancy,0.875,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+20,1,validity,true,"
+Convergence: ✅",Californian Housing,eccco,JEM,1,0
+16,1,distance,Float32[0.43999973],"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+16,1,distance_from_energy,10.513639,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+16,1,distance_from_targets,6.377578,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+16,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+16,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+17,1,distance,Float32[0.2799998],"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+17,1,distance_from_energy,6.898867,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+17,1,distance_from_targets,5.364885,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+17,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+17,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+18,1,distance,Float32[0.6799996],"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+18,1,distance_from_energy,9.212458,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+18,1,distance_from_targets,6.529666,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+18,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+18,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+19,1,distance,Float32[0.4999996],"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+19,1,distance_from_energy,8.577317,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+19,1,distance_from_targets,7.186394,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+19,1,redundancy,0.0,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+19,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+20,1,distance,Float32[0.59999955],"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+20,1,distance_from_energy,10.01089,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+20,1,distance_from_targets,5.405971,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+20,1,redundancy,0.375,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
+20,1,validity,true,"
+Convergence: ✅",Californian Housing,wachter,JEM,1,0
diff --git a/artifacts/results/images/gmsc_benchmark.png b/artifacts/results/images/gmsc_benchmark.png
new file mode 100644
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diff --git a/notebooks/gmsc.qmd b/notebooks/gmsc.qmd
index fa63937a..75bb6b3f 100644
--- a/notebooks/gmsc.qmd
+++ b/notebooks/gmsc.qmd
@@ -167,12 +167,12 @@ bmk = benchmark(
     factual=0, target=1,
     initialization=:identity,
 )
-CSV.write(joinpath(output_path, "gmsc_benchmark.csv"), bmk())
+CSV.write(joinpath(output_path, "gmsc_benchmark.csv"), bmk.evaluation)
 ```
 
 
 ```{julia}
-@chain bmk() begin
+@chain bmk.evaluation begin
     @group_by(dataname, generator, model, variable)
     @summarize(mean=mean(value),sd=std(value))
     @ungroup
@@ -182,14 +182,15 @@ end
 
 
 ```{julia}
-df = @chain bmk() begin
+df = @chain bmk.evaluation begin
     @filter(variable in [
         "distance_from_energy",
         "distance_from_targets",
-        "distance",])
+        # "distance",
+    ])
     @mutate(variable = ifelse.(variable .== "distance_from_energy", "Non-Conformity", variable))
     @mutate(variable = ifelse.(variable .== "distance_from_targets", "Implausibility", variable))
-    @mutate(variable = ifelse.(variable .== "distance", "Cost", variable))
+    # @mutate(variable = ifelse.(variable .== "distance", "Cost", variable))
 end
 plt = AlgebraOfGraphics.data(df) * visual(BoxPlot) * 
     mapping(:generator, :value, row=:variable, col=:model, color=:generator)
-- 
GitLab