From a2eea56f0c9fa4bbbfcb827366fb280255d20c61 Mon Sep 17 00:00:00 2001
From: Pat Alt <55311242+pat-alt@users.noreply.github.com>
Date: Wed, 24 May 2023 12:42:41 +0200
Subject: [PATCH] work on experiments folder for reproducability

---
 .gitignore                                   |     5 +-
 Artifacts.toml                               |     8 +
 artifacts/results/images/mnist_benchmark.png |   Bin 381432 -> 382662 bytes
 artifacts/results/mnist_benchmark.csv        | 21004 ++++++++---------
 artifacts/results/mnist_vae.jls              |   Bin 1003682 -> 1003682 bytes
 artifacts/results/mnist_vae_weak.jls         |   Bin 105130 -> 105130 bytes
 dev/artifacts.jl                             |    17 +-
 experiments/linearly_separable.jl            |     6 +
 experiments/run_experiments.jl               |    36 +-
 experiments/setup.jl                         |   242 +
 notebooks/Manifest.toml                      |   248 +-
 notebooks/Project.toml                       |     1 +
 12 files changed, 10919 insertions(+), 10648 deletions(-)
 create mode 100644 experiments/setup.jl

diff --git a/.gitignore b/.gitignore
index f1b0c888..632f382d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,9 +1,8 @@
 # Other:
 /artifacts/
-
 /.quarto/
-
-Manifest.toml
+/Manifest.toml
+/replicated/
 
 # Tex
 
diff --git a/Artifacts.toml b/Artifacts.toml
index 5cf84dbe..1aa79a1c 100644
--- a/Artifacts.toml
+++ b/Artifacts.toml
@@ -5,3 +5,11 @@ lazy = true
     [[artifacts-.download]]
     sha256 = "5ed618dd02df05991e02fe6d8eecf3ac604edafec95e07a85d0e3487baf46e4a"
     url = "https://github.com/pat-alt/ECCCo.jl/releases/download/results-paper-submission-1.8.5/artifacts-.tar.gz"
+
+["results-paper-submission-1.8.5"]
+git-tree-sha1 = "3be5119c4ce466017db79f10fdb72b97e745bd7d"
+lazy = true
+
+    [["results-paper-submission-1.8.5".download]]
+    sha256 = "15c6d44aba4e9860ba2b55b70ce8a2f41216d190a5e951fd6907b8cb616ec215"
+    url = "https://github.com/pat-alt/ECCCo.jl/releases/download/results-paper-submission-1.8.5/results-paper-submission-1.8.5.tar.gz"
diff --git a/artifacts/results/images/mnist_benchmark.png b/artifacts/results/images/mnist_benchmark.png
index 91933d9e0c78571d7b905cbe43320ac41264b3dc..6cc7afe3d482862b44b9d6335db519da95379a9a 100644
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diff --git a/artifacts/results/mnist_benchmark.csv b/artifacts/results/mnist_benchmark.csv
index d15ee4c3..9bd3b13e 100644
--- a/artifacts/results/mnist_benchmark.csv
+++ b/artifacts/results/mnist_benchmark.csv
@@ -89,36 +89,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,0,1
 5,set_size_penalty,2.0676493830948197,MNIST,ECCCo,JEM Ensemble,0,1
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,0,1
-1,distance,44.0,MNIST,Schut,JEM Ensemble,0,1
-1,distance_from_energy,248.44601440429688,MNIST,Schut,JEM Ensemble,0,1
-1,distance_from_targets,323.9761657714844,MNIST,Schut,JEM Ensemble,0,1
-1,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,0,1
-1,set_size_penalty,3.3691644456172547,MNIST,Schut,JEM Ensemble,0,1
-1,validity,1.0,MNIST,Schut,JEM Ensemble,0,1
-2,distance,32.0,MNIST,Schut,JEM Ensemble,0,1
-2,distance_from_energy,236.16610717773438,MNIST,Schut,JEM Ensemble,0,1
-2,distance_from_targets,309.7749328613281,MNIST,Schut,JEM Ensemble,0,1
-2,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,0,1
-2,set_size_penalty,3.359017778001,MNIST,Schut,JEM Ensemble,0,1
-2,validity,1.0,MNIST,Schut,JEM Ensemble,0,1
-3,distance,36.0,MNIST,Schut,JEM Ensemble,0,1
-3,distance_from_energy,232.17303466796875,MNIST,Schut,JEM Ensemble,0,1
-3,distance_from_targets,313.5956726074219,MNIST,Schut,JEM Ensemble,0,1
-3,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,0,1
-3,set_size_penalty,3.3891319527933765,MNIST,Schut,JEM Ensemble,0,1
-3,validity,1.0,MNIST,Schut,JEM Ensemble,0,1
-4,distance,38.0,MNIST,Schut,JEM Ensemble,0,1
-4,distance_from_energy,233.3145294189453,MNIST,Schut,JEM Ensemble,0,1
-4,distance_from_targets,315.8086242675781,MNIST,Schut,JEM Ensemble,0,1
-4,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,0,1
-4,set_size_penalty,3.31463352465698,MNIST,Schut,JEM Ensemble,0,1
-4,validity,1.0,MNIST,Schut,JEM Ensemble,0,1
-5,distance,36.0,MNIST,Schut,JEM Ensemble,0,1
-5,distance_from_energy,247.4526824951172,MNIST,Schut,JEM Ensemble,0,1
-5,distance_from_targets,326.7734680175781,MNIST,Schut,JEM Ensemble,0,1
-5,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,0,1
-5,set_size_penalty,3.3338252378584246,MNIST,Schut,JEM Ensemble,0,1
-5,validity,1.0,MNIST,Schut,JEM Ensemble,0,1
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,1
+1,distance_from_energy,256.2767639160156,MNIST,Schut,JEM Ensemble,0,1
+1,distance_from_targets,332.1250305175781,MNIST,Schut,JEM Ensemble,0,1
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,1
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,1
+1,validity,0.0,MNIST,Schut,JEM Ensemble,0,1
+2,distance,10.0,MNIST,Schut,JEM Ensemble,0,1
+2,distance_from_energy,240.51780700683594,MNIST,Schut,JEM Ensemble,0,1
+2,distance_from_targets,309.9382019042969,MNIST,Schut,JEM Ensemble,0,1
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,1
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,1
+2,validity,0.0,MNIST,Schut,JEM Ensemble,0,1
+3,distance,10.0,MNIST,Schut,JEM Ensemble,0,1
+3,distance_from_energy,236.36883544921875,MNIST,Schut,JEM Ensemble,0,1
+3,distance_from_targets,313.5125732421875,MNIST,Schut,JEM Ensemble,0,1
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,1
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,1
+3,validity,0.0,MNIST,Schut,JEM Ensemble,0,1
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,1
+4,distance_from_energy,238.32318115234375,MNIST,Schut,JEM Ensemble,0,1
+4,distance_from_targets,316.46612548828125,MNIST,Schut,JEM Ensemble,0,1
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,1
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,1
+4,validity,0.0,MNIST,Schut,JEM Ensemble,0,1
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,1
+5,distance_from_energy,249.31915283203125,MNIST,Schut,JEM Ensemble,0,1
+5,distance_from_targets,325.047607421875,MNIST,Schut,JEM Ensemble,0,1
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,1
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,1
+5,validity,0.0,MNIST,Schut,JEM Ensemble,0,1
 6,distance,144.5872802734375,MNIST,Wachter,MLP,0,1
 6,distance_from_energy,376.9984436035156,MNIST,Wachter,MLP,0,1
 6,distance_from_targets,377.23828125,MNIST,Wachter,MLP,0,1
@@ -209,36 +209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,0,1
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,0,1
 10,validity,1.0,MNIST,ECCCo,MLP,0,1
-6,distance,38.0,MNIST,Schut,MLP,0,1
-6,distance_from_energy,377.4386291503906,MNIST,Schut,MLP,0,1
-6,distance_from_targets,300.5733642578125,MNIST,Schut,MLP,0,1
-6,redundancy,0.9757653061224489,MNIST,Schut,MLP,0,1
-6,set_size_penalty,0.5731050862503408,MNIST,Schut,MLP,0,1
-6,validity,1.0,MNIST,Schut,MLP,0,1
-7,distance,58.0,MNIST,Schut,MLP,0,1
-7,distance_from_energy,382.17730712890625,MNIST,Schut,MLP,0,1
-7,distance_from_targets,301.6539306640625,MNIST,Schut,MLP,0,1
-7,redundancy,0.9630102040816326,MNIST,Schut,MLP,0,1
-7,set_size_penalty,0.5749125472965502,MNIST,Schut,MLP,0,1
-7,validity,1.0,MNIST,Schut,MLP,0,1
-8,distance,52.0,MNIST,Schut,MLP,0,1
-8,distance_from_energy,385.0483093261719,MNIST,Schut,MLP,0,1
-8,distance_from_targets,308.1484069824219,MNIST,Schut,MLP,0,1
-8,redundancy,0.9668367346938775,MNIST,Schut,MLP,0,1
-8,set_size_penalty,0.5705463962915087,MNIST,Schut,MLP,0,1
-8,validity,1.0,MNIST,Schut,MLP,0,1
-9,distance,42.0,MNIST,Schut,MLP,0,1
-9,distance_from_energy,369.9334411621094,MNIST,Schut,MLP,0,1
-9,distance_from_targets,319.6512451171875,MNIST,Schut,MLP,0,1
-9,redundancy,0.9732142857142857,MNIST,Schut,MLP,0,1
-9,set_size_penalty,0.573323281576823,MNIST,Schut,MLP,0,1
-9,validity,1.0,MNIST,Schut,MLP,0,1
-10,distance,32.0,MNIST,Schut,MLP,0,1
-10,distance_from_energy,379.9731140136719,MNIST,Schut,MLP,0,1
-10,distance_from_targets,323.9812927246094,MNIST,Schut,MLP,0,1
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,0,1
-10,set_size_penalty,0.5722105263795048,MNIST,Schut,MLP,0,1
-10,validity,1.0,MNIST,Schut,MLP,0,1
+6,distance,10.000001907348633,MNIST,Schut,MLP,0,1
+6,distance_from_energy,385.852294921875,MNIST,Schut,MLP,0,1
+6,distance_from_targets,303.0086975097656,MNIST,Schut,MLP,0,1
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,0,1
+6,set_size_penalty,0.0,MNIST,Schut,MLP,0,1
+6,validity,0.0,MNIST,Schut,MLP,0,1
+7,distance,10.000001907348633,MNIST,Schut,MLP,0,1
+7,distance_from_energy,396.95159912109375,MNIST,Schut,MLP,0,1
+7,distance_from_targets,311.8971252441406,MNIST,Schut,MLP,0,1
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,1
+7,set_size_penalty,0.0,MNIST,Schut,MLP,0,1
+7,validity,0.0,MNIST,Schut,MLP,0,1
+8,distance,10.000000953674316,MNIST,Schut,MLP,0,1
+8,distance_from_energy,398.4085693359375,MNIST,Schut,MLP,0,1
+8,distance_from_targets,321.9275817871094,MNIST,Schut,MLP,0,1
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,1
+8,set_size_penalty,0.0,MNIST,Schut,MLP,0,1
+8,validity,0.0,MNIST,Schut,MLP,0,1
+9,distance,10.000001907348633,MNIST,Schut,MLP,0,1
+9,distance_from_energy,378.0612487792969,MNIST,Schut,MLP,0,1
+9,distance_from_targets,319.7906188964844,MNIST,Schut,MLP,0,1
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,1
+9,set_size_penalty,0.0,MNIST,Schut,MLP,0,1
+9,validity,0.0,MNIST,Schut,MLP,0,1
+10,distance,10.000001907348633,MNIST,Schut,MLP,0,1
+10,distance_from_energy,385.53741455078125,MNIST,Schut,MLP,0,1
+10,distance_from_targets,331.8761291503906,MNIST,Schut,MLP,0,1
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,1
+10,set_size_penalty,0.0,MNIST,Schut,MLP,0,1
+10,validity,0.0,MNIST,Schut,MLP,0,1
 11,distance,126.91256713867188,MNIST,Wachter,MLP Ensemble,0,1
 11,distance_from_energy,366.9881591796875,MNIST,Wachter,MLP Ensemble,0,1
 11,distance_from_targets,384.8723449707031,MNIST,Wachter,MLP Ensemble,0,1
@@ -329,36 +329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,0,1
 15,set_size_penalty,0.2919241971065276,MNIST,ECCCo,MLP Ensemble,0,1
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,0,1
-11,distance,36.0,MNIST,Schut,MLP Ensemble,0,1
-11,distance_from_energy,355.175048828125,MNIST,Schut,MLP Ensemble,0,1
-11,distance_from_targets,324.15264892578125,MNIST,Schut,MLP Ensemble,0,1
-11,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,0,1
-11,set_size_penalty,0.2976416122236947,MNIST,Schut,MLP Ensemble,0,1
-11,validity,1.0,MNIST,Schut,MLP Ensemble,0,1
-12,distance,42.0,MNIST,Schut,MLP Ensemble,0,1
-12,distance_from_energy,378.0456237792969,MNIST,Schut,MLP Ensemble,0,1
-12,distance_from_targets,307.9807434082031,MNIST,Schut,MLP Ensemble,0,1
-12,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,0,1
-12,set_size_penalty,0.3339331244947714,MNIST,Schut,MLP Ensemble,0,1
-12,validity,1.0,MNIST,Schut,MLP Ensemble,0,1
-13,distance,62.0,MNIST,Schut,MLP Ensemble,0,1
-13,distance_from_energy,361.4079284667969,MNIST,Schut,MLP Ensemble,0,1
-13,distance_from_targets,291.8730163574219,MNIST,Schut,MLP Ensemble,0,1
-13,redundancy,0.9604591836734694,MNIST,Schut,MLP Ensemble,0,1
-13,set_size_penalty,0.30185766193492314,MNIST,Schut,MLP Ensemble,0,1
-13,validity,1.0,MNIST,Schut,MLP Ensemble,0,1
-14,distance,68.0,MNIST,Schut,MLP Ensemble,0,1
-14,distance_from_energy,376.8619079589844,MNIST,Schut,MLP Ensemble,0,1
-14,distance_from_targets,302.66107177734375,MNIST,Schut,MLP Ensemble,0,1
-14,redundancy,0.9566326530612245,MNIST,Schut,MLP Ensemble,0,1
-14,set_size_penalty,0.36544707074061056,MNIST,Schut,MLP Ensemble,0,1
-14,validity,1.0,MNIST,Schut,MLP Ensemble,0,1
-15,distance,36.0,MNIST,Schut,MLP Ensemble,0,1
-15,distance_from_energy,375.4992980957031,MNIST,Schut,MLP Ensemble,0,1
-15,distance_from_targets,300.0991516113281,MNIST,Schut,MLP Ensemble,0,1
-15,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,0,1
-15,set_size_penalty,0.3139538020287904,MNIST,Schut,MLP Ensemble,0,1
-15,validity,1.0,MNIST,Schut,MLP Ensemble,0,1
+11,distance,10.0,MNIST,Schut,MLP Ensemble,0,1
+11,distance_from_energy,361.72015380859375,MNIST,Schut,MLP Ensemble,0,1
+11,distance_from_targets,332.55804443359375,MNIST,Schut,MLP Ensemble,0,1
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,1
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,1
+11,validity,0.0,MNIST,Schut,MLP Ensemble,0,1
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,1
+12,distance_from_energy,385.85211181640625,MNIST,Schut,MLP Ensemble,0,1
+12,distance_from_targets,310.4006042480469,MNIST,Schut,MLP Ensemble,0,1
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,1
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,1
+12,validity,0.0,MNIST,Schut,MLP Ensemble,0,1
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,1
+13,distance_from_energy,384.8684387207031,MNIST,Schut,MLP Ensemble,0,1
+13,distance_from_targets,312.3997802734375,MNIST,Schut,MLP Ensemble,0,1
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,1
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,1
+13,validity,0.0,MNIST,Schut,MLP Ensemble,0,1
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,1
+14,distance_from_energy,398.3504333496094,MNIST,Schut,MLP Ensemble,0,1
+14,distance_from_targets,314.6990661621094,MNIST,Schut,MLP Ensemble,0,1
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,1
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,1
+14,validity,0.0,MNIST,Schut,MLP Ensemble,0,1
+15,distance,10.0,MNIST,Schut,MLP Ensemble,0,1
+15,distance_from_energy,384.2530822753906,MNIST,Schut,MLP Ensemble,0,1
+15,distance_from_targets,310.28936767578125,MNIST,Schut,MLP Ensemble,0,1
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,1
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,1
+15,validity,0.0,MNIST,Schut,MLP Ensemble,0,1
 16,distance,170.76959228515625,MNIST,Wachter,JEM,0,1
 16,distance_from_energy,279.291015625,MNIST,Wachter,JEM,0,1
 16,distance_from_targets,397.0263671875,MNIST,Wachter,JEM,0,1
@@ -449,36 +449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,0,1
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,0,1
 20,validity,1.0,MNIST,ECCCo,JEM,0,1
-16,distance,56.0,MNIST,Schut,JEM,0,1
-16,distance_from_energy,252.96759033203125,MNIST,Schut,JEM,0,1
-16,distance_from_targets,312.71124267578125,MNIST,Schut,JEM,0,1
-16,redundancy,0.9642857142857143,MNIST,Schut,JEM,0,1
-16,set_size_penalty,4.5016345826596655,MNIST,Schut,JEM,0,1
-16,validity,1.0,MNIST,Schut,JEM,0,1
-17,distance,38.0,MNIST,Schut,JEM,0,1
-17,distance_from_energy,205.29490661621094,MNIST,Schut,JEM,0,1
-17,distance_from_targets,307.6591491699219,MNIST,Schut,JEM,0,1
-17,redundancy,0.9757653061224489,MNIST,Schut,JEM,0,1
-17,set_size_penalty,4.500074428932306,MNIST,Schut,JEM,0,1
-17,validity,1.0,MNIST,Schut,JEM,0,1
-18,distance,38.0,MNIST,Schut,JEM,0,1
-18,distance_from_energy,267.3918762207031,MNIST,Schut,JEM,0,1
-18,distance_from_targets,317.196533203125,MNIST,Schut,JEM,0,1
-18,redundancy,0.9757653061224489,MNIST,Schut,JEM,0,1
-18,set_size_penalty,4.50062429224065,MNIST,Schut,JEM,0,1
-18,validity,1.0,MNIST,Schut,JEM,0,1
-19,distance,42.0,MNIST,Schut,JEM,0,1
-19,distance_from_energy,258.2167663574219,MNIST,Schut,JEM,0,1
-19,distance_from_targets,303.08148193359375,MNIST,Schut,JEM,0,1
-19,redundancy,0.9732142857142857,MNIST,Schut,JEM,0,1
-19,set_size_penalty,4.500409460551509,MNIST,Schut,JEM,0,1
-19,validity,1.0,MNIST,Schut,JEM,0,1
-20,distance,36.0,MNIST,Schut,JEM,0,1
-20,distance_from_energy,204.88064575195312,MNIST,Schut,JEM,0,1
-20,distance_from_targets,307.31787109375,MNIST,Schut,JEM,0,1
-20,redundancy,0.9770408163265306,MNIST,Schut,JEM,0,1
-20,set_size_penalty,4.500638889265133,MNIST,Schut,JEM,0,1
-20,validity,1.0,MNIST,Schut,JEM,0,1
+16,distance,10.000001907348633,MNIST,Schut,JEM,0,1
+16,distance_from_energy,260.3753662109375,MNIST,Schut,JEM,0,1
+16,distance_from_targets,308.1656799316406,MNIST,Schut,JEM,0,1
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,1
+16,set_size_penalty,0.0,MNIST,Schut,JEM,0,1
+16,validity,0.0,MNIST,Schut,JEM,0,1
+17,distance,10.000000953674316,MNIST,Schut,JEM,0,1
+17,distance_from_energy,212.05068969726562,MNIST,Schut,JEM,0,1
+17,distance_from_targets,308.949462890625,MNIST,Schut,JEM,0,1
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,0,1
+17,set_size_penalty,0.0,MNIST,Schut,JEM,0,1
+17,validity,0.0,MNIST,Schut,JEM,0,1
+18,distance,10.000001907348633,MNIST,Schut,JEM,0,1
+18,distance_from_energy,267.6142578125,MNIST,Schut,JEM,0,1
+18,distance_from_targets,312.0152282714844,MNIST,Schut,JEM,0,1
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,1
+18,set_size_penalty,0.0,MNIST,Schut,JEM,0,1
+18,validity,0.0,MNIST,Schut,JEM,0,1
+19,distance,10.000001907348633,MNIST,Schut,JEM,0,1
+19,distance_from_energy,266.45233154296875,MNIST,Schut,JEM,0,1
+19,distance_from_targets,306.2289733886719,MNIST,Schut,JEM,0,1
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,0,1
+19,set_size_penalty,0.0,MNIST,Schut,JEM,0,1
+19,validity,0.0,MNIST,Schut,JEM,0,1
+20,distance,10.000000953674316,MNIST,Schut,JEM,0,1
+20,distance_from_energy,214.4685516357422,MNIST,Schut,JEM,0,1
+20,distance_from_targets,314.2737121582031,MNIST,Schut,JEM,0,1
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,1
+20,set_size_penalty,0.0,MNIST,Schut,JEM,0,1
+20,validity,0.0,MNIST,Schut,JEM,0,1
 1,distance,184.95372009277344,MNIST,Wachter,JEM Ensemble,0,2
 1,distance_from_energy,279.5188293457031,MNIST,Wachter,JEM Ensemble,0,2
 1,distance_from_targets,475.4129638671875,MNIST,Wachter,JEM Ensemble,0,2
@@ -569,36 +569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,0,2
 5,set_size_penalty,2.0676493830948197,MNIST,ECCCo,JEM Ensemble,0,2
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,0,2
-1,distance,74.0,MNIST,Schut,JEM Ensemble,0,2
-1,distance_from_energy,243.9475555419922,MNIST,Schut,JEM Ensemble,0,2
-1,distance_from_targets,397.7507629394531,MNIST,Schut,JEM Ensemble,0,2
-1,redundancy,0.9528061224489796,MNIST,Schut,JEM Ensemble,0,2
-1,set_size_penalty,2.9765161704145124,MNIST,Schut,JEM Ensemble,0,2
-1,validity,1.0,MNIST,Schut,JEM Ensemble,0,2
-2,distance,30.0,MNIST,Schut,JEM Ensemble,0,2
-2,distance_from_energy,227.16104125976562,MNIST,Schut,JEM Ensemble,0,2
-2,distance_from_targets,328.1658630371094,MNIST,Schut,JEM Ensemble,0,2
-2,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,0,2
-2,set_size_penalty,2.7182249497409403,MNIST,Schut,JEM Ensemble,0,2
-2,validity,1.0,MNIST,Schut,JEM Ensemble,0,2
-3,distance,36.0,MNIST,Schut,JEM Ensemble,0,2
-3,distance_from_energy,239.2357635498047,MNIST,Schut,JEM Ensemble,0,2
-3,distance_from_targets,333.6906433105469,MNIST,Schut,JEM Ensemble,0,2
-3,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,0,2
-3,set_size_penalty,2.539953669314641,MNIST,Schut,JEM Ensemble,0,2
-3,validity,1.0,MNIST,Schut,JEM Ensemble,0,2
-4,distance,28.0,MNIST,Schut,JEM Ensemble,0,2
-4,distance_from_energy,219.44082641601562,MNIST,Schut,JEM Ensemble,0,2
-4,distance_from_targets,330.9349365234375,MNIST,Schut,JEM Ensemble,0,2
-4,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,0,2
-4,set_size_penalty,3.219401413387158,MNIST,Schut,JEM Ensemble,0,2
-4,validity,1.0,MNIST,Schut,JEM Ensemble,0,2
-5,distance,20.0,MNIST,Schut,JEM Ensemble,0,2
-5,distance_from_energy,220.1856689453125,MNIST,Schut,JEM Ensemble,0,2
-5,distance_from_targets,333.1756591796875,MNIST,Schut,JEM Ensemble,0,2
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,2
+1,distance_from_energy,264.5955810546875,MNIST,Schut,JEM Ensemble,0,2
+1,distance_from_targets,404.00067138671875,MNIST,Schut,JEM Ensemble,0,2
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,2
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,2
+1,validity,0.0,MNIST,Schut,JEM Ensemble,0,2
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,2
+2,distance_from_energy,228.2978057861328,MNIST,Schut,JEM Ensemble,0,2
+2,distance_from_targets,325.8748474121094,MNIST,Schut,JEM Ensemble,0,2
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,2
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,2
+2,validity,0.0,MNIST,Schut,JEM Ensemble,0,2
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,2
+3,distance_from_energy,242.90708923339844,MNIST,Schut,JEM Ensemble,0,2
+3,distance_from_targets,330.2626647949219,MNIST,Schut,JEM Ensemble,0,2
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,2
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,2
+3,validity,0.0,MNIST,Schut,JEM Ensemble,0,2
+4,distance,10.0,MNIST,Schut,JEM Ensemble,0,2
+4,distance_from_energy,221.47622680664062,MNIST,Schut,JEM Ensemble,0,2
+4,distance_from_targets,325.9033203125,MNIST,Schut,JEM Ensemble,0,2
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,2
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,2
+4,validity,0.0,MNIST,Schut,JEM Ensemble,0,2
+5,distance,10.0,MNIST,Schut,JEM Ensemble,0,2
+5,distance_from_energy,219.36654663085938,MNIST,Schut,JEM Ensemble,0,2
+5,distance_from_targets,330.61407470703125,MNIST,Schut,JEM Ensemble,0,2
 5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,2
-5,set_size_penalty,2.807136744052795,MNIST,Schut,JEM Ensemble,0,2
-5,validity,1.0,MNIST,Schut,JEM Ensemble,0,2
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,2
+5,validity,0.0,MNIST,Schut,JEM Ensemble,0,2
 6,distance,145.06138610839844,MNIST,Wachter,MLP,0,2
 6,distance_from_energy,370.3126525878906,MNIST,Wachter,MLP,0,2
 6,distance_from_targets,418.6048583984375,MNIST,Wachter,MLP,0,2
@@ -689,36 +689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,0,2
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,0,2
 10,validity,1.0,MNIST,ECCCo,MLP,0,2
-6,distance,44.0,MNIST,Schut,MLP,0,2
-6,distance_from_energy,366.9193420410156,MNIST,Schut,MLP,0,2
-6,distance_from_targets,352.3560791015625,MNIST,Schut,MLP,0,2
-6,redundancy,0.9719387755102041,MNIST,Schut,MLP,0,2
-6,set_size_penalty,0.5740088764579685,MNIST,Schut,MLP,0,2
-6,validity,1.0,MNIST,Schut,MLP,0,2
-7,distance,54.0,MNIST,Schut,MLP,0,2
-7,distance_from_energy,364.2588806152344,MNIST,Schut,MLP,0,2
-7,distance_from_targets,329.7258605957031,MNIST,Schut,MLP,0,2
-7,redundancy,0.9655612244897959,MNIST,Schut,MLP,0,2
-7,set_size_penalty,0.5714014605292879,MNIST,Schut,MLP,0,2
-7,validity,1.0,MNIST,Schut,MLP,0,2
-8,distance,62.0,MNIST,Schut,MLP,0,2
-8,distance_from_energy,346.7929992675781,MNIST,Schut,MLP,0,2
-8,distance_from_targets,356.77301025390625,MNIST,Schut,MLP,0,2
-8,redundancy,0.9604591836734694,MNIST,Schut,MLP,0,2
-8,set_size_penalty,0.573243006658072,MNIST,Schut,MLP,0,2
-8,validity,1.0,MNIST,Schut,MLP,0,2
-9,distance,46.0,MNIST,Schut,MLP,0,2
-9,distance_from_energy,365.7977600097656,MNIST,Schut,MLP,0,2
-9,distance_from_targets,313.89080810546875,MNIST,Schut,MLP,0,2
-9,redundancy,0.9706632653061225,MNIST,Schut,MLP,0,2
-9,set_size_penalty,0.5709705735926542,MNIST,Schut,MLP,0,2
-9,validity,1.0,MNIST,Schut,MLP,0,2
-10,distance,42.0,MNIST,Schut,MLP,0,2
-10,distance_from_energy,378.6517333984375,MNIST,Schut,MLP,0,2
-10,distance_from_targets,352.9207763671875,MNIST,Schut,MLP,0,2
-10,redundancy,0.9732142857142857,MNIST,Schut,MLP,0,2
-10,set_size_penalty,0.5707505573798495,MNIST,Schut,MLP,0,2
-10,validity,1.0,MNIST,Schut,MLP,0,2
+6,distance,10.000000953674316,MNIST,Schut,MLP,0,2
+6,distance_from_energy,368.75323486328125,MNIST,Schut,MLP,0,2
+6,distance_from_targets,348.9940490722656,MNIST,Schut,MLP,0,2
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,2
+6,set_size_penalty,0.0,MNIST,Schut,MLP,0,2
+6,validity,0.0,MNIST,Schut,MLP,0,2
+7,distance,10.0,MNIST,Schut,MLP,0,2
+7,distance_from_energy,369.07073974609375,MNIST,Schut,MLP,0,2
+7,distance_from_targets,329.7235107421875,MNIST,Schut,MLP,0,2
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,2
+7,set_size_penalty,0.0,MNIST,Schut,MLP,0,2
+7,validity,0.0,MNIST,Schut,MLP,0,2
+8,distance,10.000000953674316,MNIST,Schut,MLP,0,2
+8,distance_from_energy,357.88983154296875,MNIST,Schut,MLP,0,2
+8,distance_from_targets,358.9501953125,MNIST,Schut,MLP,0,2
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,2
+8,set_size_penalty,0.0,MNIST,Schut,MLP,0,2
+8,validity,0.0,MNIST,Schut,MLP,0,2
+9,distance,10.000000953674316,MNIST,Schut,MLP,0,2
+9,distance_from_energy,365.8331298828125,MNIST,Schut,MLP,0,2
+9,distance_from_targets,317.55084228515625,MNIST,Schut,MLP,0,2
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,2
+9,set_size_penalty,0.0,MNIST,Schut,MLP,0,2
+9,validity,0.0,MNIST,Schut,MLP,0,2
+10,distance,10.000000953674316,MNIST,Schut,MLP,0,2
+10,distance_from_energy,380.066162109375,MNIST,Schut,MLP,0,2
+10,distance_from_targets,348.6024169921875,MNIST,Schut,MLP,0,2
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,2
+10,set_size_penalty,0.0,MNIST,Schut,MLP,0,2
+10,validity,0.0,MNIST,Schut,MLP,0,2
 11,distance,169.84693908691406,MNIST,Wachter,MLP Ensemble,0,2
 11,distance_from_energy,373.4878234863281,MNIST,Wachter,MLP Ensemble,0,2
 11,distance_from_targets,421.03948974609375,MNIST,Wachter,MLP Ensemble,0,2
@@ -809,36 +809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,0,2
 15,set_size_penalty,0.2919241971065276,MNIST,ECCCo,MLP Ensemble,0,2
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,0,2
-11,distance,68.0,MNIST,Schut,MLP Ensemble,0,2
-11,distance_from_energy,356.3580017089844,MNIST,Schut,MLP Ensemble,0,2
-11,distance_from_targets,330.40521240234375,MNIST,Schut,MLP Ensemble,0,2
-11,redundancy,0.9566326530612245,MNIST,Schut,MLP Ensemble,0,2
-11,set_size_penalty,0.38997180509987417,MNIST,Schut,MLP Ensemble,0,2
-11,validity,1.0,MNIST,Schut,MLP Ensemble,0,2
-12,distance,50.0,MNIST,Schut,MLP Ensemble,0,2
-12,distance_from_energy,361.65765380859375,MNIST,Schut,MLP Ensemble,0,2
-12,distance_from_targets,329.7216796875,MNIST,Schut,MLP Ensemble,0,2
-12,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,0,2
-12,set_size_penalty,0.40035547655096426,MNIST,Schut,MLP Ensemble,0,2
-12,validity,1.0,MNIST,Schut,MLP Ensemble,0,2
-13,distance,50.0,MNIST,Schut,MLP Ensemble,0,2
-13,distance_from_energy,367.284423828125,MNIST,Schut,MLP Ensemble,0,2
-13,distance_from_targets,347.32470703125,MNIST,Schut,MLP Ensemble,0,2
-13,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,0,2
-13,set_size_penalty,0.3015318921117931,MNIST,Schut,MLP Ensemble,0,2
-13,validity,1.0,MNIST,Schut,MLP Ensemble,0,2
-14,distance,60.0,MNIST,Schut,MLP Ensemble,0,2
-14,distance_from_energy,358.3008728027344,MNIST,Schut,MLP Ensemble,0,2
-14,distance_from_targets,337.9320373535156,MNIST,Schut,MLP Ensemble,0,2
-14,redundancy,0.9617346938775511,MNIST,Schut,MLP Ensemble,0,2
-14,set_size_penalty,0.3363696432328387,MNIST,Schut,MLP Ensemble,0,2
-14,validity,1.0,MNIST,Schut,MLP Ensemble,0,2
-15,distance,18.0,MNIST,Schut,MLP Ensemble,0,2
-15,distance_from_energy,353.0986633300781,MNIST,Schut,MLP Ensemble,0,2
-15,distance_from_targets,309.2150573730469,MNIST,Schut,MLP Ensemble,0,2
-15,redundancy,0.9885204081632653,MNIST,Schut,MLP Ensemble,0,2
-15,set_size_penalty,0.3353464954457981,MNIST,Schut,MLP Ensemble,0,2
-15,validity,1.0,MNIST,Schut,MLP Ensemble,0,2
+11,distance,10.0,MNIST,Schut,MLP Ensemble,0,2
+11,distance_from_energy,371.4344177246094,MNIST,Schut,MLP Ensemble,0,2
+11,distance_from_targets,333.39227294921875,MNIST,Schut,MLP Ensemble,0,2
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,2
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,2
+11,validity,0.0,MNIST,Schut,MLP Ensemble,0,2
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,2
+12,distance_from_energy,363.7143859863281,MNIST,Schut,MLP Ensemble,0,2
+12,distance_from_targets,325.9833679199219,MNIST,Schut,MLP Ensemble,0,2
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,2
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,2
+12,validity,0.0,MNIST,Schut,MLP Ensemble,0,2
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,2
+13,distance_from_energy,369.5337219238281,MNIST,Schut,MLP Ensemble,0,2
+13,distance_from_targets,340.2431335449219,MNIST,Schut,MLP Ensemble,0,2
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,2
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,2
+13,validity,0.0,MNIST,Schut,MLP Ensemble,0,2
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,2
+14,distance_from_energy,374.5483093261719,MNIST,Schut,MLP Ensemble,0,2
+14,distance_from_targets,356.10821533203125,MNIST,Schut,MLP Ensemble,0,2
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,2
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,2
+14,validity,0.0,MNIST,Schut,MLP Ensemble,0,2
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,2
+15,distance_from_energy,349.73419189453125,MNIST,Schut,MLP Ensemble,0,2
+15,distance_from_targets,300.4509582519531,MNIST,Schut,MLP Ensemble,0,2
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,2
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,2
+15,validity,0.0,MNIST,Schut,MLP Ensemble,0,2
 16,distance,125.47125244140625,MNIST,Wachter,JEM,0,2
 16,distance_from_energy,272.1532897949219,MNIST,Wachter,JEM,0,2
 16,distance_from_targets,431.03753662109375,MNIST,Wachter,JEM,0,2
@@ -929,35 +929,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,0,2
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,0,2
 20,validity,1.0,MNIST,ECCCo,JEM,0,2
-16,distance,18.0,MNIST,Schut,JEM,0,2
-16,distance_from_energy,252.79603576660156,MNIST,Schut,JEM,0,2
-16,distance_from_targets,368.7201843261719,MNIST,Schut,JEM,0,2
-16,redundancy,0.9885204081632653,MNIST,Schut,JEM,0,2
-16,set_size_penalty,4.500923326516769,MNIST,Schut,JEM,0,2
-16,validity,1.0,MNIST,Schut,JEM,0,2
-17,distance,40.0,MNIST,Schut,JEM,0,2
-17,distance_from_energy,228.37130737304688,MNIST,Schut,JEM,0,2
-17,distance_from_targets,351.6462707519531,MNIST,Schut,JEM,0,2
-17,redundancy,0.9744897959183674,MNIST,Schut,JEM,0,2
-17,set_size_penalty,4.50018567755281,MNIST,Schut,JEM,0,2
-17,validity,1.0,MNIST,Schut,JEM,0,2
-18,distance,34.0,MNIST,Schut,JEM,0,2
-18,distance_from_energy,207.7890625,MNIST,Schut,JEM,0,2
-18,distance_from_targets,335.7485046386719,MNIST,Schut,JEM,0,2
-18,redundancy,0.9783163265306123,MNIST,Schut,JEM,0,2
-18,set_size_penalty,4.500142606005135,MNIST,Schut,JEM,0,2
-18,validity,1.0,MNIST,Schut,JEM,0,2
-19,distance,30.0,MNIST,Schut,JEM,0,2
-19,distance_from_energy,228.38795471191406,MNIST,Schut,JEM,0,2
-19,distance_from_targets,337.9018859863281,MNIST,Schut,JEM,0,2
-19,redundancy,0.9808673469387755,MNIST,Schut,JEM,0,2
-19,set_size_penalty,4.50000764195017,MNIST,Schut,JEM,0,2
-19,validity,1.0,MNIST,Schut,JEM,0,2
-20,distance,4.0,MNIST,Schut,JEM,0,2
-20,distance_from_energy,194.03041076660156,MNIST,Schut,JEM,0,2
-20,distance_from_targets,334.0202941894531,MNIST,Schut,JEM,0,2
-20,redundancy,0.9974489795918368,MNIST,Schut,JEM,0,2
-20,set_size_penalty,4.500262641336491,MNIST,Schut,JEM,0,2
+16,distance,10.000001907348633,MNIST,Schut,JEM,0,2
+16,distance_from_energy,250.52133178710938,MNIST,Schut,JEM,0,2
+16,distance_from_targets,363.6203308105469,MNIST,Schut,JEM,0,2
+16,redundancy,0.9821428571428571,MNIST,Schut,JEM,0,2
+16,set_size_penalty,0.0,MNIST,Schut,JEM,0,2
+16,validity,0.0,MNIST,Schut,JEM,0,2
+17,distance,10.000001907348633,MNIST,Schut,JEM,0,2
+17,distance_from_energy,223.92124938964844,MNIST,Schut,JEM,0,2
+17,distance_from_targets,337.4389343261719,MNIST,Schut,JEM,0,2
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,0,2
+17,set_size_penalty,0.0,MNIST,Schut,JEM,0,2
+17,validity,0.0,MNIST,Schut,JEM,0,2
+18,distance,10.000001907348633,MNIST,Schut,JEM,0,2
+18,distance_from_energy,207.75967407226562,MNIST,Schut,JEM,0,2
+18,distance_from_targets,330.592529296875,MNIST,Schut,JEM,0,2
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,0,2
+18,set_size_penalty,0.0,MNIST,Schut,JEM,0,2
+18,validity,0.0,MNIST,Schut,JEM,0,2
+19,distance,10.000001907348633,MNIST,Schut,JEM,0,2
+19,distance_from_energy,230.14776611328125,MNIST,Schut,JEM,0,2
+19,distance_from_targets,330.4015197753906,MNIST,Schut,JEM,0,2
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,0,2
+19,set_size_penalty,0.0,MNIST,Schut,JEM,0,2
+19,validity,0.0,MNIST,Schut,JEM,0,2
+20,distance,3.3000001907348633,MNIST,Schut,JEM,0,2
+20,distance_from_energy,192.48284912109375,MNIST,Schut,JEM,0,2
+20,distance_from_targets,332.196533203125,MNIST,Schut,JEM,0,2
+20,redundancy,0.9948979591836735,MNIST,Schut,JEM,0,2
+20,set_size_penalty,4.5053085340194,MNIST,Schut,JEM,0,2
 20,validity,1.0,MNIST,Schut,JEM,0,2
 1,distance,121.65502166748047,MNIST,Wachter,JEM Ensemble,0,3
 1,distance_from_energy,217.85519409179688,MNIST,Wachter,JEM Ensemble,0,3
@@ -1049,36 +1049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,0,3
 5,set_size_penalty,2.0676493830948193,MNIST,ECCCo,JEM Ensemble,0,3
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,0,3
-1,distance,14.0,MNIST,Schut,JEM Ensemble,0,3
-1,distance_from_energy,204.9462890625,MNIST,Schut,JEM Ensemble,0,3
-1,distance_from_targets,305.902587890625,MNIST,Schut,JEM Ensemble,0,3
-1,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,0,3
-1,set_size_penalty,3.1791590562413834,MNIST,Schut,JEM Ensemble,0,3
-1,validity,1.0,MNIST,Schut,JEM Ensemble,0,3
-2,distance,26.0,MNIST,Schut,JEM Ensemble,0,3
-2,distance_from_energy,227.25340270996094,MNIST,Schut,JEM Ensemble,0,3
-2,distance_from_targets,307.468994140625,MNIST,Schut,JEM Ensemble,0,3
-2,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,0,3
-2,set_size_penalty,2.9376887357574555,MNIST,Schut,JEM Ensemble,0,3
-2,validity,1.0,MNIST,Schut,JEM Ensemble,0,3
-3,distance,26.0,MNIST,Schut,JEM Ensemble,0,3
-3,distance_from_energy,228.09349060058594,MNIST,Schut,JEM Ensemble,0,3
-3,distance_from_targets,336.6045837402344,MNIST,Schut,JEM Ensemble,0,3
-3,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,0,3
-3,set_size_penalty,2.7816736350167686,MNIST,Schut,JEM Ensemble,0,3
-3,validity,1.0,MNIST,Schut,JEM Ensemble,0,3
-4,distance,10.0,MNIST,Schut,JEM Ensemble,0,3
-4,distance_from_energy,220.28720092773438,MNIST,Schut,JEM Ensemble,0,3
-4,distance_from_targets,299.10577392578125,MNIST,Schut,JEM Ensemble,0,3
-4,redundancy,0.9936224489795918,MNIST,Schut,JEM Ensemble,0,3
-4,set_size_penalty,3.0945071476074313,MNIST,Schut,JEM Ensemble,0,3
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,3
+1,distance_from_energy,204.13499450683594,MNIST,Schut,JEM Ensemble,0,3
+1,distance_from_targets,303.79095458984375,MNIST,Schut,JEM Ensemble,0,3
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,3
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,3
+1,validity,0.0,MNIST,Schut,JEM Ensemble,0,3
+2,distance,10.0,MNIST,Schut,JEM Ensemble,0,3
+2,distance_from_energy,230.8968505859375,MNIST,Schut,JEM Ensemble,0,3
+2,distance_from_targets,307.537841796875,MNIST,Schut,JEM Ensemble,0,3
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,3
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,3
+2,validity,0.0,MNIST,Schut,JEM Ensemble,0,3
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,3
+3,distance_from_energy,230.9654541015625,MNIST,Schut,JEM Ensemble,0,3
+3,distance_from_targets,336.8863830566406,MNIST,Schut,JEM Ensemble,0,3
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,3
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,3
+3,validity,0.0,MNIST,Schut,JEM Ensemble,0,3
+4,distance,9.100001335144043,MNIST,Schut,JEM Ensemble,0,3
+4,distance_from_energy,219.17039489746094,MNIST,Schut,JEM Ensemble,0,3
+4,distance_from_targets,297.38519287109375,MNIST,Schut,JEM Ensemble,0,3
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,3
+4,set_size_penalty,3.009079705129844,MNIST,Schut,JEM Ensemble,0,3
 4,validity,1.0,MNIST,Schut,JEM Ensemble,0,3
-5,distance,24.0,MNIST,Schut,JEM Ensemble,0,3
-5,distance_from_energy,236.88003540039062,MNIST,Schut,JEM Ensemble,0,3
-5,distance_from_targets,320.8165283203125,MNIST,Schut,JEM Ensemble,0,3
-5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,0,3
-5,set_size_penalty,3.0153270958128155,MNIST,Schut,JEM Ensemble,0,3
-5,validity,1.0,MNIST,Schut,JEM Ensemble,0,3
+5,distance,10.0,MNIST,Schut,JEM Ensemble,0,3
+5,distance_from_energy,236.3926544189453,MNIST,Schut,JEM Ensemble,0,3
+5,distance_from_targets,318.1058654785156,MNIST,Schut,JEM Ensemble,0,3
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,3
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,3
+5,validity,0.0,MNIST,Schut,JEM Ensemble,0,3
 6,distance,156.96554565429688,MNIST,Wachter,MLP,0,3
 6,distance_from_energy,384.1369934082031,MNIST,Wachter,MLP,0,3
 6,distance_from_targets,439.6710205078125,MNIST,Wachter,MLP,0,3
@@ -1169,36 +1169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,0,3
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,0,3
 10,validity,1.0,MNIST,ECCCo,MLP,0,3
-6,distance,54.0,MNIST,Schut,MLP,0,3
-6,distance_from_energy,391.88616943359375,MNIST,Schut,MLP,0,3
-6,distance_from_targets,365.7888488769531,MNIST,Schut,MLP,0,3
-6,redundancy,0.9655612244897959,MNIST,Schut,MLP,0,3
-6,set_size_penalty,0.5738535938669365,MNIST,Schut,MLP,0,3
-6,validity,1.0,MNIST,Schut,MLP,0,3
-7,distance,24.0,MNIST,Schut,MLP,0,3
-7,distance_from_energy,386.0400085449219,MNIST,Schut,MLP,0,3
-7,distance_from_targets,347.9112548828125,MNIST,Schut,MLP,0,3
-7,redundancy,0.9846938775510204,MNIST,Schut,MLP,0,3
-7,set_size_penalty,0.5698693553951146,MNIST,Schut,MLP,0,3
-7,validity,1.0,MNIST,Schut,MLP,0,3
-8,distance,38.0,MNIST,Schut,MLP,0,3
-8,distance_from_energy,350.71551513671875,MNIST,Schut,MLP,0,3
-8,distance_from_targets,317.3797912597656,MNIST,Schut,MLP,0,3
-8,redundancy,0.9757653061224489,MNIST,Schut,MLP,0,3
-8,set_size_penalty,0.5689766156866429,MNIST,Schut,MLP,0,3
-8,validity,1.0,MNIST,Schut,MLP,0,3
-9,distance,28.0,MNIST,Schut,MLP,0,3
-9,distance_from_energy,360.00665283203125,MNIST,Schut,MLP,0,3
-9,distance_from_targets,320.6580810546875,MNIST,Schut,MLP,0,3
-9,redundancy,0.9821428571428571,MNIST,Schut,MLP,0,3
-9,set_size_penalty,0.5726419859091398,MNIST,Schut,MLP,0,3
-9,validity,1.0,MNIST,Schut,MLP,0,3
-10,distance,28.0,MNIST,Schut,MLP,0,3
-10,distance_from_energy,364.52130126953125,MNIST,Schut,MLP,0,3
-10,distance_from_targets,321.7855529785156,MNIST,Schut,MLP,0,3
-10,redundancy,0.9821428571428571,MNIST,Schut,MLP,0,3
-10,set_size_penalty,0.5748215653043427,MNIST,Schut,MLP,0,3
-10,validity,1.0,MNIST,Schut,MLP,0,3
+6,distance,10.000000953674316,MNIST,Schut,MLP,0,3
+6,distance_from_energy,403.3670349121094,MNIST,Schut,MLP,0,3
+6,distance_from_targets,374.7998962402344,MNIST,Schut,MLP,0,3
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,0,3
+6,set_size_penalty,0.0,MNIST,Schut,MLP,0,3
+6,validity,0.0,MNIST,Schut,MLP,0,3
+7,distance,10.000001907348633,MNIST,Schut,MLP,0,3
+7,distance_from_energy,387.2317199707031,MNIST,Schut,MLP,0,3
+7,distance_from_targets,347.6888732910156,MNIST,Schut,MLP,0,3
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,0,3
+7,set_size_penalty,0.0,MNIST,Schut,MLP,0,3
+7,validity,0.0,MNIST,Schut,MLP,0,3
+8,distance,10.000001907348633,MNIST,Schut,MLP,0,3
+8,distance_from_energy,357.3580017089844,MNIST,Schut,MLP,0,3
+8,distance_from_targets,318.8337707519531,MNIST,Schut,MLP,0,3
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,3
+8,set_size_penalty,0.0,MNIST,Schut,MLP,0,3
+8,validity,0.0,MNIST,Schut,MLP,0,3
+9,distance,10.000000953674316,MNIST,Schut,MLP,0,3
+9,distance_from_energy,362.8397216796875,MNIST,Schut,MLP,0,3
+9,distance_from_targets,321.74310302734375,MNIST,Schut,MLP,0,3
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,0,3
+9,set_size_penalty,0.0,MNIST,Schut,MLP,0,3
+9,validity,0.0,MNIST,Schut,MLP,0,3
+10,distance,10.000001907348633,MNIST,Schut,MLP,0,3
+10,distance_from_energy,370.2308654785156,MNIST,Schut,MLP,0,3
+10,distance_from_targets,321.1164855957031,MNIST,Schut,MLP,0,3
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,0,3
+10,set_size_penalty,0.0,MNIST,Schut,MLP,0,3
+10,validity,0.0,MNIST,Schut,MLP,0,3
 11,distance,168.11305236816406,MNIST,Wachter,MLP Ensemble,0,3
 11,distance_from_energy,370.134521484375,MNIST,Wachter,MLP Ensemble,0,3
 11,distance_from_targets,433.4385681152344,MNIST,Wachter,MLP Ensemble,0,3
@@ -1289,36 +1289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,0,3
 15,set_size_penalty,0.2919241971065276,MNIST,ECCCo,MLP Ensemble,0,3
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,0,3
-11,distance,68.0,MNIST,Schut,MLP Ensemble,0,3
-11,distance_from_energy,358.7406311035156,MNIST,Schut,MLP Ensemble,0,3
-11,distance_from_targets,357.8175964355469,MNIST,Schut,MLP Ensemble,0,3
-11,redundancy,0.9566326530612245,MNIST,Schut,MLP Ensemble,0,3
-11,set_size_penalty,0.3118954299154779,MNIST,Schut,MLP Ensemble,0,3
-11,validity,1.0,MNIST,Schut,MLP Ensemble,0,3
-12,distance,68.0,MNIST,Schut,MLP Ensemble,0,3
-12,distance_from_energy,359.03680419921875,MNIST,Schut,MLP Ensemble,0,3
-12,distance_from_targets,329.34228515625,MNIST,Schut,MLP Ensemble,0,3
-12,redundancy,0.9566326530612245,MNIST,Schut,MLP Ensemble,0,3
-12,set_size_penalty,0.34363110539298436,MNIST,Schut,MLP Ensemble,0,3
-12,validity,1.0,MNIST,Schut,MLP Ensemble,0,3
-13,distance,48.0,MNIST,Schut,MLP Ensemble,0,3
-13,distance_from_energy,366.7333984375,MNIST,Schut,MLP Ensemble,0,3
-13,distance_from_targets,339.1233215332031,MNIST,Schut,MLP Ensemble,0,3
-13,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,0,3
-13,set_size_penalty,0.33318306488139116,MNIST,Schut,MLP Ensemble,0,3
-13,validity,1.0,MNIST,Schut,MLP Ensemble,0,3
-14,distance,58.0,MNIST,Schut,MLP Ensemble,0,3
-14,distance_from_energy,379.8601989746094,MNIST,Schut,MLP Ensemble,0,3
-14,distance_from_targets,357.9400634765625,MNIST,Schut,MLP Ensemble,0,3
-14,redundancy,0.9630102040816326,MNIST,Schut,MLP Ensemble,0,3
-14,set_size_penalty,0.3717796904771866,MNIST,Schut,MLP Ensemble,0,3
-14,validity,1.0,MNIST,Schut,MLP Ensemble,0,3
-15,distance,34.0,MNIST,Schut,MLP Ensemble,0,3
-15,distance_from_energy,363.7201843261719,MNIST,Schut,MLP Ensemble,0,3
-15,distance_from_targets,316.2422180175781,MNIST,Schut,MLP Ensemble,0,3
-15,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,0,3
-15,set_size_penalty,0.2981217190144936,MNIST,Schut,MLP Ensemble,0,3
-15,validity,1.0,MNIST,Schut,MLP Ensemble,0,3
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,3
+11,distance_from_energy,369.1254577636719,MNIST,Schut,MLP Ensemble,0,3
+11,distance_from_targets,356.4466247558594,MNIST,Schut,MLP Ensemble,0,3
+11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,0,3
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,3
+11,validity,0.0,MNIST,Schut,MLP Ensemble,0,3
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,3
+12,distance_from_energy,379.2890319824219,MNIST,Schut,MLP Ensemble,0,3
+12,distance_from_targets,331.72137451171875,MNIST,Schut,MLP Ensemble,0,3
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,3
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,3
+12,validity,0.0,MNIST,Schut,MLP Ensemble,0,3
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,3
+13,distance_from_energy,369.2568664550781,MNIST,Schut,MLP Ensemble,0,3
+13,distance_from_targets,325.2623291015625,MNIST,Schut,MLP Ensemble,0,3
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,3
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,3
+13,validity,0.0,MNIST,Schut,MLP Ensemble,0,3
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,3
+14,distance_from_energy,391.1808166503906,MNIST,Schut,MLP Ensemble,0,3
+14,distance_from_targets,355.41217041015625,MNIST,Schut,MLP Ensemble,0,3
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,3
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,3
+14,validity,0.0,MNIST,Schut,MLP Ensemble,0,3
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,3
+15,distance_from_energy,368.73565673828125,MNIST,Schut,MLP Ensemble,0,3
+15,distance_from_targets,310.46502685546875,MNIST,Schut,MLP Ensemble,0,3
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,3
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,3
+15,validity,0.0,MNIST,Schut,MLP Ensemble,0,3
 16,distance,136.8481903076172,MNIST,Wachter,JEM,0,3
 16,distance_from_energy,223.42332458496094,MNIST,Wachter,JEM,0,3
 16,distance_from_targets,383.50115966796875,MNIST,Wachter,JEM,0,3
@@ -1409,35 +1409,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,0,3
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,0,3
 20,validity,1.0,MNIST,ECCCo,JEM,0,3
-16,distance,24.0,MNIST,Schut,JEM,0,3
-16,distance_from_energy,249.22068786621094,MNIST,Schut,JEM,0,3
-16,distance_from_targets,302.4957275390625,MNIST,Schut,JEM,0,3
-16,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,3
-16,set_size_penalty,4.502876672552205,MNIST,Schut,JEM,0,3
-16,validity,1.0,MNIST,Schut,JEM,0,3
-17,distance,10.0,MNIST,Schut,JEM,0,3
-17,distance_from_energy,229.16046142578125,MNIST,Schut,JEM,0,3
-17,distance_from_targets,304.5516052246094,MNIST,Schut,JEM,0,3
-17,redundancy,0.9936224489795918,MNIST,Schut,JEM,0,3
-17,set_size_penalty,4.500604189437302,MNIST,Schut,JEM,0,3
+16,distance,10.000001907348633,MNIST,Schut,JEM,0,3
+16,distance_from_energy,254.8640594482422,MNIST,Schut,JEM,0,3
+16,distance_from_targets,303.90008544921875,MNIST,Schut,JEM,0,3
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,0,3
+16,set_size_penalty,0.0,MNIST,Schut,JEM,0,3
+16,validity,0.0,MNIST,Schut,JEM,0,3
+17,distance,9.700000762939453,MNIST,Schut,JEM,0,3
+17,distance_from_energy,226.4467315673828,MNIST,Schut,JEM,0,3
+17,distance_from_targets,303.526123046875,MNIST,Schut,JEM,0,3
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,3
+17,set_size_penalty,4.505612541928677,MNIST,Schut,JEM,0,3
 17,validity,1.0,MNIST,Schut,JEM,0,3
-18,distance,42.0,MNIST,Schut,JEM,0,3
-18,distance_from_energy,244.18853759765625,MNIST,Schut,JEM,0,3
-18,distance_from_targets,398.9052429199219,MNIST,Schut,JEM,0,3
-18,redundancy,0.9732142857142857,MNIST,Schut,JEM,0,3
-18,set_size_penalty,4.501510580205954,MNIST,Schut,JEM,0,3
-18,validity,1.0,MNIST,Schut,JEM,0,3
-19,distance,4.0,MNIST,Schut,JEM,0,3
-19,distance_from_energy,228.7643585205078,MNIST,Schut,JEM,0,3
-19,distance_from_targets,366.1815490722656,MNIST,Schut,JEM,0,3
-19,redundancy,0.9974489795918368,MNIST,Schut,JEM,0,3
-19,set_size_penalty,4.499959876169262,MNIST,Schut,JEM,0,3
+18,distance,10.000001907348633,MNIST,Schut,JEM,0,3
+18,distance_from_energy,243.41519165039062,MNIST,Schut,JEM,0,3
+18,distance_from_targets,394.4548645019531,MNIST,Schut,JEM,0,3
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,0,3
+18,set_size_penalty,0.0,MNIST,Schut,JEM,0,3
+18,validity,0.0,MNIST,Schut,JEM,0,3
+19,distance,2.40000057220459,MNIST,Schut,JEM,0,3
+19,distance_from_energy,228.7548370361328,MNIST,Schut,JEM,0,3
+19,distance_from_targets,365.3105773925781,MNIST,Schut,JEM,0,3
+19,redundancy,0.9961734693877551,MNIST,Schut,JEM,0,3
+19,set_size_penalty,4.504352610577039,MNIST,Schut,JEM,0,3
 19,validity,1.0,MNIST,Schut,JEM,0,3
-20,distance,8.0,MNIST,Schut,JEM,0,3
-20,distance_from_energy,222.08905029296875,MNIST,Schut,JEM,0,3
-20,distance_from_targets,297.0606689453125,MNIST,Schut,JEM,0,3
-20,redundancy,0.9948979591836735,MNIST,Schut,JEM,0,3
-20,set_size_penalty,4.504284524119294,MNIST,Schut,JEM,0,3
+20,distance,7.200000762939453,MNIST,Schut,JEM,0,3
+20,distance_from_energy,219.53790283203125,MNIST,Schut,JEM,0,3
+20,distance_from_targets,292.5268249511719,MNIST,Schut,JEM,0,3
+20,redundancy,0.9885204081632653,MNIST,Schut,JEM,0,3
+20,set_size_penalty,4.507688698864671,MNIST,Schut,JEM,0,3
 20,validity,1.0,MNIST,Schut,JEM,0,3
 1,distance,140.41505432128906,MNIST,Wachter,JEM Ensemble,0,4
 1,distance_from_energy,245.85076904296875,MNIST,Wachter,JEM Ensemble,0,4
@@ -1529,36 +1529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,0,4
 5,set_size_penalty,2.0676493830948193,MNIST,ECCCo,JEM Ensemble,0,4
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,0,4
-1,distance,32.0,MNIST,Schut,JEM Ensemble,0,4
-1,distance_from_energy,233.1026611328125,MNIST,Schut,JEM Ensemble,0,4
-1,distance_from_targets,310.9393310546875,MNIST,Schut,JEM Ensemble,0,4
-1,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,0,4
-1,set_size_penalty,3.5877783968351826,MNIST,Schut,JEM Ensemble,0,4
-1,validity,1.0,MNIST,Schut,JEM Ensemble,0,4
-2,distance,56.0,MNIST,Schut,JEM Ensemble,0,4
-2,distance_from_energy,244.19021606445312,MNIST,Schut,JEM Ensemble,0,4
-2,distance_from_targets,348.77142333984375,MNIST,Schut,JEM Ensemble,0,4
-2,redundancy,0.9642857142857143,MNIST,Schut,JEM Ensemble,0,4
-2,set_size_penalty,3.4107507907862384,MNIST,Schut,JEM Ensemble,0,4
-2,validity,1.0,MNIST,Schut,JEM Ensemble,0,4
-3,distance,30.0,MNIST,Schut,JEM Ensemble,0,4
-3,distance_from_energy,249.15151977539062,MNIST,Schut,JEM Ensemble,0,4
-3,distance_from_targets,328.1149597167969,MNIST,Schut,JEM Ensemble,0,4
-3,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,0,4
-3,set_size_penalty,3.3672283346875016,MNIST,Schut,JEM Ensemble,0,4
-3,validity,1.0,MNIST,Schut,JEM Ensemble,0,4
-4,distance,32.0,MNIST,Schut,JEM Ensemble,0,4
-4,distance_from_energy,232.65362548828125,MNIST,Schut,JEM Ensemble,0,4
-4,distance_from_targets,318.90557861328125,MNIST,Schut,JEM Ensemble,0,4
-4,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,0,4
-4,set_size_penalty,3.2012273893672756,MNIST,Schut,JEM Ensemble,0,4
-4,validity,1.0,MNIST,Schut,JEM Ensemble,0,4
-5,distance,38.0,MNIST,Schut,JEM Ensemble,0,4
-5,distance_from_energy,239.37396240234375,MNIST,Schut,JEM Ensemble,0,4
-5,distance_from_targets,334.174072265625,MNIST,Schut,JEM Ensemble,0,4
-5,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,0,4
-5,set_size_penalty,3.3857838228083823,MNIST,Schut,JEM Ensemble,0,4
-5,validity,1.0,MNIST,Schut,JEM Ensemble,0,4
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,4
+1,distance_from_energy,235.04962158203125,MNIST,Schut,JEM Ensemble,0,4
+1,distance_from_targets,312.6576232910156,MNIST,Schut,JEM Ensemble,0,4
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,4
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,4
+1,validity,0.0,MNIST,Schut,JEM Ensemble,0,4
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,4
+2,distance_from_energy,250.1043701171875,MNIST,Schut,JEM Ensemble,0,4
+2,distance_from_targets,352.2439880371094,MNIST,Schut,JEM Ensemble,0,4
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,4
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,4
+2,validity,0.0,MNIST,Schut,JEM Ensemble,0,4
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,4
+3,distance_from_energy,249.83140563964844,MNIST,Schut,JEM Ensemble,0,4
+3,distance_from_targets,324.1702880859375,MNIST,Schut,JEM Ensemble,0,4
+3,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,0,4
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,4
+3,validity,0.0,MNIST,Schut,JEM Ensemble,0,4
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,4
+4,distance_from_energy,239.3510284423828,MNIST,Schut,JEM Ensemble,0,4
+4,distance_from_targets,325.46881103515625,MNIST,Schut,JEM Ensemble,0,4
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,4
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,4
+4,validity,0.0,MNIST,Schut,JEM Ensemble,0,4
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,4
+5,distance_from_energy,241.30455017089844,MNIST,Schut,JEM Ensemble,0,4
+5,distance_from_targets,333.52508544921875,MNIST,Schut,JEM Ensemble,0,4
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,4
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,4
+5,validity,0.0,MNIST,Schut,JEM Ensemble,0,4
 6,distance,128.2959442138672,MNIST,Wachter,MLP,0,4
 6,distance_from_energy,359.3861389160156,MNIST,Wachter,MLP,0,4
 6,distance_from_targets,392.35223388671875,MNIST,Wachter,MLP,0,4
@@ -1649,36 +1649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,0,4
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,0,4
 10,validity,1.0,MNIST,ECCCo,MLP,0,4
-6,distance,28.0,MNIST,Schut,MLP,0,4
-6,distance_from_energy,363.2514953613281,MNIST,Schut,MLP,0,4
-6,distance_from_targets,330.6949157714844,MNIST,Schut,MLP,0,4
-6,redundancy,0.9821428571428571,MNIST,Schut,MLP,0,4
-6,set_size_penalty,0.5728433532944694,MNIST,Schut,MLP,0,4
-6,validity,1.0,MNIST,Schut,MLP,0,4
-7,distance,48.0,MNIST,Schut,MLP,0,4
-7,distance_from_energy,359.54217529296875,MNIST,Schut,MLP,0,4
-7,distance_from_targets,319.1524658203125,MNIST,Schut,MLP,0,4
-7,redundancy,0.9693877551020408,MNIST,Schut,MLP,0,4
-7,set_size_penalty,0.5695502788775688,MNIST,Schut,MLP,0,4
-7,validity,1.0,MNIST,Schut,MLP,0,4
-8,distance,26.0,MNIST,Schut,MLP,0,4
-8,distance_from_energy,350.7485046386719,MNIST,Schut,MLP,0,4
-8,distance_from_targets,308.8956604003906,MNIST,Schut,MLP,0,4
-8,redundancy,0.9834183673469388,MNIST,Schut,MLP,0,4
-8,set_size_penalty,0.5693883064290093,MNIST,Schut,MLP,0,4
-8,validity,1.0,MNIST,Schut,MLP,0,4
-9,distance,42.0,MNIST,Schut,MLP,0,4
-9,distance_from_energy,363.464599609375,MNIST,Schut,MLP,0,4
-9,distance_from_targets,316.1312561035156,MNIST,Schut,MLP,0,4
-9,redundancy,0.9732142857142857,MNIST,Schut,MLP,0,4
-9,set_size_penalty,0.5721392592525256,MNIST,Schut,MLP,0,4
-9,validity,1.0,MNIST,Schut,MLP,0,4
-10,distance,32.0,MNIST,Schut,MLP,0,4
-10,distance_from_energy,364.94097900390625,MNIST,Schut,MLP,0,4
-10,distance_from_targets,322.14068603515625,MNIST,Schut,MLP,0,4
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,0,4
-10,set_size_penalty,0.5728549003312338,MNIST,Schut,MLP,0,4
-10,validity,1.0,MNIST,Schut,MLP,0,4
+6,distance,10.000001907348633,MNIST,Schut,MLP,0,4
+6,distance_from_energy,363.2566833496094,MNIST,Schut,MLP,0,4
+6,distance_from_targets,329.15966796875,MNIST,Schut,MLP,0,4
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,4
+6,set_size_penalty,0.0,MNIST,Schut,MLP,0,4
+6,validity,0.0,MNIST,Schut,MLP,0,4
+7,distance,10.000000953674316,MNIST,Schut,MLP,0,4
+7,distance_from_energy,372.24481201171875,MNIST,Schut,MLP,0,4
+7,distance_from_targets,335.90594482421875,MNIST,Schut,MLP,0,4
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,4
+7,set_size_penalty,0.0,MNIST,Schut,MLP,0,4
+7,validity,0.0,MNIST,Schut,MLP,0,4
+8,distance,10.000001907348633,MNIST,Schut,MLP,0,4
+8,distance_from_energy,356.269775390625,MNIST,Schut,MLP,0,4
+8,distance_from_targets,313.51904296875,MNIST,Schut,MLP,0,4
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,4
+8,set_size_penalty,0.0,MNIST,Schut,MLP,0,4
+8,validity,0.0,MNIST,Schut,MLP,0,4
+9,distance,10.000000953674316,MNIST,Schut,MLP,0,4
+9,distance_from_energy,369.0028381347656,MNIST,Schut,MLP,0,4
+9,distance_from_targets,316.1318664550781,MNIST,Schut,MLP,0,4
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,4
+9,set_size_penalty,0.0,MNIST,Schut,MLP,0,4
+9,validity,0.0,MNIST,Schut,MLP,0,4
+10,distance,10.000001907348633,MNIST,Schut,MLP,0,4
+10,distance_from_energy,366.0256652832031,MNIST,Schut,MLP,0,4
+10,distance_from_targets,319.2996826171875,MNIST,Schut,MLP,0,4
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,0,4
+10,set_size_penalty,0.0,MNIST,Schut,MLP,0,4
+10,validity,0.0,MNIST,Schut,MLP,0,4
 11,distance,112.24954223632812,MNIST,Wachter,MLP Ensemble,0,4
 11,distance_from_energy,378.0233154296875,MNIST,Wachter,MLP Ensemble,0,4
 11,distance_from_targets,368.9396057128906,MNIST,Wachter,MLP Ensemble,0,4
@@ -1769,36 +1769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,0,4
 15,set_size_penalty,0.2919241971065276,MNIST,ECCCo,MLP Ensemble,0,4
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,0,4
-11,distance,28.0,MNIST,Schut,MLP Ensemble,0,4
-11,distance_from_energy,384.979736328125,MNIST,Schut,MLP Ensemble,0,4
-11,distance_from_targets,320.25347900390625,MNIST,Schut,MLP Ensemble,0,4
-11,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,0,4
-11,set_size_penalty,0.32544372654247655,MNIST,Schut,MLP Ensemble,0,4
-11,validity,1.0,MNIST,Schut,MLP Ensemble,0,4
-12,distance,38.0,MNIST,Schut,MLP Ensemble,0,4
-12,distance_from_energy,372.0866394042969,MNIST,Schut,MLP Ensemble,0,4
-12,distance_from_targets,316.9611511230469,MNIST,Schut,MLP Ensemble,0,4
-12,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,0,4
-12,set_size_penalty,0.30494705782989007,MNIST,Schut,MLP Ensemble,0,4
-12,validity,1.0,MNIST,Schut,MLP Ensemble,0,4
-13,distance,40.0,MNIST,Schut,MLP Ensemble,0,4
-13,distance_from_energy,360.1504821777344,MNIST,Schut,MLP Ensemble,0,4
-13,distance_from_targets,319.8349609375,MNIST,Schut,MLP Ensemble,0,4
-13,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,0,4
-13,set_size_penalty,0.3143076788494099,MNIST,Schut,MLP Ensemble,0,4
-13,validity,1.0,MNIST,Schut,MLP Ensemble,0,4
-14,distance,40.0,MNIST,Schut,MLP Ensemble,0,4
-14,distance_from_energy,364.11407470703125,MNIST,Schut,MLP Ensemble,0,4
-14,distance_from_targets,310.9862365722656,MNIST,Schut,MLP Ensemble,0,4
-14,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,0,4
-14,set_size_penalty,0.30442615317421073,MNIST,Schut,MLP Ensemble,0,4
-14,validity,1.0,MNIST,Schut,MLP Ensemble,0,4
-15,distance,28.0,MNIST,Schut,MLP Ensemble,0,4
-15,distance_from_energy,361.2311706542969,MNIST,Schut,MLP Ensemble,0,4
-15,distance_from_targets,308.9258728027344,MNIST,Schut,MLP Ensemble,0,4
-15,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,0,4
-15,set_size_penalty,0.29875403991238714,MNIST,Schut,MLP Ensemble,0,4
-15,validity,1.0,MNIST,Schut,MLP Ensemble,0,4
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,4
+11,distance_from_energy,385.9442138671875,MNIST,Schut,MLP Ensemble,0,4
+11,distance_from_targets,319.8390808105469,MNIST,Schut,MLP Ensemble,0,4
+11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,0,4
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,4
+11,validity,0.0,MNIST,Schut,MLP Ensemble,0,4
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,4
+12,distance_from_energy,378.2632751464844,MNIST,Schut,MLP Ensemble,0,4
+12,distance_from_targets,320.64141845703125,MNIST,Schut,MLP Ensemble,0,4
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,4
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,4
+12,validity,0.0,MNIST,Schut,MLP Ensemble,0,4
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,4
+13,distance_from_energy,364.95733642578125,MNIST,Schut,MLP Ensemble,0,4
+13,distance_from_targets,320.9983825683594,MNIST,Schut,MLP Ensemble,0,4
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,4
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,4
+13,validity,0.0,MNIST,Schut,MLP Ensemble,0,4
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,4
+14,distance_from_energy,365.3450012207031,MNIST,Schut,MLP Ensemble,0,4
+14,distance_from_targets,306.92889404296875,MNIST,Schut,MLP Ensemble,0,4
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,4
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,4
+14,validity,0.0,MNIST,Schut,MLP Ensemble,0,4
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,4
+15,distance_from_energy,363.25653076171875,MNIST,Schut,MLP Ensemble,0,4
+15,distance_from_targets,310.61529541015625,MNIST,Schut,MLP Ensemble,0,4
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,4
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,4
+15,validity,0.0,MNIST,Schut,MLP Ensemble,0,4
 16,distance,175.15463256835938,MNIST,Wachter,JEM,0,4
 16,distance_from_energy,219.39688110351562,MNIST,Wachter,JEM,0,4
 16,distance_from_targets,417.8127746582031,MNIST,Wachter,JEM,0,4
@@ -1889,36 +1889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,0,4
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,0,4
 20,validity,1.0,MNIST,ECCCo,JEM,0,4
-16,distance,48.0,MNIST,Schut,JEM,0,4
-16,distance_from_energy,257.6073913574219,MNIST,Schut,JEM,0,4
-16,distance_from_targets,322.5848083496094,MNIST,Schut,JEM,0,4
-16,redundancy,0.9693877551020408,MNIST,Schut,JEM,0,4
-16,set_size_penalty,4.501612825909074,MNIST,Schut,JEM,0,4
-16,validity,1.0,MNIST,Schut,JEM,0,4
-17,distance,18.0,MNIST,Schut,JEM,0,4
-17,distance_from_energy,204.23260498046875,MNIST,Schut,JEM,0,4
-17,distance_from_targets,349.45892333984375,MNIST,Schut,JEM,0,4
-17,redundancy,0.9885204081632653,MNIST,Schut,JEM,0,4
-17,set_size_penalty,4.501413520559929,MNIST,Schut,JEM,0,4
-17,validity,1.0,MNIST,Schut,JEM,0,4
-18,distance,30.0,MNIST,Schut,JEM,0,4
-18,distance_from_energy,246.1340789794922,MNIST,Schut,JEM,0,4
-18,distance_from_targets,308.8858642578125,MNIST,Schut,JEM,0,4
-18,redundancy,0.9808673469387755,MNIST,Schut,JEM,0,4
-18,set_size_penalty,4.5003127024553775,MNIST,Schut,JEM,0,4
-18,validity,1.0,MNIST,Schut,JEM,0,4
-19,distance,6.0,MNIST,Schut,JEM,0,4
-19,distance_from_energy,250.72706604003906,MNIST,Schut,JEM,0,4
-19,distance_from_targets,358.08453369140625,MNIST,Schut,JEM,0,4
-19,redundancy,0.9961734693877551,MNIST,Schut,JEM,0,4
-19,set_size_penalty,4.501404788325878,MNIST,Schut,JEM,0,4
+16,distance,10.000000953674316,MNIST,Schut,JEM,0,4
+16,distance_from_energy,267.4927062988281,MNIST,Schut,JEM,0,4
+16,distance_from_targets,322.2748718261719,MNIST,Schut,JEM,0,4
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,0,4
+16,set_size_penalty,0.0,MNIST,Schut,JEM,0,4
+16,validity,0.0,MNIST,Schut,JEM,0,4
+17,distance,10.000000953674316,MNIST,Schut,JEM,0,4
+17,distance_from_energy,204.5040283203125,MNIST,Schut,JEM,0,4
+17,distance_from_targets,346.7290954589844,MNIST,Schut,JEM,0,4
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,4
+17,set_size_penalty,0.0,MNIST,Schut,JEM,0,4
+17,validity,0.0,MNIST,Schut,JEM,0,4
+18,distance,10.000001907348633,MNIST,Schut,JEM,0,4
+18,distance_from_energy,249.0204620361328,MNIST,Schut,JEM,0,4
+18,distance_from_targets,305.7439270019531,MNIST,Schut,JEM,0,4
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,4
+18,set_size_penalty,0.0,MNIST,Schut,JEM,0,4
+18,validity,0.0,MNIST,Schut,JEM,0,4
+19,distance,5.600001335144043,MNIST,Schut,JEM,0,4
+19,distance_from_energy,249.6870880126953,MNIST,Schut,JEM,0,4
+19,distance_from_targets,356.8285217285156,MNIST,Schut,JEM,0,4
+19,redundancy,0.9910714285714286,MNIST,Schut,JEM,0,4
+19,set_size_penalty,4.505458464380899,MNIST,Schut,JEM,0,4
 19,validity,1.0,MNIST,Schut,JEM,0,4
-20,distance,14.0,MNIST,Schut,JEM,0,4
-20,distance_from_energy,246.75802612304688,MNIST,Schut,JEM,0,4
-20,distance_from_targets,341.9483947753906,MNIST,Schut,JEM,0,4
-20,redundancy,0.9910714285714286,MNIST,Schut,JEM,0,4
-20,set_size_penalty,4.500004620183663,MNIST,Schut,JEM,0,4
-20,validity,1.0,MNIST,Schut,JEM,0,4
+20,distance,10.000001907348633,MNIST,Schut,JEM,0,4
+20,distance_from_energy,244.66827392578125,MNIST,Schut,JEM,0,4
+20,distance_from_targets,339.53668212890625,MNIST,Schut,JEM,0,4
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,4
+20,set_size_penalty,0.0,MNIST,Schut,JEM,0,4
+20,validity,0.0,MNIST,Schut,JEM,0,4
 1,distance,111.13953399658203,MNIST,Wachter,JEM Ensemble,0,5
 1,distance_from_energy,217.64007568359375,MNIST,Wachter,JEM Ensemble,0,5
 1,distance_from_targets,363.02471923828125,MNIST,Wachter,JEM Ensemble,0,5
@@ -2009,36 +2009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,0,5
 5,set_size_penalty,2.0676493830948215,MNIST,ECCCo,JEM Ensemble,0,5
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,0,5
-1,distance,10.0,MNIST,Schut,JEM Ensemble,0,5
-1,distance_from_energy,208.89576721191406,MNIST,Schut,JEM Ensemble,0,5
-1,distance_from_targets,299.076416015625,MNIST,Schut,JEM Ensemble,0,5
-1,redundancy,0.9936224489795918,MNIST,Schut,JEM Ensemble,0,5
-1,set_size_penalty,2.7719440725192426,MNIST,Schut,JEM Ensemble,0,5
+1,distance,9.80000114440918,MNIST,Schut,JEM Ensemble,0,5
+1,distance_from_energy,207.59783935546875,MNIST,Schut,JEM Ensemble,0,5
+1,distance_from_targets,298.48150634765625,MNIST,Schut,JEM Ensemble,0,5
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,5
+1,set_size_penalty,2.77194428518729,MNIST,Schut,JEM Ensemble,0,5
 1,validity,1.0,MNIST,Schut,JEM Ensemble,0,5
-2,distance,20.0,MNIST,Schut,JEM Ensemble,0,5
-2,distance_from_energy,208.2289276123047,MNIST,Schut,JEM Ensemble,0,5
-2,distance_from_targets,299.67169189453125,MNIST,Schut,JEM Ensemble,0,5
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,5
+2,distance_from_energy,204.15777587890625,MNIST,Schut,JEM Ensemble,0,5
+2,distance_from_targets,291.86883544921875,MNIST,Schut,JEM Ensemble,0,5
 2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,5
-2,set_size_penalty,2.919891248174067,MNIST,Schut,JEM Ensemble,0,5
-2,validity,1.0,MNIST,Schut,JEM Ensemble,0,5
-3,distance,26.0,MNIST,Schut,JEM Ensemble,0,5
-3,distance_from_energy,190.2373046875,MNIST,Schut,JEM Ensemble,0,5
-3,distance_from_targets,298.66534423828125,MNIST,Schut,JEM Ensemble,0,5
-3,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,0,5
-3,set_size_penalty,2.7833391429737273,MNIST,Schut,JEM Ensemble,0,5
-3,validity,1.0,MNIST,Schut,JEM Ensemble,0,5
-4,distance,22.0,MNIST,Schut,JEM Ensemble,0,5
-4,distance_from_energy,209.02357482910156,MNIST,Schut,JEM Ensemble,0,5
-4,distance_from_targets,323.1845703125,MNIST,Schut,JEM Ensemble,0,5
-4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,5
-4,set_size_penalty,2.7786324366785995,MNIST,Schut,JEM Ensemble,0,5
-4,validity,1.0,MNIST,Schut,JEM Ensemble,0,5
-5,distance,28.0,MNIST,Schut,JEM Ensemble,0,5
-5,distance_from_energy,233.10894775390625,MNIST,Schut,JEM Ensemble,0,5
-5,distance_from_targets,324.8524475097656,MNIST,Schut,JEM Ensemble,0,5
-5,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,0,5
-5,set_size_penalty,3.196885218046175,MNIST,Schut,JEM Ensemble,0,5
-5,validity,1.0,MNIST,Schut,JEM Ensemble,0,5
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,5
+2,validity,0.0,MNIST,Schut,JEM Ensemble,0,5
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,5
+3,distance_from_energy,191.25376892089844,MNIST,Schut,JEM Ensemble,0,5
+3,distance_from_targets,292.99383544921875,MNIST,Schut,JEM Ensemble,0,5
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,5
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,5
+3,validity,0.0,MNIST,Schut,JEM Ensemble,0,5
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,5
+4,distance_from_energy,204.87030029296875,MNIST,Schut,JEM Ensemble,0,5
+4,distance_from_targets,315.99835205078125,MNIST,Schut,JEM Ensemble,0,5
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,5
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,5
+4,validity,0.0,MNIST,Schut,JEM Ensemble,0,5
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,5
+5,distance_from_energy,231.7684783935547,MNIST,Schut,JEM Ensemble,0,5
+5,distance_from_targets,314.2454833984375,MNIST,Schut,JEM Ensemble,0,5
+5,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,0,5
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,5
+5,validity,0.0,MNIST,Schut,JEM Ensemble,0,5
 6,distance,139.90518188476562,MNIST,Wachter,MLP,0,5
 6,distance_from_energy,374.743408203125,MNIST,Wachter,MLP,0,5
 6,distance_from_targets,387.2607421875,MNIST,Wachter,MLP,0,5
@@ -2129,36 +2129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,0,5
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,0,5
 10,validity,1.0,MNIST,ECCCo,MLP,0,5
-6,distance,34.0,MNIST,Schut,MLP,0,5
-6,distance_from_energy,372.4001159667969,MNIST,Schut,MLP,0,5
-6,distance_from_targets,323.68310546875,MNIST,Schut,MLP,0,5
-6,redundancy,0.9783163265306123,MNIST,Schut,MLP,0,5
-6,set_size_penalty,0.5719359623415612,MNIST,Schut,MLP,0,5
-6,validity,1.0,MNIST,Schut,MLP,0,5
-7,distance,32.0,MNIST,Schut,MLP,0,5
-7,distance_from_energy,372.35015869140625,MNIST,Schut,MLP,0,5
-7,distance_from_targets,322.46185302734375,MNIST,Schut,MLP,0,5
-7,redundancy,0.9795918367346939,MNIST,Schut,MLP,0,5
-7,set_size_penalty,0.5701201086391732,MNIST,Schut,MLP,0,5
-7,validity,1.0,MNIST,Schut,MLP,0,5
-8,distance,18.0,MNIST,Schut,MLP,0,5
-8,distance_from_energy,355.185546875,MNIST,Schut,MLP,0,5
-8,distance_from_targets,307.77850341796875,MNIST,Schut,MLP,0,5
-8,redundancy,0.9885204081632653,MNIST,Schut,MLP,0,5
-8,set_size_penalty,0.5701292935331661,MNIST,Schut,MLP,0,5
-8,validity,1.0,MNIST,Schut,MLP,0,5
-9,distance,24.0,MNIST,Schut,MLP,0,5
-9,distance_from_energy,343.93695068359375,MNIST,Schut,MLP,0,5
-9,distance_from_targets,309.5983581542969,MNIST,Schut,MLP,0,5
-9,redundancy,0.9846938775510204,MNIST,Schut,MLP,0,5
-9,set_size_penalty,0.5734197879038181,MNIST,Schut,MLP,0,5
-9,validity,1.0,MNIST,Schut,MLP,0,5
-10,distance,26.0,MNIST,Schut,MLP,0,5
-10,distance_from_energy,358.1856689453125,MNIST,Schut,MLP,0,5
-10,distance_from_targets,328.5597839355469,MNIST,Schut,MLP,0,5
-10,redundancy,0.9834183673469388,MNIST,Schut,MLP,0,5
-10,set_size_penalty,0.573438917874981,MNIST,Schut,MLP,0,5
-10,validity,1.0,MNIST,Schut,MLP,0,5
+6,distance,10.000001907348633,MNIST,Schut,MLP,0,5
+6,distance_from_energy,379.81707763671875,MNIST,Schut,MLP,0,5
+6,distance_from_targets,325.6802978515625,MNIST,Schut,MLP,0,5
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,0,5
+6,set_size_penalty,0.0,MNIST,Schut,MLP,0,5
+6,validity,0.0,MNIST,Schut,MLP,0,5
+7,distance,10.000000953674316,MNIST,Schut,MLP,0,5
+7,distance_from_energy,374.4198913574219,MNIST,Schut,MLP,0,5
+7,distance_from_targets,321.1195373535156,MNIST,Schut,MLP,0,5
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,0,5
+7,set_size_penalty,0.0,MNIST,Schut,MLP,0,5
+7,validity,0.0,MNIST,Schut,MLP,0,5
+8,distance,10.000001907348633,MNIST,Schut,MLP,0,5
+8,distance_from_energy,354.2725830078125,MNIST,Schut,MLP,0,5
+8,distance_from_targets,303.7511291503906,MNIST,Schut,MLP,0,5
+8,redundancy,0.985969387755102,MNIST,Schut,MLP,0,5
+8,set_size_penalty,0.0,MNIST,Schut,MLP,0,5
+8,validity,0.0,MNIST,Schut,MLP,0,5
+9,distance,10.000001907348633,MNIST,Schut,MLP,0,5
+9,distance_from_energy,347.0545654296875,MNIST,Schut,MLP,0,5
+9,distance_from_targets,308.31396484375,MNIST,Schut,MLP,0,5
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,5
+9,set_size_penalty,0.0,MNIST,Schut,MLP,0,5
+9,validity,0.0,MNIST,Schut,MLP,0,5
+10,distance,10.000001907348633,MNIST,Schut,MLP,0,5
+10,distance_from_energy,358.5121765136719,MNIST,Schut,MLP,0,5
+10,distance_from_targets,319.9799499511719,MNIST,Schut,MLP,0,5
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,0,5
+10,set_size_penalty,0.0,MNIST,Schut,MLP,0,5
+10,validity,0.0,MNIST,Schut,MLP,0,5
 11,distance,128.34690856933594,MNIST,Wachter,MLP Ensemble,0,5
 11,distance_from_energy,382.79656982421875,MNIST,Wachter,MLP Ensemble,0,5
 11,distance_from_targets,382.585693359375,MNIST,Wachter,MLP Ensemble,0,5
@@ -2249,35 +2249,35 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,0,5
 15,set_size_penalty,0.2919241971065276,MNIST,ECCCo,MLP Ensemble,0,5
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,0,5
-11,distance,28.0,MNIST,Schut,MLP Ensemble,0,5
-11,distance_from_energy,364.96258544921875,MNIST,Schut,MLP Ensemble,0,5
-11,distance_from_targets,304.9472351074219,MNIST,Schut,MLP Ensemble,0,5
-11,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,0,5
-11,set_size_penalty,0.309994017893799,MNIST,Schut,MLP Ensemble,0,5
-11,validity,1.0,MNIST,Schut,MLP Ensemble,0,5
-12,distance,36.0,MNIST,Schut,MLP Ensemble,0,5
-12,distance_from_energy,374.19451904296875,MNIST,Schut,MLP Ensemble,0,5
-12,distance_from_targets,306.9397888183594,MNIST,Schut,MLP Ensemble,0,5
-12,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,0,5
-12,set_size_penalty,0.32324849639982056,MNIST,Schut,MLP Ensemble,0,5
-12,validity,1.0,MNIST,Schut,MLP Ensemble,0,5
-13,distance,24.0,MNIST,Schut,MLP Ensemble,0,5
-13,distance_from_energy,359.16351318359375,MNIST,Schut,MLP Ensemble,0,5
-13,distance_from_targets,299.53900146484375,MNIST,Schut,MLP Ensemble,0,5
-13,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,0,5
-13,set_size_penalty,0.2961212350763631,MNIST,Schut,MLP Ensemble,0,5
-13,validity,1.0,MNIST,Schut,MLP Ensemble,0,5
-14,distance,28.0,MNIST,Schut,MLP Ensemble,0,5
-14,distance_from_energy,341.3852844238281,MNIST,Schut,MLP Ensemble,0,5
-14,distance_from_targets,305.3622131347656,MNIST,Schut,MLP Ensemble,0,5
-14,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,0,5
-14,set_size_penalty,0.3029487436137033,MNIST,Schut,MLP Ensemble,0,5
-14,validity,1.0,MNIST,Schut,MLP Ensemble,0,5
-15,distance,10.0,MNIST,Schut,MLP Ensemble,0,5
-15,distance_from_energy,354.2573547363281,MNIST,Schut,MLP Ensemble,0,5
-15,distance_from_targets,309.2900390625,MNIST,Schut,MLP Ensemble,0,5
-15,redundancy,0.9936224489795918,MNIST,Schut,MLP Ensemble,0,5
-15,set_size_penalty,0.30809764041401433,MNIST,Schut,MLP Ensemble,0,5
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,5
+11,distance_from_energy,370.8662109375,MNIST,Schut,MLP Ensemble,0,5
+11,distance_from_targets,304.6867370605469,MNIST,Schut,MLP Ensemble,0,5
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,5
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,5
+11,validity,0.0,MNIST,Schut,MLP Ensemble,0,5
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,5
+12,distance_from_energy,377.8919677734375,MNIST,Schut,MLP Ensemble,0,5
+12,distance_from_targets,299.83612060546875,MNIST,Schut,MLP Ensemble,0,5
+12,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,0,5
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,5
+12,validity,0.0,MNIST,Schut,MLP Ensemble,0,5
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,5
+13,distance_from_energy,360.0241394042969,MNIST,Schut,MLP Ensemble,0,5
+13,distance_from_targets,294.6131286621094,MNIST,Schut,MLP Ensemble,0,5
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,5
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,5
+13,validity,0.0,MNIST,Schut,MLP Ensemble,0,5
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,5
+14,distance_from_energy,349.44256591796875,MNIST,Schut,MLP Ensemble,0,5
+14,distance_from_targets,311.0948181152344,MNIST,Schut,MLP Ensemble,0,5
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,5
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,5
+14,validity,0.0,MNIST,Schut,MLP Ensemble,0,5
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,5
+15,distance_from_energy,352.07098388671875,MNIST,Schut,MLP Ensemble,0,5
+15,distance_from_targets,304.96783447265625,MNIST,Schut,MLP Ensemble,0,5
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,5
+15,set_size_penalty,0.31771336781455495,MNIST,Schut,MLP Ensemble,0,5
 15,validity,1.0,MNIST,Schut,MLP Ensemble,0,5
 16,distance,118.56615447998047,MNIST,Wachter,JEM,0,5
 16,distance_from_energy,215.16683959960938,MNIST,Wachter,JEM,0,5
@@ -2369,35 +2369,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,0,5
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,0,5
 20,validity,1.0,MNIST,ECCCo,JEM,0,5
-16,distance,10.0,MNIST,Schut,JEM,0,5
-16,distance_from_energy,249.35874938964844,MNIST,Schut,JEM,0,5
-16,distance_from_targets,303.8472595214844,MNIST,Schut,JEM,0,5
-16,redundancy,0.9936224489795918,MNIST,Schut,JEM,0,5
-16,set_size_penalty,4.499994332231528,MNIST,Schut,JEM,0,5
+16,distance,9.100000381469727,MNIST,Schut,JEM,0,5
+16,distance_from_energy,246.4920654296875,MNIST,Schut,JEM,0,5
+16,distance_from_targets,300.3352355957031,MNIST,Schut,JEM,0,5
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,0,5
+16,set_size_penalty,4.505155551209516,MNIST,Schut,JEM,0,5
 16,validity,1.0,MNIST,Schut,JEM,0,5
-17,distance,10.0,MNIST,Schut,JEM,0,5
-17,distance_from_energy,251.23062133789062,MNIST,Schut,JEM,0,5
-17,distance_from_targets,343.1498107910156,MNIST,Schut,JEM,0,5
-17,redundancy,0.9936224489795918,MNIST,Schut,JEM,0,5
-17,set_size_penalty,4.5031341050168,MNIST,Schut,JEM,0,5
+17,distance,10.000001907348633,MNIST,Schut,JEM,0,5
+17,distance_from_energy,249.45343017578125,MNIST,Schut,JEM,0,5
+17,distance_from_targets,341.51727294921875,MNIST,Schut,JEM,0,5
+17,redundancy,0.9808673469387755,MNIST,Schut,JEM,0,5
+17,set_size_penalty,4.520509542630311,MNIST,Schut,JEM,0,5
 17,validity,1.0,MNIST,Schut,JEM,0,5
-18,distance,14.0,MNIST,Schut,JEM,0,5
-18,distance_from_energy,228.8456268310547,MNIST,Schut,JEM,0,5
-18,distance_from_targets,343.9874572753906,MNIST,Schut,JEM,0,5
-18,redundancy,0.9910714285714286,MNIST,Schut,JEM,0,5
-18,set_size_penalty,4.500352151186419,MNIST,Schut,JEM,0,5
-18,validity,1.0,MNIST,Schut,JEM,0,5
-19,distance,8.0,MNIST,Schut,JEM,0,5
-19,distance_from_energy,235.59652709960938,MNIST,Schut,JEM,0,5
-19,distance_from_targets,346.4211730957031,MNIST,Schut,JEM,0,5
-19,redundancy,0.9948979591836735,MNIST,Schut,JEM,0,5
-19,set_size_penalty,4.501571598584813,MNIST,Schut,JEM,0,5
+18,distance,10.000000953674316,MNIST,Schut,JEM,0,5
+18,distance_from_energy,228.97174072265625,MNIST,Schut,JEM,0,5
+18,distance_from_targets,342.4197082519531,MNIST,Schut,JEM,0,5
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,5
+18,set_size_penalty,0.0,MNIST,Schut,JEM,0,5
+18,validity,0.0,MNIST,Schut,JEM,0,5
+19,distance,5.8000006675720215,MNIST,Schut,JEM,0,5
+19,distance_from_energy,235.76055908203125,MNIST,Schut,JEM,0,5
+19,distance_from_targets,346.1130676269531,MNIST,Schut,JEM,0,5
+19,redundancy,0.9897959183673469,MNIST,Schut,JEM,0,5
+19,set_size_penalty,4.507573290422846,MNIST,Schut,JEM,0,5
 19,validity,1.0,MNIST,Schut,JEM,0,5
-20,distance,6.0,MNIST,Schut,JEM,0,5
-20,distance_from_energy,244.63143920898438,MNIST,Schut,JEM,0,5
-20,distance_from_targets,306.6447448730469,MNIST,Schut,JEM,0,5
-20,redundancy,0.9961734693877551,MNIST,Schut,JEM,0,5
-20,set_size_penalty,4.502234893075837,MNIST,Schut,JEM,0,5
+20,distance,5.30000114440918,MNIST,Schut,JEM,0,5
+20,distance_from_energy,243.80291748046875,MNIST,Schut,JEM,0,5
+20,distance_from_targets,304.6996765136719,MNIST,Schut,JEM,0,5
+20,redundancy,0.9910714285714286,MNIST,Schut,JEM,0,5
+20,set_size_penalty,4.507500765186768,MNIST,Schut,JEM,0,5
 20,validity,1.0,MNIST,Schut,JEM,0,5
 1,distance,131.140380859375,MNIST,Wachter,JEM Ensemble,0,6
 1,distance_from_energy,261.0265197753906,MNIST,Wachter,JEM Ensemble,0,6
@@ -2489,36 +2489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,0,6
 5,set_size_penalty,2.067649383096553,MNIST,ECCCo,JEM Ensemble,0,6
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,0,6
-1,distance,26.0,MNIST,Schut,JEM Ensemble,0,6
-1,distance_from_energy,238.8474578857422,MNIST,Schut,JEM Ensemble,0,6
-1,distance_from_targets,324.3200988769531,MNIST,Schut,JEM Ensemble,0,6
-1,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,0,6
-1,set_size_penalty,3.376870306699744,MNIST,Schut,JEM Ensemble,0,6
-1,validity,1.0,MNIST,Schut,JEM Ensemble,0,6
-2,distance,16.0,MNIST,Schut,JEM Ensemble,0,6
-2,distance_from_energy,210.27725219726562,MNIST,Schut,JEM Ensemble,0,6
-2,distance_from_targets,306.75091552734375,MNIST,Schut,JEM Ensemble,0,6
-2,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,0,6
-2,set_size_penalty,3.4005022701695173,MNIST,Schut,JEM Ensemble,0,6
-2,validity,1.0,MNIST,Schut,JEM Ensemble,0,6
-3,distance,24.0,MNIST,Schut,JEM Ensemble,0,6
-3,distance_from_energy,217.0897674560547,MNIST,Schut,JEM Ensemble,0,6
-3,distance_from_targets,363.3658447265625,MNIST,Schut,JEM Ensemble,0,6
-3,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,0,6
-3,set_size_penalty,3.519294784772794,MNIST,Schut,JEM Ensemble,0,6
-3,validity,1.0,MNIST,Schut,JEM Ensemble,0,6
-4,distance,36.0,MNIST,Schut,JEM Ensemble,0,6
-4,distance_from_energy,235.81199645996094,MNIST,Schut,JEM Ensemble,0,6
-4,distance_from_targets,355.305419921875,MNIST,Schut,JEM Ensemble,0,6
-4,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,0,6
-4,set_size_penalty,2.982623841294731,MNIST,Schut,JEM Ensemble,0,6
-4,validity,1.0,MNIST,Schut,JEM Ensemble,0,6
-5,distance,36.0,MNIST,Schut,JEM Ensemble,0,6
-5,distance_from_energy,241.52783203125,MNIST,Schut,JEM Ensemble,0,6
-5,distance_from_targets,313.7159118652344,MNIST,Schut,JEM Ensemble,0,6
-5,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,0,6
-5,set_size_penalty,3.3955006029767993,MNIST,Schut,JEM Ensemble,0,6
-5,validity,1.0,MNIST,Schut,JEM Ensemble,0,6
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,6
+1,distance_from_energy,240.65924072265625,MNIST,Schut,JEM Ensemble,0,6
+1,distance_from_targets,320.0997314453125,MNIST,Schut,JEM Ensemble,0,6
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,6
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,6
+1,validity,0.0,MNIST,Schut,JEM Ensemble,0,6
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,6
+2,distance_from_energy,210.06927490234375,MNIST,Schut,JEM Ensemble,0,6
+2,distance_from_targets,303.4764099121094,MNIST,Schut,JEM Ensemble,0,6
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,6
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,6
+2,validity,0.0,MNIST,Schut,JEM Ensemble,0,6
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,6
+3,distance_from_energy,219.1778106689453,MNIST,Schut,JEM Ensemble,0,6
+3,distance_from_targets,358.4205017089844,MNIST,Schut,JEM Ensemble,0,6
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,6
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,6
+3,validity,0.0,MNIST,Schut,JEM Ensemble,0,6
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,6
+4,distance_from_energy,238.26766967773438,MNIST,Schut,JEM Ensemble,0,6
+4,distance_from_targets,349.1964416503906,MNIST,Schut,JEM Ensemble,0,6
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,6
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,6
+4,validity,0.0,MNIST,Schut,JEM Ensemble,0,6
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,6
+5,distance_from_energy,244.92935180664062,MNIST,Schut,JEM Ensemble,0,6
+5,distance_from_targets,311.5325012207031,MNIST,Schut,JEM Ensemble,0,6
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,6
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,6
+5,validity,0.0,MNIST,Schut,JEM Ensemble,0,6
 6,distance,133.29095458984375,MNIST,Wachter,MLP,0,6
 6,distance_from_energy,365.0365295410156,MNIST,Wachter,MLP,0,6
 6,distance_from_targets,365.4478454589844,MNIST,Wachter,MLP,0,6
@@ -2609,36 +2609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,0,6
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,0,6
 10,validity,1.0,MNIST,ECCCo,MLP,0,6
-6,distance,36.0,MNIST,Schut,MLP,0,6
-6,distance_from_energy,340.6767272949219,MNIST,Schut,MLP,0,6
-6,distance_from_targets,297.6196594238281,MNIST,Schut,MLP,0,6
-6,redundancy,0.9770408163265306,MNIST,Schut,MLP,0,6
-6,set_size_penalty,0.5712926474424249,MNIST,Schut,MLP,0,6
-6,validity,1.0,MNIST,Schut,MLP,0,6
-7,distance,34.0,MNIST,Schut,MLP,0,6
-7,distance_from_energy,357.1244201660156,MNIST,Schut,MLP,0,6
-7,distance_from_targets,357.2699890136719,MNIST,Schut,MLP,0,6
-7,redundancy,0.9783163265306123,MNIST,Schut,MLP,0,6
-7,set_size_penalty,0.5699678555013983,MNIST,Schut,MLP,0,6
-7,validity,1.0,MNIST,Schut,MLP,0,6
-8,distance,20.0,MNIST,Schut,MLP,0,6
-8,distance_from_energy,369.35284423828125,MNIST,Schut,MLP,0,6
-8,distance_from_targets,325.7925109863281,MNIST,Schut,MLP,0,6
-8,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,6
-8,set_size_penalty,0.5739043481939907,MNIST,Schut,MLP,0,6
-8,validity,1.0,MNIST,Schut,MLP,0,6
-9,distance,20.0,MNIST,Schut,MLP,0,6
-9,distance_from_energy,357.87237548828125,MNIST,Schut,MLP,0,6
-9,distance_from_targets,302.68060302734375,MNIST,Schut,MLP,0,6
+6,distance,10.000001907348633,MNIST,Schut,MLP,0,6
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+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,6
+6,set_size_penalty,0.0,MNIST,Schut,MLP,0,6
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+7,distance_from_targets,358.8357238769531,MNIST,Schut,MLP,0,6
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+8,set_size_penalty,0.0,MNIST,Schut,MLP,0,6
+8,validity,0.0,MNIST,Schut,MLP,0,6
+9,distance,10.000001907348633,MNIST,Schut,MLP,0,6
+9,distance_from_energy,356.8193359375,MNIST,Schut,MLP,0,6
+9,distance_from_targets,297.9916076660156,MNIST,Schut,MLP,0,6
 9,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,6
-9,set_size_penalty,0.569014227730319,MNIST,Schut,MLP,0,6
-9,validity,1.0,MNIST,Schut,MLP,0,6
-10,distance,48.0,MNIST,Schut,MLP,0,6
-10,distance_from_energy,337.2622375488281,MNIST,Schut,MLP,0,6
-10,distance_from_targets,318.8838806152344,MNIST,Schut,MLP,0,6
-10,redundancy,0.9693877551020408,MNIST,Schut,MLP,0,6
-10,set_size_penalty,0.5697497954826989,MNIST,Schut,MLP,0,6
-10,validity,1.0,MNIST,Schut,MLP,0,6
+9,set_size_penalty,0.0,MNIST,Schut,MLP,0,6
+9,validity,0.0,MNIST,Schut,MLP,0,6
+10,distance,10.000001907348633,MNIST,Schut,MLP,0,6
+10,distance_from_energy,346.1712646484375,MNIST,Schut,MLP,0,6
+10,distance_from_targets,321.61407470703125,MNIST,Schut,MLP,0,6
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,6
+10,set_size_penalty,0.0,MNIST,Schut,MLP,0,6
+10,validity,0.0,MNIST,Schut,MLP,0,6
 11,distance,112.13536834716797,MNIST,Wachter,MLP Ensemble,0,6
 11,distance_from_energy,341.56170654296875,MNIST,Wachter,MLP Ensemble,0,6
 11,distance_from_targets,359.38739013671875,MNIST,Wachter,MLP Ensemble,0,6
@@ -2729,36 +2729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,0,6
 15,set_size_penalty,0.2919241971065276,MNIST,ECCCo,MLP Ensemble,0,6
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,0,6
-11,distance,24.0,MNIST,Schut,MLP Ensemble,0,6
-11,distance_from_energy,341.6534729003906,MNIST,Schut,MLP Ensemble,0,6
-11,distance_from_targets,306.3925476074219,MNIST,Schut,MLP Ensemble,0,6
-11,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,0,6
-11,set_size_penalty,0.301997444275552,MNIST,Schut,MLP Ensemble,0,6
-11,validity,1.0,MNIST,Schut,MLP Ensemble,0,6
-12,distance,38.0,MNIST,Schut,MLP Ensemble,0,6
-12,distance_from_energy,357.74835205078125,MNIST,Schut,MLP Ensemble,0,6
-12,distance_from_targets,321.8068542480469,MNIST,Schut,MLP Ensemble,0,6
-12,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,0,6
-12,set_size_penalty,0.2941206057296084,MNIST,Schut,MLP Ensemble,0,6
-12,validity,1.0,MNIST,Schut,MLP Ensemble,0,6
-13,distance,50.0,MNIST,Schut,MLP Ensemble,0,6
-13,distance_from_energy,345.3802795410156,MNIST,Schut,MLP Ensemble,0,6
-13,distance_from_targets,379.6912536621094,MNIST,Schut,MLP Ensemble,0,6
-13,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,0,6
-13,set_size_penalty,0.30019098776021935,MNIST,Schut,MLP Ensemble,0,6
-13,validity,1.0,MNIST,Schut,MLP Ensemble,0,6
-14,distance,34.0,MNIST,Schut,MLP Ensemble,0,6
-14,distance_from_energy,345.088623046875,MNIST,Schut,MLP Ensemble,0,6
-14,distance_from_targets,278.9269104003906,MNIST,Schut,MLP Ensemble,0,6
-14,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,0,6
-14,set_size_penalty,0.30244121750008146,MNIST,Schut,MLP Ensemble,0,6
-14,validity,1.0,MNIST,Schut,MLP Ensemble,0,6
-15,distance,60.0,MNIST,Schut,MLP Ensemble,0,6
-15,distance_from_energy,384.5164489746094,MNIST,Schut,MLP Ensemble,0,6
-15,distance_from_targets,339.1872253417969,MNIST,Schut,MLP Ensemble,0,6
-15,redundancy,0.9617346938775511,MNIST,Schut,MLP Ensemble,0,6
-15,set_size_penalty,0.34344733991469445,MNIST,Schut,MLP Ensemble,0,6
-15,validity,1.0,MNIST,Schut,MLP Ensemble,0,6
+11,distance,10.0,MNIST,Schut,MLP Ensemble,0,6
+11,distance_from_energy,342.3966369628906,MNIST,Schut,MLP Ensemble,0,6
+11,distance_from_targets,302.1877136230469,MNIST,Schut,MLP Ensemble,0,6
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,6
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,6
+11,validity,0.0,MNIST,Schut,MLP Ensemble,0,6
+12,distance,10.0,MNIST,Schut,MLP Ensemble,0,6
+12,distance_from_energy,361.4770202636719,MNIST,Schut,MLP Ensemble,0,6
+12,distance_from_targets,318.9192199707031,MNIST,Schut,MLP Ensemble,0,6
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,6
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,6
+12,validity,0.0,MNIST,Schut,MLP Ensemble,0,6
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,6
+13,distance_from_energy,353.51910400390625,MNIST,Schut,MLP Ensemble,0,6
+13,distance_from_targets,383.2694091796875,MNIST,Schut,MLP Ensemble,0,6
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,6
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,6
+13,validity,0.0,MNIST,Schut,MLP Ensemble,0,6
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,6
+14,distance_from_energy,354.0516662597656,MNIST,Schut,MLP Ensemble,0,6
+14,distance_from_targets,289.0374755859375,MNIST,Schut,MLP Ensemble,0,6
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,6
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,6
+14,validity,0.0,MNIST,Schut,MLP Ensemble,0,6
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,6
+15,distance_from_energy,400.30426025390625,MNIST,Schut,MLP Ensemble,0,6
+15,distance_from_targets,359.8011169433594,MNIST,Schut,MLP Ensemble,0,6
+15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,0,6
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,6
+15,validity,0.0,MNIST,Schut,MLP Ensemble,0,6
 16,distance,107.45428466796875,MNIST,Wachter,JEM,0,6
 16,distance_from_energy,207.84828186035156,MNIST,Wachter,JEM,0,6
 16,distance_from_targets,390.60357666015625,MNIST,Wachter,JEM,0,6
@@ -2849,36 +2849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,0,6
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,0,6
 20,validity,1.0,MNIST,ECCCo,JEM,0,6
-16,distance,3.999999761581421,MNIST,Schut,JEM,0,6
-16,distance_from_energy,240.56076049804688,MNIST,Schut,JEM,0,6
-16,distance_from_targets,319.18658447265625,MNIST,Schut,JEM,0,6
-16,redundancy,0.9974489795918368,MNIST,Schut,JEM,0,6
-16,set_size_penalty,4.50180425882937,MNIST,Schut,JEM,0,6
+16,distance,3.900000810623169,MNIST,Schut,JEM,0,6
+16,distance_from_energy,239.17091369628906,MNIST,Schut,JEM,0,6
+16,distance_from_targets,317.4627380371094,MNIST,Schut,JEM,0,6
+16,redundancy,0.9936224489795918,MNIST,Schut,JEM,0,6
+16,set_size_penalty,4.5044336625345816,MNIST,Schut,JEM,0,6
 16,validity,1.0,MNIST,Schut,JEM,0,6
-17,distance,38.0,MNIST,Schut,JEM,0,6
-17,distance_from_energy,258.75909423828125,MNIST,Schut,JEM,0,6
-17,distance_from_targets,345.0521545410156,MNIST,Schut,JEM,0,6
-17,redundancy,0.9757653061224489,MNIST,Schut,JEM,0,6
-17,set_size_penalty,4.501615859226356,MNIST,Schut,JEM,0,6
-17,validity,1.0,MNIST,Schut,JEM,0,6
-18,distance,26.0,MNIST,Schut,JEM,0,6
-18,distance_from_energy,209.29136657714844,MNIST,Schut,JEM,0,6
-18,distance_from_targets,326.9773254394531,MNIST,Schut,JEM,0,6
-18,redundancy,0.9834183673469388,MNIST,Schut,JEM,0,6
-18,set_size_penalty,4.505668602304991,MNIST,Schut,JEM,0,6
-18,validity,1.0,MNIST,Schut,JEM,0,6
-19,distance,30.0,MNIST,Schut,JEM,0,6
-19,distance_from_energy,226.14613342285156,MNIST,Schut,JEM,0,6
-19,distance_from_targets,341.39117431640625,MNIST,Schut,JEM,0,6
-19,redundancy,0.9808673469387755,MNIST,Schut,JEM,0,6
-19,set_size_penalty,4.502207404434536,MNIST,Schut,JEM,0,6
-19,validity,1.0,MNIST,Schut,JEM,0,6
-20,distance,12.0,MNIST,Schut,JEM,0,6
-20,distance_from_energy,208.8126220703125,MNIST,Schut,JEM,0,6
-20,distance_from_targets,307.20806884765625,MNIST,Schut,JEM,0,6
-20,redundancy,0.9923469387755102,MNIST,Schut,JEM,0,6
-20,set_size_penalty,4.500926364452353,MNIST,Schut,JEM,0,6
-20,validity,1.0,MNIST,Schut,JEM,0,6
+17,distance,10.000001907348633,MNIST,Schut,JEM,0,6
+17,distance_from_energy,263.9602966308594,MNIST,Schut,JEM,0,6
+17,distance_from_targets,339.1635437011719,MNIST,Schut,JEM,0,6
+17,redundancy,0.9834183673469388,MNIST,Schut,JEM,0,6
+17,set_size_penalty,0.0,MNIST,Schut,JEM,0,6
+17,validity,0.0,MNIST,Schut,JEM,0,6
+18,distance,10.000001907348633,MNIST,Schut,JEM,0,6
+18,distance_from_energy,212.05801391601562,MNIST,Schut,JEM,0,6
+18,distance_from_targets,323.4393615722656,MNIST,Schut,JEM,0,6
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,0,6
+18,set_size_penalty,0.0,MNIST,Schut,JEM,0,6
+18,validity,0.0,MNIST,Schut,JEM,0,6
+19,distance,10.000001907348633,MNIST,Schut,JEM,0,6
+19,distance_from_energy,229.99581909179688,MNIST,Schut,JEM,0,6
+19,distance_from_targets,340.2935485839844,MNIST,Schut,JEM,0,6
+19,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,6
+19,set_size_penalty,0.0,MNIST,Schut,JEM,0,6
+19,validity,0.0,MNIST,Schut,JEM,0,6
+20,distance,10.000000953674316,MNIST,Schut,JEM,0,6
+20,distance_from_energy,210.65896606445312,MNIST,Schut,JEM,0,6
+20,distance_from_targets,307.4111633300781,MNIST,Schut,JEM,0,6
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,0,6
+20,set_size_penalty,0.0,MNIST,Schut,JEM,0,6
+20,validity,0.0,MNIST,Schut,JEM,0,6
 1,distance,149.1045684814453,MNIST,Wachter,JEM Ensemble,0,7
 1,distance_from_energy,246.28053283691406,MNIST,Wachter,JEM Ensemble,0,7
 1,distance_from_targets,401.0440673828125,MNIST,Wachter,JEM Ensemble,0,7
@@ -2969,36 +2969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,0,7
 5,set_size_penalty,2.0676493830948193,MNIST,ECCCo,JEM Ensemble,0,7
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,0,7
-1,distance,46.0,MNIST,Schut,JEM Ensemble,0,7
-1,distance_from_energy,237.91233825683594,MNIST,Schut,JEM Ensemble,0,7
-1,distance_from_targets,327.2533874511719,MNIST,Schut,JEM Ensemble,0,7
-1,redundancy,0.9706632653061225,MNIST,Schut,JEM Ensemble,0,7
-1,set_size_penalty,3.1700025947471477,MNIST,Schut,JEM Ensemble,0,7
-1,validity,1.0,MNIST,Schut,JEM Ensemble,0,7
-2,distance,30.0,MNIST,Schut,JEM Ensemble,0,7
-2,distance_from_energy,230.4546661376953,MNIST,Schut,JEM Ensemble,0,7
-2,distance_from_targets,312.1336669921875,MNIST,Schut,JEM Ensemble,0,7
-2,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,0,7
-2,set_size_penalty,3.588194282450087,MNIST,Schut,JEM Ensemble,0,7
-2,validity,1.0,MNIST,Schut,JEM Ensemble,0,7
-3,distance,64.0,MNIST,Schut,JEM Ensemble,0,7
-3,distance_from_energy,243.76513671875,MNIST,Schut,JEM Ensemble,0,7
-3,distance_from_targets,326.50042724609375,MNIST,Schut,JEM Ensemble,0,7
-3,redundancy,0.9591836734693877,MNIST,Schut,JEM Ensemble,0,7
-3,set_size_penalty,3.391480971411335,MNIST,Schut,JEM Ensemble,0,7
-3,validity,1.0,MNIST,Schut,JEM Ensemble,0,7
-4,distance,14.0,MNIST,Schut,JEM Ensemble,0,7
-4,distance_from_energy,219.95263671875,MNIST,Schut,JEM Ensemble,0,7
-4,distance_from_targets,304.7466125488281,MNIST,Schut,JEM Ensemble,0,7
-4,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,0,7
-4,set_size_penalty,3.0560382460553814,MNIST,Schut,JEM Ensemble,0,7
-4,validity,1.0,MNIST,Schut,JEM Ensemble,0,7
-5,distance,44.0,MNIST,Schut,JEM Ensemble,0,7
-5,distance_from_energy,231.0195770263672,MNIST,Schut,JEM Ensemble,0,7
-5,distance_from_targets,327.50469970703125,MNIST,Schut,JEM Ensemble,0,7
-5,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,0,7
-5,set_size_penalty,2.7749373558708292,MNIST,Schut,JEM Ensemble,0,7
-5,validity,1.0,MNIST,Schut,JEM Ensemble,0,7
+1,distance,10.0,MNIST,Schut,JEM Ensemble,0,7
+1,distance_from_energy,243.26876831054688,MNIST,Schut,JEM Ensemble,0,7
+1,distance_from_targets,326.8489990234375,MNIST,Schut,JEM Ensemble,0,7
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,7
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,7
+1,validity,0.0,MNIST,Schut,JEM Ensemble,0,7
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,7
+2,distance_from_energy,227.61309814453125,MNIST,Schut,JEM Ensemble,0,7
+2,distance_from_targets,303.9453125,MNIST,Schut,JEM Ensemble,0,7
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,7
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,7
+2,validity,0.0,MNIST,Schut,JEM Ensemble,0,7
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,7
+3,distance_from_energy,255.88404846191406,MNIST,Schut,JEM Ensemble,0,7
+3,distance_from_targets,336.3684997558594,MNIST,Schut,JEM Ensemble,0,7
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,7
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,7
+3,validity,0.0,MNIST,Schut,JEM Ensemble,0,7
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,7
+4,distance_from_energy,219.8178253173828,MNIST,Schut,JEM Ensemble,0,7
+4,distance_from_targets,304.5658874511719,MNIST,Schut,JEM Ensemble,0,7
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,7
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,7
+4,validity,0.0,MNIST,Schut,JEM Ensemble,0,7
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,7
+5,distance_from_energy,230.9303741455078,MNIST,Schut,JEM Ensemble,0,7
+5,distance_from_targets,319.63055419921875,MNIST,Schut,JEM Ensemble,0,7
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,7
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,7
+5,validity,0.0,MNIST,Schut,JEM Ensemble,0,7
 6,distance,133.4904022216797,MNIST,Wachter,MLP,0,7
 6,distance_from_energy,351.1952209472656,MNIST,Wachter,MLP,0,7
 6,distance_from_targets,413.2406311035156,MNIST,Wachter,MLP,0,7
@@ -3089,36 +3089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,0,7
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,0,7
 10,validity,1.0,MNIST,ECCCo,MLP,0,7
-6,distance,30.0,MNIST,Schut,MLP,0,7
-6,distance_from_energy,346.9803466796875,MNIST,Schut,MLP,0,7
-6,distance_from_targets,346.3335876464844,MNIST,Schut,MLP,0,7
-6,redundancy,0.9808673469387755,MNIST,Schut,MLP,0,7
-6,set_size_penalty,0.57178273333402,MNIST,Schut,MLP,0,7
-6,validity,1.0,MNIST,Schut,MLP,0,7
-7,distance,52.0,MNIST,Schut,MLP,0,7
-7,distance_from_energy,370.171630859375,MNIST,Schut,MLP,0,7
-7,distance_from_targets,344.8570251464844,MNIST,Schut,MLP,0,7
-7,redundancy,0.9668367346938775,MNIST,Schut,MLP,0,7
-7,set_size_penalty,0.5733414759953148,MNIST,Schut,MLP,0,7
-7,validity,1.0,MNIST,Schut,MLP,0,7
-8,distance,50.0,MNIST,Schut,MLP,0,7
-8,distance_from_energy,360.31719970703125,MNIST,Schut,MLP,0,7
-8,distance_from_targets,339.5937805175781,MNIST,Schut,MLP,0,7
-8,redundancy,0.9681122448979592,MNIST,Schut,MLP,0,7
-8,set_size_penalty,0.5698868085770941,MNIST,Schut,MLP,0,7
-8,validity,1.0,MNIST,Schut,MLP,0,7
-9,distance,56.0,MNIST,Schut,MLP,0,7
-9,distance_from_energy,392.1957702636719,MNIST,Schut,MLP,0,7
-9,distance_from_targets,347.65093994140625,MNIST,Schut,MLP,0,7
-9,redundancy,0.9642857142857143,MNIST,Schut,MLP,0,7
-9,set_size_penalty,0.5751907750562799,MNIST,Schut,MLP,0,7
-9,validity,1.0,MNIST,Schut,MLP,0,7
-10,distance,52.0,MNIST,Schut,MLP,0,7
-10,distance_from_energy,373.6078186035156,MNIST,Schut,MLP,0,7
-10,distance_from_targets,358.9177551269531,MNIST,Schut,MLP,0,7
-10,redundancy,0.9668367346938775,MNIST,Schut,MLP,0,7
-10,set_size_penalty,0.5730170218509183,MNIST,Schut,MLP,0,7
-10,validity,1.0,MNIST,Schut,MLP,0,7
+6,distance,10.000001907348633,MNIST,Schut,MLP,0,7
+6,distance_from_energy,351.9530944824219,MNIST,Schut,MLP,0,7
+6,distance_from_targets,350.1923522949219,MNIST,Schut,MLP,0,7
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,7
+6,set_size_penalty,0.0,MNIST,Schut,MLP,0,7
+6,validity,0.0,MNIST,Schut,MLP,0,7
+7,distance,10.000000953674316,MNIST,Schut,MLP,0,7
+7,distance_from_energy,373.2005920410156,MNIST,Schut,MLP,0,7
+7,distance_from_targets,329.0708923339844,MNIST,Schut,MLP,0,7
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,7
+7,set_size_penalty,0.0,MNIST,Schut,MLP,0,7
+7,validity,0.0,MNIST,Schut,MLP,0,7
+8,distance,10.000001907348633,MNIST,Schut,MLP,0,7
+8,distance_from_energy,363.8324890136719,MNIST,Schut,MLP,0,7
+8,distance_from_targets,329.9581604003906,MNIST,Schut,MLP,0,7
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,7
+8,set_size_penalty,0.0,MNIST,Schut,MLP,0,7
+8,validity,0.0,MNIST,Schut,MLP,0,7
+9,distance,10.000001907348633,MNIST,Schut,MLP,0,7
+9,distance_from_energy,401.7101135253906,MNIST,Schut,MLP,0,7
+9,distance_from_targets,344.8897705078125,MNIST,Schut,MLP,0,7
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,7
+9,set_size_penalty,0.0,MNIST,Schut,MLP,0,7
+9,validity,0.0,MNIST,Schut,MLP,0,7
+10,distance,10.000001907348633,MNIST,Schut,MLP,0,7
+10,distance_from_energy,374.60858154296875,MNIST,Schut,MLP,0,7
+10,distance_from_targets,345.7763671875,MNIST,Schut,MLP,0,7
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,7
+10,set_size_penalty,0.0,MNIST,Schut,MLP,0,7
+10,validity,0.0,MNIST,Schut,MLP,0,7
 11,distance,146.172607421875,MNIST,Wachter,MLP Ensemble,0,7
 11,distance_from_energy,343.7615661621094,MNIST,Wachter,MLP Ensemble,0,7
 11,distance_from_targets,402.2889099121094,MNIST,Wachter,MLP Ensemble,0,7
@@ -3209,36 +3209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,0,7
 15,set_size_penalty,0.2919241971065276,MNIST,ECCCo,MLP Ensemble,0,7
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,0,7
-11,distance,48.0,MNIST,Schut,MLP Ensemble,0,7
-11,distance_from_energy,353.9269104003906,MNIST,Schut,MLP Ensemble,0,7
-11,distance_from_targets,341.0959167480469,MNIST,Schut,MLP Ensemble,0,7
-11,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,0,7
-11,set_size_penalty,0.5218697948051272,MNIST,Schut,MLP Ensemble,0,7
-11,validity,1.0,MNIST,Schut,MLP Ensemble,0,7
-12,distance,46.0,MNIST,Schut,MLP Ensemble,0,7
-12,distance_from_energy,384.50762939453125,MNIST,Schut,MLP Ensemble,0,7
-12,distance_from_targets,325.14129638671875,MNIST,Schut,MLP Ensemble,0,7
-12,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,0,7
-12,set_size_penalty,0.31086105907012485,MNIST,Schut,MLP Ensemble,0,7
-12,validity,1.0,MNIST,Schut,MLP Ensemble,0,7
-13,distance,48.0,MNIST,Schut,MLP Ensemble,0,7
-13,distance_from_energy,373.36944580078125,MNIST,Schut,MLP Ensemble,0,7
-13,distance_from_targets,333.3980712890625,MNIST,Schut,MLP Ensemble,0,7
-13,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,0,7
-13,set_size_penalty,0.32332071691315223,MNIST,Schut,MLP Ensemble,0,7
-13,validity,1.0,MNIST,Schut,MLP Ensemble,0,7
-14,distance,44.0,MNIST,Schut,MLP Ensemble,0,7
-14,distance_from_energy,365.763916015625,MNIST,Schut,MLP Ensemble,0,7
-14,distance_from_targets,338.83734130859375,MNIST,Schut,MLP Ensemble,0,7
-14,redundancy,0.9719387755102041,MNIST,Schut,MLP Ensemble,0,7
-14,set_size_penalty,0.3506934912601005,MNIST,Schut,MLP Ensemble,0,7
-14,validity,1.0,MNIST,Schut,MLP Ensemble,0,7
-15,distance,34.0,MNIST,Schut,MLP Ensemble,0,7
-15,distance_from_energy,389.1982116699219,MNIST,Schut,MLP Ensemble,0,7
-15,distance_from_targets,312.5909423828125,MNIST,Schut,MLP Ensemble,0,7
-15,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,0,7
-15,set_size_penalty,0.3203134513859802,MNIST,Schut,MLP Ensemble,0,7
-15,validity,1.0,MNIST,Schut,MLP Ensemble,0,7
+11,distance,10.0,MNIST,Schut,MLP Ensemble,0,7
+11,distance_from_energy,362.2654724121094,MNIST,Schut,MLP Ensemble,0,7
+11,distance_from_targets,347.6216125488281,MNIST,Schut,MLP Ensemble,0,7
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,7
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,7
+11,validity,0.0,MNIST,Schut,MLP Ensemble,0,7
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,7
+12,distance_from_energy,385.8158264160156,MNIST,Schut,MLP Ensemble,0,7
+12,distance_from_targets,319.73907470703125,MNIST,Schut,MLP Ensemble,0,7
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,7
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,7
+12,validity,0.0,MNIST,Schut,MLP Ensemble,0,7
+13,distance,10.0,MNIST,Schut,MLP Ensemble,0,7
+13,distance_from_energy,375.2409362792969,MNIST,Schut,MLP Ensemble,0,7
+13,distance_from_targets,317.78668212890625,MNIST,Schut,MLP Ensemble,0,7
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,7
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,7
+13,validity,0.0,MNIST,Schut,MLP Ensemble,0,7
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,7
+14,distance_from_energy,365.2933654785156,MNIST,Schut,MLP Ensemble,0,7
+14,distance_from_targets,328.0867614746094,MNIST,Schut,MLP Ensemble,0,7
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,7
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,7
+14,validity,0.0,MNIST,Schut,MLP Ensemble,0,7
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,7
+15,distance_from_energy,390.0284423828125,MNIST,Schut,MLP Ensemble,0,7
+15,distance_from_targets,310.3907775878906,MNIST,Schut,MLP Ensemble,0,7
+15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,0,7
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,7
+15,validity,0.0,MNIST,Schut,MLP Ensemble,0,7
 16,distance,110.74114990234375,MNIST,Wachter,JEM,0,7
 16,distance_from_energy,259.8780212402344,MNIST,Wachter,JEM,0,7
 16,distance_from_targets,398.75018310546875,MNIST,Wachter,JEM,0,7
@@ -3329,36 +3329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,0,7
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,0,7
 20,validity,1.0,MNIST,ECCCo,JEM,0,7
-16,distance,8.0,MNIST,Schut,JEM,0,7
-16,distance_from_energy,184.23297119140625,MNIST,Schut,JEM,0,7
-16,distance_from_targets,332.9878234863281,MNIST,Schut,JEM,0,7
-16,redundancy,0.9948979591836735,MNIST,Schut,JEM,0,7
-16,set_size_penalty,4.501679112725185,MNIST,Schut,JEM,0,7
+16,distance,6.700000762939453,MNIST,Schut,JEM,0,7
+16,distance_from_energy,180.60719299316406,MNIST,Schut,JEM,0,7
+16,distance_from_targets,327.7342529296875,MNIST,Schut,JEM,0,7
+16,redundancy,0.9897959183673469,MNIST,Schut,JEM,0,7
+16,set_size_penalty,4.5081942748229595,MNIST,Schut,JEM,0,7
 16,validity,1.0,MNIST,Schut,JEM,0,7
-17,distance,14.0,MNIST,Schut,JEM,0,7
-17,distance_from_energy,248.931640625,MNIST,Schut,JEM,0,7
-17,distance_from_targets,349.67401123046875,MNIST,Schut,JEM,0,7
-17,redundancy,0.9910714285714286,MNIST,Schut,JEM,0,7
-17,set_size_penalty,4.500031127938135,MNIST,Schut,JEM,0,7
+17,distance,10.000001907348633,MNIST,Schut,JEM,0,7
+17,distance_from_energy,244.65252685546875,MNIST,Schut,JEM,0,7
+17,distance_from_targets,342.1390686035156,MNIST,Schut,JEM,0,7
+17,redundancy,0.9821428571428571,MNIST,Schut,JEM,0,7
+17,set_size_penalty,4.785217164244555,MNIST,Schut,JEM,0,7
 17,validity,1.0,MNIST,Schut,JEM,0,7
-18,distance,22.0,MNIST,Schut,JEM,0,7
-18,distance_from_energy,256.08197021484375,MNIST,Schut,JEM,0,7
-18,distance_from_targets,323.45098876953125,MNIST,Schut,JEM,0,7
-18,redundancy,0.985969387755102,MNIST,Schut,JEM,0,7
-18,set_size_penalty,4.503806574887974,MNIST,Schut,JEM,0,7
-18,validity,1.0,MNIST,Schut,JEM,0,7
-19,distance,32.0,MNIST,Schut,JEM,0,7
-19,distance_from_energy,262.5370788574219,MNIST,Schut,JEM,0,7
-19,distance_from_targets,329.77020263671875,MNIST,Schut,JEM,0,7
-19,redundancy,0.9795918367346939,MNIST,Schut,JEM,0,7
-19,set_size_penalty,4.503658427211597,MNIST,Schut,JEM,0,7
-19,validity,1.0,MNIST,Schut,JEM,0,7
-20,distance,34.0,MNIST,Schut,JEM,0,7
-20,distance_from_energy,268.7348327636719,MNIST,Schut,JEM,0,7
-20,distance_from_targets,357.2325439453125,MNIST,Schut,JEM,0,7
-20,redundancy,0.9783163265306123,MNIST,Schut,JEM,0,7
-20,set_size_penalty,4.500762069106931,MNIST,Schut,JEM,0,7
-20,validity,1.0,MNIST,Schut,JEM,0,7
+18,distance,10.000001907348633,MNIST,Schut,JEM,0,7
+18,distance_from_energy,255.74777221679688,MNIST,Schut,JEM,0,7
+18,distance_from_targets,319.0319519042969,MNIST,Schut,JEM,0,7
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,0,7
+18,set_size_penalty,0.0,MNIST,Schut,JEM,0,7
+18,validity,0.0,MNIST,Schut,JEM,0,7
+19,distance,10.000001907348633,MNIST,Schut,JEM,0,7
+19,distance_from_energy,260.3584289550781,MNIST,Schut,JEM,0,7
+19,distance_from_targets,319.79388427734375,MNIST,Schut,JEM,0,7
+19,redundancy,0.9834183673469388,MNIST,Schut,JEM,0,7
+19,set_size_penalty,0.0,MNIST,Schut,JEM,0,7
+19,validity,0.0,MNIST,Schut,JEM,0,7
+20,distance,10.000001907348633,MNIST,Schut,JEM,0,7
+20,distance_from_energy,267.6141357421875,MNIST,Schut,JEM,0,7
+20,distance_from_targets,344.68438720703125,MNIST,Schut,JEM,0,7
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,0,7
+20,set_size_penalty,0.0,MNIST,Schut,JEM,0,7
+20,validity,0.0,MNIST,Schut,JEM,0,7
 1,distance,113.0363998413086,MNIST,Wachter,JEM Ensemble,0,8
 1,distance_from_energy,213.90399169921875,MNIST,Wachter,JEM Ensemble,0,8
 1,distance_from_targets,375.4481506347656,MNIST,Wachter,JEM Ensemble,0,8
@@ -3449,36 +3449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,0,8
 5,set_size_penalty,2.0676493830948197,MNIST,ECCCo,JEM Ensemble,0,8
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,0,8
-1,distance,8.0,MNIST,Schut,JEM Ensemble,0,8
-1,distance_from_energy,209.96762084960938,MNIST,Schut,JEM Ensemble,0,8
-1,distance_from_targets,315.8136291503906,MNIST,Schut,JEM Ensemble,0,8
-1,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,0,8
-1,set_size_penalty,2.9752182365223323,MNIST,Schut,JEM Ensemble,0,8
+1,distance,6.100000858306885,MNIST,Schut,JEM Ensemble,0,8
+1,distance_from_energy,208.88478088378906,MNIST,Schut,JEM Ensemble,0,8
+1,distance_from_targets,314.8528137207031,MNIST,Schut,JEM Ensemble,0,8
+1,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,0,8
+1,set_size_penalty,3.1776655595250807,MNIST,Schut,JEM Ensemble,0,8
 1,validity,1.0,MNIST,Schut,JEM Ensemble,0,8
-2,distance,16.0,MNIST,Schut,JEM Ensemble,0,8
-2,distance_from_energy,235.87533569335938,MNIST,Schut,JEM Ensemble,0,8
-2,distance_from_targets,301.99896240234375,MNIST,Schut,JEM Ensemble,0,8
-2,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,0,8
-2,set_size_penalty,3.2883504072143666,MNIST,Schut,JEM Ensemble,0,8
-2,validity,1.0,MNIST,Schut,JEM Ensemble,0,8
-3,distance,34.0,MNIST,Schut,JEM Ensemble,0,8
-3,distance_from_energy,233.7423858642578,MNIST,Schut,JEM Ensemble,0,8
-3,distance_from_targets,330.7043762207031,MNIST,Schut,JEM Ensemble,0,8
-3,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,0,8
-3,set_size_penalty,3.3841103812008404,MNIST,Schut,JEM Ensemble,0,8
-3,validity,1.0,MNIST,Schut,JEM Ensemble,0,8
-4,distance,26.0,MNIST,Schut,JEM Ensemble,0,8
-4,distance_from_energy,236.60858154296875,MNIST,Schut,JEM Ensemble,0,8
-4,distance_from_targets,328.3779296875,MNIST,Schut,JEM Ensemble,0,8
-4,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,0,8
-4,set_size_penalty,3.472163338809983,MNIST,Schut,JEM Ensemble,0,8
-4,validity,1.0,MNIST,Schut,JEM Ensemble,0,8
-5,distance,26.0,MNIST,Schut,JEM Ensemble,0,8
-5,distance_from_energy,223.73272705078125,MNIST,Schut,JEM Ensemble,0,8
-5,distance_from_targets,311.136962890625,MNIST,Schut,JEM Ensemble,0,8
-5,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,0,8
-5,set_size_penalty,3.3592162307606914,MNIST,Schut,JEM Ensemble,0,8
-5,validity,1.0,MNIST,Schut,JEM Ensemble,0,8
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,8
+2,distance_from_energy,234.7507781982422,MNIST,Schut,JEM Ensemble,0,8
+2,distance_from_targets,297.3714904785156,MNIST,Schut,JEM Ensemble,0,8
+2,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,0,8
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,8
+2,validity,0.0,MNIST,Schut,JEM Ensemble,0,8
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,8
+3,distance_from_energy,238.11900329589844,MNIST,Schut,JEM Ensemble,0,8
+3,distance_from_targets,332.5081787109375,MNIST,Schut,JEM Ensemble,0,8
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,8
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,8
+3,validity,0.0,MNIST,Schut,JEM Ensemble,0,8
+4,distance,10.0,MNIST,Schut,JEM Ensemble,0,8
+4,distance_from_energy,239.5138702392578,MNIST,Schut,JEM Ensemble,0,8
+4,distance_from_targets,333.06329345703125,MNIST,Schut,JEM Ensemble,0,8
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,8
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,8
+4,validity,0.0,MNIST,Schut,JEM Ensemble,0,8
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,8
+5,distance_from_energy,222.5482177734375,MNIST,Schut,JEM Ensemble,0,8
+5,distance_from_targets,307.00201416015625,MNIST,Schut,JEM Ensemble,0,8
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,8
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,8
+5,validity,0.0,MNIST,Schut,JEM Ensemble,0,8
 6,distance,132.77139282226562,MNIST,Wachter,MLP,0,8
 6,distance_from_energy,369.7695617675781,MNIST,Wachter,MLP,0,8
 6,distance_from_targets,398.2096252441406,MNIST,Wachter,MLP,0,8
@@ -3569,36 +3569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,0,8
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,0,8
 10,validity,1.0,MNIST,ECCCo,MLP,0,8
-6,distance,40.0,MNIST,Schut,MLP,0,8
-6,distance_from_energy,360.45867919921875,MNIST,Schut,MLP,0,8
-6,distance_from_targets,329.3039245605469,MNIST,Schut,MLP,0,8
-6,redundancy,0.9744897959183674,MNIST,Schut,MLP,0,8
-6,set_size_penalty,0.5712793587668346,MNIST,Schut,MLP,0,8
-6,validity,1.0,MNIST,Schut,MLP,0,8
-7,distance,28.0,MNIST,Schut,MLP,0,8
-7,distance_from_energy,356.6561584472656,MNIST,Schut,MLP,0,8
-7,distance_from_targets,324.7006530761719,MNIST,Schut,MLP,0,8
-7,redundancy,0.9821428571428571,MNIST,Schut,MLP,0,8
-7,set_size_penalty,0.570265954911962,MNIST,Schut,MLP,0,8
-7,validity,1.0,MNIST,Schut,MLP,0,8
-8,distance,30.0,MNIST,Schut,MLP,0,8
-8,distance_from_energy,357.9161682128906,MNIST,Schut,MLP,0,8
-8,distance_from_targets,310.02490234375,MNIST,Schut,MLP,0,8
-8,redundancy,0.9808673469387755,MNIST,Schut,MLP,0,8
-8,set_size_penalty,0.5693084315211374,MNIST,Schut,MLP,0,8
-8,validity,1.0,MNIST,Schut,MLP,0,8
-9,distance,32.0,MNIST,Schut,MLP,0,8
-9,distance_from_energy,354.16827392578125,MNIST,Schut,MLP,0,8
-9,distance_from_targets,336.1737976074219,MNIST,Schut,MLP,0,8
-9,redundancy,0.9795918367346939,MNIST,Schut,MLP,0,8
-9,set_size_penalty,0.5721626928708341,MNIST,Schut,MLP,0,8
-9,validity,1.0,MNIST,Schut,MLP,0,8
-10,distance,20.0,MNIST,Schut,MLP,0,8
-10,distance_from_energy,354.1824951171875,MNIST,Schut,MLP,0,8
-10,distance_from_targets,312.74334716796875,MNIST,Schut,MLP,0,8
-10,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,8
-10,set_size_penalty,0.5695300645063204,MNIST,Schut,MLP,0,8
-10,validity,1.0,MNIST,Schut,MLP,0,8
+6,distance,10.000000953674316,MNIST,Schut,MLP,0,8
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+6,distance_from_targets,327.2673034667969,MNIST,Schut,MLP,0,8
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,8
+6,set_size_penalty,0.0,MNIST,Schut,MLP,0,8
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+7,distance_from_targets,330.68048095703125,MNIST,Schut,MLP,0,8
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,8
+7,set_size_penalty,0.0,MNIST,Schut,MLP,0,8
+7,validity,0.0,MNIST,Schut,MLP,0,8
+8,distance,10.000000953674316,MNIST,Schut,MLP,0,8
+8,distance_from_energy,362.2129211425781,MNIST,Schut,MLP,0,8
+8,distance_from_targets,312.99884033203125,MNIST,Schut,MLP,0,8
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,8
+8,set_size_penalty,0.0,MNIST,Schut,MLP,0,8
+8,validity,0.0,MNIST,Schut,MLP,0,8
+9,distance,10.000001907348633,MNIST,Schut,MLP,0,8
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+9,distance_from_targets,325.3349304199219,MNIST,Schut,MLP,0,8
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,8
+9,set_size_penalty,0.0,MNIST,Schut,MLP,0,8
+9,validity,0.0,MNIST,Schut,MLP,0,8
+10,distance,10.000001907348633,MNIST,Schut,MLP,0,8
+10,distance_from_energy,354.3919677734375,MNIST,Schut,MLP,0,8
+10,distance_from_targets,311.59942626953125,MNIST,Schut,MLP,0,8
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,0,8
+10,set_size_penalty,0.0,MNIST,Schut,MLP,0,8
+10,validity,0.0,MNIST,Schut,MLP,0,8
 11,distance,124.08197784423828,MNIST,Wachter,MLP Ensemble,0,8
 11,distance_from_energy,361.6313781738281,MNIST,Wachter,MLP Ensemble,0,8
 11,distance_from_targets,404.2577209472656,MNIST,Wachter,MLP Ensemble,0,8
@@ -3689,36 +3689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,0,8
 15,set_size_penalty,0.2919241971065276,MNIST,ECCCo,MLP Ensemble,0,8
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,0,8
-11,distance,32.0,MNIST,Schut,MLP Ensemble,0,8
-11,distance_from_energy,369.5373840332031,MNIST,Schut,MLP Ensemble,0,8
-11,distance_from_targets,339.8975830078125,MNIST,Schut,MLP Ensemble,0,8
-11,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,0,8
-11,set_size_penalty,0.30197041502964983,MNIST,Schut,MLP Ensemble,0,8
-11,validity,1.0,MNIST,Schut,MLP Ensemble,0,8
-12,distance,28.0,MNIST,Schut,MLP Ensemble,0,8
-12,distance_from_energy,346.6147766113281,MNIST,Schut,MLP Ensemble,0,8
-12,distance_from_targets,313.2188415527344,MNIST,Schut,MLP Ensemble,0,8
-12,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,0,8
-12,set_size_penalty,0.4025780245293422,MNIST,Schut,MLP Ensemble,0,8
-12,validity,1.0,MNIST,Schut,MLP Ensemble,0,8
-13,distance,22.0,MNIST,Schut,MLP Ensemble,0,8
-13,distance_from_energy,359.76287841796875,MNIST,Schut,MLP Ensemble,0,8
-13,distance_from_targets,305.84075927734375,MNIST,Schut,MLP Ensemble,0,8
-13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,0,8
-13,set_size_penalty,0.29777666634115274,MNIST,Schut,MLP Ensemble,0,8
-13,validity,1.0,MNIST,Schut,MLP Ensemble,0,8
-14,distance,18.0,MNIST,Schut,MLP Ensemble,0,8
-14,distance_from_energy,373.78179931640625,MNIST,Schut,MLP Ensemble,0,8
-14,distance_from_targets,316.85552978515625,MNIST,Schut,MLP Ensemble,0,8
-14,redundancy,0.9885204081632653,MNIST,Schut,MLP Ensemble,0,8
-14,set_size_penalty,0.29775089166123525,MNIST,Schut,MLP Ensemble,0,8
-14,validity,1.0,MNIST,Schut,MLP Ensemble,0,8
-15,distance,42.0,MNIST,Schut,MLP Ensemble,0,8
-15,distance_from_energy,344.8497009277344,MNIST,Schut,MLP Ensemble,0,8
-15,distance_from_targets,307.60302734375,MNIST,Schut,MLP Ensemble,0,8
-15,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,0,8
-15,set_size_penalty,0.3033762913224014,MNIST,Schut,MLP Ensemble,0,8
-15,validity,1.0,MNIST,Schut,MLP Ensemble,0,8
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,8
+11,distance_from_energy,370.7251281738281,MNIST,Schut,MLP Ensemble,0,8
+11,distance_from_targets,332.660888671875,MNIST,Schut,MLP Ensemble,0,8
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,8
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,8
+11,validity,0.0,MNIST,Schut,MLP Ensemble,0,8
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,8
+12,distance_from_energy,348.0179443359375,MNIST,Schut,MLP Ensemble,0,8
+12,distance_from_targets,311.77020263671875,MNIST,Schut,MLP Ensemble,0,8
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,8
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,8
+12,validity,0.0,MNIST,Schut,MLP Ensemble,0,8
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,8
+13,distance_from_energy,357.85321044921875,MNIST,Schut,MLP Ensemble,0,8
+13,distance_from_targets,300.6251220703125,MNIST,Schut,MLP Ensemble,0,8
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,8
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,8
+13,validity,0.0,MNIST,Schut,MLP Ensemble,0,8
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,8
+14,distance_from_energy,369.6705322265625,MNIST,Schut,MLP Ensemble,0,8
+14,distance_from_targets,308.9320373535156,MNIST,Schut,MLP Ensemble,0,8
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,8
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,8
+14,validity,0.0,MNIST,Schut,MLP Ensemble,0,8
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,8
+15,distance_from_energy,355.59906005859375,MNIST,Schut,MLP Ensemble,0,8
+15,distance_from_targets,320.2357482910156,MNIST,Schut,MLP Ensemble,0,8
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,8
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,8
+15,validity,0.0,MNIST,Schut,MLP Ensemble,0,8
 16,distance,127.96073150634766,MNIST,Wachter,JEM,0,8
 16,distance_from_energy,263.8464050292969,MNIST,Wachter,JEM,0,8
 16,distance_from_targets,425.9607238769531,MNIST,Wachter,JEM,0,8
@@ -3809,35 +3809,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,0,8
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,0,8
 20,validity,1.0,MNIST,ECCCo,JEM,0,8
-16,distance,12.0,MNIST,Schut,JEM,0,8
-16,distance_from_energy,247.7863311767578,MNIST,Schut,JEM,0,8
-16,distance_from_targets,359.8567199707031,MNIST,Schut,JEM,0,8
-16,redundancy,0.9923469387755102,MNIST,Schut,JEM,0,8
-16,set_size_penalty,4.50071560486288,MNIST,Schut,JEM,0,8
+16,distance,10.000001907348633,MNIST,Schut,JEM,0,8
+16,distance_from_energy,244.7863311767578,MNIST,Schut,JEM,0,8
+16,distance_from_targets,354.91204833984375,MNIST,Schut,JEM,0,8
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,8
+16,set_size_penalty,4.974350308685061,MNIST,Schut,JEM,0,8
 16,validity,1.0,MNIST,Schut,JEM,0,8
-17,distance,18.0,MNIST,Schut,JEM,0,8
-17,distance_from_energy,248.09226989746094,MNIST,Schut,JEM,0,8
-17,distance_from_targets,315.8229675292969,MNIST,Schut,JEM,0,8
-17,redundancy,0.9885204081632653,MNIST,Schut,JEM,0,8
-17,set_size_penalty,4.502272225509109,MNIST,Schut,JEM,0,8
-17,validity,1.0,MNIST,Schut,JEM,0,8
-18,distance,10.0,MNIST,Schut,JEM,0,8
-18,distance_from_energy,240.08517456054688,MNIST,Schut,JEM,0,8
-18,distance_from_targets,336.15106201171875,MNIST,Schut,JEM,0,8
-18,redundancy,0.9936224489795918,MNIST,Schut,JEM,0,8
-18,set_size_penalty,4.500152775601665,MNIST,Schut,JEM,0,8
+17,distance,10.000000953674316,MNIST,Schut,JEM,0,8
+17,distance_from_energy,246.42324829101562,MNIST,Schut,JEM,0,8
+17,distance_from_targets,313.2823791503906,MNIST,Schut,JEM,0,8
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,8
+17,set_size_penalty,0.0,MNIST,Schut,JEM,0,8
+17,validity,0.0,MNIST,Schut,JEM,0,8
+18,distance,10.000001907348633,MNIST,Schut,JEM,0,8
+18,distance_from_energy,238.60894775390625,MNIST,Schut,JEM,0,8
+18,distance_from_targets,332.7289733886719,MNIST,Schut,JEM,0,8
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,0,8
+18,set_size_penalty,4.504688876516312,MNIST,Schut,JEM,0,8
 18,validity,1.0,MNIST,Schut,JEM,0,8
-19,distance,20.0,MNIST,Schut,JEM,0,8
-19,distance_from_energy,209.22879028320312,MNIST,Schut,JEM,0,8
-19,distance_from_targets,323.66741943359375,MNIST,Schut,JEM,0,8
+19,distance,10.000001907348633,MNIST,Schut,JEM,0,8
+19,distance_from_energy,211.88671875,MNIST,Schut,JEM,0,8
+19,distance_from_targets,323.71405029296875,MNIST,Schut,JEM,0,8
 19,redundancy,0.9872448979591837,MNIST,Schut,JEM,0,8
-19,set_size_penalty,4.508342769831668,MNIST,Schut,JEM,0,8
-19,validity,1.0,MNIST,Schut,JEM,0,8
-20,distance,12.0,MNIST,Schut,JEM,0,8
-20,distance_from_energy,228.6707000732422,MNIST,Schut,JEM,0,8
-20,distance_from_targets,301.6922607421875,MNIST,Schut,JEM,0,8
-20,redundancy,0.9923469387755102,MNIST,Schut,JEM,0,8
-20,set_size_penalty,4.500033599380986,MNIST,Schut,JEM,0,8
+19,set_size_penalty,0.0,MNIST,Schut,JEM,0,8
+19,validity,0.0,MNIST,Schut,JEM,0,8
+20,distance,10.000001907348633,MNIST,Schut,JEM,0,8
+20,distance_from_energy,229.7457275390625,MNIST,Schut,JEM,0,8
+20,distance_from_targets,303.0074157714844,MNIST,Schut,JEM,0,8
+20,redundancy,0.9834183673469388,MNIST,Schut,JEM,0,8
+20,set_size_penalty,4.593775886301199,MNIST,Schut,JEM,0,8
 20,validity,1.0,MNIST,Schut,JEM,0,8
 1,distance,147.43345642089844,MNIST,Wachter,JEM Ensemble,0,9
 1,distance_from_energy,252.7241973876953,MNIST,Wachter,JEM Ensemble,0,9
@@ -3929,36 +3929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,0,9
 5,set_size_penalty,2.0676493830948215,MNIST,ECCCo,JEM Ensemble,0,9
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,0,9
-1,distance,50.0,MNIST,Schut,JEM Ensemble,0,9
-1,distance_from_energy,250.98960876464844,MNIST,Schut,JEM Ensemble,0,9
-1,distance_from_targets,338.5237731933594,MNIST,Schut,JEM Ensemble,0,9
-1,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,0,9
-1,set_size_penalty,3.586828358748985,MNIST,Schut,JEM Ensemble,0,9
-1,validity,1.0,MNIST,Schut,JEM Ensemble,0,9
-2,distance,26.0,MNIST,Schut,JEM Ensemble,0,9
-2,distance_from_energy,225.74440002441406,MNIST,Schut,JEM Ensemble,0,9
-2,distance_from_targets,326.0198059082031,MNIST,Schut,JEM Ensemble,0,9
-2,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,0,9
-2,set_size_penalty,3.4245098867767396,MNIST,Schut,JEM Ensemble,0,9
-2,validity,1.0,MNIST,Schut,JEM Ensemble,0,9
-3,distance,28.0,MNIST,Schut,JEM Ensemble,0,9
-3,distance_from_energy,233.24952697753906,MNIST,Schut,JEM Ensemble,0,9
-3,distance_from_targets,342.75189208984375,MNIST,Schut,JEM Ensemble,0,9
-3,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,0,9
-3,set_size_penalty,3.3828489523629397,MNIST,Schut,JEM Ensemble,0,9
-3,validity,1.0,MNIST,Schut,JEM Ensemble,0,9
-4,distance,12.0,MNIST,Schut,JEM Ensemble,0,9
-4,distance_from_energy,219.5854034423828,MNIST,Schut,JEM Ensemble,0,9
-4,distance_from_targets,305.7178039550781,MNIST,Schut,JEM Ensemble,0,9
-4,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,0,9
-4,set_size_penalty,3.3742945758037726,MNIST,Schut,JEM Ensemble,0,9
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,9
+1,distance_from_energy,254.291015625,MNIST,Schut,JEM Ensemble,0,9
+1,distance_from_targets,336.31549072265625,MNIST,Schut,JEM Ensemble,0,9
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,9
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,9
+1,validity,0.0,MNIST,Schut,JEM Ensemble,0,9
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,9
+2,distance_from_energy,224.81338500976562,MNIST,Schut,JEM Ensemble,0,9
+2,distance_from_targets,318.3751525878906,MNIST,Schut,JEM Ensemble,0,9
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,9
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,9
+2,validity,0.0,MNIST,Schut,JEM Ensemble,0,9
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,9
+3,distance_from_energy,237.97096252441406,MNIST,Schut,JEM Ensemble,0,9
+3,distance_from_targets,346.3160705566406,MNIST,Schut,JEM Ensemble,0,9
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,0,9
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,9
+3,validity,0.0,MNIST,Schut,JEM Ensemble,0,9
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,0,9
+4,distance_from_energy,218.67652893066406,MNIST,Schut,JEM Ensemble,0,9
+4,distance_from_targets,303.4771728515625,MNIST,Schut,JEM Ensemble,0,9
+4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,0,9
+4,set_size_penalty,3.390522409687696,MNIST,Schut,JEM Ensemble,0,9
 4,validity,1.0,MNIST,Schut,JEM Ensemble,0,9
-5,distance,22.0,MNIST,Schut,JEM Ensemble,0,9
-5,distance_from_energy,213.88482666015625,MNIST,Schut,JEM Ensemble,0,9
-5,distance_from_targets,300.42205810546875,MNIST,Schut,JEM Ensemble,0,9
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,0,9
+5,distance_from_energy,211.2917022705078,MNIST,Schut,JEM Ensemble,0,9
+5,distance_from_targets,292.862548828125,MNIST,Schut,JEM Ensemble,0,9
 5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,0,9
-5,set_size_penalty,3.1195716490379377,MNIST,Schut,JEM Ensemble,0,9
-5,validity,1.0,MNIST,Schut,JEM Ensemble,0,9
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,0,9
+5,validity,0.0,MNIST,Schut,JEM Ensemble,0,9
 6,distance,114.63836669921875,MNIST,Wachter,MLP,0,9
 6,distance_from_energy,386.8623046875,MNIST,Wachter,MLP,0,9
 6,distance_from_targets,372.50714111328125,MNIST,Wachter,MLP,0,9
@@ -4049,36 +4049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,0,9
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,0,9
 10,validity,1.0,MNIST,ECCCo,MLP,0,9
-6,distance,18.0,MNIST,Schut,MLP,0,9
-6,distance_from_energy,362.4617919921875,MNIST,Schut,MLP,0,9
-6,distance_from_targets,306.7748718261719,MNIST,Schut,MLP,0,9
-6,redundancy,0.9885204081632653,MNIST,Schut,MLP,0,9
-6,set_size_penalty,0.5695386703396621,MNIST,Schut,MLP,0,9
-6,validity,1.0,MNIST,Schut,MLP,0,9
-7,distance,12.0,MNIST,Schut,MLP,0,9
-7,distance_from_energy,306.55194091796875,MNIST,Schut,MLP,0,9
-7,distance_from_targets,311.0052795410156,MNIST,Schut,MLP,0,9
-7,redundancy,0.9923469387755102,MNIST,Schut,MLP,0,9
-7,set_size_penalty,0.5684391063939487,MNIST,Schut,MLP,0,9
+6,distance,10.000001907348633,MNIST,Schut,MLP,0,9
+6,distance_from_energy,360.143310546875,MNIST,Schut,MLP,0,9
+6,distance_from_targets,301.1710205078125,MNIST,Schut,MLP,0,9
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,0,9
+6,set_size_penalty,0.0,MNIST,Schut,MLP,0,9
+6,validity,0.0,MNIST,Schut,MLP,0,9
+7,distance,10.0,MNIST,Schut,MLP,0,9
+7,distance_from_energy,306.470458984375,MNIST,Schut,MLP,0,9
+7,distance_from_targets,310.67169189453125,MNIST,Schut,MLP,0,9
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,9
+7,set_size_penalty,0.5800877491707648,MNIST,Schut,MLP,0,9
 7,validity,1.0,MNIST,Schut,MLP,0,9
-8,distance,30.0,MNIST,Schut,MLP,0,9
-8,distance_from_energy,369.0553894042969,MNIST,Schut,MLP,0,9
-8,distance_from_targets,318.50372314453125,MNIST,Schut,MLP,0,9
-8,redundancy,0.9808673469387755,MNIST,Schut,MLP,0,9
-8,set_size_penalty,0.5733518268534117,MNIST,Schut,MLP,0,9
-8,validity,1.0,MNIST,Schut,MLP,0,9
-9,distance,40.0,MNIST,Schut,MLP,0,9
-9,distance_from_energy,377.7549743652344,MNIST,Schut,MLP,0,9
-9,distance_from_targets,330.6470642089844,MNIST,Schut,MLP,0,9
-9,redundancy,0.9744897959183674,MNIST,Schut,MLP,0,9
-9,set_size_penalty,0.5721206613481886,MNIST,Schut,MLP,0,9
-9,validity,1.0,MNIST,Schut,MLP,0,9
-10,distance,26.0,MNIST,Schut,MLP,0,9
-10,distance_from_energy,371.7381896972656,MNIST,Schut,MLP,0,9
-10,distance_from_targets,322.4118347167969,MNIST,Schut,MLP,0,9
-10,redundancy,0.9834183673469388,MNIST,Schut,MLP,0,9
-10,set_size_penalty,0.5751448516421123,MNIST,Schut,MLP,0,9
-10,validity,1.0,MNIST,Schut,MLP,0,9
+8,distance,10.000000953674316,MNIST,Schut,MLP,0,9
+8,distance_from_energy,368.19488525390625,MNIST,Schut,MLP,0,9
+8,distance_from_targets,310.7174072265625,MNIST,Schut,MLP,0,9
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,9
+8,set_size_penalty,0.0,MNIST,Schut,MLP,0,9
+8,validity,0.0,MNIST,Schut,MLP,0,9
+9,distance,10.000000953674316,MNIST,Schut,MLP,0,9
+9,distance_from_energy,381.7828063964844,MNIST,Schut,MLP,0,9
+9,distance_from_targets,328.56768798828125,MNIST,Schut,MLP,0,9
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,9
+9,set_size_penalty,0.0,MNIST,Schut,MLP,0,9
+9,validity,0.0,MNIST,Schut,MLP,0,9
+10,distance,10.000001907348633,MNIST,Schut,MLP,0,9
+10,distance_from_energy,373.51605224609375,MNIST,Schut,MLP,0,9
+10,distance_from_targets,319.2606201171875,MNIST,Schut,MLP,0,9
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,0,9
+10,set_size_penalty,0.0,MNIST,Schut,MLP,0,9
+10,validity,0.0,MNIST,Schut,MLP,0,9
 11,distance,116.48834991455078,MNIST,Wachter,MLP Ensemble,0,9
 11,distance_from_energy,363.82257080078125,MNIST,Wachter,MLP Ensemble,0,9
 11,distance_from_targets,371.5646667480469,MNIST,Wachter,MLP Ensemble,0,9
@@ -4169,36 +4169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,0,9
 15,set_size_penalty,0.2919241971065276,MNIST,ECCCo,MLP Ensemble,0,9
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,0,9
-11,distance,28.0,MNIST,Schut,MLP Ensemble,0,9
-11,distance_from_energy,366.286865234375,MNIST,Schut,MLP Ensemble,0,9
-11,distance_from_targets,314.2039794921875,MNIST,Schut,MLP Ensemble,0,9
-11,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,0,9
-11,set_size_penalty,0.31587779648310166,MNIST,Schut,MLP Ensemble,0,9
-11,validity,1.0,MNIST,Schut,MLP Ensemble,0,9
-12,distance,38.0,MNIST,Schut,MLP Ensemble,0,9
-12,distance_from_energy,374.1999206542969,MNIST,Schut,MLP Ensemble,0,9
-12,distance_from_targets,321.229248046875,MNIST,Schut,MLP Ensemble,0,9
-12,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,0,9
-12,set_size_penalty,0.3478110738080511,MNIST,Schut,MLP Ensemble,0,9
-12,validity,1.0,MNIST,Schut,MLP Ensemble,0,9
-13,distance,36.0,MNIST,Schut,MLP Ensemble,0,9
-13,distance_from_energy,362.43145751953125,MNIST,Schut,MLP Ensemble,0,9
-13,distance_from_targets,324.0545654296875,MNIST,Schut,MLP Ensemble,0,9
-13,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,0,9
-13,set_size_penalty,0.352080761763387,MNIST,Schut,MLP Ensemble,0,9
-13,validity,1.0,MNIST,Schut,MLP Ensemble,0,9
-14,distance,36.0,MNIST,Schut,MLP Ensemble,0,9
-14,distance_from_energy,368.5450134277344,MNIST,Schut,MLP Ensemble,0,9
-14,distance_from_targets,314.487060546875,MNIST,Schut,MLP Ensemble,0,9
-14,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,0,9
-14,set_size_penalty,0.3269564144037125,MNIST,Schut,MLP Ensemble,0,9
-14,validity,1.0,MNIST,Schut,MLP Ensemble,0,9
-15,distance,30.0,MNIST,Schut,MLP Ensemble,0,9
-15,distance_from_energy,378.8966369628906,MNIST,Schut,MLP Ensemble,0,9
-15,distance_from_targets,315.66412353515625,MNIST,Schut,MLP Ensemble,0,9
-15,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,0,9
-15,set_size_penalty,0.3291762970518144,MNIST,Schut,MLP Ensemble,0,9
-15,validity,1.0,MNIST,Schut,MLP Ensemble,0,9
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,9
+11,distance_from_energy,369.61944580078125,MNIST,Schut,MLP Ensemble,0,9
+11,distance_from_targets,311.4994201660156,MNIST,Schut,MLP Ensemble,0,9
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,9
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,9
+11,validity,0.0,MNIST,Schut,MLP Ensemble,0,9
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,0,9
+12,distance_from_energy,378.484619140625,MNIST,Schut,MLP Ensemble,0,9
+12,distance_from_targets,317.63739013671875,MNIST,Schut,MLP Ensemble,0,9
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,9
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,9
+12,validity,0.0,MNIST,Schut,MLP Ensemble,0,9
+13,distance,10.0,MNIST,Schut,MLP Ensemble,0,9
+13,distance_from_energy,366.26239013671875,MNIST,Schut,MLP Ensemble,0,9
+13,distance_from_targets,323.14300537109375,MNIST,Schut,MLP Ensemble,0,9
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,9
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,9
+13,validity,0.0,MNIST,Schut,MLP Ensemble,0,9
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,9
+14,distance_from_energy,376.5000305175781,MNIST,Schut,MLP Ensemble,0,9
+14,distance_from_targets,313.9589538574219,MNIST,Schut,MLP Ensemble,0,9
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,9
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,9
+14,validity,0.0,MNIST,Schut,MLP Ensemble,0,9
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,0,9
+15,distance_from_energy,380.95721435546875,MNIST,Schut,MLP Ensemble,0,9
+15,distance_from_targets,315.9823913574219,MNIST,Schut,MLP Ensemble,0,9
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,0,9
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,0,9
+15,validity,0.0,MNIST,Schut,MLP Ensemble,0,9
 16,distance,155.3546905517578,MNIST,Wachter,JEM,0,9
 16,distance_from_energy,256.70526123046875,MNIST,Wachter,JEM,0,9
 16,distance_from_targets,372.1578063964844,MNIST,Wachter,JEM,0,9
@@ -4289,35 +4289,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,0,9
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,0,9
 20,validity,1.0,MNIST,ECCCo,JEM,0,9
-16,distance,22.0,MNIST,Schut,JEM,0,9
-16,distance_from_energy,195.7493133544922,MNIST,Schut,JEM,0,9
-16,distance_from_targets,298.8945617675781,MNIST,Schut,JEM,0,9
+16,distance,10.000000953674316,MNIST,Schut,JEM,0,9
+16,distance_from_energy,191.68359375,MNIST,Schut,JEM,0,9
+16,distance_from_targets,294.51873779296875,MNIST,Schut,JEM,0,9
 16,redundancy,0.985969387755102,MNIST,Schut,JEM,0,9
-16,set_size_penalty,4.509228074031301,MNIST,Schut,JEM,0,9
-16,validity,1.0,MNIST,Schut,JEM,0,9
-17,distance,10.0,MNIST,Schut,JEM,0,9
-17,distance_from_energy,258.4813537597656,MNIST,Schut,JEM,0,9
-17,distance_from_targets,362.2135925292969,MNIST,Schut,JEM,0,9
-17,redundancy,0.9936224489795918,MNIST,Schut,JEM,0,9
-17,set_size_penalty,4.506760448993427,MNIST,Schut,JEM,0,9
+16,set_size_penalty,0.0,MNIST,Schut,JEM,0,9
+16,validity,0.0,MNIST,Schut,JEM,0,9
+17,distance,10.000000953674316,MNIST,Schut,JEM,0,9
+17,distance_from_energy,256.5647888183594,MNIST,Schut,JEM,0,9
+17,distance_from_targets,358.8988342285156,MNIST,Schut,JEM,0,9
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,0,9
+17,set_size_penalty,4.521615497458976,MNIST,Schut,JEM,0,9
 17,validity,1.0,MNIST,Schut,JEM,0,9
-18,distance,24.0,MNIST,Schut,JEM,0,9
-18,distance_from_energy,264.3653259277344,MNIST,Schut,JEM,0,9
-18,distance_from_targets,341.8380126953125,MNIST,Schut,JEM,0,9
+18,distance,10.000000953674316,MNIST,Schut,JEM,0,9
+18,distance_from_energy,265.1602478027344,MNIST,Schut,JEM,0,9
+18,distance_from_targets,338.51177978515625,MNIST,Schut,JEM,0,9
 18,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,9
-18,set_size_penalty,4.500437537008321,MNIST,Schut,JEM,0,9
-18,validity,1.0,MNIST,Schut,JEM,0,9
-19,distance,30.0,MNIST,Schut,JEM,0,9
-19,distance_from_energy,263.8923645019531,MNIST,Schut,JEM,0,9
-19,distance_from_targets,340.7476501464844,MNIST,Schut,JEM,0,9
-19,redundancy,0.9808673469387755,MNIST,Schut,JEM,0,9
-19,set_size_penalty,4.501037318710687,MNIST,Schut,JEM,0,9
-19,validity,1.0,MNIST,Schut,JEM,0,9
-20,distance,12.0,MNIST,Schut,JEM,0,9
-20,distance_from_energy,269.9417724609375,MNIST,Schut,JEM,0,9
-20,distance_from_targets,341.4361877441406,MNIST,Schut,JEM,0,9
-20,redundancy,0.9923469387755102,MNIST,Schut,JEM,0,9
-20,set_size_penalty,4.500591920209126,MNIST,Schut,JEM,0,9
+18,set_size_penalty,0.0,MNIST,Schut,JEM,0,9
+18,validity,0.0,MNIST,Schut,JEM,0,9
+19,distance,10.000000953674316,MNIST,Schut,JEM,0,9
+19,distance_from_energy,263.2848815917969,MNIST,Schut,JEM,0,9
+19,distance_from_targets,336.72979736328125,MNIST,Schut,JEM,0,9
+19,redundancy,0.9846938775510204,MNIST,Schut,JEM,0,9
+19,set_size_penalty,0.0,MNIST,Schut,JEM,0,9
+19,validity,0.0,MNIST,Schut,JEM,0,9
+20,distance,10.000001907348633,MNIST,Schut,JEM,0,9
+20,distance_from_energy,269.15667724609375,MNIST,Schut,JEM,0,9
+20,distance_from_targets,338.8031921386719,MNIST,Schut,JEM,0,9
+20,redundancy,0.9834183673469388,MNIST,Schut,JEM,0,9
+20,set_size_penalty,4.508795530615424,MNIST,Schut,JEM,0,9
 20,validity,1.0,MNIST,Schut,JEM,0,9
 1,distance,167.12745666503906,MNIST,Wachter,JEM Ensemble,1,0
 1,distance_from_energy,251.77719116210938,MNIST,Wachter,JEM Ensemble,1,0
@@ -4409,36 +4409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,1,0
 5,set_size_penalty,2.0682457402749166,MNIST,ECCCo,JEM Ensemble,1,0
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,1,0
-1,distance,54.0,MNIST,Schut,JEM Ensemble,1,0
-1,distance_from_energy,231.75376892089844,MNIST,Schut,JEM Ensemble,1,0
-1,distance_from_targets,342.6024475097656,MNIST,Schut,JEM Ensemble,1,0
-1,redundancy,0.9655612244897959,MNIST,Schut,JEM Ensemble,1,0
-1,set_size_penalty,3.1821960080979252,MNIST,Schut,JEM Ensemble,1,0
-1,validity,1.0,MNIST,Schut,JEM Ensemble,1,0
-2,distance,86.0,MNIST,Schut,JEM Ensemble,1,0
-2,distance_from_energy,244.20703125,MNIST,Schut,JEM Ensemble,1,0
-2,distance_from_targets,356.3685607910156,MNIST,Schut,JEM Ensemble,1,0
-2,redundancy,0.9451530612244898,MNIST,Schut,JEM Ensemble,1,0
-2,set_size_penalty,3.3762990662720487,MNIST,Schut,JEM Ensemble,1,0
-2,validity,1.0,MNIST,Schut,JEM Ensemble,1,0
-3,distance,44.0,MNIST,Schut,JEM Ensemble,1,0
-3,distance_from_energy,192.78433227539062,MNIST,Schut,JEM Ensemble,1,0
-3,distance_from_targets,273.8665771484375,MNIST,Schut,JEM Ensemble,1,0
-3,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,1,0
-3,set_size_penalty,3.2955839832372407,MNIST,Schut,JEM Ensemble,1,0
-3,validity,1.0,MNIST,Schut,JEM Ensemble,1,0
-4,distance,28.0,MNIST,Schut,JEM Ensemble,1,0
-4,distance_from_energy,200.0956268310547,MNIST,Schut,JEM Ensemble,1,0
-4,distance_from_targets,275.796142578125,MNIST,Schut,JEM Ensemble,1,0
-4,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,1,0
-4,set_size_penalty,3.2653299063442462,MNIST,Schut,JEM Ensemble,1,0
-4,validity,1.0,MNIST,Schut,JEM Ensemble,1,0
-5,distance,86.0,MNIST,Schut,JEM Ensemble,1,0
-5,distance_from_energy,242.3722686767578,MNIST,Schut,JEM Ensemble,1,0
-5,distance_from_targets,374.8034973144531,MNIST,Schut,JEM Ensemble,1,0
-5,redundancy,0.9451530612244898,MNIST,Schut,JEM Ensemble,1,0
-5,set_size_penalty,3.327007294852878,MNIST,Schut,JEM Ensemble,1,0
-5,validity,1.0,MNIST,Schut,JEM Ensemble,1,0
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,0
+1,distance_from_energy,239.79869079589844,MNIST,Schut,JEM Ensemble,1,0
+1,distance_from_targets,348.2072448730469,MNIST,Schut,JEM Ensemble,1,0
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,1,0
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,0
+1,validity,0.0,MNIST,Schut,JEM Ensemble,1,0
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,0
+2,distance_from_energy,261.528564453125,MNIST,Schut,JEM Ensemble,1,0
+2,distance_from_targets,367.36944580078125,MNIST,Schut,JEM Ensemble,1,0
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,0
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,0
+2,validity,0.0,MNIST,Schut,JEM Ensemble,1,0
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,0
+3,distance_from_energy,202.04380798339844,MNIST,Schut,JEM Ensemble,1,0
+3,distance_from_targets,283.7190246582031,MNIST,Schut,JEM Ensemble,1,0
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,0
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,0
+3,validity,0.0,MNIST,Schut,JEM Ensemble,1,0
+4,distance,10.0,MNIST,Schut,JEM Ensemble,1,0
+4,distance_from_energy,204.00828552246094,MNIST,Schut,JEM Ensemble,1,0
+4,distance_from_targets,278.3796691894531,MNIST,Schut,JEM Ensemble,1,0
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,0
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,0
+4,validity,0.0,MNIST,Schut,JEM Ensemble,1,0
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,0
+5,distance_from_energy,257.2752685546875,MNIST,Schut,JEM Ensemble,1,0
+5,distance_from_targets,384.58062744140625,MNIST,Schut,JEM Ensemble,1,0
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,0
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,0
+5,validity,0.0,MNIST,Schut,JEM Ensemble,1,0
 6,distance,162.04454040527344,MNIST,Wachter,MLP,1,0
 6,distance_from_energy,407.2815246582031,MNIST,Wachter,MLP,1,0
 6,distance_from_targets,341.7138366699219,MNIST,Wachter,MLP,1,0
@@ -4529,36 +4529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,1,0
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,1,0
 10,validity,1.0,MNIST,ECCCo,MLP,1,0
-6,distance,60.0,MNIST,Schut,MLP,1,0
-6,distance_from_energy,417.47088623046875,MNIST,Schut,MLP,1,0
-6,distance_from_targets,260.8941955566406,MNIST,Schut,MLP,1,0
-6,redundancy,0.9617346938775511,MNIST,Schut,MLP,1,0
-6,set_size_penalty,0.574161717223338,MNIST,Schut,MLP,1,0
-6,validity,1.0,MNIST,Schut,MLP,1,0
-7,distance,84.0,MNIST,Schut,MLP,1,0
-7,distance_from_energy,406.98565673828125,MNIST,Schut,MLP,1,0
-7,distance_from_targets,324.53466796875,MNIST,Schut,MLP,1,0
-7,redundancy,0.9464285714285714,MNIST,Schut,MLP,1,0
-7,set_size_penalty,0.575628831093641,MNIST,Schut,MLP,1,0
-7,validity,1.0,MNIST,Schut,MLP,1,0
-8,distance,94.0,MNIST,Schut,MLP,1,0
-8,distance_from_energy,414.6307678222656,MNIST,Schut,MLP,1,0
-8,distance_from_targets,414.9366455078125,MNIST,Schut,MLP,1,0
-8,redundancy,0.9400510204081632,MNIST,Schut,MLP,1,0
-8,set_size_penalty,0.5734274861385964,MNIST,Schut,MLP,1,0
-8,validity,1.0,MNIST,Schut,MLP,1,0
-9,distance,44.0,MNIST,Schut,MLP,1,0
-9,distance_from_energy,381.91632080078125,MNIST,Schut,MLP,1,0
-9,distance_from_targets,307.0234680175781,MNIST,Schut,MLP,1,0
-9,redundancy,0.9719387755102041,MNIST,Schut,MLP,1,0
-9,set_size_penalty,0.5708659406636707,MNIST,Schut,MLP,1,0
-9,validity,1.0,MNIST,Schut,MLP,1,0
-10,distance,70.0,MNIST,Schut,MLP,1,0
-10,distance_from_energy,411.7298583984375,MNIST,Schut,MLP,1,0
-10,distance_from_targets,335.5078125,MNIST,Schut,MLP,1,0
-10,redundancy,0.9553571428571429,MNIST,Schut,MLP,1,0
-10,set_size_penalty,0.5737111199933456,MNIST,Schut,MLP,1,0
-10,validity,1.0,MNIST,Schut,MLP,1,0
+6,distance,10.000000953674316,MNIST,Schut,MLP,1,0
+6,distance_from_energy,420.1011657714844,MNIST,Schut,MLP,1,0
+6,distance_from_targets,251.4517059326172,MNIST,Schut,MLP,1,0
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,0
+6,set_size_penalty,0.0,MNIST,Schut,MLP,1,0
+6,validity,0.0,MNIST,Schut,MLP,1,0
+7,distance,10.000000953674316,MNIST,Schut,MLP,1,0
+7,distance_from_energy,422.298828125,MNIST,Schut,MLP,1,0
+7,distance_from_targets,326.7643127441406,MNIST,Schut,MLP,1,0
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,0
+7,set_size_penalty,0.0,MNIST,Schut,MLP,1,0
+7,validity,0.0,MNIST,Schut,MLP,1,0
+8,distance,10.000001907348633,MNIST,Schut,MLP,1,0
+8,distance_from_energy,429.2664489746094,MNIST,Schut,MLP,1,0
+8,distance_from_targets,420.13397216796875,MNIST,Schut,MLP,1,0
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,0
+8,set_size_penalty,0.0,MNIST,Schut,MLP,1,0
+8,validity,0.0,MNIST,Schut,MLP,1,0
+9,distance,10.000001907348633,MNIST,Schut,MLP,1,0
+9,distance_from_energy,389.22589111328125,MNIST,Schut,MLP,1,0
+9,distance_from_targets,300.97100830078125,MNIST,Schut,MLP,1,0
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,0
+9,set_size_penalty,0.0,MNIST,Schut,MLP,1,0
+9,validity,0.0,MNIST,Schut,MLP,1,0
+10,distance,10.000000953674316,MNIST,Schut,MLP,1,0
+10,distance_from_energy,427.2528076171875,MNIST,Schut,MLP,1,0
+10,distance_from_targets,340.97723388671875,MNIST,Schut,MLP,1,0
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,0
+10,set_size_penalty,0.0,MNIST,Schut,MLP,1,0
+10,validity,0.0,MNIST,Schut,MLP,1,0
 11,distance,193.71920776367188,MNIST,Wachter,MLP Ensemble,1,0
 11,distance_from_energy,381.6782531738281,MNIST,Wachter,MLP Ensemble,1,0
 11,distance_from_targets,447.54534912109375,MNIST,Wachter,MLP Ensemble,1,0
@@ -4649,36 +4649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,1,0
 15,set_size_penalty,0.2919241971065367,MNIST,ECCCo,MLP Ensemble,1,0
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,1,0
-11,distance,104.0,MNIST,Schut,MLP Ensemble,1,0
-11,distance_from_energy,366.95135498046875,MNIST,Schut,MLP Ensemble,1,0
-11,distance_from_targets,359.2349853515625,MNIST,Schut,MLP Ensemble,1,0
-11,redundancy,0.9336734693877551,MNIST,Schut,MLP Ensemble,1,0
-11,set_size_penalty,0.4655612873080559,MNIST,Schut,MLP Ensemble,1,0
-11,validity,1.0,MNIST,Schut,MLP Ensemble,1,0
-12,distance,76.0,MNIST,Schut,MLP Ensemble,1,0
-12,distance_from_energy,358.27130126953125,MNIST,Schut,MLP Ensemble,1,0
-12,distance_from_targets,318.55859375,MNIST,Schut,MLP Ensemble,1,0
-12,redundancy,0.951530612244898,MNIST,Schut,MLP Ensemble,1,0
-12,set_size_penalty,0.34049584593183413,MNIST,Schut,MLP Ensemble,1,0
-12,validity,1.0,MNIST,Schut,MLP Ensemble,1,0
-13,distance,74.0,MNIST,Schut,MLP Ensemble,1,0
-13,distance_from_energy,369.3969421386719,MNIST,Schut,MLP Ensemble,1,0
-13,distance_from_targets,236.3984375,MNIST,Schut,MLP Ensemble,1,0
-13,redundancy,0.9528061224489796,MNIST,Schut,MLP Ensemble,1,0
-13,set_size_penalty,0.32940100890811363,MNIST,Schut,MLP Ensemble,1,0
-13,validity,1.0,MNIST,Schut,MLP Ensemble,1,0
-14,distance,84.0,MNIST,Schut,MLP Ensemble,1,0
-14,distance_from_energy,360.5620422363281,MNIST,Schut,MLP Ensemble,1,0
-14,distance_from_targets,344.7925109863281,MNIST,Schut,MLP Ensemble,1,0
-14,redundancy,0.9464285714285714,MNIST,Schut,MLP Ensemble,1,0
-14,set_size_penalty,0.3765222927757397,MNIST,Schut,MLP Ensemble,1,0
-14,validity,1.0,MNIST,Schut,MLP Ensemble,1,0
-15,distance,48.0,MNIST,Schut,MLP Ensemble,1,0
-15,distance_from_energy,351.5670166015625,MNIST,Schut,MLP Ensemble,1,0
-15,distance_from_targets,263.2824401855469,MNIST,Schut,MLP Ensemble,1,0
-15,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,1,0
-15,set_size_penalty,0.3249715961179993,MNIST,Schut,MLP Ensemble,1,0
-15,validity,1.0,MNIST,Schut,MLP Ensemble,1,0
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,0
+11,distance_from_energy,389.5711364746094,MNIST,Schut,MLP Ensemble,1,0
+11,distance_from_targets,372.1453552246094,MNIST,Schut,MLP Ensemble,1,0
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,0
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,0
+11,validity,0.0,MNIST,Schut,MLP Ensemble,1,0
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,0
+12,distance_from_energy,372.78240966796875,MNIST,Schut,MLP Ensemble,1,0
+12,distance_from_targets,326.3083190917969,MNIST,Schut,MLP Ensemble,1,0
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,0
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,0
+12,validity,0.0,MNIST,Schut,MLP Ensemble,1,0
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,0
+13,distance_from_energy,384.0325927734375,MNIST,Schut,MLP Ensemble,1,0
+13,distance_from_targets,244.63687133789062,MNIST,Schut,MLP Ensemble,1,0
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,0
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,0
+13,validity,0.0,MNIST,Schut,MLP Ensemble,1,0
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,0
+14,distance_from_energy,374.2823181152344,MNIST,Schut,MLP Ensemble,1,0
+14,distance_from_targets,350.0621643066406,MNIST,Schut,MLP Ensemble,1,0
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,0
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,0
+14,validity,0.0,MNIST,Schut,MLP Ensemble,1,0
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,0
+15,distance_from_energy,353.7969970703125,MNIST,Schut,MLP Ensemble,1,0
+15,distance_from_targets,253.55624389648438,MNIST,Schut,MLP Ensemble,1,0
+15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,1,0
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,0
+15,validity,0.0,MNIST,Schut,MLP Ensemble,1,0
 16,distance,145.56240844726562,MNIST,Wachter,JEM,1,0
 16,distance_from_energy,241.5483856201172,MNIST,Wachter,JEM,1,0
 16,distance_from_targets,381.578369140625,MNIST,Wachter,JEM,1,0
@@ -4769,36 +4769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,1,0
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,1,0
 20,validity,1.0,MNIST,ECCCo,JEM,1,0
-16,distance,38.0,MNIST,Schut,JEM,1,0
-16,distance_from_energy,236.84620666503906,MNIST,Schut,JEM,1,0
-16,distance_from_targets,314.0333251953125,MNIST,Schut,JEM,1,0
-16,redundancy,0.9757653061224489,MNIST,Schut,JEM,1,0
-16,set_size_penalty,4.505639508345057,MNIST,Schut,JEM,1,0
-16,validity,1.0,MNIST,Schut,JEM,1,0
-17,distance,28.0,MNIST,Schut,JEM,1,0
-17,distance_from_energy,236.67919921875,MNIST,Schut,JEM,1,0
-17,distance_from_targets,331.8467102050781,MNIST,Schut,JEM,1,0
-17,redundancy,0.9821428571428571,MNIST,Schut,JEM,1,0
-17,set_size_penalty,4.50034994831557,MNIST,Schut,JEM,1,0
-17,validity,1.0,MNIST,Schut,JEM,1,0
-18,distance,26.0,MNIST,Schut,JEM,1,0
-18,distance_from_energy,229.57015991210938,MNIST,Schut,JEM,1,0
-18,distance_from_targets,347.3212585449219,MNIST,Schut,JEM,1,0
-18,redundancy,0.9834183673469388,MNIST,Schut,JEM,1,0
-18,set_size_penalty,4.5005488685087425,MNIST,Schut,JEM,1,0
-18,validity,1.0,MNIST,Schut,JEM,1,0
-19,distance,26.0,MNIST,Schut,JEM,1,0
-19,distance_from_energy,243.77761840820312,MNIST,Schut,JEM,1,0
-19,distance_from_targets,409.1343688964844,MNIST,Schut,JEM,1,0
-19,redundancy,0.9834183673469388,MNIST,Schut,JEM,1,0
-19,set_size_penalty,4.501421429314255,MNIST,Schut,JEM,1,0
-19,validity,1.0,MNIST,Schut,JEM,1,0
-20,distance,18.0,MNIST,Schut,JEM,1,0
-20,distance_from_energy,237.26327514648438,MNIST,Schut,JEM,1,0
-20,distance_from_targets,338.0166931152344,MNIST,Schut,JEM,1,0
-20,redundancy,0.9885204081632653,MNIST,Schut,JEM,1,0
-20,set_size_penalty,4.500991966105115,MNIST,Schut,JEM,1,0
-20,validity,1.0,MNIST,Schut,JEM,1,0
+16,distance,10.000001907348633,MNIST,Schut,JEM,1,0
+16,distance_from_energy,237.38087463378906,MNIST,Schut,JEM,1,0
+16,distance_from_targets,310.1728820800781,MNIST,Schut,JEM,1,0
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,0
+16,set_size_penalty,0.0,MNIST,Schut,JEM,1,0
+16,validity,0.0,MNIST,Schut,JEM,1,0
+17,distance,10.000001907348633,MNIST,Schut,JEM,1,0
+17,distance_from_energy,235.32818603515625,MNIST,Schut,JEM,1,0
+17,distance_from_targets,324.8851623535156,MNIST,Schut,JEM,1,0
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,0
+17,set_size_penalty,0.0,MNIST,Schut,JEM,1,0
+17,validity,0.0,MNIST,Schut,JEM,1,0
+18,distance,10.000001907348633,MNIST,Schut,JEM,1,0
+18,distance_from_energy,230.61900329589844,MNIST,Schut,JEM,1,0
+18,distance_from_targets,345.6044921875,MNIST,Schut,JEM,1,0
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,0
+18,set_size_penalty,0.0,MNIST,Schut,JEM,1,0
+18,validity,0.0,MNIST,Schut,JEM,1,0
+19,distance,10.000001907348633,MNIST,Schut,JEM,1,0
+19,distance_from_energy,241.6736297607422,MNIST,Schut,JEM,1,0
+19,distance_from_targets,404.832275390625,MNIST,Schut,JEM,1,0
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,0
+19,set_size_penalty,0.0,MNIST,Schut,JEM,1,0
+19,validity,0.0,MNIST,Schut,JEM,1,0
+20,distance,10.000001907348633,MNIST,Schut,JEM,1,0
+20,distance_from_energy,234.81842041015625,MNIST,Schut,JEM,1,0
+20,distance_from_targets,330.75164794921875,MNIST,Schut,JEM,1,0
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,1,0
+20,set_size_penalty,0.0,MNIST,Schut,JEM,1,0
+20,validity,0.0,MNIST,Schut,JEM,1,0
 1,distance,111.54788208007812,MNIST,Wachter,JEM Ensemble,1,2
 1,distance_from_energy,180.6210174560547,MNIST,Wachter,JEM Ensemble,1,2
 1,distance_from_targets,299.2546081542969,MNIST,Wachter,JEM Ensemble,1,2
@@ -4889,36 +4889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,1,2
 5,set_size_penalty,2.0676808535427647,MNIST,ECCCo,JEM Ensemble,1,2
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,1,2
-1,distance,18.0,MNIST,Schut,JEM Ensemble,1,2
-1,distance_from_energy,189.53387451171875,MNIST,Schut,JEM Ensemble,1,2
-1,distance_from_targets,236.82203674316406,MNIST,Schut,JEM Ensemble,1,2
-1,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,1,2
-1,set_size_penalty,2.992493608762872,MNIST,Schut,JEM Ensemble,1,2
-1,validity,1.0,MNIST,Schut,JEM Ensemble,1,2
-2,distance,32.0,MNIST,Schut,JEM Ensemble,1,2
-2,distance_from_energy,195.47088623046875,MNIST,Schut,JEM Ensemble,1,2
-2,distance_from_targets,273.6185302734375,MNIST,Schut,JEM Ensemble,1,2
-2,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,1,2
-2,set_size_penalty,2.9405449754797592,MNIST,Schut,JEM Ensemble,1,2
-2,validity,1.0,MNIST,Schut,JEM Ensemble,1,2
-3,distance,32.0,MNIST,Schut,JEM Ensemble,1,2
-3,distance_from_energy,172.95530700683594,MNIST,Schut,JEM Ensemble,1,2
-3,distance_from_targets,252.56814575195312,MNIST,Schut,JEM Ensemble,1,2
-3,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,1,2
-3,set_size_penalty,3.399854891550926,MNIST,Schut,JEM Ensemble,1,2
-3,validity,1.0,MNIST,Schut,JEM Ensemble,1,2
-4,distance,42.0,MNIST,Schut,JEM Ensemble,1,2
-4,distance_from_energy,201.9496612548828,MNIST,Schut,JEM Ensemble,1,2
-4,distance_from_targets,310.62469482421875,MNIST,Schut,JEM Ensemble,1,2
-4,redundancy,0.9732142857142857,MNIST,Schut,JEM Ensemble,1,2
-4,set_size_penalty,3.46676209643467,MNIST,Schut,JEM Ensemble,1,2
-4,validity,1.0,MNIST,Schut,JEM Ensemble,1,2
-5,distance,58.0,MNIST,Schut,JEM Ensemble,1,2
-5,distance_from_energy,238.29522705078125,MNIST,Schut,JEM Ensemble,1,2
-5,distance_from_targets,374.6744689941406,MNIST,Schut,JEM Ensemble,1,2
-5,redundancy,0.9630102040816326,MNIST,Schut,JEM Ensemble,1,2
-5,set_size_penalty,2.9829837211325034,MNIST,Schut,JEM Ensemble,1,2
-5,validity,1.0,MNIST,Schut,JEM Ensemble,1,2
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,2
+1,distance_from_energy,184.66348266601562,MNIST,Schut,JEM Ensemble,1,2
+1,distance_from_targets,228.49180603027344,MNIST,Schut,JEM Ensemble,1,2
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,1,2
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,2
+1,validity,0.0,MNIST,Schut,JEM Ensemble,1,2
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,2
+2,distance_from_energy,194.13267517089844,MNIST,Schut,JEM Ensemble,1,2
+2,distance_from_targets,265.9674377441406,MNIST,Schut,JEM Ensemble,1,2
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,2
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,2
+2,validity,0.0,MNIST,Schut,JEM Ensemble,1,2
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,2
+3,distance_from_energy,173.77125549316406,MNIST,Schut,JEM Ensemble,1,2
+3,distance_from_targets,249.36521911621094,MNIST,Schut,JEM Ensemble,1,2
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,2
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,2
+3,validity,0.0,MNIST,Schut,JEM Ensemble,1,2
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,2
+4,distance_from_energy,192.7323760986328,MNIST,Schut,JEM Ensemble,1,2
+4,distance_from_targets,291.7162170410156,MNIST,Schut,JEM Ensemble,1,2
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,2
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,2
+4,validity,0.0,MNIST,Schut,JEM Ensemble,1,2
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,2
+5,distance_from_energy,242.62030029296875,MNIST,Schut,JEM Ensemble,1,2
+5,distance_from_targets,373.542724609375,MNIST,Schut,JEM Ensemble,1,2
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,2
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,2
+5,validity,0.0,MNIST,Schut,JEM Ensemble,1,2
 6,distance,164.7401123046875,MNIST,Wachter,MLP,1,2
 6,distance_from_energy,396.0412902832031,MNIST,Wachter,MLP,1,2
 6,distance_from_targets,320.7215881347656,MNIST,Wachter,MLP,1,2
@@ -5009,36 +5009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,1,2
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,1,2
 10,validity,1.0,MNIST,ECCCo,MLP,1,2
-6,distance,52.0,MNIST,Schut,MLP,1,2
-6,distance_from_energy,377.407958984375,MNIST,Schut,MLP,1,2
-6,distance_from_targets,243.70123291015625,MNIST,Schut,MLP,1,2
-6,redundancy,0.9668367346938775,MNIST,Schut,MLP,1,2
-6,set_size_penalty,0.5702828161479809,MNIST,Schut,MLP,1,2
-6,validity,1.0,MNIST,Schut,MLP,1,2
-7,distance,60.0,MNIST,Schut,MLP,1,2
-7,distance_from_energy,411.3853454589844,MNIST,Schut,MLP,1,2
-7,distance_from_targets,311.7685852050781,MNIST,Schut,MLP,1,2
-7,redundancy,0.9617346938775511,MNIST,Schut,MLP,1,2
-7,set_size_penalty,0.5729947729228151,MNIST,Schut,MLP,1,2
-7,validity,1.0,MNIST,Schut,MLP,1,2
-8,distance,40.0,MNIST,Schut,MLP,1,2
-8,distance_from_energy,386.12359619140625,MNIST,Schut,MLP,1,2
-8,distance_from_targets,230.3234405517578,MNIST,Schut,MLP,1,2
-8,redundancy,0.9744897959183674,MNIST,Schut,MLP,1,2
-8,set_size_penalty,0.5711192955659317,MNIST,Schut,MLP,1,2
-8,validity,1.0,MNIST,Schut,MLP,1,2
-9,distance,66.0,MNIST,Schut,MLP,1,2
-9,distance_from_energy,399.60516357421875,MNIST,Schut,MLP,1,2
-9,distance_from_targets,247.90565490722656,MNIST,Schut,MLP,1,2
-9,redundancy,0.9579081632653061,MNIST,Schut,MLP,1,2
-9,set_size_penalty,0.571482302086666,MNIST,Schut,MLP,1,2
-9,validity,1.0,MNIST,Schut,MLP,1,2
-10,distance,54.0,MNIST,Schut,MLP,1,2
-10,distance_from_energy,397.3194885253906,MNIST,Schut,MLP,1,2
-10,distance_from_targets,220.52786254882812,MNIST,Schut,MLP,1,2
-10,redundancy,0.9655612244897959,MNIST,Schut,MLP,1,2
-10,set_size_penalty,0.5720460911739571,MNIST,Schut,MLP,1,2
-10,validity,1.0,MNIST,Schut,MLP,1,2
+6,distance,10.000000953674316,MNIST,Schut,MLP,1,2
+6,distance_from_energy,385.9502258300781,MNIST,Schut,MLP,1,2
+6,distance_from_targets,236.3043212890625,MNIST,Schut,MLP,1,2
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,2
+6,set_size_penalty,0.0,MNIST,Schut,MLP,1,2
+6,validity,0.0,MNIST,Schut,MLP,1,2
+7,distance,10.000001907348633,MNIST,Schut,MLP,1,2
+7,distance_from_energy,414.2666015625,MNIST,Schut,MLP,1,2
+7,distance_from_targets,301.698974609375,MNIST,Schut,MLP,1,2
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,2
+7,set_size_penalty,0.0,MNIST,Schut,MLP,1,2
+7,validity,0.0,MNIST,Schut,MLP,1,2
+8,distance,10.000001907348633,MNIST,Schut,MLP,1,2
+8,distance_from_energy,386.129150390625,MNIST,Schut,MLP,1,2
+8,distance_from_targets,222.50808715820312,MNIST,Schut,MLP,1,2
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,2
+8,set_size_penalty,0.0,MNIST,Schut,MLP,1,2
+8,validity,0.0,MNIST,Schut,MLP,1,2
+9,distance,10.000000953674316,MNIST,Schut,MLP,1,2
+9,distance_from_energy,406.275390625,MNIST,Schut,MLP,1,2
+9,distance_from_targets,243.1273956298828,MNIST,Schut,MLP,1,2
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,2
+9,set_size_penalty,0.0,MNIST,Schut,MLP,1,2
+9,validity,0.0,MNIST,Schut,MLP,1,2
+10,distance,10.000000953674316,MNIST,Schut,MLP,1,2
+10,distance_from_energy,401.63104248046875,MNIST,Schut,MLP,1,2
+10,distance_from_targets,214.76773071289062,MNIST,Schut,MLP,1,2
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,2
+10,set_size_penalty,0.0,MNIST,Schut,MLP,1,2
+10,validity,0.0,MNIST,Schut,MLP,1,2
 11,distance,191.64340209960938,MNIST,Wachter,MLP Ensemble,1,2
 11,distance_from_energy,423.67718505859375,MNIST,Wachter,MLP Ensemble,1,2
 11,distance_from_targets,460.55816650390625,MNIST,Wachter,MLP Ensemble,1,2
@@ -5129,35 +5129,35 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,1,2
 15,set_size_penalty,0.29192419710653494,MNIST,ECCCo,MLP Ensemble,1,2
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,1,2
-11,distance,134.0,MNIST,Schut,MLP Ensemble,1,2
-11,distance_from_energy,370.8550720214844,MNIST,Schut,MLP Ensemble,1,2
-11,distance_from_targets,347.3039855957031,MNIST,Schut,MLP Ensemble,1,2
-11,redundancy,0.9145408163265306,MNIST,Schut,MLP Ensemble,1,2
-11,set_size_penalty,0.34133259593178034,MNIST,Schut,MLP Ensemble,1,2
-11,validity,1.0,MNIST,Schut,MLP Ensemble,1,2
-12,distance,90.0,MNIST,Schut,MLP Ensemble,1,2
-12,distance_from_energy,367.5449523925781,MNIST,Schut,MLP Ensemble,1,2
-12,distance_from_targets,366.0564880371094,MNIST,Schut,MLP Ensemble,1,2
-12,redundancy,0.9426020408163265,MNIST,Schut,MLP Ensemble,1,2
-12,set_size_penalty,0.4249504757748821,MNIST,Schut,MLP Ensemble,1,2
-12,validity,1.0,MNIST,Schut,MLP Ensemble,1,2
-13,distance,98.0,MNIST,Schut,MLP Ensemble,1,2
-13,distance_from_energy,362.47235107421875,MNIST,Schut,MLP Ensemble,1,2
-13,distance_from_targets,330.9107360839844,MNIST,Schut,MLP Ensemble,1,2
-13,redundancy,0.9375,MNIST,Schut,MLP Ensemble,1,2
-13,set_size_penalty,0.3301013495354641,MNIST,Schut,MLP Ensemble,1,2
-13,validity,1.0,MNIST,Schut,MLP Ensemble,1,2
-14,distance,42.0,MNIST,Schut,MLP Ensemble,1,2
-14,distance_from_energy,356.2481384277344,MNIST,Schut,MLP Ensemble,1,2
-14,distance_from_targets,270.7452697753906,MNIST,Schut,MLP Ensemble,1,2
-14,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,1,2
-14,set_size_penalty,0.5264099985017399,MNIST,Schut,MLP Ensemble,1,2
-14,validity,1.0,MNIST,Schut,MLP Ensemble,1,2
-15,distance,12.0,MNIST,Schut,MLP Ensemble,1,2
-15,distance_from_energy,331.5010986328125,MNIST,Schut,MLP Ensemble,1,2
-15,distance_from_targets,151.9886932373047,MNIST,Schut,MLP Ensemble,1,2
-15,redundancy,0.9923469387755102,MNIST,Schut,MLP Ensemble,1,2
-15,set_size_penalty,0.29369425388144776,MNIST,Schut,MLP Ensemble,1,2
+11,distance,10.0,MNIST,Schut,MLP Ensemble,1,2
+11,distance_from_energy,396.59637451171875,MNIST,Schut,MLP Ensemble,1,2
+11,distance_from_targets,381.4238586425781,MNIST,Schut,MLP Ensemble,1,2
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,2
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,2
+11,validity,0.0,MNIST,Schut,MLP Ensemble,1,2
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,2
+12,distance_from_energy,370.8388671875,MNIST,Schut,MLP Ensemble,1,2
+12,distance_from_targets,341.31195068359375,MNIST,Schut,MLP Ensemble,1,2
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,2
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,2
+12,validity,0.0,MNIST,Schut,MLP Ensemble,1,2
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,2
+13,distance_from_energy,375.8447265625,MNIST,Schut,MLP Ensemble,1,2
+13,distance_from_targets,326.2326354980469,MNIST,Schut,MLP Ensemble,1,2
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,2
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,2
+13,validity,0.0,MNIST,Schut,MLP Ensemble,1,2
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,2
+14,distance_from_energy,354.056396484375,MNIST,Schut,MLP Ensemble,1,2
+14,distance_from_targets,265.2653503417969,MNIST,Schut,MLP Ensemble,1,2
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,2
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,2
+14,validity,0.0,MNIST,Schut,MLP Ensemble,1,2
+15,distance,10.0,MNIST,Schut,MLP Ensemble,1,2
+15,distance_from_energy,332.06903076171875,MNIST,Schut,MLP Ensemble,1,2
+15,distance_from_targets,150.86790466308594,MNIST,Schut,MLP Ensemble,1,2
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,2
+15,set_size_penalty,0.3132213334171243,MNIST,Schut,MLP Ensemble,1,2
 15,validity,1.0,MNIST,Schut,MLP Ensemble,1,2
 16,distance,127.78694915771484,MNIST,Wachter,JEM,1,2
 16,distance_from_energy,182.3618927001953,MNIST,Wachter,JEM,1,2
@@ -5249,36 +5249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,1,2
 20,set_size_penalty,4.499954580169701,MNIST,ECCCo,JEM,1,2
 20,validity,1.0,MNIST,ECCCo,JEM,1,2
-16,distance,20.0,MNIST,Schut,JEM,1,2
-16,distance_from_energy,173.88409423828125,MNIST,Schut,JEM,1,2
-16,distance_from_targets,220.3448486328125,MNIST,Schut,JEM,1,2
+16,distance,10.000000953674316,MNIST,Schut,JEM,1,2
+16,distance_from_energy,170.82330322265625,MNIST,Schut,JEM,1,2
+16,distance_from_targets,213.38674926757812,MNIST,Schut,JEM,1,2
 16,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,2
-16,set_size_penalty,4.500283281213021,MNIST,Schut,JEM,1,2
-16,validity,1.0,MNIST,Schut,JEM,1,2
-17,distance,18.0,MNIST,Schut,JEM,1,2
-17,distance_from_energy,216.7924041748047,MNIST,Schut,JEM,1,2
-17,distance_from_targets,309.2712707519531,MNIST,Schut,JEM,1,2
-17,redundancy,0.9885204081632653,MNIST,Schut,JEM,1,2
-17,set_size_penalty,4.500019373297,MNIST,Schut,JEM,1,2
-17,validity,1.0,MNIST,Schut,JEM,1,2
-18,distance,36.0,MNIST,Schut,JEM,1,2
-18,distance_from_energy,226.93186950683594,MNIST,Schut,JEM,1,2
-18,distance_from_targets,317.55291748046875,MNIST,Schut,JEM,1,2
-18,redundancy,0.9770408163265306,MNIST,Schut,JEM,1,2
-18,set_size_penalty,4.501229154994371,MNIST,Schut,JEM,1,2
-18,validity,1.0,MNIST,Schut,JEM,1,2
-19,distance,40.0,MNIST,Schut,JEM,1,2
-19,distance_from_energy,223.22439575195312,MNIST,Schut,JEM,1,2
-19,distance_from_targets,262.8662414550781,MNIST,Schut,JEM,1,2
-19,redundancy,0.9744897959183674,MNIST,Schut,JEM,1,2
-19,set_size_penalty,4.503665957214289,MNIST,Schut,JEM,1,2
-19,validity,1.0,MNIST,Schut,JEM,1,2
-20,distance,28.0,MNIST,Schut,JEM,1,2
-20,distance_from_energy,225.99855041503906,MNIST,Schut,JEM,1,2
-20,distance_from_targets,315.5011901855469,MNIST,Schut,JEM,1,2
-20,redundancy,0.9821428571428571,MNIST,Schut,JEM,1,2
-20,set_size_penalty,4.5000902678962955,MNIST,Schut,JEM,1,2
-20,validity,1.0,MNIST,Schut,JEM,1,2
+16,set_size_penalty,0.0,MNIST,Schut,JEM,1,2
+16,validity,0.0,MNIST,Schut,JEM,1,2
+17,distance,10.000001907348633,MNIST,Schut,JEM,1,2
+17,distance_from_energy,213.60369873046875,MNIST,Schut,JEM,1,2
+17,distance_from_targets,304.6941223144531,MNIST,Schut,JEM,1,2
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,1,2
+17,set_size_penalty,0.0,MNIST,Schut,JEM,1,2
+17,validity,0.0,MNIST,Schut,JEM,1,2
+18,distance,10.000001907348633,MNIST,Schut,JEM,1,2
+18,distance_from_energy,222.53392028808594,MNIST,Schut,JEM,1,2
+18,distance_from_targets,309.81256103515625,MNIST,Schut,JEM,1,2
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,1,2
+18,set_size_penalty,0.0,MNIST,Schut,JEM,1,2
+18,validity,0.0,MNIST,Schut,JEM,1,2
+19,distance,10.000000953674316,MNIST,Schut,JEM,1,2
+19,distance_from_energy,223.38742065429688,MNIST,Schut,JEM,1,2
+19,distance_from_targets,257.9884033203125,MNIST,Schut,JEM,1,2
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,1,2
+19,set_size_penalty,0.0,MNIST,Schut,JEM,1,2
+19,validity,0.0,MNIST,Schut,JEM,1,2
+20,distance,10.000001907348633,MNIST,Schut,JEM,1,2
+20,distance_from_energy,225.4464874267578,MNIST,Schut,JEM,1,2
+20,distance_from_targets,311.43109130859375,MNIST,Schut,JEM,1,2
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,2
+20,set_size_penalty,0.0,MNIST,Schut,JEM,1,2
+20,validity,0.0,MNIST,Schut,JEM,1,2
 1,distance,143.13670349121094,MNIST,Wachter,JEM Ensemble,1,3
 1,distance_from_energy,197.41644287109375,MNIST,Wachter,JEM Ensemble,1,3
 1,distance_from_targets,330.4866638183594,MNIST,Wachter,JEM Ensemble,1,3
@@ -5369,36 +5369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,1,3
 5,set_size_penalty,2.0679978373161814,MNIST,ECCCo,JEM Ensemble,1,3
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,1,3
-1,distance,38.0,MNIST,Schut,JEM Ensemble,1,3
-1,distance_from_energy,193.64697265625,MNIST,Schut,JEM Ensemble,1,3
-1,distance_from_targets,264.1101989746094,MNIST,Schut,JEM Ensemble,1,3
-1,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,1,3
-1,set_size_penalty,3.18058717455523,MNIST,Schut,JEM Ensemble,1,3
-1,validity,1.0,MNIST,Schut,JEM Ensemble,1,3
-2,distance,44.0,MNIST,Schut,JEM Ensemble,1,3
-2,distance_from_energy,220.71435546875,MNIST,Schut,JEM Ensemble,1,3
-2,distance_from_targets,308.4101867675781,MNIST,Schut,JEM Ensemble,1,3
-2,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,1,3
-2,set_size_penalty,3.5626465915614345,MNIST,Schut,JEM Ensemble,1,3
-2,validity,1.0,MNIST,Schut,JEM Ensemble,1,3
-3,distance,50.0,MNIST,Schut,JEM Ensemble,1,3
-3,distance_from_energy,257.0513916015625,MNIST,Schut,JEM Ensemble,1,3
-3,distance_from_targets,400.1739807128906,MNIST,Schut,JEM Ensemble,1,3
-3,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,1,3
-3,set_size_penalty,3.3839657986886715,MNIST,Schut,JEM Ensemble,1,3
-3,validity,1.0,MNIST,Schut,JEM Ensemble,1,3
-4,distance,32.0,MNIST,Schut,JEM Ensemble,1,3
-4,distance_from_energy,209.96363830566406,MNIST,Schut,JEM Ensemble,1,3
-4,distance_from_targets,295.76751708984375,MNIST,Schut,JEM Ensemble,1,3
-4,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,1,3
-4,set_size_penalty,3.365849630439233,MNIST,Schut,JEM Ensemble,1,3
-4,validity,1.0,MNIST,Schut,JEM Ensemble,1,3
-5,distance,20.0,MNIST,Schut,JEM Ensemble,1,3
-5,distance_from_energy,168.36622619628906,MNIST,Schut,JEM Ensemble,1,3
-5,distance_from_targets,219.2714080810547,MNIST,Schut,JEM Ensemble,1,3
-5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,3
-5,set_size_penalty,3.2316032340721534,MNIST,Schut,JEM Ensemble,1,3
-5,validity,1.0,MNIST,Schut,JEM Ensemble,1,3
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,3
+1,distance_from_energy,193.82688903808594,MNIST,Schut,JEM Ensemble,1,3
+1,distance_from_targets,257.8262939453125,MNIST,Schut,JEM Ensemble,1,3
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,3
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,3
+1,validity,0.0,MNIST,Schut,JEM Ensemble,1,3
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,3
+2,distance_from_energy,218.5331268310547,MNIST,Schut,JEM Ensemble,1,3
+2,distance_from_targets,296.62322998046875,MNIST,Schut,JEM Ensemble,1,3
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,3
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,3
+2,validity,0.0,MNIST,Schut,JEM Ensemble,1,3
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,3
+3,distance_from_energy,256.5092468261719,MNIST,Schut,JEM Ensemble,1,3
+3,distance_from_targets,394.4661865234375,MNIST,Schut,JEM Ensemble,1,3
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,3
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,3
+3,validity,0.0,MNIST,Schut,JEM Ensemble,1,3
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,3
+4,distance_from_energy,205.8545684814453,MNIST,Schut,JEM Ensemble,1,3
+4,distance_from_targets,284.7736511230469,MNIST,Schut,JEM Ensemble,1,3
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,3
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,3
+4,validity,0.0,MNIST,Schut,JEM Ensemble,1,3
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,3
+5,distance_from_energy,169.75608825683594,MNIST,Schut,JEM Ensemble,1,3
+5,distance_from_targets,216.96839904785156,MNIST,Schut,JEM Ensemble,1,3
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,3
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,3
+5,validity,0.0,MNIST,Schut,JEM Ensemble,1,3
 6,distance,130.8560333251953,MNIST,Wachter,MLP,1,3
 6,distance_from_energy,394.551025390625,MNIST,Wachter,MLP,1,3
 6,distance_from_targets,342.5416564941406,MNIST,Wachter,MLP,1,3
@@ -5489,36 +5489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,1,3
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,1,3
 10,validity,1.0,MNIST,ECCCo,MLP,1,3
-6,distance,38.0,MNIST,Schut,MLP,1,3
-6,distance_from_energy,389.4125061035156,MNIST,Schut,MLP,1,3
-6,distance_from_targets,281.2736511230469,MNIST,Schut,MLP,1,3
-6,redundancy,0.9757653061224489,MNIST,Schut,MLP,1,3
-6,set_size_penalty,0.5732927224757876,MNIST,Schut,MLP,1,3
-6,validity,1.0,MNIST,Schut,MLP,1,3
-7,distance,66.0,MNIST,Schut,MLP,1,3
-7,distance_from_energy,410.748291015625,MNIST,Schut,MLP,1,3
-7,distance_from_targets,313.1961669921875,MNIST,Schut,MLP,1,3
-7,redundancy,0.9579081632653061,MNIST,Schut,MLP,1,3
-7,set_size_penalty,0.5732740904998548,MNIST,Schut,MLP,1,3
-7,validity,1.0,MNIST,Schut,MLP,1,3
-8,distance,14.0,MNIST,Schut,MLP,1,3
-8,distance_from_energy,412.5262756347656,MNIST,Schut,MLP,1,3
-8,distance_from_targets,199.66432189941406,MNIST,Schut,MLP,1,3
-8,redundancy,0.9910714285714286,MNIST,Schut,MLP,1,3
-8,set_size_penalty,0.5703545532931436,MNIST,Schut,MLP,1,3
+6,distance,10.000001907348633,MNIST,Schut,MLP,1,3
+6,distance_from_energy,384.94293212890625,MNIST,Schut,MLP,1,3
+6,distance_from_targets,263.5395812988281,MNIST,Schut,MLP,1,3
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,3
+6,set_size_penalty,0.0,MNIST,Schut,MLP,1,3
+6,validity,0.0,MNIST,Schut,MLP,1,3
+7,distance,10.000001907348633,MNIST,Schut,MLP,1,3
+7,distance_from_energy,420.970947265625,MNIST,Schut,MLP,1,3
+7,distance_from_targets,295.1988525390625,MNIST,Schut,MLP,1,3
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,3
+7,set_size_penalty,0.0,MNIST,Schut,MLP,1,3
+7,validity,0.0,MNIST,Schut,MLP,1,3
+8,distance,10.000001907348633,MNIST,Schut,MLP,1,3
+8,distance_from_energy,411.2349853515625,MNIST,Schut,MLP,1,3
+8,distance_from_targets,194.7220458984375,MNIST,Schut,MLP,1,3
+8,redundancy,0.985969387755102,MNIST,Schut,MLP,1,3
+8,set_size_penalty,1.0831609637408883,MNIST,Schut,MLP,1,3
 8,validity,1.0,MNIST,Schut,MLP,1,3
-9,distance,80.0,MNIST,Schut,MLP,1,3
-9,distance_from_energy,396.414306640625,MNIST,Schut,MLP,1,3
-9,distance_from_targets,312.8886413574219,MNIST,Schut,MLP,1,3
-9,redundancy,0.9489795918367347,MNIST,Schut,MLP,1,3
-9,set_size_penalty,0.5734684575310196,MNIST,Schut,MLP,1,3
-9,validity,1.0,MNIST,Schut,MLP,1,3
-10,distance,64.0,MNIST,Schut,MLP,1,3
-10,distance_from_energy,412.8431396484375,MNIST,Schut,MLP,1,3
-10,distance_from_targets,262.4593505859375,MNIST,Schut,MLP,1,3
-10,redundancy,0.9591836734693877,MNIST,Schut,MLP,1,3
-10,set_size_penalty,0.572572868297353,MNIST,Schut,MLP,1,3
-10,validity,1.0,MNIST,Schut,MLP,1,3
+9,distance,10.0,MNIST,Schut,MLP,1,3
+9,distance_from_energy,401.2239990234375,MNIST,Schut,MLP,1,3
+9,distance_from_targets,302.95111083984375,MNIST,Schut,MLP,1,3
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,3
+9,set_size_penalty,0.0,MNIST,Schut,MLP,1,3
+9,validity,0.0,MNIST,Schut,MLP,1,3
+10,distance,10.000000953674316,MNIST,Schut,MLP,1,3
+10,distance_from_energy,420.2884521484375,MNIST,Schut,MLP,1,3
+10,distance_from_targets,251.07916259765625,MNIST,Schut,MLP,1,3
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,3
+10,set_size_penalty,0.0,MNIST,Schut,MLP,1,3
+10,validity,0.0,MNIST,Schut,MLP,1,3
 11,distance,149.4575958251953,MNIST,Wachter,MLP Ensemble,1,3
 11,distance_from_energy,356.1308288574219,MNIST,Wachter,MLP Ensemble,1,3
 11,distance_from_targets,321.390625,MNIST,Wachter,MLP Ensemble,1,3
@@ -5609,36 +5609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,1,3
 15,set_size_penalty,0.2919241971065323,MNIST,ECCCo,MLP Ensemble,1,3
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,1,3
-11,distance,50.0,MNIST,Schut,MLP Ensemble,1,3
-11,distance_from_energy,354.6778564453125,MNIST,Schut,MLP Ensemble,1,3
-11,distance_from_targets,249.49456787109375,MNIST,Schut,MLP Ensemble,1,3
-11,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,1,3
-11,set_size_penalty,0.3078638611974944,MNIST,Schut,MLP Ensemble,1,3
-11,validity,1.0,MNIST,Schut,MLP Ensemble,1,3
-12,distance,38.0,MNIST,Schut,MLP Ensemble,1,3
-12,distance_from_energy,349.0986022949219,MNIST,Schut,MLP Ensemble,1,3
-12,distance_from_targets,293.54302978515625,MNIST,Schut,MLP Ensemble,1,3
-12,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,1,3
-12,set_size_penalty,0.32096041730134206,MNIST,Schut,MLP Ensemble,1,3
-12,validity,1.0,MNIST,Schut,MLP Ensemble,1,3
-13,distance,36.0,MNIST,Schut,MLP Ensemble,1,3
-13,distance_from_energy,356.5712585449219,MNIST,Schut,MLP Ensemble,1,3
-13,distance_from_targets,231.25241088867188,MNIST,Schut,MLP Ensemble,1,3
-13,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,1,3
-13,set_size_penalty,0.32612195211134454,MNIST,Schut,MLP Ensemble,1,3
-13,validity,1.0,MNIST,Schut,MLP Ensemble,1,3
-14,distance,34.0,MNIST,Schut,MLP Ensemble,1,3
-14,distance_from_energy,345.1256103515625,MNIST,Schut,MLP Ensemble,1,3
-14,distance_from_targets,202.95166015625,MNIST,Schut,MLP Ensemble,1,3
-14,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,1,3
-14,set_size_penalty,0.305027761965704,MNIST,Schut,MLP Ensemble,1,3
-14,validity,1.0,MNIST,Schut,MLP Ensemble,1,3
-15,distance,42.0,MNIST,Schut,MLP Ensemble,1,3
-15,distance_from_energy,365.95635986328125,MNIST,Schut,MLP Ensemble,1,3
-15,distance_from_targets,214.12701416015625,MNIST,Schut,MLP Ensemble,1,3
-15,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,1,3
-15,set_size_penalty,0.3272097167907839,MNIST,Schut,MLP Ensemble,1,3
-15,validity,1.0,MNIST,Schut,MLP Ensemble,1,3
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,3
+11,distance_from_energy,355.4656982421875,MNIST,Schut,MLP Ensemble,1,3
+11,distance_from_targets,250.87924194335938,MNIST,Schut,MLP Ensemble,1,3
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,3
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,3
+11,validity,0.0,MNIST,Schut,MLP Ensemble,1,3
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,3
+12,distance_from_energy,348.9693298339844,MNIST,Schut,MLP Ensemble,1,3
+12,distance_from_targets,287.9632263183594,MNIST,Schut,MLP Ensemble,1,3
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,3
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,3
+12,validity,0.0,MNIST,Schut,MLP Ensemble,1,3
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,3
+13,distance_from_energy,353.08831787109375,MNIST,Schut,MLP Ensemble,1,3
+13,distance_from_targets,221.1509246826172,MNIST,Schut,MLP Ensemble,1,3
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,3
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,3
+13,validity,0.0,MNIST,Schut,MLP Ensemble,1,3
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,3
+14,distance_from_energy,346.2879333496094,MNIST,Schut,MLP Ensemble,1,3
+14,distance_from_targets,201.20558166503906,MNIST,Schut,MLP Ensemble,1,3
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,3
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,3
+14,validity,0.0,MNIST,Schut,MLP Ensemble,1,3
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,3
+15,distance_from_energy,370.1781921386719,MNIST,Schut,MLP Ensemble,1,3
+15,distance_from_targets,214.76609802246094,MNIST,Schut,MLP Ensemble,1,3
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,3
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,3
+15,validity,0.0,MNIST,Schut,MLP Ensemble,1,3
 16,distance,109.96401977539062,MNIST,Wachter,JEM,1,3
 16,distance_from_energy,208.37387084960938,MNIST,Wachter,JEM,1,3
 16,distance_from_targets,281.4495849609375,MNIST,Wachter,JEM,1,3
@@ -5729,36 +5729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,1,3
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,1,3
 20,validity,1.0,MNIST,ECCCo,JEM,1,3
-16,distance,10.0,MNIST,Schut,JEM,1,3
-16,distance_from_energy,181.40577697753906,MNIST,Schut,JEM,1,3
-16,distance_from_targets,204.86444091796875,MNIST,Schut,JEM,1,3
-16,redundancy,0.9936224489795918,MNIST,Schut,JEM,1,3
-16,set_size_penalty,4.500795273591999,MNIST,Schut,JEM,1,3
+16,distance,10.000001907348633,MNIST,Schut,JEM,1,3
+16,distance_from_energy,180.30426025390625,MNIST,Schut,JEM,1,3
+16,distance_from_targets,204.4646759033203,MNIST,Schut,JEM,1,3
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,3
+16,set_size_penalty,4.510875077049843,MNIST,Schut,JEM,1,3
 16,validity,1.0,MNIST,Schut,JEM,1,3
-17,distance,22.0,MNIST,Schut,JEM,1,3
-17,distance_from_energy,229.80731201171875,MNIST,Schut,JEM,1,3
-17,distance_from_targets,328.82196044921875,MNIST,Schut,JEM,1,3
+17,distance,10.000001907348633,MNIST,Schut,JEM,1,3
+17,distance_from_energy,227.22232055664062,MNIST,Schut,JEM,1,3
+17,distance_from_targets,320.2717590332031,MNIST,Schut,JEM,1,3
 17,redundancy,0.985969387755102,MNIST,Schut,JEM,1,3
-17,set_size_penalty,4.502928555802228,MNIST,Schut,JEM,1,3
-17,validity,1.0,MNIST,Schut,JEM,1,3
-18,distance,18.0,MNIST,Schut,JEM,1,3
-18,distance_from_energy,186.3485107421875,MNIST,Schut,JEM,1,3
-18,distance_from_targets,260.8711853027344,MNIST,Schut,JEM,1,3
-18,redundancy,0.9885204081632653,MNIST,Schut,JEM,1,3
-18,set_size_penalty,4.506160134865279,MNIST,Schut,JEM,1,3
-18,validity,1.0,MNIST,Schut,JEM,1,3
-19,distance,22.0,MNIST,Schut,JEM,1,3
-19,distance_from_energy,191.6668701171875,MNIST,Schut,JEM,1,3
-19,distance_from_targets,251.29978942871094,MNIST,Schut,JEM,1,3
-19,redundancy,0.985969387755102,MNIST,Schut,JEM,1,3
-19,set_size_penalty,4.502857238706415,MNIST,Schut,JEM,1,3
-19,validity,1.0,MNIST,Schut,JEM,1,3
-20,distance,20.0,MNIST,Schut,JEM,1,3
-20,distance_from_energy,204.0351104736328,MNIST,Schut,JEM,1,3
-20,distance_from_targets,282.25811767578125,MNIST,Schut,JEM,1,3
+17,set_size_penalty,0.0,MNIST,Schut,JEM,1,3
+17,validity,0.0,MNIST,Schut,JEM,1,3
+18,distance,10.000000953674316,MNIST,Schut,JEM,1,3
+18,distance_from_energy,184.33026123046875,MNIST,Schut,JEM,1,3
+18,distance_from_targets,258.7082214355469,MNIST,Schut,JEM,1,3
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,3
+18,set_size_penalty,0.0,MNIST,Schut,JEM,1,3
+18,validity,0.0,MNIST,Schut,JEM,1,3
+19,distance,10.000001907348633,MNIST,Schut,JEM,1,3
+19,distance_from_energy,184.66502380371094,MNIST,Schut,JEM,1,3
+19,distance_from_targets,236.84974670410156,MNIST,Schut,JEM,1,3
+19,redundancy,0.9834183673469388,MNIST,Schut,JEM,1,3
+19,set_size_penalty,0.0,MNIST,Schut,JEM,1,3
+19,validity,0.0,MNIST,Schut,JEM,1,3
+20,distance,10.000001907348633,MNIST,Schut,JEM,1,3
+20,distance_from_energy,200.93173217773438,MNIST,Schut,JEM,1,3
+20,distance_from_targets,276.9753112792969,MNIST,Schut,JEM,1,3
 20,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,3
-20,set_size_penalty,4.50029307385596,MNIST,Schut,JEM,1,3
-20,validity,1.0,MNIST,Schut,JEM,1,3
+20,set_size_penalty,0.0,MNIST,Schut,JEM,1,3
+20,validity,0.0,MNIST,Schut,JEM,1,3
 1,distance,147.7012939453125,MNIST,Wachter,JEM Ensemble,1,4
 1,distance_from_energy,191.96141052246094,MNIST,Wachter,JEM Ensemble,1,4
 1,distance_from_targets,309.0909729003906,MNIST,Wachter,JEM Ensemble,1,4
@@ -5849,36 +5849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,1,4
 5,set_size_penalty,2.068005060387374,MNIST,ECCCo,JEM Ensemble,1,4
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,1,4
-1,distance,42.0,MNIST,Schut,JEM Ensemble,1,4
-1,distance_from_energy,171.77117919921875,MNIST,Schut,JEM Ensemble,1,4
-1,distance_from_targets,238.6129913330078,MNIST,Schut,JEM Ensemble,1,4
-1,redundancy,0.9732142857142857,MNIST,Schut,JEM Ensemble,1,4
-1,set_size_penalty,3.4891390509745586,MNIST,Schut,JEM Ensemble,1,4
-1,validity,1.0,MNIST,Schut,JEM Ensemble,1,4
-2,distance,18.0,MNIST,Schut,JEM Ensemble,1,4
-2,distance_from_energy,158.01699829101562,MNIST,Schut,JEM Ensemble,1,4
-2,distance_from_targets,186.36814880371094,MNIST,Schut,JEM Ensemble,1,4
-2,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,1,4
-2,set_size_penalty,3.4207509008844177,MNIST,Schut,JEM Ensemble,1,4
-2,validity,1.0,MNIST,Schut,JEM Ensemble,1,4
-3,distance,44.0,MNIST,Schut,JEM Ensemble,1,4
-3,distance_from_energy,199.3718719482422,MNIST,Schut,JEM Ensemble,1,4
-3,distance_from_targets,261.8324279785156,MNIST,Schut,JEM Ensemble,1,4
-3,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,1,4
-3,set_size_penalty,3.3026679465883104,MNIST,Schut,JEM Ensemble,1,4
-3,validity,1.0,MNIST,Schut,JEM Ensemble,1,4
-4,distance,36.0,MNIST,Schut,JEM Ensemble,1,4
-4,distance_from_energy,167.16275024414062,MNIST,Schut,JEM Ensemble,1,4
-4,distance_from_targets,218.20468139648438,MNIST,Schut,JEM Ensemble,1,4
-4,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,1,4
-4,set_size_penalty,3.4732282271430606,MNIST,Schut,JEM Ensemble,1,4
-4,validity,1.0,MNIST,Schut,JEM Ensemble,1,4
-5,distance,78.0,MNIST,Schut,JEM Ensemble,1,4
-5,distance_from_energy,264.0824279785156,MNIST,Schut,JEM Ensemble,1,4
-5,distance_from_targets,408.9966125488281,MNIST,Schut,JEM Ensemble,1,4
-5,redundancy,0.9502551020408163,MNIST,Schut,JEM Ensemble,1,4
-5,set_size_penalty,3.3843034785527006,MNIST,Schut,JEM Ensemble,1,4
-5,validity,1.0,MNIST,Schut,JEM Ensemble,1,4
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,4
+1,distance_from_energy,171.2366943359375,MNIST,Schut,JEM Ensemble,1,4
+1,distance_from_targets,231.70669555664062,MNIST,Schut,JEM Ensemble,1,4
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,4
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,4
+1,validity,0.0,MNIST,Schut,JEM Ensemble,1,4
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,4
+2,distance_from_energy,157.07696533203125,MNIST,Schut,JEM Ensemble,1,4
+2,distance_from_targets,183.24044799804688,MNIST,Schut,JEM Ensemble,1,4
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,4
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,4
+2,validity,0.0,MNIST,Schut,JEM Ensemble,1,4
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,4
+3,distance_from_energy,205.39431762695312,MNIST,Schut,JEM Ensemble,1,4
+3,distance_from_targets,264.67352294921875,MNIST,Schut,JEM Ensemble,1,4
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,4
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,4
+3,validity,0.0,MNIST,Schut,JEM Ensemble,1,4
+4,distance,10.0,MNIST,Schut,JEM Ensemble,1,4
+4,distance_from_energy,169.5093994140625,MNIST,Schut,JEM Ensemble,1,4
+4,distance_from_targets,213.92724609375,MNIST,Schut,JEM Ensemble,1,4
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,4
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,4
+4,validity,0.0,MNIST,Schut,JEM Ensemble,1,4
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,4
+5,distance_from_energy,272.2875061035156,MNIST,Schut,JEM Ensemble,1,4
+5,distance_from_targets,417.2926330566406,MNIST,Schut,JEM Ensemble,1,4
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,4
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,4
+5,validity,0.0,MNIST,Schut,JEM Ensemble,1,4
 6,distance,165.16664123535156,MNIST,Wachter,MLP,1,4
 6,distance_from_energy,436.1304931640625,MNIST,Wachter,MLP,1,4
 6,distance_from_targets,366.9510498046875,MNIST,Wachter,MLP,1,4
@@ -5969,36 +5969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,1,4
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,1,4
 10,validity,1.0,MNIST,ECCCo,MLP,1,4
-6,distance,60.0,MNIST,Schut,MLP,1,4
-6,distance_from_energy,425.6324462890625,MNIST,Schut,MLP,1,4
-6,distance_from_targets,283.79010009765625,MNIST,Schut,MLP,1,4
-6,redundancy,0.9617346938775511,MNIST,Schut,MLP,1,4
-6,set_size_penalty,0.573314172198417,MNIST,Schut,MLP,1,4
-6,validity,1.0,MNIST,Schut,MLP,1,4
-7,distance,38.0,MNIST,Schut,MLP,1,4
-7,distance_from_energy,405.8148498535156,MNIST,Schut,MLP,1,4
-7,distance_from_targets,257.5663146972656,MNIST,Schut,MLP,1,4
-7,redundancy,0.9757653061224489,MNIST,Schut,MLP,1,4
-7,set_size_penalty,0.5731870172489952,MNIST,Schut,MLP,1,4
-7,validity,1.0,MNIST,Schut,MLP,1,4
-8,distance,42.0,MNIST,Schut,MLP,1,4
-8,distance_from_energy,415.33807373046875,MNIST,Schut,MLP,1,4
-8,distance_from_targets,209.05584716796875,MNIST,Schut,MLP,1,4
-8,redundancy,0.9732142857142857,MNIST,Schut,MLP,1,4
-8,set_size_penalty,0.572063491884518,MNIST,Schut,MLP,1,4
-8,validity,1.0,MNIST,Schut,MLP,1,4
-9,distance,34.0,MNIST,Schut,MLP,1,4
-9,distance_from_energy,385.65887451171875,MNIST,Schut,MLP,1,4
-9,distance_from_targets,233.93333435058594,MNIST,Schut,MLP,1,4
-9,redundancy,0.9783163265306123,MNIST,Schut,MLP,1,4
-9,set_size_penalty,0.5721156031009798,MNIST,Schut,MLP,1,4
-9,validity,1.0,MNIST,Schut,MLP,1,4
-10,distance,44.0,MNIST,Schut,MLP,1,4
-10,distance_from_energy,398.4267272949219,MNIST,Schut,MLP,1,4
-10,distance_from_targets,213.2958526611328,MNIST,Schut,MLP,1,4
-10,redundancy,0.9719387755102041,MNIST,Schut,MLP,1,4
-10,set_size_penalty,0.5699628065679028,MNIST,Schut,MLP,1,4
-10,validity,1.0,MNIST,Schut,MLP,1,4
+6,distance,10.000001907348633,MNIST,Schut,MLP,1,4
+6,distance_from_energy,432.26202392578125,MNIST,Schut,MLP,1,4
+6,distance_from_targets,272.9476013183594,MNIST,Schut,MLP,1,4
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,4
+6,set_size_penalty,0.0,MNIST,Schut,MLP,1,4
+6,validity,0.0,MNIST,Schut,MLP,1,4
+7,distance,10.000001907348633,MNIST,Schut,MLP,1,4
+7,distance_from_energy,397.9786376953125,MNIST,Schut,MLP,1,4
+7,distance_from_targets,245.89366149902344,MNIST,Schut,MLP,1,4
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,1,4
+7,set_size_penalty,0.0,MNIST,Schut,MLP,1,4
+7,validity,0.0,MNIST,Schut,MLP,1,4
+8,distance,10.000000953674316,MNIST,Schut,MLP,1,4
+8,distance_from_energy,422.4575500488281,MNIST,Schut,MLP,1,4
+8,distance_from_targets,208.03318786621094,MNIST,Schut,MLP,1,4
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,4
+8,set_size_penalty,0.0,MNIST,Schut,MLP,1,4
+8,validity,0.0,MNIST,Schut,MLP,1,4
+9,distance,10.000000953674316,MNIST,Schut,MLP,1,4
+9,distance_from_energy,387.62371826171875,MNIST,Schut,MLP,1,4
+9,distance_from_targets,227.507568359375,MNIST,Schut,MLP,1,4
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,4
+9,set_size_penalty,0.0,MNIST,Schut,MLP,1,4
+9,validity,0.0,MNIST,Schut,MLP,1,4
+10,distance,10.000001907348633,MNIST,Schut,MLP,1,4
+10,distance_from_energy,399.7137756347656,MNIST,Schut,MLP,1,4
+10,distance_from_targets,205.0985107421875,MNIST,Schut,MLP,1,4
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,4
+10,set_size_penalty,0.0,MNIST,Schut,MLP,1,4
+10,validity,0.0,MNIST,Schut,MLP,1,4
 11,distance,160.75160217285156,MNIST,Wachter,MLP Ensemble,1,4
 11,distance_from_energy,377.3395690917969,MNIST,Wachter,MLP Ensemble,1,4
 11,distance_from_targets,312.66241455078125,MNIST,Wachter,MLP Ensemble,1,4
@@ -6089,36 +6089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,1,4
 15,set_size_penalty,0.29192419710657136,MNIST,ECCCo,MLP Ensemble,1,4
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,1,4
-11,distance,66.0,MNIST,Schut,MLP Ensemble,1,4
-11,distance_from_energy,369.1676940917969,MNIST,Schut,MLP Ensemble,1,4
-11,distance_from_targets,230.65255737304688,MNIST,Schut,MLP Ensemble,1,4
-11,redundancy,0.9579081632653061,MNIST,Schut,MLP Ensemble,1,4
-11,set_size_penalty,0.4310361567518981,MNIST,Schut,MLP Ensemble,1,4
-11,validity,1.0,MNIST,Schut,MLP Ensemble,1,4
-12,distance,64.0,MNIST,Schut,MLP Ensemble,1,4
-12,distance_from_energy,378.0961608886719,MNIST,Schut,MLP Ensemble,1,4
-12,distance_from_targets,301.2607421875,MNIST,Schut,MLP Ensemble,1,4
-12,redundancy,0.9591836734693877,MNIST,Schut,MLP Ensemble,1,4
-12,set_size_penalty,0.3795558745521763,MNIST,Schut,MLP Ensemble,1,4
-12,validity,1.0,MNIST,Schut,MLP Ensemble,1,4
-13,distance,50.0,MNIST,Schut,MLP Ensemble,1,4
-13,distance_from_energy,360.74676513671875,MNIST,Schut,MLP Ensemble,1,4
-13,distance_from_targets,212.46563720703125,MNIST,Schut,MLP Ensemble,1,4
-13,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,1,4
-13,set_size_penalty,0.36381826280551066,MNIST,Schut,MLP Ensemble,1,4
-13,validity,1.0,MNIST,Schut,MLP Ensemble,1,4
-14,distance,16.0,MNIST,Schut,MLP Ensemble,1,4
-14,distance_from_energy,337.52166748046875,MNIST,Schut,MLP Ensemble,1,4
-14,distance_from_targets,163.79010009765625,MNIST,Schut,MLP Ensemble,1,4
-14,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,1,4
-14,set_size_penalty,0.30895442917172256,MNIST,Schut,MLP Ensemble,1,4
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,4
+11,distance_from_energy,376.6806335449219,MNIST,Schut,MLP Ensemble,1,4
+11,distance_from_targets,234.31317138671875,MNIST,Schut,MLP Ensemble,1,4
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,4
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,4
+11,validity,0.0,MNIST,Schut,MLP Ensemble,1,4
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,4
+12,distance_from_energy,386.09625244140625,MNIST,Schut,MLP Ensemble,1,4
+12,distance_from_targets,307.8397521972656,MNIST,Schut,MLP Ensemble,1,4
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,4
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,4
+12,validity,0.0,MNIST,Schut,MLP Ensemble,1,4
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,4
+13,distance_from_energy,366.430419921875,MNIST,Schut,MLP Ensemble,1,4
+13,distance_from_targets,216.6210479736328,MNIST,Schut,MLP Ensemble,1,4
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,4
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,4
+13,validity,0.0,MNIST,Schut,MLP Ensemble,1,4
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,4
+14,distance_from_energy,339.3793029785156,MNIST,Schut,MLP Ensemble,1,4
+14,distance_from_targets,166.95704650878906,MNIST,Schut,MLP Ensemble,1,4
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,4
+14,set_size_penalty,0.5014703583419242,MNIST,Schut,MLP Ensemble,1,4
 14,validity,1.0,MNIST,Schut,MLP Ensemble,1,4
-15,distance,78.0,MNIST,Schut,MLP Ensemble,1,4
-15,distance_from_energy,364.7735290527344,MNIST,Schut,MLP Ensemble,1,4
-15,distance_from_targets,248.0789031982422,MNIST,Schut,MLP Ensemble,1,4
-15,redundancy,0.9502551020408163,MNIST,Schut,MLP Ensemble,1,4
-15,set_size_penalty,0.38046110178659553,MNIST,Schut,MLP Ensemble,1,4
-15,validity,1.0,MNIST,Schut,MLP Ensemble,1,4
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,4
+15,distance_from_energy,380.9619140625,MNIST,Schut,MLP Ensemble,1,4
+15,distance_from_targets,261.6880187988281,MNIST,Schut,MLP Ensemble,1,4
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,4
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,4
+15,validity,0.0,MNIST,Schut,MLP Ensemble,1,4
 16,distance,159.9409942626953,MNIST,Wachter,JEM,1,4
 16,distance_from_energy,260.3902587890625,MNIST,Wachter,JEM,1,4
 16,distance_from_targets,446.6534729003906,MNIST,Wachter,JEM,1,4
@@ -6209,36 +6209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,1,4
 20,set_size_penalty,4.499954580169704,MNIST,ECCCo,JEM,1,4
 20,validity,1.0,MNIST,ECCCo,JEM,1,4
-16,distance,46.0,MNIST,Schut,JEM,1,4
-16,distance_from_energy,274.4545593261719,MNIST,Schut,JEM,1,4
-16,distance_from_targets,366.629638671875,MNIST,Schut,JEM,1,4
-16,redundancy,0.9706632653061225,MNIST,Schut,JEM,1,4
-16,set_size_penalty,4.50017292045246,MNIST,Schut,JEM,1,4
-16,validity,1.0,MNIST,Schut,JEM,1,4
-17,distance,32.0,MNIST,Schut,JEM,1,4
-17,distance_from_energy,206.3975830078125,MNIST,Schut,JEM,1,4
-17,distance_from_targets,245.77761840820312,MNIST,Schut,JEM,1,4
-17,redundancy,0.9795918367346939,MNIST,Schut,JEM,1,4
-17,set_size_penalty,4.507549274246033,MNIST,Schut,JEM,1,4
-17,validity,1.0,MNIST,Schut,JEM,1,4
-18,distance,40.0,MNIST,Schut,JEM,1,4
-18,distance_from_energy,214.66830444335938,MNIST,Schut,JEM,1,4
-18,distance_from_targets,296.1819763183594,MNIST,Schut,JEM,1,4
-18,redundancy,0.9744897959183674,MNIST,Schut,JEM,1,4
-18,set_size_penalty,4.500023137060992,MNIST,Schut,JEM,1,4
-18,validity,1.0,MNIST,Schut,JEM,1,4
-19,distance,22.0,MNIST,Schut,JEM,1,4
-19,distance_from_energy,179.9344940185547,MNIST,Schut,JEM,1,4
-19,distance_from_targets,201.09463500976562,MNIST,Schut,JEM,1,4
+16,distance,10.000001907348633,MNIST,Schut,JEM,1,4
+16,distance_from_energy,274.930908203125,MNIST,Schut,JEM,1,4
+16,distance_from_targets,356.1927490234375,MNIST,Schut,JEM,1,4
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,4
+16,set_size_penalty,0.0,MNIST,Schut,JEM,1,4
+16,validity,0.0,MNIST,Schut,JEM,1,4
+17,distance,10.000001907348633,MNIST,Schut,JEM,1,4
+17,distance_from_energy,207.26695251464844,MNIST,Schut,JEM,1,4
+17,distance_from_targets,242.8226318359375,MNIST,Schut,JEM,1,4
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,4
+17,set_size_penalty,0.0,MNIST,Schut,JEM,1,4
+17,validity,0.0,MNIST,Schut,JEM,1,4
+18,distance,10.000000953674316,MNIST,Schut,JEM,1,4
+18,distance_from_energy,215.5874481201172,MNIST,Schut,JEM,1,4
+18,distance_from_targets,290.00390625,MNIST,Schut,JEM,1,4
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,1,4
+18,set_size_penalty,0.0,MNIST,Schut,JEM,1,4
+18,validity,0.0,MNIST,Schut,JEM,1,4
+19,distance,10.000000953674316,MNIST,Schut,JEM,1,4
+19,distance_from_energy,178.78671264648438,MNIST,Schut,JEM,1,4
+19,distance_from_targets,196.01243591308594,MNIST,Schut,JEM,1,4
 19,redundancy,0.985969387755102,MNIST,Schut,JEM,1,4
-19,set_size_penalty,4.500228614068502,MNIST,Schut,JEM,1,4
-19,validity,1.0,MNIST,Schut,JEM,1,4
-20,distance,16.0,MNIST,Schut,JEM,1,4
-20,distance_from_energy,172.20623779296875,MNIST,Schut,JEM,1,4
-20,distance_from_targets,237.51351928710938,MNIST,Schut,JEM,1,4
-20,redundancy,0.9897959183673469,MNIST,Schut,JEM,1,4
-20,set_size_penalty,4.50052976813057,MNIST,Schut,JEM,1,4
-20,validity,1.0,MNIST,Schut,JEM,1,4
+19,set_size_penalty,0.0,MNIST,Schut,JEM,1,4
+19,validity,0.0,MNIST,Schut,JEM,1,4
+20,distance,10.000001907348633,MNIST,Schut,JEM,1,4
+20,distance_from_energy,171.1132049560547,MNIST,Schut,JEM,1,4
+20,distance_from_targets,232.61566162109375,MNIST,Schut,JEM,1,4
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,1,4
+20,set_size_penalty,0.0,MNIST,Schut,JEM,1,4
+20,validity,0.0,MNIST,Schut,JEM,1,4
 1,distance,134.99911499023438,MNIST,Wachter,JEM Ensemble,1,5
 1,distance_from_energy,217.06716918945312,MNIST,Wachter,JEM Ensemble,1,5
 1,distance_from_targets,332.3978576660156,MNIST,Wachter,JEM Ensemble,1,5
@@ -6329,36 +6329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,1,5
 5,set_size_penalty,2.0682491595804513,MNIST,ECCCo,JEM Ensemble,1,5
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,1,5
-1,distance,32.0,MNIST,Schut,JEM Ensemble,1,5
-1,distance_from_energy,183.0977783203125,MNIST,Schut,JEM Ensemble,1,5
-1,distance_from_targets,257.0867004394531,MNIST,Schut,JEM Ensemble,1,5
-1,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,1,5
-1,set_size_penalty,3.1163180765314404,MNIST,Schut,JEM Ensemble,1,5
-1,validity,1.0,MNIST,Schut,JEM Ensemble,1,5
-2,distance,20.0,MNIST,Schut,JEM Ensemble,1,5
-2,distance_from_energy,172.73919677734375,MNIST,Schut,JEM Ensemble,1,5
-2,distance_from_targets,220.6754150390625,MNIST,Schut,JEM Ensemble,1,5
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,5
+1,distance_from_energy,184.60475158691406,MNIST,Schut,JEM Ensemble,1,5
+1,distance_from_targets,253.9232940673828,MNIST,Schut,JEM Ensemble,1,5
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,1,5
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,5
+1,validity,0.0,MNIST,Schut,JEM Ensemble,1,5
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,5
+2,distance_from_energy,170.64974975585938,MNIST,Schut,JEM Ensemble,1,5
+2,distance_from_targets,216.3166961669922,MNIST,Schut,JEM Ensemble,1,5
 2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,5
-2,set_size_penalty,3.4532257760159943,MNIST,Schut,JEM Ensemble,1,5
-2,validity,1.0,MNIST,Schut,JEM Ensemble,1,5
-3,distance,22.0,MNIST,Schut,JEM Ensemble,1,5
-3,distance_from_energy,226.21395874023438,MNIST,Schut,JEM Ensemble,1,5
-3,distance_from_targets,294.26629638671875,MNIST,Schut,JEM Ensemble,1,5
-3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,5
-3,set_size_penalty,3.5157537767057434,MNIST,Schut,JEM Ensemble,1,5
-3,validity,1.0,MNIST,Schut,JEM Ensemble,1,5
-4,distance,32.0,MNIST,Schut,JEM Ensemble,1,5
-4,distance_from_energy,202.2945556640625,MNIST,Schut,JEM Ensemble,1,5
-4,distance_from_targets,257.34381103515625,MNIST,Schut,JEM Ensemble,1,5
-4,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,1,5
-4,set_size_penalty,3.21850663856764,MNIST,Schut,JEM Ensemble,1,5
-4,validity,1.0,MNIST,Schut,JEM Ensemble,1,5
-5,distance,30.0,MNIST,Schut,JEM Ensemble,1,5
-5,distance_from_energy,174.25189208984375,MNIST,Schut,JEM Ensemble,1,5
-5,distance_from_targets,231.39553833007812,MNIST,Schut,JEM Ensemble,1,5
-5,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,1,5
-5,set_size_penalty,3.2284643264262103,MNIST,Schut,JEM Ensemble,1,5
-5,validity,1.0,MNIST,Schut,JEM Ensemble,1,5
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,5
+2,validity,0.0,MNIST,Schut,JEM Ensemble,1,5
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,5
+3,distance_from_energy,230.48464965820312,MNIST,Schut,JEM Ensemble,1,5
+3,distance_from_targets,296.4841003417969,MNIST,Schut,JEM Ensemble,1,5
+3,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,1,5
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,5
+3,validity,0.0,MNIST,Schut,JEM Ensemble,1,5
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,5
+4,distance_from_energy,205.8584442138672,MNIST,Schut,JEM Ensemble,1,5
+4,distance_from_targets,256.621337890625,MNIST,Schut,JEM Ensemble,1,5
+4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,1,5
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,5
+4,validity,0.0,MNIST,Schut,JEM Ensemble,1,5
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,5
+5,distance_from_energy,176.90296936035156,MNIST,Schut,JEM Ensemble,1,5
+5,distance_from_targets,228.59860229492188,MNIST,Schut,JEM Ensemble,1,5
+5,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,1,5
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,5
+5,validity,0.0,MNIST,Schut,JEM Ensemble,1,5
 6,distance,155.1547088623047,MNIST,Wachter,MLP,1,5
 6,distance_from_energy,416.5160827636719,MNIST,Wachter,MLP,1,5
 6,distance_from_targets,393.02392578125,MNIST,Wachter,MLP,1,5
@@ -6449,36 +6449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,1,5
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,1,5
 10,validity,1.0,MNIST,ECCCo,MLP,1,5
-6,distance,60.0,MNIST,Schut,MLP,1,5
-6,distance_from_energy,394.8529968261719,MNIST,Schut,MLP,1,5
-6,distance_from_targets,312.6400451660156,MNIST,Schut,MLP,1,5
-6,redundancy,0.9617346938775511,MNIST,Schut,MLP,1,5
-6,set_size_penalty,0.5727659796386693,MNIST,Schut,MLP,1,5
-6,validity,1.0,MNIST,Schut,MLP,1,5
-7,distance,58.0,MNIST,Schut,MLP,1,5
-7,distance_from_energy,383.17742919921875,MNIST,Schut,MLP,1,5
-7,distance_from_targets,351.7307434082031,MNIST,Schut,MLP,1,5
-7,redundancy,0.9630102040816326,MNIST,Schut,MLP,1,5
-7,set_size_penalty,0.5709009161872647,MNIST,Schut,MLP,1,5
-7,validity,1.0,MNIST,Schut,MLP,1,5
-8,distance,48.0,MNIST,Schut,MLP,1,5
-8,distance_from_energy,403.1966857910156,MNIST,Schut,MLP,1,5
-8,distance_from_targets,221.11895751953125,MNIST,Schut,MLP,1,5
-8,redundancy,0.9693877551020408,MNIST,Schut,MLP,1,5
-8,set_size_penalty,0.5728067857181822,MNIST,Schut,MLP,1,5
-8,validity,1.0,MNIST,Schut,MLP,1,5
-9,distance,56.0,MNIST,Schut,MLP,1,5
-9,distance_from_energy,407.043212890625,MNIST,Schut,MLP,1,5
-9,distance_from_targets,234.25918579101562,MNIST,Schut,MLP,1,5
-9,redundancy,0.9642857142857143,MNIST,Schut,MLP,1,5
-9,set_size_penalty,0.5728541256528878,MNIST,Schut,MLP,1,5
-9,validity,1.0,MNIST,Schut,MLP,1,5
-10,distance,32.0,MNIST,Schut,MLP,1,5
-10,distance_from_energy,397.7674255371094,MNIST,Schut,MLP,1,5
-10,distance_from_targets,230.725341796875,MNIST,Schut,MLP,1,5
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,1,5
-10,set_size_penalty,0.5706651227084494,MNIST,Schut,MLP,1,5
-10,validity,1.0,MNIST,Schut,MLP,1,5
+6,distance,10.000000953674316,MNIST,Schut,MLP,1,5
+6,distance_from_energy,399.0462646484375,MNIST,Schut,MLP,1,5
+6,distance_from_targets,305.8158264160156,MNIST,Schut,MLP,1,5
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,5
+6,set_size_penalty,0.0,MNIST,Schut,MLP,1,5
+6,validity,0.0,MNIST,Schut,MLP,1,5
+7,distance,10.000000953674316,MNIST,Schut,MLP,1,5
+7,distance_from_energy,388.9151611328125,MNIST,Schut,MLP,1,5
+7,distance_from_targets,341.9197082519531,MNIST,Schut,MLP,1,5
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,5
+7,set_size_penalty,0.0,MNIST,Schut,MLP,1,5
+7,validity,0.0,MNIST,Schut,MLP,1,5
+8,distance,10.000001907348633,MNIST,Schut,MLP,1,5
+8,distance_from_energy,406.688232421875,MNIST,Schut,MLP,1,5
+8,distance_from_targets,216.40956115722656,MNIST,Schut,MLP,1,5
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,5
+8,set_size_penalty,0.0,MNIST,Schut,MLP,1,5
+8,validity,0.0,MNIST,Schut,MLP,1,5
+9,distance,10.0,MNIST,Schut,MLP,1,5
+9,distance_from_energy,411.81292724609375,MNIST,Schut,MLP,1,5
+9,distance_from_targets,233.92477416992188,MNIST,Schut,MLP,1,5
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,5
+9,set_size_penalty,0.0,MNIST,Schut,MLP,1,5
+9,validity,0.0,MNIST,Schut,MLP,1,5
+10,distance,10.000001907348633,MNIST,Schut,MLP,1,5
+10,distance_from_energy,401.6704406738281,MNIST,Schut,MLP,1,5
+10,distance_from_targets,228.47731018066406,MNIST,Schut,MLP,1,5
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,1,5
+10,set_size_penalty,0.0,MNIST,Schut,MLP,1,5
+10,validity,0.0,MNIST,Schut,MLP,1,5
 11,distance,153.68063354492188,MNIST,Wachter,MLP Ensemble,1,5
 11,distance_from_energy,374.7391052246094,MNIST,Wachter,MLP Ensemble,1,5
 11,distance_from_targets,426.644287109375,MNIST,Wachter,MLP Ensemble,1,5
@@ -6569,36 +6569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,1,5
 15,set_size_penalty,0.29192419710653184,MNIST,ECCCo,MLP Ensemble,1,5
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,1,5
-11,distance,66.0,MNIST,Schut,MLP Ensemble,1,5
-11,distance_from_energy,360.4708251953125,MNIST,Schut,MLP Ensemble,1,5
-11,distance_from_targets,370.4794921875,MNIST,Schut,MLP Ensemble,1,5
-11,redundancy,0.9579081632653061,MNIST,Schut,MLP Ensemble,1,5
-11,set_size_penalty,0.3976689636007569,MNIST,Schut,MLP Ensemble,1,5
-11,validity,1.0,MNIST,Schut,MLP Ensemble,1,5
-12,distance,28.0,MNIST,Schut,MLP Ensemble,1,5
-12,distance_from_energy,359.07464599609375,MNIST,Schut,MLP Ensemble,1,5
-12,distance_from_targets,184.30819702148438,MNIST,Schut,MLP Ensemble,1,5
-12,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,1,5
-12,set_size_penalty,0.2998551050949325,MNIST,Schut,MLP Ensemble,1,5
-12,validity,1.0,MNIST,Schut,MLP Ensemble,1,5
-13,distance,30.0,MNIST,Schut,MLP Ensemble,1,5
-13,distance_from_energy,345.6093444824219,MNIST,Schut,MLP Ensemble,1,5
-13,distance_from_targets,231.4930419921875,MNIST,Schut,MLP Ensemble,1,5
-13,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,1,5
-13,set_size_penalty,0.32965670590022045,MNIST,Schut,MLP Ensemble,1,5
-13,validity,1.0,MNIST,Schut,MLP Ensemble,1,5
-14,distance,52.0,MNIST,Schut,MLP Ensemble,1,5
-14,distance_from_energy,357.1479187011719,MNIST,Schut,MLP Ensemble,1,5
-14,distance_from_targets,206.3668975830078,MNIST,Schut,MLP Ensemble,1,5
-14,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,1,5
-14,set_size_penalty,0.33590536620924816,MNIST,Schut,MLP Ensemble,1,5
-14,validity,1.0,MNIST,Schut,MLP Ensemble,1,5
-15,distance,22.0,MNIST,Schut,MLP Ensemble,1,5
-15,distance_from_energy,370.6817321777344,MNIST,Schut,MLP Ensemble,1,5
-15,distance_from_targets,217.95343017578125,MNIST,Schut,MLP Ensemble,1,5
-15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,1,5
-15,set_size_penalty,0.29580622916297883,MNIST,Schut,MLP Ensemble,1,5
-15,validity,1.0,MNIST,Schut,MLP Ensemble,1,5
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,5
+11,distance_from_energy,358.1573791503906,MNIST,Schut,MLP Ensemble,1,5
+11,distance_from_targets,354.1396179199219,MNIST,Schut,MLP Ensemble,1,5
+11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,1,5
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,5
+11,validity,0.0,MNIST,Schut,MLP Ensemble,1,5
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,5
+12,distance_from_energy,358.4155578613281,MNIST,Schut,MLP Ensemble,1,5
+12,distance_from_targets,183.78439331054688,MNIST,Schut,MLP Ensemble,1,5
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,5
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,5
+12,validity,0.0,MNIST,Schut,MLP Ensemble,1,5
+13,distance,10.0,MNIST,Schut,MLP Ensemble,1,5
+13,distance_from_energy,347.32159423828125,MNIST,Schut,MLP Ensemble,1,5
+13,distance_from_targets,232.92796325683594,MNIST,Schut,MLP Ensemble,1,5
+13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,1,5
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,5
+13,validity,0.0,MNIST,Schut,MLP Ensemble,1,5
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,5
+14,distance_from_energy,360.9775390625,MNIST,Schut,MLP Ensemble,1,5
+14,distance_from_targets,207.8292999267578,MNIST,Schut,MLP Ensemble,1,5
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,5
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,5
+14,validity,0.0,MNIST,Schut,MLP Ensemble,1,5
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,5
+15,distance_from_energy,367.1273498535156,MNIST,Schut,MLP Ensemble,1,5
+15,distance_from_targets,210.75636291503906,MNIST,Schut,MLP Ensemble,1,5
+15,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,1,5
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,5
+15,validity,0.0,MNIST,Schut,MLP Ensemble,1,5
 16,distance,122.57926177978516,MNIST,Wachter,JEM,1,5
 16,distance_from_energy,210.73080444335938,MNIST,Wachter,JEM,1,5
 16,distance_from_targets,283.3378601074219,MNIST,Wachter,JEM,1,5
@@ -6689,36 +6689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,1,5
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,1,5
 20,validity,1.0,MNIST,ECCCo,JEM,1,5
-16,distance,18.0,MNIST,Schut,JEM,1,5
-16,distance_from_energy,194.47386169433594,MNIST,Schut,JEM,1,5
-16,distance_from_targets,200.49961853027344,MNIST,Schut,JEM,1,5
-16,redundancy,0.9885204081632653,MNIST,Schut,JEM,1,5
-16,set_size_penalty,4.5022696396029165,MNIST,Schut,JEM,1,5
-16,validity,1.0,MNIST,Schut,JEM,1,5
-17,distance,16.0,MNIST,Schut,JEM,1,5
-17,distance_from_energy,195.3304901123047,MNIST,Schut,JEM,1,5
-17,distance_from_targets,218.46649169921875,MNIST,Schut,JEM,1,5
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,1,5
-17,set_size_penalty,4.500572177572487,MNIST,Schut,JEM,1,5
-17,validity,1.0,MNIST,Schut,JEM,1,5
-18,distance,14.0,MNIST,Schut,JEM,1,5
-18,distance_from_energy,199.94879150390625,MNIST,Schut,JEM,1,5
-18,distance_from_targets,243.49951171875,MNIST,Schut,JEM,1,5
-18,redundancy,0.9910714285714286,MNIST,Schut,JEM,1,5
-18,set_size_penalty,4.501390197326147,MNIST,Schut,JEM,1,5
-18,validity,1.0,MNIST,Schut,JEM,1,5
-19,distance,20.0,MNIST,Schut,JEM,1,5
-19,distance_from_energy,212.29214477539062,MNIST,Schut,JEM,1,5
-19,distance_from_targets,268.4761962890625,MNIST,Schut,JEM,1,5
-19,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,5
-19,set_size_penalty,4.500262416337608,MNIST,Schut,JEM,1,5
-19,validity,1.0,MNIST,Schut,JEM,1,5
-20,distance,20.0,MNIST,Schut,JEM,1,5
-20,distance_from_energy,250.35169982910156,MNIST,Schut,JEM,1,5
-20,distance_from_targets,368.7917175292969,MNIST,Schut,JEM,1,5
-20,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,5
-20,set_size_penalty,4.500062297670801,MNIST,Schut,JEM,1,5
-20,validity,1.0,MNIST,Schut,JEM,1,5
+16,distance,10.000000953674316,MNIST,Schut,JEM,1,5
+16,distance_from_energy,193.15415954589844,MNIST,Schut,JEM,1,5
+16,distance_from_targets,198.9742431640625,MNIST,Schut,JEM,1,5
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,1,5
+16,set_size_penalty,0.0,MNIST,Schut,JEM,1,5
+16,validity,0.0,MNIST,Schut,JEM,1,5
+17,distance,10.000000953674316,MNIST,Schut,JEM,1,5
+17,distance_from_energy,191.42739868164062,MNIST,Schut,JEM,1,5
+17,distance_from_targets,210.0938262939453,MNIST,Schut,JEM,1,5
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,1,5
+17,set_size_penalty,0.0,MNIST,Schut,JEM,1,5
+17,validity,0.0,MNIST,Schut,JEM,1,5
+18,distance,10.000001907348633,MNIST,Schut,JEM,1,5
+18,distance_from_energy,200.86448669433594,MNIST,Schut,JEM,1,5
+18,distance_from_targets,243.48043823242188,MNIST,Schut,JEM,1,5
+18,redundancy,0.9834183673469388,MNIST,Schut,JEM,1,5
+18,set_size_penalty,0.0,MNIST,Schut,JEM,1,5
+18,validity,0.0,MNIST,Schut,JEM,1,5
+19,distance,10.000001907348633,MNIST,Schut,JEM,1,5
+19,distance_from_energy,212.44970703125,MNIST,Schut,JEM,1,5
+19,distance_from_targets,268.8264465332031,MNIST,Schut,JEM,1,5
+19,redundancy,0.9834183673469388,MNIST,Schut,JEM,1,5
+19,set_size_penalty,0.0,MNIST,Schut,JEM,1,5
+19,validity,0.0,MNIST,Schut,JEM,1,5
+20,distance,10.000001907348633,MNIST,Schut,JEM,1,5
+20,distance_from_energy,247.84815979003906,MNIST,Schut,JEM,1,5
+20,distance_from_targets,358.5575256347656,MNIST,Schut,JEM,1,5
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,1,5
+20,set_size_penalty,0.0,MNIST,Schut,JEM,1,5
+20,validity,0.0,MNIST,Schut,JEM,1,5
 1,distance,179.8623809814453,MNIST,Wachter,JEM Ensemble,1,6
 1,distance_from_energy,224.2178955078125,MNIST,Wachter,JEM Ensemble,1,6
 1,distance_from_targets,392.65509033203125,MNIST,Wachter,JEM Ensemble,1,6
@@ -6809,36 +6809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,1,6
 5,set_size_penalty,2.067762734059315,MNIST,ECCCo,JEM Ensemble,1,6
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,1,6
-1,distance,64.0,MNIST,Schut,JEM Ensemble,1,6
-1,distance_from_energy,206.2050323486328,MNIST,Schut,JEM Ensemble,1,6
-1,distance_from_targets,279.364501953125,MNIST,Schut,JEM Ensemble,1,6
-1,redundancy,0.9591836734693877,MNIST,Schut,JEM Ensemble,1,6
-1,set_size_penalty,3.062996514009579,MNIST,Schut,JEM Ensemble,1,6
-1,validity,1.0,MNIST,Schut,JEM Ensemble,1,6
-2,distance,44.0,MNIST,Schut,JEM Ensemble,1,6
-2,distance_from_energy,210.45034790039062,MNIST,Schut,JEM Ensemble,1,6
-2,distance_from_targets,278.9217224121094,MNIST,Schut,JEM Ensemble,1,6
-2,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,1,6
-2,set_size_penalty,3.42373306834134,MNIST,Schut,JEM Ensemble,1,6
-2,validity,1.0,MNIST,Schut,JEM Ensemble,1,6
-3,distance,44.0,MNIST,Schut,JEM Ensemble,1,6
-3,distance_from_energy,153.71542358398438,MNIST,Schut,JEM Ensemble,1,6
-3,distance_from_targets,204.84927368164062,MNIST,Schut,JEM Ensemble,1,6
-3,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,1,6
-3,set_size_penalty,2.5374806196900614,MNIST,Schut,JEM Ensemble,1,6
-3,validity,1.0,MNIST,Schut,JEM Ensemble,1,6
-4,distance,46.0,MNIST,Schut,JEM Ensemble,1,6
-4,distance_from_energy,176.51541137695312,MNIST,Schut,JEM Ensemble,1,6
-4,distance_from_targets,233.8847198486328,MNIST,Schut,JEM Ensemble,1,6
-4,redundancy,0.9706632653061225,MNIST,Schut,JEM Ensemble,1,6
-4,set_size_penalty,2.763898078514022,MNIST,Schut,JEM Ensemble,1,6
-4,validity,1.0,MNIST,Schut,JEM Ensemble,1,6
-5,distance,56.0,MNIST,Schut,JEM Ensemble,1,6
-5,distance_from_energy,179.98826599121094,MNIST,Schut,JEM Ensemble,1,6
-5,distance_from_targets,239.239990234375,MNIST,Schut,JEM Ensemble,1,6
-5,redundancy,0.9642857142857143,MNIST,Schut,JEM Ensemble,1,6
-5,set_size_penalty,3.0738857737232763,MNIST,Schut,JEM Ensemble,1,6
-5,validity,1.0,MNIST,Schut,JEM Ensemble,1,6
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,6
+1,distance_from_energy,214.29638671875,MNIST,Schut,JEM Ensemble,1,6
+1,distance_from_targets,284.8753356933594,MNIST,Schut,JEM Ensemble,1,6
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,6
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,6
+1,validity,0.0,MNIST,Schut,JEM Ensemble,1,6
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,6
+2,distance_from_energy,215.21533203125,MNIST,Schut,JEM Ensemble,1,6
+2,distance_from_targets,278.08929443359375,MNIST,Schut,JEM Ensemble,1,6
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,6
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,6
+2,validity,0.0,MNIST,Schut,JEM Ensemble,1,6
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,6
+3,distance_from_energy,156.00746154785156,MNIST,Schut,JEM Ensemble,1,6
+3,distance_from_targets,204.9473419189453,MNIST,Schut,JEM Ensemble,1,6
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,6
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,6
+3,validity,0.0,MNIST,Schut,JEM Ensemble,1,6
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,6
+4,distance_from_energy,183.51138305664062,MNIST,Schut,JEM Ensemble,1,6
+4,distance_from_targets,239.47421264648438,MNIST,Schut,JEM Ensemble,1,6
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,6
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,6
+4,validity,0.0,MNIST,Schut,JEM Ensemble,1,6
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,6
+5,distance_from_energy,185.2993927001953,MNIST,Schut,JEM Ensemble,1,6
+5,distance_from_targets,241.7249755859375,MNIST,Schut,JEM Ensemble,1,6
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,6
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,6
+5,validity,0.0,MNIST,Schut,JEM Ensemble,1,6
 6,distance,169.73561096191406,MNIST,Wachter,MLP,1,6
 6,distance_from_energy,421.8006896972656,MNIST,Wachter,MLP,1,6
 6,distance_from_targets,409.7149353027344,MNIST,Wachter,MLP,1,6
@@ -6929,36 +6929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,1,6
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,1,6
 10,validity,1.0,MNIST,ECCCo,MLP,1,6
-6,distance,66.0,MNIST,Schut,MLP,1,6
-6,distance_from_energy,400.12762451171875,MNIST,Schut,MLP,1,6
-6,distance_from_targets,319.51727294921875,MNIST,Schut,MLP,1,6
-6,redundancy,0.9579081632653061,MNIST,Schut,MLP,1,6
-6,set_size_penalty,0.5706830597956751,MNIST,Schut,MLP,1,6
-6,validity,1.0,MNIST,Schut,MLP,1,6
-7,distance,26.0,MNIST,Schut,MLP,1,6
-7,distance_from_energy,420.65081787109375,MNIST,Schut,MLP,1,6
-7,distance_from_targets,266.40240478515625,MNIST,Schut,MLP,1,6
-7,redundancy,0.9834183673469388,MNIST,Schut,MLP,1,6
-7,set_size_penalty,0.5696387730650678,MNIST,Schut,MLP,1,6
-7,validity,1.0,MNIST,Schut,MLP,1,6
-8,distance,64.0,MNIST,Schut,MLP,1,6
-8,distance_from_energy,408.8271484375,MNIST,Schut,MLP,1,6
-8,distance_from_targets,292.3878479003906,MNIST,Schut,MLP,1,6
-8,redundancy,0.9591836734693877,MNIST,Schut,MLP,1,6
-8,set_size_penalty,0.573789238529433,MNIST,Schut,MLP,1,6
-8,validity,1.0,MNIST,Schut,MLP,1,6
-9,distance,44.0,MNIST,Schut,MLP,1,6
-9,distance_from_energy,405.5903015136719,MNIST,Schut,MLP,1,6
-9,distance_from_targets,301.8583679199219,MNIST,Schut,MLP,1,6
-9,redundancy,0.9719387755102041,MNIST,Schut,MLP,1,6
-9,set_size_penalty,0.5708975235101181,MNIST,Schut,MLP,1,6
-9,validity,1.0,MNIST,Schut,MLP,1,6
-10,distance,48.0,MNIST,Schut,MLP,1,6
-10,distance_from_energy,404.8631896972656,MNIST,Schut,MLP,1,6
-10,distance_from_targets,258.5119323730469,MNIST,Schut,MLP,1,6
-10,redundancy,0.9693877551020408,MNIST,Schut,MLP,1,6
-10,set_size_penalty,0.5715069880226047,MNIST,Schut,MLP,1,6
-10,validity,1.0,MNIST,Schut,MLP,1,6
+6,distance,10.000001907348633,MNIST,Schut,MLP,1,6
+6,distance_from_energy,401.8178405761719,MNIST,Schut,MLP,1,6
+6,distance_from_targets,316.9765625,MNIST,Schut,MLP,1,6
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,1,6
+6,set_size_penalty,0.0,MNIST,Schut,MLP,1,6
+6,validity,0.0,MNIST,Schut,MLP,1,6
+7,distance,10.000001907348633,MNIST,Schut,MLP,1,6
+7,distance_from_energy,422.21173095703125,MNIST,Schut,MLP,1,6
+7,distance_from_targets,265.3734436035156,MNIST,Schut,MLP,1,6
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,6
+7,set_size_penalty,0.0,MNIST,Schut,MLP,1,6
+7,validity,0.0,MNIST,Schut,MLP,1,6
+8,distance,10.0,MNIST,Schut,MLP,1,6
+8,distance_from_energy,412.98553466796875,MNIST,Schut,MLP,1,6
+8,distance_from_targets,291.7033996582031,MNIST,Schut,MLP,1,6
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,6
+8,set_size_penalty,0.0,MNIST,Schut,MLP,1,6
+8,validity,0.0,MNIST,Schut,MLP,1,6
+9,distance,10.000000953674316,MNIST,Schut,MLP,1,6
+9,distance_from_energy,396.4591369628906,MNIST,Schut,MLP,1,6
+9,distance_from_targets,280.16009521484375,MNIST,Schut,MLP,1,6
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,6
+9,set_size_penalty,0.0,MNIST,Schut,MLP,1,6
+9,validity,0.0,MNIST,Schut,MLP,1,6
+10,distance,10.000001907348633,MNIST,Schut,MLP,1,6
+10,distance_from_energy,409.1012878417969,MNIST,Schut,MLP,1,6
+10,distance_from_targets,241.10560607910156,MNIST,Schut,MLP,1,6
+10,redundancy,0.9846938775510204,MNIST,Schut,MLP,1,6
+10,set_size_penalty,0.0,MNIST,Schut,MLP,1,6
+10,validity,0.0,MNIST,Schut,MLP,1,6
 11,distance,162.74020385742188,MNIST,Wachter,MLP Ensemble,1,6
 11,distance_from_energy,373.2705078125,MNIST,Wachter,MLP Ensemble,1,6
 11,distance_from_targets,322.48876953125,MNIST,Wachter,MLP Ensemble,1,6
@@ -7049,36 +7049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,1,6
 15,set_size_penalty,0.2919241971065296,MNIST,ECCCo,MLP Ensemble,1,6
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,1,6
-11,distance,58.0,MNIST,Schut,MLP Ensemble,1,6
-11,distance_from_energy,359.900390625,MNIST,Schut,MLP Ensemble,1,6
-11,distance_from_targets,235.6995849609375,MNIST,Schut,MLP Ensemble,1,6
-11,redundancy,0.9630102040816326,MNIST,Schut,MLP Ensemble,1,6
-11,set_size_penalty,0.3116068717482161,MNIST,Schut,MLP Ensemble,1,6
-11,validity,1.0,MNIST,Schut,MLP Ensemble,1,6
-12,distance,76.0,MNIST,Schut,MLP Ensemble,1,6
-12,distance_from_energy,387.4501037597656,MNIST,Schut,MLP Ensemble,1,6
-12,distance_from_targets,296.1134948730469,MNIST,Schut,MLP Ensemble,1,6
-12,redundancy,0.951530612244898,MNIST,Schut,MLP Ensemble,1,6
-12,set_size_penalty,0.35345094198646243,MNIST,Schut,MLP Ensemble,1,6
-12,validity,1.0,MNIST,Schut,MLP Ensemble,1,6
-13,distance,38.0,MNIST,Schut,MLP Ensemble,1,6
-13,distance_from_energy,357.435302734375,MNIST,Schut,MLP Ensemble,1,6
-13,distance_from_targets,198.1851348876953,MNIST,Schut,MLP Ensemble,1,6
-13,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,1,6
-13,set_size_penalty,0.31645552719501824,MNIST,Schut,MLP Ensemble,1,6
-13,validity,1.0,MNIST,Schut,MLP Ensemble,1,6
-14,distance,44.0,MNIST,Schut,MLP Ensemble,1,6
-14,distance_from_energy,362.9307556152344,MNIST,Schut,MLP Ensemble,1,6
-14,distance_from_targets,250.50994873046875,MNIST,Schut,MLP Ensemble,1,6
-14,redundancy,0.9719387755102041,MNIST,Schut,MLP Ensemble,1,6
-14,set_size_penalty,0.3736731213258673,MNIST,Schut,MLP Ensemble,1,6
-14,validity,1.0,MNIST,Schut,MLP Ensemble,1,6
-15,distance,40.0,MNIST,Schut,MLP Ensemble,1,6
-15,distance_from_energy,346.8720397949219,MNIST,Schut,MLP Ensemble,1,6
-15,distance_from_targets,219.25975036621094,MNIST,Schut,MLP Ensemble,1,6
-15,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,1,6
-15,set_size_penalty,0.29993927625922523,MNIST,Schut,MLP Ensemble,1,6
-15,validity,1.0,MNIST,Schut,MLP Ensemble,1,6
+11,distance,10.0,MNIST,Schut,MLP Ensemble,1,6
+11,distance_from_energy,365.7394104003906,MNIST,Schut,MLP Ensemble,1,6
+11,distance_from_targets,232.8898468017578,MNIST,Schut,MLP Ensemble,1,6
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,6
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,6
+11,validity,0.0,MNIST,Schut,MLP Ensemble,1,6
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,6
+12,distance_from_energy,399.5038757324219,MNIST,Schut,MLP Ensemble,1,6
+12,distance_from_targets,296.71746826171875,MNIST,Schut,MLP Ensemble,1,6
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,6
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,6
+12,validity,0.0,MNIST,Schut,MLP Ensemble,1,6
+13,distance,10.0,MNIST,Schut,MLP Ensemble,1,6
+13,distance_from_energy,361.2799987792969,MNIST,Schut,MLP Ensemble,1,6
+13,distance_from_targets,201.14773559570312,MNIST,Schut,MLP Ensemble,1,6
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,6
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,6
+13,validity,0.0,MNIST,Schut,MLP Ensemble,1,6
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,6
+14,distance_from_energy,367.4990539550781,MNIST,Schut,MLP Ensemble,1,6
+14,distance_from_targets,246.14048767089844,MNIST,Schut,MLP Ensemble,1,6
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,6
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,6
+14,validity,0.0,MNIST,Schut,MLP Ensemble,1,6
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,6
+15,distance_from_energy,348.82421875,MNIST,Schut,MLP Ensemble,1,6
+15,distance_from_targets,209.1607666015625,MNIST,Schut,MLP Ensemble,1,6
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,6
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,6
+15,validity,0.0,MNIST,Schut,MLP Ensemble,1,6
 16,distance,129.591064453125,MNIST,Wachter,JEM,1,6
 16,distance_from_energy,226.58644104003906,MNIST,Wachter,JEM,1,6
 16,distance_from_targets,398.66607666015625,MNIST,Wachter,JEM,1,6
@@ -7169,36 +7169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,1,6
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,1,6
 20,validity,1.0,MNIST,ECCCo,JEM,1,6
-16,distance,18.0,MNIST,Schut,JEM,1,6
-16,distance_from_energy,208.0777587890625,MNIST,Schut,JEM,1,6
-16,distance_from_targets,309.8277587890625,MNIST,Schut,JEM,1,6
-16,redundancy,0.9885204081632653,MNIST,Schut,JEM,1,6
-16,set_size_penalty,4.5033664777345805,MNIST,Schut,JEM,1,6
-16,validity,1.0,MNIST,Schut,JEM,1,6
-17,distance,18.0,MNIST,Schut,JEM,1,6
-17,distance_from_energy,188.29714965820312,MNIST,Schut,JEM,1,6
-17,distance_from_targets,208.45477294921875,MNIST,Schut,JEM,1,6
-17,redundancy,0.9885204081632653,MNIST,Schut,JEM,1,6
-17,set_size_penalty,4.501022603431778,MNIST,Schut,JEM,1,6
-17,validity,1.0,MNIST,Schut,JEM,1,6
-18,distance,30.0,MNIST,Schut,JEM,1,6
-18,distance_from_energy,196.18045043945312,MNIST,Schut,JEM,1,6
-18,distance_from_targets,241.0466766357422,MNIST,Schut,JEM,1,6
-18,redundancy,0.9808673469387755,MNIST,Schut,JEM,1,6
-18,set_size_penalty,4.501624765582794,MNIST,Schut,JEM,1,6
-18,validity,1.0,MNIST,Schut,JEM,1,6
-19,distance,38.0,MNIST,Schut,JEM,1,6
-19,distance_from_energy,221.5236358642578,MNIST,Schut,JEM,1,6
-19,distance_from_targets,321.5039367675781,MNIST,Schut,JEM,1,6
-19,redundancy,0.9757653061224489,MNIST,Schut,JEM,1,6
-19,set_size_penalty,4.5038330685509065,MNIST,Schut,JEM,1,6
-19,validity,1.0,MNIST,Schut,JEM,1,6
-20,distance,18.0,MNIST,Schut,JEM,1,6
-20,distance_from_energy,222.35714721679688,MNIST,Schut,JEM,1,6
-20,distance_from_targets,268.3620910644531,MNIST,Schut,JEM,1,6
-20,redundancy,0.9885204081632653,MNIST,Schut,JEM,1,6
-20,set_size_penalty,4.50005861825424,MNIST,Schut,JEM,1,6
-20,validity,1.0,MNIST,Schut,JEM,1,6
+16,distance,10.000001907348633,MNIST,Schut,JEM,1,6
+16,distance_from_energy,206.9497833251953,MNIST,Schut,JEM,1,6
+16,distance_from_targets,308.17889404296875,MNIST,Schut,JEM,1,6
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,6
+16,set_size_penalty,0.0,MNIST,Schut,JEM,1,6
+16,validity,0.0,MNIST,Schut,JEM,1,6
+17,distance,10.000000953674316,MNIST,Schut,JEM,1,6
+17,distance_from_energy,186.04710388183594,MNIST,Schut,JEM,1,6
+17,distance_from_targets,207.26768493652344,MNIST,Schut,JEM,1,6
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,1,6
+17,set_size_penalty,0.0,MNIST,Schut,JEM,1,6
+17,validity,0.0,MNIST,Schut,JEM,1,6
+18,distance,10.000001907348633,MNIST,Schut,JEM,1,6
+18,distance_from_energy,196.80047607421875,MNIST,Schut,JEM,1,6
+18,distance_from_targets,239.54827880859375,MNIST,Schut,JEM,1,6
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,1,6
+18,set_size_penalty,0.0,MNIST,Schut,JEM,1,6
+18,validity,0.0,MNIST,Schut,JEM,1,6
+19,distance,10.000001907348633,MNIST,Schut,JEM,1,6
+19,distance_from_energy,219.0029296875,MNIST,Schut,JEM,1,6
+19,distance_from_targets,310.8311462402344,MNIST,Schut,JEM,1,6
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,6
+19,set_size_penalty,0.0,MNIST,Schut,JEM,1,6
+19,validity,0.0,MNIST,Schut,JEM,1,6
+20,distance,10.000001907348633,MNIST,Schut,JEM,1,6
+20,distance_from_energy,222.4003448486328,MNIST,Schut,JEM,1,6
+20,distance_from_targets,267.4949951171875,MNIST,Schut,JEM,1,6
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,1,6
+20,set_size_penalty,0.0,MNIST,Schut,JEM,1,6
+20,validity,0.0,MNIST,Schut,JEM,1,6
 1,distance,153.5019989013672,MNIST,Wachter,JEM Ensemble,1,7
 1,distance_from_energy,205.47181701660156,MNIST,Wachter,JEM Ensemble,1,7
 1,distance_from_targets,354.9151916503906,MNIST,Wachter,JEM Ensemble,1,7
@@ -7289,36 +7289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,1,7
 5,set_size_penalty,2.0702912619582348,MNIST,ECCCo,JEM Ensemble,1,7
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,1,7
-1,distance,50.0,MNIST,Schut,JEM Ensemble,1,7
-1,distance_from_energy,196.27719116210938,MNIST,Schut,JEM Ensemble,1,7
-1,distance_from_targets,285.1305847167969,MNIST,Schut,JEM Ensemble,1,7
-1,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,1,7
-1,set_size_penalty,2.872788943490257,MNIST,Schut,JEM Ensemble,1,7
-1,validity,1.0,MNIST,Schut,JEM Ensemble,1,7
-2,distance,24.0,MNIST,Schut,JEM Ensemble,1,7
-2,distance_from_energy,210.41326904296875,MNIST,Schut,JEM Ensemble,1,7
-2,distance_from_targets,291.6307373046875,MNIST,Schut,JEM Ensemble,1,7
-2,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,1,7
-2,set_size_penalty,3.5809254195065376,MNIST,Schut,JEM Ensemble,1,7
-2,validity,1.0,MNIST,Schut,JEM Ensemble,1,7
-3,distance,42.0,MNIST,Schut,JEM Ensemble,1,7
-3,distance_from_energy,191.61451721191406,MNIST,Schut,JEM Ensemble,1,7
-3,distance_from_targets,233.53155517578125,MNIST,Schut,JEM Ensemble,1,7
-3,redundancy,0.9732142857142857,MNIST,Schut,JEM Ensemble,1,7
-3,set_size_penalty,3.1732561228951184,MNIST,Schut,JEM Ensemble,1,7
-3,validity,1.0,MNIST,Schut,JEM Ensemble,1,7
-4,distance,44.0,MNIST,Schut,JEM Ensemble,1,7
-4,distance_from_energy,202.0473175048828,MNIST,Schut,JEM Ensemble,1,7
-4,distance_from_targets,272.1045837402344,MNIST,Schut,JEM Ensemble,1,7
-4,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,1,7
-4,set_size_penalty,3.17015483882854,MNIST,Schut,JEM Ensemble,1,7
-4,validity,1.0,MNIST,Schut,JEM Ensemble,1,7
-5,distance,40.0,MNIST,Schut,JEM Ensemble,1,7
-5,distance_from_energy,170.47886657714844,MNIST,Schut,JEM Ensemble,1,7
-5,distance_from_targets,237.16854858398438,MNIST,Schut,JEM Ensemble,1,7
-5,redundancy,0.9744897959183674,MNIST,Schut,JEM Ensemble,1,7
-5,set_size_penalty,3.3937417905095275,MNIST,Schut,JEM Ensemble,1,7
-5,validity,1.0,MNIST,Schut,JEM Ensemble,1,7
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,7
+1,distance_from_energy,199.3515625,MNIST,Schut,JEM Ensemble,1,7
+1,distance_from_targets,283.2895202636719,MNIST,Schut,JEM Ensemble,1,7
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,7
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,7
+1,validity,0.0,MNIST,Schut,JEM Ensemble,1,7
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,7
+2,distance_from_energy,210.2081298828125,MNIST,Schut,JEM Ensemble,1,7
+2,distance_from_targets,289.0653076171875,MNIST,Schut,JEM Ensemble,1,7
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,7
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,7
+2,validity,0.0,MNIST,Schut,JEM Ensemble,1,7
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,7
+3,distance_from_energy,195.67994689941406,MNIST,Schut,JEM Ensemble,1,7
+3,distance_from_targets,235.65325927734375,MNIST,Schut,JEM Ensemble,1,7
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,7
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,7
+3,validity,0.0,MNIST,Schut,JEM Ensemble,1,7
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,7
+4,distance_from_energy,205.13853454589844,MNIST,Schut,JEM Ensemble,1,7
+4,distance_from_targets,269.89404296875,MNIST,Schut,JEM Ensemble,1,7
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,7
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,7
+4,validity,0.0,MNIST,Schut,JEM Ensemble,1,7
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,7
+5,distance_from_energy,171.66769409179688,MNIST,Schut,JEM Ensemble,1,7
+5,distance_from_targets,236.10427856445312,MNIST,Schut,JEM Ensemble,1,7
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,7
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,7
+5,validity,0.0,MNIST,Schut,JEM Ensemble,1,7
 6,distance,126.06925964355469,MNIST,Wachter,MLP,1,7
 6,distance_from_energy,381.0464782714844,MNIST,Wachter,MLP,1,7
 6,distance_from_targets,272.48480224609375,MNIST,Wachter,MLP,1,7
@@ -7409,36 +7409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,1,7
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,1,7
 10,validity,1.0,MNIST,ECCCo,MLP,1,7
-6,distance,26.0,MNIST,Schut,MLP,1,7
-6,distance_from_energy,386.1957092285156,MNIST,Schut,MLP,1,7
-6,distance_from_targets,202.0770263671875,MNIST,Schut,MLP,1,7
-6,redundancy,0.9834183673469388,MNIST,Schut,MLP,1,7
-6,set_size_penalty,0.5692576460838012,MNIST,Schut,MLP,1,7
-6,validity,1.0,MNIST,Schut,MLP,1,7
-7,distance,58.0,MNIST,Schut,MLP,1,7
-7,distance_from_energy,398.617919921875,MNIST,Schut,MLP,1,7
-7,distance_from_targets,218.15707397460938,MNIST,Schut,MLP,1,7
-7,redundancy,0.9630102040816326,MNIST,Schut,MLP,1,7
-7,set_size_penalty,0.5733960840519263,MNIST,Schut,MLP,1,7
-7,validity,1.0,MNIST,Schut,MLP,1,7
-8,distance,42.0,MNIST,Schut,MLP,1,7
-8,distance_from_energy,387.2865905761719,MNIST,Schut,MLP,1,7
-8,distance_from_targets,217.96925354003906,MNIST,Schut,MLP,1,7
-8,redundancy,0.9732142857142857,MNIST,Schut,MLP,1,7
-8,set_size_penalty,0.5697670654496496,MNIST,Schut,MLP,1,7
-8,validity,1.0,MNIST,Schut,MLP,1,7
-9,distance,44.0,MNIST,Schut,MLP,1,7
-9,distance_from_energy,395.370361328125,MNIST,Schut,MLP,1,7
-9,distance_from_targets,222.88919067382812,MNIST,Schut,MLP,1,7
-9,redundancy,0.9719387755102041,MNIST,Schut,MLP,1,7
-9,set_size_penalty,0.5738930769013166,MNIST,Schut,MLP,1,7
-9,validity,1.0,MNIST,Schut,MLP,1,7
-10,distance,46.0,MNIST,Schut,MLP,1,7
-10,distance_from_energy,396.20037841796875,MNIST,Schut,MLP,1,7
-10,distance_from_targets,230.2222442626953,MNIST,Schut,MLP,1,7
-10,redundancy,0.9706632653061225,MNIST,Schut,MLP,1,7
-10,set_size_penalty,0.571134179268564,MNIST,Schut,MLP,1,7
-10,validity,1.0,MNIST,Schut,MLP,1,7
+6,distance,10.000001907348633,MNIST,Schut,MLP,1,7
+6,distance_from_energy,383.7628173828125,MNIST,Schut,MLP,1,7
+6,distance_from_targets,197.55210876464844,MNIST,Schut,MLP,1,7
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,7
+6,set_size_penalty,0.0,MNIST,Schut,MLP,1,7
+6,validity,0.0,MNIST,Schut,MLP,1,7
+7,distance,10.000001907348633,MNIST,Schut,MLP,1,7
+7,distance_from_energy,406.2831726074219,MNIST,Schut,MLP,1,7
+7,distance_from_targets,211.01426696777344,MNIST,Schut,MLP,1,7
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,7
+7,set_size_penalty,0.0,MNIST,Schut,MLP,1,7
+7,validity,0.0,MNIST,Schut,MLP,1,7
+8,distance,10.000000953674316,MNIST,Schut,MLP,1,7
+8,distance_from_energy,386.4710693359375,MNIST,Schut,MLP,1,7
+8,distance_from_targets,205.5386962890625,MNIST,Schut,MLP,1,7
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,7
+8,set_size_penalty,0.0,MNIST,Schut,MLP,1,7
+8,validity,0.0,MNIST,Schut,MLP,1,7
+9,distance,10.000001907348633,MNIST,Schut,MLP,1,7
+9,distance_from_energy,398.2877197265625,MNIST,Schut,MLP,1,7
+9,distance_from_targets,214.73440551757812,MNIST,Schut,MLP,1,7
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,7
+9,set_size_penalty,0.0,MNIST,Schut,MLP,1,7
+9,validity,0.0,MNIST,Schut,MLP,1,7
+10,distance,10.000000953674316,MNIST,Schut,MLP,1,7
+10,distance_from_energy,397.6247253417969,MNIST,Schut,MLP,1,7
+10,distance_from_targets,219.50856018066406,MNIST,Schut,MLP,1,7
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,7
+10,set_size_penalty,0.0,MNIST,Schut,MLP,1,7
+10,validity,0.0,MNIST,Schut,MLP,1,7
 11,distance,180.01499938964844,MNIST,Wachter,MLP Ensemble,1,7
 11,distance_from_energy,377.31573486328125,MNIST,Wachter,MLP Ensemble,1,7
 11,distance_from_targets,327.790283203125,MNIST,Wachter,MLP Ensemble,1,7
@@ -7529,36 +7529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,1,7
 15,set_size_penalty,0.2919241971065405,MNIST,ECCCo,MLP Ensemble,1,7
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,1,7
-11,distance,90.0,MNIST,Schut,MLP Ensemble,1,7
-11,distance_from_energy,371.4215087890625,MNIST,Schut,MLP Ensemble,1,7
-11,distance_from_targets,242.10267639160156,MNIST,Schut,MLP Ensemble,1,7
-11,redundancy,0.9426020408163265,MNIST,Schut,MLP Ensemble,1,7
-11,set_size_penalty,0.3051620061302236,MNIST,Schut,MLP Ensemble,1,7
-11,validity,1.0,MNIST,Schut,MLP Ensemble,1,7
-12,distance,62.0,MNIST,Schut,MLP Ensemble,1,7
-12,distance_from_energy,366.3138732910156,MNIST,Schut,MLP Ensemble,1,7
-12,distance_from_targets,249.66978454589844,MNIST,Schut,MLP Ensemble,1,7
-12,redundancy,0.9604591836734694,MNIST,Schut,MLP Ensemble,1,7
-12,set_size_penalty,0.31756149330620875,MNIST,Schut,MLP Ensemble,1,7
-12,validity,1.0,MNIST,Schut,MLP Ensemble,1,7
-13,distance,68.0,MNIST,Schut,MLP Ensemble,1,7
-13,distance_from_energy,351.6129150390625,MNIST,Schut,MLP Ensemble,1,7
-13,distance_from_targets,195.52734375,MNIST,Schut,MLP Ensemble,1,7
-13,redundancy,0.9566326530612245,MNIST,Schut,MLP Ensemble,1,7
-13,set_size_penalty,0.34266824664293094,MNIST,Schut,MLP Ensemble,1,7
-13,validity,1.0,MNIST,Schut,MLP Ensemble,1,7
-14,distance,92.0,MNIST,Schut,MLP Ensemble,1,7
-14,distance_from_energy,357.380859375,MNIST,Schut,MLP Ensemble,1,7
-14,distance_from_targets,222.6852569580078,MNIST,Schut,MLP Ensemble,1,7
-14,redundancy,0.9413265306122449,MNIST,Schut,MLP Ensemble,1,7
-14,set_size_penalty,0.3185610766420357,MNIST,Schut,MLP Ensemble,1,7
-14,validity,1.0,MNIST,Schut,MLP Ensemble,1,7
-15,distance,86.0,MNIST,Schut,MLP Ensemble,1,7
-15,distance_from_energy,362.6376037597656,MNIST,Schut,MLP Ensemble,1,7
-15,distance_from_targets,213.43263244628906,MNIST,Schut,MLP Ensemble,1,7
-15,redundancy,0.9451530612244898,MNIST,Schut,MLP Ensemble,1,7
-15,set_size_penalty,0.31111635170884666,MNIST,Schut,MLP Ensemble,1,7
-15,validity,1.0,MNIST,Schut,MLP Ensemble,1,7
+11,distance,10.0,MNIST,Schut,MLP Ensemble,1,7
+11,distance_from_energy,392.45703125,MNIST,Schut,MLP Ensemble,1,7
+11,distance_from_targets,266.7862243652344,MNIST,Schut,MLP Ensemble,1,7
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,7
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,7
+11,validity,0.0,MNIST,Schut,MLP Ensemble,1,7
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,7
+12,distance_from_energy,376.1163024902344,MNIST,Schut,MLP Ensemble,1,7
+12,distance_from_targets,253.3916473388672,MNIST,Schut,MLP Ensemble,1,7
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,7
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,7
+12,validity,0.0,MNIST,Schut,MLP Ensemble,1,7
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,7
+13,distance_from_energy,364.4092712402344,MNIST,Schut,MLP Ensemble,1,7
+13,distance_from_targets,207.69577026367188,MNIST,Schut,MLP Ensemble,1,7
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,7
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,7
+13,validity,0.0,MNIST,Schut,MLP Ensemble,1,7
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,7
+14,distance_from_energy,372.2280578613281,MNIST,Schut,MLP Ensemble,1,7
+14,distance_from_targets,234.669921875,MNIST,Schut,MLP Ensemble,1,7
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,7
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,7
+14,validity,0.0,MNIST,Schut,MLP Ensemble,1,7
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,7
+15,distance_from_energy,378.9308166503906,MNIST,Schut,MLP Ensemble,1,7
+15,distance_from_targets,218.89967346191406,MNIST,Schut,MLP Ensemble,1,7
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,7
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,7
+15,validity,0.0,MNIST,Schut,MLP Ensemble,1,7
 16,distance,148.3102264404297,MNIST,Wachter,JEM,1,7
 16,distance_from_energy,208.63555908203125,MNIST,Wachter,JEM,1,7
 16,distance_from_targets,305.48284912109375,MNIST,Wachter,JEM,1,7
@@ -7649,36 +7649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,1,7
 20,set_size_penalty,4.49995458066343,MNIST,ECCCo,JEM,1,7
 20,validity,1.0,MNIST,ECCCo,JEM,1,7
-16,distance,54.0,MNIST,Schut,JEM,1,7
-16,distance_from_energy,188.4317626953125,MNIST,Schut,JEM,1,7
-16,distance_from_targets,229.5026397705078,MNIST,Schut,JEM,1,7
-16,redundancy,0.9655612244897959,MNIST,Schut,JEM,1,7
-16,set_size_penalty,4.502159631565803,MNIST,Schut,JEM,1,7
-16,validity,1.0,MNIST,Schut,JEM,1,7
-17,distance,54.0,MNIST,Schut,JEM,1,7
-17,distance_from_energy,238.89248657226562,MNIST,Schut,JEM,1,7
-17,distance_from_targets,302.3021545410156,MNIST,Schut,JEM,1,7
-17,redundancy,0.9655612244897959,MNIST,Schut,JEM,1,7
-17,set_size_penalty,4.500220492726949,MNIST,Schut,JEM,1,7
-17,validity,1.0,MNIST,Schut,JEM,1,7
-18,distance,38.0,MNIST,Schut,JEM,1,7
-18,distance_from_energy,216.48013305664062,MNIST,Schut,JEM,1,7
-18,distance_from_targets,245.38377380371094,MNIST,Schut,JEM,1,7
-18,redundancy,0.9757653061224489,MNIST,Schut,JEM,1,7
-18,set_size_penalty,4.50782736625743,MNIST,Schut,JEM,1,7
-18,validity,1.0,MNIST,Schut,JEM,1,7
-19,distance,42.0,MNIST,Schut,JEM,1,7
-19,distance_from_energy,207.07122802734375,MNIST,Schut,JEM,1,7
-19,distance_from_targets,233.99147033691406,MNIST,Schut,JEM,1,7
-19,redundancy,0.9732142857142857,MNIST,Schut,JEM,1,7
-19,set_size_penalty,4.500048381294564,MNIST,Schut,JEM,1,7
-19,validity,1.0,MNIST,Schut,JEM,1,7
-20,distance,38.0,MNIST,Schut,JEM,1,7
-20,distance_from_energy,185.25050354003906,MNIST,Schut,JEM,1,7
-20,distance_from_targets,209.4390411376953,MNIST,Schut,JEM,1,7
-20,redundancy,0.9757653061224489,MNIST,Schut,JEM,1,7
-20,set_size_penalty,4.501485104848152,MNIST,Schut,JEM,1,7
-20,validity,1.0,MNIST,Schut,JEM,1,7
+16,distance,10.0,MNIST,Schut,JEM,1,7
+16,distance_from_energy,198.0644989013672,MNIST,Schut,JEM,1,7
+16,distance_from_targets,244.7654266357422,MNIST,Schut,JEM,1,7
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,7
+16,set_size_penalty,0.0,MNIST,Schut,JEM,1,7
+16,validity,0.0,MNIST,Schut,JEM,1,7
+17,distance,10.0,MNIST,Schut,JEM,1,7
+17,distance_from_energy,236.2685089111328,MNIST,Schut,JEM,1,7
+17,distance_from_targets,286.24462890625,MNIST,Schut,JEM,1,7
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,7
+17,set_size_penalty,0.0,MNIST,Schut,JEM,1,7
+17,validity,0.0,MNIST,Schut,JEM,1,7
+18,distance,10.000001907348633,MNIST,Schut,JEM,1,7
+18,distance_from_energy,210.42572021484375,MNIST,Schut,JEM,1,7
+18,distance_from_targets,233.7709197998047,MNIST,Schut,JEM,1,7
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,7
+18,set_size_penalty,0.0,MNIST,Schut,JEM,1,7
+18,validity,0.0,MNIST,Schut,JEM,1,7
+19,distance,10.000001907348633,MNIST,Schut,JEM,1,7
+19,distance_from_energy,203.52197265625,MNIST,Schut,JEM,1,7
+19,distance_from_targets,229.18295288085938,MNIST,Schut,JEM,1,7
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,7
+19,set_size_penalty,0.0,MNIST,Schut,JEM,1,7
+19,validity,0.0,MNIST,Schut,JEM,1,7
+20,distance,10.000001907348633,MNIST,Schut,JEM,1,7
+20,distance_from_energy,187.8971710205078,MNIST,Schut,JEM,1,7
+20,distance_from_targets,209.9285125732422,MNIST,Schut,JEM,1,7
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,7
+20,set_size_penalty,0.0,MNIST,Schut,JEM,1,7
+20,validity,0.0,MNIST,Schut,JEM,1,7
 1,distance,133.36782836914062,MNIST,Wachter,JEM Ensemble,1,8
 1,distance_from_energy,195.74632263183594,MNIST,Wachter,JEM Ensemble,1,8
 1,distance_from_targets,322.8916015625,MNIST,Wachter,JEM Ensemble,1,8
@@ -7769,36 +7769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,1,8
 5,set_size_penalty,2.071060498078662,MNIST,ECCCo,JEM Ensemble,1,8
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,1,8
-1,distance,24.0,MNIST,Schut,JEM Ensemble,1,8
-1,distance_from_energy,187.689453125,MNIST,Schut,JEM Ensemble,1,8
-1,distance_from_targets,245.519775390625,MNIST,Schut,JEM Ensemble,1,8
-1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,1,8
-1,set_size_penalty,3.229665242624714,MNIST,Schut,JEM Ensemble,1,8
-1,validity,1.0,MNIST,Schut,JEM Ensemble,1,8
-2,distance,30.0,MNIST,Schut,JEM Ensemble,1,8
-2,distance_from_energy,167.9546661376953,MNIST,Schut,JEM Ensemble,1,8
-2,distance_from_targets,210.71566772460938,MNIST,Schut,JEM Ensemble,1,8
-2,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,1,8
-2,set_size_penalty,2.782814787924707,MNIST,Schut,JEM Ensemble,1,8
-2,validity,1.0,MNIST,Schut,JEM Ensemble,1,8
-3,distance,22.0,MNIST,Schut,JEM Ensemble,1,8
-3,distance_from_energy,202.8859405517578,MNIST,Schut,JEM Ensemble,1,8
-3,distance_from_targets,249.2367401123047,MNIST,Schut,JEM Ensemble,1,8
-3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,8
-3,set_size_penalty,3.0070534009883065,MNIST,Schut,JEM Ensemble,1,8
-3,validity,1.0,MNIST,Schut,JEM Ensemble,1,8
-4,distance,12.0,MNIST,Schut,JEM Ensemble,1,8
-4,distance_from_energy,174.93382263183594,MNIST,Schut,JEM Ensemble,1,8
-4,distance_from_targets,230.3838653564453,MNIST,Schut,JEM Ensemble,1,8
-4,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,1,8
-4,set_size_penalty,3.035002946813659,MNIST,Schut,JEM Ensemble,1,8
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,8
+1,distance_from_energy,188.0601806640625,MNIST,Schut,JEM Ensemble,1,8
+1,distance_from_targets,240.60247802734375,MNIST,Schut,JEM Ensemble,1,8
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,8
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,8
+1,validity,0.0,MNIST,Schut,JEM Ensemble,1,8
+2,distance,10.0,MNIST,Schut,JEM Ensemble,1,8
+2,distance_from_energy,170.42123413085938,MNIST,Schut,JEM Ensemble,1,8
+2,distance_from_targets,208.41439819335938,MNIST,Schut,JEM Ensemble,1,8
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,8
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,8
+2,validity,0.0,MNIST,Schut,JEM Ensemble,1,8
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,8
+3,distance_from_energy,203.6754913330078,MNIST,Schut,JEM Ensemble,1,8
+3,distance_from_targets,246.8985137939453,MNIST,Schut,JEM Ensemble,1,8
+3,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,1,8
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,8
+3,validity,0.0,MNIST,Schut,JEM Ensemble,1,8
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,8
+4,distance_from_energy,173.3354949951172,MNIST,Schut,JEM Ensemble,1,8
+4,distance_from_targets,226.44058227539062,MNIST,Schut,JEM Ensemble,1,8
+4,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,1,8
+4,set_size_penalty,2.964351928530156,MNIST,Schut,JEM Ensemble,1,8
 4,validity,1.0,MNIST,Schut,JEM Ensemble,1,8
-5,distance,44.0,MNIST,Schut,JEM Ensemble,1,8
-5,distance_from_energy,180.185546875,MNIST,Schut,JEM Ensemble,1,8
-5,distance_from_targets,253.6156768798828,MNIST,Schut,JEM Ensemble,1,8
-5,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,1,8
-5,set_size_penalty,3.374497843542298,MNIST,Schut,JEM Ensemble,1,8
-5,validity,1.0,MNIST,Schut,JEM Ensemble,1,8
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,8
+5,distance_from_energy,184.97390747070312,MNIST,Schut,JEM Ensemble,1,8
+5,distance_from_targets,254.19570922851562,MNIST,Schut,JEM Ensemble,1,8
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,8
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,8
+5,validity,0.0,MNIST,Schut,JEM Ensemble,1,8
 6,distance,177.6536407470703,MNIST,Wachter,MLP,1,8
 6,distance_from_energy,403.1172790527344,MNIST,Wachter,MLP,1,8
 6,distance_from_targets,360.7008361816406,MNIST,Wachter,MLP,1,8
@@ -7889,36 +7889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,1,8
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,1,8
 10,validity,1.0,MNIST,ECCCo,MLP,1,8
-6,distance,70.0,MNIST,Schut,MLP,1,8
-6,distance_from_energy,395.9744567871094,MNIST,Schut,MLP,1,8
-6,distance_from_targets,271.9009704589844,MNIST,Schut,MLP,1,8
-6,redundancy,0.9553571428571429,MNIST,Schut,MLP,1,8
-6,set_size_penalty,0.5742063628018328,MNIST,Schut,MLP,1,8
-6,validity,1.0,MNIST,Schut,MLP,1,8
-7,distance,36.0,MNIST,Schut,MLP,1,8
-7,distance_from_energy,391.9081726074219,MNIST,Schut,MLP,1,8
-7,distance_from_targets,309.9571228027344,MNIST,Schut,MLP,1,8
-7,redundancy,0.9770408163265306,MNIST,Schut,MLP,1,8
-7,set_size_penalty,0.5722492756853386,MNIST,Schut,MLP,1,8
-7,validity,1.0,MNIST,Schut,MLP,1,8
-8,distance,70.0,MNIST,Schut,MLP,1,8
-8,distance_from_energy,399.9369812011719,MNIST,Schut,MLP,1,8
-8,distance_from_targets,272.2112121582031,MNIST,Schut,MLP,1,8
-8,redundancy,0.9553571428571429,MNIST,Schut,MLP,1,8
-8,set_size_penalty,0.5742063628018328,MNIST,Schut,MLP,1,8
-8,validity,1.0,MNIST,Schut,MLP,1,8
-9,distance,14.0,MNIST,Schut,MLP,1,8
-9,distance_from_energy,358.95623779296875,MNIST,Schut,MLP,1,8
-9,distance_from_targets,180.0873260498047,MNIST,Schut,MLP,1,8
-9,redundancy,0.9910714285714286,MNIST,Schut,MLP,1,8
-9,set_size_penalty,0.5737859840242896,MNIST,Schut,MLP,1,8
+6,distance,10.000001907348633,MNIST,Schut,MLP,1,8
+6,distance_from_energy,408.7511291503906,MNIST,Schut,MLP,1,8
+6,distance_from_targets,271.0095520019531,MNIST,Schut,MLP,1,8
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,1,8
+6,set_size_penalty,0.0,MNIST,Schut,MLP,1,8
+6,validity,0.0,MNIST,Schut,MLP,1,8
+7,distance,10.000001907348633,MNIST,Schut,MLP,1,8
+7,distance_from_energy,391.74456787109375,MNIST,Schut,MLP,1,8
+7,distance_from_targets,300.0099182128906,MNIST,Schut,MLP,1,8
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,1,8
+7,set_size_penalty,0.0,MNIST,Schut,MLP,1,8
+7,validity,0.0,MNIST,Schut,MLP,1,8
+8,distance,10.000001907348633,MNIST,Schut,MLP,1,8
+8,distance_from_energy,412.113525390625,MNIST,Schut,MLP,1,8
+8,distance_from_targets,270.4305419921875,MNIST,Schut,MLP,1,8
+8,redundancy,0.985969387755102,MNIST,Schut,MLP,1,8
+8,set_size_penalty,0.0,MNIST,Schut,MLP,1,8
+8,validity,0.0,MNIST,Schut,MLP,1,8
+9,distance,10.000001907348633,MNIST,Schut,MLP,1,8
+9,distance_from_energy,355.9981384277344,MNIST,Schut,MLP,1,8
+9,distance_from_targets,174.08395385742188,MNIST,Schut,MLP,1,8
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,8
+9,set_size_penalty,0.9582036101123275,MNIST,Schut,MLP,1,8
 9,validity,1.0,MNIST,Schut,MLP,1,8
-10,distance,58.0,MNIST,Schut,MLP,1,8
-10,distance_from_energy,410.69183349609375,MNIST,Schut,MLP,1,8
-10,distance_from_targets,284.94940185546875,MNIST,Schut,MLP,1,8
-10,redundancy,0.9630102040816326,MNIST,Schut,MLP,1,8
-10,set_size_penalty,0.5704307883150812,MNIST,Schut,MLP,1,8
-10,validity,1.0,MNIST,Schut,MLP,1,8
+10,distance,10.000001907348633,MNIST,Schut,MLP,1,8
+10,distance_from_energy,402.9437255859375,MNIST,Schut,MLP,1,8
+10,distance_from_targets,278.23382568359375,MNIST,Schut,MLP,1,8
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,8
+10,set_size_penalty,0.0,MNIST,Schut,MLP,1,8
+10,validity,0.0,MNIST,Schut,MLP,1,8
 11,distance,165.9978485107422,MNIST,Wachter,MLP Ensemble,1,8
 11,distance_from_energy,389.2305908203125,MNIST,Wachter,MLP Ensemble,1,8
 11,distance_from_targets,387.3850402832031,MNIST,Wachter,MLP Ensemble,1,8
@@ -8009,36 +8009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,1,8
 15,set_size_penalty,0.2919241971065405,MNIST,ECCCo,MLP Ensemble,1,8
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,1,8
-11,distance,78.0,MNIST,Schut,MLP Ensemble,1,8
-11,distance_from_energy,359.2808837890625,MNIST,Schut,MLP Ensemble,1,8
-11,distance_from_targets,304.169189453125,MNIST,Schut,MLP Ensemble,1,8
-11,redundancy,0.9502551020408163,MNIST,Schut,MLP Ensemble,1,8
-11,set_size_penalty,0.3554159225821758,MNIST,Schut,MLP Ensemble,1,8
-11,validity,1.0,MNIST,Schut,MLP Ensemble,1,8
-12,distance,70.0,MNIST,Schut,MLP Ensemble,1,8
-12,distance_from_energy,384.18377685546875,MNIST,Schut,MLP Ensemble,1,8
-12,distance_from_targets,282.7815246582031,MNIST,Schut,MLP Ensemble,1,8
-12,redundancy,0.9553571428571429,MNIST,Schut,MLP Ensemble,1,8
-12,set_size_penalty,0.32073885423328163,MNIST,Schut,MLP Ensemble,1,8
-12,validity,1.0,MNIST,Schut,MLP Ensemble,1,8
-13,distance,98.0,MNIST,Schut,MLP Ensemble,1,8
-13,distance_from_energy,362.121826171875,MNIST,Schut,MLP Ensemble,1,8
-13,distance_from_targets,308.48828125,MNIST,Schut,MLP Ensemble,1,8
-13,redundancy,0.9375,MNIST,Schut,MLP Ensemble,1,8
-13,set_size_penalty,0.3412296437510196,MNIST,Schut,MLP Ensemble,1,8
-13,validity,1.0,MNIST,Schut,MLP Ensemble,1,8
-14,distance,70.0,MNIST,Schut,MLP Ensemble,1,8
-14,distance_from_energy,351.9745788574219,MNIST,Schut,MLP Ensemble,1,8
-14,distance_from_targets,254.234375,MNIST,Schut,MLP Ensemble,1,8
-14,redundancy,0.9553571428571429,MNIST,Schut,MLP Ensemble,1,8
-14,set_size_penalty,0.3128240249475043,MNIST,Schut,MLP Ensemble,1,8
-14,validity,1.0,MNIST,Schut,MLP Ensemble,1,8
-15,distance,64.0,MNIST,Schut,MLP Ensemble,1,8
-15,distance_from_energy,371.7460021972656,MNIST,Schut,MLP Ensemble,1,8
-15,distance_from_targets,261.0952453613281,MNIST,Schut,MLP Ensemble,1,8
-15,redundancy,0.9591836734693877,MNIST,Schut,MLP Ensemble,1,8
-15,set_size_penalty,0.3900339247266198,MNIST,Schut,MLP Ensemble,1,8
-15,validity,1.0,MNIST,Schut,MLP Ensemble,1,8
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,8
+11,distance_from_energy,366.53106689453125,MNIST,Schut,MLP Ensemble,1,8
+11,distance_from_targets,306.1797180175781,MNIST,Schut,MLP Ensemble,1,8
+11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,1,8
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,8
+11,validity,0.0,MNIST,Schut,MLP Ensemble,1,8
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,8
+12,distance_from_energy,382.6905212402344,MNIST,Schut,MLP Ensemble,1,8
+12,distance_from_targets,276.9508972167969,MNIST,Schut,MLP Ensemble,1,8
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,8
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,8
+12,validity,0.0,MNIST,Schut,MLP Ensemble,1,8
+13,distance,10.0,MNIST,Schut,MLP Ensemble,1,8
+13,distance_from_energy,371.9175109863281,MNIST,Schut,MLP Ensemble,1,8
+13,distance_from_targets,312.7508850097656,MNIST,Schut,MLP Ensemble,1,8
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,8
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,8
+13,validity,0.0,MNIST,Schut,MLP Ensemble,1,8
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,8
+14,distance_from_energy,362.0998840332031,MNIST,Schut,MLP Ensemble,1,8
+14,distance_from_targets,255.1742401123047,MNIST,Schut,MLP Ensemble,1,8
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,8
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,8
+14,validity,0.0,MNIST,Schut,MLP Ensemble,1,8
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,8
+15,distance_from_energy,372.2334289550781,MNIST,Schut,MLP Ensemble,1,8
+15,distance_from_targets,248.8748779296875,MNIST,Schut,MLP Ensemble,1,8
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,8
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,8
+15,validity,0.0,MNIST,Schut,MLP Ensemble,1,8
 16,distance,118.02436828613281,MNIST,Wachter,JEM,1,8
 16,distance_from_energy,205.8874053955078,MNIST,Wachter,JEM,1,8
 16,distance_from_targets,292.3331604003906,MNIST,Wachter,JEM,1,8
@@ -8129,36 +8129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,1,8
 20,set_size_penalty,4.499954580169778,MNIST,ECCCo,JEM,1,8
 20,validity,1.0,MNIST,ECCCo,JEM,1,8
-16,distance,24.0,MNIST,Schut,JEM,1,8
-16,distance_from_energy,172.54762268066406,MNIST,Schut,JEM,1,8
-16,distance_from_targets,224.95388793945312,MNIST,Schut,JEM,1,8
-16,redundancy,0.9846938775510204,MNIST,Schut,JEM,1,8
-16,set_size_penalty,4.500522597248471,MNIST,Schut,JEM,1,8
-16,validity,1.0,MNIST,Schut,JEM,1,8
-17,distance,6.0,MNIST,Schut,JEM,1,8
-17,distance_from_energy,191.04083251953125,MNIST,Schut,JEM,1,8
-17,distance_from_targets,226.06961059570312,MNIST,Schut,JEM,1,8
-17,redundancy,0.9961734693877551,MNIST,Schut,JEM,1,8
-17,set_size_penalty,4.500412669606981,MNIST,Schut,JEM,1,8
+16,distance,10.000001907348633,MNIST,Schut,JEM,1,8
+16,distance_from_energy,169.21852111816406,MNIST,Schut,JEM,1,8
+16,distance_from_targets,217.68502807617188,MNIST,Schut,JEM,1,8
+16,redundancy,0.9808673469387755,MNIST,Schut,JEM,1,8
+16,set_size_penalty,0.0,MNIST,Schut,JEM,1,8
+16,validity,0.0,MNIST,Schut,JEM,1,8
+17,distance,5.500000953674316,MNIST,Schut,JEM,1,8
+17,distance_from_energy,189.59732055664062,MNIST,Schut,JEM,1,8
+17,distance_from_targets,226.0828094482422,MNIST,Schut,JEM,1,8
+17,redundancy,0.9923469387755102,MNIST,Schut,JEM,1,8
+17,set_size_penalty,4.505603050653402,MNIST,Schut,JEM,1,8
 17,validity,1.0,MNIST,Schut,JEM,1,8
-18,distance,10.0,MNIST,Schut,JEM,1,8
-18,distance_from_energy,248.01406860351562,MNIST,Schut,JEM,1,8
-18,distance_from_targets,333.16180419921875,MNIST,Schut,JEM,1,8
-18,redundancy,0.9936224489795918,MNIST,Schut,JEM,1,8
-18,set_size_penalty,4.500912880585,MNIST,Schut,JEM,1,8
+18,distance,9.800002098083496,MNIST,Schut,JEM,1,8
+18,distance_from_energy,248.10252380371094,MNIST,Schut,JEM,1,8
+18,distance_from_targets,334.5102233886719,MNIST,Schut,JEM,1,8
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,1,8
+18,set_size_penalty,4.507078466370671,MNIST,Schut,JEM,1,8
 18,validity,1.0,MNIST,Schut,JEM,1,8
-19,distance,22.0,MNIST,Schut,JEM,1,8
-19,distance_from_energy,204.01449584960938,MNIST,Schut,JEM,1,8
-19,distance_from_targets,249.32931518554688,MNIST,Schut,JEM,1,8
-19,redundancy,0.985969387755102,MNIST,Schut,JEM,1,8
-19,set_size_penalty,4.506261398995877,MNIST,Schut,JEM,1,8
-19,validity,1.0,MNIST,Schut,JEM,1,8
-20,distance,24.0,MNIST,Schut,JEM,1,8
-20,distance_from_energy,200.48788452148438,MNIST,Schut,JEM,1,8
-20,distance_from_targets,282.1394348144531,MNIST,Schut,JEM,1,8
-20,redundancy,0.9846938775510204,MNIST,Schut,JEM,1,8
-20,set_size_penalty,4.504963737251282,MNIST,Schut,JEM,1,8
-20,validity,1.0,MNIST,Schut,JEM,1,8
+19,distance,10.000001907348633,MNIST,Schut,JEM,1,8
+19,distance_from_energy,203.32742309570312,MNIST,Schut,JEM,1,8
+19,distance_from_targets,243.69342041015625,MNIST,Schut,JEM,1,8
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,1,8
+19,set_size_penalty,0.0,MNIST,Schut,JEM,1,8
+19,validity,0.0,MNIST,Schut,JEM,1,8
+20,distance,10.000001907348633,MNIST,Schut,JEM,1,8
+20,distance_from_energy,199.8813018798828,MNIST,Schut,JEM,1,8
+20,distance_from_targets,276.885498046875,MNIST,Schut,JEM,1,8
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,1,8
+20,set_size_penalty,0.0,MNIST,Schut,JEM,1,8
+20,validity,0.0,MNIST,Schut,JEM,1,8
 1,distance,146.889892578125,MNIST,Wachter,JEM Ensemble,1,9
 1,distance_from_energy,222.13836669921875,MNIST,Wachter,JEM Ensemble,1,9
 1,distance_from_targets,356.77783203125,MNIST,Wachter,JEM Ensemble,1,9
@@ -8249,36 +8249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,1,9
 5,set_size_penalty,2.5240815214162966,MNIST,ECCCo,JEM Ensemble,1,9
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,1,9
-1,distance,46.0,MNIST,Schut,JEM Ensemble,1,9
-1,distance_from_energy,204.2974090576172,MNIST,Schut,JEM Ensemble,1,9
-1,distance_from_targets,284.78448486328125,MNIST,Schut,JEM Ensemble,1,9
-1,redundancy,0.9706632653061225,MNIST,Schut,JEM Ensemble,1,9
-1,set_size_penalty,2.890419050736123,MNIST,Schut,JEM Ensemble,1,9
-1,validity,1.0,MNIST,Schut,JEM Ensemble,1,9
-2,distance,40.0,MNIST,Schut,JEM Ensemble,1,9
-2,distance_from_energy,188.21548461914062,MNIST,Schut,JEM Ensemble,1,9
-2,distance_from_targets,233.6444549560547,MNIST,Schut,JEM Ensemble,1,9
-2,redundancy,0.9744897959183674,MNIST,Schut,JEM Ensemble,1,9
-2,set_size_penalty,3.2581011050511464,MNIST,Schut,JEM Ensemble,1,9
-2,validity,1.0,MNIST,Schut,JEM Ensemble,1,9
-3,distance,46.0,MNIST,Schut,JEM Ensemble,1,9
-3,distance_from_energy,214.24771118164062,MNIST,Schut,JEM Ensemble,1,9
-3,distance_from_targets,290.7242126464844,MNIST,Schut,JEM Ensemble,1,9
-3,redundancy,0.9706632653061225,MNIST,Schut,JEM Ensemble,1,9
-3,set_size_penalty,3.2386331060939515,MNIST,Schut,JEM Ensemble,1,9
-3,validity,1.0,MNIST,Schut,JEM Ensemble,1,9
-4,distance,36.0,MNIST,Schut,JEM Ensemble,1,9
-4,distance_from_energy,179.83465576171875,MNIST,Schut,JEM Ensemble,1,9
-4,distance_from_targets,240.38291931152344,MNIST,Schut,JEM Ensemble,1,9
-4,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,1,9
-4,set_size_penalty,3.257965723538346,MNIST,Schut,JEM Ensemble,1,9
-4,validity,1.0,MNIST,Schut,JEM Ensemble,1,9
-5,distance,48.0,MNIST,Schut,JEM Ensemble,1,9
-5,distance_from_energy,177.6431121826172,MNIST,Schut,JEM Ensemble,1,9
-5,distance_from_targets,234.15695190429688,MNIST,Schut,JEM Ensemble,1,9
-5,redundancy,0.9693877551020408,MNIST,Schut,JEM Ensemble,1,9
-5,set_size_penalty,3.2356254767198305,MNIST,Schut,JEM Ensemble,1,9
-5,validity,1.0,MNIST,Schut,JEM Ensemble,1,9
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,9
+1,distance_from_energy,207.7699737548828,MNIST,Schut,JEM Ensemble,1,9
+1,distance_from_targets,281.72454833984375,MNIST,Schut,JEM Ensemble,1,9
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,9
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,9
+1,validity,0.0,MNIST,Schut,JEM Ensemble,1,9
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,9
+2,distance_from_energy,189.6967315673828,MNIST,Schut,JEM Ensemble,1,9
+2,distance_from_targets,238.64173889160156,MNIST,Schut,JEM Ensemble,1,9
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,9
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,9
+2,validity,0.0,MNIST,Schut,JEM Ensemble,1,9
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,1,9
+3,distance_from_energy,211.09808349609375,MNIST,Schut,JEM Ensemble,1,9
+3,distance_from_targets,282.1787414550781,MNIST,Schut,JEM Ensemble,1,9
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,1,9
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,9
+3,validity,0.0,MNIST,Schut,JEM Ensemble,1,9
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,1,9
+4,distance_from_energy,180.5654296875,MNIST,Schut,JEM Ensemble,1,9
+4,distance_from_targets,237.61322021484375,MNIST,Schut,JEM Ensemble,1,9
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,1,9
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,9
+4,validity,0.0,MNIST,Schut,JEM Ensemble,1,9
+5,distance,10.0,MNIST,Schut,JEM Ensemble,1,9
+5,distance_from_energy,183.0751190185547,MNIST,Schut,JEM Ensemble,1,9
+5,distance_from_targets,235.01918029785156,MNIST,Schut,JEM Ensemble,1,9
+5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,1,9
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,1,9
+5,validity,0.0,MNIST,Schut,JEM Ensemble,1,9
 6,distance,152.4535675048828,MNIST,Wachter,MLP,1,9
 6,distance_from_energy,409.7358093261719,MNIST,Wachter,MLP,1,9
 6,distance_from_targets,318.9945983886719,MNIST,Wachter,MLP,1,9
@@ -8369,36 +8369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,1,9
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,1,9
 10,validity,1.0,MNIST,ECCCo,MLP,1,9
-6,distance,50.0,MNIST,Schut,MLP,1,9
-6,distance_from_energy,422.7547607421875,MNIST,Schut,MLP,1,9
-6,distance_from_targets,247.17787170410156,MNIST,Schut,MLP,1,9
-6,redundancy,0.9681122448979592,MNIST,Schut,MLP,1,9
-6,set_size_penalty,0.5723241649596615,MNIST,Schut,MLP,1,9
-6,validity,1.0,MNIST,Schut,MLP,1,9
-7,distance,48.0,MNIST,Schut,MLP,1,9
-7,distance_from_energy,409.83453369140625,MNIST,Schut,MLP,1,9
-7,distance_from_targets,199.6409912109375,MNIST,Schut,MLP,1,9
-7,redundancy,0.9693877551020408,MNIST,Schut,MLP,1,9
-7,set_size_penalty,0.5725734004298757,MNIST,Schut,MLP,1,9
-7,validity,1.0,MNIST,Schut,MLP,1,9
-8,distance,56.0,MNIST,Schut,MLP,1,9
-8,distance_from_energy,394.697998046875,MNIST,Schut,MLP,1,9
-8,distance_from_targets,313.1514587402344,MNIST,Schut,MLP,1,9
-8,redundancy,0.9642857142857143,MNIST,Schut,MLP,1,9
-8,set_size_penalty,0.574333085308506,MNIST,Schut,MLP,1,9
-8,validity,1.0,MNIST,Schut,MLP,1,9
-9,distance,60.0,MNIST,Schut,MLP,1,9
-9,distance_from_energy,391.4598388671875,MNIST,Schut,MLP,1,9
-9,distance_from_targets,233.80557250976562,MNIST,Schut,MLP,1,9
-9,redundancy,0.9617346938775511,MNIST,Schut,MLP,1,9
-9,set_size_penalty,0.5701645138194669,MNIST,Schut,MLP,1,9
-9,validity,1.0,MNIST,Schut,MLP,1,9
-10,distance,58.0,MNIST,Schut,MLP,1,9
-10,distance_from_energy,418.9396057128906,MNIST,Schut,MLP,1,9
-10,distance_from_targets,308.33953857421875,MNIST,Schut,MLP,1,9
-10,redundancy,0.9630102040816326,MNIST,Schut,MLP,1,9
-10,set_size_penalty,0.5741652675872979,MNIST,Schut,MLP,1,9
-10,validity,1.0,MNIST,Schut,MLP,1,9
+6,distance,10.0,MNIST,Schut,MLP,1,9
+6,distance_from_energy,424.7627258300781,MNIST,Schut,MLP,1,9
+6,distance_from_targets,240.23536682128906,MNIST,Schut,MLP,1,9
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,1,9
+6,set_size_penalty,0.0,MNIST,Schut,MLP,1,9
+6,validity,0.0,MNIST,Schut,MLP,1,9
+7,distance,10.000001907348633,MNIST,Schut,MLP,1,9
+7,distance_from_energy,412.05877685546875,MNIST,Schut,MLP,1,9
+7,distance_from_targets,194.52442932128906,MNIST,Schut,MLP,1,9
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,9
+7,set_size_penalty,0.0,MNIST,Schut,MLP,1,9
+7,validity,0.0,MNIST,Schut,MLP,1,9
+8,distance,10.0,MNIST,Schut,MLP,1,9
+8,distance_from_energy,398.74176025390625,MNIST,Schut,MLP,1,9
+8,distance_from_targets,310.1794128417969,MNIST,Schut,MLP,1,9
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,9
+8,set_size_penalty,0.0,MNIST,Schut,MLP,1,9
+8,validity,0.0,MNIST,Schut,MLP,1,9
+9,distance,10.000001907348633,MNIST,Schut,MLP,1,9
+9,distance_from_energy,399.2884826660156,MNIST,Schut,MLP,1,9
+9,distance_from_targets,228.1529083251953,MNIST,Schut,MLP,1,9
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,1,9
+9,set_size_penalty,0.0,MNIST,Schut,MLP,1,9
+9,validity,0.0,MNIST,Schut,MLP,1,9
+10,distance,10.000001907348633,MNIST,Schut,MLP,1,9
+10,distance_from_energy,421.39373779296875,MNIST,Schut,MLP,1,9
+10,distance_from_targets,295.01715087890625,MNIST,Schut,MLP,1,9
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,1,9
+10,set_size_penalty,0.0,MNIST,Schut,MLP,1,9
+10,validity,0.0,MNIST,Schut,MLP,1,9
 11,distance,162.68446350097656,MNIST,Wachter,MLP Ensemble,1,9
 11,distance_from_energy,368.3036193847656,MNIST,Wachter,MLP Ensemble,1,9
 11,distance_from_targets,337.2102355957031,MNIST,Wachter,MLP Ensemble,1,9
@@ -8489,36 +8489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,1,9
 15,set_size_penalty,0.29192419710662465,MNIST,ECCCo,MLP Ensemble,1,9
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,1,9
-11,distance,70.0,MNIST,Schut,MLP Ensemble,1,9
-11,distance_from_energy,358.971435546875,MNIST,Schut,MLP Ensemble,1,9
-11,distance_from_targets,253.5802459716797,MNIST,Schut,MLP Ensemble,1,9
-11,redundancy,0.9553571428571429,MNIST,Schut,MLP Ensemble,1,9
-11,set_size_penalty,0.310733497126211,MNIST,Schut,MLP Ensemble,1,9
-11,validity,1.0,MNIST,Schut,MLP Ensemble,1,9
-12,distance,70.0,MNIST,Schut,MLP Ensemble,1,9
-12,distance_from_energy,346.4053649902344,MNIST,Schut,MLP Ensemble,1,9
-12,distance_from_targets,234.15618896484375,MNIST,Schut,MLP Ensemble,1,9
-12,redundancy,0.9553571428571429,MNIST,Schut,MLP Ensemble,1,9
-12,set_size_penalty,0.4737332287508256,MNIST,Schut,MLP Ensemble,1,9
-12,validity,1.0,MNIST,Schut,MLP Ensemble,1,9
-13,distance,40.0,MNIST,Schut,MLP Ensemble,1,9
-13,distance_from_energy,363.9437561035156,MNIST,Schut,MLP Ensemble,1,9
-13,distance_from_targets,204.08651733398438,MNIST,Schut,MLP Ensemble,1,9
-13,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,1,9
-13,set_size_penalty,0.3023594197953363,MNIST,Schut,MLP Ensemble,1,9
-13,validity,1.0,MNIST,Schut,MLP Ensemble,1,9
-14,distance,82.0,MNIST,Schut,MLP Ensemble,1,9
-14,distance_from_energy,379.2297668457031,MNIST,Schut,MLP Ensemble,1,9
-14,distance_from_targets,243.99009704589844,MNIST,Schut,MLP Ensemble,1,9
-14,redundancy,0.9477040816326531,MNIST,Schut,MLP Ensemble,1,9
-14,set_size_penalty,0.3274703787831361,MNIST,Schut,MLP Ensemble,1,9
-14,validity,1.0,MNIST,Schut,MLP Ensemble,1,9
-15,distance,58.0,MNIST,Schut,MLP Ensemble,1,9
-15,distance_from_energy,361.2176818847656,MNIST,Schut,MLP Ensemble,1,9
-15,distance_from_targets,193.7011260986328,MNIST,Schut,MLP Ensemble,1,9
-15,redundancy,0.9630102040816326,MNIST,Schut,MLP Ensemble,1,9
-15,set_size_penalty,0.31009760417034493,MNIST,Schut,MLP Ensemble,1,9
-15,validity,1.0,MNIST,Schut,MLP Ensemble,1,9
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,9
+11,distance_from_energy,368.9288330078125,MNIST,Schut,MLP Ensemble,1,9
+11,distance_from_targets,263.7716064453125,MNIST,Schut,MLP Ensemble,1,9
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,9
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,9
+11,validity,0.0,MNIST,Schut,MLP Ensemble,1,9
+12,distance,10.0,MNIST,Schut,MLP Ensemble,1,9
+12,distance_from_energy,359.7086181640625,MNIST,Schut,MLP Ensemble,1,9
+12,distance_from_targets,239.531005859375,MNIST,Schut,MLP Ensemble,1,9
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,9
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,9
+12,validity,0.0,MNIST,Schut,MLP Ensemble,1,9
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,9
+13,distance_from_energy,363.6767272949219,MNIST,Schut,MLP Ensemble,1,9
+13,distance_from_targets,197.93186950683594,MNIST,Schut,MLP Ensemble,1,9
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,9
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,9
+13,validity,0.0,MNIST,Schut,MLP Ensemble,1,9
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,1,9
+14,distance_from_energy,391.1009826660156,MNIST,Schut,MLP Ensemble,1,9
+14,distance_from_targets,252.32501220703125,MNIST,Schut,MLP Ensemble,1,9
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,1,9
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,9
+14,validity,0.0,MNIST,Schut,MLP Ensemble,1,9
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,1,9
+15,distance_from_energy,368.0809326171875,MNIST,Schut,MLP Ensemble,1,9
+15,distance_from_targets,197.90811157226562,MNIST,Schut,MLP Ensemble,1,9
+15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,1,9
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,1,9
+15,validity,0.0,MNIST,Schut,MLP Ensemble,1,9
 16,distance,140.59649658203125,MNIST,Wachter,JEM,1,9
 16,distance_from_energy,240.0045166015625,MNIST,Wachter,JEM,1,9
 16,distance_from_targets,343.4705505371094,MNIST,Wachter,JEM,1,9
@@ -8609,36 +8609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,1,9
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,1,9
 20,validity,1.0,MNIST,ECCCo,JEM,1,9
-16,distance,34.0,MNIST,Schut,JEM,1,9
-16,distance_from_energy,233.68865966796875,MNIST,Schut,JEM,1,9
-16,distance_from_targets,273.2267761230469,MNIST,Schut,JEM,1,9
-16,redundancy,0.9783163265306123,MNIST,Schut,JEM,1,9
-16,set_size_penalty,4.502987274597721,MNIST,Schut,JEM,1,9
-16,validity,1.0,MNIST,Schut,JEM,1,9
-17,distance,6.0,MNIST,Schut,JEM,1,9
-17,distance_from_energy,173.49468994140625,MNIST,Schut,JEM,1,9
-17,distance_from_targets,182.4585418701172,MNIST,Schut,JEM,1,9
-17,redundancy,0.9961734693877551,MNIST,Schut,JEM,1,9
-17,set_size_penalty,4.501632382702802,MNIST,Schut,JEM,1,9
+16,distance,10.0,MNIST,Schut,JEM,1,9
+16,distance_from_energy,234.90878295898438,MNIST,Schut,JEM,1,9
+16,distance_from_targets,265.4599304199219,MNIST,Schut,JEM,1,9
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,1,9
+16,set_size_penalty,0.0,MNIST,Schut,JEM,1,9
+16,validity,0.0,MNIST,Schut,JEM,1,9
+17,distance,5.900001049041748,MNIST,Schut,JEM,1,9
+17,distance_from_energy,171.9246063232422,MNIST,Schut,JEM,1,9
+17,distance_from_targets,180.5030517578125,MNIST,Schut,JEM,1,9
+17,redundancy,0.9897959183673469,MNIST,Schut,JEM,1,9
+17,set_size_penalty,4.5045637924105,MNIST,Schut,JEM,1,9
 17,validity,1.0,MNIST,Schut,JEM,1,9
-18,distance,36.0,MNIST,Schut,JEM,1,9
-18,distance_from_energy,187.6483154296875,MNIST,Schut,JEM,1,9
-18,distance_from_targets,236.536865234375,MNIST,Schut,JEM,1,9
-18,redundancy,0.9770408163265306,MNIST,Schut,JEM,1,9
-18,set_size_penalty,4.501800420080988,MNIST,Schut,JEM,1,9
-18,validity,1.0,MNIST,Schut,JEM,1,9
-19,distance,18.0,MNIST,Schut,JEM,1,9
-19,distance_from_energy,186.68922424316406,MNIST,Schut,JEM,1,9
-19,distance_from_targets,200.12860107421875,MNIST,Schut,JEM,1,9
-19,redundancy,0.9885204081632653,MNIST,Schut,JEM,1,9
-19,set_size_penalty,4.500294138759989,MNIST,Schut,JEM,1,9
-19,validity,1.0,MNIST,Schut,JEM,1,9
-20,distance,28.0,MNIST,Schut,JEM,1,9
-20,distance_from_energy,175.78033447265625,MNIST,Schut,JEM,1,9
-20,distance_from_targets,231.18234252929688,MNIST,Schut,JEM,1,9
-20,redundancy,0.9821428571428571,MNIST,Schut,JEM,1,9
-20,set_size_penalty,4.500860662965042,MNIST,Schut,JEM,1,9
-20,validity,1.0,MNIST,Schut,JEM,1,9
+18,distance,10.000000953674316,MNIST,Schut,JEM,1,9
+18,distance_from_energy,190.2518310546875,MNIST,Schut,JEM,1,9
+18,distance_from_targets,235.0943603515625,MNIST,Schut,JEM,1,9
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,1,9
+18,set_size_penalty,0.0,MNIST,Schut,JEM,1,9
+18,validity,0.0,MNIST,Schut,JEM,1,9
+19,distance,10.000001907348633,MNIST,Schut,JEM,1,9
+19,distance_from_energy,187.92059326171875,MNIST,Schut,JEM,1,9
+19,distance_from_targets,200.49400329589844,MNIST,Schut,JEM,1,9
+19,redundancy,0.9846938775510204,MNIST,Schut,JEM,1,9
+19,set_size_penalty,0.0,MNIST,Schut,JEM,1,9
+19,validity,0.0,MNIST,Schut,JEM,1,9
+20,distance,10.000001907348633,MNIST,Schut,JEM,1,9
+20,distance_from_energy,175.9870147705078,MNIST,Schut,JEM,1,9
+20,distance_from_targets,225.14010620117188,MNIST,Schut,JEM,1,9
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,1,9
+20,set_size_penalty,0.0,MNIST,Schut,JEM,1,9
+20,validity,0.0,MNIST,Schut,JEM,1,9
 1,distance,117.62361145019531,MNIST,Wachter,JEM Ensemble,2,0
 1,distance_from_energy,219.40411376953125,MNIST,Wachter,JEM Ensemble,2,0
 1,distance_from_targets,368.7411193847656,MNIST,Wachter,JEM Ensemble,2,0
@@ -8729,36 +8729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,2,0
 5,set_size_penalty,2.067649383094831,MNIST,ECCCo,JEM Ensemble,2,0
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,2,0
-1,distance,14.0,MNIST,Schut,JEM Ensemble,2,0
-1,distance_from_energy,216.30343627929688,MNIST,Schut,JEM Ensemble,2,0
-1,distance_from_targets,305.28460693359375,MNIST,Schut,JEM Ensemble,2,0
-1,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,2,0
-1,set_size_penalty,3.2412392999941453,MNIST,Schut,JEM Ensemble,2,0
-1,validity,1.0,MNIST,Schut,JEM Ensemble,2,0
-2,distance,32.0,MNIST,Schut,JEM Ensemble,2,0
-2,distance_from_energy,221.0465850830078,MNIST,Schut,JEM Ensemble,2,0
-2,distance_from_targets,333.1250305175781,MNIST,Schut,JEM Ensemble,2,0
-2,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,2,0
-2,set_size_penalty,2.5297328395799195,MNIST,Schut,JEM Ensemble,2,0
-2,validity,1.0,MNIST,Schut,JEM Ensemble,2,0
-3,distance,48.0,MNIST,Schut,JEM Ensemble,2,0
-3,distance_from_energy,213.31080627441406,MNIST,Schut,JEM Ensemble,2,0
-3,distance_from_targets,348.84698486328125,MNIST,Schut,JEM Ensemble,2,0
-3,redundancy,0.9693877551020408,MNIST,Schut,JEM Ensemble,2,0
-3,set_size_penalty,2.794469303289303,MNIST,Schut,JEM Ensemble,2,0
-3,validity,1.0,MNIST,Schut,JEM Ensemble,2,0
-4,distance,26.0,MNIST,Schut,JEM Ensemble,2,0
-4,distance_from_energy,221.82044982910156,MNIST,Schut,JEM Ensemble,2,0
-4,distance_from_targets,353.3818664550781,MNIST,Schut,JEM Ensemble,2,0
-4,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,2,0
-4,set_size_penalty,3.162618947328734,MNIST,Schut,JEM Ensemble,2,0
-4,validity,1.0,MNIST,Schut,JEM Ensemble,2,0
-5,distance,32.0,MNIST,Schut,JEM Ensemble,2,0
-5,distance_from_energy,212.23097229003906,MNIST,Schut,JEM Ensemble,2,0
-5,distance_from_targets,346.1308288574219,MNIST,Schut,JEM Ensemble,2,0
-5,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,2,0
-5,set_size_penalty,2.5681504125835777,MNIST,Schut,JEM Ensemble,2,0
-5,validity,1.0,MNIST,Schut,JEM Ensemble,2,0
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,0
+1,distance_from_energy,212.80218505859375,MNIST,Schut,JEM Ensemble,2,0
+1,distance_from_targets,302.3883972167969,MNIST,Schut,JEM Ensemble,2,0
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,0
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,0
+1,validity,0.0,MNIST,Schut,JEM Ensemble,2,0
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,0
+2,distance_from_energy,213.42201232910156,MNIST,Schut,JEM Ensemble,2,0
+2,distance_from_targets,321.9500732421875,MNIST,Schut,JEM Ensemble,2,0
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,0
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,0
+2,validity,0.0,MNIST,Schut,JEM Ensemble,2,0
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,0
+3,distance_from_energy,216.8608856201172,MNIST,Schut,JEM Ensemble,2,0
+3,distance_from_targets,346.6145935058594,MNIST,Schut,JEM Ensemble,2,0
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,0
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,0
+3,validity,0.0,MNIST,Schut,JEM Ensemble,2,0
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,0
+4,distance_from_energy,222.2509765625,MNIST,Schut,JEM Ensemble,2,0
+4,distance_from_targets,348.5134582519531,MNIST,Schut,JEM Ensemble,2,0
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,0
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,0
+4,validity,0.0,MNIST,Schut,JEM Ensemble,2,0
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,0
+5,distance_from_energy,209.73570251464844,MNIST,Schut,JEM Ensemble,2,0
+5,distance_from_targets,337.4372253417969,MNIST,Schut,JEM Ensemble,2,0
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,0
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,0
+5,validity,0.0,MNIST,Schut,JEM Ensemble,2,0
 6,distance,156.22146606445312,MNIST,Wachter,MLP,2,0
 6,distance_from_energy,383.8826904296875,MNIST,Wachter,MLP,2,0
 6,distance_from_targets,443.0024108886719,MNIST,Wachter,MLP,2,0
@@ -8849,36 +8849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,2,0
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,2,0
 10,validity,1.0,MNIST,ECCCo,MLP,2,0
-6,distance,54.0,MNIST,Schut,MLP,2,0
-6,distance_from_energy,372.3554992675781,MNIST,Schut,MLP,2,0
-6,distance_from_targets,359.5628356933594,MNIST,Schut,MLP,2,0
-6,redundancy,0.9655612244897959,MNIST,Schut,MLP,2,0
-6,set_size_penalty,0.573710440423886,MNIST,Schut,MLP,2,0
-6,validity,1.0,MNIST,Schut,MLP,2,0
-7,distance,36.0,MNIST,Schut,MLP,2,0
-7,distance_from_energy,371.3104553222656,MNIST,Schut,MLP,2,0
-7,distance_from_targets,316.53387451171875,MNIST,Schut,MLP,2,0
-7,redundancy,0.9770408163265306,MNIST,Schut,MLP,2,0
-7,set_size_penalty,0.573651066057828,MNIST,Schut,MLP,2,0
-7,validity,1.0,MNIST,Schut,MLP,2,0
-8,distance,34.0,MNIST,Schut,MLP,2,0
-8,distance_from_energy,358.03973388671875,MNIST,Schut,MLP,2,0
-8,distance_from_targets,317.59332275390625,MNIST,Schut,MLP,2,0
-8,redundancy,0.9783163265306123,MNIST,Schut,MLP,2,0
-8,set_size_penalty,0.5709248597990928,MNIST,Schut,MLP,2,0
-8,validity,1.0,MNIST,Schut,MLP,2,0
-9,distance,46.0,MNIST,Schut,MLP,2,0
-9,distance_from_energy,374.54644775390625,MNIST,Schut,MLP,2,0
-9,distance_from_targets,343.2254943847656,MNIST,Schut,MLP,2,0
-9,redundancy,0.9706632653061225,MNIST,Schut,MLP,2,0
-9,set_size_penalty,0.5750670144109808,MNIST,Schut,MLP,2,0
-9,validity,1.0,MNIST,Schut,MLP,2,0
-10,distance,36.0,MNIST,Schut,MLP,2,0
-10,distance_from_energy,372.78350830078125,MNIST,Schut,MLP,2,0
-10,distance_from_targets,339.0240478515625,MNIST,Schut,MLP,2,0
-10,redundancy,0.9770408163265306,MNIST,Schut,MLP,2,0
-10,set_size_penalty,0.5702789292382129,MNIST,Schut,MLP,2,0
-10,validity,1.0,MNIST,Schut,MLP,2,0
+6,distance,10.000000953674316,MNIST,Schut,MLP,2,0
+6,distance_from_energy,385.3009033203125,MNIST,Schut,MLP,2,0
+6,distance_from_targets,361.22857666015625,MNIST,Schut,MLP,2,0
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,0
+6,set_size_penalty,0.0,MNIST,Schut,MLP,2,0
+6,validity,0.0,MNIST,Schut,MLP,2,0
+7,distance,10.000001907348633,MNIST,Schut,MLP,2,0
+7,distance_from_energy,374.9377746582031,MNIST,Schut,MLP,2,0
+7,distance_from_targets,314.77056884765625,MNIST,Schut,MLP,2,0
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,2,0
+7,set_size_penalty,0.0,MNIST,Schut,MLP,2,0
+7,validity,0.0,MNIST,Schut,MLP,2,0
+8,distance,10.000000953674316,MNIST,Schut,MLP,2,0
+8,distance_from_energy,357.2434387207031,MNIST,Schut,MLP,2,0
+8,distance_from_targets,314.969482421875,MNIST,Schut,MLP,2,0
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,0
+8,set_size_penalty,0.0,MNIST,Schut,MLP,2,0
+8,validity,0.0,MNIST,Schut,MLP,2,0
+9,distance,10.000001907348633,MNIST,Schut,MLP,2,0
+9,distance_from_energy,376.6415710449219,MNIST,Schut,MLP,2,0
+9,distance_from_targets,345.1617736816406,MNIST,Schut,MLP,2,0
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,0
+9,set_size_penalty,0.0,MNIST,Schut,MLP,2,0
+9,validity,0.0,MNIST,Schut,MLP,2,0
+10,distance,10.000001907348633,MNIST,Schut,MLP,2,0
+10,distance_from_energy,376.3084716796875,MNIST,Schut,MLP,2,0
+10,distance_from_targets,336.9244384765625,MNIST,Schut,MLP,2,0
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,0
+10,set_size_penalty,0.0,MNIST,Schut,MLP,2,0
+10,validity,0.0,MNIST,Schut,MLP,2,0
 11,distance,160.3567352294922,MNIST,Wachter,MLP Ensemble,2,0
 11,distance_from_energy,358.8287048339844,MNIST,Wachter,MLP Ensemble,2,0
 11,distance_from_targets,437.9615173339844,MNIST,Wachter,MLP Ensemble,2,0
@@ -8969,36 +8969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,2,0
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,2,0
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,2,0
-11,distance,60.0,MNIST,Schut,MLP Ensemble,2,0
-11,distance_from_energy,345.84454345703125,MNIST,Schut,MLP Ensemble,2,0
-11,distance_from_targets,353.5776062011719,MNIST,Schut,MLP Ensemble,2,0
-11,redundancy,0.9617346938775511,MNIST,Schut,MLP Ensemble,2,0
-11,set_size_penalty,0.312864305078838,MNIST,Schut,MLP Ensemble,2,0
-11,validity,1.0,MNIST,Schut,MLP Ensemble,2,0
-12,distance,36.0,MNIST,Schut,MLP Ensemble,2,0
-12,distance_from_energy,339.9307556152344,MNIST,Schut,MLP Ensemble,2,0
-12,distance_from_targets,261.1713562011719,MNIST,Schut,MLP Ensemble,2,0
-12,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,2,0
-12,set_size_penalty,0.295408887592439,MNIST,Schut,MLP Ensemble,2,0
-12,validity,1.0,MNIST,Schut,MLP Ensemble,2,0
-13,distance,46.0,MNIST,Schut,MLP Ensemble,2,0
-13,distance_from_energy,358.24957275390625,MNIST,Schut,MLP Ensemble,2,0
-13,distance_from_targets,304.84564208984375,MNIST,Schut,MLP Ensemble,2,0
-13,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,2,0
-13,set_size_penalty,0.30185230914517547,MNIST,Schut,MLP Ensemble,2,0
-13,validity,1.0,MNIST,Schut,MLP Ensemble,2,0
-14,distance,36.0,MNIST,Schut,MLP Ensemble,2,0
-14,distance_from_energy,341.2691650390625,MNIST,Schut,MLP Ensemble,2,0
-14,distance_from_targets,283.3250427246094,MNIST,Schut,MLP Ensemble,2,0
-14,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,2,0
-14,set_size_penalty,0.2990004418053809,MNIST,Schut,MLP Ensemble,2,0
-14,validity,1.0,MNIST,Schut,MLP Ensemble,2,0
-15,distance,68.0,MNIST,Schut,MLP Ensemble,2,0
-15,distance_from_energy,350.0186462402344,MNIST,Schut,MLP Ensemble,2,0
-15,distance_from_targets,374.2308349609375,MNIST,Schut,MLP Ensemble,2,0
-15,redundancy,0.9566326530612245,MNIST,Schut,MLP Ensemble,2,0
-15,set_size_penalty,0.30059988341105637,MNIST,Schut,MLP Ensemble,2,0
-15,validity,1.0,MNIST,Schut,MLP Ensemble,2,0
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,0
+11,distance_from_energy,351.901611328125,MNIST,Schut,MLP Ensemble,2,0
+11,distance_from_targets,352.5726623535156,MNIST,Schut,MLP Ensemble,2,0
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,0
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,0
+11,validity,0.0,MNIST,Schut,MLP Ensemble,2,0
+12,distance,10.0,MNIST,Schut,MLP Ensemble,2,0
+12,distance_from_energy,349.2388000488281,MNIST,Schut,MLP Ensemble,2,0
+12,distance_from_targets,264.606201171875,MNIST,Schut,MLP Ensemble,2,0
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,0
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,0
+12,validity,0.0,MNIST,Schut,MLP Ensemble,2,0
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,0
+13,distance_from_energy,367.26141357421875,MNIST,Schut,MLP Ensemble,2,0
+13,distance_from_targets,307.7854919433594,MNIST,Schut,MLP Ensemble,2,0
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,0
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,0
+13,validity,0.0,MNIST,Schut,MLP Ensemble,2,0
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,0
+14,distance_from_energy,347.5579833984375,MNIST,Schut,MLP Ensemble,2,0
+14,distance_from_targets,285.7061767578125,MNIST,Schut,MLP Ensemble,2,0
+14,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,2,0
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,0
+14,validity,0.0,MNIST,Schut,MLP Ensemble,2,0
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,0
+15,distance_from_energy,355.67144775390625,MNIST,Schut,MLP Ensemble,2,0
+15,distance_from_targets,375.8537902832031,MNIST,Schut,MLP Ensemble,2,0
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,0
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,0
+15,validity,0.0,MNIST,Schut,MLP Ensemble,2,0
 16,distance,118.45842742919922,MNIST,Wachter,JEM,2,0
 16,distance_from_energy,241.47581481933594,MNIST,Wachter,JEM,2,0
 16,distance_from_targets,423.23504638671875,MNIST,Wachter,JEM,2,0
@@ -9089,36 +9089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,2,0
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,2,0
 20,validity,1.0,MNIST,ECCCo,JEM,2,0
-16,distance,12.0,MNIST,Schut,JEM,2,0
-16,distance_from_energy,227.3912353515625,MNIST,Schut,JEM,2,0
-16,distance_from_targets,351.5214538574219,MNIST,Schut,JEM,2,0
-16,redundancy,0.9923469387755102,MNIST,Schut,JEM,2,0
-16,set_size_penalty,4.506375816771486,MNIST,Schut,JEM,2,0
-16,validity,1.0,MNIST,Schut,JEM,2,0
-17,distance,14.0,MNIST,Schut,JEM,2,0
-17,distance_from_energy,225.44134521484375,MNIST,Schut,JEM,2,0
-17,distance_from_targets,335.4382629394531,MNIST,Schut,JEM,2,0
-17,redundancy,0.9910714285714286,MNIST,Schut,JEM,2,0
-17,set_size_penalty,4.503459844162453,MNIST,Schut,JEM,2,0
-17,validity,1.0,MNIST,Schut,JEM,2,0
-18,distance,18.0,MNIST,Schut,JEM,2,0
-18,distance_from_energy,224.7421875,MNIST,Schut,JEM,2,0
-18,distance_from_targets,337.0802001953125,MNIST,Schut,JEM,2,0
-18,redundancy,0.9885204081632653,MNIST,Schut,JEM,2,0
-18,set_size_penalty,4.500300994977247,MNIST,Schut,JEM,2,0
-18,validity,1.0,MNIST,Schut,JEM,2,0
-19,distance,32.0,MNIST,Schut,JEM,2,0
-19,distance_from_energy,218.1053924560547,MNIST,Schut,JEM,2,0
-19,distance_from_targets,307.6127014160156,MNIST,Schut,JEM,2,0
-19,redundancy,0.9795918367346939,MNIST,Schut,JEM,2,0
-19,set_size_penalty,4.500142992886208,MNIST,Schut,JEM,2,0
-19,validity,1.0,MNIST,Schut,JEM,2,0
-20,distance,22.0,MNIST,Schut,JEM,2,0
-20,distance_from_energy,217.67327880859375,MNIST,Schut,JEM,2,0
-20,distance_from_targets,389.442626953125,MNIST,Schut,JEM,2,0
-20,redundancy,0.985969387755102,MNIST,Schut,JEM,2,0
-20,set_size_penalty,4.500242200514719,MNIST,Schut,JEM,2,0
-20,validity,1.0,MNIST,Schut,JEM,2,0
+16,distance,10.000001907348633,MNIST,Schut,JEM,2,0
+16,distance_from_energy,227.1249237060547,MNIST,Schut,JEM,2,0
+16,distance_from_targets,349.21148681640625,MNIST,Schut,JEM,2,0
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,0
+16,set_size_penalty,0.0,MNIST,Schut,JEM,2,0
+16,validity,0.0,MNIST,Schut,JEM,2,0
+17,distance,10.000001907348633,MNIST,Schut,JEM,2,0
+17,distance_from_energy,224.54400634765625,MNIST,Schut,JEM,2,0
+17,distance_from_targets,334.141357421875,MNIST,Schut,JEM,2,0
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,0
+17,set_size_penalty,0.0,MNIST,Schut,JEM,2,0
+17,validity,0.0,MNIST,Schut,JEM,2,0
+18,distance,10.000000953674316,MNIST,Schut,JEM,2,0
+18,distance_from_energy,224.763671875,MNIST,Schut,JEM,2,0
+18,distance_from_targets,331.9320068359375,MNIST,Schut,JEM,2,0
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,0
+18,set_size_penalty,0.0,MNIST,Schut,JEM,2,0
+18,validity,0.0,MNIST,Schut,JEM,2,0
+19,distance,10.000001907348633,MNIST,Schut,JEM,2,0
+19,distance_from_energy,217.38174438476562,MNIST,Schut,JEM,2,0
+19,distance_from_targets,302.8885498046875,MNIST,Schut,JEM,2,0
+19,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,0
+19,set_size_penalty,0.0,MNIST,Schut,JEM,2,0
+19,validity,0.0,MNIST,Schut,JEM,2,0
+20,distance,10.000001907348633,MNIST,Schut,JEM,2,0
+20,distance_from_energy,212.7058563232422,MNIST,Schut,JEM,2,0
+20,distance_from_targets,380.1978759765625,MNIST,Schut,JEM,2,0
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,0
+20,set_size_penalty,0.0,MNIST,Schut,JEM,2,0
+20,validity,0.0,MNIST,Schut,JEM,2,0
 1,distance,118.40877532958984,MNIST,Wachter,JEM Ensemble,2,1
 1,distance_from_energy,196.66419982910156,MNIST,Wachter,JEM Ensemble,2,1
 1,distance_from_targets,324.1535949707031,MNIST,Wachter,JEM Ensemble,2,1
@@ -9209,36 +9209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,2,1
 5,set_size_penalty,2.0676493830948255,MNIST,ECCCo,JEM Ensemble,2,1
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,2,1
-1,distance,18.0,MNIST,Schut,JEM Ensemble,2,1
-1,distance_from_energy,204.46533203125,MNIST,Schut,JEM Ensemble,2,1
-1,distance_from_targets,259.0713195800781,MNIST,Schut,JEM Ensemble,2,1
-1,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,2,1
-1,set_size_penalty,2.9456367585230416,MNIST,Schut,JEM Ensemble,2,1
-1,validity,1.0,MNIST,Schut,JEM Ensemble,2,1
-2,distance,12.0,MNIST,Schut,JEM Ensemble,2,1
-2,distance_from_energy,209.79226684570312,MNIST,Schut,JEM Ensemble,2,1
-2,distance_from_targets,257.2591857910156,MNIST,Schut,JEM Ensemble,2,1
-2,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,2,1
-2,set_size_penalty,2.6154356949015716,MNIST,Schut,JEM Ensemble,2,1
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,1
+1,distance_from_energy,205.80160522460938,MNIST,Schut,JEM Ensemble,2,1
+1,distance_from_targets,256.7606201171875,MNIST,Schut,JEM Ensemble,2,1
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,1
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,1
+1,validity,0.0,MNIST,Schut,JEM Ensemble,2,1
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,2,1
+2,distance_from_energy,209.3605499267578,MNIST,Schut,JEM Ensemble,2,1
+2,distance_from_targets,255.13510131835938,MNIST,Schut,JEM Ensemble,2,1
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,1
+2,set_size_penalty,3.098525320866208,MNIST,Schut,JEM Ensemble,2,1
 2,validity,1.0,MNIST,Schut,JEM Ensemble,2,1
-3,distance,32.0,MNIST,Schut,JEM Ensemble,2,1
-3,distance_from_energy,202.05148315429688,MNIST,Schut,JEM Ensemble,2,1
-3,distance_from_targets,262.1331481933594,MNIST,Schut,JEM Ensemble,2,1
-3,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,2,1
-3,set_size_penalty,3.279318828848738,MNIST,Schut,JEM Ensemble,2,1
-3,validity,1.0,MNIST,Schut,JEM Ensemble,2,1
-4,distance,24.0,MNIST,Schut,JEM Ensemble,2,1
-4,distance_from_energy,209.30215454101562,MNIST,Schut,JEM Ensemble,2,1
-4,distance_from_targets,265.807861328125,MNIST,Schut,JEM Ensemble,2,1
-4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,2,1
-4,set_size_penalty,2.75533575314897,MNIST,Schut,JEM Ensemble,2,1
-4,validity,1.0,MNIST,Schut,JEM Ensemble,2,1
-5,distance,34.0,MNIST,Schut,JEM Ensemble,2,1
-5,distance_from_energy,205.25587463378906,MNIST,Schut,JEM Ensemble,2,1
-5,distance_from_targets,267.838134765625,MNIST,Schut,JEM Ensemble,2,1
-5,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,2,1
-5,set_size_penalty,3.1805701843039245,MNIST,Schut,JEM Ensemble,2,1
-5,validity,1.0,MNIST,Schut,JEM Ensemble,2,1
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,2,1
+3,distance_from_energy,205.90916442871094,MNIST,Schut,JEM Ensemble,2,1
+3,distance_from_targets,263.49896240234375,MNIST,Schut,JEM Ensemble,2,1
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,1
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,1
+3,validity,0.0,MNIST,Schut,JEM Ensemble,2,1
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,2,1
+4,distance_from_energy,212.9478302001953,MNIST,Schut,JEM Ensemble,2,1
+4,distance_from_targets,266.72900390625,MNIST,Schut,JEM Ensemble,2,1
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,1
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,1
+4,validity,0.0,MNIST,Schut,JEM Ensemble,2,1
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,1
+5,distance_from_energy,208.8026885986328,MNIST,Schut,JEM Ensemble,2,1
+5,distance_from_targets,268.2882995605469,MNIST,Schut,JEM Ensemble,2,1
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,1
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,1
+5,validity,0.0,MNIST,Schut,JEM Ensemble,2,1
 6,distance,120.25708770751953,MNIST,Wachter,MLP,2,1
 6,distance_from_energy,389.5012512207031,MNIST,Wachter,MLP,2,1
 6,distance_from_targets,340.9910583496094,MNIST,Wachter,MLP,2,1
@@ -9329,36 +9329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,2,1
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,2,1
 10,validity,1.0,MNIST,ECCCo,MLP,2,1
-6,distance,16.0,MNIST,Schut,MLP,2,1
-6,distance_from_energy,376.33355712890625,MNIST,Schut,MLP,2,1
-6,distance_from_targets,258.76898193359375,MNIST,Schut,MLP,2,1
-6,redundancy,0.9897959183673469,MNIST,Schut,MLP,2,1
-6,set_size_penalty,0.573246979375404,MNIST,Schut,MLP,2,1
-6,validity,1.0,MNIST,Schut,MLP,2,1
-7,distance,32.0,MNIST,Schut,MLP,2,1
-7,distance_from_energy,380.8369445800781,MNIST,Schut,MLP,2,1
-7,distance_from_targets,269.0008239746094,MNIST,Schut,MLP,2,1
-7,redundancy,0.9795918367346939,MNIST,Schut,MLP,2,1
-7,set_size_penalty,0.5725955958543159,MNIST,Schut,MLP,2,1
-7,validity,1.0,MNIST,Schut,MLP,2,1
-8,distance,20.0,MNIST,Schut,MLP,2,1
-8,distance_from_energy,379.79913330078125,MNIST,Schut,MLP,2,1
-8,distance_from_targets,264.63250732421875,MNIST,Schut,MLP,2,1
+6,distance,10.000000953674316,MNIST,Schut,MLP,2,1
+6,distance_from_energy,376.0828857421875,MNIST,Schut,MLP,2,1
+6,distance_from_targets,256.65679931640625,MNIST,Schut,MLP,2,1
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,1
+6,set_size_penalty,0.0,MNIST,Schut,MLP,2,1
+6,validity,0.0,MNIST,Schut,MLP,2,1
+7,distance,10.0,MNIST,Schut,MLP,2,1
+7,distance_from_energy,386.2906188964844,MNIST,Schut,MLP,2,1
+7,distance_from_targets,271.49639892578125,MNIST,Schut,MLP,2,1
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,1
+7,set_size_penalty,0.0,MNIST,Schut,MLP,2,1
+7,validity,0.0,MNIST,Schut,MLP,2,1
+8,distance,10.000001907348633,MNIST,Schut,MLP,2,1
+8,distance_from_energy,378.9979553222656,MNIST,Schut,MLP,2,1
+8,distance_from_targets,258.8980712890625,MNIST,Schut,MLP,2,1
 8,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,1
-8,set_size_penalty,0.572929174912429,MNIST,Schut,MLP,2,1
-8,validity,1.0,MNIST,Schut,MLP,2,1
-9,distance,30.0,MNIST,Schut,MLP,2,1
-9,distance_from_energy,373.0824890136719,MNIST,Schut,MLP,2,1
-9,distance_from_targets,273.52716064453125,MNIST,Schut,MLP,2,1
-9,redundancy,0.9808673469387755,MNIST,Schut,MLP,2,1
-9,set_size_penalty,0.5694876238563595,MNIST,Schut,MLP,2,1
-9,validity,1.0,MNIST,Schut,MLP,2,1
-10,distance,24.0,MNIST,Schut,MLP,2,1
-10,distance_from_energy,373.1653137207031,MNIST,Schut,MLP,2,1
-10,distance_from_targets,261.260986328125,MNIST,Schut,MLP,2,1
-10,redundancy,0.9846938775510204,MNIST,Schut,MLP,2,1
-10,set_size_penalty,0.573542764148617,MNIST,Schut,MLP,2,1
-10,validity,1.0,MNIST,Schut,MLP,2,1
+8,set_size_penalty,0.0,MNIST,Schut,MLP,2,1
+8,validity,0.0,MNIST,Schut,MLP,2,1
+9,distance,10.000001907348633,MNIST,Schut,MLP,2,1
+9,distance_from_energy,376.6036376953125,MNIST,Schut,MLP,2,1
+9,distance_from_targets,269.5384521484375,MNIST,Schut,MLP,2,1
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,2,1
+9,set_size_penalty,0.0,MNIST,Schut,MLP,2,1
+9,validity,0.0,MNIST,Schut,MLP,2,1
+10,distance,10.000001907348633,MNIST,Schut,MLP,2,1
+10,distance_from_energy,373.8037109375,MNIST,Schut,MLP,2,1
+10,distance_from_targets,259.7286376953125,MNIST,Schut,MLP,2,1
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,1
+10,set_size_penalty,0.0,MNIST,Schut,MLP,2,1
+10,validity,0.0,MNIST,Schut,MLP,2,1
 11,distance,117.37068176269531,MNIST,Wachter,MLP Ensemble,2,1
 11,distance_from_energy,372.4128112792969,MNIST,Wachter,MLP Ensemble,2,1
 11,distance_from_targets,345.0753173828125,MNIST,Wachter,MLP Ensemble,2,1
@@ -9449,36 +9449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,2,1
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,2,1
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,2,1
-11,distance,16.0,MNIST,Schut,MLP Ensemble,2,1
-11,distance_from_energy,347.34344482421875,MNIST,Schut,MLP Ensemble,2,1
-11,distance_from_targets,267.9149169921875,MNIST,Schut,MLP Ensemble,2,1
-11,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,2,1
-11,set_size_penalty,0.2969022986015568,MNIST,Schut,MLP Ensemble,2,1
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,1
+11,distance_from_energy,348.094482421875,MNIST,Schut,MLP Ensemble,2,1
+11,distance_from_targets,265.63134765625,MNIST,Schut,MLP Ensemble,2,1
+11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,2,1
+11,set_size_penalty,0.7173035034071427,MNIST,Schut,MLP Ensemble,2,1
 11,validity,1.0,MNIST,Schut,MLP Ensemble,2,1
-12,distance,28.0,MNIST,Schut,MLP Ensemble,2,1
-12,distance_from_energy,338.4486999511719,MNIST,Schut,MLP Ensemble,2,1
-12,distance_from_targets,260.1278991699219,MNIST,Schut,MLP Ensemble,2,1
-12,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,2,1
-12,set_size_penalty,0.29724175369644446,MNIST,Schut,MLP Ensemble,2,1
-12,validity,1.0,MNIST,Schut,MLP Ensemble,2,1
-13,distance,20.0,MNIST,Schut,MLP Ensemble,2,1
-13,distance_from_energy,346.17327880859375,MNIST,Schut,MLP Ensemble,2,1
-13,distance_from_targets,253.72352600097656,MNIST,Schut,MLP Ensemble,2,1
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,2,1
+12,distance_from_energy,344.8520812988281,MNIST,Schut,MLP Ensemble,2,1
+12,distance_from_targets,258.65875244140625,MNIST,Schut,MLP Ensemble,2,1
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,1
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,1
+12,validity,0.0,MNIST,Schut,MLP Ensemble,2,1
+13,distance,10.0,MNIST,Schut,MLP Ensemble,2,1
+13,distance_from_energy,347.5902404785156,MNIST,Schut,MLP Ensemble,2,1
+13,distance_from_targets,251.6432647705078,MNIST,Schut,MLP Ensemble,2,1
 13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,1
-13,set_size_penalty,0.2942619405358782,MNIST,Schut,MLP Ensemble,2,1
-13,validity,1.0,MNIST,Schut,MLP Ensemble,2,1
-14,distance,36.0,MNIST,Schut,MLP Ensemble,2,1
-14,distance_from_energy,360.449462890625,MNIST,Schut,MLP Ensemble,2,1
-14,distance_from_targets,270.2091369628906,MNIST,Schut,MLP Ensemble,2,1
-14,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,2,1
-14,set_size_penalty,0.29928796255583423,MNIST,Schut,MLP Ensemble,2,1
-14,validity,1.0,MNIST,Schut,MLP Ensemble,2,1
-15,distance,32.0,MNIST,Schut,MLP Ensemble,2,1
-15,distance_from_energy,365.7001647949219,MNIST,Schut,MLP Ensemble,2,1
-15,distance_from_targets,264.536376953125,MNIST,Schut,MLP Ensemble,2,1
-15,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,2,1
-15,set_size_penalty,0.30477966749164653,MNIST,Schut,MLP Ensemble,2,1
-15,validity,1.0,MNIST,Schut,MLP Ensemble,2,1
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,1
+13,validity,0.0,MNIST,Schut,MLP Ensemble,2,1
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,1
+14,distance_from_energy,367.79998779296875,MNIST,Schut,MLP Ensemble,2,1
+14,distance_from_targets,268.8197937011719,MNIST,Schut,MLP Ensemble,2,1
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,1
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,1
+14,validity,0.0,MNIST,Schut,MLP Ensemble,2,1
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,2,1
+15,distance_from_energy,372.46112060546875,MNIST,Schut,MLP Ensemble,2,1
+15,distance_from_targets,264.5846862792969,MNIST,Schut,MLP Ensemble,2,1
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,1
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,1
+15,validity,0.0,MNIST,Schut,MLP Ensemble,2,1
 16,distance,111.09567260742188,MNIST,Wachter,JEM,2,1
 16,distance_from_energy,205.07740783691406,MNIST,Wachter,JEM,2,1
 16,distance_from_targets,344.0724182128906,MNIST,Wachter,JEM,2,1
@@ -9569,35 +9569,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,2,1
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,2,1
 20,validity,1.0,MNIST,ECCCo,JEM,2,1
-16,distance,6.0,MNIST,Schut,JEM,2,1
-16,distance_from_energy,211.17514038085938,MNIST,Schut,JEM,2,1
-16,distance_from_targets,279.697509765625,MNIST,Schut,JEM,2,1
-16,redundancy,0.9961734693877551,MNIST,Schut,JEM,2,1
-16,set_size_penalty,4.500111951805999,MNIST,Schut,JEM,2,1
+16,distance,5.30000114440918,MNIST,Schut,JEM,2,1
+16,distance_from_energy,209.94349670410156,MNIST,Schut,JEM,2,1
+16,distance_from_targets,277.7795715332031,MNIST,Schut,JEM,2,1
+16,redundancy,0.9910714285714286,MNIST,Schut,JEM,2,1
+16,set_size_penalty,4.505498395143692,MNIST,Schut,JEM,2,1
 16,validity,1.0,MNIST,Schut,JEM,2,1
-17,distance,14.0,MNIST,Schut,JEM,2,1
-17,distance_from_energy,198.8360137939453,MNIST,Schut,JEM,2,1
-17,distance_from_targets,265.185791015625,MNIST,Schut,JEM,2,1
-17,redundancy,0.9910714285714286,MNIST,Schut,JEM,2,1
-17,set_size_penalty,4.500674180980885,MNIST,Schut,JEM,2,1
-17,validity,1.0,MNIST,Schut,JEM,2,1
-18,distance,12.0,MNIST,Schut,JEM,2,1
-18,distance_from_energy,190.83580017089844,MNIST,Schut,JEM,2,1
-18,distance_from_targets,266.3450927734375,MNIST,Schut,JEM,2,1
-18,redundancy,0.9923469387755102,MNIST,Schut,JEM,2,1
-18,set_size_penalty,4.507300011242526,MNIST,Schut,JEM,2,1
-18,validity,1.0,MNIST,Schut,JEM,2,1
-19,distance,18.0,MNIST,Schut,JEM,2,1
-19,distance_from_energy,194.56558227539062,MNIST,Schut,JEM,2,1
-19,distance_from_targets,269.5546875,MNIST,Schut,JEM,2,1
-19,redundancy,0.9885204081632653,MNIST,Schut,JEM,2,1
-19,set_size_penalty,4.500340857818955,MNIST,Schut,JEM,2,1
-19,validity,1.0,MNIST,Schut,JEM,2,1
-20,distance,8.0,MNIST,Schut,JEM,2,1
-20,distance_from_energy,218.58323669433594,MNIST,Schut,JEM,2,1
-20,distance_from_targets,284.90057373046875,MNIST,Schut,JEM,2,1
-20,redundancy,0.9948979591836735,MNIST,Schut,JEM,2,1
-20,set_size_penalty,4.5000044464985995,MNIST,Schut,JEM,2,1
+17,distance,10.000000953674316,MNIST,Schut,JEM,2,1
+17,distance_from_energy,198.6625518798828,MNIST,Schut,JEM,2,1
+17,distance_from_targets,262.090087890625,MNIST,Schut,JEM,2,1
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,1
+17,set_size_penalty,0.0,MNIST,Schut,JEM,2,1
+17,validity,0.0,MNIST,Schut,JEM,2,1
+18,distance,10.000001907348633,MNIST,Schut,JEM,2,1
+18,distance_from_energy,188.90492248535156,MNIST,Schut,JEM,2,1
+18,distance_from_targets,264.1685791015625,MNIST,Schut,JEM,2,1
+18,redundancy,0.9834183673469388,MNIST,Schut,JEM,2,1
+18,set_size_penalty,0.0,MNIST,Schut,JEM,2,1
+18,validity,0.0,MNIST,Schut,JEM,2,1
+19,distance,10.000001907348633,MNIST,Schut,JEM,2,1
+19,distance_from_energy,195.8379669189453,MNIST,Schut,JEM,2,1
+19,distance_from_targets,267.1846008300781,MNIST,Schut,JEM,2,1
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,1
+19,set_size_penalty,0.0,MNIST,Schut,JEM,2,1
+19,validity,0.0,MNIST,Schut,JEM,2,1
+20,distance,7.200000762939453,MNIST,Schut,JEM,2,1
+20,distance_from_energy,217.98324584960938,MNIST,Schut,JEM,2,1
+20,distance_from_targets,281.9538269042969,MNIST,Schut,JEM,2,1
+20,redundancy,0.9897959183673469,MNIST,Schut,JEM,2,1
+20,set_size_penalty,4.50481346788565,MNIST,Schut,JEM,2,1
 20,validity,1.0,MNIST,Schut,JEM,2,1
 1,distance,144.78102111816406,MNIST,Wachter,JEM Ensemble,2,3
 1,distance_from_energy,245.77944946289062,MNIST,Wachter,JEM Ensemble,2,3
@@ -9689,35 +9689,35 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,2,3
 5,set_size_penalty,2.0676493830952407,MNIST,ECCCo,JEM Ensemble,2,3
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,2,3
-1,distance,34.0,MNIST,Schut,JEM Ensemble,2,3
-1,distance_from_energy,219.8932647705078,MNIST,Schut,JEM Ensemble,2,3
-1,distance_from_targets,352.3823547363281,MNIST,Schut,JEM Ensemble,2,3
-1,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,2,3
-1,set_size_penalty,3.342604707155642,MNIST,Schut,JEM Ensemble,2,3
-1,validity,1.0,MNIST,Schut,JEM Ensemble,2,3
-2,distance,36.0,MNIST,Schut,JEM Ensemble,2,3
-2,distance_from_energy,217.48419189453125,MNIST,Schut,JEM Ensemble,2,3
-2,distance_from_targets,319.1388854980469,MNIST,Schut,JEM Ensemble,2,3
-2,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,2,3
-2,set_size_penalty,2.8963116207353132,MNIST,Schut,JEM Ensemble,2,3
-2,validity,1.0,MNIST,Schut,JEM Ensemble,2,3
-3,distance,32.0,MNIST,Schut,JEM Ensemble,2,3
-3,distance_from_energy,209.2557373046875,MNIST,Schut,JEM Ensemble,2,3
-3,distance_from_targets,330.457275390625,MNIST,Schut,JEM Ensemble,2,3
-3,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,2,3
-3,set_size_penalty,3.1907369273809447,MNIST,Schut,JEM Ensemble,2,3
-3,validity,1.0,MNIST,Schut,JEM Ensemble,2,3
-4,distance,16.0,MNIST,Schut,JEM Ensemble,2,3
-4,distance_from_energy,180.78468322753906,MNIST,Schut,JEM Ensemble,2,3
-4,distance_from_targets,299.9525146484375,MNIST,Schut,JEM Ensemble,2,3
-4,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,2,3
-4,set_size_penalty,3.1365120876474615,MNIST,Schut,JEM Ensemble,2,3
-4,validity,1.0,MNIST,Schut,JEM Ensemble,2,3
-5,distance,14.0,MNIST,Schut,JEM Ensemble,2,3
-5,distance_from_energy,219.71548461914062,MNIST,Schut,JEM Ensemble,2,3
-5,distance_from_targets,325.6502990722656,MNIST,Schut,JEM Ensemble,2,3
-5,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,2,3
-5,set_size_penalty,2.965592730097122,MNIST,Schut,JEM Ensemble,2,3
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,3
+1,distance_from_energy,224.6055145263672,MNIST,Schut,JEM Ensemble,2,3
+1,distance_from_targets,350.7991638183594,MNIST,Schut,JEM Ensemble,2,3
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,3
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,3
+1,validity,0.0,MNIST,Schut,JEM Ensemble,2,3
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,3
+2,distance_from_energy,223.62625122070312,MNIST,Schut,JEM Ensemble,2,3
+2,distance_from_targets,322.4490966796875,MNIST,Schut,JEM Ensemble,2,3
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,3
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,3
+2,validity,0.0,MNIST,Schut,JEM Ensemble,2,3
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,2,3
+3,distance_from_energy,214.96702575683594,MNIST,Schut,JEM Ensemble,2,3
+3,distance_from_targets,333.6806335449219,MNIST,Schut,JEM Ensemble,2,3
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,3
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,3
+3,validity,0.0,MNIST,Schut,JEM Ensemble,2,3
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,3
+4,distance_from_energy,179.4170379638672,MNIST,Schut,JEM Ensemble,2,3
+4,distance_from_targets,299.5247497558594,MNIST,Schut,JEM Ensemble,2,3
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,3
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,3
+4,validity,0.0,MNIST,Schut,JEM Ensemble,2,3
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,3
+5,distance_from_energy,216.03671264648438,MNIST,Schut,JEM Ensemble,2,3
+5,distance_from_targets,320.23388671875,MNIST,Schut,JEM Ensemble,2,3
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,3
+5,set_size_penalty,3.2537183697677357,MNIST,Schut,JEM Ensemble,2,3
 5,validity,1.0,MNIST,Schut,JEM Ensemble,2,3
 6,distance,144.10684204101562,MNIST,Wachter,MLP,2,3
 6,distance_from_energy,368.442138671875,MNIST,Wachter,MLP,2,3
@@ -9809,36 +9809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,2,3
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,2,3
 10,validity,1.0,MNIST,ECCCo,MLP,2,3
-6,distance,34.0,MNIST,Schut,MLP,2,3
-6,distance_from_energy,364.23870849609375,MNIST,Schut,MLP,2,3
-6,distance_from_targets,281.3985900878906,MNIST,Schut,MLP,2,3
-6,redundancy,0.9783163265306123,MNIST,Schut,MLP,2,3
-6,set_size_penalty,0.5702565203567862,MNIST,Schut,MLP,2,3
-6,validity,1.0,MNIST,Schut,MLP,2,3
-7,distance,36.0,MNIST,Schut,MLP,2,3
-7,distance_from_energy,375.8624267578125,MNIST,Schut,MLP,2,3
-7,distance_from_targets,322.76361083984375,MNIST,Schut,MLP,2,3
-7,redundancy,0.9770408163265306,MNIST,Schut,MLP,2,3
-7,set_size_penalty,0.5731641601871622,MNIST,Schut,MLP,2,3
-7,validity,1.0,MNIST,Schut,MLP,2,3
-8,distance,36.0,MNIST,Schut,MLP,2,3
-8,distance_from_energy,372.435791015625,MNIST,Schut,MLP,2,3
-8,distance_from_targets,310.30126953125,MNIST,Schut,MLP,2,3
-8,redundancy,0.9770408163265306,MNIST,Schut,MLP,2,3
-8,set_size_penalty,0.5701576600186093,MNIST,Schut,MLP,2,3
-8,validity,1.0,MNIST,Schut,MLP,2,3
-9,distance,26.0,MNIST,Schut,MLP,2,3
-9,distance_from_energy,377.6221923828125,MNIST,Schut,MLP,2,3
-9,distance_from_targets,267.089111328125,MNIST,Schut,MLP,2,3
-9,redundancy,0.9834183673469388,MNIST,Schut,MLP,2,3
-9,set_size_penalty,0.5690246314563616,MNIST,Schut,MLP,2,3
-9,validity,1.0,MNIST,Schut,MLP,2,3
-10,distance,22.0,MNIST,Schut,MLP,2,3
-10,distance_from_energy,402.29937744140625,MNIST,Schut,MLP,2,3
-10,distance_from_targets,345.1719665527344,MNIST,Schut,MLP,2,3
-10,redundancy,0.985969387755102,MNIST,Schut,MLP,2,3
-10,set_size_penalty,0.5733923065186992,MNIST,Schut,MLP,2,3
-10,validity,1.0,MNIST,Schut,MLP,2,3
+6,distance,10.000001907348633,MNIST,Schut,MLP,2,3
+6,distance_from_energy,369.3564147949219,MNIST,Schut,MLP,2,3
+6,distance_from_targets,278.76373291015625,MNIST,Schut,MLP,2,3
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,3
+6,set_size_penalty,0.0,MNIST,Schut,MLP,2,3
+6,validity,0.0,MNIST,Schut,MLP,2,3
+7,distance,10.0,MNIST,Schut,MLP,2,3
+7,distance_from_energy,376.1571350097656,MNIST,Schut,MLP,2,3
+7,distance_from_targets,305.64215087890625,MNIST,Schut,MLP,2,3
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,3
+7,set_size_penalty,0.0,MNIST,Schut,MLP,2,3
+7,validity,0.0,MNIST,Schut,MLP,2,3
+8,distance,10.000001907348633,MNIST,Schut,MLP,2,3
+8,distance_from_energy,378.2052307128906,MNIST,Schut,MLP,2,3
+8,distance_from_targets,307.62554931640625,MNIST,Schut,MLP,2,3
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,3
+8,set_size_penalty,0.0,MNIST,Schut,MLP,2,3
+8,validity,0.0,MNIST,Schut,MLP,2,3
+9,distance,10.000001907348633,MNIST,Schut,MLP,2,3
+9,distance_from_energy,379.8198547363281,MNIST,Schut,MLP,2,3
+9,distance_from_targets,263.27880859375,MNIST,Schut,MLP,2,3
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,3
+9,set_size_penalty,0.0,MNIST,Schut,MLP,2,3
+9,validity,0.0,MNIST,Schut,MLP,2,3
+10,distance,10.000000953674316,MNIST,Schut,MLP,2,3
+10,distance_from_energy,403.8191833496094,MNIST,Schut,MLP,2,3
+10,distance_from_targets,344.1692810058594,MNIST,Schut,MLP,2,3
+10,redundancy,0.9846938775510204,MNIST,Schut,MLP,2,3
+10,set_size_penalty,0.0,MNIST,Schut,MLP,2,3
+10,validity,0.0,MNIST,Schut,MLP,2,3
 11,distance,127.0797119140625,MNIST,Wachter,MLP Ensemble,2,3
 11,distance_from_energy,368.44305419921875,MNIST,Wachter,MLP Ensemble,2,3
 11,distance_from_targets,358.4895935058594,MNIST,Wachter,MLP Ensemble,2,3
@@ -9929,36 +9929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,2,3
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,2,3
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,2,3
-11,distance,26.0,MNIST,Schut,MLP Ensemble,2,3
-11,distance_from_energy,345.8246765136719,MNIST,Schut,MLP Ensemble,2,3
-11,distance_from_targets,286.4708251953125,MNIST,Schut,MLP Ensemble,2,3
-11,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,2,3
-11,set_size_penalty,0.29536172864904,MNIST,Schut,MLP Ensemble,2,3
-11,validity,1.0,MNIST,Schut,MLP Ensemble,2,3
-12,distance,32.0,MNIST,Schut,MLP Ensemble,2,3
-12,distance_from_energy,355.966552734375,MNIST,Schut,MLP Ensemble,2,3
-12,distance_from_targets,281.61065673828125,MNIST,Schut,MLP Ensemble,2,3
-12,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,2,3
-12,set_size_penalty,0.36614683212627974,MNIST,Schut,MLP Ensemble,2,3
-12,validity,1.0,MNIST,Schut,MLP Ensemble,2,3
-13,distance,38.0,MNIST,Schut,MLP Ensemble,2,3
-13,distance_from_energy,348.0746154785156,MNIST,Schut,MLP Ensemble,2,3
-13,distance_from_targets,315.9642639160156,MNIST,Schut,MLP Ensemble,2,3
-13,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,2,3
-13,set_size_penalty,0.3124389176847744,MNIST,Schut,MLP Ensemble,2,3
-13,validity,1.0,MNIST,Schut,MLP Ensemble,2,3
-14,distance,28.0,MNIST,Schut,MLP Ensemble,2,3
-14,distance_from_energy,353.46307373046875,MNIST,Schut,MLP Ensemble,2,3
-14,distance_from_targets,331.511474609375,MNIST,Schut,MLP Ensemble,2,3
-14,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,2,3
-14,set_size_penalty,0.3016456365657283,MNIST,Schut,MLP Ensemble,2,3
-14,validity,1.0,MNIST,Schut,MLP Ensemble,2,3
-15,distance,42.0,MNIST,Schut,MLP Ensemble,2,3
-15,distance_from_energy,341.47442626953125,MNIST,Schut,MLP Ensemble,2,3
-15,distance_from_targets,297.07745361328125,MNIST,Schut,MLP Ensemble,2,3
-15,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,2,3
-15,set_size_penalty,0.30299415850830735,MNIST,Schut,MLP Ensemble,2,3
-15,validity,1.0,MNIST,Schut,MLP Ensemble,2,3
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,3
+11,distance_from_energy,349.5682678222656,MNIST,Schut,MLP Ensemble,2,3
+11,distance_from_targets,285.960693359375,MNIST,Schut,MLP Ensemble,2,3
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,3
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,3
+11,validity,0.0,MNIST,Schut,MLP Ensemble,2,3
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,3
+12,distance_from_energy,357.63348388671875,MNIST,Schut,MLP Ensemble,2,3
+12,distance_from_targets,271.7373046875,MNIST,Schut,MLP Ensemble,2,3
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,3
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,3
+12,validity,0.0,MNIST,Schut,MLP Ensemble,2,3
+13,distance,10.0,MNIST,Schut,MLP Ensemble,2,3
+13,distance_from_energy,356.4750671386719,MNIST,Schut,MLP Ensemble,2,3
+13,distance_from_targets,320.4311218261719,MNIST,Schut,MLP Ensemble,2,3
+13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,2,3
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,3
+13,validity,0.0,MNIST,Schut,MLP Ensemble,2,3
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,2,3
+14,distance_from_energy,356.987060546875,MNIST,Schut,MLP Ensemble,2,3
+14,distance_from_targets,331.007568359375,MNIST,Schut,MLP Ensemble,2,3
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,3
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,3
+14,validity,0.0,MNIST,Schut,MLP Ensemble,2,3
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,3
+15,distance_from_energy,350.5221862792969,MNIST,Schut,MLP Ensemble,2,3
+15,distance_from_targets,295.09222412109375,MNIST,Schut,MLP Ensemble,2,3
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,3
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,3
+15,validity,0.0,MNIST,Schut,MLP Ensemble,2,3
 16,distance,107.8697738647461,MNIST,Wachter,JEM,2,3
 16,distance_from_energy,222.3809356689453,MNIST,Wachter,JEM,2,3
 16,distance_from_targets,389.95782470703125,MNIST,Wachter,JEM,2,3
@@ -10049,36 +10049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,2,3
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,2,3
 20,validity,1.0,MNIST,ECCCo,JEM,2,3
-16,distance,6.0,MNIST,Schut,JEM,2,3
-16,distance_from_energy,205.90109252929688,MNIST,Schut,JEM,2,3
-16,distance_from_targets,326.1832275390625,MNIST,Schut,JEM,2,3
-16,redundancy,0.9961734693877551,MNIST,Schut,JEM,2,3
-16,set_size_penalty,4.499968061085812,MNIST,Schut,JEM,2,3
+16,distance,4.3000006675720215,MNIST,Schut,JEM,2,3
+16,distance_from_energy,204.67747497558594,MNIST,Schut,JEM,2,3
+16,distance_from_targets,324.7241516113281,MNIST,Schut,JEM,2,3
+16,redundancy,0.9936224489795918,MNIST,Schut,JEM,2,3
+16,set_size_penalty,4.50578406346009,MNIST,Schut,JEM,2,3
 16,validity,1.0,MNIST,Schut,JEM,2,3
-17,distance,16.0,MNIST,Schut,JEM,2,3
-17,distance_from_energy,207.43772888183594,MNIST,Schut,JEM,2,3
-17,distance_from_targets,314.3023986816406,MNIST,Schut,JEM,2,3
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,2,3
-17,set_size_penalty,4.500014517562511,MNIST,Schut,JEM,2,3
-17,validity,1.0,MNIST,Schut,JEM,2,3
-18,distance,10.0,MNIST,Schut,JEM,2,3
-18,distance_from_energy,236.90797424316406,MNIST,Schut,JEM,2,3
-18,distance_from_targets,296.10382080078125,MNIST,Schut,JEM,2,3
-18,redundancy,0.9936224489795918,MNIST,Schut,JEM,2,3
-18,set_size_penalty,4.500025215787415,MNIST,Schut,JEM,2,3
+17,distance,10.000000953674316,MNIST,Schut,JEM,2,3
+17,distance_from_energy,205.86720275878906,MNIST,Schut,JEM,2,3
+17,distance_from_targets,312.1143798828125,MNIST,Schut,JEM,2,3
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,3
+17,set_size_penalty,0.0,MNIST,Schut,JEM,2,3
+17,validity,0.0,MNIST,Schut,JEM,2,3
+18,distance,9.600001335144043,MNIST,Schut,JEM,2,3
+18,distance_from_energy,235.41050720214844,MNIST,Schut,JEM,2,3
+18,distance_from_targets,292.685302734375,MNIST,Schut,JEM,2,3
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,3
+18,set_size_penalty,4.503905753674811,MNIST,Schut,JEM,2,3
 18,validity,1.0,MNIST,Schut,JEM,2,3
-19,distance,14.0,MNIST,Schut,JEM,2,3
-19,distance_from_energy,223.64739990234375,MNIST,Schut,JEM,2,3
-19,distance_from_targets,296.3587646484375,MNIST,Schut,JEM,2,3
-19,redundancy,0.9910714285714286,MNIST,Schut,JEM,2,3
-19,set_size_penalty,4.500396097755927,MNIST,Schut,JEM,2,3
+19,distance,10.000001907348633,MNIST,Schut,JEM,2,3
+19,distance_from_energy,221.05101013183594,MNIST,Schut,JEM,2,3
+19,distance_from_targets,293.46661376953125,MNIST,Schut,JEM,2,3
+19,redundancy,0.9834183673469388,MNIST,Schut,JEM,2,3
+19,set_size_penalty,4.660216023432287,MNIST,Schut,JEM,2,3
 19,validity,1.0,MNIST,Schut,JEM,2,3
-20,distance,34.0,MNIST,Schut,JEM,2,3
-20,distance_from_energy,210.33197021484375,MNIST,Schut,JEM,2,3
-20,distance_from_targets,300.0027770996094,MNIST,Schut,JEM,2,3
-20,redundancy,0.9783163265306123,MNIST,Schut,JEM,2,3
-20,set_size_penalty,4.5004127594167915,MNIST,Schut,JEM,2,3
-20,validity,1.0,MNIST,Schut,JEM,2,3
+20,distance,10.000000953674316,MNIST,Schut,JEM,2,3
+20,distance_from_energy,208.2206573486328,MNIST,Schut,JEM,2,3
+20,distance_from_targets,292.86578369140625,MNIST,Schut,JEM,2,3
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,2,3
+20,set_size_penalty,0.0,MNIST,Schut,JEM,2,3
+20,validity,0.0,MNIST,Schut,JEM,2,3
 1,distance,127.6163101196289,MNIST,Wachter,JEM Ensemble,2,4
 1,distance_from_energy,239.33531188964844,MNIST,Wachter,JEM Ensemble,2,4
 1,distance_from_targets,374.4898376464844,MNIST,Wachter,JEM Ensemble,2,4
@@ -10169,36 +10169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,2,4
 5,set_size_penalty,2.067649383318933,MNIST,ECCCo,JEM Ensemble,2,4
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,2,4
-1,distance,22.0,MNIST,Schut,JEM Ensemble,2,4
-1,distance_from_energy,208.2526397705078,MNIST,Schut,JEM Ensemble,2,4
-1,distance_from_targets,295.29449462890625,MNIST,Schut,JEM Ensemble,2,4
-1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,4
-1,set_size_penalty,3.3648809396805923,MNIST,Schut,JEM Ensemble,2,4
-1,validity,1.0,MNIST,Schut,JEM Ensemble,2,4
-2,distance,32.0,MNIST,Schut,JEM Ensemble,2,4
-2,distance_from_energy,216.94873046875,MNIST,Schut,JEM Ensemble,2,4
-2,distance_from_targets,290.75006103515625,MNIST,Schut,JEM Ensemble,2,4
-2,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,2,4
-2,set_size_penalty,3.1276864068014154,MNIST,Schut,JEM Ensemble,2,4
-2,validity,1.0,MNIST,Schut,JEM Ensemble,2,4
-3,distance,44.0,MNIST,Schut,JEM Ensemble,2,4
-3,distance_from_energy,227.94207763671875,MNIST,Schut,JEM Ensemble,2,4
-3,distance_from_targets,311.88836669921875,MNIST,Schut,JEM Ensemble,2,4
-3,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,2,4
-3,set_size_penalty,3.2018839940783987,MNIST,Schut,JEM Ensemble,2,4
-3,validity,1.0,MNIST,Schut,JEM Ensemble,2,4
-4,distance,20.0,MNIST,Schut,JEM Ensemble,2,4
-4,distance_from_energy,231.46182250976562,MNIST,Schut,JEM Ensemble,2,4
-4,distance_from_targets,336.6231689453125,MNIST,Schut,JEM Ensemble,2,4
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,4
+1,distance_from_energy,208.4519500732422,MNIST,Schut,JEM Ensemble,2,4
+1,distance_from_targets,293.0710754394531,MNIST,Schut,JEM Ensemble,2,4
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,4
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,4
+1,validity,0.0,MNIST,Schut,JEM Ensemble,2,4
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,4
+2,distance_from_energy,216.32736206054688,MNIST,Schut,JEM Ensemble,2,4
+2,distance_from_targets,284.43292236328125,MNIST,Schut,JEM Ensemble,2,4
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,4
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,4
+2,validity,0.0,MNIST,Schut,JEM Ensemble,2,4
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,4
+3,distance_from_energy,228.54547119140625,MNIST,Schut,JEM Ensemble,2,4
+3,distance_from_targets,303.29949951171875,MNIST,Schut,JEM Ensemble,2,4
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,4
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,4
+3,validity,0.0,MNIST,Schut,JEM Ensemble,2,4
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,4
+4,distance_from_energy,229.55581665039062,MNIST,Schut,JEM Ensemble,2,4
+4,distance_from_targets,333.25457763671875,MNIST,Schut,JEM Ensemble,2,4
 4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,4
-4,set_size_penalty,3.477788458161715,MNIST,Schut,JEM Ensemble,2,4
-4,validity,1.0,MNIST,Schut,JEM Ensemble,2,4
-5,distance,34.0,MNIST,Schut,JEM Ensemble,2,4
-5,distance_from_energy,255.2065887451172,MNIST,Schut,JEM Ensemble,2,4
-5,distance_from_targets,328.9033508300781,MNIST,Schut,JEM Ensemble,2,4
-5,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,2,4
-5,set_size_penalty,3.5784542836333415,MNIST,Schut,JEM Ensemble,2,4
-5,validity,1.0,MNIST,Schut,JEM Ensemble,2,4
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,4
+4,validity,0.0,MNIST,Schut,JEM Ensemble,2,4
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,4
+5,distance_from_energy,254.0682373046875,MNIST,Schut,JEM Ensemble,2,4
+5,distance_from_targets,321.1984558105469,MNIST,Schut,JEM Ensemble,2,4
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,4
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,4
+5,validity,0.0,MNIST,Schut,JEM Ensemble,2,4
 6,distance,124.66352844238281,MNIST,Wachter,MLP,2,4
 6,distance_from_energy,402.0840759277344,MNIST,Wachter,MLP,2,4
 6,distance_from_targets,350.4624328613281,MNIST,Wachter,MLP,2,4
@@ -10289,36 +10289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,2,4
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,2,4
 10,validity,1.0,MNIST,ECCCo,MLP,2,4
-6,distance,24.0,MNIST,Schut,MLP,2,4
-6,distance_from_energy,373.1516418457031,MNIST,Schut,MLP,2,4
-6,distance_from_targets,266.3537902832031,MNIST,Schut,MLP,2,4
-6,redundancy,0.9846938775510204,MNIST,Schut,MLP,2,4
-6,set_size_penalty,0.5712858790784352,MNIST,Schut,MLP,2,4
-6,validity,1.0,MNIST,Schut,MLP,2,4
-7,distance,28.0,MNIST,Schut,MLP,2,4
-7,distance_from_energy,386.38726806640625,MNIST,Schut,MLP,2,4
-7,distance_from_targets,287.84588623046875,MNIST,Schut,MLP,2,4
-7,redundancy,0.9821428571428571,MNIST,Schut,MLP,2,4
-7,set_size_penalty,0.570222256642315,MNIST,Schut,MLP,2,4
-7,validity,1.0,MNIST,Schut,MLP,2,4
-8,distance,38.0,MNIST,Schut,MLP,2,4
-8,distance_from_energy,394.64007568359375,MNIST,Schut,MLP,2,4
-8,distance_from_targets,308.4304504394531,MNIST,Schut,MLP,2,4
-8,redundancy,0.9757653061224489,MNIST,Schut,MLP,2,4
-8,set_size_penalty,0.5695058517180167,MNIST,Schut,MLP,2,4
-8,validity,1.0,MNIST,Schut,MLP,2,4
-9,distance,22.0,MNIST,Schut,MLP,2,4
-9,distance_from_energy,383.9173889160156,MNIST,Schut,MLP,2,4
-9,distance_from_targets,281.51995849609375,MNIST,Schut,MLP,2,4
+6,distance,10.0,MNIST,Schut,MLP,2,4
+6,distance_from_energy,376.9908142089844,MNIST,Schut,MLP,2,4
+6,distance_from_targets,267.1501159667969,MNIST,Schut,MLP,2,4
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,2,4
+6,set_size_penalty,0.0,MNIST,Schut,MLP,2,4
+6,validity,0.0,MNIST,Schut,MLP,2,4
+7,distance,10.000001907348633,MNIST,Schut,MLP,2,4
+7,distance_from_energy,387.1490478515625,MNIST,Schut,MLP,2,4
+7,distance_from_targets,280.6217041015625,MNIST,Schut,MLP,2,4
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,4
+7,set_size_penalty,0.0,MNIST,Schut,MLP,2,4
+7,validity,0.0,MNIST,Schut,MLP,2,4
+8,distance,10.000001907348633,MNIST,Schut,MLP,2,4
+8,distance_from_energy,397.0829162597656,MNIST,Schut,MLP,2,4
+8,distance_from_targets,299.0610046386719,MNIST,Schut,MLP,2,4
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,4
+8,set_size_penalty,0.0,MNIST,Schut,MLP,2,4
+8,validity,0.0,MNIST,Schut,MLP,2,4
+9,distance,10.000001907348633,MNIST,Schut,MLP,2,4
+9,distance_from_energy,383.23382568359375,MNIST,Schut,MLP,2,4
+9,distance_from_targets,277.50579833984375,MNIST,Schut,MLP,2,4
 9,redundancy,0.985969387755102,MNIST,Schut,MLP,2,4
-9,set_size_penalty,0.5716611352088914,MNIST,Schut,MLP,2,4
-9,validity,1.0,MNIST,Schut,MLP,2,4
-10,distance,26.0,MNIST,Schut,MLP,2,4
-10,distance_from_energy,390.8638610839844,MNIST,Schut,MLP,2,4
-10,distance_from_targets,274.6979064941406,MNIST,Schut,MLP,2,4
-10,redundancy,0.9834183673469388,MNIST,Schut,MLP,2,4
-10,set_size_penalty,0.5723998018961096,MNIST,Schut,MLP,2,4
-10,validity,1.0,MNIST,Schut,MLP,2,4
+9,set_size_penalty,0.0,MNIST,Schut,MLP,2,4
+9,validity,0.0,MNIST,Schut,MLP,2,4
+10,distance,10.0,MNIST,Schut,MLP,2,4
+10,distance_from_energy,389.68768310546875,MNIST,Schut,MLP,2,4
+10,distance_from_targets,264.0110168457031,MNIST,Schut,MLP,2,4
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,4
+10,set_size_penalty,0.0,MNIST,Schut,MLP,2,4
+10,validity,0.0,MNIST,Schut,MLP,2,4
 11,distance,137.11651611328125,MNIST,Wachter,MLP Ensemble,2,4
 11,distance_from_energy,377.8087158203125,MNIST,Wachter,MLP Ensemble,2,4
 11,distance_from_targets,362.5225524902344,MNIST,Wachter,MLP Ensemble,2,4
@@ -10409,36 +10409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,2,4
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,2,4
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,2,4
-11,distance,30.0,MNIST,Schut,MLP Ensemble,2,4
-11,distance_from_energy,370.0311584472656,MNIST,Schut,MLP Ensemble,2,4
-11,distance_from_targets,285.88592529296875,MNIST,Schut,MLP Ensemble,2,4
-11,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,2,4
-11,set_size_penalty,0.2989555183146355,MNIST,Schut,MLP Ensemble,2,4
-11,validity,1.0,MNIST,Schut,MLP Ensemble,2,4
-12,distance,26.0,MNIST,Schut,MLP Ensemble,2,4
-12,distance_from_energy,375.112548828125,MNIST,Schut,MLP Ensemble,2,4
-12,distance_from_targets,271.2498779296875,MNIST,Schut,MLP Ensemble,2,4
-12,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,2,4
-12,set_size_penalty,0.3077076926478197,MNIST,Schut,MLP Ensemble,2,4
-12,validity,1.0,MNIST,Schut,MLP Ensemble,2,4
-13,distance,28.0,MNIST,Schut,MLP Ensemble,2,4
-13,distance_from_energy,372.58416748046875,MNIST,Schut,MLP Ensemble,2,4
-13,distance_from_targets,307.60589599609375,MNIST,Schut,MLP Ensemble,2,4
-13,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,2,4
-13,set_size_penalty,0.3012949343196287,MNIST,Schut,MLP Ensemble,2,4
-13,validity,1.0,MNIST,Schut,MLP Ensemble,2,4
-14,distance,38.0,MNIST,Schut,MLP Ensemble,2,4
-14,distance_from_energy,370.7919006347656,MNIST,Schut,MLP Ensemble,2,4
-14,distance_from_targets,327.6496887207031,MNIST,Schut,MLP Ensemble,2,4
-14,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,2,4
-14,set_size_penalty,0.2989306383093544,MNIST,Schut,MLP Ensemble,2,4
-14,validity,1.0,MNIST,Schut,MLP Ensemble,2,4
-15,distance,38.0,MNIST,Schut,MLP Ensemble,2,4
-15,distance_from_energy,364.1069641113281,MNIST,Schut,MLP Ensemble,2,4
-15,distance_from_targets,293.2474060058594,MNIST,Schut,MLP Ensemble,2,4
-15,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,2,4
-15,set_size_penalty,0.3002440397730246,MNIST,Schut,MLP Ensemble,2,4
-15,validity,1.0,MNIST,Schut,MLP Ensemble,2,4
+11,distance,10.0,MNIST,Schut,MLP Ensemble,2,4
+11,distance_from_energy,374.419189453125,MNIST,Schut,MLP Ensemble,2,4
+11,distance_from_targets,284.5602111816406,MNIST,Schut,MLP Ensemble,2,4
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,4
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,4
+11,validity,0.0,MNIST,Schut,MLP Ensemble,2,4
+12,distance,10.0,MNIST,Schut,MLP Ensemble,2,4
+12,distance_from_energy,376.406494140625,MNIST,Schut,MLP Ensemble,2,4
+12,distance_from_targets,266.2412414550781,MNIST,Schut,MLP Ensemble,2,4
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,4
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,4
+12,validity,0.0,MNIST,Schut,MLP Ensemble,2,4
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,4
+13,distance_from_energy,376.3846130371094,MNIST,Schut,MLP Ensemble,2,4
+13,distance_from_targets,309.632568359375,MNIST,Schut,MLP Ensemble,2,4
+13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,2,4
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,4
+13,validity,0.0,MNIST,Schut,MLP Ensemble,2,4
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,4
+14,distance_from_energy,374.893798828125,MNIST,Schut,MLP Ensemble,2,4
+14,distance_from_targets,320.4823913574219,MNIST,Schut,MLP Ensemble,2,4
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,4
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,4
+14,validity,0.0,MNIST,Schut,MLP Ensemble,2,4
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,4
+15,distance_from_energy,370.5243225097656,MNIST,Schut,MLP Ensemble,2,4
+15,distance_from_targets,290.4892578125,MNIST,Schut,MLP Ensemble,2,4
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,4
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,4
+15,validity,0.0,MNIST,Schut,MLP Ensemble,2,4
 16,distance,114.16835021972656,MNIST,Wachter,JEM,2,4
 16,distance_from_energy,215.55435180664062,MNIST,Wachter,JEM,2,4
 16,distance_from_targets,360.18341064453125,MNIST,Wachter,JEM,2,4
@@ -10529,36 +10529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,2,4
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,2,4
 20,validity,1.0,MNIST,ECCCo,JEM,2,4
-16,distance,18.0,MNIST,Schut,JEM,2,4
-16,distance_from_energy,208.97091674804688,MNIST,Schut,JEM,2,4
-16,distance_from_targets,293.5814514160156,MNIST,Schut,JEM,2,4
-16,redundancy,0.9885204081632653,MNIST,Schut,JEM,2,4
-16,set_size_penalty,4.4999956237598395,MNIST,Schut,JEM,2,4
-16,validity,1.0,MNIST,Schut,JEM,2,4
-17,distance,28.0,MNIST,Schut,JEM,2,4
-17,distance_from_energy,226.84576416015625,MNIST,Schut,JEM,2,4
-17,distance_from_targets,283.1675109863281,MNIST,Schut,JEM,2,4
-17,redundancy,0.9821428571428571,MNIST,Schut,JEM,2,4
-17,set_size_penalty,4.500048492630253,MNIST,Schut,JEM,2,4
-17,validity,1.0,MNIST,Schut,JEM,2,4
-18,distance,8.0,MNIST,Schut,JEM,2,4
-18,distance_from_energy,205.3042449951172,MNIST,Schut,JEM,2,4
-18,distance_from_targets,274.6084289550781,MNIST,Schut,JEM,2,4
-18,redundancy,0.9948979591836735,MNIST,Schut,JEM,2,4
-18,set_size_penalty,4.499963545581221,MNIST,Schut,JEM,2,4
+16,distance,10.000001907348633,MNIST,Schut,JEM,2,4
+16,distance_from_energy,209.79319763183594,MNIST,Schut,JEM,2,4
+16,distance_from_targets,292.5159606933594,MNIST,Schut,JEM,2,4
+16,redundancy,0.9834183673469388,MNIST,Schut,JEM,2,4
+16,set_size_penalty,0.0,MNIST,Schut,JEM,2,4
+16,validity,0.0,MNIST,Schut,JEM,2,4
+17,distance,10.000001907348633,MNIST,Schut,JEM,2,4
+17,distance_from_energy,223.51422119140625,MNIST,Schut,JEM,2,4
+17,distance_from_targets,274.0791320800781,MNIST,Schut,JEM,2,4
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,2,4
+17,set_size_penalty,0.0,MNIST,Schut,JEM,2,4
+17,validity,0.0,MNIST,Schut,JEM,2,4
+18,distance,6.400001049041748,MNIST,Schut,JEM,2,4
+18,distance_from_energy,204.19195556640625,MNIST,Schut,JEM,2,4
+18,distance_from_targets,272.35418701171875,MNIST,Schut,JEM,2,4
+18,redundancy,0.9910714285714286,MNIST,Schut,JEM,2,4
+18,set_size_penalty,4.50501491490757,MNIST,Schut,JEM,2,4
 18,validity,1.0,MNIST,Schut,JEM,2,4
-19,distance,24.0,MNIST,Schut,JEM,2,4
-19,distance_from_energy,221.55697631835938,MNIST,Schut,JEM,2,4
-19,distance_from_targets,292.2349548339844,MNIST,Schut,JEM,2,4
-19,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,4
-19,set_size_penalty,4.499993942997448,MNIST,Schut,JEM,2,4
-19,validity,1.0,MNIST,Schut,JEM,2,4
-20,distance,20.0,MNIST,Schut,JEM,2,4
-20,distance_from_energy,192.18637084960938,MNIST,Schut,JEM,2,4
-20,distance_from_targets,302.7190856933594,MNIST,Schut,JEM,2,4
-20,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,4
-20,set_size_penalty,4.503236320498342,MNIST,Schut,JEM,2,4
-20,validity,1.0,MNIST,Schut,JEM,2,4
+19,distance,10.000000953674316,MNIST,Schut,JEM,2,4
+19,distance_from_energy,220.65414428710938,MNIST,Schut,JEM,2,4
+19,distance_from_targets,288.1597900390625,MNIST,Schut,JEM,2,4
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,2,4
+19,set_size_penalty,0.0,MNIST,Schut,JEM,2,4
+19,validity,0.0,MNIST,Schut,JEM,2,4
+20,distance,10.000000953674316,MNIST,Schut,JEM,2,4
+20,distance_from_energy,194.42221069335938,MNIST,Schut,JEM,2,4
+20,distance_from_targets,300.4856262207031,MNIST,Schut,JEM,2,4
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,2,4
+20,set_size_penalty,0.0,MNIST,Schut,JEM,2,4
+20,validity,0.0,MNIST,Schut,JEM,2,4
 1,distance,148.49267578125,MNIST,Wachter,JEM Ensemble,2,5
 1,distance_from_energy,225.6688690185547,MNIST,Wachter,JEM Ensemble,2,5
 1,distance_from_targets,389.11285400390625,MNIST,Wachter,JEM Ensemble,2,5
@@ -10649,36 +10649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,2,5
 5,set_size_penalty,2.067649383094831,MNIST,ECCCo,JEM Ensemble,2,5
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,2,5
-1,distance,34.0,MNIST,Schut,JEM Ensemble,2,5
-1,distance_from_energy,209.04714965820312,MNIST,Schut,JEM Ensemble,2,5
-1,distance_from_targets,300.9290771484375,MNIST,Schut,JEM Ensemble,2,5
-1,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,2,5
-1,set_size_penalty,3.435798495590129,MNIST,Schut,JEM Ensemble,2,5
-1,validity,1.0,MNIST,Schut,JEM Ensemble,2,5
-2,distance,28.0,MNIST,Schut,JEM Ensemble,2,5
-2,distance_from_energy,210.4026336669922,MNIST,Schut,JEM Ensemble,2,5
-2,distance_from_targets,315.05743408203125,MNIST,Schut,JEM Ensemble,2,5
-2,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,2,5
-2,set_size_penalty,3.2052683574827165,MNIST,Schut,JEM Ensemble,2,5
-2,validity,1.0,MNIST,Schut,JEM Ensemble,2,5
-3,distance,4.0,MNIST,Schut,JEM Ensemble,2,5
-3,distance_from_energy,179.63568115234375,MNIST,Schut,JEM Ensemble,2,5
-3,distance_from_targets,275.08416748046875,MNIST,Schut,JEM Ensemble,2,5
-3,redundancy,0.9974489795918368,MNIST,Schut,JEM Ensemble,2,5
-3,set_size_penalty,2.8502112346620225,MNIST,Schut,JEM Ensemble,2,5
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,5
+1,distance_from_energy,214.49038696289062,MNIST,Schut,JEM Ensemble,2,5
+1,distance_from_targets,302.3000183105469,MNIST,Schut,JEM Ensemble,2,5
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,5
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,5
+1,validity,0.0,MNIST,Schut,JEM Ensemble,2,5
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,2,5
+2,distance_from_energy,210.4425811767578,MNIST,Schut,JEM Ensemble,2,5
+2,distance_from_targets,308.8836364746094,MNIST,Schut,JEM Ensemble,2,5
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,5
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,5
+2,validity,0.0,MNIST,Schut,JEM Ensemble,2,5
+3,distance,3.6000003814697266,MNIST,Schut,JEM Ensemble,2,5
+3,distance_from_energy,179.73785400390625,MNIST,Schut,JEM Ensemble,2,5
+3,distance_from_targets,275.40960693359375,MNIST,Schut,JEM Ensemble,2,5
+3,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,2,5
+3,set_size_penalty,2.9259703499876655,MNIST,Schut,JEM Ensemble,2,5
 3,validity,1.0,MNIST,Schut,JEM Ensemble,2,5
-4,distance,8.0,MNIST,Schut,JEM Ensemble,2,5
-4,distance_from_energy,211.65826416015625,MNIST,Schut,JEM Ensemble,2,5
-4,distance_from_targets,275.415771484375,MNIST,Schut,JEM Ensemble,2,5
-4,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,2,5
-4,set_size_penalty,2.7691555539203745,MNIST,Schut,JEM Ensemble,2,5
+4,distance,7.600001335144043,MNIST,Schut,JEM Ensemble,2,5
+4,distance_from_energy,211.03945922851562,MNIST,Schut,JEM Ensemble,2,5
+4,distance_from_targets,275.025634765625,MNIST,Schut,JEM Ensemble,2,5
+4,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,2,5
+4,set_size_penalty,2.7717898222287074,MNIST,Schut,JEM Ensemble,2,5
 4,validity,1.0,MNIST,Schut,JEM Ensemble,2,5
-5,distance,40.0,MNIST,Schut,JEM Ensemble,2,5
-5,distance_from_energy,219.7906036376953,MNIST,Schut,JEM Ensemble,2,5
-5,distance_from_targets,333.1054382324219,MNIST,Schut,JEM Ensemble,2,5
-5,redundancy,0.9744897959183674,MNIST,Schut,JEM Ensemble,2,5
-5,set_size_penalty,2.775619140119738,MNIST,Schut,JEM Ensemble,2,5
-5,validity,1.0,MNIST,Schut,JEM Ensemble,2,5
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,5
+5,distance_from_energy,219.376953125,MNIST,Schut,JEM Ensemble,2,5
+5,distance_from_targets,327.8591613769531,MNIST,Schut,JEM Ensemble,2,5
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,5
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,5
+5,validity,0.0,MNIST,Schut,JEM Ensemble,2,5
 6,distance,125.6175537109375,MNIST,Wachter,MLP,2,5
 6,distance_from_energy,382.1592712402344,MNIST,Wachter,MLP,2,5
 6,distance_from_targets,424.2732238769531,MNIST,Wachter,MLP,2,5
@@ -10769,36 +10769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,2,5
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,2,5
 10,validity,1.0,MNIST,ECCCo,MLP,2,5
-6,distance,24.0,MNIST,Schut,MLP,2,5
-6,distance_from_energy,374.615478515625,MNIST,Schut,MLP,2,5
-6,distance_from_targets,362.41387939453125,MNIST,Schut,MLP,2,5
+6,distance,10.000000953674316,MNIST,Schut,MLP,2,5
+6,distance_from_energy,373.4239807128906,MNIST,Schut,MLP,2,5
+6,distance_from_targets,351.451904296875,MNIST,Schut,MLP,2,5
 6,redundancy,0.9846938775510204,MNIST,Schut,MLP,2,5
-6,set_size_penalty,0.5706998612517558,MNIST,Schut,MLP,2,5
-6,validity,1.0,MNIST,Schut,MLP,2,5
-7,distance,28.0,MNIST,Schut,MLP,2,5
-7,distance_from_energy,391.1654052734375,MNIST,Schut,MLP,2,5
-7,distance_from_targets,327.20355224609375,MNIST,Schut,MLP,2,5
-7,redundancy,0.9821428571428571,MNIST,Schut,MLP,2,5
-7,set_size_penalty,0.569915027150065,MNIST,Schut,MLP,2,5
-7,validity,1.0,MNIST,Schut,MLP,2,5
-8,distance,42.0,MNIST,Schut,MLP,2,5
-8,distance_from_energy,379.2325744628906,MNIST,Schut,MLP,2,5
-8,distance_from_targets,300.47314453125,MNIST,Schut,MLP,2,5
-8,redundancy,0.9732142857142857,MNIST,Schut,MLP,2,5
-8,set_size_penalty,0.5710084394200416,MNIST,Schut,MLP,2,5
-8,validity,1.0,MNIST,Schut,MLP,2,5
-9,distance,40.0,MNIST,Schut,MLP,2,5
-9,distance_from_energy,377.8968811035156,MNIST,Schut,MLP,2,5
-9,distance_from_targets,355.72552490234375,MNIST,Schut,MLP,2,5
-9,redundancy,0.9744897959183674,MNIST,Schut,MLP,2,5
-9,set_size_penalty,0.571661802837677,MNIST,Schut,MLP,2,5
-9,validity,1.0,MNIST,Schut,MLP,2,5
-10,distance,44.0,MNIST,Schut,MLP,2,5
-10,distance_from_energy,394.1864929199219,MNIST,Schut,MLP,2,5
-10,distance_from_targets,342.2630615234375,MNIST,Schut,MLP,2,5
-10,redundancy,0.9719387755102041,MNIST,Schut,MLP,2,5
-10,set_size_penalty,0.5712346752341839,MNIST,Schut,MLP,2,5
-10,validity,1.0,MNIST,Schut,MLP,2,5
+6,set_size_penalty,0.0,MNIST,Schut,MLP,2,5
+6,validity,0.0,MNIST,Schut,MLP,2,5
+7,distance,10.000001907348633,MNIST,Schut,MLP,2,5
+7,distance_from_energy,396.278564453125,MNIST,Schut,MLP,2,5
+7,distance_from_targets,325.42852783203125,MNIST,Schut,MLP,2,5
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,2,5
+7,set_size_penalty,0.0,MNIST,Schut,MLP,2,5
+7,validity,0.0,MNIST,Schut,MLP,2,5
+8,distance,10.000001907348633,MNIST,Schut,MLP,2,5
+8,distance_from_energy,387.88671875,MNIST,Schut,MLP,2,5
+8,distance_from_targets,300.88836669921875,MNIST,Schut,MLP,2,5
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,5
+8,set_size_penalty,0.0,MNIST,Schut,MLP,2,5
+8,validity,0.0,MNIST,Schut,MLP,2,5
+9,distance,10.000000953674316,MNIST,Schut,MLP,2,5
+9,distance_from_energy,387.9288024902344,MNIST,Schut,MLP,2,5
+9,distance_from_targets,360.09320068359375,MNIST,Schut,MLP,2,5
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,2,5
+9,set_size_penalty,0.0,MNIST,Schut,MLP,2,5
+9,validity,0.0,MNIST,Schut,MLP,2,5
+10,distance,10.000001907348633,MNIST,Schut,MLP,2,5
+10,distance_from_energy,391.4969787597656,MNIST,Schut,MLP,2,5
+10,distance_from_targets,335.310302734375,MNIST,Schut,MLP,2,5
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,5
+10,set_size_penalty,0.0,MNIST,Schut,MLP,2,5
+10,validity,0.0,MNIST,Schut,MLP,2,5
 11,distance,146.32901000976562,MNIST,Wachter,MLP Ensemble,2,5
 11,distance_from_energy,368.7481384277344,MNIST,Wachter,MLP Ensemble,2,5
 11,distance_from_targets,411.0011291503906,MNIST,Wachter,MLP Ensemble,2,5
@@ -10889,36 +10889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,2,5
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,2,5
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,2,5
-11,distance,48.0,MNIST,Schut,MLP Ensemble,2,5
-11,distance_from_energy,359.2231750488281,MNIST,Schut,MLP Ensemble,2,5
-11,distance_from_targets,325.54766845703125,MNIST,Schut,MLP Ensemble,2,5
-11,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,2,5
-11,set_size_penalty,0.29854977949783557,MNIST,Schut,MLP Ensemble,2,5
-11,validity,1.0,MNIST,Schut,MLP Ensemble,2,5
-12,distance,32.0,MNIST,Schut,MLP Ensemble,2,5
-12,distance_from_energy,356.8703918457031,MNIST,Schut,MLP Ensemble,2,5
-12,distance_from_targets,308.3503723144531,MNIST,Schut,MLP Ensemble,2,5
-12,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,2,5
-12,set_size_penalty,0.2945367736746436,MNIST,Schut,MLP Ensemble,2,5
-12,validity,1.0,MNIST,Schut,MLP Ensemble,2,5
-13,distance,52.0,MNIST,Schut,MLP Ensemble,2,5
-13,distance_from_energy,353.9248962402344,MNIST,Schut,MLP Ensemble,2,5
-13,distance_from_targets,313.3952941894531,MNIST,Schut,MLP Ensemble,2,5
-13,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,2,5
-13,set_size_penalty,0.30139695979291825,MNIST,Schut,MLP Ensemble,2,5
-13,validity,1.0,MNIST,Schut,MLP Ensemble,2,5
-14,distance,32.0,MNIST,Schut,MLP Ensemble,2,5
-14,distance_from_energy,358.2689514160156,MNIST,Schut,MLP Ensemble,2,5
-14,distance_from_targets,305.919189453125,MNIST,Schut,MLP Ensemble,2,5
-14,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,2,5
-14,set_size_penalty,0.32992681535863255,MNIST,Schut,MLP Ensemble,2,5
-14,validity,1.0,MNIST,Schut,MLP Ensemble,2,5
-15,distance,38.0,MNIST,Schut,MLP Ensemble,2,5
-15,distance_from_energy,352.1864929199219,MNIST,Schut,MLP Ensemble,2,5
-15,distance_from_targets,285.5401306152344,MNIST,Schut,MLP Ensemble,2,5
-15,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,2,5
-15,set_size_penalty,0.30045456163031803,MNIST,Schut,MLP Ensemble,2,5
-15,validity,1.0,MNIST,Schut,MLP Ensemble,2,5
+11,distance,10.0,MNIST,Schut,MLP Ensemble,2,5
+11,distance_from_energy,364.4742126464844,MNIST,Schut,MLP Ensemble,2,5
+11,distance_from_targets,331.2374267578125,MNIST,Schut,MLP Ensemble,2,5
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,5
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,5
+11,validity,0.0,MNIST,Schut,MLP Ensemble,2,5
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,5
+12,distance_from_energy,355.73162841796875,MNIST,Schut,MLP Ensemble,2,5
+12,distance_from_targets,300.8599853515625,MNIST,Schut,MLP Ensemble,2,5
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,5
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,5
+12,validity,0.0,MNIST,Schut,MLP Ensemble,2,5
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,2,5
+13,distance_from_energy,365.2432556152344,MNIST,Schut,MLP Ensemble,2,5
+13,distance_from_targets,316.8354797363281,MNIST,Schut,MLP Ensemble,2,5
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,5
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,5
+13,validity,0.0,MNIST,Schut,MLP Ensemble,2,5
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,5
+14,distance_from_energy,359.0303955078125,MNIST,Schut,MLP Ensemble,2,5
+14,distance_from_targets,294.62481689453125,MNIST,Schut,MLP Ensemble,2,5
+14,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,2,5
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,5
+14,validity,0.0,MNIST,Schut,MLP Ensemble,2,5
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,5
+15,distance_from_energy,359.7896728515625,MNIST,Schut,MLP Ensemble,2,5
+15,distance_from_targets,285.43853759765625,MNIST,Schut,MLP Ensemble,2,5
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,5
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,5
+15,validity,0.0,MNIST,Schut,MLP Ensemble,2,5
 16,distance,162.43312072753906,MNIST,Wachter,JEM,2,5
 16,distance_from_energy,274.6158447265625,MNIST,Wachter,JEM,2,5
 16,distance_from_targets,435.3009338378906,MNIST,Wachter,JEM,2,5
@@ -11009,36 +11009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,2,5
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,2,5
 20,validity,1.0,MNIST,ECCCo,JEM,2,5
-16,distance,50.0,MNIST,Schut,JEM,2,5
-16,distance_from_energy,261.94097900390625,MNIST,Schut,JEM,2,5
-16,distance_from_targets,364.1629943847656,MNIST,Schut,JEM,2,5
-16,redundancy,0.9681122448979592,MNIST,Schut,JEM,2,5
-16,set_size_penalty,4.501494623646097,MNIST,Schut,JEM,2,5
-16,validity,1.0,MNIST,Schut,JEM,2,5
-17,distance,12.0,MNIST,Schut,JEM,2,5
-17,distance_from_energy,237.2236328125,MNIST,Schut,JEM,2,5
-17,distance_from_targets,331.3879699707031,MNIST,Schut,JEM,2,5
-17,redundancy,0.9923469387755102,MNIST,Schut,JEM,2,5
-17,set_size_penalty,4.506852876203546,MNIST,Schut,JEM,2,5
-17,validity,1.0,MNIST,Schut,JEM,2,5
-18,distance,22.0,MNIST,Schut,JEM,2,5
-18,distance_from_energy,272.5740966796875,MNIST,Schut,JEM,2,5
-18,distance_from_targets,334.0518798828125,MNIST,Schut,JEM,2,5
-18,redundancy,0.985969387755102,MNIST,Schut,JEM,2,5
-18,set_size_penalty,4.500173337765844,MNIST,Schut,JEM,2,5
-18,validity,1.0,MNIST,Schut,JEM,2,5
-19,distance,32.0,MNIST,Schut,JEM,2,5
-19,distance_from_energy,214.08612060546875,MNIST,Schut,JEM,2,5
-19,distance_from_targets,303.0849609375,MNIST,Schut,JEM,2,5
-19,redundancy,0.9795918367346939,MNIST,Schut,JEM,2,5
-19,set_size_penalty,4.50115523344114,MNIST,Schut,JEM,2,5
-19,validity,1.0,MNIST,Schut,JEM,2,5
-20,distance,26.0,MNIST,Schut,JEM,2,5
-20,distance_from_energy,222.92222595214844,MNIST,Schut,JEM,2,5
-20,distance_from_targets,342.03594970703125,MNIST,Schut,JEM,2,5
-20,redundancy,0.9834183673469388,MNIST,Schut,JEM,2,5
-20,set_size_penalty,4.5019598343241,MNIST,Schut,JEM,2,5
-20,validity,1.0,MNIST,Schut,JEM,2,5
+16,distance,10.000001907348633,MNIST,Schut,JEM,2,5
+16,distance_from_energy,257.77178955078125,MNIST,Schut,JEM,2,5
+16,distance_from_targets,349.01226806640625,MNIST,Schut,JEM,2,5
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,2,5
+16,set_size_penalty,0.0,MNIST,Schut,JEM,2,5
+16,validity,0.0,MNIST,Schut,JEM,2,5
+17,distance,10.000001907348633,MNIST,Schut,JEM,2,5
+17,distance_from_energy,237.58416748046875,MNIST,Schut,JEM,2,5
+17,distance_from_targets,331.70294189453125,MNIST,Schut,JEM,2,5
+17,redundancy,0.9834183673469388,MNIST,Schut,JEM,2,5
+17,set_size_penalty,0.0,MNIST,Schut,JEM,2,5
+17,validity,0.0,MNIST,Schut,JEM,2,5
+18,distance,10.000001907348633,MNIST,Schut,JEM,2,5
+18,distance_from_energy,268.7891845703125,MNIST,Schut,JEM,2,5
+18,distance_from_targets,324.8697204589844,MNIST,Schut,JEM,2,5
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,5
+18,set_size_penalty,0.0,MNIST,Schut,JEM,2,5
+18,validity,0.0,MNIST,Schut,JEM,2,5
+19,distance,10.000000953674316,MNIST,Schut,JEM,2,5
+19,distance_from_energy,214.0812530517578,MNIST,Schut,JEM,2,5
+19,distance_from_targets,299.1190490722656,MNIST,Schut,JEM,2,5
+19,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,5
+19,set_size_penalty,0.0,MNIST,Schut,JEM,2,5
+19,validity,0.0,MNIST,Schut,JEM,2,5
+20,distance,10.000000953674316,MNIST,Schut,JEM,2,5
+20,distance_from_energy,227.60125732421875,MNIST,Schut,JEM,2,5
+20,distance_from_targets,341.2362365722656,MNIST,Schut,JEM,2,5
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,5
+20,set_size_penalty,0.0,MNIST,Schut,JEM,2,5
+20,validity,0.0,MNIST,Schut,JEM,2,5
 1,distance,111.89382934570312,MNIST,Wachter,JEM Ensemble,2,6
 1,distance_from_energy,228.1241455078125,MNIST,Wachter,JEM Ensemble,2,6
 1,distance_from_targets,363.1051025390625,MNIST,Wachter,JEM Ensemble,2,6
@@ -11129,36 +11129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,2,6
 5,set_size_penalty,2.0676493830948406,MNIST,ECCCo,JEM Ensemble,2,6
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,2,6
-1,distance,12.0,MNIST,Schut,JEM Ensemble,2,6
-1,distance_from_energy,224.7003173828125,MNIST,Schut,JEM Ensemble,2,6
-1,distance_from_targets,294.4861755371094,MNIST,Schut,JEM Ensemble,2,6
-1,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,2,6
-1,set_size_penalty,3.166809120103026,MNIST,Schut,JEM Ensemble,2,6
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,6
+1,distance_from_energy,222.21255493164062,MNIST,Schut,JEM Ensemble,2,6
+1,distance_from_targets,291.5753173828125,MNIST,Schut,JEM Ensemble,2,6
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,6
+1,set_size_penalty,3.1612860279342767,MNIST,Schut,JEM Ensemble,2,6
 1,validity,1.0,MNIST,Schut,JEM Ensemble,2,6
-2,distance,20.0,MNIST,Schut,JEM Ensemble,2,6
-2,distance_from_energy,194.96742248535156,MNIST,Schut,JEM Ensemble,2,6
-2,distance_from_targets,279.6246337890625,MNIST,Schut,JEM Ensemble,2,6
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,6
+2,distance_from_energy,194.9118194580078,MNIST,Schut,JEM Ensemble,2,6
+2,distance_from_targets,274.5757141113281,MNIST,Schut,JEM Ensemble,2,6
 2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,6
-2,set_size_penalty,3.448896004450174,MNIST,Schut,JEM Ensemble,2,6
-2,validity,1.0,MNIST,Schut,JEM Ensemble,2,6
-3,distance,14.0,MNIST,Schut,JEM Ensemble,2,6
-3,distance_from_energy,182.8763427734375,MNIST,Schut,JEM Ensemble,2,6
-3,distance_from_targets,283.30810546875,MNIST,Schut,JEM Ensemble,2,6
-3,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,2,6
-3,set_size_penalty,2.668639645909737,MNIST,Schut,JEM Ensemble,2,6
-3,validity,1.0,MNIST,Schut,JEM Ensemble,2,6
-4,distance,18.0,MNIST,Schut,JEM Ensemble,2,6
-4,distance_from_energy,195.62173461914062,MNIST,Schut,JEM Ensemble,2,6
-4,distance_from_targets,284.3861083984375,MNIST,Schut,JEM Ensemble,2,6
-4,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,2,6
-4,set_size_penalty,3.1257083222433257,MNIST,Schut,JEM Ensemble,2,6
-4,validity,1.0,MNIST,Schut,JEM Ensemble,2,6
-5,distance,18.0,MNIST,Schut,JEM Ensemble,2,6
-5,distance_from_energy,197.4638214111328,MNIST,Schut,JEM Ensemble,2,6
-5,distance_from_targets,289.9831848144531,MNIST,Schut,JEM Ensemble,2,6
-5,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,2,6
-5,set_size_penalty,2.6225819422357666,MNIST,Schut,JEM Ensemble,2,6
-5,validity,1.0,MNIST,Schut,JEM Ensemble,2,6
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,6
+2,validity,0.0,MNIST,Schut,JEM Ensemble,2,6
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,6
+3,distance_from_energy,182.18414306640625,MNIST,Schut,JEM Ensemble,2,6
+3,distance_from_targets,279.9013671875,MNIST,Schut,JEM Ensemble,2,6
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,6
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,6
+3,validity,0.0,MNIST,Schut,JEM Ensemble,2,6
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,2,6
+4,distance_from_energy,193.2154083251953,MNIST,Schut,JEM Ensemble,2,6
+4,distance_from_targets,279.6394958496094,MNIST,Schut,JEM Ensemble,2,6
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,6
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,6
+4,validity,0.0,MNIST,Schut,JEM Ensemble,2,6
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,6
+5,distance_from_energy,196.5023956298828,MNIST,Schut,JEM Ensemble,2,6
+5,distance_from_targets,285.6622619628906,MNIST,Schut,JEM Ensemble,2,6
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,6
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,6
+5,validity,0.0,MNIST,Schut,JEM Ensemble,2,6
 6,distance,115.74713897705078,MNIST,Wachter,MLP,2,6
 6,distance_from_energy,397.1649475097656,MNIST,Wachter,MLP,2,6
 6,distance_from_targets,330.69482421875,MNIST,Wachter,MLP,2,6
@@ -11249,36 +11249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,2,6
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,2,6
 10,validity,1.0,MNIST,ECCCo,MLP,2,6
-6,distance,22.0,MNIST,Schut,MLP,2,6
-6,distance_from_energy,379.63983154296875,MNIST,Schut,MLP,2,6
-6,distance_from_targets,267.2433166503906,MNIST,Schut,MLP,2,6
-6,redundancy,0.985969387755102,MNIST,Schut,MLP,2,6
-6,set_size_penalty,0.5702433316736539,MNIST,Schut,MLP,2,6
-6,validity,1.0,MNIST,Schut,MLP,2,6
-7,distance,6.0,MNIST,Schut,MLP,2,6
-7,distance_from_energy,380.6243896484375,MNIST,Schut,MLP,2,6
-7,distance_from_targets,308.9175109863281,MNIST,Schut,MLP,2,6
-7,redundancy,0.9961734693877551,MNIST,Schut,MLP,2,6
-7,set_size_penalty,0.5708886117244798,MNIST,Schut,MLP,2,6
+6,distance,10.000001907348633,MNIST,Schut,MLP,2,6
+6,distance_from_energy,380.6692199707031,MNIST,Schut,MLP,2,6
+6,distance_from_targets,265.6377868652344,MNIST,Schut,MLP,2,6
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,6
+6,set_size_penalty,0.0,MNIST,Schut,MLP,2,6
+6,validity,0.0,MNIST,Schut,MLP,2,6
+7,distance,6.200001239776611,MNIST,Schut,MLP,2,6
+7,distance_from_energy,378.70355224609375,MNIST,Schut,MLP,2,6
+7,distance_from_targets,307.3002014160156,MNIST,Schut,MLP,2,6
+7,redundancy,0.9897959183673469,MNIST,Schut,MLP,2,6
+7,set_size_penalty,0.5732088447803012,MNIST,Schut,MLP,2,6
 7,validity,1.0,MNIST,Schut,MLP,2,6
-8,distance,26.0,MNIST,Schut,MLP,2,6
-8,distance_from_energy,377.1219177246094,MNIST,Schut,MLP,2,6
-8,distance_from_targets,289.7972412109375,MNIST,Schut,MLP,2,6
-8,redundancy,0.9834183673469388,MNIST,Schut,MLP,2,6
-8,set_size_penalty,0.5718947761640036,MNIST,Schut,MLP,2,6
-8,validity,1.0,MNIST,Schut,MLP,2,6
-9,distance,30.0,MNIST,Schut,MLP,2,6
-9,distance_from_energy,409.01580810546875,MNIST,Schut,MLP,2,6
-9,distance_from_targets,335.3453063964844,MNIST,Schut,MLP,2,6
-9,redundancy,0.9808673469387755,MNIST,Schut,MLP,2,6
-9,set_size_penalty,0.5732951753289233,MNIST,Schut,MLP,2,6
-9,validity,1.0,MNIST,Schut,MLP,2,6
-10,distance,32.0,MNIST,Schut,MLP,2,6
-10,distance_from_energy,382.3626708984375,MNIST,Schut,MLP,2,6
-10,distance_from_targets,286.1536865234375,MNIST,Schut,MLP,2,6
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,2,6
-10,set_size_penalty,0.572783355635206,MNIST,Schut,MLP,2,6
-10,validity,1.0,MNIST,Schut,MLP,2,6
+8,distance,10.000001907348633,MNIST,Schut,MLP,2,6
+8,distance_from_energy,376.3123779296875,MNIST,Schut,MLP,2,6
+8,distance_from_targets,283.52410888671875,MNIST,Schut,MLP,2,6
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,6
+8,set_size_penalty,0.0,MNIST,Schut,MLP,2,6
+8,validity,0.0,MNIST,Schut,MLP,2,6
+9,distance,10.000000953674316,MNIST,Schut,MLP,2,6
+9,distance_from_energy,410.8282470703125,MNIST,Schut,MLP,2,6
+9,distance_from_targets,330.0897216796875,MNIST,Schut,MLP,2,6
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,2,6
+9,set_size_penalty,0.0,MNIST,Schut,MLP,2,6
+9,validity,0.0,MNIST,Schut,MLP,2,6
+10,distance,10.000000953674316,MNIST,Schut,MLP,2,6
+10,distance_from_energy,385.4823913574219,MNIST,Schut,MLP,2,6
+10,distance_from_targets,281.4308776855469,MNIST,Schut,MLP,2,6
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,2,6
+10,set_size_penalty,0.0,MNIST,Schut,MLP,2,6
+10,validity,0.0,MNIST,Schut,MLP,2,6
 11,distance,134.64199829101562,MNIST,Wachter,MLP Ensemble,2,6
 11,distance_from_energy,348.29412841796875,MNIST,Wachter,MLP Ensemble,2,6
 11,distance_from_targets,365.22406005859375,MNIST,Wachter,MLP Ensemble,2,6
@@ -11369,36 +11369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,2,6
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,2,6
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,2,6
-11,distance,34.0,MNIST,Schut,MLP Ensemble,2,6
-11,distance_from_energy,348.2922668457031,MNIST,Schut,MLP Ensemble,2,6
-11,distance_from_targets,282.1268310546875,MNIST,Schut,MLP Ensemble,2,6
-11,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,2,6
-11,set_size_penalty,0.30661298352752797,MNIST,Schut,MLP Ensemble,2,6
-11,validity,1.0,MNIST,Schut,MLP Ensemble,2,6
-12,distance,30.0,MNIST,Schut,MLP Ensemble,2,6
-12,distance_from_energy,337.3536682128906,MNIST,Schut,MLP Ensemble,2,6
-12,distance_from_targets,305.3924865722656,MNIST,Schut,MLP Ensemble,2,6
-12,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,2,6
-12,set_size_penalty,0.308371541948665,MNIST,Schut,MLP Ensemble,2,6
-12,validity,1.0,MNIST,Schut,MLP Ensemble,2,6
-13,distance,22.0,MNIST,Schut,MLP Ensemble,2,6
-13,distance_from_energy,351.44842529296875,MNIST,Schut,MLP Ensemble,2,6
-13,distance_from_targets,291.31219482421875,MNIST,Schut,MLP Ensemble,2,6
-13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,2,6
-13,set_size_penalty,0.30556528966655905,MNIST,Schut,MLP Ensemble,2,6
-13,validity,1.0,MNIST,Schut,MLP Ensemble,2,6
-14,distance,38.0,MNIST,Schut,MLP Ensemble,2,6
-14,distance_from_energy,368.0943298339844,MNIST,Schut,MLP Ensemble,2,6
-14,distance_from_targets,331.6654357910156,MNIST,Schut,MLP Ensemble,2,6
-14,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,2,6
-14,set_size_penalty,0.30218820136194036,MNIST,Schut,MLP Ensemble,2,6
-14,validity,1.0,MNIST,Schut,MLP Ensemble,2,6
-15,distance,40.0,MNIST,Schut,MLP Ensemble,2,6
-15,distance_from_energy,357.9587097167969,MNIST,Schut,MLP Ensemble,2,6
-15,distance_from_targets,321.69921875,MNIST,Schut,MLP Ensemble,2,6
-15,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,2,6
-15,set_size_penalty,0.29511151255186285,MNIST,Schut,MLP Ensemble,2,6
-15,validity,1.0,MNIST,Schut,MLP Ensemble,2,6
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,2,6
+11,distance_from_energy,351.0682678222656,MNIST,Schut,MLP Ensemble,2,6
+11,distance_from_targets,284.4304504394531,MNIST,Schut,MLP Ensemble,2,6
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,6
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,6
+11,validity,0.0,MNIST,Schut,MLP Ensemble,2,6
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,6
+12,distance_from_energy,337.58905029296875,MNIST,Schut,MLP Ensemble,2,6
+12,distance_from_targets,302.2684020996094,MNIST,Schut,MLP Ensemble,2,6
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,6
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,6
+12,validity,0.0,MNIST,Schut,MLP Ensemble,2,6
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,6
+13,distance_from_energy,351.30621337890625,MNIST,Schut,MLP Ensemble,2,6
+13,distance_from_targets,286.9110412597656,MNIST,Schut,MLP Ensemble,2,6
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,6
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,6
+13,validity,0.0,MNIST,Schut,MLP Ensemble,2,6
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,6
+14,distance_from_energy,372.3748474121094,MNIST,Schut,MLP Ensemble,2,6
+14,distance_from_targets,328.0376892089844,MNIST,Schut,MLP Ensemble,2,6
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,6
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,6
+14,validity,0.0,MNIST,Schut,MLP Ensemble,2,6
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,6
+15,distance_from_energy,360.3348083496094,MNIST,Schut,MLP Ensemble,2,6
+15,distance_from_targets,314.95831298828125,MNIST,Schut,MLP Ensemble,2,6
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,6
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,6
+15,validity,0.0,MNIST,Schut,MLP Ensemble,2,6
 16,distance,129.04208374023438,MNIST,Wachter,JEM,2,6
 16,distance_from_energy,218.9207763671875,MNIST,Wachter,JEM,2,6
 16,distance_from_targets,391.9013366699219,MNIST,Wachter,JEM,2,6
@@ -11489,36 +11489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,2,6
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,2,6
 20,validity,1.0,MNIST,ECCCo,JEM,2,6
-16,distance,22.0,MNIST,Schut,JEM,2,6
-16,distance_from_energy,206.15757751464844,MNIST,Schut,JEM,2,6
-16,distance_from_targets,321.25152587890625,MNIST,Schut,JEM,2,6
-16,redundancy,0.985969387755102,MNIST,Schut,JEM,2,6
-16,set_size_penalty,4.505029407595617,MNIST,Schut,JEM,2,6
-16,validity,1.0,MNIST,Schut,JEM,2,6
-17,distance,16.0,MNIST,Schut,JEM,2,6
-17,distance_from_energy,182.65306091308594,MNIST,Schut,JEM,2,6
-17,distance_from_targets,362.2049255371094,MNIST,Schut,JEM,2,6
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,2,6
-17,set_size_penalty,4.500064569872603,MNIST,Schut,JEM,2,6
-17,validity,1.0,MNIST,Schut,JEM,2,6
-18,distance,12.0,MNIST,Schut,JEM,2,6
-18,distance_from_energy,192.36557006835938,MNIST,Schut,JEM,2,6
-18,distance_from_targets,262.1413269042969,MNIST,Schut,JEM,2,6
-18,redundancy,0.9923469387755102,MNIST,Schut,JEM,2,6
-18,set_size_penalty,4.4999796737906435,MNIST,Schut,JEM,2,6
+16,distance,10.0,MNIST,Schut,JEM,2,6
+16,distance_from_energy,202.54542541503906,MNIST,Schut,JEM,2,6
+16,distance_from_targets,315.4939270019531,MNIST,Schut,JEM,2,6
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,6
+16,set_size_penalty,0.0,MNIST,Schut,JEM,2,6
+16,validity,0.0,MNIST,Schut,JEM,2,6
+17,distance,10.000000953674316,MNIST,Schut,JEM,2,6
+17,distance_from_energy,181.33828735351562,MNIST,Schut,JEM,2,6
+17,distance_from_targets,357.2972717285156,MNIST,Schut,JEM,2,6
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,6
+17,set_size_penalty,0.0,MNIST,Schut,JEM,2,6
+17,validity,0.0,MNIST,Schut,JEM,2,6
+18,distance,10.000001907348633,MNIST,Schut,JEM,2,6
+18,distance_from_energy,192.01571655273438,MNIST,Schut,JEM,2,6
+18,distance_from_targets,261.9682312011719,MNIST,Schut,JEM,2,6
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,6
+18,set_size_penalty,4.510977848300316,MNIST,Schut,JEM,2,6
 18,validity,1.0,MNIST,Schut,JEM,2,6
-19,distance,10.0,MNIST,Schut,JEM,2,6
-19,distance_from_energy,221.02369689941406,MNIST,Schut,JEM,2,6
-19,distance_from_targets,311.0452575683594,MNIST,Schut,JEM,2,6
-19,redundancy,0.9936224489795918,MNIST,Schut,JEM,2,6
-19,set_size_penalty,4.5001860681982775,MNIST,Schut,JEM,2,6
+19,distance,10.000001907348633,MNIST,Schut,JEM,2,6
+19,distance_from_energy,222.33209228515625,MNIST,Schut,JEM,2,6
+19,distance_from_targets,309.8146667480469,MNIST,Schut,JEM,2,6
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,2,6
+19,set_size_penalty,4.503911708167726,MNIST,Schut,JEM,2,6
 19,validity,1.0,MNIST,Schut,JEM,2,6
-20,distance,12.0,MNIST,Schut,JEM,2,6
-20,distance_from_energy,205.15797424316406,MNIST,Schut,JEM,2,6
-20,distance_from_targets,319.7599182128906,MNIST,Schut,JEM,2,6
-20,redundancy,0.9923469387755102,MNIST,Schut,JEM,2,6
-20,set_size_penalty,4.50404352017158,MNIST,Schut,JEM,2,6
-20,validity,1.0,MNIST,Schut,JEM,2,6
+20,distance,10.000001907348633,MNIST,Schut,JEM,2,6
+20,distance_from_energy,204.20004272460938,MNIST,Schut,JEM,2,6
+20,distance_from_targets,318.1526794433594,MNIST,Schut,JEM,2,6
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,2,6
+20,set_size_penalty,0.0,MNIST,Schut,JEM,2,6
+20,validity,0.0,MNIST,Schut,JEM,2,6
 1,distance,127.29656982421875,MNIST,Wachter,JEM Ensemble,2,7
 1,distance_from_energy,222.9339599609375,MNIST,Wachter,JEM Ensemble,2,7
 1,distance_from_targets,365.3696594238281,MNIST,Wachter,JEM Ensemble,2,7
@@ -11609,36 +11609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,2,7
 5,set_size_penalty,2.06764938309595,MNIST,ECCCo,JEM Ensemble,2,7
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,2,7
-1,distance,22.0,MNIST,Schut,JEM Ensemble,2,7
-1,distance_from_energy,203.41189575195312,MNIST,Schut,JEM Ensemble,2,7
-1,distance_from_targets,306.5154113769531,MNIST,Schut,JEM Ensemble,2,7
-1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,7
-1,set_size_penalty,2.763453332979168,MNIST,Schut,JEM Ensemble,2,7
-1,validity,1.0,MNIST,Schut,JEM Ensemble,2,7
-2,distance,32.0,MNIST,Schut,JEM Ensemble,2,7
-2,distance_from_energy,217.31243896484375,MNIST,Schut,JEM Ensemble,2,7
-2,distance_from_targets,297.3005676269531,MNIST,Schut,JEM Ensemble,2,7
-2,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,2,7
-2,set_size_penalty,2.5249687492984565,MNIST,Schut,JEM Ensemble,2,7
-2,validity,1.0,MNIST,Schut,JEM Ensemble,2,7
-3,distance,38.0,MNIST,Schut,JEM Ensemble,2,7
-3,distance_from_energy,241.3684539794922,MNIST,Schut,JEM Ensemble,2,7
-3,distance_from_targets,359.1887512207031,MNIST,Schut,JEM Ensemble,2,7
-3,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,2,7
-3,set_size_penalty,2.8835352738321007,MNIST,Schut,JEM Ensemble,2,7
-3,validity,1.0,MNIST,Schut,JEM Ensemble,2,7
-4,distance,40.0,MNIST,Schut,JEM Ensemble,2,7
-4,distance_from_energy,221.72445678710938,MNIST,Schut,JEM Ensemble,2,7
-4,distance_from_targets,312.44659423828125,MNIST,Schut,JEM Ensemble,2,7
-4,redundancy,0.9744897959183674,MNIST,Schut,JEM Ensemble,2,7
-4,set_size_penalty,3.0181141808295173,MNIST,Schut,JEM Ensemble,2,7
-4,validity,1.0,MNIST,Schut,JEM Ensemble,2,7
-5,distance,18.0,MNIST,Schut,JEM Ensemble,2,7
-5,distance_from_energy,219.68751525878906,MNIST,Schut,JEM Ensemble,2,7
-5,distance_from_targets,289.59552001953125,MNIST,Schut,JEM Ensemble,2,7
-5,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,2,7
-5,set_size_penalty,3.3132576886194345,MNIST,Schut,JEM Ensemble,2,7
-5,validity,1.0,MNIST,Schut,JEM Ensemble,2,7
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,7
+1,distance_from_energy,197.29647827148438,MNIST,Schut,JEM Ensemble,2,7
+1,distance_from_targets,297.2575988769531,MNIST,Schut,JEM Ensemble,2,7
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,7
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,7
+1,validity,0.0,MNIST,Schut,JEM Ensemble,2,7
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,7
+2,distance_from_energy,217.10279846191406,MNIST,Schut,JEM Ensemble,2,7
+2,distance_from_targets,290.7569580078125,MNIST,Schut,JEM Ensemble,2,7
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,7
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,7
+2,validity,0.0,MNIST,Schut,JEM Ensemble,2,7
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,7
+3,distance_from_energy,238.14035034179688,MNIST,Schut,JEM Ensemble,2,7
+3,distance_from_targets,349.3256530761719,MNIST,Schut,JEM Ensemble,2,7
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,7
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,7
+3,validity,0.0,MNIST,Schut,JEM Ensemble,2,7
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,7
+4,distance_from_energy,221.4796905517578,MNIST,Schut,JEM Ensemble,2,7
+4,distance_from_targets,302.3246765136719,MNIST,Schut,JEM Ensemble,2,7
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,7
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,7
+4,validity,0.0,MNIST,Schut,JEM Ensemble,2,7
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,2,7
+5,distance_from_energy,218.37237548828125,MNIST,Schut,JEM Ensemble,2,7
+5,distance_from_targets,286.0021667480469,MNIST,Schut,JEM Ensemble,2,7
+5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,2,7
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,7
+5,validity,0.0,MNIST,Schut,JEM Ensemble,2,7
 6,distance,149.08740234375,MNIST,Wachter,MLP,2,7
 6,distance_from_energy,397.3453369140625,MNIST,Wachter,MLP,2,7
 6,distance_from_targets,415.5874328613281,MNIST,Wachter,MLP,2,7
@@ -11729,36 +11729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,2,7
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,2,7
 10,validity,1.0,MNIST,ECCCo,MLP,2,7
-6,distance,46.0,MNIST,Schut,MLP,2,7
-6,distance_from_energy,388.4642333984375,MNIST,Schut,MLP,2,7
-6,distance_from_targets,347.5375061035156,MNIST,Schut,MLP,2,7
-6,redundancy,0.9706632653061225,MNIST,Schut,MLP,2,7
-6,set_size_penalty,0.5697291394650517,MNIST,Schut,MLP,2,7
-6,validity,1.0,MNIST,Schut,MLP,2,7
-7,distance,28.0,MNIST,Schut,MLP,2,7
-7,distance_from_energy,371.457763671875,MNIST,Schut,MLP,2,7
-7,distance_from_targets,312.26318359375,MNIST,Schut,MLP,2,7
-7,redundancy,0.9821428571428571,MNIST,Schut,MLP,2,7
-7,set_size_penalty,0.5729502125828028,MNIST,Schut,MLP,2,7
-7,validity,1.0,MNIST,Schut,MLP,2,7
-8,distance,56.0,MNIST,Schut,MLP,2,7
-8,distance_from_energy,393.0780029296875,MNIST,Schut,MLP,2,7
-8,distance_from_targets,349.83416748046875,MNIST,Schut,MLP,2,7
-8,redundancy,0.9642857142857143,MNIST,Schut,MLP,2,7
-8,set_size_penalty,0.5717564839669813,MNIST,Schut,MLP,2,7
-8,validity,1.0,MNIST,Schut,MLP,2,7
-9,distance,26.0,MNIST,Schut,MLP,2,7
-9,distance_from_energy,358.8291015625,MNIST,Schut,MLP,2,7
-9,distance_from_targets,303.9001770019531,MNIST,Schut,MLP,2,7
-9,redundancy,0.9834183673469388,MNIST,Schut,MLP,2,7
-9,set_size_penalty,0.5728858268077484,MNIST,Schut,MLP,2,7
-9,validity,1.0,MNIST,Schut,MLP,2,7
-10,distance,30.0,MNIST,Schut,MLP,2,7
-10,distance_from_energy,382.8202819824219,MNIST,Schut,MLP,2,7
-10,distance_from_targets,341.2882385253906,MNIST,Schut,MLP,2,7
-10,redundancy,0.9808673469387755,MNIST,Schut,MLP,2,7
-10,set_size_penalty,0.570439906361756,MNIST,Schut,MLP,2,7
-10,validity,1.0,MNIST,Schut,MLP,2,7
+6,distance,10.000000953674316,MNIST,Schut,MLP,2,7
+6,distance_from_energy,398.781494140625,MNIST,Schut,MLP,2,7
+6,distance_from_targets,335.5133056640625,MNIST,Schut,MLP,2,7
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,2,7
+6,set_size_penalty,0.0,MNIST,Schut,MLP,2,7
+6,validity,0.0,MNIST,Schut,MLP,2,7
+7,distance,10.000000953674316,MNIST,Schut,MLP,2,7
+7,distance_from_energy,375.310546875,MNIST,Schut,MLP,2,7
+7,distance_from_targets,304.45220947265625,MNIST,Schut,MLP,2,7
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,7
+7,set_size_penalty,0.0,MNIST,Schut,MLP,2,7
+7,validity,0.0,MNIST,Schut,MLP,2,7
+8,distance,10.000001907348633,MNIST,Schut,MLP,2,7
+8,distance_from_energy,407.4638977050781,MNIST,Schut,MLP,2,7
+8,distance_from_targets,353.306396484375,MNIST,Schut,MLP,2,7
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,7
+8,set_size_penalty,0.0,MNIST,Schut,MLP,2,7
+8,validity,0.0,MNIST,Schut,MLP,2,7
+9,distance,10.000001907348633,MNIST,Schut,MLP,2,7
+9,distance_from_energy,362.8946838378906,MNIST,Schut,MLP,2,7
+9,distance_from_targets,294.83917236328125,MNIST,Schut,MLP,2,7
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,7
+9,set_size_penalty,0.0,MNIST,Schut,MLP,2,7
+9,validity,0.0,MNIST,Schut,MLP,2,7
+10,distance,10.000001907348633,MNIST,Schut,MLP,2,7
+10,distance_from_energy,384.8139343261719,MNIST,Schut,MLP,2,7
+10,distance_from_targets,331.0096740722656,MNIST,Schut,MLP,2,7
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,7
+10,set_size_penalty,0.0,MNIST,Schut,MLP,2,7
+10,validity,0.0,MNIST,Schut,MLP,2,7
 11,distance,158.45266723632812,MNIST,Wachter,MLP Ensemble,2,7
 11,distance_from_energy,374.84259033203125,MNIST,Wachter,MLP Ensemble,2,7
 11,distance_from_targets,431.82818603515625,MNIST,Wachter,MLP Ensemble,2,7
@@ -11849,36 +11849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,2,7
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,2,7
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,2,7
-11,distance,52.0,MNIST,Schut,MLP Ensemble,2,7
-11,distance_from_energy,366.2565612792969,MNIST,Schut,MLP Ensemble,2,7
-11,distance_from_targets,354.6130065917969,MNIST,Schut,MLP Ensemble,2,7
-11,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,2,7
-11,set_size_penalty,0.3163020129182872,MNIST,Schut,MLP Ensemble,2,7
-11,validity,1.0,MNIST,Schut,MLP Ensemble,2,7
-12,distance,34.0,MNIST,Schut,MLP Ensemble,2,7
-12,distance_from_energy,367.0838928222656,MNIST,Schut,MLP Ensemble,2,7
-12,distance_from_targets,327.619873046875,MNIST,Schut,MLP Ensemble,2,7
-12,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,2,7
-12,set_size_penalty,0.3088718697389532,MNIST,Schut,MLP Ensemble,2,7
-12,validity,1.0,MNIST,Schut,MLP Ensemble,2,7
-13,distance,26.0,MNIST,Schut,MLP Ensemble,2,7
-13,distance_from_energy,375.6175842285156,MNIST,Schut,MLP Ensemble,2,7
-13,distance_from_targets,298.69952392578125,MNIST,Schut,MLP Ensemble,2,7
-13,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,2,7
-13,set_size_penalty,0.3326200053031283,MNIST,Schut,MLP Ensemble,2,7
-13,validity,1.0,MNIST,Schut,MLP Ensemble,2,7
-14,distance,52.0,MNIST,Schut,MLP Ensemble,2,7
-14,distance_from_energy,368.65374755859375,MNIST,Schut,MLP Ensemble,2,7
-14,distance_from_targets,352.0437927246094,MNIST,Schut,MLP Ensemble,2,7
-14,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,2,7
-14,set_size_penalty,0.4895373664801239,MNIST,Schut,MLP Ensemble,2,7
-14,validity,1.0,MNIST,Schut,MLP Ensemble,2,7
-15,distance,38.0,MNIST,Schut,MLP Ensemble,2,7
-15,distance_from_energy,370.9302062988281,MNIST,Schut,MLP Ensemble,2,7
-15,distance_from_targets,353.0609130859375,MNIST,Schut,MLP Ensemble,2,7
-15,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,2,7
-15,set_size_penalty,0.3131890072494323,MNIST,Schut,MLP Ensemble,2,7
-15,validity,1.0,MNIST,Schut,MLP Ensemble,2,7
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,7
+11,distance_from_energy,375.34918212890625,MNIST,Schut,MLP Ensemble,2,7
+11,distance_from_targets,345.8122253417969,MNIST,Schut,MLP Ensemble,2,7
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,7
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,7
+11,validity,0.0,MNIST,Schut,MLP Ensemble,2,7
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,7
+12,distance_from_energy,367.45269775390625,MNIST,Schut,MLP Ensemble,2,7
+12,distance_from_targets,314.5691223144531,MNIST,Schut,MLP Ensemble,2,7
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,7
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,7
+12,validity,0.0,MNIST,Schut,MLP Ensemble,2,7
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,2,7
+13,distance_from_energy,375.0018615722656,MNIST,Schut,MLP Ensemble,2,7
+13,distance_from_targets,287.8965759277344,MNIST,Schut,MLP Ensemble,2,7
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,7
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,7
+13,validity,0.0,MNIST,Schut,MLP Ensemble,2,7
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,7
+14,distance_from_energy,374.51312255859375,MNIST,Schut,MLP Ensemble,2,7
+14,distance_from_targets,333.74444580078125,MNIST,Schut,MLP Ensemble,2,7
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,7
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,7
+14,validity,0.0,MNIST,Schut,MLP Ensemble,2,7
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,7
+15,distance_from_energy,378.8653869628906,MNIST,Schut,MLP Ensemble,2,7
+15,distance_from_targets,352.8489074707031,MNIST,Schut,MLP Ensemble,2,7
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,7
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,7
+15,validity,0.0,MNIST,Schut,MLP Ensemble,2,7
 16,distance,146.47662353515625,MNIST,Wachter,JEM,2,7
 16,distance_from_energy,279.9200439453125,MNIST,Wachter,JEM,2,7
 16,distance_from_targets,417.2163391113281,MNIST,Wachter,JEM,2,7
@@ -11969,35 +11969,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,2,7
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,2,7
 20,validity,1.0,MNIST,ECCCo,JEM,2,7
-16,distance,40.0,MNIST,Schut,JEM,2,7
-16,distance_from_energy,245.07623291015625,MNIST,Schut,JEM,2,7
-16,distance_from_targets,348.87713623046875,MNIST,Schut,JEM,2,7
-16,redundancy,0.9744897959183674,MNIST,Schut,JEM,2,7
-16,set_size_penalty,4.500393253611371,MNIST,Schut,JEM,2,7
-16,validity,1.0,MNIST,Schut,JEM,2,7
-17,distance,48.0,MNIST,Schut,JEM,2,7
-17,distance_from_energy,234.71148681640625,MNIST,Schut,JEM,2,7
-17,distance_from_targets,331.5277404785156,MNIST,Schut,JEM,2,7
-17,redundancy,0.9693877551020408,MNIST,Schut,JEM,2,7
-17,set_size_penalty,4.502326093769396,MNIST,Schut,JEM,2,7
-17,validity,1.0,MNIST,Schut,JEM,2,7
-18,distance,30.0,MNIST,Schut,JEM,2,7
-18,distance_from_energy,224.05259704589844,MNIST,Schut,JEM,2,7
-18,distance_from_targets,339.1121520996094,MNIST,Schut,JEM,2,7
-18,redundancy,0.9808673469387755,MNIST,Schut,JEM,2,7
-18,set_size_penalty,4.502185390208699,MNIST,Schut,JEM,2,7
-18,validity,1.0,MNIST,Schut,JEM,2,7
-19,distance,8.0,MNIST,Schut,JEM,2,7
-19,distance_from_energy,181.46640014648438,MNIST,Schut,JEM,2,7
-19,distance_from_targets,260.9221496582031,MNIST,Schut,JEM,2,7
-19,redundancy,0.9948979591836735,MNIST,Schut,JEM,2,7
-19,set_size_penalty,4.500283830687322,MNIST,Schut,JEM,2,7
+16,distance,10.0,MNIST,Schut,JEM,2,7
+16,distance_from_energy,243.2392120361328,MNIST,Schut,JEM,2,7
+16,distance_from_targets,337.62548828125,MNIST,Schut,JEM,2,7
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,2,7
+16,set_size_penalty,0.0,MNIST,Schut,JEM,2,7
+16,validity,0.0,MNIST,Schut,JEM,2,7
+17,distance,10.000000953674316,MNIST,Schut,JEM,2,7
+17,distance_from_energy,240.6591339111328,MNIST,Schut,JEM,2,7
+17,distance_from_targets,326.6932678222656,MNIST,Schut,JEM,2,7
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,2,7
+17,set_size_penalty,0.0,MNIST,Schut,JEM,2,7
+17,validity,0.0,MNIST,Schut,JEM,2,7
+18,distance,10.000001907348633,MNIST,Schut,JEM,2,7
+18,distance_from_energy,224.90748596191406,MNIST,Schut,JEM,2,7
+18,distance_from_targets,332.7090148925781,MNIST,Schut,JEM,2,7
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,7
+18,set_size_penalty,0.0,MNIST,Schut,JEM,2,7
+18,validity,0.0,MNIST,Schut,JEM,2,7
+19,distance,7.000000953674316,MNIST,Schut,JEM,2,7
+19,distance_from_energy,178.09046936035156,MNIST,Schut,JEM,2,7
+19,distance_from_targets,254.96475219726562,MNIST,Schut,JEM,2,7
+19,redundancy,0.9885204081632653,MNIST,Schut,JEM,2,7
+19,set_size_penalty,4.505982907542679,MNIST,Schut,JEM,2,7
 19,validity,1.0,MNIST,Schut,JEM,2,7
-20,distance,10.0,MNIST,Schut,JEM,2,7
-20,distance_from_energy,213.06370544433594,MNIST,Schut,JEM,2,7
-20,distance_from_targets,291.01202392578125,MNIST,Schut,JEM,2,7
-20,redundancy,0.9936224489795918,MNIST,Schut,JEM,2,7
-20,set_size_penalty,4.499958910731591,MNIST,Schut,JEM,2,7
+20,distance,8.300002098083496,MNIST,Schut,JEM,2,7
+20,distance_from_energy,212.5599365234375,MNIST,Schut,JEM,2,7
+20,distance_from_targets,290.7876281738281,MNIST,Schut,JEM,2,7
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,7
+20,set_size_penalty,4.505315504625495,MNIST,Schut,JEM,2,7
 20,validity,1.0,MNIST,Schut,JEM,2,7
 1,distance,134.13352966308594,MNIST,Wachter,JEM Ensemble,2,8
 1,distance_from_energy,229.41635131835938,MNIST,Wachter,JEM Ensemble,2,8
@@ -12089,36 +12089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,2,8
 5,set_size_penalty,2.067649383094867,MNIST,ECCCo,JEM Ensemble,2,8
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,2,8
-1,distance,26.0,MNIST,Schut,JEM Ensemble,2,8
-1,distance_from_energy,224.2694549560547,MNIST,Schut,JEM Ensemble,2,8
-1,distance_from_targets,287.9294738769531,MNIST,Schut,JEM Ensemble,2,8
-1,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,2,8
-1,set_size_penalty,2.9545955067679666,MNIST,Schut,JEM Ensemble,2,8
-1,validity,1.0,MNIST,Schut,JEM Ensemble,2,8
-2,distance,8.0,MNIST,Schut,JEM Ensemble,2,8
-2,distance_from_energy,205.5969696044922,MNIST,Schut,JEM Ensemble,2,8
-2,distance_from_targets,293.4835510253906,MNIST,Schut,JEM Ensemble,2,8
-2,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,2,8
-2,set_size_penalty,3.0698666103719248,MNIST,Schut,JEM Ensemble,2,8
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,8
+1,distance_from_energy,226.07940673828125,MNIST,Schut,JEM Ensemble,2,8
+1,distance_from_targets,285.111572265625,MNIST,Schut,JEM Ensemble,2,8
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,2,8
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,8
+1,validity,0.0,MNIST,Schut,JEM Ensemble,2,8
+2,distance,7.600001335144043,MNIST,Schut,JEM Ensemble,2,8
+2,distance_from_energy,205.52362060546875,MNIST,Schut,JEM Ensemble,2,8
+2,distance_from_targets,292.5369873046875,MNIST,Schut,JEM Ensemble,2,8
+2,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,2,8
+2,set_size_penalty,3.0040124103258137,MNIST,Schut,JEM Ensemble,2,8
 2,validity,1.0,MNIST,Schut,JEM Ensemble,2,8
-3,distance,36.0,MNIST,Schut,JEM Ensemble,2,8
-3,distance_from_energy,214.97398376464844,MNIST,Schut,JEM Ensemble,2,8
-3,distance_from_targets,288.3560485839844,MNIST,Schut,JEM Ensemble,2,8
-3,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,2,8
-3,set_size_penalty,2.55700793290471,MNIST,Schut,JEM Ensemble,2,8
-3,validity,1.0,MNIST,Schut,JEM Ensemble,2,8
-4,distance,22.0,MNIST,Schut,JEM Ensemble,2,8
-4,distance_from_energy,214.62945556640625,MNIST,Schut,JEM Ensemble,2,8
-4,distance_from_targets,317.6489562988281,MNIST,Schut,JEM Ensemble,2,8
-4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,8
-4,set_size_penalty,3.1123693027087302,MNIST,Schut,JEM Ensemble,2,8
-4,validity,1.0,MNIST,Schut,JEM Ensemble,2,8
-5,distance,26.0,MNIST,Schut,JEM Ensemble,2,8
-5,distance_from_energy,201.9251708984375,MNIST,Schut,JEM Ensemble,2,8
-5,distance_from_targets,272.0401306152344,MNIST,Schut,JEM Ensemble,2,8
-5,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,2,8
-5,set_size_penalty,2.4296478341771497,MNIST,Schut,JEM Ensemble,2,8
-5,validity,1.0,MNIST,Schut,JEM Ensemble,2,8
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,8
+3,distance_from_energy,218.6244354248047,MNIST,Schut,JEM Ensemble,2,8
+3,distance_from_targets,283.3134460449219,MNIST,Schut,JEM Ensemble,2,8
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,8
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,8
+3,validity,0.0,MNIST,Schut,JEM Ensemble,2,8
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,8
+4,distance_from_energy,214.11732482910156,MNIST,Schut,JEM Ensemble,2,8
+4,distance_from_targets,312.6221618652344,MNIST,Schut,JEM Ensemble,2,8
+4,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,2,8
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,8
+4,validity,0.0,MNIST,Schut,JEM Ensemble,2,8
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,8
+5,distance_from_energy,201.49269104003906,MNIST,Schut,JEM Ensemble,2,8
+5,distance_from_targets,269.7185363769531,MNIST,Schut,JEM Ensemble,2,8
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,8
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,8
+5,validity,0.0,MNIST,Schut,JEM Ensemble,2,8
 6,distance,122.17597961425781,MNIST,Wachter,MLP,2,8
 6,distance_from_energy,376.4422607421875,MNIST,Wachter,MLP,2,8
 6,distance_from_targets,440.80084228515625,MNIST,Wachter,MLP,2,8
@@ -12209,36 +12209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,2,8
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,2,8
 10,validity,1.0,MNIST,ECCCo,MLP,2,8
-6,distance,22.0,MNIST,Schut,MLP,2,8
-6,distance_from_energy,377.18206787109375,MNIST,Schut,MLP,2,8
-6,distance_from_targets,381.9402160644531,MNIST,Schut,MLP,2,8
-6,redundancy,0.985969387755102,MNIST,Schut,MLP,2,8
-6,set_size_penalty,0.5756038591800607,MNIST,Schut,MLP,2,8
-6,validity,1.0,MNIST,Schut,MLP,2,8
-7,distance,60.0,MNIST,Schut,MLP,2,8
-7,distance_from_energy,400.1791076660156,MNIST,Schut,MLP,2,8
-7,distance_from_targets,348.08355712890625,MNIST,Schut,MLP,2,8
-7,redundancy,0.9617346938775511,MNIST,Schut,MLP,2,8
-7,set_size_penalty,0.5721639958483624,MNIST,Schut,MLP,2,8
-7,validity,1.0,MNIST,Schut,MLP,2,8
-8,distance,24.0,MNIST,Schut,MLP,2,8
-8,distance_from_energy,375.8480529785156,MNIST,Schut,MLP,2,8
-8,distance_from_targets,309.0719909667969,MNIST,Schut,MLP,2,8
-8,redundancy,0.9846938775510204,MNIST,Schut,MLP,2,8
-8,set_size_penalty,0.5746397041727882,MNIST,Schut,MLP,2,8
-8,validity,1.0,MNIST,Schut,MLP,2,8
-9,distance,40.0,MNIST,Schut,MLP,2,8
-9,distance_from_energy,380.2076110839844,MNIST,Schut,MLP,2,8
-9,distance_from_targets,293.96380615234375,MNIST,Schut,MLP,2,8
-9,redundancy,0.9744897959183674,MNIST,Schut,MLP,2,8
-9,set_size_penalty,0.5725788060187988,MNIST,Schut,MLP,2,8
-9,validity,1.0,MNIST,Schut,MLP,2,8
-10,distance,20.0,MNIST,Schut,MLP,2,8
-10,distance_from_energy,377.4559326171875,MNIST,Schut,MLP,2,8
-10,distance_from_targets,304.084228515625,MNIST,Schut,MLP,2,8
+6,distance,10.000001907348633,MNIST,Schut,MLP,2,8
+6,distance_from_energy,374.8327331542969,MNIST,Schut,MLP,2,8
+6,distance_from_targets,376.13482666015625,MNIST,Schut,MLP,2,8
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,8
+6,set_size_penalty,0.0,MNIST,Schut,MLP,2,8
+6,validity,0.0,MNIST,Schut,MLP,2,8
+7,distance,10.000001907348633,MNIST,Schut,MLP,2,8
+7,distance_from_energy,407.95050048828125,MNIST,Schut,MLP,2,8
+7,distance_from_targets,327.87109375,MNIST,Schut,MLP,2,8
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,2,8
+7,set_size_penalty,0.0,MNIST,Schut,MLP,2,8
+7,validity,0.0,MNIST,Schut,MLP,2,8
+8,distance,10.000001907348633,MNIST,Schut,MLP,2,8
+8,distance_from_energy,371.3465881347656,MNIST,Schut,MLP,2,8
+8,distance_from_targets,299.2958984375,MNIST,Schut,MLP,2,8
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,8
+8,set_size_penalty,0.0,MNIST,Schut,MLP,2,8
+8,validity,0.0,MNIST,Schut,MLP,2,8
+9,distance,10.000001907348633,MNIST,Schut,MLP,2,8
+9,distance_from_energy,385.9017333984375,MNIST,Schut,MLP,2,8
+9,distance_from_targets,285.50830078125,MNIST,Schut,MLP,2,8
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,8
+9,set_size_penalty,0.0,MNIST,Schut,MLP,2,8
+9,validity,0.0,MNIST,Schut,MLP,2,8
+10,distance,10.000001907348633,MNIST,Schut,MLP,2,8
+10,distance_from_energy,377.06329345703125,MNIST,Schut,MLP,2,8
+10,distance_from_targets,300.0362243652344,MNIST,Schut,MLP,2,8
 10,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,8
-10,set_size_penalty,0.5696552829160983,MNIST,Schut,MLP,2,8
-10,validity,1.0,MNIST,Schut,MLP,2,8
+10,set_size_penalty,0.0,MNIST,Schut,MLP,2,8
+10,validity,0.0,MNIST,Schut,MLP,2,8
 11,distance,132.36927795410156,MNIST,Wachter,MLP Ensemble,2,8
 11,distance_from_energy,344.7103271484375,MNIST,Wachter,MLP Ensemble,2,8
 11,distance_from_targets,348.7674865722656,MNIST,Wachter,MLP Ensemble,2,8
@@ -12329,36 +12329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,2,8
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,2,8
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,2,8
-11,distance,30.0,MNIST,Schut,MLP Ensemble,2,8
-11,distance_from_energy,344.24725341796875,MNIST,Schut,MLP Ensemble,2,8
-11,distance_from_targets,269.6856689453125,MNIST,Schut,MLP Ensemble,2,8
-11,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,2,8
-11,set_size_penalty,0.30067241561309954,MNIST,Schut,MLP Ensemble,2,8
-11,validity,1.0,MNIST,Schut,MLP Ensemble,2,8
-12,distance,12.0,MNIST,Schut,MLP Ensemble,2,8
-12,distance_from_energy,353.162353515625,MNIST,Schut,MLP Ensemble,2,8
-12,distance_from_targets,295.5683288574219,MNIST,Schut,MLP Ensemble,2,8
-12,redundancy,0.9923469387755102,MNIST,Schut,MLP Ensemble,2,8
-12,set_size_penalty,0.31608390060127967,MNIST,Schut,MLP Ensemble,2,8
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,2,8
+11,distance_from_energy,348.8922119140625,MNIST,Schut,MLP Ensemble,2,8
+11,distance_from_targets,268.6553955078125,MNIST,Schut,MLP Ensemble,2,8
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,8
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,8
+11,validity,0.0,MNIST,Schut,MLP Ensemble,2,8
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,2,8
+12,distance_from_energy,352.0116882324219,MNIST,Schut,MLP Ensemble,2,8
+12,distance_from_targets,293.9538269042969,MNIST,Schut,MLP Ensemble,2,8
+12,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,2,8
+12,set_size_penalty,0.36626444787595824,MNIST,Schut,MLP Ensemble,2,8
 12,validity,1.0,MNIST,Schut,MLP Ensemble,2,8
-13,distance,16.0,MNIST,Schut,MLP Ensemble,2,8
-13,distance_from_energy,361.05804443359375,MNIST,Schut,MLP Ensemble,2,8
-13,distance_from_targets,294.8917236328125,MNIST,Schut,MLP Ensemble,2,8
-13,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,2,8
-13,set_size_penalty,0.30063467840284464,MNIST,Schut,MLP Ensemble,2,8
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,8
+13,distance_from_energy,360.4271545410156,MNIST,Schut,MLP Ensemble,2,8
+13,distance_from_targets,292.2238464355469,MNIST,Schut,MLP Ensemble,2,8
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,8
+13,set_size_penalty,0.8247395639055772,MNIST,Schut,MLP Ensemble,2,8
 13,validity,1.0,MNIST,Schut,MLP Ensemble,2,8
-14,distance,34.0,MNIST,Schut,MLP Ensemble,2,8
-14,distance_from_energy,347.1880187988281,MNIST,Schut,MLP Ensemble,2,8
-14,distance_from_targets,358.97613525390625,MNIST,Schut,MLP Ensemble,2,8
-14,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,2,8
-14,set_size_penalty,0.3047655678604839,MNIST,Schut,MLP Ensemble,2,8
-14,validity,1.0,MNIST,Schut,MLP Ensemble,2,8
-15,distance,40.0,MNIST,Schut,MLP Ensemble,2,8
-15,distance_from_energy,342.0088806152344,MNIST,Schut,MLP Ensemble,2,8
-15,distance_from_targets,279.183837890625,MNIST,Schut,MLP Ensemble,2,8
-15,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,2,8
-15,set_size_penalty,0.33018798779311487,MNIST,Schut,MLP Ensemble,2,8
-15,validity,1.0,MNIST,Schut,MLP Ensemble,2,8
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,8
+14,distance_from_energy,347.399169921875,MNIST,Schut,MLP Ensemble,2,8
+14,distance_from_targets,355.0481262207031,MNIST,Schut,MLP Ensemble,2,8
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,8
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,8
+14,validity,0.0,MNIST,Schut,MLP Ensemble,2,8
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,2,8
+15,distance_from_energy,351.7143859863281,MNIST,Schut,MLP Ensemble,2,8
+15,distance_from_targets,280.869384765625,MNIST,Schut,MLP Ensemble,2,8
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,8
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,8
+15,validity,0.0,MNIST,Schut,MLP Ensemble,2,8
 16,distance,121.85372161865234,MNIST,Wachter,JEM,2,8
 16,distance_from_energy,211.3048095703125,MNIST,Wachter,JEM,2,8
 16,distance_from_targets,367.637451171875,MNIST,Wachter,JEM,2,8
@@ -12449,36 +12449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,2,8
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,2,8
 20,validity,1.0,MNIST,ECCCo,JEM,2,8
-16,distance,20.0,MNIST,Schut,JEM,2,8
-16,distance_from_energy,192.8046112060547,MNIST,Schut,JEM,2,8
-16,distance_from_targets,292.48553466796875,MNIST,Schut,JEM,2,8
-16,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,8
-16,set_size_penalty,4.500488262340885,MNIST,Schut,JEM,2,8
-16,validity,1.0,MNIST,Schut,JEM,2,8
-17,distance,14.0,MNIST,Schut,JEM,2,8
-17,distance_from_energy,181.53143310546875,MNIST,Schut,JEM,2,8
-17,distance_from_targets,294.97247314453125,MNIST,Schut,JEM,2,8
-17,redundancy,0.9910714285714286,MNIST,Schut,JEM,2,8
-17,set_size_penalty,4.502348938991797,MNIST,Schut,JEM,2,8
-17,validity,1.0,MNIST,Schut,JEM,2,8
-18,distance,10.0,MNIST,Schut,JEM,2,8
-18,distance_from_energy,185.2237091064453,MNIST,Schut,JEM,2,8
-18,distance_from_targets,279.5282287597656,MNIST,Schut,JEM,2,8
-18,redundancy,0.9936224489795918,MNIST,Schut,JEM,2,8
-18,set_size_penalty,4.500910080663631,MNIST,Schut,JEM,2,8
+16,distance,10.000001907348633,MNIST,Schut,JEM,2,8
+16,distance_from_energy,192.9160614013672,MNIST,Schut,JEM,2,8
+16,distance_from_targets,291.04266357421875,MNIST,Schut,JEM,2,8
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,2,8
+16,set_size_penalty,0.0,MNIST,Schut,JEM,2,8
+16,validity,0.0,MNIST,Schut,JEM,2,8
+17,distance,10.000000953674316,MNIST,Schut,JEM,2,8
+17,distance_from_energy,180.00120544433594,MNIST,Schut,JEM,2,8
+17,distance_from_targets,290.2954406738281,MNIST,Schut,JEM,2,8
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,2,8
+17,set_size_penalty,0.0,MNIST,Schut,JEM,2,8
+17,validity,0.0,MNIST,Schut,JEM,2,8
+18,distance,10.000001907348633,MNIST,Schut,JEM,2,8
+18,distance_from_energy,185.1421356201172,MNIST,Schut,JEM,2,8
+18,distance_from_targets,280.0210876464844,MNIST,Schut,JEM,2,8
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,2,8
+18,set_size_penalty,4.512565865645118,MNIST,Schut,JEM,2,8
 18,validity,1.0,MNIST,Schut,JEM,2,8
-19,distance,10.0,MNIST,Schut,JEM,2,8
-19,distance_from_energy,237.79721069335938,MNIST,Schut,JEM,2,8
-19,distance_from_targets,290.5570373535156,MNIST,Schut,JEM,2,8
-19,redundancy,0.9936224489795918,MNIST,Schut,JEM,2,8
-19,set_size_penalty,4.501243081486389,MNIST,Schut,JEM,2,8
+19,distance,9.800002098083496,MNIST,Schut,JEM,2,8
+19,distance_from_energy,236.62855529785156,MNIST,Schut,JEM,2,8
+19,distance_from_targets,288.5362854003906,MNIST,Schut,JEM,2,8
+19,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,8
+19,set_size_penalty,4.50572190258584,MNIST,Schut,JEM,2,8
 19,validity,1.0,MNIST,Schut,JEM,2,8
-20,distance,18.0,MNIST,Schut,JEM,2,8
-20,distance_from_energy,240.0000762939453,MNIST,Schut,JEM,2,8
-20,distance_from_targets,324.29412841796875,MNIST,Schut,JEM,2,8
-20,redundancy,0.9885204081632653,MNIST,Schut,JEM,2,8
-20,set_size_penalty,4.500866677328717,MNIST,Schut,JEM,2,8
-20,validity,1.0,MNIST,Schut,JEM,2,8
+20,distance,10.000001907348633,MNIST,Schut,JEM,2,8
+20,distance_from_energy,237.98226928710938,MNIST,Schut,JEM,2,8
+20,distance_from_targets,320.2574462890625,MNIST,Schut,JEM,2,8
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,2,8
+20,set_size_penalty,0.0,MNIST,Schut,JEM,2,8
+20,validity,0.0,MNIST,Schut,JEM,2,8
 1,distance,110.42191314697266,MNIST,Wachter,JEM Ensemble,2,9
 1,distance_from_energy,215.1221160888672,MNIST,Wachter,JEM Ensemble,2,9
 1,distance_from_targets,389.6584167480469,MNIST,Wachter,JEM Ensemble,2,9
@@ -12569,36 +12569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,2,9
 5,set_size_penalty,2.0676493831408056,MNIST,ECCCo,JEM Ensemble,2,9
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,2,9
-1,distance,14.0,MNIST,Schut,JEM Ensemble,2,9
-1,distance_from_energy,213.49142456054688,MNIST,Schut,JEM Ensemble,2,9
-1,distance_from_targets,326.4492492675781,MNIST,Schut,JEM Ensemble,2,9
-1,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,2,9
-1,set_size_penalty,3.186787279262285,MNIST,Schut,JEM Ensemble,2,9
-1,validity,1.0,MNIST,Schut,JEM Ensemble,2,9
-2,distance,10.0,MNIST,Schut,JEM Ensemble,2,9
-2,distance_from_energy,256.9587097167969,MNIST,Schut,JEM Ensemble,2,9
-2,distance_from_targets,387.6471862792969,MNIST,Schut,JEM Ensemble,2,9
-2,redundancy,0.9936224489795918,MNIST,Schut,JEM Ensemble,2,9
-2,set_size_penalty,2.7749805195873707,MNIST,Schut,JEM Ensemble,2,9
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,9
+1,distance_from_energy,210.7891082763672,MNIST,Schut,JEM Ensemble,2,9
+1,distance_from_targets,322.78759765625,MNIST,Schut,JEM Ensemble,2,9
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,9
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,9
+1,validity,0.0,MNIST,Schut,JEM Ensemble,2,9
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,9
+2,distance_from_energy,256.0330505371094,MNIST,Schut,JEM Ensemble,2,9
+2,distance_from_targets,386.3532409667969,MNIST,Schut,JEM Ensemble,2,9
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,2,9
+2,set_size_penalty,2.7735757173094666,MNIST,Schut,JEM Ensemble,2,9
 2,validity,1.0,MNIST,Schut,JEM Ensemble,2,9
-3,distance,34.0,MNIST,Schut,JEM Ensemble,2,9
-3,distance_from_energy,220.09764099121094,MNIST,Schut,JEM Ensemble,2,9
-3,distance_from_targets,298.3544616699219,MNIST,Schut,JEM Ensemble,2,9
-3,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,2,9
-3,set_size_penalty,3.376501386516475,MNIST,Schut,JEM Ensemble,2,9
-3,validity,1.0,MNIST,Schut,JEM Ensemble,2,9
-4,distance,18.0,MNIST,Schut,JEM Ensemble,2,9
-4,distance_from_energy,209.94212341308594,MNIST,Schut,JEM Ensemble,2,9
-4,distance_from_targets,282.6053771972656,MNIST,Schut,JEM Ensemble,2,9
-4,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,2,9
-4,set_size_penalty,3.2219084105730786,MNIST,Schut,JEM Ensemble,2,9
-4,validity,1.0,MNIST,Schut,JEM Ensemble,2,9
-5,distance,24.0,MNIST,Schut,JEM Ensemble,2,9
-5,distance_from_energy,220.5801239013672,MNIST,Schut,JEM Ensemble,2,9
-5,distance_from_targets,300.7939453125,MNIST,Schut,JEM Ensemble,2,9
-5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,2,9
-5,set_size_penalty,2.919151299841155,MNIST,Schut,JEM Ensemble,2,9
-5,validity,1.0,MNIST,Schut,JEM Ensemble,2,9
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,9
+3,distance_from_energy,217.7967529296875,MNIST,Schut,JEM Ensemble,2,9
+3,distance_from_targets,290.99932861328125,MNIST,Schut,JEM Ensemble,2,9
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,9
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,9
+3,validity,0.0,MNIST,Schut,JEM Ensemble,2,9
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,2,9
+4,distance_from_energy,206.2216796875,MNIST,Schut,JEM Ensemble,2,9
+4,distance_from_targets,275.69647216796875,MNIST,Schut,JEM Ensemble,2,9
+4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,2,9
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,9
+4,validity,0.0,MNIST,Schut,JEM Ensemble,2,9
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,2,9
+5,distance_from_energy,220.76634216308594,MNIST,Schut,JEM Ensemble,2,9
+5,distance_from_targets,297.1873474121094,MNIST,Schut,JEM Ensemble,2,9
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,2,9
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,2,9
+5,validity,0.0,MNIST,Schut,JEM Ensemble,2,9
 6,distance,117.20040130615234,MNIST,Wachter,MLP,2,9
 6,distance_from_energy,394.4841003417969,MNIST,Wachter,MLP,2,9
 6,distance_from_targets,378.65985107421875,MNIST,Wachter,MLP,2,9
@@ -12689,36 +12689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,2,9
 10,set_size_penalty,0.5677441020768257,MNIST,ECCCo,MLP,2,9
 10,validity,1.0,MNIST,ECCCo,MLP,2,9
-6,distance,22.0,MNIST,Schut,MLP,2,9
-6,distance_from_energy,378.1228942871094,MNIST,Schut,MLP,2,9
-6,distance_from_targets,309.7641296386719,MNIST,Schut,MLP,2,9
-6,redundancy,0.985969387755102,MNIST,Schut,MLP,2,9
-6,set_size_penalty,0.5708154769825184,MNIST,Schut,MLP,2,9
-6,validity,1.0,MNIST,Schut,MLP,2,9
-7,distance,44.0,MNIST,Schut,MLP,2,9
-7,distance_from_energy,395.54034423828125,MNIST,Schut,MLP,2,9
-7,distance_from_targets,294.4955139160156,MNIST,Schut,MLP,2,9
-7,redundancy,0.9719387755102041,MNIST,Schut,MLP,2,9
-7,set_size_penalty,0.5731105977682649,MNIST,Schut,MLP,2,9
-7,validity,1.0,MNIST,Schut,MLP,2,9
-8,distance,40.0,MNIST,Schut,MLP,2,9
-8,distance_from_energy,386.48028564453125,MNIST,Schut,MLP,2,9
-8,distance_from_targets,297.4620361328125,MNIST,Schut,MLP,2,9
-8,redundancy,0.9744897959183674,MNIST,Schut,MLP,2,9
-8,set_size_penalty,0.5713621021718844,MNIST,Schut,MLP,2,9
-8,validity,1.0,MNIST,Schut,MLP,2,9
-9,distance,38.0,MNIST,Schut,MLP,2,9
-9,distance_from_energy,406.0044860839844,MNIST,Schut,MLP,2,9
-9,distance_from_targets,328.1111755371094,MNIST,Schut,MLP,2,9
-9,redundancy,0.9757653061224489,MNIST,Schut,MLP,2,9
-9,set_size_penalty,0.5725032937120125,MNIST,Schut,MLP,2,9
-9,validity,1.0,MNIST,Schut,MLP,2,9
-10,distance,30.0,MNIST,Schut,MLP,2,9
-10,distance_from_energy,388.5378112792969,MNIST,Schut,MLP,2,9
-10,distance_from_targets,275.2901306152344,MNIST,Schut,MLP,2,9
-10,redundancy,0.9808673469387755,MNIST,Schut,MLP,2,9
-10,set_size_penalty,0.5700367005230176,MNIST,Schut,MLP,2,9
-10,validity,1.0,MNIST,Schut,MLP,2,9
+6,distance,10.000001907348633,MNIST,Schut,MLP,2,9
+6,distance_from_energy,379.6600341796875,MNIST,Schut,MLP,2,9
+6,distance_from_targets,308.4939270019531,MNIST,Schut,MLP,2,9
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,9
+6,set_size_penalty,0.0,MNIST,Schut,MLP,2,9
+6,validity,0.0,MNIST,Schut,MLP,2,9
+7,distance,10.000001907348633,MNIST,Schut,MLP,2,9
+7,distance_from_energy,399.74566650390625,MNIST,Schut,MLP,2,9
+7,distance_from_targets,289.58489990234375,MNIST,Schut,MLP,2,9
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,9
+7,set_size_penalty,0.0,MNIST,Schut,MLP,2,9
+7,validity,0.0,MNIST,Schut,MLP,2,9
+8,distance,10.000001907348633,MNIST,Schut,MLP,2,9
+8,distance_from_energy,391.6973876953125,MNIST,Schut,MLP,2,9
+8,distance_from_targets,288.5246887207031,MNIST,Schut,MLP,2,9
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,9
+8,set_size_penalty,0.0,MNIST,Schut,MLP,2,9
+8,validity,0.0,MNIST,Schut,MLP,2,9
+9,distance,10.000001907348633,MNIST,Schut,MLP,2,9
+9,distance_from_energy,410.5369873046875,MNIST,Schut,MLP,2,9
+9,distance_from_targets,328.0821838378906,MNIST,Schut,MLP,2,9
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,9
+9,set_size_penalty,0.0,MNIST,Schut,MLP,2,9
+9,validity,0.0,MNIST,Schut,MLP,2,9
+10,distance,10.000001907348633,MNIST,Schut,MLP,2,9
+10,distance_from_energy,389.6895751953125,MNIST,Schut,MLP,2,9
+10,distance_from_targets,268.1567687988281,MNIST,Schut,MLP,2,9
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,2,9
+10,set_size_penalty,0.0,MNIST,Schut,MLP,2,9
+10,validity,0.0,MNIST,Schut,MLP,2,9
 11,distance,143.5909881591797,MNIST,Wachter,MLP Ensemble,2,9
 11,distance_from_energy,379.9937438964844,MNIST,Wachter,MLP Ensemble,2,9
 11,distance_from_targets,375.5208435058594,MNIST,Wachter,MLP Ensemble,2,9
@@ -12809,35 +12809,35 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,2,9
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,2,9
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,2,9
-11,distance,44.0,MNIST,Schut,MLP Ensemble,2,9
-11,distance_from_energy,356.8822937011719,MNIST,Schut,MLP Ensemble,2,9
-11,distance_from_targets,292.490478515625,MNIST,Schut,MLP Ensemble,2,9
-11,redundancy,0.9719387755102041,MNIST,Schut,MLP Ensemble,2,9
-11,set_size_penalty,0.3100644748310897,MNIST,Schut,MLP Ensemble,2,9
-11,validity,1.0,MNIST,Schut,MLP Ensemble,2,9
-12,distance,48.0,MNIST,Schut,MLP Ensemble,2,9
-12,distance_from_energy,374.2403564453125,MNIST,Schut,MLP Ensemble,2,9
-12,distance_from_targets,293.05816650390625,MNIST,Schut,MLP Ensemble,2,9
-12,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,2,9
-12,set_size_penalty,0.2969864961483615,MNIST,Schut,MLP Ensemble,2,9
-12,validity,1.0,MNIST,Schut,MLP Ensemble,2,9
-13,distance,32.0,MNIST,Schut,MLP Ensemble,2,9
-13,distance_from_energy,379.5992431640625,MNIST,Schut,MLP Ensemble,2,9
-13,distance_from_targets,288.31256103515625,MNIST,Schut,MLP Ensemble,2,9
-13,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,2,9
-13,set_size_penalty,0.33514943163881394,MNIST,Schut,MLP Ensemble,2,9
-13,validity,1.0,MNIST,Schut,MLP Ensemble,2,9
-14,distance,30.0,MNIST,Schut,MLP Ensemble,2,9
-14,distance_from_energy,353.1879577636719,MNIST,Schut,MLP Ensemble,2,9
-14,distance_from_targets,303.5154724121094,MNIST,Schut,MLP Ensemble,2,9
-14,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,2,9
-14,set_size_penalty,0.31755593731220744,MNIST,Schut,MLP Ensemble,2,9
-14,validity,1.0,MNIST,Schut,MLP Ensemble,2,9
-15,distance,16.0,MNIST,Schut,MLP Ensemble,2,9
-15,distance_from_energy,356.83709716796875,MNIST,Schut,MLP Ensemble,2,9
-15,distance_from_targets,285.4343566894531,MNIST,Schut,MLP Ensemble,2,9
-15,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,2,9
-15,set_size_penalty,0.29705084459354425,MNIST,Schut,MLP Ensemble,2,9
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,2,9
+11,distance_from_energy,367.42620849609375,MNIST,Schut,MLP Ensemble,2,9
+11,distance_from_targets,291.84716796875,MNIST,Schut,MLP Ensemble,2,9
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,9
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,9
+11,validity,0.0,MNIST,Schut,MLP Ensemble,2,9
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,9
+12,distance_from_energy,385.7398681640625,MNIST,Schut,MLP Ensemble,2,9
+12,distance_from_targets,296.56329345703125,MNIST,Schut,MLP Ensemble,2,9
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,9
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,9
+12,validity,0.0,MNIST,Schut,MLP Ensemble,2,9
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,9
+13,distance_from_energy,380.3125,MNIST,Schut,MLP Ensemble,2,9
+13,distance_from_targets,283.1123962402344,MNIST,Schut,MLP Ensemble,2,9
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,9
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,9
+13,validity,0.0,MNIST,Schut,MLP Ensemble,2,9
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,2,9
+14,distance_from_energy,357.241455078125,MNIST,Schut,MLP Ensemble,2,9
+14,distance_from_targets,301.5273742675781,MNIST,Schut,MLP Ensemble,2,9
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,9
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,2,9
+14,validity,0.0,MNIST,Schut,MLP Ensemble,2,9
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,2,9
+15,distance_from_energy,354.863525390625,MNIST,Schut,MLP Ensemble,2,9
+15,distance_from_targets,281.1353454589844,MNIST,Schut,MLP Ensemble,2,9
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,2,9
+15,set_size_penalty,0.8414833257381227,MNIST,Schut,MLP Ensemble,2,9
 15,validity,1.0,MNIST,Schut,MLP Ensemble,2,9
 16,distance,120.7319107055664,MNIST,Wachter,JEM,2,9
 16,distance_from_energy,243.67626953125,MNIST,Wachter,JEM,2,9
@@ -12929,36 +12929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,2,9
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,2,9
 20,validity,1.0,MNIST,ECCCo,JEM,2,9
-16,distance,20.0,MNIST,Schut,JEM,2,9
-16,distance_from_energy,223.33677673339844,MNIST,Schut,JEM,2,9
-16,distance_from_targets,299.1688537597656,MNIST,Schut,JEM,2,9
-16,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,9
-16,set_size_penalty,4.499963008346988,MNIST,Schut,JEM,2,9
-16,validity,1.0,MNIST,Schut,JEM,2,9
-17,distance,26.0,MNIST,Schut,JEM,2,9
-17,distance_from_energy,198.27317810058594,MNIST,Schut,JEM,2,9
-17,distance_from_targets,289.466552734375,MNIST,Schut,JEM,2,9
-17,redundancy,0.9834183673469388,MNIST,Schut,JEM,2,9
-17,set_size_penalty,4.500042362220247,MNIST,Schut,JEM,2,9
-17,validity,1.0,MNIST,Schut,JEM,2,9
-18,distance,32.0,MNIST,Schut,JEM,2,9
-18,distance_from_energy,241.82398986816406,MNIST,Schut,JEM,2,9
-18,distance_from_targets,310.3770446777344,MNIST,Schut,JEM,2,9
-18,redundancy,0.9795918367346939,MNIST,Schut,JEM,2,9
-18,set_size_penalty,4.500541924023172,MNIST,Schut,JEM,2,9
-18,validity,1.0,MNIST,Schut,JEM,2,9
-19,distance,20.0,MNIST,Schut,JEM,2,9
-19,distance_from_energy,182.96224975585938,MNIST,Schut,JEM,2,9
-19,distance_from_targets,266.30267333984375,MNIST,Schut,JEM,2,9
-19,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,9
-19,set_size_penalty,4.499963171878661,MNIST,Schut,JEM,2,9
-19,validity,1.0,MNIST,Schut,JEM,2,9
-20,distance,20.0,MNIST,Schut,JEM,2,9
-20,distance_from_energy,210.62606811523438,MNIST,Schut,JEM,2,9
-20,distance_from_targets,330.9604187011719,MNIST,Schut,JEM,2,9
-20,redundancy,0.9872448979591837,MNIST,Schut,JEM,2,9
-20,set_size_penalty,4.500206022483258,MNIST,Schut,JEM,2,9
-20,validity,1.0,MNIST,Schut,JEM,2,9
+16,distance,10.000000953674316,MNIST,Schut,JEM,2,9
+16,distance_from_energy,220.89134216308594,MNIST,Schut,JEM,2,9
+16,distance_from_targets,293.1687927246094,MNIST,Schut,JEM,2,9
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,2,9
+16,set_size_penalty,0.0,MNIST,Schut,JEM,2,9
+16,validity,0.0,MNIST,Schut,JEM,2,9
+17,distance,10.000000953674316,MNIST,Schut,JEM,2,9
+17,distance_from_energy,196.55601501464844,MNIST,Schut,JEM,2,9
+17,distance_from_targets,282.34588623046875,MNIST,Schut,JEM,2,9
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,9
+17,set_size_penalty,0.0,MNIST,Schut,JEM,2,9
+17,validity,0.0,MNIST,Schut,JEM,2,9
+18,distance,10.000000953674316,MNIST,Schut,JEM,2,9
+18,distance_from_energy,242.43365478515625,MNIST,Schut,JEM,2,9
+18,distance_from_targets,305.0634460449219,MNIST,Schut,JEM,2,9
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,2,9
+18,set_size_penalty,0.0,MNIST,Schut,JEM,2,9
+18,validity,0.0,MNIST,Schut,JEM,2,9
+19,distance,10.000001907348633,MNIST,Schut,JEM,2,9
+19,distance_from_energy,184.90396118164062,MNIST,Schut,JEM,2,9
+19,distance_from_targets,268.02685546875,MNIST,Schut,JEM,2,9
+19,redundancy,0.9821428571428571,MNIST,Schut,JEM,2,9
+19,set_size_penalty,0.0,MNIST,Schut,JEM,2,9
+19,validity,0.0,MNIST,Schut,JEM,2,9
+20,distance,10.000001907348633,MNIST,Schut,JEM,2,9
+20,distance_from_energy,208.2108612060547,MNIST,Schut,JEM,2,9
+20,distance_from_targets,324.1859436035156,MNIST,Schut,JEM,2,9
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,2,9
+20,set_size_penalty,0.0,MNIST,Schut,JEM,2,9
+20,validity,0.0,MNIST,Schut,JEM,2,9
 1,distance,154.89004516601562,MNIST,Wachter,JEM Ensemble,3,0
 1,distance_from_energy,262.19342041015625,MNIST,Wachter,JEM Ensemble,3,0
 1,distance_from_targets,435.9953918457031,MNIST,Wachter,JEM Ensemble,3,0
@@ -13049,36 +13049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,3,0
 5,set_size_penalty,2.0676493830949663,MNIST,ECCCo,JEM Ensemble,3,0
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,3,0
-1,distance,52.0,MNIST,Schut,JEM Ensemble,3,0
-1,distance_from_energy,245.5580596923828,MNIST,Schut,JEM Ensemble,3,0
-1,distance_from_targets,366.2915344238281,MNIST,Schut,JEM Ensemble,3,0
-1,redundancy,0.9668367346938775,MNIST,Schut,JEM Ensemble,3,0
-1,set_size_penalty,3.180535461715568,MNIST,Schut,JEM Ensemble,3,0
-1,validity,1.0,MNIST,Schut,JEM Ensemble,3,0
-2,distance,62.0,MNIST,Schut,JEM Ensemble,3,0
-2,distance_from_energy,249.71234130859375,MNIST,Schut,JEM Ensemble,3,0
-2,distance_from_targets,353.677490234375,MNIST,Schut,JEM Ensemble,3,0
-2,redundancy,0.9604591836734694,MNIST,Schut,JEM Ensemble,3,0
-2,set_size_penalty,3.3949300020148563,MNIST,Schut,JEM Ensemble,3,0
-2,validity,1.0,MNIST,Schut,JEM Ensemble,3,0
-3,distance,32.0,MNIST,Schut,JEM Ensemble,3,0
-3,distance_from_energy,208.1868133544922,MNIST,Schut,JEM Ensemble,3,0
-3,distance_from_targets,335.0509948730469,MNIST,Schut,JEM Ensemble,3,0
-3,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,3,0
-3,set_size_penalty,2.965978837110893,MNIST,Schut,JEM Ensemble,3,0
-3,validity,1.0,MNIST,Schut,JEM Ensemble,3,0
-4,distance,48.0,MNIST,Schut,JEM Ensemble,3,0
-4,distance_from_energy,198.35824584960938,MNIST,Schut,JEM Ensemble,3,0
-4,distance_from_targets,327.62255859375,MNIST,Schut,JEM Ensemble,3,0
-4,redundancy,0.9693877551020408,MNIST,Schut,JEM Ensemble,3,0
-4,set_size_penalty,2.7939335040489617,MNIST,Schut,JEM Ensemble,3,0
-4,validity,1.0,MNIST,Schut,JEM Ensemble,3,0
-5,distance,36.0,MNIST,Schut,JEM Ensemble,3,0
-5,distance_from_energy,221.63499450683594,MNIST,Schut,JEM Ensemble,3,0
-5,distance_from_targets,305.73150634765625,MNIST,Schut,JEM Ensemble,3,0
-5,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,3,0
-5,set_size_penalty,2.956558713694443,MNIST,Schut,JEM Ensemble,3,0
-5,validity,1.0,MNIST,Schut,JEM Ensemble,3,0
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,0
+1,distance_from_energy,249.6008758544922,MNIST,Schut,JEM Ensemble,3,0
+1,distance_from_targets,361.6636047363281,MNIST,Schut,JEM Ensemble,3,0
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,0
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,0
+1,validity,0.0,MNIST,Schut,JEM Ensemble,3,0
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,0
+2,distance_from_energy,259.2082214355469,MNIST,Schut,JEM Ensemble,3,0
+2,distance_from_targets,358.1844787597656,MNIST,Schut,JEM Ensemble,3,0
+2,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,3,0
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,0
+2,validity,0.0,MNIST,Schut,JEM Ensemble,3,0
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,0
+3,distance_from_energy,208.45738220214844,MNIST,Schut,JEM Ensemble,3,0
+3,distance_from_targets,331.11639404296875,MNIST,Schut,JEM Ensemble,3,0
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,0
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,0
+3,validity,0.0,MNIST,Schut,JEM Ensemble,3,0
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,0
+4,distance_from_energy,200.2989044189453,MNIST,Schut,JEM Ensemble,3,0
+4,distance_from_targets,319.9864196777344,MNIST,Schut,JEM Ensemble,3,0
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,0
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,0
+4,validity,0.0,MNIST,Schut,JEM Ensemble,3,0
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,0
+5,distance_from_energy,224.9862518310547,MNIST,Schut,JEM Ensemble,3,0
+5,distance_from_targets,303.2331848144531,MNIST,Schut,JEM Ensemble,3,0
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,0
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,0
+5,validity,0.0,MNIST,Schut,JEM Ensemble,3,0
 6,distance,172.1249542236328,MNIST,Wachter,MLP,3,0
 6,distance_from_energy,406.75640869140625,MNIST,Wachter,MLP,3,0
 6,distance_from_targets,505.8141784667969,MNIST,Wachter,MLP,3,0
@@ -13169,36 +13169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,3,0
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,3,0
 10,validity,1.0,MNIST,ECCCo,MLP,3,0
-6,distance,56.0,MNIST,Schut,MLP,3,0
-6,distance_from_energy,370.67315673828125,MNIST,Schut,MLP,3,0
-6,distance_from_targets,411.2137756347656,MNIST,Schut,MLP,3,0
-6,redundancy,0.9642857142857143,MNIST,Schut,MLP,3,0
-6,set_size_penalty,0.5730754667283802,MNIST,Schut,MLP,3,0
-6,validity,1.0,MNIST,Schut,MLP,3,0
-7,distance,52.0,MNIST,Schut,MLP,3,0
-7,distance_from_energy,395.95098876953125,MNIST,Schut,MLP,3,0
-7,distance_from_targets,351.52435302734375,MNIST,Schut,MLP,3,0
-7,redundancy,0.9668367346938775,MNIST,Schut,MLP,3,0
-7,set_size_penalty,0.5741700165345409,MNIST,Schut,MLP,3,0
-7,validity,1.0,MNIST,Schut,MLP,3,0
-8,distance,40.0,MNIST,Schut,MLP,3,0
-8,distance_from_energy,359.3115234375,MNIST,Schut,MLP,3,0
-8,distance_from_targets,314.417236328125,MNIST,Schut,MLP,3,0
-8,redundancy,0.9744897959183674,MNIST,Schut,MLP,3,0
-8,set_size_penalty,0.5735358726948618,MNIST,Schut,MLP,3,0
-8,validity,1.0,MNIST,Schut,MLP,3,0
-9,distance,50.0,MNIST,Schut,MLP,3,0
-9,distance_from_energy,371.5039367675781,MNIST,Schut,MLP,3,0
-9,distance_from_targets,378.4637756347656,MNIST,Schut,MLP,3,0
-9,redundancy,0.9681122448979592,MNIST,Schut,MLP,3,0
-9,set_size_penalty,0.5717401377662843,MNIST,Schut,MLP,3,0
-9,validity,1.0,MNIST,Schut,MLP,3,0
-10,distance,34.0,MNIST,Schut,MLP,3,0
-10,distance_from_energy,382.67608642578125,MNIST,Schut,MLP,3,0
-10,distance_from_targets,306.53558349609375,MNIST,Schut,MLP,3,0
-10,redundancy,0.9783163265306123,MNIST,Schut,MLP,3,0
-10,set_size_penalty,0.570532171512351,MNIST,Schut,MLP,3,0
-10,validity,1.0,MNIST,Schut,MLP,3,0
+6,distance,10.000001907348633,MNIST,Schut,MLP,3,0
+6,distance_from_energy,373.2152099609375,MNIST,Schut,MLP,3,0
+6,distance_from_targets,418.9515075683594,MNIST,Schut,MLP,3,0
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,3,0
+6,set_size_penalty,0.0,MNIST,Schut,MLP,3,0
+6,validity,0.0,MNIST,Schut,MLP,3,0
+7,distance,10.000001907348633,MNIST,Schut,MLP,3,0
+7,distance_from_energy,397.66937255859375,MNIST,Schut,MLP,3,0
+7,distance_from_targets,348.7489013671875,MNIST,Schut,MLP,3,0
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,0
+7,set_size_penalty,0.0,MNIST,Schut,MLP,3,0
+7,validity,0.0,MNIST,Schut,MLP,3,0
+8,distance,10.000001907348633,MNIST,Schut,MLP,3,0
+8,distance_from_energy,359.4681396484375,MNIST,Schut,MLP,3,0
+8,distance_from_targets,316.15484619140625,MNIST,Schut,MLP,3,0
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,0
+8,set_size_penalty,0.0,MNIST,Schut,MLP,3,0
+8,validity,0.0,MNIST,Schut,MLP,3,0
+9,distance,10.000001907348633,MNIST,Schut,MLP,3,0
+9,distance_from_energy,365.51312255859375,MNIST,Schut,MLP,3,0
+9,distance_from_targets,368.3028869628906,MNIST,Schut,MLP,3,0
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,0
+9,set_size_penalty,0.0,MNIST,Schut,MLP,3,0
+9,validity,0.0,MNIST,Schut,MLP,3,0
+10,distance,10.000000953674316,MNIST,Schut,MLP,3,0
+10,distance_from_energy,385.7673034667969,MNIST,Schut,MLP,3,0
+10,distance_from_targets,300.41363525390625,MNIST,Schut,MLP,3,0
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,0
+10,set_size_penalty,0.0,MNIST,Schut,MLP,3,0
+10,validity,0.0,MNIST,Schut,MLP,3,0
 11,distance,143.8768310546875,MNIST,Wachter,MLP Ensemble,3,0
 11,distance_from_energy,338.0182800292969,MNIST,Wachter,MLP Ensemble,3,0
 11,distance_from_targets,376.947509765625,MNIST,Wachter,MLP Ensemble,3,0
@@ -13289,36 +13289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,3,0
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,3,0
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,3,0
-11,distance,40.0,MNIST,Schut,MLP Ensemble,3,0
-11,distance_from_energy,337.5014953613281,MNIST,Schut,MLP Ensemble,3,0
-11,distance_from_targets,287.9758605957031,MNIST,Schut,MLP Ensemble,3,0
-11,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,3,0
-11,set_size_penalty,0.30070913391932996,MNIST,Schut,MLP Ensemble,3,0
-11,validity,1.0,MNIST,Schut,MLP Ensemble,3,0
-12,distance,64.0,MNIST,Schut,MLP Ensemble,3,0
-12,distance_from_energy,352.7128601074219,MNIST,Schut,MLP Ensemble,3,0
-12,distance_from_targets,280.28369140625,MNIST,Schut,MLP Ensemble,3,0
-12,redundancy,0.9591836734693877,MNIST,Schut,MLP Ensemble,3,0
-12,set_size_penalty,0.3561565686335273,MNIST,Schut,MLP Ensemble,3,0
-12,validity,1.0,MNIST,Schut,MLP Ensemble,3,0
-13,distance,42.0,MNIST,Schut,MLP Ensemble,3,0
-13,distance_from_energy,368.90155029296875,MNIST,Schut,MLP Ensemble,3,0
-13,distance_from_targets,314.3043518066406,MNIST,Schut,MLP Ensemble,3,0
-13,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,3,0
-13,set_size_penalty,0.3854419874671078,MNIST,Schut,MLP Ensemble,3,0
-13,validity,1.0,MNIST,Schut,MLP Ensemble,3,0
-14,distance,56.0,MNIST,Schut,MLP Ensemble,3,0
-14,distance_from_energy,347.00665283203125,MNIST,Schut,MLP Ensemble,3,0
-14,distance_from_targets,327.37451171875,MNIST,Schut,MLP Ensemble,3,0
-14,redundancy,0.9642857142857143,MNIST,Schut,MLP Ensemble,3,0
-14,set_size_penalty,0.33159779305949444,MNIST,Schut,MLP Ensemble,3,0
-14,validity,1.0,MNIST,Schut,MLP Ensemble,3,0
-15,distance,52.0,MNIST,Schut,MLP Ensemble,3,0
-15,distance_from_energy,371.5280456542969,MNIST,Schut,MLP Ensemble,3,0
-15,distance_from_targets,335.2315979003906,MNIST,Schut,MLP Ensemble,3,0
-15,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,3,0
-15,set_size_penalty,0.30345996786779406,MNIST,Schut,MLP Ensemble,3,0
-15,validity,1.0,MNIST,Schut,MLP Ensemble,3,0
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,0
+11,distance_from_energy,344.3852233886719,MNIST,Schut,MLP Ensemble,3,0
+11,distance_from_targets,300.3841247558594,MNIST,Schut,MLP Ensemble,3,0
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,0
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,0
+11,validity,0.0,MNIST,Schut,MLP Ensemble,3,0
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,0
+12,distance_from_energy,362.5896911621094,MNIST,Schut,MLP Ensemble,3,0
+12,distance_from_targets,287.4879150390625,MNIST,Schut,MLP Ensemble,3,0
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,0
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,0
+12,validity,0.0,MNIST,Schut,MLP Ensemble,3,0
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,0
+13,distance_from_energy,368.794189453125,MNIST,Schut,MLP Ensemble,3,0
+13,distance_from_targets,304.8812561035156,MNIST,Schut,MLP Ensemble,3,0
+13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,3,0
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,0
+13,validity,0.0,MNIST,Schut,MLP Ensemble,3,0
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,0
+14,distance_from_energy,358.817138671875,MNIST,Schut,MLP Ensemble,3,0
+14,distance_from_targets,334.7685241699219,MNIST,Schut,MLP Ensemble,3,0
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,0
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,0
+14,validity,0.0,MNIST,Schut,MLP Ensemble,3,0
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,0
+15,distance_from_energy,372.987548828125,MNIST,Schut,MLP Ensemble,3,0
+15,distance_from_targets,323.0202941894531,MNIST,Schut,MLP Ensemble,3,0
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,0
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,0
+15,validity,0.0,MNIST,Schut,MLP Ensemble,3,0
 16,distance,144.76002502441406,MNIST,Wachter,JEM,3,0
 16,distance_from_energy,261.00665283203125,MNIST,Wachter,JEM,3,0
 16,distance_from_targets,464.69818115234375,MNIST,Wachter,JEM,3,0
@@ -13409,35 +13409,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,3,0
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,3,0
 20,validity,1.0,MNIST,ECCCo,JEM,3,0
-16,distance,28.0,MNIST,Schut,JEM,3,0
-16,distance_from_energy,217.78443908691406,MNIST,Schut,JEM,3,0
-16,distance_from_targets,373.80804443359375,MNIST,Schut,JEM,3,0
-16,redundancy,0.9821428571428571,MNIST,Schut,JEM,3,0
-16,set_size_penalty,4.5000924087634,MNIST,Schut,JEM,3,0
-16,validity,1.0,MNIST,Schut,JEM,3,0
-17,distance,24.0,MNIST,Schut,JEM,3,0
-17,distance_from_energy,230.2503662109375,MNIST,Schut,JEM,3,0
-17,distance_from_targets,341.9444274902344,MNIST,Schut,JEM,3,0
-17,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,0
-17,set_size_penalty,4.501406189480938,MNIST,Schut,JEM,3,0
-17,validity,1.0,MNIST,Schut,JEM,3,0
-18,distance,14.0,MNIST,Schut,JEM,3,0
-18,distance_from_energy,200.78915405273438,MNIST,Schut,JEM,3,0
-18,distance_from_targets,281.4123229980469,MNIST,Schut,JEM,3,0
-18,redundancy,0.9910714285714286,MNIST,Schut,JEM,3,0
-18,set_size_penalty,4.500453209740108,MNIST,Schut,JEM,3,0
+16,distance,10.000001907348633,MNIST,Schut,JEM,3,0
+16,distance_from_energy,221.12948608398438,MNIST,Schut,JEM,3,0
+16,distance_from_targets,376.8819274902344,MNIST,Schut,JEM,3,0
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,0
+16,set_size_penalty,0.0,MNIST,Schut,JEM,3,0
+16,validity,0.0,MNIST,Schut,JEM,3,0
+17,distance,10.000001907348633,MNIST,Schut,JEM,3,0
+17,distance_from_energy,231.28900146484375,MNIST,Schut,JEM,3,0
+17,distance_from_targets,340.44476318359375,MNIST,Schut,JEM,3,0
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,0
+17,set_size_penalty,0.0,MNIST,Schut,JEM,3,0
+17,validity,0.0,MNIST,Schut,JEM,3,0
+18,distance,10.000001907348633,MNIST,Schut,JEM,3,0
+18,distance_from_energy,200.15382385253906,MNIST,Schut,JEM,3,0
+18,distance_from_targets,280.01287841796875,MNIST,Schut,JEM,3,0
+18,redundancy,0.9834183673469388,MNIST,Schut,JEM,3,0
+18,set_size_penalty,4.620951984244006,MNIST,Schut,JEM,3,0
 18,validity,1.0,MNIST,Schut,JEM,3,0
-19,distance,24.0,MNIST,Schut,JEM,3,0
-19,distance_from_energy,263.8317565917969,MNIST,Schut,JEM,3,0
-19,distance_from_targets,374.4211730957031,MNIST,Schut,JEM,3,0
-19,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,0
-19,set_size_penalty,4.5002548507297355,MNIST,Schut,JEM,3,0
-19,validity,1.0,MNIST,Schut,JEM,3,0
-20,distance,12.0,MNIST,Schut,JEM,3,0
-20,distance_from_energy,198.95521545410156,MNIST,Schut,JEM,3,0
-20,distance_from_targets,318.00653076171875,MNIST,Schut,JEM,3,0
-20,redundancy,0.9923469387755102,MNIST,Schut,JEM,3,0
-20,set_size_penalty,4.500029069874786,MNIST,Schut,JEM,3,0
+19,distance,10.000001907348633,MNIST,Schut,JEM,3,0
+19,distance_from_energy,259.0285949707031,MNIST,Schut,JEM,3,0
+19,distance_from_targets,364.4242248535156,MNIST,Schut,JEM,3,0
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,0
+19,set_size_penalty,0.0,MNIST,Schut,JEM,3,0
+19,validity,0.0,MNIST,Schut,JEM,3,0
+20,distance,10.000001907348633,MNIST,Schut,JEM,3,0
+20,distance_from_energy,198.17398071289062,MNIST,Schut,JEM,3,0
+20,distance_from_targets,315.4242248535156,MNIST,Schut,JEM,3,0
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,3,0
+20,set_size_penalty,4.946430495833038,MNIST,Schut,JEM,3,0
 20,validity,1.0,MNIST,Schut,JEM,3,0
 1,distance,117.25232696533203,MNIST,Wachter,JEM Ensemble,3,1
 1,distance_from_energy,203.98995971679688,MNIST,Wachter,JEM Ensemble,3,1
@@ -13529,36 +13529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,3,1
 5,set_size_penalty,2.0676493830948397,MNIST,ECCCo,JEM Ensemble,3,1
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,3,1
-1,distance,14.0,MNIST,Schut,JEM Ensemble,3,1
-1,distance_from_energy,193.03884887695312,MNIST,Schut,JEM Ensemble,3,1
-1,distance_from_targets,244.16941833496094,MNIST,Schut,JEM Ensemble,3,1
-1,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,3,1
-1,set_size_penalty,2.6226448494201677,MNIST,Schut,JEM Ensemble,3,1
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,1
+1,distance_from_energy,189.92041015625,MNIST,Schut,JEM Ensemble,3,1
+1,distance_from_targets,240.8917999267578,MNIST,Schut,JEM Ensemble,3,1
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,1
+1,set_size_penalty,2.775200344828697,MNIST,Schut,JEM Ensemble,3,1
 1,validity,1.0,MNIST,Schut,JEM Ensemble,3,1
-2,distance,22.0,MNIST,Schut,JEM Ensemble,3,1
-2,distance_from_energy,187.9029083251953,MNIST,Schut,JEM Ensemble,3,1
-2,distance_from_targets,249.02194213867188,MNIST,Schut,JEM Ensemble,3,1
-2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,1
-2,set_size_penalty,2.9144132633831994,MNIST,Schut,JEM Ensemble,3,1
-2,validity,1.0,MNIST,Schut,JEM Ensemble,3,1
-3,distance,20.0,MNIST,Schut,JEM Ensemble,3,1
-3,distance_from_energy,213.22293090820312,MNIST,Schut,JEM Ensemble,3,1
-3,distance_from_targets,262.066650390625,MNIST,Schut,JEM Ensemble,3,1
-3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,1
-3,set_size_penalty,2.8438738312794483,MNIST,Schut,JEM Ensemble,3,1
-3,validity,1.0,MNIST,Schut,JEM Ensemble,3,1
-4,distance,30.0,MNIST,Schut,JEM Ensemble,3,1
-4,distance_from_energy,180.03988647460938,MNIST,Schut,JEM Ensemble,3,1
-4,distance_from_targets,248.85494995117188,MNIST,Schut,JEM Ensemble,3,1
-4,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,3,1
-4,set_size_penalty,2.7075714877975656,MNIST,Schut,JEM Ensemble,3,1
-4,validity,1.0,MNIST,Schut,JEM Ensemble,3,1
-5,distance,20.0,MNIST,Schut,JEM Ensemble,3,1
-5,distance_from_energy,194.1066436767578,MNIST,Schut,JEM Ensemble,3,1
-5,distance_from_targets,253.80447387695312,MNIST,Schut,JEM Ensemble,3,1
-5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,1
-5,set_size_penalty,2.9789753019958876,MNIST,Schut,JEM Ensemble,3,1
-5,validity,1.0,MNIST,Schut,JEM Ensemble,3,1
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,1
+2,distance_from_energy,186.94174194335938,MNIST,Schut,JEM Ensemble,3,1
+2,distance_from_targets,244.85202026367188,MNIST,Schut,JEM Ensemble,3,1
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,1
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,1
+2,validity,0.0,MNIST,Schut,JEM Ensemble,3,1
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,1
+3,distance_from_energy,209.5977020263672,MNIST,Schut,JEM Ensemble,3,1
+3,distance_from_targets,254.15087890625,MNIST,Schut,JEM Ensemble,3,1
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,1
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,1
+3,validity,0.0,MNIST,Schut,JEM Ensemble,3,1
+4,distance,10.0,MNIST,Schut,JEM Ensemble,3,1
+4,distance_from_energy,178.11431884765625,MNIST,Schut,JEM Ensemble,3,1
+4,distance_from_targets,242.60296630859375,MNIST,Schut,JEM Ensemble,3,1
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,1
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,1
+4,validity,0.0,MNIST,Schut,JEM Ensemble,3,1
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,1
+5,distance_from_energy,194.35980224609375,MNIST,Schut,JEM Ensemble,3,1
+5,distance_from_targets,249.8756866455078,MNIST,Schut,JEM Ensemble,3,1
+5,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,3,1
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,1
+5,validity,0.0,MNIST,Schut,JEM Ensemble,3,1
 6,distance,124.40432739257812,MNIST,Wachter,MLP,3,1
 6,distance_from_energy,385.0325927734375,MNIST,Wachter,MLP,3,1
 6,distance_from_targets,315.12896728515625,MNIST,Wachter,MLP,3,1
@@ -13649,36 +13649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,3,1
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,3,1
 10,validity,1.0,MNIST,ECCCo,MLP,3,1
-6,distance,24.0,MNIST,Schut,MLP,3,1
-6,distance_from_energy,374.8829345703125,MNIST,Schut,MLP,3,1
-6,distance_from_targets,243.90037536621094,MNIST,Schut,MLP,3,1
-6,redundancy,0.9846938775510204,MNIST,Schut,MLP,3,1
-6,set_size_penalty,0.5705516650194331,MNIST,Schut,MLP,3,1
-6,validity,1.0,MNIST,Schut,MLP,3,1
-7,distance,16.0,MNIST,Schut,MLP,3,1
-7,distance_from_energy,380.05108642578125,MNIST,Schut,MLP,3,1
-7,distance_from_targets,243.97308349609375,MNIST,Schut,MLP,3,1
-7,redundancy,0.9897959183673469,MNIST,Schut,MLP,3,1
-7,set_size_penalty,0.5725336631534252,MNIST,Schut,MLP,3,1
-7,validity,1.0,MNIST,Schut,MLP,3,1
-8,distance,18.0,MNIST,Schut,MLP,3,1
-8,distance_from_energy,374.47967529296875,MNIST,Schut,MLP,3,1
-8,distance_from_targets,244.93751525878906,MNIST,Schut,MLP,3,1
-8,redundancy,0.9885204081632653,MNIST,Schut,MLP,3,1
-8,set_size_penalty,0.5687754464899344,MNIST,Schut,MLP,3,1
-8,validity,1.0,MNIST,Schut,MLP,3,1
-9,distance,18.0,MNIST,Schut,MLP,3,1
-9,distance_from_energy,377.2500915527344,MNIST,Schut,MLP,3,1
-9,distance_from_targets,248.15773010253906,MNIST,Schut,MLP,3,1
-9,redundancy,0.9885204081632653,MNIST,Schut,MLP,3,1
-9,set_size_penalty,0.5708513629912371,MNIST,Schut,MLP,3,1
-9,validity,1.0,MNIST,Schut,MLP,3,1
-10,distance,26.0,MNIST,Schut,MLP,3,1
-10,distance_from_energy,374.1148376464844,MNIST,Schut,MLP,3,1
-10,distance_from_targets,249.53213500976562,MNIST,Schut,MLP,3,1
-10,redundancy,0.9834183673469388,MNIST,Schut,MLP,3,1
-10,set_size_penalty,0.5701471379777108,MNIST,Schut,MLP,3,1
-10,validity,1.0,MNIST,Schut,MLP,3,1
+6,distance,10.000001907348633,MNIST,Schut,MLP,3,1
+6,distance_from_energy,372.8483581542969,MNIST,Schut,MLP,3,1
+6,distance_from_targets,242.83145141601562,MNIST,Schut,MLP,3,1
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,1
+6,set_size_penalty,0.0,MNIST,Schut,MLP,3,1
+6,validity,0.0,MNIST,Schut,MLP,3,1
+7,distance,10.000001907348633,MNIST,Schut,MLP,3,1
+7,distance_from_energy,378.3763427734375,MNIST,Schut,MLP,3,1
+7,distance_from_targets,240.80760192871094,MNIST,Schut,MLP,3,1
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,1
+7,set_size_penalty,0.0,MNIST,Schut,MLP,3,1
+7,validity,0.0,MNIST,Schut,MLP,3,1
+8,distance,10.000000953674316,MNIST,Schut,MLP,3,1
+8,distance_from_energy,371.1812438964844,MNIST,Schut,MLP,3,1
+8,distance_from_targets,241.17520141601562,MNIST,Schut,MLP,3,1
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,1
+8,set_size_penalty,0.0,MNIST,Schut,MLP,3,1
+8,validity,0.0,MNIST,Schut,MLP,3,1
+9,distance,10.000001907348633,MNIST,Schut,MLP,3,1
+9,distance_from_energy,378.4239501953125,MNIST,Schut,MLP,3,1
+9,distance_from_targets,244.58775329589844,MNIST,Schut,MLP,3,1
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,1
+9,set_size_penalty,0.0,MNIST,Schut,MLP,3,1
+9,validity,0.0,MNIST,Schut,MLP,3,1
+10,distance,10.000001907348633,MNIST,Schut,MLP,3,1
+10,distance_from_energy,373.6581115722656,MNIST,Schut,MLP,3,1
+10,distance_from_targets,244.39788818359375,MNIST,Schut,MLP,3,1
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,1
+10,set_size_penalty,0.0,MNIST,Schut,MLP,3,1
+10,validity,0.0,MNIST,Schut,MLP,3,1
 11,distance,121.13245391845703,MNIST,Wachter,MLP Ensemble,3,1
 11,distance_from_energy,366.4634094238281,MNIST,Wachter,MLP Ensemble,3,1
 11,distance_from_targets,320.24493408203125,MNIST,Wachter,MLP Ensemble,3,1
@@ -13769,36 +13769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,3,1
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,3,1
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,3,1
-11,distance,24.0,MNIST,Schut,MLP Ensemble,3,1
-11,distance_from_energy,360.7740478515625,MNIST,Schut,MLP Ensemble,3,1
-11,distance_from_targets,250.9237518310547,MNIST,Schut,MLP Ensemble,3,1
-11,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,3,1
-11,set_size_penalty,0.29823402761165707,MNIST,Schut,MLP Ensemble,3,1
-11,validity,1.0,MNIST,Schut,MLP Ensemble,3,1
-12,distance,32.0,MNIST,Schut,MLP Ensemble,3,1
-12,distance_from_energy,351.4964904785156,MNIST,Schut,MLP Ensemble,3,1
-12,distance_from_targets,264.7660217285156,MNIST,Schut,MLP Ensemble,3,1
-12,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,3,1
-12,set_size_penalty,0.2962958195737897,MNIST,Schut,MLP Ensemble,3,1
-12,validity,1.0,MNIST,Schut,MLP Ensemble,3,1
-13,distance,32.0,MNIST,Schut,MLP Ensemble,3,1
-13,distance_from_energy,344.41192626953125,MNIST,Schut,MLP Ensemble,3,1
-13,distance_from_targets,244.44021606445312,MNIST,Schut,MLP Ensemble,3,1
-13,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,3,1
-13,set_size_penalty,0.3017826446680052,MNIST,Schut,MLP Ensemble,3,1
-13,validity,1.0,MNIST,Schut,MLP Ensemble,3,1
-14,distance,26.0,MNIST,Schut,MLP Ensemble,3,1
-14,distance_from_energy,354.6470947265625,MNIST,Schut,MLP Ensemble,3,1
-14,distance_from_targets,240.8717803955078,MNIST,Schut,MLP Ensemble,3,1
-14,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,3,1
-14,set_size_penalty,0.2966890500184123,MNIST,Schut,MLP Ensemble,3,1
-14,validity,1.0,MNIST,Schut,MLP Ensemble,3,1
-15,distance,30.0,MNIST,Schut,MLP Ensemble,3,1
-15,distance_from_energy,352.1180419921875,MNIST,Schut,MLP Ensemble,3,1
-15,distance_from_targets,245.90444946289062,MNIST,Schut,MLP Ensemble,3,1
-15,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,3,1
-15,set_size_penalty,0.29672280247913885,MNIST,Schut,MLP Ensemble,3,1
-15,validity,1.0,MNIST,Schut,MLP Ensemble,3,1
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,1
+11,distance_from_energy,359.34014892578125,MNIST,Schut,MLP Ensemble,3,1
+11,distance_from_targets,244.7149658203125,MNIST,Schut,MLP Ensemble,3,1
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,1
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,1
+11,validity,0.0,MNIST,Schut,MLP Ensemble,3,1
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,1
+12,distance_from_energy,356.6950378417969,MNIST,Schut,MLP Ensemble,3,1
+12,distance_from_targets,266.2041015625,MNIST,Schut,MLP Ensemble,3,1
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,1
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,1
+12,validity,0.0,MNIST,Schut,MLP Ensemble,3,1
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,1
+13,distance_from_energy,346.75738525390625,MNIST,Schut,MLP Ensemble,3,1
+13,distance_from_targets,242.78851318359375,MNIST,Schut,MLP Ensemble,3,1
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,1
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,1
+13,validity,0.0,MNIST,Schut,MLP Ensemble,3,1
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,1
+14,distance_from_energy,356.3487243652344,MNIST,Schut,MLP Ensemble,3,1
+14,distance_from_targets,239.06072998046875,MNIST,Schut,MLP Ensemble,3,1
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,1
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,1
+14,validity,0.0,MNIST,Schut,MLP Ensemble,3,1
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,1
+15,distance_from_energy,351.96038818359375,MNIST,Schut,MLP Ensemble,3,1
+15,distance_from_targets,240.47608947753906,MNIST,Schut,MLP Ensemble,3,1
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,1
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,1
+15,validity,0.0,MNIST,Schut,MLP Ensemble,3,1
 16,distance,112.37190246582031,MNIST,Wachter,JEM,3,1
 16,distance_from_energy,192.74282836914062,MNIST,Wachter,JEM,3,1
 16,distance_from_targets,318.23345947265625,MNIST,Wachter,JEM,3,1
@@ -13889,35 +13889,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,3,1
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,3,1
 20,validity,1.0,MNIST,ECCCo,JEM,3,1
-16,distance,8.0,MNIST,Schut,JEM,3,1
-16,distance_from_energy,154.81436157226562,MNIST,Schut,JEM,3,1
-16,distance_from_targets,239.16085815429688,MNIST,Schut,JEM,3,1
-16,redundancy,0.9948979591836735,MNIST,Schut,JEM,3,1
-16,set_size_penalty,4.506664301702919,MNIST,Schut,JEM,3,1
+16,distance,8.600000381469727,MNIST,Schut,JEM,3,1
+16,distance_from_energy,156.7802276611328,MNIST,Schut,JEM,3,1
+16,distance_from_targets,241.9700927734375,MNIST,Schut,JEM,3,1
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,1
+16,set_size_penalty,4.5056367843439675,MNIST,Schut,JEM,3,1
 16,validity,1.0,MNIST,Schut,JEM,3,1
-17,distance,12.0,MNIST,Schut,JEM,3,1
-17,distance_from_energy,176.64495849609375,MNIST,Schut,JEM,3,1
-17,distance_from_targets,260.2687683105469,MNIST,Schut,JEM,3,1
-17,redundancy,0.9923469387755102,MNIST,Schut,JEM,3,1
-17,set_size_penalty,4.500092285655871,MNIST,Schut,JEM,3,1
+17,distance,8.100001335144043,MNIST,Schut,JEM,3,1
+17,distance_from_energy,174.9414825439453,MNIST,Schut,JEM,3,1
+17,distance_from_targets,256.06243896484375,MNIST,Schut,JEM,3,1
+17,redundancy,0.9885204081632653,MNIST,Schut,JEM,3,1
+17,set_size_penalty,4.509546641599819,MNIST,Schut,JEM,3,1
 17,validity,1.0,MNIST,Schut,JEM,3,1
-18,distance,14.0,MNIST,Schut,JEM,3,1
-18,distance_from_energy,151.99774169921875,MNIST,Schut,JEM,3,1
-18,distance_from_targets,262.72869873046875,MNIST,Schut,JEM,3,1
-18,redundancy,0.9910714285714286,MNIST,Schut,JEM,3,1
-18,set_size_penalty,4.501562683885431,MNIST,Schut,JEM,3,1
-18,validity,1.0,MNIST,Schut,JEM,3,1
-19,distance,12.0,MNIST,Schut,JEM,3,1
-19,distance_from_energy,183.35366821289062,MNIST,Schut,JEM,3,1
-19,distance_from_targets,253.85330200195312,MNIST,Schut,JEM,3,1
-19,redundancy,0.9923469387755102,MNIST,Schut,JEM,3,1
-19,set_size_penalty,4.501694199558991,MNIST,Schut,JEM,3,1
+18,distance,10.000001907348633,MNIST,Schut,JEM,3,1
+18,distance_from_energy,151.97817993164062,MNIST,Schut,JEM,3,1
+18,distance_from_targets,261.8279113769531,MNIST,Schut,JEM,3,1
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,1
+18,set_size_penalty,0.0,MNIST,Schut,JEM,3,1
+18,validity,0.0,MNIST,Schut,JEM,3,1
+19,distance,9.500001907348633,MNIST,Schut,JEM,3,1
+19,distance_from_energy,182.2501220703125,MNIST,Schut,JEM,3,1
+19,distance_from_targets,249.1241912841797,MNIST,Schut,JEM,3,1
+19,redundancy,0.9834183673469388,MNIST,Schut,JEM,3,1
+19,set_size_penalty,4.511629690472314,MNIST,Schut,JEM,3,1
 19,validity,1.0,MNIST,Schut,JEM,3,1
-20,distance,4.0,MNIST,Schut,JEM,3,1
-20,distance_from_energy,167.93408203125,MNIST,Schut,JEM,3,1
-20,distance_from_targets,260.1885070800781,MNIST,Schut,JEM,3,1
-20,redundancy,0.9974489795918368,MNIST,Schut,JEM,3,1
-20,set_size_penalty,4.501496655179337,MNIST,Schut,JEM,3,1
+20,distance,3.700000524520874,MNIST,Schut,JEM,3,1
+20,distance_from_energy,167.1609344482422,MNIST,Schut,JEM,3,1
+20,distance_from_targets,259.0291748046875,MNIST,Schut,JEM,3,1
+20,redundancy,0.9948979591836735,MNIST,Schut,JEM,3,1
+20,set_size_penalty,4.505773669695461,MNIST,Schut,JEM,3,1
 20,validity,1.0,MNIST,Schut,JEM,3,1
 1,distance,123.7362289428711,MNIST,Wachter,JEM Ensemble,3,2
 1,distance_from_energy,221.5882568359375,MNIST,Wachter,JEM Ensemble,3,2
@@ -14009,36 +14009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,3,2
 5,set_size_penalty,2.0676493830950236,MNIST,ECCCo,JEM Ensemble,3,2
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,3,2
-1,distance,18.0,MNIST,Schut,JEM Ensemble,3,2
-1,distance_from_energy,203.5705108642578,MNIST,Schut,JEM Ensemble,3,2
-1,distance_from_targets,279.54315185546875,MNIST,Schut,JEM Ensemble,3,2
-1,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,3,2
-1,set_size_penalty,3.058074718616786,MNIST,Schut,JEM Ensemble,3,2
-1,validity,1.0,MNIST,Schut,JEM Ensemble,3,2
-2,distance,22.0,MNIST,Schut,JEM Ensemble,3,2
-2,distance_from_energy,190.9910888671875,MNIST,Schut,JEM Ensemble,3,2
-2,distance_from_targets,288.5169372558594,MNIST,Schut,JEM Ensemble,3,2
-2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,2
-2,set_size_penalty,2.5377655393602154,MNIST,Schut,JEM Ensemble,3,2
-2,validity,1.0,MNIST,Schut,JEM Ensemble,3,2
-3,distance,14.0,MNIST,Schut,JEM Ensemble,3,2
-3,distance_from_energy,170.96804809570312,MNIST,Schut,JEM Ensemble,3,2
-3,distance_from_targets,268.7420654296875,MNIST,Schut,JEM Ensemble,3,2
-3,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,3,2
-3,set_size_penalty,2.566185999826554,MNIST,Schut,JEM Ensemble,3,2
-3,validity,1.0,MNIST,Schut,JEM Ensemble,3,2
-4,distance,14.0,MNIST,Schut,JEM Ensemble,3,2
-4,distance_from_energy,171.99960327148438,MNIST,Schut,JEM Ensemble,3,2
-4,distance_from_targets,287.0837097167969,MNIST,Schut,JEM Ensemble,3,2
-4,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,3,2
-4,set_size_penalty,2.752101167864758,MNIST,Schut,JEM Ensemble,3,2
-4,validity,1.0,MNIST,Schut,JEM Ensemble,3,2
-5,distance,16.0,MNIST,Schut,JEM Ensemble,3,2
-5,distance_from_energy,168.96315002441406,MNIST,Schut,JEM Ensemble,3,2
-5,distance_from_targets,297.3160095214844,MNIST,Schut,JEM Ensemble,3,2
-5,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,3,2
-5,set_size_penalty,2.8889611621319635,MNIST,Schut,JEM Ensemble,3,2
-5,validity,1.0,MNIST,Schut,JEM Ensemble,3,2
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,2
+1,distance_from_energy,202.67906188964844,MNIST,Schut,JEM Ensemble,3,2
+1,distance_from_targets,276.727783203125,MNIST,Schut,JEM Ensemble,3,2
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,2
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,2
+1,validity,0.0,MNIST,Schut,JEM Ensemble,3,2
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,2
+2,distance_from_energy,190.3931427001953,MNIST,Schut,JEM Ensemble,3,2
+2,distance_from_targets,284.3940734863281,MNIST,Schut,JEM Ensemble,3,2
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,2
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,2
+2,validity,0.0,MNIST,Schut,JEM Ensemble,3,2
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,2
+3,distance_from_energy,170.1239471435547,MNIST,Schut,JEM Ensemble,3,2
+3,distance_from_targets,267.23675537109375,MNIST,Schut,JEM Ensemble,3,2
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,2
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,2
+3,validity,0.0,MNIST,Schut,JEM Ensemble,3,2
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,2
+4,distance_from_energy,172.5515594482422,MNIST,Schut,JEM Ensemble,3,2
+4,distance_from_targets,287.58441162109375,MNIST,Schut,JEM Ensemble,3,2
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,2
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,2
+4,validity,0.0,MNIST,Schut,JEM Ensemble,3,2
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,2
+5,distance_from_energy,168.46896362304688,MNIST,Schut,JEM Ensemble,3,2
+5,distance_from_targets,295.0293884277344,MNIST,Schut,JEM Ensemble,3,2
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,2
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,2
+5,validity,0.0,MNIST,Schut,JEM Ensemble,3,2
 6,distance,135.8881378173828,MNIST,Wachter,MLP,3,2
 6,distance_from_energy,380.1570739746094,MNIST,Wachter,MLP,3,2
 6,distance_from_targets,410.47882080078125,MNIST,Wachter,MLP,3,2
@@ -14129,36 +14129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,3,2
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,3,2
 10,validity,1.0,MNIST,ECCCo,MLP,3,2
-6,distance,32.0,MNIST,Schut,MLP,3,2
-6,distance_from_energy,363.7954406738281,MNIST,Schut,MLP,3,2
-6,distance_from_targets,323.46588134765625,MNIST,Schut,MLP,3,2
-6,redundancy,0.9795918367346939,MNIST,Schut,MLP,3,2
-6,set_size_penalty,0.5742612750298144,MNIST,Schut,MLP,3,2
-6,validity,1.0,MNIST,Schut,MLP,3,2
-7,distance,46.0,MNIST,Schut,MLP,3,2
-7,distance_from_energy,381.23590087890625,MNIST,Schut,MLP,3,2
-7,distance_from_targets,324.30987548828125,MNIST,Schut,MLP,3,2
-7,redundancy,0.9706632653061225,MNIST,Schut,MLP,3,2
-7,set_size_penalty,0.5737207606531585,MNIST,Schut,MLP,3,2
-7,validity,1.0,MNIST,Schut,MLP,3,2
-8,distance,24.0,MNIST,Schut,MLP,3,2
-8,distance_from_energy,422.5151672363281,MNIST,Schut,MLP,3,2
-8,distance_from_targets,290.7566223144531,MNIST,Schut,MLP,3,2
-8,redundancy,0.9846938775510204,MNIST,Schut,MLP,3,2
-8,set_size_penalty,0.5696185128574893,MNIST,Schut,MLP,3,2
-8,validity,1.0,MNIST,Schut,MLP,3,2
-9,distance,24.0,MNIST,Schut,MLP,3,2
-9,distance_from_energy,373.088623046875,MNIST,Schut,MLP,3,2
-9,distance_from_targets,278.54107666015625,MNIST,Schut,MLP,3,2
-9,redundancy,0.9846938775510204,MNIST,Schut,MLP,3,2
-9,set_size_penalty,0.5693495573641116,MNIST,Schut,MLP,3,2
-9,validity,1.0,MNIST,Schut,MLP,3,2
-10,distance,16.0,MNIST,Schut,MLP,3,2
-10,distance_from_energy,360.3791809082031,MNIST,Schut,MLP,3,2
-10,distance_from_targets,260.8025207519531,MNIST,Schut,MLP,3,2
-10,redundancy,0.9897959183673469,MNIST,Schut,MLP,3,2
-10,set_size_penalty,0.5719043035205653,MNIST,Schut,MLP,3,2
-10,validity,1.0,MNIST,Schut,MLP,3,2
+6,distance,10.000001907348633,MNIST,Schut,MLP,3,2
+6,distance_from_energy,364.00762939453125,MNIST,Schut,MLP,3,2
+6,distance_from_targets,319.5721435546875,MNIST,Schut,MLP,3,2
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,2
+6,set_size_penalty,0.0,MNIST,Schut,MLP,3,2
+6,validity,0.0,MNIST,Schut,MLP,3,2
+7,distance,10.0,MNIST,Schut,MLP,3,2
+7,distance_from_energy,383.8740539550781,MNIST,Schut,MLP,3,2
+7,distance_from_targets,331.4349060058594,MNIST,Schut,MLP,3,2
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,2
+7,set_size_penalty,0.0,MNIST,Schut,MLP,3,2
+7,validity,0.0,MNIST,Schut,MLP,3,2
+8,distance,10.000001907348633,MNIST,Schut,MLP,3,2
+8,distance_from_energy,421.65106201171875,MNIST,Schut,MLP,3,2
+8,distance_from_targets,290.6695251464844,MNIST,Schut,MLP,3,2
+8,redundancy,0.985969387755102,MNIST,Schut,MLP,3,2
+8,set_size_penalty,0.0,MNIST,Schut,MLP,3,2
+8,validity,0.0,MNIST,Schut,MLP,3,2
+9,distance,10.000001907348633,MNIST,Schut,MLP,3,2
+9,distance_from_energy,372.0037536621094,MNIST,Schut,MLP,3,2
+9,distance_from_targets,271.9777526855469,MNIST,Schut,MLP,3,2
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,2
+9,set_size_penalty,0.0,MNIST,Schut,MLP,3,2
+9,validity,0.0,MNIST,Schut,MLP,3,2
+10,distance,10.000000953674316,MNIST,Schut,MLP,3,2
+10,distance_from_energy,360.1864013671875,MNIST,Schut,MLP,3,2
+10,distance_from_targets,260.3182373046875,MNIST,Schut,MLP,3,2
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,2
+10,set_size_penalty,0.0,MNIST,Schut,MLP,3,2
+10,validity,0.0,MNIST,Schut,MLP,3,2
 11,distance,129.96688842773438,MNIST,Wachter,MLP Ensemble,3,2
 11,distance_from_energy,349.4854431152344,MNIST,Wachter,MLP Ensemble,3,2
 11,distance_from_targets,402.7306823730469,MNIST,Wachter,MLP Ensemble,3,2
@@ -14249,36 +14249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,3,2
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,3,2
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,3,2
-11,distance,24.0,MNIST,Schut,MLP Ensemble,3,2
-11,distance_from_energy,338.35797119140625,MNIST,Schut,MLP Ensemble,3,2
-11,distance_from_targets,311.8110656738281,MNIST,Schut,MLP Ensemble,3,2
-11,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,3,2
-11,set_size_penalty,0.3028449486066447,MNIST,Schut,MLP Ensemble,3,2
-11,validity,1.0,MNIST,Schut,MLP Ensemble,3,2
-12,distance,38.0,MNIST,Schut,MLP Ensemble,3,2
-12,distance_from_energy,360.0702209472656,MNIST,Schut,MLP Ensemble,3,2
-12,distance_from_targets,266.7842712402344,MNIST,Schut,MLP Ensemble,3,2
-12,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,3,2
-12,set_size_penalty,0.3133380127625267,MNIST,Schut,MLP Ensemble,3,2
-12,validity,1.0,MNIST,Schut,MLP Ensemble,3,2
-13,distance,22.0,MNIST,Schut,MLP Ensemble,3,2
-13,distance_from_energy,348.28826904296875,MNIST,Schut,MLP Ensemble,3,2
-13,distance_from_targets,272.3494873046875,MNIST,Schut,MLP Ensemble,3,2
-13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,3,2
-13,set_size_penalty,0.3094302728966194,MNIST,Schut,MLP Ensemble,3,2
-13,validity,1.0,MNIST,Schut,MLP Ensemble,3,2
-14,distance,36.0,MNIST,Schut,MLP Ensemble,3,2
-14,distance_from_energy,376.3916931152344,MNIST,Schut,MLP Ensemble,3,2
-14,distance_from_targets,311.808837890625,MNIST,Schut,MLP Ensemble,3,2
-14,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,3,2
-14,set_size_penalty,0.32913381351806015,MNIST,Schut,MLP Ensemble,3,2
-14,validity,1.0,MNIST,Schut,MLP Ensemble,3,2
-15,distance,18.0,MNIST,Schut,MLP Ensemble,3,2
-15,distance_from_energy,342.7212829589844,MNIST,Schut,MLP Ensemble,3,2
-15,distance_from_targets,274.40667724609375,MNIST,Schut,MLP Ensemble,3,2
-15,redundancy,0.9885204081632653,MNIST,Schut,MLP Ensemble,3,2
-15,set_size_penalty,0.3328817766529597,MNIST,Schut,MLP Ensemble,3,2
-15,validity,1.0,MNIST,Schut,MLP Ensemble,3,2
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,2
+11,distance_from_energy,338.99652099609375,MNIST,Schut,MLP Ensemble,3,2
+11,distance_from_targets,314.93353271484375,MNIST,Schut,MLP Ensemble,3,2
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,2
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,2
+11,validity,0.0,MNIST,Schut,MLP Ensemble,3,2
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,2
+12,distance_from_energy,366.97149658203125,MNIST,Schut,MLP Ensemble,3,2
+12,distance_from_targets,275.1843566894531,MNIST,Schut,MLP Ensemble,3,2
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,2
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,2
+12,validity,0.0,MNIST,Schut,MLP Ensemble,3,2
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,2
+13,distance_from_energy,348.149169921875,MNIST,Schut,MLP Ensemble,3,2
+13,distance_from_targets,267.0096435546875,MNIST,Schut,MLP Ensemble,3,2
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,2
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,2
+13,validity,0.0,MNIST,Schut,MLP Ensemble,3,2
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,2
+14,distance_from_energy,379.0780944824219,MNIST,Schut,MLP Ensemble,3,2
+14,distance_from_targets,309.4727783203125,MNIST,Schut,MLP Ensemble,3,2
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,2
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,2
+14,validity,0.0,MNIST,Schut,MLP Ensemble,3,2
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,2
+15,distance_from_energy,344.47442626953125,MNIST,Schut,MLP Ensemble,3,2
+15,distance_from_targets,276.5050048828125,MNIST,Schut,MLP Ensemble,3,2
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,2
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,2
+15,validity,0.0,MNIST,Schut,MLP Ensemble,3,2
 16,distance,125.97549438476562,MNIST,Wachter,JEM,3,2
 16,distance_from_energy,210.96652221679688,MNIST,Wachter,JEM,3,2
 16,distance_from_targets,383.79791259765625,MNIST,Wachter,JEM,3,2
@@ -14369,36 +14369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,3,2
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,3,2
 20,validity,1.0,MNIST,ECCCo,JEM,3,2
-16,distance,20.0,MNIST,Schut,JEM,3,2
-16,distance_from_energy,202.38014221191406,MNIST,Schut,JEM,3,2
-16,distance_from_targets,306.2842102050781,MNIST,Schut,JEM,3,2
-16,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,2
-16,set_size_penalty,4.5003114076347694,MNIST,Schut,JEM,3,2
-16,validity,1.0,MNIST,Schut,JEM,3,2
-17,distance,10.0,MNIST,Schut,JEM,3,2
-17,distance_from_energy,185.37130737304688,MNIST,Schut,JEM,3,2
-17,distance_from_targets,275.4970703125,MNIST,Schut,JEM,3,2
-17,redundancy,0.9936224489795918,MNIST,Schut,JEM,3,2
-17,set_size_penalty,4.502519430268794,MNIST,Schut,JEM,3,2
+16,distance,10.000000953674316,MNIST,Schut,JEM,3,2
+16,distance_from_energy,203.1632843017578,MNIST,Schut,JEM,3,2
+16,distance_from_targets,305.10064697265625,MNIST,Schut,JEM,3,2
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,2
+16,set_size_penalty,0.0,MNIST,Schut,JEM,3,2
+16,validity,0.0,MNIST,Schut,JEM,3,2
+17,distance,10.000001907348633,MNIST,Schut,JEM,3,2
+17,distance_from_energy,184.53807067871094,MNIST,Schut,JEM,3,2
+17,distance_from_targets,273.2217102050781,MNIST,Schut,JEM,3,2
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,2
+17,set_size_penalty,4.538686560103223,MNIST,Schut,JEM,3,2
 17,validity,1.0,MNIST,Schut,JEM,3,2
-18,distance,34.0,MNIST,Schut,JEM,3,2
-18,distance_from_energy,226.50311279296875,MNIST,Schut,JEM,3,2
-18,distance_from_targets,347.2874755859375,MNIST,Schut,JEM,3,2
-18,redundancy,0.9783163265306123,MNIST,Schut,JEM,3,2
-18,set_size_penalty,4.500108866203848,MNIST,Schut,JEM,3,2
-18,validity,1.0,MNIST,Schut,JEM,3,2
-19,distance,20.0,MNIST,Schut,JEM,3,2
-19,distance_from_energy,224.55007934570312,MNIST,Schut,JEM,3,2
-19,distance_from_targets,317.2553405761719,MNIST,Schut,JEM,3,2
-19,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,2
-19,set_size_penalty,4.501583558877531,MNIST,Schut,JEM,3,2
-19,validity,1.0,MNIST,Schut,JEM,3,2
-20,distance,22.0,MNIST,Schut,JEM,3,2
-20,distance_from_energy,159.59976196289062,MNIST,Schut,JEM,3,2
-20,distance_from_targets,268.48095703125,MNIST,Schut,JEM,3,2
-20,redundancy,0.985969387755102,MNIST,Schut,JEM,3,2
-20,set_size_penalty,4.500061822563594,MNIST,Schut,JEM,3,2
-20,validity,1.0,MNIST,Schut,JEM,3,2
+18,distance,10.000001907348633,MNIST,Schut,JEM,3,2
+18,distance_from_energy,230.35992431640625,MNIST,Schut,JEM,3,2
+18,distance_from_targets,347.160400390625,MNIST,Schut,JEM,3,2
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,3,2
+18,set_size_penalty,0.0,MNIST,Schut,JEM,3,2
+18,validity,0.0,MNIST,Schut,JEM,3,2
+19,distance,10.000000953674316,MNIST,Schut,JEM,3,2
+19,distance_from_energy,221.97622680664062,MNIST,Schut,JEM,3,2
+19,distance_from_targets,309.87835693359375,MNIST,Schut,JEM,3,2
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,3,2
+19,set_size_penalty,0.0,MNIST,Schut,JEM,3,2
+19,validity,0.0,MNIST,Schut,JEM,3,2
+20,distance,10.000001907348633,MNIST,Schut,JEM,3,2
+20,distance_from_energy,159.8616485595703,MNIST,Schut,JEM,3,2
+20,distance_from_targets,263.8576354980469,MNIST,Schut,JEM,3,2
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,2
+20,set_size_penalty,0.0,MNIST,Schut,JEM,3,2
+20,validity,0.0,MNIST,Schut,JEM,3,2
 1,distance,157.22012329101562,MNIST,Wachter,JEM Ensemble,3,4
 1,distance_from_energy,238.72064208984375,MNIST,Wachter,JEM Ensemble,3,4
 1,distance_from_targets,384.6822509765625,MNIST,Wachter,JEM Ensemble,3,4
@@ -14489,36 +14489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,3,4
 5,set_size_penalty,2.0676493830948197,MNIST,ECCCo,JEM Ensemble,3,4
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,3,4
-1,distance,54.0,MNIST,Schut,JEM Ensemble,3,4
-1,distance_from_energy,226.87925720214844,MNIST,Schut,JEM Ensemble,3,4
-1,distance_from_targets,311.9814758300781,MNIST,Schut,JEM Ensemble,3,4
-1,redundancy,0.9655612244897959,MNIST,Schut,JEM Ensemble,3,4
-1,set_size_penalty,2.976377440902045,MNIST,Schut,JEM Ensemble,3,4
-1,validity,1.0,MNIST,Schut,JEM Ensemble,3,4
-2,distance,38.0,MNIST,Schut,JEM Ensemble,3,4
-2,distance_from_energy,216.1708526611328,MNIST,Schut,JEM Ensemble,3,4
-2,distance_from_targets,298.35198974609375,MNIST,Schut,JEM Ensemble,3,4
-2,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,3,4
-2,set_size_penalty,2.975186279458443,MNIST,Schut,JEM Ensemble,3,4
-2,validity,1.0,MNIST,Schut,JEM Ensemble,3,4
-3,distance,28.0,MNIST,Schut,JEM Ensemble,3,4
-3,distance_from_energy,215.3411102294922,MNIST,Schut,JEM Ensemble,3,4
-3,distance_from_targets,305.1750183105469,MNIST,Schut,JEM Ensemble,3,4
-3,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,3,4
-3,set_size_penalty,3.329023564338864,MNIST,Schut,JEM Ensemble,3,4
-3,validity,1.0,MNIST,Schut,JEM Ensemble,3,4
-4,distance,40.0,MNIST,Schut,JEM Ensemble,3,4
-4,distance_from_energy,231.23153686523438,MNIST,Schut,JEM Ensemble,3,4
-4,distance_from_targets,314.38995361328125,MNIST,Schut,JEM Ensemble,3,4
-4,redundancy,0.9744897959183674,MNIST,Schut,JEM Ensemble,3,4
-4,set_size_penalty,3.571358516871417,MNIST,Schut,JEM Ensemble,3,4
-4,validity,1.0,MNIST,Schut,JEM Ensemble,3,4
-5,distance,46.0,MNIST,Schut,JEM Ensemble,3,4
-5,distance_from_energy,197.587890625,MNIST,Schut,JEM Ensemble,3,4
-5,distance_from_targets,295.716552734375,MNIST,Schut,JEM Ensemble,3,4
-5,redundancy,0.9706632653061225,MNIST,Schut,JEM Ensemble,3,4
-5,set_size_penalty,3.306825410426492,MNIST,Schut,JEM Ensemble,3,4
-5,validity,1.0,MNIST,Schut,JEM Ensemble,3,4
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,4
+1,distance_from_energy,232.08934020996094,MNIST,Schut,JEM Ensemble,3,4
+1,distance_from_targets,310.12347412109375,MNIST,Schut,JEM Ensemble,3,4
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,4
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,4
+1,validity,0.0,MNIST,Schut,JEM Ensemble,3,4
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,4
+2,distance_from_energy,215.7327117919922,MNIST,Schut,JEM Ensemble,3,4
+2,distance_from_targets,292.4897155761719,MNIST,Schut,JEM Ensemble,3,4
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,4
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,4
+2,validity,0.0,MNIST,Schut,JEM Ensemble,3,4
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,4
+3,distance_from_energy,213.23927307128906,MNIST,Schut,JEM Ensemble,3,4
+3,distance_from_targets,297.52215576171875,MNIST,Schut,JEM Ensemble,3,4
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,4
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,4
+3,validity,0.0,MNIST,Schut,JEM Ensemble,3,4
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,4
+4,distance_from_energy,231.08058166503906,MNIST,Schut,JEM Ensemble,3,4
+4,distance_from_targets,307.7009582519531,MNIST,Schut,JEM Ensemble,3,4
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,4
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,4
+4,validity,0.0,MNIST,Schut,JEM Ensemble,3,4
+5,distance,10.0,MNIST,Schut,JEM Ensemble,3,4
+5,distance_from_energy,197.82785034179688,MNIST,Schut,JEM Ensemble,3,4
+5,distance_from_targets,288.44110107421875,MNIST,Schut,JEM Ensemble,3,4
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,4
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,4
+5,validity,0.0,MNIST,Schut,JEM Ensemble,3,4
 6,distance,148.795166015625,MNIST,Wachter,MLP,3,4
 6,distance_from_energy,382.7825012207031,MNIST,Wachter,MLP,3,4
 6,distance_from_targets,398.45782470703125,MNIST,Wachter,MLP,3,4
@@ -14609,36 +14609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,3,4
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,3,4
 10,validity,1.0,MNIST,ECCCo,MLP,3,4
-6,distance,52.0,MNIST,Schut,MLP,3,4
-6,distance_from_energy,393.4018249511719,MNIST,Schut,MLP,3,4
-6,distance_from_targets,325.4131164550781,MNIST,Schut,MLP,3,4
-6,redundancy,0.9668367346938775,MNIST,Schut,MLP,3,4
-6,set_size_penalty,0.5734615773161118,MNIST,Schut,MLP,3,4
-6,validity,1.0,MNIST,Schut,MLP,3,4
-7,distance,28.0,MNIST,Schut,MLP,3,4
-7,distance_from_energy,375.122802734375,MNIST,Schut,MLP,3,4
-7,distance_from_targets,296.12652587890625,MNIST,Schut,MLP,3,4
-7,redundancy,0.9821428571428571,MNIST,Schut,MLP,3,4
-7,set_size_penalty,0.569590295125638,MNIST,Schut,MLP,3,4
-7,validity,1.0,MNIST,Schut,MLP,3,4
-8,distance,48.0,MNIST,Schut,MLP,3,4
-8,distance_from_energy,406.2831726074219,MNIST,Schut,MLP,3,4
-8,distance_from_targets,316.2624206542969,MNIST,Schut,MLP,3,4
-8,redundancy,0.9693877551020408,MNIST,Schut,MLP,3,4
-8,set_size_penalty,0.5715155671167551,MNIST,Schut,MLP,3,4
-8,validity,1.0,MNIST,Schut,MLP,3,4
-9,distance,26.0,MNIST,Schut,MLP,3,4
-9,distance_from_energy,372.6209411621094,MNIST,Schut,MLP,3,4
-9,distance_from_targets,256.5427551269531,MNIST,Schut,MLP,3,4
-9,redundancy,0.9834183673469388,MNIST,Schut,MLP,3,4
-9,set_size_penalty,0.5701345368564776,MNIST,Schut,MLP,3,4
-9,validity,1.0,MNIST,Schut,MLP,3,4
-10,distance,40.0,MNIST,Schut,MLP,3,4
-10,distance_from_energy,395.7144775390625,MNIST,Schut,MLP,3,4
-10,distance_from_targets,297.8245544433594,MNIST,Schut,MLP,3,4
-10,redundancy,0.9744897959183674,MNIST,Schut,MLP,3,4
-10,set_size_penalty,0.5703962615817919,MNIST,Schut,MLP,3,4
-10,validity,1.0,MNIST,Schut,MLP,3,4
+6,distance,10.000001907348633,MNIST,Schut,MLP,3,4
+6,distance_from_energy,392.7716369628906,MNIST,Schut,MLP,3,4
+6,distance_from_targets,317.884033203125,MNIST,Schut,MLP,3,4
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,4
+6,set_size_penalty,0.0,MNIST,Schut,MLP,3,4
+6,validity,0.0,MNIST,Schut,MLP,3,4
+7,distance,10.000001907348633,MNIST,Schut,MLP,3,4
+7,distance_from_energy,372.7521057128906,MNIST,Schut,MLP,3,4
+7,distance_from_targets,287.3393249511719,MNIST,Schut,MLP,3,4
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,4
+7,set_size_penalty,0.0,MNIST,Schut,MLP,3,4
+7,validity,0.0,MNIST,Schut,MLP,3,4
+8,distance,10.000000953674316,MNIST,Schut,MLP,3,4
+8,distance_from_energy,405.4726257324219,MNIST,Schut,MLP,3,4
+8,distance_from_targets,302.8543395996094,MNIST,Schut,MLP,3,4
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,4
+8,set_size_penalty,0.0,MNIST,Schut,MLP,3,4
+8,validity,0.0,MNIST,Schut,MLP,3,4
+9,distance,10.000000953674316,MNIST,Schut,MLP,3,4
+9,distance_from_energy,374.16156005859375,MNIST,Schut,MLP,3,4
+9,distance_from_targets,249.00865173339844,MNIST,Schut,MLP,3,4
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,3,4
+9,set_size_penalty,0.0,MNIST,Schut,MLP,3,4
+9,validity,0.0,MNIST,Schut,MLP,3,4
+10,distance,10.000001907348633,MNIST,Schut,MLP,3,4
+10,distance_from_energy,389.55694580078125,MNIST,Schut,MLP,3,4
+10,distance_from_targets,280.3423767089844,MNIST,Schut,MLP,3,4
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,3,4
+10,set_size_penalty,0.0,MNIST,Schut,MLP,3,4
+10,validity,0.0,MNIST,Schut,MLP,3,4
 11,distance,120.4588851928711,MNIST,Wachter,MLP Ensemble,3,4
 11,distance_from_energy,358.017333984375,MNIST,Wachter,MLP Ensemble,3,4
 11,distance_from_targets,345.3775939941406,MNIST,Wachter,MLP Ensemble,3,4
@@ -14729,36 +14729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,3,4
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,3,4
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,3,4
-11,distance,24.0,MNIST,Schut,MLP Ensemble,3,4
-11,distance_from_energy,362.43988037109375,MNIST,Schut,MLP Ensemble,3,4
-11,distance_from_targets,285.8443298339844,MNIST,Schut,MLP Ensemble,3,4
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,4
+11,distance_from_energy,362.222900390625,MNIST,Schut,MLP Ensemble,3,4
+11,distance_from_targets,279.09063720703125,MNIST,Schut,MLP Ensemble,3,4
 11,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,3,4
-11,set_size_penalty,0.3085446544474597,MNIST,Schut,MLP Ensemble,3,4
-11,validity,1.0,MNIST,Schut,MLP Ensemble,3,4
-12,distance,26.0,MNIST,Schut,MLP Ensemble,3,4
-12,distance_from_energy,371.1610412597656,MNIST,Schut,MLP Ensemble,3,4
-12,distance_from_targets,276.29931640625,MNIST,Schut,MLP Ensemble,3,4
-12,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,3,4
-12,set_size_penalty,0.32682362886572647,MNIST,Schut,MLP Ensemble,3,4
-12,validity,1.0,MNIST,Schut,MLP Ensemble,3,4
-13,distance,44.0,MNIST,Schut,MLP Ensemble,3,4
-13,distance_from_energy,364.4936218261719,MNIST,Schut,MLP Ensemble,3,4
-13,distance_from_targets,299.4909973144531,MNIST,Schut,MLP Ensemble,3,4
-13,redundancy,0.9719387755102041,MNIST,Schut,MLP Ensemble,3,4
-13,set_size_penalty,0.3120224481707481,MNIST,Schut,MLP Ensemble,3,4
-13,validity,1.0,MNIST,Schut,MLP Ensemble,3,4
-14,distance,52.0,MNIST,Schut,MLP Ensemble,3,4
-14,distance_from_energy,358.5028076171875,MNIST,Schut,MLP Ensemble,3,4
-14,distance_from_targets,348.8162841796875,MNIST,Schut,MLP Ensemble,3,4
-14,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,3,4
-14,set_size_penalty,0.35849074817143545,MNIST,Schut,MLP Ensemble,3,4
-14,validity,1.0,MNIST,Schut,MLP Ensemble,3,4
-15,distance,26.0,MNIST,Schut,MLP Ensemble,3,4
-15,distance_from_energy,383.5061340332031,MNIST,Schut,MLP Ensemble,3,4
-15,distance_from_targets,272.23919677734375,MNIST,Schut,MLP Ensemble,3,4
-15,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,3,4
-15,set_size_penalty,0.30949617617153513,MNIST,Schut,MLP Ensemble,3,4
-15,validity,1.0,MNIST,Schut,MLP Ensemble,3,4
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,4
+11,validity,0.0,MNIST,Schut,MLP Ensemble,3,4
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,4
+12,distance_from_energy,371.32293701171875,MNIST,Schut,MLP Ensemble,3,4
+12,distance_from_targets,272.37579345703125,MNIST,Schut,MLP Ensemble,3,4
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,4
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,4
+12,validity,0.0,MNIST,Schut,MLP Ensemble,3,4
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,4
+13,distance_from_energy,369.86004638671875,MNIST,Schut,MLP Ensemble,3,4
+13,distance_from_targets,292.6189880371094,MNIST,Schut,MLP Ensemble,3,4
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,4
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,4
+13,validity,0.0,MNIST,Schut,MLP Ensemble,3,4
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,4
+14,distance_from_energy,366.0462951660156,MNIST,Schut,MLP Ensemble,3,4
+14,distance_from_targets,333.0682373046875,MNIST,Schut,MLP Ensemble,3,4
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,4
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,4
+14,validity,0.0,MNIST,Schut,MLP Ensemble,3,4
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,4
+15,distance_from_energy,381.13299560546875,MNIST,Schut,MLP Ensemble,3,4
+15,distance_from_targets,262.6857604980469,MNIST,Schut,MLP Ensemble,3,4
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,4
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,4
+15,validity,0.0,MNIST,Schut,MLP Ensemble,3,4
 16,distance,144.28379821777344,MNIST,Wachter,JEM,3,4
 16,distance_from_energy,205.84341430664062,MNIST,Wachter,JEM,3,4
 16,distance_from_targets,363.4786376953125,MNIST,Wachter,JEM,3,4
@@ -14849,36 +14849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,3,4
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,3,4
 20,validity,1.0,MNIST,ECCCo,JEM,3,4
-16,distance,30.0,MNIST,Schut,JEM,3,4
-16,distance_from_energy,216.66078186035156,MNIST,Schut,JEM,3,4
-16,distance_from_targets,301.83819580078125,MNIST,Schut,JEM,3,4
-16,redundancy,0.9808673469387755,MNIST,Schut,JEM,3,4
-16,set_size_penalty,4.501678749151143,MNIST,Schut,JEM,3,4
-16,validity,1.0,MNIST,Schut,JEM,3,4
-17,distance,18.0,MNIST,Schut,JEM,3,4
-17,distance_from_energy,190.41885375976562,MNIST,Schut,JEM,3,4
-17,distance_from_targets,262.5428771972656,MNIST,Schut,JEM,3,4
-17,redundancy,0.9885204081632653,MNIST,Schut,JEM,3,4
-17,set_size_penalty,4.506879123311198,MNIST,Schut,JEM,3,4
-17,validity,1.0,MNIST,Schut,JEM,3,4
-18,distance,18.0,MNIST,Schut,JEM,3,4
-18,distance_from_energy,180.88255310058594,MNIST,Schut,JEM,3,4
-18,distance_from_targets,267.7828063964844,MNIST,Schut,JEM,3,4
-18,redundancy,0.9885204081632653,MNIST,Schut,JEM,3,4
-18,set_size_penalty,4.501063322417919,MNIST,Schut,JEM,3,4
-18,validity,1.0,MNIST,Schut,JEM,3,4
-19,distance,50.0,MNIST,Schut,JEM,3,4
-19,distance_from_energy,233.2985382080078,MNIST,Schut,JEM,3,4
-19,distance_from_targets,325.9283142089844,MNIST,Schut,JEM,3,4
-19,redundancy,0.9681122448979592,MNIST,Schut,JEM,3,4
-19,set_size_penalty,4.514124806912732,MNIST,Schut,JEM,3,4
-19,validity,1.0,MNIST,Schut,JEM,3,4
-20,distance,50.0,MNIST,Schut,JEM,3,4
-20,distance_from_energy,222.5942840576172,MNIST,Schut,JEM,3,4
-20,distance_from_targets,315.15533447265625,MNIST,Schut,JEM,3,4
-20,redundancy,0.9681122448979592,MNIST,Schut,JEM,3,4
-20,set_size_penalty,4.508230645495331,MNIST,Schut,JEM,3,4
-20,validity,1.0,MNIST,Schut,JEM,3,4
+16,distance,10.000001907348633,MNIST,Schut,JEM,3,4
+16,distance_from_energy,213.63526916503906,MNIST,Schut,JEM,3,4
+16,distance_from_targets,291.66961669921875,MNIST,Schut,JEM,3,4
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,4
+16,set_size_penalty,0.0,MNIST,Schut,JEM,3,4
+16,validity,0.0,MNIST,Schut,JEM,3,4
+17,distance,10.000001907348633,MNIST,Schut,JEM,3,4
+17,distance_from_energy,188.12130737304688,MNIST,Schut,JEM,3,4
+17,distance_from_targets,257.8576354980469,MNIST,Schut,JEM,3,4
+17,redundancy,0.9834183673469388,MNIST,Schut,JEM,3,4
+17,set_size_penalty,0.0,MNIST,Schut,JEM,3,4
+17,validity,0.0,MNIST,Schut,JEM,3,4
+18,distance,10.000001907348633,MNIST,Schut,JEM,3,4
+18,distance_from_energy,179.13525390625,MNIST,Schut,JEM,3,4
+18,distance_from_targets,260.1671447753906,MNIST,Schut,JEM,3,4
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,4
+18,set_size_penalty,0.0,MNIST,Schut,JEM,3,4
+18,validity,0.0,MNIST,Schut,JEM,3,4
+19,distance,10.000001907348633,MNIST,Schut,JEM,3,4
+19,distance_from_energy,230.1602783203125,MNIST,Schut,JEM,3,4
+19,distance_from_targets,314.1650390625,MNIST,Schut,JEM,3,4
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,4
+19,set_size_penalty,0.0,MNIST,Schut,JEM,3,4
+19,validity,0.0,MNIST,Schut,JEM,3,4
+20,distance,10.000001907348633,MNIST,Schut,JEM,3,4
+20,distance_from_energy,226.5120086669922,MNIST,Schut,JEM,3,4
+20,distance_from_targets,308.1485595703125,MNIST,Schut,JEM,3,4
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,4
+20,set_size_penalty,0.0,MNIST,Schut,JEM,3,4
+20,validity,0.0,MNIST,Schut,JEM,3,4
 1,distance,124.22189331054688,MNIST,Wachter,JEM Ensemble,3,5
 1,distance_from_energy,184.3803253173828,MNIST,Wachter,JEM Ensemble,3,5
 1,distance_from_targets,323.64923095703125,MNIST,Wachter,JEM Ensemble,3,5
@@ -14969,36 +14969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,3,5
 5,set_size_penalty,2.0676497894263424,MNIST,ECCCo,JEM Ensemble,3,5
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,3,5
-1,distance,20.0,MNIST,Schut,JEM Ensemble,3,5
-1,distance_from_energy,161.66329956054688,MNIST,Schut,JEM Ensemble,3,5
-1,distance_from_targets,246.86253356933594,MNIST,Schut,JEM Ensemble,3,5
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,5
+1,distance_from_energy,162.63050842285156,MNIST,Schut,JEM Ensemble,3,5
+1,distance_from_targets,244.16725158691406,MNIST,Schut,JEM Ensemble,3,5
 1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,5
-1,set_size_penalty,2.507747922103813,MNIST,Schut,JEM Ensemble,3,5
-1,validity,1.0,MNIST,Schut,JEM Ensemble,3,5
-2,distance,24.0,MNIST,Schut,JEM Ensemble,3,5
-2,distance_from_energy,167.7052001953125,MNIST,Schut,JEM Ensemble,3,5
-2,distance_from_targets,251.124267578125,MNIST,Schut,JEM Ensemble,3,5
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,5
+1,validity,0.0,MNIST,Schut,JEM Ensemble,3,5
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,5
+2,distance_from_energy,171.23565673828125,MNIST,Schut,JEM Ensemble,3,5
+2,distance_from_targets,251.3177490234375,MNIST,Schut,JEM Ensemble,3,5
 2,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,3,5
-2,set_size_penalty,3.166687033896646,MNIST,Schut,JEM Ensemble,3,5
-2,validity,1.0,MNIST,Schut,JEM Ensemble,3,5
-3,distance,32.0,MNIST,Schut,JEM Ensemble,3,5
-3,distance_from_energy,210.5037841796875,MNIST,Schut,JEM Ensemble,3,5
-3,distance_from_targets,289.8350830078125,MNIST,Schut,JEM Ensemble,3,5
-3,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,3,5
-3,set_size_penalty,3.3956896652016777,MNIST,Schut,JEM Ensemble,3,5
-3,validity,1.0,MNIST,Schut,JEM Ensemble,3,5
-4,distance,18.0,MNIST,Schut,JEM Ensemble,3,5
-4,distance_from_energy,202.94537353515625,MNIST,Schut,JEM Ensemble,3,5
-4,distance_from_targets,303.5546875,MNIST,Schut,JEM Ensemble,3,5
-4,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,3,5
-4,set_size_penalty,2.9711171995257155,MNIST,Schut,JEM Ensemble,3,5
-4,validity,1.0,MNIST,Schut,JEM Ensemble,3,5
-5,distance,34.0,MNIST,Schut,JEM Ensemble,3,5
-5,distance_from_energy,180.80181884765625,MNIST,Schut,JEM Ensemble,3,5
-5,distance_from_targets,278.5548400878906,MNIST,Schut,JEM Ensemble,3,5
-5,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,3,5
-5,set_size_penalty,2.789861914232085,MNIST,Schut,JEM Ensemble,3,5
-5,validity,1.0,MNIST,Schut,JEM Ensemble,3,5
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,5
+2,validity,0.0,MNIST,Schut,JEM Ensemble,3,5
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,5
+3,distance_from_energy,209.10890197753906,MNIST,Schut,JEM Ensemble,3,5
+3,distance_from_targets,280.271240234375,MNIST,Schut,JEM Ensemble,3,5
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,5
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,5
+3,validity,0.0,MNIST,Schut,JEM Ensemble,3,5
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,5
+4,distance_from_energy,199.24017333984375,MNIST,Schut,JEM Ensemble,3,5
+4,distance_from_targets,296.0679626464844,MNIST,Schut,JEM Ensemble,3,5
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,5
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,5
+4,validity,0.0,MNIST,Schut,JEM Ensemble,3,5
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,5
+5,distance_from_energy,181.6239471435547,MNIST,Schut,JEM Ensemble,3,5
+5,distance_from_targets,270.62432861328125,MNIST,Schut,JEM Ensemble,3,5
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,5
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,5
+5,validity,0.0,MNIST,Schut,JEM Ensemble,3,5
 6,distance,118.98872375488281,MNIST,Wachter,MLP,3,5
 6,distance_from_energy,396.5838317871094,MNIST,Wachter,MLP,3,5
 6,distance_from_targets,340.85870361328125,MNIST,Wachter,MLP,3,5
@@ -15089,36 +15089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,3,5
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,3,5
 10,validity,1.0,MNIST,ECCCo,MLP,3,5
-6,distance,20.0,MNIST,Schut,MLP,3,5
-6,distance_from_energy,368.2278137207031,MNIST,Schut,MLP,3,5
-6,distance_from_targets,269.1313171386719,MNIST,Schut,MLP,3,5
-6,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,5
-6,set_size_penalty,0.5691316146689416,MNIST,Schut,MLP,3,5
-6,validity,1.0,MNIST,Schut,MLP,3,5
-7,distance,12.0,MNIST,Schut,MLP,3,5
-7,distance_from_energy,389.4350891113281,MNIST,Schut,MLP,3,5
-7,distance_from_targets,238.6636199951172,MNIST,Schut,MLP,3,5
-7,redundancy,0.9923469387755102,MNIST,Schut,MLP,3,5
-7,set_size_penalty,0.5706743962803664,MNIST,Schut,MLP,3,5
+6,distance,10.000000953674316,MNIST,Schut,MLP,3,5
+6,distance_from_energy,368.02081298828125,MNIST,Schut,MLP,3,5
+6,distance_from_targets,265.64990234375,MNIST,Schut,MLP,3,5
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,3,5
+6,set_size_penalty,0.0,MNIST,Schut,MLP,3,5
+6,validity,0.0,MNIST,Schut,MLP,3,5
+7,distance,10.000000953674316,MNIST,Schut,MLP,3,5
+7,distance_from_energy,388.181396484375,MNIST,Schut,MLP,3,5
+7,distance_from_targets,233.1432342529297,MNIST,Schut,MLP,3,5
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,5
+7,set_size_penalty,0.5929953398881322,MNIST,Schut,MLP,3,5
 7,validity,1.0,MNIST,Schut,MLP,3,5
-8,distance,8.0,MNIST,Schut,MLP,3,5
-8,distance_from_energy,394.066162109375,MNIST,Schut,MLP,3,5
-8,distance_from_targets,274.27581787109375,MNIST,Schut,MLP,3,5
-8,redundancy,0.9948979591836735,MNIST,Schut,MLP,3,5
-8,set_size_penalty,0.5688409530612797,MNIST,Schut,MLP,3,5
+8,distance,6.40000057220459,MNIST,Schut,MLP,3,5
+8,distance_from_energy,392.1395568847656,MNIST,Schut,MLP,3,5
+8,distance_from_targets,270.49932861328125,MNIST,Schut,MLP,3,5
+8,redundancy,0.9910714285714286,MNIST,Schut,MLP,3,5
+8,set_size_penalty,0.5737048382819085,MNIST,Schut,MLP,3,5
 8,validity,1.0,MNIST,Schut,MLP,3,5
-9,distance,20.0,MNIST,Schut,MLP,3,5
-9,distance_from_energy,393.0899963378906,MNIST,Schut,MLP,3,5
-9,distance_from_targets,274.4842529296875,MNIST,Schut,MLP,3,5
+9,distance,10.000001907348633,MNIST,Schut,MLP,3,5
+9,distance_from_energy,390.0679016113281,MNIST,Schut,MLP,3,5
+9,distance_from_targets,268.8524475097656,MNIST,Schut,MLP,3,5
 9,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,5
-9,set_size_penalty,0.5689018000909691,MNIST,Schut,MLP,3,5
-9,validity,1.0,MNIST,Schut,MLP,3,5
-10,distance,18.0,MNIST,Schut,MLP,3,5
-10,distance_from_energy,358.30389404296875,MNIST,Schut,MLP,3,5
-10,distance_from_targets,277.50537109375,MNIST,Schut,MLP,3,5
-10,redundancy,0.9885204081632653,MNIST,Schut,MLP,3,5
-10,set_size_penalty,0.5690695753480703,MNIST,Schut,MLP,3,5
-10,validity,1.0,MNIST,Schut,MLP,3,5
+9,set_size_penalty,0.0,MNIST,Schut,MLP,3,5
+9,validity,0.0,MNIST,Schut,MLP,3,5
+10,distance,10.000000953674316,MNIST,Schut,MLP,3,5
+10,distance_from_energy,356.9654541015625,MNIST,Schut,MLP,3,5
+10,distance_from_targets,272.6142578125,MNIST,Schut,MLP,3,5
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,5
+10,set_size_penalty,0.0,MNIST,Schut,MLP,3,5
+10,validity,0.0,MNIST,Schut,MLP,3,5
 11,distance,144.78250122070312,MNIST,Wachter,MLP Ensemble,3,5
 11,distance_from_energy,362.81011962890625,MNIST,Wachter,MLP Ensemble,3,5
 11,distance_from_targets,366.2620544433594,MNIST,Wachter,MLP Ensemble,3,5
@@ -15209,36 +15209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,3,5
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,3,5
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,3,5
-11,distance,40.0,MNIST,Schut,MLP Ensemble,3,5
-11,distance_from_energy,351.1370849609375,MNIST,Schut,MLP Ensemble,3,5
-11,distance_from_targets,294.6424560546875,MNIST,Schut,MLP Ensemble,3,5
-11,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,3,5
-11,set_size_penalty,0.29918798117260303,MNIST,Schut,MLP Ensemble,3,5
-11,validity,1.0,MNIST,Schut,MLP Ensemble,3,5
-12,distance,24.0,MNIST,Schut,MLP Ensemble,3,5
-12,distance_from_energy,352.60662841796875,MNIST,Schut,MLP Ensemble,3,5
-12,distance_from_targets,276.8050842285156,MNIST,Schut,MLP Ensemble,3,5
-12,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,3,5
-12,set_size_penalty,0.2988260274634431,MNIST,Schut,MLP Ensemble,3,5
-12,validity,1.0,MNIST,Schut,MLP Ensemble,3,5
-13,distance,14.0,MNIST,Schut,MLP Ensemble,3,5
-13,distance_from_energy,343.6406555175781,MNIST,Schut,MLP Ensemble,3,5
-13,distance_from_targets,334.3152160644531,MNIST,Schut,MLP Ensemble,3,5
-13,redundancy,0.9910714285714286,MNIST,Schut,MLP Ensemble,3,5
-13,set_size_penalty,0.31471009692516083,MNIST,Schut,MLP Ensemble,3,5
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,5
+11,distance_from_energy,357.9595642089844,MNIST,Schut,MLP Ensemble,3,5
+11,distance_from_targets,287.1164245605469,MNIST,Schut,MLP Ensemble,3,5
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,5
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,5
+11,validity,0.0,MNIST,Schut,MLP Ensemble,3,5
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,5
+12,distance_from_energy,351.3984069824219,MNIST,Schut,MLP Ensemble,3,5
+12,distance_from_targets,270.7803649902344,MNIST,Schut,MLP Ensemble,3,5
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,5
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,5
+12,validity,0.0,MNIST,Schut,MLP Ensemble,3,5
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,5
+13,distance_from_energy,344.17645263671875,MNIST,Schut,MLP Ensemble,3,5
+13,distance_from_targets,332.79620361328125,MNIST,Schut,MLP Ensemble,3,5
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,5
+13,set_size_penalty,0.6865777637866513,MNIST,Schut,MLP Ensemble,3,5
 13,validity,1.0,MNIST,Schut,MLP Ensemble,3,5
-14,distance,38.0,MNIST,Schut,MLP Ensemble,3,5
-14,distance_from_energy,340.2669982910156,MNIST,Schut,MLP Ensemble,3,5
-14,distance_from_targets,310.78985595703125,MNIST,Schut,MLP Ensemble,3,5
-14,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,3,5
-14,set_size_penalty,0.3506858712074794,MNIST,Schut,MLP Ensemble,3,5
-14,validity,1.0,MNIST,Schut,MLP Ensemble,3,5
-15,distance,16.0,MNIST,Schut,MLP Ensemble,3,5
-15,distance_from_energy,342.93829345703125,MNIST,Schut,MLP Ensemble,3,5
-15,distance_from_targets,244.69041442871094,MNIST,Schut,MLP Ensemble,3,5
-15,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,3,5
-15,set_size_penalty,0.31276900078843406,MNIST,Schut,MLP Ensemble,3,5
-15,validity,1.0,MNIST,Schut,MLP Ensemble,3,5
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,5
+14,distance_from_energy,346.0048522949219,MNIST,Schut,MLP Ensemble,3,5
+14,distance_from_targets,301.0517883300781,MNIST,Schut,MLP Ensemble,3,5
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,5
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,5
+14,validity,0.0,MNIST,Schut,MLP Ensemble,3,5
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,5
+15,distance_from_energy,344.6582336425781,MNIST,Schut,MLP Ensemble,3,5
+15,distance_from_targets,243.01339721679688,MNIST,Schut,MLP Ensemble,3,5
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,5
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,5
+15,validity,0.0,MNIST,Schut,MLP Ensemble,3,5
 16,distance,116.140869140625,MNIST,Wachter,JEM,3,5
 16,distance_from_energy,199.5849609375,MNIST,Wachter,JEM,3,5
 16,distance_from_targets,338.54644775390625,MNIST,Wachter,JEM,3,5
@@ -15329,36 +15329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,3,5
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,3,5
 20,validity,1.0,MNIST,ECCCo,JEM,3,5
-16,distance,6.0,MNIST,Schut,JEM,3,5
-16,distance_from_energy,175.75439453125,MNIST,Schut,JEM,3,5
-16,distance_from_targets,264.0408630371094,MNIST,Schut,JEM,3,5
-16,redundancy,0.9961734693877551,MNIST,Schut,JEM,3,5
-16,set_size_penalty,4.5002299976722675,MNIST,Schut,JEM,3,5
+16,distance,5.600000858306885,MNIST,Schut,JEM,3,5
+16,distance_from_energy,176.61439514160156,MNIST,Schut,JEM,3,5
+16,distance_from_targets,264.3991394042969,MNIST,Schut,JEM,3,5
+16,redundancy,0.9910714285714286,MNIST,Schut,JEM,3,5
+16,set_size_penalty,4.504957722357305,MNIST,Schut,JEM,3,5
 16,validity,1.0,MNIST,Schut,JEM,3,5
-17,distance,16.0,MNIST,Schut,JEM,3,5
-17,distance_from_energy,200.9903564453125,MNIST,Schut,JEM,3,5
-17,distance_from_targets,277.33905029296875,MNIST,Schut,JEM,3,5
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,3,5
-17,set_size_penalty,4.500497886533767,MNIST,Schut,JEM,3,5
-17,validity,1.0,MNIST,Schut,JEM,3,5
-18,distance,8.0,MNIST,Schut,JEM,3,5
-18,distance_from_energy,169.00933837890625,MNIST,Schut,JEM,3,5
-18,distance_from_targets,234.79141235351562,MNIST,Schut,JEM,3,5
-18,redundancy,0.9948979591836735,MNIST,Schut,JEM,3,5
-18,set_size_penalty,4.502617014588475,MNIST,Schut,JEM,3,5
+17,distance,10.000001907348633,MNIST,Schut,JEM,3,5
+17,distance_from_energy,201.3415985107422,MNIST,Schut,JEM,3,5
+17,distance_from_targets,275.0028381347656,MNIST,Schut,JEM,3,5
+17,redundancy,0.9821428571428571,MNIST,Schut,JEM,3,5
+17,set_size_penalty,0.0,MNIST,Schut,JEM,3,5
+17,validity,0.0,MNIST,Schut,JEM,3,5
+18,distance,8.700000762939453,MNIST,Schut,JEM,3,5
+18,distance_from_energy,170.2313690185547,MNIST,Schut,JEM,3,5
+18,distance_from_targets,237.0231475830078,MNIST,Schut,JEM,3,5
+18,redundancy,0.9834183673469388,MNIST,Schut,JEM,3,5
+18,set_size_penalty,4.504992340936422,MNIST,Schut,JEM,3,5
 18,validity,1.0,MNIST,Schut,JEM,3,5
-19,distance,14.0,MNIST,Schut,JEM,3,5
-19,distance_from_energy,214.1602325439453,MNIST,Schut,JEM,3,5
-19,distance_from_targets,294.64605712890625,MNIST,Schut,JEM,3,5
-19,redundancy,0.9910714285714286,MNIST,Schut,JEM,3,5
-19,set_size_penalty,4.504948414733797,MNIST,Schut,JEM,3,5
+19,distance,10.000001907348633,MNIST,Schut,JEM,3,5
+19,distance_from_energy,216.29766845703125,MNIST,Schut,JEM,3,5
+19,distance_from_targets,295.2765808105469,MNIST,Schut,JEM,3,5
+19,redundancy,0.9821428571428571,MNIST,Schut,JEM,3,5
+19,set_size_penalty,4.560843794739233,MNIST,Schut,JEM,3,5
 19,validity,1.0,MNIST,Schut,JEM,3,5
-20,distance,28.0,MNIST,Schut,JEM,3,5
-20,distance_from_energy,204.59683227539062,MNIST,Schut,JEM,3,5
-20,distance_from_targets,303.67437744140625,MNIST,Schut,JEM,3,5
+20,distance,10.000001907348633,MNIST,Schut,JEM,3,5
+20,distance_from_energy,209.576171875,MNIST,Schut,JEM,3,5
+20,distance_from_targets,303.31243896484375,MNIST,Schut,JEM,3,5
 20,redundancy,0.9821428571428571,MNIST,Schut,JEM,3,5
-20,set_size_penalty,4.502279155208283,MNIST,Schut,JEM,3,5
-20,validity,1.0,MNIST,Schut,JEM,3,5
+20,set_size_penalty,0.0,MNIST,Schut,JEM,3,5
+20,validity,0.0,MNIST,Schut,JEM,3,5
 1,distance,170.19326782226562,MNIST,Wachter,JEM Ensemble,3,6
 1,distance_from_energy,251.7925262451172,MNIST,Wachter,JEM Ensemble,3,6
 1,distance_from_targets,429.11981201171875,MNIST,Wachter,JEM Ensemble,3,6
@@ -15449,36 +15449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,3,6
 5,set_size_penalty,2.0676493830948197,MNIST,ECCCo,JEM Ensemble,3,6
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,3,6
-1,distance,50.0,MNIST,Schut,JEM Ensemble,3,6
-1,distance_from_energy,237.49778747558594,MNIST,Schut,JEM Ensemble,3,6
-1,distance_from_targets,351.27301025390625,MNIST,Schut,JEM Ensemble,3,6
-1,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,3,6
-1,set_size_penalty,3.249097417109499,MNIST,Schut,JEM Ensemble,3,6
-1,validity,1.0,MNIST,Schut,JEM Ensemble,3,6
-2,distance,34.0,MNIST,Schut,JEM Ensemble,3,6
-2,distance_from_energy,200.16531372070312,MNIST,Schut,JEM Ensemble,3,6
-2,distance_from_targets,320.6393737792969,MNIST,Schut,JEM Ensemble,3,6
-2,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,3,6
-2,set_size_penalty,3.448553203126129,MNIST,Schut,JEM Ensemble,3,6
-2,validity,1.0,MNIST,Schut,JEM Ensemble,3,6
-3,distance,42.0,MNIST,Schut,JEM Ensemble,3,6
-3,distance_from_energy,212.4539794921875,MNIST,Schut,JEM Ensemble,3,6
-3,distance_from_targets,305.2503662109375,MNIST,Schut,JEM Ensemble,3,6
-3,redundancy,0.9732142857142857,MNIST,Schut,JEM Ensemble,3,6
-3,set_size_penalty,3.1277993090315395,MNIST,Schut,JEM Ensemble,3,6
-3,validity,1.0,MNIST,Schut,JEM Ensemble,3,6
-4,distance,18.0,MNIST,Schut,JEM Ensemble,3,6
-4,distance_from_energy,175.84152221679688,MNIST,Schut,JEM Ensemble,3,6
-4,distance_from_targets,299.1130676269531,MNIST,Schut,JEM Ensemble,3,6
-4,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,3,6
-4,set_size_penalty,2.9796155917406475,MNIST,Schut,JEM Ensemble,3,6
-4,validity,1.0,MNIST,Schut,JEM Ensemble,3,6
-5,distance,50.0,MNIST,Schut,JEM Ensemble,3,6
-5,distance_from_energy,236.71624755859375,MNIST,Schut,JEM Ensemble,3,6
-5,distance_from_targets,338.1098327636719,MNIST,Schut,JEM Ensemble,3,6
-5,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,3,6
-5,set_size_penalty,3.5794395633557965,MNIST,Schut,JEM Ensemble,3,6
-5,validity,1.0,MNIST,Schut,JEM Ensemble,3,6
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,6
+1,distance_from_energy,238.92520141601562,MNIST,Schut,JEM Ensemble,3,6
+1,distance_from_targets,348.43035888671875,MNIST,Schut,JEM Ensemble,3,6
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,6
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,6
+1,validity,0.0,MNIST,Schut,JEM Ensemble,3,6
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,6
+2,distance_from_energy,202.57374572753906,MNIST,Schut,JEM Ensemble,3,6
+2,distance_from_targets,315.3371276855469,MNIST,Schut,JEM Ensemble,3,6
+2,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,3,6
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,6
+2,validity,0.0,MNIST,Schut,JEM Ensemble,3,6
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,6
+3,distance_from_energy,222.97885131835938,MNIST,Schut,JEM Ensemble,3,6
+3,distance_from_targets,313.4346923828125,MNIST,Schut,JEM Ensemble,3,6
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,6
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,6
+3,validity,0.0,MNIST,Schut,JEM Ensemble,3,6
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,6
+4,distance_from_energy,177.2995147705078,MNIST,Schut,JEM Ensemble,3,6
+4,distance_from_targets,296.49481201171875,MNIST,Schut,JEM Ensemble,3,6
+4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,3,6
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,6
+4,validity,0.0,MNIST,Schut,JEM Ensemble,3,6
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,6
+5,distance_from_energy,243.2430419921875,MNIST,Schut,JEM Ensemble,3,6
+5,distance_from_targets,338.6969909667969,MNIST,Schut,JEM Ensemble,3,6
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,6
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,6
+5,validity,0.0,MNIST,Schut,JEM Ensemble,3,6
 6,distance,187.19793701171875,MNIST,Wachter,MLP,3,6
 6,distance_from_energy,387.2691650390625,MNIST,Wachter,MLP,3,6
 6,distance_from_targets,447.8597412109375,MNIST,Wachter,MLP,3,6
@@ -15569,36 +15569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,3,6
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,3,6
 10,validity,1.0,MNIST,ECCCo,MLP,3,6
-6,distance,70.0,MNIST,Schut,MLP,3,6
-6,distance_from_energy,374.71807861328125,MNIST,Schut,MLP,3,6
-6,distance_from_targets,357.8979187011719,MNIST,Schut,MLP,3,6
-6,redundancy,0.9553571428571429,MNIST,Schut,MLP,3,6
-6,set_size_penalty,0.5738182314687545,MNIST,Schut,MLP,3,6
-6,validity,1.0,MNIST,Schut,MLP,3,6
-7,distance,20.0,MNIST,Schut,MLP,3,6
-7,distance_from_energy,352.5850830078125,MNIST,Schut,MLP,3,6
-7,distance_from_targets,356.4507751464844,MNIST,Schut,MLP,3,6
+6,distance,10.000001907348633,MNIST,Schut,MLP,3,6
+6,distance_from_energy,386.1422119140625,MNIST,Schut,MLP,3,6
+6,distance_from_targets,364.197021484375,MNIST,Schut,MLP,3,6
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,6
+6,set_size_penalty,0.0,MNIST,Schut,MLP,3,6
+6,validity,0.0,MNIST,Schut,MLP,3,6
+7,distance,10.000001907348633,MNIST,Schut,MLP,3,6
+7,distance_from_energy,352.5792541503906,MNIST,Schut,MLP,3,6
+7,distance_from_targets,355.5228271484375,MNIST,Schut,MLP,3,6
 7,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,6
-7,set_size_penalty,0.569978117104255,MNIST,Schut,MLP,3,6
-7,validity,1.0,MNIST,Schut,MLP,3,6
-8,distance,36.0,MNIST,Schut,MLP,3,6
-8,distance_from_energy,364.4449157714844,MNIST,Schut,MLP,3,6
-8,distance_from_targets,330.3197937011719,MNIST,Schut,MLP,3,6
-8,redundancy,0.9770408163265306,MNIST,Schut,MLP,3,6
-8,set_size_penalty,0.571238301501261,MNIST,Schut,MLP,3,6
-8,validity,1.0,MNIST,Schut,MLP,3,6
-9,distance,24.0,MNIST,Schut,MLP,3,6
-9,distance_from_energy,376.1562194824219,MNIST,Schut,MLP,3,6
-9,distance_from_targets,311.8865966796875,MNIST,Schut,MLP,3,6
-9,redundancy,0.9846938775510204,MNIST,Schut,MLP,3,6
-9,set_size_penalty,0.5706425005315992,MNIST,Schut,MLP,3,6
-9,validity,1.0,MNIST,Schut,MLP,3,6
-10,distance,30.0,MNIST,Schut,MLP,3,6
-10,distance_from_energy,374.7989807128906,MNIST,Schut,MLP,3,6
-10,distance_from_targets,276.13177490234375,MNIST,Schut,MLP,3,6
-10,redundancy,0.9808673469387755,MNIST,Schut,MLP,3,6
-10,set_size_penalty,0.5694840244716013,MNIST,Schut,MLP,3,6
-10,validity,1.0,MNIST,Schut,MLP,3,6
+7,set_size_penalty,0.0,MNIST,Schut,MLP,3,6
+7,validity,0.0,MNIST,Schut,MLP,3,6
+8,distance,10.000001907348633,MNIST,Schut,MLP,3,6
+8,distance_from_energy,368.05206298828125,MNIST,Schut,MLP,3,6
+8,distance_from_targets,330.6044006347656,MNIST,Schut,MLP,3,6
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,6
+8,set_size_penalty,0.0,MNIST,Schut,MLP,3,6
+8,validity,0.0,MNIST,Schut,MLP,3,6
+9,distance,10.000001907348633,MNIST,Schut,MLP,3,6
+9,distance_from_energy,377.7999267578125,MNIST,Schut,MLP,3,6
+9,distance_from_targets,310.2013244628906,MNIST,Schut,MLP,3,6
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,6
+9,set_size_penalty,0.0,MNIST,Schut,MLP,3,6
+9,validity,0.0,MNIST,Schut,MLP,3,6
+10,distance,10.000000953674316,MNIST,Schut,MLP,3,6
+10,distance_from_energy,374.2949523925781,MNIST,Schut,MLP,3,6
+10,distance_from_targets,264.5749206542969,MNIST,Schut,MLP,3,6
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,3,6
+10,set_size_penalty,0.0,MNIST,Schut,MLP,3,6
+10,validity,0.0,MNIST,Schut,MLP,3,6
 11,distance,166.04200744628906,MNIST,Wachter,MLP Ensemble,3,6
 11,distance_from_energy,379.5950012207031,MNIST,Wachter,MLP Ensemble,3,6
 11,distance_from_targets,369.35015869140625,MNIST,Wachter,MLP Ensemble,3,6
@@ -15689,36 +15689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,3,6
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,3,6
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,3,6
-11,distance,64.0,MNIST,Schut,MLP Ensemble,3,6
-11,distance_from_energy,355.8852844238281,MNIST,Schut,MLP Ensemble,3,6
-11,distance_from_targets,291.75042724609375,MNIST,Schut,MLP Ensemble,3,6
-11,redundancy,0.9591836734693877,MNIST,Schut,MLP Ensemble,3,6
-11,set_size_penalty,0.44023844894064657,MNIST,Schut,MLP Ensemble,3,6
-11,validity,1.0,MNIST,Schut,MLP Ensemble,3,6
-12,distance,38.0,MNIST,Schut,MLP Ensemble,3,6
-12,distance_from_energy,346.5057373046875,MNIST,Schut,MLP Ensemble,3,6
-12,distance_from_targets,268.8039245605469,MNIST,Schut,MLP Ensemble,3,6
-12,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,3,6
-12,set_size_penalty,0.3272780693371251,MNIST,Schut,MLP Ensemble,3,6
-12,validity,1.0,MNIST,Schut,MLP Ensemble,3,6
-13,distance,26.0,MNIST,Schut,MLP Ensemble,3,6
-13,distance_from_energy,335.0535888671875,MNIST,Schut,MLP Ensemble,3,6
-13,distance_from_targets,255.73875427246094,MNIST,Schut,MLP Ensemble,3,6
-13,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,3,6
-13,set_size_penalty,0.4190061728811736,MNIST,Schut,MLP Ensemble,3,6
-13,validity,1.0,MNIST,Schut,MLP Ensemble,3,6
-14,distance,30.0,MNIST,Schut,MLP Ensemble,3,6
-14,distance_from_energy,353.3739318847656,MNIST,Schut,MLP Ensemble,3,6
-14,distance_from_targets,255.574951171875,MNIST,Schut,MLP Ensemble,3,6
-14,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,3,6
-14,set_size_penalty,0.3064878972292271,MNIST,Schut,MLP Ensemble,3,6
-14,validity,1.0,MNIST,Schut,MLP Ensemble,3,6
-15,distance,60.0,MNIST,Schut,MLP Ensemble,3,6
-15,distance_from_energy,365.7294006347656,MNIST,Schut,MLP Ensemble,3,6
-15,distance_from_targets,295.7752990722656,MNIST,Schut,MLP Ensemble,3,6
-15,redundancy,0.9617346938775511,MNIST,Schut,MLP Ensemble,3,6
-15,set_size_penalty,0.33260042078238716,MNIST,Schut,MLP Ensemble,3,6
-15,validity,1.0,MNIST,Schut,MLP Ensemble,3,6
+11,distance,10.0,MNIST,Schut,MLP Ensemble,3,6
+11,distance_from_energy,368.6841125488281,MNIST,Schut,MLP Ensemble,3,6
+11,distance_from_targets,295.0564880371094,MNIST,Schut,MLP Ensemble,3,6
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,6
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,6
+11,validity,0.0,MNIST,Schut,MLP Ensemble,3,6
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,6
+12,distance_from_energy,351.3487243652344,MNIST,Schut,MLP Ensemble,3,6
+12,distance_from_targets,267.0380554199219,MNIST,Schut,MLP Ensemble,3,6
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,6
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,6
+12,validity,0.0,MNIST,Schut,MLP Ensemble,3,6
+13,distance,10.0,MNIST,Schut,MLP Ensemble,3,6
+13,distance_from_energy,339.9311218261719,MNIST,Schut,MLP Ensemble,3,6
+13,distance_from_targets,260.1777648925781,MNIST,Schut,MLP Ensemble,3,6
+13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,3,6
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,6
+13,validity,0.0,MNIST,Schut,MLP Ensemble,3,6
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,6
+14,distance_from_energy,357.095458984375,MNIST,Schut,MLP Ensemble,3,6
+14,distance_from_targets,252.1691131591797,MNIST,Schut,MLP Ensemble,3,6
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,6
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,6
+14,validity,0.0,MNIST,Schut,MLP Ensemble,3,6
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,6
+15,distance_from_energy,376.18206787109375,MNIST,Schut,MLP Ensemble,3,6
+15,distance_from_targets,292.12847900390625,MNIST,Schut,MLP Ensemble,3,6
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,6
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,6
+15,validity,0.0,MNIST,Schut,MLP Ensemble,3,6
 16,distance,115.99055480957031,MNIST,Wachter,JEM,3,6
 16,distance_from_energy,196.7607879638672,MNIST,Wachter,JEM,3,6
 16,distance_from_targets,340.71710205078125,MNIST,Wachter,JEM,3,6
@@ -15809,36 +15809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,3,6
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,3,6
 20,validity,1.0,MNIST,ECCCo,JEM,3,6
-16,distance,12.0,MNIST,Schut,JEM,3,6
-16,distance_from_energy,179.98471069335938,MNIST,Schut,JEM,3,6
-16,distance_from_targets,271.6763916015625,MNIST,Schut,JEM,3,6
-16,redundancy,0.9923469387755102,MNIST,Schut,JEM,3,6
-16,set_size_penalty,4.500239095916723,MNIST,Schut,JEM,3,6
+16,distance,10.000001907348633,MNIST,Schut,JEM,3,6
+16,distance_from_energy,178.71124267578125,MNIST,Schut,JEM,3,6
+16,distance_from_targets,269.0277099609375,MNIST,Schut,JEM,3,6
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,3,6
+16,set_size_penalty,4.930052294707109,MNIST,Schut,JEM,3,6
 16,validity,1.0,MNIST,Schut,JEM,3,6
-17,distance,18.0,MNIST,Schut,JEM,3,6
-17,distance_from_energy,230.65626525878906,MNIST,Schut,JEM,3,6
-17,distance_from_targets,352.3702087402344,MNIST,Schut,JEM,3,6
-17,redundancy,0.9885204081632653,MNIST,Schut,JEM,3,6
-17,set_size_penalty,4.504738196201621,MNIST,Schut,JEM,3,6
-17,validity,1.0,MNIST,Schut,JEM,3,6
-18,distance,32.0,MNIST,Schut,JEM,3,6
-18,distance_from_energy,237.623046875,MNIST,Schut,JEM,3,6
-18,distance_from_targets,312.2718505859375,MNIST,Schut,JEM,3,6
-18,redundancy,0.9795918367346939,MNIST,Schut,JEM,3,6
-18,set_size_penalty,4.504939722795137,MNIST,Schut,JEM,3,6
-18,validity,1.0,MNIST,Schut,JEM,3,6
-19,distance,24.0,MNIST,Schut,JEM,3,6
-19,distance_from_energy,203.62234497070312,MNIST,Schut,JEM,3,6
-19,distance_from_targets,290.48382568359375,MNIST,Schut,JEM,3,6
+17,distance,10.000001907348633,MNIST,Schut,JEM,3,6
+17,distance_from_energy,227.16873168945312,MNIST,Schut,JEM,3,6
+17,distance_from_targets,344.95074462890625,MNIST,Schut,JEM,3,6
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,6
+17,set_size_penalty,0.0,MNIST,Schut,JEM,3,6
+17,validity,0.0,MNIST,Schut,JEM,3,6
+18,distance,10.000001907348633,MNIST,Schut,JEM,3,6
+18,distance_from_energy,236.61138916015625,MNIST,Schut,JEM,3,6
+18,distance_from_targets,308.1981201171875,MNIST,Schut,JEM,3,6
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,6
+18,set_size_penalty,0.0,MNIST,Schut,JEM,3,6
+18,validity,0.0,MNIST,Schut,JEM,3,6
+19,distance,10.000001907348633,MNIST,Schut,JEM,3,6
+19,distance_from_energy,201.45921325683594,MNIST,Schut,JEM,3,6
+19,distance_from_targets,286.51220703125,MNIST,Schut,JEM,3,6
 19,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,6
-19,set_size_penalty,4.503831905167289,MNIST,Schut,JEM,3,6
-19,validity,1.0,MNIST,Schut,JEM,3,6
-20,distance,24.0,MNIST,Schut,JEM,3,6
-20,distance_from_energy,188.49021911621094,MNIST,Schut,JEM,3,6
-20,distance_from_targets,290.7523193359375,MNIST,Schut,JEM,3,6
-20,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,6
-20,set_size_penalty,4.5026171605514325,MNIST,Schut,JEM,3,6
-20,validity,1.0,MNIST,Schut,JEM,3,6
+19,set_size_penalty,0.0,MNIST,Schut,JEM,3,6
+19,validity,0.0,MNIST,Schut,JEM,3,6
+20,distance,10.000001907348633,MNIST,Schut,JEM,3,6
+20,distance_from_energy,190.83372497558594,MNIST,Schut,JEM,3,6
+20,distance_from_targets,291.12054443359375,MNIST,Schut,JEM,3,6
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,3,6
+20,set_size_penalty,0.0,MNIST,Schut,JEM,3,6
+20,validity,0.0,MNIST,Schut,JEM,3,6
 1,distance,144.16015625,MNIST,Wachter,JEM Ensemble,3,7
 1,distance_from_energy,225.8402099609375,MNIST,Wachter,JEM Ensemble,3,7
 1,distance_from_targets,373.1619567871094,MNIST,Wachter,JEM Ensemble,3,7
@@ -15929,36 +15929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,3,7
 5,set_size_penalty,2.067649383094836,MNIST,ECCCo,JEM Ensemble,3,7
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,3,7
-1,distance,38.0,MNIST,Schut,JEM Ensemble,3,7
-1,distance_from_energy,232.36019897460938,MNIST,Schut,JEM Ensemble,3,7
-1,distance_from_targets,304.5133361816406,MNIST,Schut,JEM Ensemble,3,7
-1,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,3,7
-1,set_size_penalty,3.1511006374195984,MNIST,Schut,JEM Ensemble,3,7
-1,validity,1.0,MNIST,Schut,JEM Ensemble,3,7
-2,distance,48.0,MNIST,Schut,JEM Ensemble,3,7
-2,distance_from_energy,218.69509887695312,MNIST,Schut,JEM Ensemble,3,7
-2,distance_from_targets,305.940673828125,MNIST,Schut,JEM Ensemble,3,7
-2,redundancy,0.9693877551020408,MNIST,Schut,JEM Ensemble,3,7
-2,set_size_penalty,3.515034950148542,MNIST,Schut,JEM Ensemble,3,7
-2,validity,1.0,MNIST,Schut,JEM Ensemble,3,7
-3,distance,50.0,MNIST,Schut,JEM Ensemble,3,7
-3,distance_from_energy,209.5009002685547,MNIST,Schut,JEM Ensemble,3,7
-3,distance_from_targets,288.57110595703125,MNIST,Schut,JEM Ensemble,3,7
-3,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,3,7
-3,set_size_penalty,2.7726781511726224,MNIST,Schut,JEM Ensemble,3,7
-3,validity,1.0,MNIST,Schut,JEM Ensemble,3,7
-4,distance,42.0,MNIST,Schut,JEM Ensemble,3,7
-4,distance_from_energy,216.7807159423828,MNIST,Schut,JEM Ensemble,3,7
-4,distance_from_targets,322.6553955078125,MNIST,Schut,JEM Ensemble,3,7
-4,redundancy,0.9732142857142857,MNIST,Schut,JEM Ensemble,3,7
-4,set_size_penalty,3.4158647256412165,MNIST,Schut,JEM Ensemble,3,7
-4,validity,1.0,MNIST,Schut,JEM Ensemble,3,7
-5,distance,30.0,MNIST,Schut,JEM Ensemble,3,7
-5,distance_from_energy,190.8892059326172,MNIST,Schut,JEM Ensemble,3,7
-5,distance_from_targets,273.02801513671875,MNIST,Schut,JEM Ensemble,3,7
-5,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,3,7
-5,set_size_penalty,2.778222232935468,MNIST,Schut,JEM Ensemble,3,7
-5,validity,1.0,MNIST,Schut,JEM Ensemble,3,7
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,7
+1,distance_from_energy,231.5746307373047,MNIST,Schut,JEM Ensemble,3,7
+1,distance_from_targets,300.31085205078125,MNIST,Schut,JEM Ensemble,3,7
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,7
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,7
+1,validity,0.0,MNIST,Schut,JEM Ensemble,3,7
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,7
+2,distance_from_energy,220.6353302001953,MNIST,Schut,JEM Ensemble,3,7
+2,distance_from_targets,302.3533630371094,MNIST,Schut,JEM Ensemble,3,7
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,7
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,7
+2,validity,0.0,MNIST,Schut,JEM Ensemble,3,7
+3,distance,10.0,MNIST,Schut,JEM Ensemble,3,7
+3,distance_from_energy,217.99609375,MNIST,Schut,JEM Ensemble,3,7
+3,distance_from_targets,287.5166320800781,MNIST,Schut,JEM Ensemble,3,7
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,7
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,7
+3,validity,0.0,MNIST,Schut,JEM Ensemble,3,7
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,7
+4,distance_from_energy,221.3541259765625,MNIST,Schut,JEM Ensemble,3,7
+4,distance_from_targets,318.76531982421875,MNIST,Schut,JEM Ensemble,3,7
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,7
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,7
+4,validity,0.0,MNIST,Schut,JEM Ensemble,3,7
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,7
+5,distance_from_energy,193.15054321289062,MNIST,Schut,JEM Ensemble,3,7
+5,distance_from_targets,272.71844482421875,MNIST,Schut,JEM Ensemble,3,7
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,7
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,7
+5,validity,0.0,MNIST,Schut,JEM Ensemble,3,7
 6,distance,130.61376953125,MNIST,Wachter,MLP,3,7
 6,distance_from_energy,372.88323974609375,MNIST,Wachter,MLP,3,7
 6,distance_from_targets,336.1815490722656,MNIST,Wachter,MLP,3,7
@@ -16049,36 +16049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,3,7
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,3,7
 10,validity,1.0,MNIST,ECCCo,MLP,3,7
-6,distance,28.0,MNIST,Schut,MLP,3,7
-6,distance_from_energy,372.7281188964844,MNIST,Schut,MLP,3,7
-6,distance_from_targets,274.1558837890625,MNIST,Schut,MLP,3,7
-6,redundancy,0.9821428571428571,MNIST,Schut,MLP,3,7
-6,set_size_penalty,0.5698518509709358,MNIST,Schut,MLP,3,7
-6,validity,1.0,MNIST,Schut,MLP,3,7
-7,distance,16.0,MNIST,Schut,MLP,3,7
-7,distance_from_energy,369.90460205078125,MNIST,Schut,MLP,3,7
-7,distance_from_targets,266.49908447265625,MNIST,Schut,MLP,3,7
-7,redundancy,0.9897959183673469,MNIST,Schut,MLP,3,7
-7,set_size_penalty,0.5691279357628214,MNIST,Schut,MLP,3,7
+6,distance,10.000001907348633,MNIST,Schut,MLP,3,7
+6,distance_from_energy,373.291259765625,MNIST,Schut,MLP,3,7
+6,distance_from_targets,269.48388671875,MNIST,Schut,MLP,3,7
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,7
+6,set_size_penalty,0.0,MNIST,Schut,MLP,3,7
+6,validity,0.0,MNIST,Schut,MLP,3,7
+7,distance,10.000001907348633,MNIST,Schut,MLP,3,7
+7,distance_from_energy,368.4993896484375,MNIST,Schut,MLP,3,7
+7,distance_from_targets,265.675048828125,MNIST,Schut,MLP,3,7
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,7
+7,set_size_penalty,1.1039883591054336,MNIST,Schut,MLP,3,7
 7,validity,1.0,MNIST,Schut,MLP,3,7
-8,distance,24.0,MNIST,Schut,MLP,3,7
-8,distance_from_energy,381.0535583496094,MNIST,Schut,MLP,3,7
-8,distance_from_targets,267.229248046875,MNIST,Schut,MLP,3,7
-8,redundancy,0.9846938775510204,MNIST,Schut,MLP,3,7
-8,set_size_penalty,0.5689328107061042,MNIST,Schut,MLP,3,7
-8,validity,1.0,MNIST,Schut,MLP,3,7
-9,distance,40.0,MNIST,Schut,MLP,3,7
-9,distance_from_energy,393.8641357421875,MNIST,Schut,MLP,3,7
-9,distance_from_targets,347.5585632324219,MNIST,Schut,MLP,3,7
-9,redundancy,0.9744897959183674,MNIST,Schut,MLP,3,7
-9,set_size_penalty,0.5700493953450909,MNIST,Schut,MLP,3,7
-9,validity,1.0,MNIST,Schut,MLP,3,7
-10,distance,18.0,MNIST,Schut,MLP,3,7
-10,distance_from_energy,386.931640625,MNIST,Schut,MLP,3,7
-10,distance_from_targets,264.99957275390625,MNIST,Schut,MLP,3,7
-10,redundancy,0.9885204081632653,MNIST,Schut,MLP,3,7
-10,set_size_penalty,0.5744488831804622,MNIST,Schut,MLP,3,7
-10,validity,1.0,MNIST,Schut,MLP,3,7
+8,distance,10.000001907348633,MNIST,Schut,MLP,3,7
+8,distance_from_energy,379.68597412109375,MNIST,Schut,MLP,3,7
+8,distance_from_targets,261.88250732421875,MNIST,Schut,MLP,3,7
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,7
+8,set_size_penalty,0.0,MNIST,Schut,MLP,3,7
+8,validity,0.0,MNIST,Schut,MLP,3,7
+9,distance,10.000001907348633,MNIST,Schut,MLP,3,7
+9,distance_from_energy,392.0615539550781,MNIST,Schut,MLP,3,7
+9,distance_from_targets,343.8804016113281,MNIST,Schut,MLP,3,7
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,7
+9,set_size_penalty,0.0,MNIST,Schut,MLP,3,7
+9,validity,0.0,MNIST,Schut,MLP,3,7
+10,distance,10.000001907348633,MNIST,Schut,MLP,3,7
+10,distance_from_energy,384.5194091796875,MNIST,Schut,MLP,3,7
+10,distance_from_targets,257.4427795410156,MNIST,Schut,MLP,3,7
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,7
+10,set_size_penalty,0.0,MNIST,Schut,MLP,3,7
+10,validity,0.0,MNIST,Schut,MLP,3,7
 11,distance,116.04549407958984,MNIST,Wachter,MLP Ensemble,3,7
 11,distance_from_energy,348.15234375,MNIST,Wachter,MLP Ensemble,3,7
 11,distance_from_targets,323.23284912109375,MNIST,Wachter,MLP Ensemble,3,7
@@ -16169,36 +16169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,3,7
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,3,7
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,3,7
-11,distance,18.0,MNIST,Schut,MLP Ensemble,3,7
-11,distance_from_energy,351.41436767578125,MNIST,Schut,MLP Ensemble,3,7
-11,distance_from_targets,257.18524169921875,MNIST,Schut,MLP Ensemble,3,7
-11,redundancy,0.9885204081632653,MNIST,Schut,MLP Ensemble,3,7
-11,set_size_penalty,0.3026969590653814,MNIST,Schut,MLP Ensemble,3,7
-11,validity,1.0,MNIST,Schut,MLP Ensemble,3,7
-12,distance,34.0,MNIST,Schut,MLP Ensemble,3,7
-12,distance_from_energy,366.7794494628906,MNIST,Schut,MLP Ensemble,3,7
-12,distance_from_targets,306.27105712890625,MNIST,Schut,MLP Ensemble,3,7
-12,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,3,7
-12,set_size_penalty,0.3282997753671242,MNIST,Schut,MLP Ensemble,3,7
-12,validity,1.0,MNIST,Schut,MLP Ensemble,3,7
-13,distance,22.0,MNIST,Schut,MLP Ensemble,3,7
-13,distance_from_energy,357.793212890625,MNIST,Schut,MLP Ensemble,3,7
-13,distance_from_targets,310.24224853515625,MNIST,Schut,MLP Ensemble,3,7
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,7
+11,distance_from_energy,348.80242919921875,MNIST,Schut,MLP Ensemble,3,7
+11,distance_from_targets,251.7054901123047,MNIST,Schut,MLP Ensemble,3,7
+11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,3,7
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,7
+11,validity,0.0,MNIST,Schut,MLP Ensemble,3,7
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,7
+12,distance_from_energy,366.27557373046875,MNIST,Schut,MLP Ensemble,3,7
+12,distance_from_targets,299.0414123535156,MNIST,Schut,MLP Ensemble,3,7
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,7
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,7
+12,validity,0.0,MNIST,Schut,MLP Ensemble,3,7
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,7
+13,distance_from_energy,355.8327331542969,MNIST,Schut,MLP Ensemble,3,7
+13,distance_from_targets,304.7163391113281,MNIST,Schut,MLP Ensemble,3,7
 13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,3,7
-13,set_size_penalty,0.29609222339278074,MNIST,Schut,MLP Ensemble,3,7
-13,validity,1.0,MNIST,Schut,MLP Ensemble,3,7
-14,distance,36.0,MNIST,Schut,MLP Ensemble,3,7
-14,distance_from_energy,356.817626953125,MNIST,Schut,MLP Ensemble,3,7
-14,distance_from_targets,269.68048095703125,MNIST,Schut,MLP Ensemble,3,7
-14,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,3,7
-14,set_size_penalty,0.2959152624250003,MNIST,Schut,MLP Ensemble,3,7
-14,validity,1.0,MNIST,Schut,MLP Ensemble,3,7
-15,distance,26.0,MNIST,Schut,MLP Ensemble,3,7
-15,distance_from_energy,353.8740539550781,MNIST,Schut,MLP Ensemble,3,7
-15,distance_from_targets,268.85528564453125,MNIST,Schut,MLP Ensemble,3,7
-15,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,3,7
-15,set_size_penalty,0.3075794262760101,MNIST,Schut,MLP Ensemble,3,7
-15,validity,1.0,MNIST,Schut,MLP Ensemble,3,7
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,7
+13,validity,0.0,MNIST,Schut,MLP Ensemble,3,7
+14,distance,10.0,MNIST,Schut,MLP Ensemble,3,7
+14,distance_from_energy,358.4953918457031,MNIST,Schut,MLP Ensemble,3,7
+14,distance_from_targets,258.5606994628906,MNIST,Schut,MLP Ensemble,3,7
+14,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,3,7
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,7
+14,validity,0.0,MNIST,Schut,MLP Ensemble,3,7
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,7
+15,distance_from_energy,353.8606262207031,MNIST,Schut,MLP Ensemble,3,7
+15,distance_from_targets,259.3796081542969,MNIST,Schut,MLP Ensemble,3,7
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,7
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,7
+15,validity,0.0,MNIST,Schut,MLP Ensemble,3,7
 16,distance,140.01707458496094,MNIST,Wachter,JEM,3,7
 16,distance_from_energy,196.46932983398438,MNIST,Wachter,JEM,3,7
 16,distance_from_targets,358.5774230957031,MNIST,Wachter,JEM,3,7
@@ -16289,36 +16289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,3,7
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,3,7
 20,validity,1.0,MNIST,ECCCo,JEM,3,7
-16,distance,28.0,MNIST,Schut,JEM,3,7
-16,distance_from_energy,189.73526000976562,MNIST,Schut,JEM,3,7
-16,distance_from_targets,292.333251953125,MNIST,Schut,JEM,3,7
-16,redundancy,0.9821428571428571,MNIST,Schut,JEM,3,7
-16,set_size_penalty,4.503569692885334,MNIST,Schut,JEM,3,7
-16,validity,1.0,MNIST,Schut,JEM,3,7
-17,distance,42.0,MNIST,Schut,JEM,3,7
-17,distance_from_energy,192.24307250976562,MNIST,Schut,JEM,3,7
-17,distance_from_targets,295.6972961425781,MNIST,Schut,JEM,3,7
-17,redundancy,0.9732142857142857,MNIST,Schut,JEM,3,7
-17,set_size_penalty,4.502085165920296,MNIST,Schut,JEM,3,7
-17,validity,1.0,MNIST,Schut,JEM,3,7
-18,distance,26.0,MNIST,Schut,JEM,3,7
-18,distance_from_energy,203.6720733642578,MNIST,Schut,JEM,3,7
-18,distance_from_targets,301.1667785644531,MNIST,Schut,JEM,3,7
-18,redundancy,0.9834183673469388,MNIST,Schut,JEM,3,7
-18,set_size_penalty,4.5032398123087685,MNIST,Schut,JEM,3,7
-18,validity,1.0,MNIST,Schut,JEM,3,7
-19,distance,26.0,MNIST,Schut,JEM,3,7
-19,distance_from_energy,194.59788513183594,MNIST,Schut,JEM,3,7
-19,distance_from_targets,283.580810546875,MNIST,Schut,JEM,3,7
-19,redundancy,0.9834183673469388,MNIST,Schut,JEM,3,7
-19,set_size_penalty,4.500223483370286,MNIST,Schut,JEM,3,7
-19,validity,1.0,MNIST,Schut,JEM,3,7
-20,distance,12.0,MNIST,Schut,JEM,3,7
-20,distance_from_energy,190.6880340576172,MNIST,Schut,JEM,3,7
-20,distance_from_targets,276.4898681640625,MNIST,Schut,JEM,3,7
-20,redundancy,0.9923469387755102,MNIST,Schut,JEM,3,7
-20,set_size_penalty,4.503005060856661,MNIST,Schut,JEM,3,7
-20,validity,1.0,MNIST,Schut,JEM,3,7
+16,distance,10.000000953674316,MNIST,Schut,JEM,3,7
+16,distance_from_energy,185.3854522705078,MNIST,Schut,JEM,3,7
+16,distance_from_targets,285.04571533203125,MNIST,Schut,JEM,3,7
+16,redundancy,0.9834183673469388,MNIST,Schut,JEM,3,7
+16,set_size_penalty,0.0,MNIST,Schut,JEM,3,7
+16,validity,0.0,MNIST,Schut,JEM,3,7
+17,distance,10.000001907348633,MNIST,Schut,JEM,3,7
+17,distance_from_energy,193.13323974609375,MNIST,Schut,JEM,3,7
+17,distance_from_targets,293.4775085449219,MNIST,Schut,JEM,3,7
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,7
+17,set_size_penalty,0.0,MNIST,Schut,JEM,3,7
+17,validity,0.0,MNIST,Schut,JEM,3,7
+18,distance,10.0,MNIST,Schut,JEM,3,7
+18,distance_from_energy,202.9823455810547,MNIST,Schut,JEM,3,7
+18,distance_from_targets,294.63250732421875,MNIST,Schut,JEM,3,7
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,7
+18,set_size_penalty,0.0,MNIST,Schut,JEM,3,7
+18,validity,0.0,MNIST,Schut,JEM,3,7
+19,distance,10.000000953674316,MNIST,Schut,JEM,3,7
+19,distance_from_energy,195.18995666503906,MNIST,Schut,JEM,3,7
+19,distance_from_targets,278.78173828125,MNIST,Schut,JEM,3,7
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,3,7
+19,set_size_penalty,0.0,MNIST,Schut,JEM,3,7
+19,validity,0.0,MNIST,Schut,JEM,3,7
+20,distance,10.000000953674316,MNIST,Schut,JEM,3,7
+20,distance_from_energy,189.8721466064453,MNIST,Schut,JEM,3,7
+20,distance_from_targets,274.8623962402344,MNIST,Schut,JEM,3,7
+20,redundancy,0.9834183673469388,MNIST,Schut,JEM,3,7
+20,set_size_penalty,0.0,MNIST,Schut,JEM,3,7
+20,validity,0.0,MNIST,Schut,JEM,3,7
 1,distance,116.33062744140625,MNIST,Wachter,JEM Ensemble,3,8
 1,distance_from_energy,220.5351104736328,MNIST,Wachter,JEM Ensemble,3,8
 1,distance_from_targets,361.4778747558594,MNIST,Wachter,JEM Ensemble,3,8
@@ -16409,36 +16409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,3,8
 5,set_size_penalty,2.0676493833048766,MNIST,ECCCo,JEM Ensemble,3,8
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,3,8
-1,distance,12.0,MNIST,Schut,JEM Ensemble,3,8
-1,distance_from_energy,203.29364013671875,MNIST,Schut,JEM Ensemble,3,8
-1,distance_from_targets,294.02032470703125,MNIST,Schut,JEM Ensemble,3,8
-1,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,3,8
-1,set_size_penalty,3.0159705594506896,MNIST,Schut,JEM Ensemble,3,8
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,8
+1,distance_from_energy,203.8208465576172,MNIST,Schut,JEM Ensemble,3,8
+1,distance_from_targets,293.8501281738281,MNIST,Schut,JEM Ensemble,3,8
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,3,8
+1,set_size_penalty,3.205586787148138,MNIST,Schut,JEM Ensemble,3,8
 1,validity,1.0,MNIST,Schut,JEM Ensemble,3,8
-2,distance,24.0,MNIST,Schut,JEM Ensemble,3,8
-2,distance_from_energy,183.5897674560547,MNIST,Schut,JEM Ensemble,3,8
-2,distance_from_targets,277.9664306640625,MNIST,Schut,JEM Ensemble,3,8
-2,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,3,8
-2,set_size_penalty,2.781028431163996,MNIST,Schut,JEM Ensemble,3,8
-2,validity,1.0,MNIST,Schut,JEM Ensemble,3,8
-3,distance,22.0,MNIST,Schut,JEM Ensemble,3,8
-3,distance_from_energy,201.79159545898438,MNIST,Schut,JEM Ensemble,3,8
-3,distance_from_targets,261.0902099609375,MNIST,Schut,JEM Ensemble,3,8
-3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,8
-3,set_size_penalty,3.015934911423967,MNIST,Schut,JEM Ensemble,3,8
-3,validity,1.0,MNIST,Schut,JEM Ensemble,3,8
-4,distance,22.0,MNIST,Schut,JEM Ensemble,3,8
-4,distance_from_energy,203.24232482910156,MNIST,Schut,JEM Ensemble,3,8
-4,distance_from_targets,272.7167053222656,MNIST,Schut,JEM Ensemble,3,8
+2,distance,10.0,MNIST,Schut,JEM Ensemble,3,8
+2,distance_from_energy,182.49761962890625,MNIST,Schut,JEM Ensemble,3,8
+2,distance_from_targets,273.44873046875,MNIST,Schut,JEM Ensemble,3,8
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,8
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,8
+2,validity,0.0,MNIST,Schut,JEM Ensemble,3,8
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,8
+3,distance_from_energy,205.8608856201172,MNIST,Schut,JEM Ensemble,3,8
+3,distance_from_targets,263.1354064941406,MNIST,Schut,JEM Ensemble,3,8
+3,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,3,8
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,8
+3,validity,0.0,MNIST,Schut,JEM Ensemble,3,8
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,8
+4,distance_from_energy,205.8007049560547,MNIST,Schut,JEM Ensemble,3,8
+4,distance_from_targets,272.9691162109375,MNIST,Schut,JEM Ensemble,3,8
 4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,8
-4,set_size_penalty,3.2700706743105172,MNIST,Schut,JEM Ensemble,3,8
-4,validity,1.0,MNIST,Schut,JEM Ensemble,3,8
-5,distance,14.0,MNIST,Schut,JEM Ensemble,3,8
-5,distance_from_energy,183.89248657226562,MNIST,Schut,JEM Ensemble,3,8
-5,distance_from_targets,253.0995635986328,MNIST,Schut,JEM Ensemble,3,8
-5,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,3,8
-5,set_size_penalty,3.0854539132279655,MNIST,Schut,JEM Ensemble,3,8
-5,validity,1.0,MNIST,Schut,JEM Ensemble,3,8
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,8
+4,validity,0.0,MNIST,Schut,JEM Ensemble,3,8
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,8
+5,distance_from_energy,182.0615234375,MNIST,Schut,JEM Ensemble,3,8
+5,distance_from_targets,249.26254272460938,MNIST,Schut,JEM Ensemble,3,8
+5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,3,8
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,8
+5,validity,0.0,MNIST,Schut,JEM Ensemble,3,8
 6,distance,126.18804931640625,MNIST,Wachter,MLP,3,8
 6,distance_from_energy,383.1656494140625,MNIST,Wachter,MLP,3,8
 6,distance_from_targets,350.1207580566406,MNIST,Wachter,MLP,3,8
@@ -16529,36 +16529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,3,8
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,3,8
 10,validity,1.0,MNIST,ECCCo,MLP,3,8
-6,distance,26.0,MNIST,Schut,MLP,3,8
-6,distance_from_energy,387.4003601074219,MNIST,Schut,MLP,3,8
-6,distance_from_targets,268.34765625,MNIST,Schut,MLP,3,8
-6,redundancy,0.9834183673469388,MNIST,Schut,MLP,3,8
-6,set_size_penalty,0.5692439749834284,MNIST,Schut,MLP,3,8
-6,validity,1.0,MNIST,Schut,MLP,3,8
-7,distance,52.0,MNIST,Schut,MLP,3,8
-7,distance_from_energy,376.3475646972656,MNIST,Schut,MLP,3,8
-7,distance_from_targets,340.9988708496094,MNIST,Schut,MLP,3,8
-7,redundancy,0.9668367346938775,MNIST,Schut,MLP,3,8
-7,set_size_penalty,0.5697520103474865,MNIST,Schut,MLP,3,8
-7,validity,1.0,MNIST,Schut,MLP,3,8
-8,distance,32.0,MNIST,Schut,MLP,3,8
-8,distance_from_energy,367.99481201171875,MNIST,Schut,MLP,3,8
-8,distance_from_targets,300.1304931640625,MNIST,Schut,MLP,3,8
-8,redundancy,0.9795918367346939,MNIST,Schut,MLP,3,8
-8,set_size_penalty,0.5716685590411326,MNIST,Schut,MLP,3,8
-8,validity,1.0,MNIST,Schut,MLP,3,8
-9,distance,14.0,MNIST,Schut,MLP,3,8
-9,distance_from_energy,383.4940185546875,MNIST,Schut,MLP,3,8
-9,distance_from_targets,248.61114501953125,MNIST,Schut,MLP,3,8
-9,redundancy,0.9910714285714286,MNIST,Schut,MLP,3,8
-9,set_size_penalty,0.5694508512600751,MNIST,Schut,MLP,3,8
+6,distance,10.000000953674316,MNIST,Schut,MLP,3,8
+6,distance_from_energy,387.0477600097656,MNIST,Schut,MLP,3,8
+6,distance_from_targets,265.86669921875,MNIST,Schut,MLP,3,8
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,8
+6,set_size_penalty,0.0,MNIST,Schut,MLP,3,8
+6,validity,0.0,MNIST,Schut,MLP,3,8
+7,distance,10.000001907348633,MNIST,Schut,MLP,3,8
+7,distance_from_energy,376.43048095703125,MNIST,Schut,MLP,3,8
+7,distance_from_targets,331.978759765625,MNIST,Schut,MLP,3,8
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,3,8
+7,set_size_penalty,0.0,MNIST,Schut,MLP,3,8
+7,validity,0.0,MNIST,Schut,MLP,3,8
+8,distance,10.000001907348633,MNIST,Schut,MLP,3,8
+8,distance_from_energy,366.1092529296875,MNIST,Schut,MLP,3,8
+8,distance_from_targets,290.8603210449219,MNIST,Schut,MLP,3,8
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,8
+8,set_size_penalty,0.0,MNIST,Schut,MLP,3,8
+8,validity,0.0,MNIST,Schut,MLP,3,8
+9,distance,10.0,MNIST,Schut,MLP,3,8
+9,distance_from_energy,381.0400085449219,MNIST,Schut,MLP,3,8
+9,distance_from_targets,243.92929077148438,MNIST,Schut,MLP,3,8
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,8
+9,set_size_penalty,1.115364102855894,MNIST,Schut,MLP,3,8
 9,validity,1.0,MNIST,Schut,MLP,3,8
-10,distance,24.0,MNIST,Schut,MLP,3,8
-10,distance_from_energy,408.3134460449219,MNIST,Schut,MLP,3,8
-10,distance_from_targets,289.7843933105469,MNIST,Schut,MLP,3,8
-10,redundancy,0.9846938775510204,MNIST,Schut,MLP,3,8
-10,set_size_penalty,0.5718905488878683,MNIST,Schut,MLP,3,8
-10,validity,1.0,MNIST,Schut,MLP,3,8
+10,distance,10.000001907348633,MNIST,Schut,MLP,3,8
+10,distance_from_energy,408.7500915527344,MNIST,Schut,MLP,3,8
+10,distance_from_targets,284.677001953125,MNIST,Schut,MLP,3,8
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,3,8
+10,set_size_penalty,0.0,MNIST,Schut,MLP,3,8
+10,validity,0.0,MNIST,Schut,MLP,3,8
 11,distance,140.4572296142578,MNIST,Wachter,MLP Ensemble,3,8
 11,distance_from_energy,345.89471435546875,MNIST,Wachter,MLP Ensemble,3,8
 11,distance_from_targets,399.580810546875,MNIST,Wachter,MLP Ensemble,3,8
@@ -16649,36 +16649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,3,8
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,3,8
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,3,8
-11,distance,32.0,MNIST,Schut,MLP Ensemble,3,8
-11,distance_from_energy,327.7372741699219,MNIST,Schut,MLP Ensemble,3,8
-11,distance_from_targets,307.40093994140625,MNIST,Schut,MLP Ensemble,3,8
-11,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,3,8
-11,set_size_penalty,0.2970721174576467,MNIST,Schut,MLP Ensemble,3,8
-11,validity,1.0,MNIST,Schut,MLP Ensemble,3,8
-12,distance,26.0,MNIST,Schut,MLP Ensemble,3,8
-12,distance_from_energy,346.2987060546875,MNIST,Schut,MLP Ensemble,3,8
-12,distance_from_targets,277.9826354980469,MNIST,Schut,MLP Ensemble,3,8
-12,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,3,8
-12,set_size_penalty,0.2958498186231484,MNIST,Schut,MLP Ensemble,3,8
-12,validity,1.0,MNIST,Schut,MLP Ensemble,3,8
-13,distance,30.0,MNIST,Schut,MLP Ensemble,3,8
-13,distance_from_energy,355.99139404296875,MNIST,Schut,MLP Ensemble,3,8
-13,distance_from_targets,290.16796875,MNIST,Schut,MLP Ensemble,3,8
-13,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,3,8
-13,set_size_penalty,0.3182947229634172,MNIST,Schut,MLP Ensemble,3,8
-13,validity,1.0,MNIST,Schut,MLP Ensemble,3,8
-14,distance,24.0,MNIST,Schut,MLP Ensemble,3,8
-14,distance_from_energy,330.02484130859375,MNIST,Schut,MLP Ensemble,3,8
-14,distance_from_targets,252.70713806152344,MNIST,Schut,MLP Ensemble,3,8
-14,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,3,8
-14,set_size_penalty,0.29553300827811935,MNIST,Schut,MLP Ensemble,3,8
-14,validity,1.0,MNIST,Schut,MLP Ensemble,3,8
-15,distance,20.0,MNIST,Schut,MLP Ensemble,3,8
-15,distance_from_energy,352.9679260253906,MNIST,Schut,MLP Ensemble,3,8
-15,distance_from_targets,247.25306701660156,MNIST,Schut,MLP Ensemble,3,8
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,8
+11,distance_from_energy,331.2596740722656,MNIST,Schut,MLP Ensemble,3,8
+11,distance_from_targets,306.8669738769531,MNIST,Schut,MLP Ensemble,3,8
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,8
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,8
+11,validity,0.0,MNIST,Schut,MLP Ensemble,3,8
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,8
+12,distance_from_energy,350.2908630371094,MNIST,Schut,MLP Ensemble,3,8
+12,distance_from_targets,280.93841552734375,MNIST,Schut,MLP Ensemble,3,8
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,8
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,8
+12,validity,0.0,MNIST,Schut,MLP Ensemble,3,8
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,8
+13,distance_from_energy,359.3974304199219,MNIST,Schut,MLP Ensemble,3,8
+13,distance_from_targets,286.0972595214844,MNIST,Schut,MLP Ensemble,3,8
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,8
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,8
+13,validity,0.0,MNIST,Schut,MLP Ensemble,3,8
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,8
+14,distance_from_energy,332.5531921386719,MNIST,Schut,MLP Ensemble,3,8
+14,distance_from_targets,253.28607177734375,MNIST,Schut,MLP Ensemble,3,8
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,8
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,8
+14,validity,0.0,MNIST,Schut,MLP Ensemble,3,8
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,8
+15,distance_from_energy,350.427734375,MNIST,Schut,MLP Ensemble,3,8
+15,distance_from_targets,240.87261962890625,MNIST,Schut,MLP Ensemble,3,8
 15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,8
-15,set_size_penalty,0.30001138301121366,MNIST,Schut,MLP Ensemble,3,8
-15,validity,1.0,MNIST,Schut,MLP Ensemble,3,8
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,8
+15,validity,0.0,MNIST,Schut,MLP Ensemble,3,8
 16,distance,114.85887145996094,MNIST,Wachter,JEM,3,8
 16,distance_from_energy,191.78431701660156,MNIST,Wachter,JEM,3,8
 16,distance_from_targets,338.75250244140625,MNIST,Wachter,JEM,3,8
@@ -16769,35 +16769,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,3,8
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,3,8
 20,validity,1.0,MNIST,ECCCo,JEM,3,8
-16,distance,10.0,MNIST,Schut,JEM,3,8
-16,distance_from_energy,177.34786987304688,MNIST,Schut,JEM,3,8
-16,distance_from_targets,256.22113037109375,MNIST,Schut,JEM,3,8
-16,redundancy,0.9936224489795918,MNIST,Schut,JEM,3,8
-16,set_size_penalty,4.5000150051790975,MNIST,Schut,JEM,3,8
+16,distance,8.600001335144043,MNIST,Schut,JEM,3,8
+16,distance_from_energy,176.6363525390625,MNIST,Schut,JEM,3,8
+16,distance_from_targets,255.59181213378906,MNIST,Schut,JEM,3,8
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,8
+16,set_size_penalty,4.5070042723428525,MNIST,Schut,JEM,3,8
 16,validity,1.0,MNIST,Schut,JEM,3,8
-17,distance,18.0,MNIST,Schut,JEM,3,8
-17,distance_from_energy,201.6563262939453,MNIST,Schut,JEM,3,8
-17,distance_from_targets,305.40576171875,MNIST,Schut,JEM,3,8
-17,redundancy,0.9885204081632653,MNIST,Schut,JEM,3,8
-17,set_size_penalty,4.500219214176903,MNIST,Schut,JEM,3,8
-17,validity,1.0,MNIST,Schut,JEM,3,8
-18,distance,6.0,MNIST,Schut,JEM,3,8
-18,distance_from_energy,199.58697509765625,MNIST,Schut,JEM,3,8
-18,distance_from_targets,275.3757629394531,MNIST,Schut,JEM,3,8
-18,redundancy,0.9961734693877551,MNIST,Schut,JEM,3,8
-18,set_size_penalty,4.5006310802084375,MNIST,Schut,JEM,3,8
+17,distance,10.000000953674316,MNIST,Schut,JEM,3,8
+17,distance_from_energy,199.89649963378906,MNIST,Schut,JEM,3,8
+17,distance_from_targets,300.7707214355469,MNIST,Schut,JEM,3,8
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,8
+17,set_size_penalty,0.0,MNIST,Schut,JEM,3,8
+17,validity,0.0,MNIST,Schut,JEM,3,8
+18,distance,5.500000953674316,MNIST,Schut,JEM,3,8
+18,distance_from_energy,197.6806640625,MNIST,Schut,JEM,3,8
+18,distance_from_targets,271.77093505859375,MNIST,Schut,JEM,3,8
+18,redundancy,0.9923469387755102,MNIST,Schut,JEM,3,8
+18,set_size_penalty,4.504330094483842,MNIST,Schut,JEM,3,8
 18,validity,1.0,MNIST,Schut,JEM,3,8
-19,distance,12.0,MNIST,Schut,JEM,3,8
-19,distance_from_energy,190.91806030273438,MNIST,Schut,JEM,3,8
-19,distance_from_targets,286.1356201171875,MNIST,Schut,JEM,3,8
-19,redundancy,0.9923469387755102,MNIST,Schut,JEM,3,8
-19,set_size_penalty,4.5009364415099276,MNIST,Schut,JEM,3,8
-19,validity,1.0,MNIST,Schut,JEM,3,8
-20,distance,6.0,MNIST,Schut,JEM,3,8
-20,distance_from_energy,194.51040649414062,MNIST,Schut,JEM,3,8
-20,distance_from_targets,276.5303039550781,MNIST,Schut,JEM,3,8
-20,redundancy,0.9961734693877551,MNIST,Schut,JEM,3,8
-20,set_size_penalty,4.500109176381717,MNIST,Schut,JEM,3,8
+19,distance,10.000000953674316,MNIST,Schut,JEM,3,8
+19,distance_from_energy,189.7673797607422,MNIST,Schut,JEM,3,8
+19,distance_from_targets,283.7293701171875,MNIST,Schut,JEM,3,8
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,3,8
+19,set_size_penalty,0.0,MNIST,Schut,JEM,3,8
+19,validity,0.0,MNIST,Schut,JEM,3,8
+20,distance,5.100000858306885,MNIST,Schut,JEM,3,8
+20,distance_from_energy,194.58535766601562,MNIST,Schut,JEM,3,8
+20,distance_from_targets,275.3688659667969,MNIST,Schut,JEM,3,8
+20,redundancy,0.9897959183673469,MNIST,Schut,JEM,3,8
+20,set_size_penalty,4.505050915461467,MNIST,Schut,JEM,3,8
 20,validity,1.0,MNIST,Schut,JEM,3,8
 1,distance,160.0667724609375,MNIST,Wachter,JEM Ensemble,3,9
 1,distance_from_energy,245.1627960205078,MNIST,Wachter,JEM Ensemble,3,9
@@ -16889,36 +16889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,3,9
 5,set_size_penalty,2.0676493830948717,MNIST,ECCCo,JEM Ensemble,3,9
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,3,9
-1,distance,46.0,MNIST,Schut,JEM Ensemble,3,9
-1,distance_from_energy,228.25091552734375,MNIST,Schut,JEM Ensemble,3,9
-1,distance_from_targets,310.7969665527344,MNIST,Schut,JEM Ensemble,3,9
-1,redundancy,0.9706632653061225,MNIST,Schut,JEM Ensemble,3,9
-1,set_size_penalty,3.425266638891107,MNIST,Schut,JEM Ensemble,3,9
-1,validity,1.0,MNIST,Schut,JEM Ensemble,3,9
-2,distance,38.0,MNIST,Schut,JEM Ensemble,3,9
-2,distance_from_energy,226.3096466064453,MNIST,Schut,JEM Ensemble,3,9
-2,distance_from_targets,291.60107421875,MNIST,Schut,JEM Ensemble,3,9
-2,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,3,9
-2,set_size_penalty,3.160346593642891,MNIST,Schut,JEM Ensemble,3,9
-2,validity,1.0,MNIST,Schut,JEM Ensemble,3,9
-3,distance,28.0,MNIST,Schut,JEM Ensemble,3,9
-3,distance_from_energy,205.48533630371094,MNIST,Schut,JEM Ensemble,3,9
-3,distance_from_targets,273.4744567871094,MNIST,Schut,JEM Ensemble,3,9
-3,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,3,9
-3,set_size_penalty,3.1435716000976957,MNIST,Schut,JEM Ensemble,3,9
-3,validity,1.0,MNIST,Schut,JEM Ensemble,3,9
-4,distance,50.0,MNIST,Schut,JEM Ensemble,3,9
-4,distance_from_energy,227.73583984375,MNIST,Schut,JEM Ensemble,3,9
-4,distance_from_targets,309.2105407714844,MNIST,Schut,JEM Ensemble,3,9
-4,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,3,9
-4,set_size_penalty,3.477748028676235,MNIST,Schut,JEM Ensemble,3,9
-4,validity,1.0,MNIST,Schut,JEM Ensemble,3,9
-5,distance,22.0,MNIST,Schut,JEM Ensemble,3,9
-5,distance_from_energy,199.5,MNIST,Schut,JEM Ensemble,3,9
-5,distance_from_targets,269.5466613769531,MNIST,Schut,JEM Ensemble,3,9
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,9
+1,distance_from_energy,227.91241455078125,MNIST,Schut,JEM Ensemble,3,9
+1,distance_from_targets,304.299072265625,MNIST,Schut,JEM Ensemble,3,9
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,3,9
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,9
+1,validity,0.0,MNIST,Schut,JEM Ensemble,3,9
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,9
+2,distance_from_energy,223.8787078857422,MNIST,Schut,JEM Ensemble,3,9
+2,distance_from_targets,278.4659729003906,MNIST,Schut,JEM Ensemble,3,9
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,9
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,9
+2,validity,0.0,MNIST,Schut,JEM Ensemble,3,9
+3,distance,10.0,MNIST,Schut,JEM Ensemble,3,9
+3,distance_from_energy,200.60800170898438,MNIST,Schut,JEM Ensemble,3,9
+3,distance_from_targets,262.9837646484375,MNIST,Schut,JEM Ensemble,3,9
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,3,9
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,9
+3,validity,0.0,MNIST,Schut,JEM Ensemble,3,9
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,3,9
+4,distance_from_energy,224.20216369628906,MNIST,Schut,JEM Ensemble,3,9
+4,distance_from_targets,298.40032958984375,MNIST,Schut,JEM Ensemble,3,9
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,9
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,9
+4,validity,0.0,MNIST,Schut,JEM Ensemble,3,9
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,3,9
+5,distance_from_energy,199.49444580078125,MNIST,Schut,JEM Ensemble,3,9
+5,distance_from_targets,264.96417236328125,MNIST,Schut,JEM Ensemble,3,9
 5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,3,9
-5,set_size_penalty,3.3566104892004223,MNIST,Schut,JEM Ensemble,3,9
-5,validity,1.0,MNIST,Schut,JEM Ensemble,3,9
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,3,9
+5,validity,0.0,MNIST,Schut,JEM Ensemble,3,9
 6,distance,128.67218017578125,MNIST,Wachter,MLP,3,9
 6,distance_from_energy,394.6544189453125,MNIST,Wachter,MLP,3,9
 6,distance_from_targets,361.4414367675781,MNIST,Wachter,MLP,3,9
@@ -17009,36 +17009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,3,9
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,3,9
 10,validity,1.0,MNIST,ECCCo,MLP,3,9
-6,distance,26.0,MNIST,Schut,MLP,3,9
-6,distance_from_energy,393.5721130371094,MNIST,Schut,MLP,3,9
-6,distance_from_targets,290.67529296875,MNIST,Schut,MLP,3,9
-6,redundancy,0.9834183673469388,MNIST,Schut,MLP,3,9
-6,set_size_penalty,0.5716421037842467,MNIST,Schut,MLP,3,9
-6,validity,1.0,MNIST,Schut,MLP,3,9
-7,distance,36.0,MNIST,Schut,MLP,3,9
-7,distance_from_energy,377.884765625,MNIST,Schut,MLP,3,9
-7,distance_from_targets,327.58355712890625,MNIST,Schut,MLP,3,9
-7,redundancy,0.9770408163265306,MNIST,Schut,MLP,3,9
-7,set_size_penalty,0.5727091809243094,MNIST,Schut,MLP,3,9
-7,validity,1.0,MNIST,Schut,MLP,3,9
-8,distance,34.0,MNIST,Schut,MLP,3,9
-8,distance_from_energy,374.1293640136719,MNIST,Schut,MLP,3,9
-8,distance_from_targets,290.0681457519531,MNIST,Schut,MLP,3,9
-8,redundancy,0.9783163265306123,MNIST,Schut,MLP,3,9
-8,set_size_penalty,0.5710184542141119,MNIST,Schut,MLP,3,9
-8,validity,1.0,MNIST,Schut,MLP,3,9
-9,distance,14.0,MNIST,Schut,MLP,3,9
-9,distance_from_energy,387.8117980957031,MNIST,Schut,MLP,3,9
-9,distance_from_targets,266.29534912109375,MNIST,Schut,MLP,3,9
-9,redundancy,0.9910714285714286,MNIST,Schut,MLP,3,9
-9,set_size_penalty,0.5696040370354294,MNIST,Schut,MLP,3,9
+6,distance,10.000001907348633,MNIST,Schut,MLP,3,9
+6,distance_from_energy,396.355224609375,MNIST,Schut,MLP,3,9
+6,distance_from_targets,285.0632629394531,MNIST,Schut,MLP,3,9
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,9
+6,set_size_penalty,0.0,MNIST,Schut,MLP,3,9
+6,validity,0.0,MNIST,Schut,MLP,3,9
+7,distance,10.000000953674316,MNIST,Schut,MLP,3,9
+7,distance_from_energy,383.8591003417969,MNIST,Schut,MLP,3,9
+7,distance_from_targets,318.4322204589844,MNIST,Schut,MLP,3,9
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,9
+7,set_size_penalty,0.0,MNIST,Schut,MLP,3,9
+7,validity,0.0,MNIST,Schut,MLP,3,9
+8,distance,10.000000953674316,MNIST,Schut,MLP,3,9
+8,distance_from_energy,376.8354797363281,MNIST,Schut,MLP,3,9
+8,distance_from_targets,279.5702819824219,MNIST,Schut,MLP,3,9
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,9
+8,set_size_penalty,0.0,MNIST,Schut,MLP,3,9
+8,validity,0.0,MNIST,Schut,MLP,3,9
+9,distance,10.000001907348633,MNIST,Schut,MLP,3,9
+9,distance_from_energy,390.41546630859375,MNIST,Schut,MLP,3,9
+9,distance_from_targets,265.6237487792969,MNIST,Schut,MLP,3,9
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,3,9
+9,set_size_penalty,0.7002698977114623,MNIST,Schut,MLP,3,9
 9,validity,1.0,MNIST,Schut,MLP,3,9
-10,distance,22.0,MNIST,Schut,MLP,3,9
-10,distance_from_energy,388.6151428222656,MNIST,Schut,MLP,3,9
-10,distance_from_targets,271.6659851074219,MNIST,Schut,MLP,3,9
+10,distance,10.000000953674316,MNIST,Schut,MLP,3,9
+10,distance_from_energy,388.6051940917969,MNIST,Schut,MLP,3,9
+10,distance_from_targets,266.027587890625,MNIST,Schut,MLP,3,9
 10,redundancy,0.985969387755102,MNIST,Schut,MLP,3,9
-10,set_size_penalty,0.5706081903541618,MNIST,Schut,MLP,3,9
-10,validity,1.0,MNIST,Schut,MLP,3,9
+10,set_size_penalty,0.0,MNIST,Schut,MLP,3,9
+10,validity,0.0,MNIST,Schut,MLP,3,9
 11,distance,122.91374969482422,MNIST,Wachter,MLP Ensemble,3,9
 11,distance_from_energy,359.6546630859375,MNIST,Wachter,MLP Ensemble,3,9
 11,distance_from_targets,320.2568054199219,MNIST,Wachter,MLP Ensemble,3,9
@@ -17129,36 +17129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,3,9
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,3,9
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,3,9
-11,distance,24.0,MNIST,Schut,MLP Ensemble,3,9
-11,distance_from_energy,359.59722900390625,MNIST,Schut,MLP Ensemble,3,9
-11,distance_from_targets,255.0793914794922,MNIST,Schut,MLP Ensemble,3,9
-11,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,3,9
-11,set_size_penalty,0.2963441446409316,MNIST,Schut,MLP Ensemble,3,9
-11,validity,1.0,MNIST,Schut,MLP Ensemble,3,9
-12,distance,28.0,MNIST,Schut,MLP Ensemble,3,9
-12,distance_from_energy,355.4185485839844,MNIST,Schut,MLP Ensemble,3,9
-12,distance_from_targets,292.54803466796875,MNIST,Schut,MLP Ensemble,3,9
-12,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,3,9
-12,set_size_penalty,0.2948997737557999,MNIST,Schut,MLP Ensemble,3,9
-12,validity,1.0,MNIST,Schut,MLP Ensemble,3,9
-13,distance,26.0,MNIST,Schut,MLP Ensemble,3,9
-13,distance_from_energy,372.0272216796875,MNIST,Schut,MLP Ensemble,3,9
-13,distance_from_targets,278.456298828125,MNIST,Schut,MLP Ensemble,3,9
-13,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,3,9
-13,set_size_penalty,0.3172867188924129,MNIST,Schut,MLP Ensemble,3,9
-13,validity,1.0,MNIST,Schut,MLP Ensemble,3,9
-14,distance,30.0,MNIST,Schut,MLP Ensemble,3,9
-14,distance_from_energy,363.62542724609375,MNIST,Schut,MLP Ensemble,3,9
-14,distance_from_targets,281.1324157714844,MNIST,Schut,MLP Ensemble,3,9
-14,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,3,9
-14,set_size_penalty,0.30616702887624325,MNIST,Schut,MLP Ensemble,3,9
-14,validity,1.0,MNIST,Schut,MLP Ensemble,3,9
-15,distance,46.0,MNIST,Schut,MLP Ensemble,3,9
-15,distance_from_energy,370.0627746582031,MNIST,Schut,MLP Ensemble,3,9
-15,distance_from_targets,331.98858642578125,MNIST,Schut,MLP Ensemble,3,9
-15,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,3,9
-15,set_size_penalty,0.35197169935234474,MNIST,Schut,MLP Ensemble,3,9
-15,validity,1.0,MNIST,Schut,MLP Ensemble,3,9
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,9
+11,distance_from_energy,356.7314758300781,MNIST,Schut,MLP Ensemble,3,9
+11,distance_from_targets,246.24598693847656,MNIST,Schut,MLP Ensemble,3,9
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,9
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,9
+11,validity,0.0,MNIST,Schut,MLP Ensemble,3,9
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,9
+12,distance_from_energy,353.9894104003906,MNIST,Schut,MLP Ensemble,3,9
+12,distance_from_targets,282.40521240234375,MNIST,Schut,MLP Ensemble,3,9
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,9
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,9
+12,validity,0.0,MNIST,Schut,MLP Ensemble,3,9
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,9
+13,distance_from_energy,368.2638244628906,MNIST,Schut,MLP Ensemble,3,9
+13,distance_from_targets,269.0283203125,MNIST,Schut,MLP Ensemble,3,9
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,9
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,9
+13,validity,0.0,MNIST,Schut,MLP Ensemble,3,9
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,3,9
+14,distance_from_energy,365.944091796875,MNIST,Schut,MLP Ensemble,3,9
+14,distance_from_targets,277.0669860839844,MNIST,Schut,MLP Ensemble,3,9
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,9
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,9
+14,validity,0.0,MNIST,Schut,MLP Ensemble,3,9
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,3,9
+15,distance_from_energy,364.2911376953125,MNIST,Schut,MLP Ensemble,3,9
+15,distance_from_targets,315.9872741699219,MNIST,Schut,MLP Ensemble,3,9
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,3,9
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,3,9
+15,validity,0.0,MNIST,Schut,MLP Ensemble,3,9
 16,distance,124.44015502929688,MNIST,Wachter,JEM,3,9
 16,distance_from_energy,207.7641143798828,MNIST,Wachter,JEM,3,9
 16,distance_from_targets,340.9663391113281,MNIST,Wachter,JEM,3,9
@@ -17249,36 +17249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,3,9
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,3,9
 20,validity,1.0,MNIST,ECCCo,JEM,3,9
-16,distance,18.0,MNIST,Schut,JEM,3,9
-16,distance_from_energy,204.2698211669922,MNIST,Schut,JEM,3,9
-16,distance_from_targets,269.40838623046875,MNIST,Schut,JEM,3,9
-16,redundancy,0.9885204081632653,MNIST,Schut,JEM,3,9
-16,set_size_penalty,4.500363936513659,MNIST,Schut,JEM,3,9
-16,validity,1.0,MNIST,Schut,JEM,3,9
-17,distance,18.0,MNIST,Schut,JEM,3,9
-17,distance_from_energy,210.84854125976562,MNIST,Schut,JEM,3,9
-17,distance_from_targets,286.6186828613281,MNIST,Schut,JEM,3,9
-17,redundancy,0.9885204081632653,MNIST,Schut,JEM,3,9
-17,set_size_penalty,4.501993802039079,MNIST,Schut,JEM,3,9
-17,validity,1.0,MNIST,Schut,JEM,3,9
-18,distance,10.0,MNIST,Schut,JEM,3,9
-18,distance_from_energy,154.2631072998047,MNIST,Schut,JEM,3,9
-18,distance_from_targets,255.19485473632812,MNIST,Schut,JEM,3,9
-18,redundancy,0.9936224489795918,MNIST,Schut,JEM,3,9
-18,set_size_penalty,4.502807322111613,MNIST,Schut,JEM,3,9
+16,distance,10.000001907348633,MNIST,Schut,JEM,3,9
+16,distance_from_energy,202.8061065673828,MNIST,Schut,JEM,3,9
+16,distance_from_targets,264.6570739746094,MNIST,Schut,JEM,3,9
+16,redundancy,0.9834183673469388,MNIST,Schut,JEM,3,9
+16,set_size_penalty,0.0,MNIST,Schut,JEM,3,9
+16,validity,0.0,MNIST,Schut,JEM,3,9
+17,distance,10.000001907348633,MNIST,Schut,JEM,3,9
+17,distance_from_energy,211.1763916015625,MNIST,Schut,JEM,3,9
+17,distance_from_targets,283.3248291015625,MNIST,Schut,JEM,3,9
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,9
+17,set_size_penalty,0.0,MNIST,Schut,JEM,3,9
+17,validity,0.0,MNIST,Schut,JEM,3,9
+18,distance,10.000001907348633,MNIST,Schut,JEM,3,9
+18,distance_from_energy,153.36920166015625,MNIST,Schut,JEM,3,9
+18,distance_from_targets,253.759521484375,MNIST,Schut,JEM,3,9
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,3,9
+18,set_size_penalty,4.5154347802254895,MNIST,Schut,JEM,3,9
 18,validity,1.0,MNIST,Schut,JEM,3,9
-19,distance,26.0,MNIST,Schut,JEM,3,9
-19,distance_from_energy,187.25245666503906,MNIST,Schut,JEM,3,9
-19,distance_from_targets,260.13812255859375,MNIST,Schut,JEM,3,9
-19,redundancy,0.9834183673469388,MNIST,Schut,JEM,3,9
-19,set_size_penalty,4.500112281927283,MNIST,Schut,JEM,3,9
-19,validity,1.0,MNIST,Schut,JEM,3,9
-20,distance,42.0,MNIST,Schut,JEM,3,9
-20,distance_from_energy,215.74029541015625,MNIST,Schut,JEM,3,9
-20,distance_from_targets,317.2522277832031,MNIST,Schut,JEM,3,9
-20,redundancy,0.9732142857142857,MNIST,Schut,JEM,3,9
-20,set_size_penalty,4.503482312379894,MNIST,Schut,JEM,3,9
-20,validity,1.0,MNIST,Schut,JEM,3,9
+19,distance,10.000000953674316,MNIST,Schut,JEM,3,9
+19,distance_from_energy,184.9732208251953,MNIST,Schut,JEM,3,9
+19,distance_from_targets,258.8140869140625,MNIST,Schut,JEM,3,9
+19,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,9
+19,set_size_penalty,0.0,MNIST,Schut,JEM,3,9
+19,validity,0.0,MNIST,Schut,JEM,3,9
+20,distance,10.000001907348633,MNIST,Schut,JEM,3,9
+20,distance_from_energy,213.1969757080078,MNIST,Schut,JEM,3,9
+20,distance_from_targets,302.710205078125,MNIST,Schut,JEM,3,9
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,3,9
+20,set_size_penalty,0.0,MNIST,Schut,JEM,3,9
+20,validity,0.0,MNIST,Schut,JEM,3,9
 1,distance,123.84960174560547,MNIST,Wachter,JEM Ensemble,4,0
 1,distance_from_energy,191.98541259765625,MNIST,Wachter,JEM Ensemble,4,0
 1,distance_from_targets,341.9980163574219,MNIST,Wachter,JEM Ensemble,4,0
@@ -17369,36 +17369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,4,0
 5,set_size_penalty,2.067649383094839,MNIST,ECCCo,JEM Ensemble,4,0
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,4,0
-1,distance,18.0,MNIST,Schut,JEM Ensemble,4,0
-1,distance_from_energy,182.60214233398438,MNIST,Schut,JEM Ensemble,4,0
-1,distance_from_targets,266.0992736816406,MNIST,Schut,JEM Ensemble,4,0
-1,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,4,0
-1,set_size_penalty,2.997650124165228,MNIST,Schut,JEM Ensemble,4,0
-1,validity,1.0,MNIST,Schut,JEM Ensemble,4,0
-2,distance,62.0,MNIST,Schut,JEM Ensemble,4,0
-2,distance_from_energy,198.5714874267578,MNIST,Schut,JEM Ensemble,4,0
-2,distance_from_targets,320.1886291503906,MNIST,Schut,JEM Ensemble,4,0
-2,redundancy,0.9604591836734694,MNIST,Schut,JEM Ensemble,4,0
-2,set_size_penalty,2.807638367558834,MNIST,Schut,JEM Ensemble,4,0
-2,validity,1.0,MNIST,Schut,JEM Ensemble,4,0
-3,distance,66.0,MNIST,Schut,JEM Ensemble,4,0
-3,distance_from_energy,210.51162719726562,MNIST,Schut,JEM Ensemble,4,0
-3,distance_from_targets,328.0013732910156,MNIST,Schut,JEM Ensemble,4,0
-3,redundancy,0.9579081632653061,MNIST,Schut,JEM Ensemble,4,0
-3,set_size_penalty,2.7496442537294317,MNIST,Schut,JEM Ensemble,4,0
-3,validity,1.0,MNIST,Schut,JEM Ensemble,4,0
-4,distance,54.0,MNIST,Schut,JEM Ensemble,4,0
-4,distance_from_energy,211.75302124023438,MNIST,Schut,JEM Ensemble,4,0
-4,distance_from_targets,353.25543212890625,MNIST,Schut,JEM Ensemble,4,0
-4,redundancy,0.9655612244897959,MNIST,Schut,JEM Ensemble,4,0
-4,set_size_penalty,2.7721076404973513,MNIST,Schut,JEM Ensemble,4,0
-4,validity,1.0,MNIST,Schut,JEM Ensemble,4,0
-5,distance,44.0,MNIST,Schut,JEM Ensemble,4,0
-5,distance_from_energy,222.32269287109375,MNIST,Schut,JEM Ensemble,4,0
-5,distance_from_targets,353.7738952636719,MNIST,Schut,JEM Ensemble,4,0
-5,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,4,0
-5,set_size_penalty,2.7719551998559235,MNIST,Schut,JEM Ensemble,4,0
-5,validity,1.0,MNIST,Schut,JEM Ensemble,4,0
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,0
+1,distance_from_energy,181.98687744140625,MNIST,Schut,JEM Ensemble,4,0
+1,distance_from_targets,262.81951904296875,MNIST,Schut,JEM Ensemble,4,0
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,4,0
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,0
+1,validity,0.0,MNIST,Schut,JEM Ensemble,4,0
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,0
+2,distance_from_energy,207.94302368164062,MNIST,Schut,JEM Ensemble,4,0
+2,distance_from_targets,327.86224365234375,MNIST,Schut,JEM Ensemble,4,0
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,0
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,0
+2,validity,0.0,MNIST,Schut,JEM Ensemble,4,0
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,0
+3,distance_from_energy,221.15138244628906,MNIST,Schut,JEM Ensemble,4,0
+3,distance_from_targets,338.5040283203125,MNIST,Schut,JEM Ensemble,4,0
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,0
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,0
+3,validity,0.0,MNIST,Schut,JEM Ensemble,4,0
+4,distance,10.0,MNIST,Schut,JEM Ensemble,4,0
+4,distance_from_energy,221.43292236328125,MNIST,Schut,JEM Ensemble,4,0
+4,distance_from_targets,359.6929931640625,MNIST,Schut,JEM Ensemble,4,0
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,0
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,0
+4,validity,0.0,MNIST,Schut,JEM Ensemble,4,0
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,0
+5,distance_from_energy,223.6303253173828,MNIST,Schut,JEM Ensemble,4,0
+5,distance_from_targets,347.524658203125,MNIST,Schut,JEM Ensemble,4,0
+5,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,4,0
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,0
+5,validity,0.0,MNIST,Schut,JEM Ensemble,4,0
 6,distance,163.49745178222656,MNIST,Wachter,MLP,4,0
 6,distance_from_energy,391.90313720703125,MNIST,Wachter,MLP,4,0
 6,distance_from_targets,407.4124755859375,MNIST,Wachter,MLP,4,0
@@ -17489,36 +17489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,4,0
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,4,0
 10,validity,1.0,MNIST,ECCCo,MLP,4,0
-6,distance,66.0,MNIST,Schut,MLP,4,0
-6,distance_from_energy,397.25140380859375,MNIST,Schut,MLP,4,0
-6,distance_from_targets,347.2604064941406,MNIST,Schut,MLP,4,0
-6,redundancy,0.9579081632653061,MNIST,Schut,MLP,4,0
-6,set_size_penalty,0.5701778681491279,MNIST,Schut,MLP,4,0
-6,validity,1.0,MNIST,Schut,MLP,4,0
-7,distance,74.0,MNIST,Schut,MLP,4,0
-7,distance_from_energy,373.5092468261719,MNIST,Schut,MLP,4,0
-7,distance_from_targets,448.40618896484375,MNIST,Schut,MLP,4,0
-7,redundancy,0.9528061224489796,MNIST,Schut,MLP,4,0
-7,set_size_penalty,0.5716094244814158,MNIST,Schut,MLP,4,0
-7,validity,1.0,MNIST,Schut,MLP,4,0
-8,distance,26.0,MNIST,Schut,MLP,4,0
-8,distance_from_energy,390.3070983886719,MNIST,Schut,MLP,4,0
-8,distance_from_targets,249.59683227539062,MNIST,Schut,MLP,4,0
-8,redundancy,0.9834183673469388,MNIST,Schut,MLP,4,0
-8,set_size_penalty,0.5728620301654446,MNIST,Schut,MLP,4,0
-8,validity,1.0,MNIST,Schut,MLP,4,0
-9,distance,48.0,MNIST,Schut,MLP,4,0
-9,distance_from_energy,388.3172302246094,MNIST,Schut,MLP,4,0
-9,distance_from_targets,327.58453369140625,MNIST,Schut,MLP,4,0
-9,redundancy,0.9693877551020408,MNIST,Schut,MLP,4,0
-9,set_size_penalty,0.5702656055916806,MNIST,Schut,MLP,4,0
-9,validity,1.0,MNIST,Schut,MLP,4,0
-10,distance,50.0,MNIST,Schut,MLP,4,0
-10,distance_from_energy,382.2406921386719,MNIST,Schut,MLP,4,0
-10,distance_from_targets,302.8094177246094,MNIST,Schut,MLP,4,0
-10,redundancy,0.9681122448979592,MNIST,Schut,MLP,4,0
-10,set_size_penalty,0.5710204647884651,MNIST,Schut,MLP,4,0
-10,validity,1.0,MNIST,Schut,MLP,4,0
+6,distance,10.000001907348633,MNIST,Schut,MLP,4,0
+6,distance_from_energy,407.7467041015625,MNIST,Schut,MLP,4,0
+6,distance_from_targets,346.30975341796875,MNIST,Schut,MLP,4,0
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,0
+6,set_size_penalty,0.0,MNIST,Schut,MLP,4,0
+6,validity,0.0,MNIST,Schut,MLP,4,0
+7,distance,10.000000953674316,MNIST,Schut,MLP,4,0
+7,distance_from_energy,387.9436340332031,MNIST,Schut,MLP,4,0
+7,distance_from_targets,449.6315002441406,MNIST,Schut,MLP,4,0
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,0
+7,set_size_penalty,0.0,MNIST,Schut,MLP,4,0
+7,validity,0.0,MNIST,Schut,MLP,4,0
+8,distance,10.000001907348633,MNIST,Schut,MLP,4,0
+8,distance_from_energy,392.47625732421875,MNIST,Schut,MLP,4,0
+8,distance_from_targets,245.69451904296875,MNIST,Schut,MLP,4,0
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,0
+8,set_size_penalty,0.0,MNIST,Schut,MLP,4,0
+8,validity,0.0,MNIST,Schut,MLP,4,0
+9,distance,10.000001907348633,MNIST,Schut,MLP,4,0
+9,distance_from_energy,388.9889831542969,MNIST,Schut,MLP,4,0
+9,distance_from_targets,319.9819641113281,MNIST,Schut,MLP,4,0
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,4,0
+9,set_size_penalty,0.0,MNIST,Schut,MLP,4,0
+9,validity,0.0,MNIST,Schut,MLP,4,0
+10,distance,10.000001907348633,MNIST,Schut,MLP,4,0
+10,distance_from_energy,393.34417724609375,MNIST,Schut,MLP,4,0
+10,distance_from_targets,304.9405517578125,MNIST,Schut,MLP,4,0
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,0
+10,set_size_penalty,0.0,MNIST,Schut,MLP,4,0
+10,validity,0.0,MNIST,Schut,MLP,4,0
 11,distance,151.51100158691406,MNIST,Wachter,MLP Ensemble,4,0
 11,distance_from_energy,342.143310546875,MNIST,Wachter,MLP Ensemble,4,0
 11,distance_from_targets,370.97314453125,MNIST,Wachter,MLP Ensemble,4,0
@@ -17609,36 +17609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,4,0
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,4,0
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,4,0
-11,distance,50.0,MNIST,Schut,MLP Ensemble,4,0
-11,distance_from_energy,355.50531005859375,MNIST,Schut,MLP Ensemble,4,0
-11,distance_from_targets,308.3033752441406,MNIST,Schut,MLP Ensemble,4,0
-11,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,4,0
-11,set_size_penalty,0.32200130024852136,MNIST,Schut,MLP Ensemble,4,0
-11,validity,1.0,MNIST,Schut,MLP Ensemble,4,0
-12,distance,46.0,MNIST,Schut,MLP Ensemble,4,0
-12,distance_from_energy,345.4818420410156,MNIST,Schut,MLP Ensemble,4,0
-12,distance_from_targets,292.07781982421875,MNIST,Schut,MLP Ensemble,4,0
-12,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,4,0
-12,set_size_penalty,0.32535751743956376,MNIST,Schut,MLP Ensemble,4,0
-12,validity,1.0,MNIST,Schut,MLP Ensemble,4,0
-13,distance,46.0,MNIST,Schut,MLP Ensemble,4,0
-13,distance_from_energy,366.1096496582031,MNIST,Schut,MLP Ensemble,4,0
-13,distance_from_targets,316.6944885253906,MNIST,Schut,MLP Ensemble,4,0
-13,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,4,0
-13,set_size_penalty,0.3142526356607167,MNIST,Schut,MLP Ensemble,4,0
-13,validity,1.0,MNIST,Schut,MLP Ensemble,4,0
-14,distance,62.0,MNIST,Schut,MLP Ensemble,4,0
-14,distance_from_energy,358.7363586425781,MNIST,Schut,MLP Ensemble,4,0
-14,distance_from_targets,343.8145751953125,MNIST,Schut,MLP Ensemble,4,0
-14,redundancy,0.9604591836734694,MNIST,Schut,MLP Ensemble,4,0
-14,set_size_penalty,0.3070208301653765,MNIST,Schut,MLP Ensemble,4,0
-14,validity,1.0,MNIST,Schut,MLP Ensemble,4,0
-15,distance,50.0,MNIST,Schut,MLP Ensemble,4,0
-15,distance_from_energy,356.6711730957031,MNIST,Schut,MLP Ensemble,4,0
-15,distance_from_targets,292.5714416503906,MNIST,Schut,MLP Ensemble,4,0
-15,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,4,0
-15,set_size_penalty,0.376868714131281,MNIST,Schut,MLP Ensemble,4,0
-15,validity,1.0,MNIST,Schut,MLP Ensemble,4,0
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,4,0
+11,distance_from_energy,364.02496337890625,MNIST,Schut,MLP Ensemble,4,0
+11,distance_from_targets,309.6163330078125,MNIST,Schut,MLP Ensemble,4,0
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,0
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,0
+11,validity,0.0,MNIST,Schut,MLP Ensemble,4,0
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,4,0
+12,distance_from_energy,355.2021484375,MNIST,Schut,MLP Ensemble,4,0
+12,distance_from_targets,293.0008544921875,MNIST,Schut,MLP Ensemble,4,0
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,0
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,0
+12,validity,0.0,MNIST,Schut,MLP Ensemble,4,0
+13,distance,10.0,MNIST,Schut,MLP Ensemble,4,0
+13,distance_from_energy,372.0550842285156,MNIST,Schut,MLP Ensemble,4,0
+13,distance_from_targets,314.5894470214844,MNIST,Schut,MLP Ensemble,4,0
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,0
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,0
+13,validity,0.0,MNIST,Schut,MLP Ensemble,4,0
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,0
+14,distance_from_energy,371.3590087890625,MNIST,Schut,MLP Ensemble,4,0
+14,distance_from_targets,344.58648681640625,MNIST,Schut,MLP Ensemble,4,0
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,0
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,0
+14,validity,0.0,MNIST,Schut,MLP Ensemble,4,0
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,0
+15,distance_from_energy,366.970947265625,MNIST,Schut,MLP Ensemble,4,0
+15,distance_from_targets,295.9480285644531,MNIST,Schut,MLP Ensemble,4,0
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,0
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,0
+15,validity,0.0,MNIST,Schut,MLP Ensemble,4,0
 16,distance,147.92141723632812,MNIST,Wachter,JEM,4,0
 16,distance_from_energy,264.9618225097656,MNIST,Wachter,JEM,4,0
 16,distance_from_targets,469.928466796875,MNIST,Wachter,JEM,4,0
@@ -17729,36 +17729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,4,0
 20,set_size_penalty,4.499954580204543,MNIST,ECCCo,JEM,4,0
 20,validity,1.0,MNIST,ECCCo,JEM,4,0
-16,distance,44.0,MNIST,Schut,JEM,4,0
-16,distance_from_energy,254.2545166015625,MNIST,Schut,JEM,4,0
-16,distance_from_targets,409.9283752441406,MNIST,Schut,JEM,4,0
-16,redundancy,0.9719387755102041,MNIST,Schut,JEM,4,0
-16,set_size_penalty,4.501641800812114,MNIST,Schut,JEM,4,0
-16,validity,1.0,MNIST,Schut,JEM,4,0
-17,distance,32.0,MNIST,Schut,JEM,4,0
-17,distance_from_energy,211.58543395996094,MNIST,Schut,JEM,4,0
-17,distance_from_targets,316.50689697265625,MNIST,Schut,JEM,4,0
-17,redundancy,0.9795918367346939,MNIST,Schut,JEM,4,0
-17,set_size_penalty,4.500332467140758,MNIST,Schut,JEM,4,0
-17,validity,1.0,MNIST,Schut,JEM,4,0
-18,distance,34.0,MNIST,Schut,JEM,4,0
-18,distance_from_energy,216.8956298828125,MNIST,Schut,JEM,4,0
-18,distance_from_targets,320.19927978515625,MNIST,Schut,JEM,4,0
-18,redundancy,0.9783163265306123,MNIST,Schut,JEM,4,0
-18,set_size_penalty,4.501068162892932,MNIST,Schut,JEM,4,0
-18,validity,1.0,MNIST,Schut,JEM,4,0
-19,distance,38.0,MNIST,Schut,JEM,4,0
-19,distance_from_energy,222.77960205078125,MNIST,Schut,JEM,4,0
-19,distance_from_targets,351.1746826171875,MNIST,Schut,JEM,4,0
-19,redundancy,0.9757653061224489,MNIST,Schut,JEM,4,0
-19,set_size_penalty,4.5001259416847486,MNIST,Schut,JEM,4,0
-19,validity,1.0,MNIST,Schut,JEM,4,0
-20,distance,34.0,MNIST,Schut,JEM,4,0
-20,distance_from_energy,227.52378845214844,MNIST,Schut,JEM,4,0
-20,distance_from_targets,335.2626037597656,MNIST,Schut,JEM,4,0
-20,redundancy,0.9783163265306123,MNIST,Schut,JEM,4,0
-20,set_size_penalty,4.500081559707918,MNIST,Schut,JEM,4,0
-20,validity,1.0,MNIST,Schut,JEM,4,0
+16,distance,10.000001907348633,MNIST,Schut,JEM,4,0
+16,distance_from_energy,255.22344970703125,MNIST,Schut,JEM,4,0
+16,distance_from_targets,403.3946533203125,MNIST,Schut,JEM,4,0
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,0
+16,set_size_penalty,0.0,MNIST,Schut,JEM,4,0
+16,validity,0.0,MNIST,Schut,JEM,4,0
+17,distance,10.000001907348633,MNIST,Schut,JEM,4,0
+17,distance_from_energy,213.84317016601562,MNIST,Schut,JEM,4,0
+17,distance_from_targets,313.533935546875,MNIST,Schut,JEM,4,0
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,0
+17,set_size_penalty,0.0,MNIST,Schut,JEM,4,0
+17,validity,0.0,MNIST,Schut,JEM,4,0
+18,distance,10.000001907348633,MNIST,Schut,JEM,4,0
+18,distance_from_energy,221.06520080566406,MNIST,Schut,JEM,4,0
+18,distance_from_targets,320.7513122558594,MNIST,Schut,JEM,4,0
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,0
+18,set_size_penalty,0.0,MNIST,Schut,JEM,4,0
+18,validity,0.0,MNIST,Schut,JEM,4,0
+19,distance,10.000000953674316,MNIST,Schut,JEM,4,0
+19,distance_from_energy,221.0853729248047,MNIST,Schut,JEM,4,0
+19,distance_from_targets,341.1252746582031,MNIST,Schut,JEM,4,0
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,0
+19,set_size_penalty,0.0,MNIST,Schut,JEM,4,0
+19,validity,0.0,MNIST,Schut,JEM,4,0
+20,distance,10.000000953674316,MNIST,Schut,JEM,4,0
+20,distance_from_energy,229.9129638671875,MNIST,Schut,JEM,4,0
+20,distance_from_targets,332.3514099121094,MNIST,Schut,JEM,4,0
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,0
+20,set_size_penalty,0.0,MNIST,Schut,JEM,4,0
+20,validity,0.0,MNIST,Schut,JEM,4,0
 1,distance,119.55138397216797,MNIST,Wachter,JEM Ensemble,4,1
 1,distance_from_energy,205.6035919189453,MNIST,Wachter,JEM Ensemble,4,1
 1,distance_from_targets,313.3536682128906,MNIST,Wachter,JEM Ensemble,4,1
@@ -17849,36 +17849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,4,1
 5,set_size_penalty,2.0676493830948215,MNIST,ECCCo,JEM Ensemble,4,1
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,4,1
-1,distance,16.0,MNIST,Schut,JEM Ensemble,4,1
-1,distance_from_energy,172.61306762695312,MNIST,Schut,JEM Ensemble,4,1
-1,distance_from_targets,240.70005798339844,MNIST,Schut,JEM Ensemble,4,1
-1,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,4,1
-1,set_size_penalty,2.974814572730852,MNIST,Schut,JEM Ensemble,4,1
-1,validity,1.0,MNIST,Schut,JEM Ensemble,4,1
-2,distance,30.0,MNIST,Schut,JEM Ensemble,4,1
-2,distance_from_energy,193.68507385253906,MNIST,Schut,JEM Ensemble,4,1
-2,distance_from_targets,247.1718292236328,MNIST,Schut,JEM Ensemble,4,1
-2,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,4,1
-2,set_size_penalty,3.1809964623935576,MNIST,Schut,JEM Ensemble,4,1
-2,validity,1.0,MNIST,Schut,JEM Ensemble,4,1
-3,distance,20.0,MNIST,Schut,JEM Ensemble,4,1
-3,distance_from_energy,185.24533081054688,MNIST,Schut,JEM Ensemble,4,1
-3,distance_from_targets,229.3681182861328,MNIST,Schut,JEM Ensemble,4,1
-3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,1
-3,set_size_penalty,3.26325690708532,MNIST,Schut,JEM Ensemble,4,1
-3,validity,1.0,MNIST,Schut,JEM Ensemble,4,1
-4,distance,26.0,MNIST,Schut,JEM Ensemble,4,1
-4,distance_from_energy,178.8951416015625,MNIST,Schut,JEM Ensemble,4,1
-4,distance_from_targets,260.0649108886719,MNIST,Schut,JEM Ensemble,4,1
-4,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,4,1
-4,set_size_penalty,2.8428147017300853,MNIST,Schut,JEM Ensemble,4,1
-4,validity,1.0,MNIST,Schut,JEM Ensemble,4,1
-5,distance,24.0,MNIST,Schut,JEM Ensemble,4,1
-5,distance_from_energy,194.5580596923828,MNIST,Schut,JEM Ensemble,4,1
-5,distance_from_targets,265.9803466796875,MNIST,Schut,JEM Ensemble,4,1
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,1
+1,distance_from_energy,171.66519165039062,MNIST,Schut,JEM Ensemble,4,1
+1,distance_from_targets,238.25376892089844,MNIST,Schut,JEM Ensemble,4,1
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,1
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,1
+1,validity,0.0,MNIST,Schut,JEM Ensemble,4,1
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,1
+2,distance_from_energy,198.40374755859375,MNIST,Schut,JEM Ensemble,4,1
+2,distance_from_targets,249.4214324951172,MNIST,Schut,JEM Ensemble,4,1
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,1
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,1
+2,validity,0.0,MNIST,Schut,JEM Ensemble,4,1
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,1
+3,distance_from_energy,189.21604919433594,MNIST,Schut,JEM Ensemble,4,1
+3,distance_from_targets,230.15347290039062,MNIST,Schut,JEM Ensemble,4,1
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,1
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,1
+3,validity,0.0,MNIST,Schut,JEM Ensemble,4,1
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,1
+4,distance_from_energy,179.02955627441406,MNIST,Schut,JEM Ensemble,4,1
+4,distance_from_targets,255.24256896972656,MNIST,Schut,JEM Ensemble,4,1
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,1
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,1
+4,validity,0.0,MNIST,Schut,JEM Ensemble,4,1
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,1
+5,distance_from_energy,196.29180908203125,MNIST,Schut,JEM Ensemble,4,1
+5,distance_from_targets,265.52728271484375,MNIST,Schut,JEM Ensemble,4,1
 5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,4,1
-5,set_size_penalty,3.307126666814061,MNIST,Schut,JEM Ensemble,4,1
-5,validity,1.0,MNIST,Schut,JEM Ensemble,4,1
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,1
+5,validity,0.0,MNIST,Schut,JEM Ensemble,4,1
 6,distance,123.04248046875,MNIST,Wachter,MLP,4,1
 6,distance_from_energy,404.9311218261719,MNIST,Wachter,MLP,4,1
 6,distance_from_targets,314.44580078125,MNIST,Wachter,MLP,4,1
@@ -17969,36 +17969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,4,1
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,4,1
 10,validity,1.0,MNIST,ECCCo,MLP,4,1
-6,distance,20.0,MNIST,Schut,MLP,4,1
-6,distance_from_energy,391.2574462890625,MNIST,Schut,MLP,4,1
-6,distance_from_targets,230.2065887451172,MNIST,Schut,MLP,4,1
+6,distance,10.000000953674316,MNIST,Schut,MLP,4,1
+6,distance_from_energy,392.6777648925781,MNIST,Schut,MLP,4,1
+6,distance_from_targets,227.93263244628906,MNIST,Schut,MLP,4,1
 6,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,1
-6,set_size_penalty,0.5684935008481649,MNIST,Schut,MLP,4,1
-6,validity,1.0,MNIST,Schut,MLP,4,1
-7,distance,30.0,MNIST,Schut,MLP,4,1
-7,distance_from_energy,388.9101257324219,MNIST,Schut,MLP,4,1
-7,distance_from_targets,262.73272705078125,MNIST,Schut,MLP,4,1
-7,redundancy,0.9808673469387755,MNIST,Schut,MLP,4,1
-7,set_size_penalty,0.5693251263479091,MNIST,Schut,MLP,4,1
-7,validity,1.0,MNIST,Schut,MLP,4,1
-8,distance,26.0,MNIST,Schut,MLP,4,1
-8,distance_from_energy,397.2933349609375,MNIST,Schut,MLP,4,1
-8,distance_from_targets,246.2650604248047,MNIST,Schut,MLP,4,1
-8,redundancy,0.9834183673469388,MNIST,Schut,MLP,4,1
-8,set_size_penalty,0.5703485092509235,MNIST,Schut,MLP,4,1
-8,validity,1.0,MNIST,Schut,MLP,4,1
-9,distance,42.0,MNIST,Schut,MLP,4,1
-9,distance_from_energy,395.307861328125,MNIST,Schut,MLP,4,1
-9,distance_from_targets,247.06419372558594,MNIST,Schut,MLP,4,1
-9,redundancy,0.9732142857142857,MNIST,Schut,MLP,4,1
-9,set_size_penalty,0.5715859941134074,MNIST,Schut,MLP,4,1
-9,validity,1.0,MNIST,Schut,MLP,4,1
-10,distance,30.0,MNIST,Schut,MLP,4,1
-10,distance_from_energy,404.8232727050781,MNIST,Schut,MLP,4,1
-10,distance_from_targets,253.88543701171875,MNIST,Schut,MLP,4,1
-10,redundancy,0.9808673469387755,MNIST,Schut,MLP,4,1
-10,set_size_penalty,0.5709246308714775,MNIST,Schut,MLP,4,1
-10,validity,1.0,MNIST,Schut,MLP,4,1
+6,set_size_penalty,0.0,MNIST,Schut,MLP,4,1
+6,validity,0.0,MNIST,Schut,MLP,4,1
+7,distance,10.000000953674316,MNIST,Schut,MLP,4,1
+7,distance_from_energy,393.6543273925781,MNIST,Schut,MLP,4,1
+7,distance_from_targets,261.58074951171875,MNIST,Schut,MLP,4,1
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,1
+7,set_size_penalty,0.0,MNIST,Schut,MLP,4,1
+7,validity,0.0,MNIST,Schut,MLP,4,1
+8,distance,10.000001907348633,MNIST,Schut,MLP,4,1
+8,distance_from_energy,399.93914794921875,MNIST,Schut,MLP,4,1
+8,distance_from_targets,246.10968017578125,MNIST,Schut,MLP,4,1
+8,redundancy,0.985969387755102,MNIST,Schut,MLP,4,1
+8,set_size_penalty,0.0,MNIST,Schut,MLP,4,1
+8,validity,0.0,MNIST,Schut,MLP,4,1
+9,distance,10.000000953674316,MNIST,Schut,MLP,4,1
+9,distance_from_energy,405.94195556640625,MNIST,Schut,MLP,4,1
+9,distance_from_targets,253.05552673339844,MNIST,Schut,MLP,4,1
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,4,1
+9,set_size_penalty,0.0,MNIST,Schut,MLP,4,1
+9,validity,0.0,MNIST,Schut,MLP,4,1
+10,distance,10.0,MNIST,Schut,MLP,4,1
+10,distance_from_energy,410.1006774902344,MNIST,Schut,MLP,4,1
+10,distance_from_targets,257.3992614746094,MNIST,Schut,MLP,4,1
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,1
+10,set_size_penalty,0.0,MNIST,Schut,MLP,4,1
+10,validity,0.0,MNIST,Schut,MLP,4,1
 11,distance,130.3595733642578,MNIST,Wachter,MLP Ensemble,4,1
 11,distance_from_energy,363.5703430175781,MNIST,Wachter,MLP Ensemble,4,1
 11,distance_from_targets,328.1883239746094,MNIST,Wachter,MLP Ensemble,4,1
@@ -18089,36 +18089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,4,1
 15,set_size_penalty,0.2919241971065285,MNIST,ECCCo,MLP Ensemble,4,1
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,4,1
-11,distance,34.0,MNIST,Schut,MLP Ensemble,4,1
-11,distance_from_energy,357.47125244140625,MNIST,Schut,MLP Ensemble,4,1
-11,distance_from_targets,262.59735107421875,MNIST,Schut,MLP Ensemble,4,1
-11,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,4,1
-11,set_size_penalty,0.2964090509279982,MNIST,Schut,MLP Ensemble,4,1
-11,validity,1.0,MNIST,Schut,MLP Ensemble,4,1
-12,distance,28.0,MNIST,Schut,MLP Ensemble,4,1
-12,distance_from_energy,367.376220703125,MNIST,Schut,MLP Ensemble,4,1
-12,distance_from_targets,243.11581420898438,MNIST,Schut,MLP Ensemble,4,1
-12,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,4,1
-12,set_size_penalty,0.29857928209509277,MNIST,Schut,MLP Ensemble,4,1
-12,validity,1.0,MNIST,Schut,MLP Ensemble,4,1
-13,distance,36.0,MNIST,Schut,MLP Ensemble,4,1
-13,distance_from_energy,363.957763671875,MNIST,Schut,MLP Ensemble,4,1
-13,distance_from_targets,252.47178649902344,MNIST,Schut,MLP Ensemble,4,1
-13,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,4,1
-13,set_size_penalty,0.2985043122497242,MNIST,Schut,MLP Ensemble,4,1
-13,validity,1.0,MNIST,Schut,MLP Ensemble,4,1
-14,distance,32.0,MNIST,Schut,MLP Ensemble,4,1
-14,distance_from_energy,358.625,MNIST,Schut,MLP Ensemble,4,1
-14,distance_from_targets,234.89340209960938,MNIST,Schut,MLP Ensemble,4,1
-14,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,4,1
-14,set_size_penalty,0.30094630761201224,MNIST,Schut,MLP Ensemble,4,1
-14,validity,1.0,MNIST,Schut,MLP Ensemble,4,1
-15,distance,42.0,MNIST,Schut,MLP Ensemble,4,1
-15,distance_from_energy,354.916748046875,MNIST,Schut,MLP Ensemble,4,1
-15,distance_from_targets,233.52688598632812,MNIST,Schut,MLP Ensemble,4,1
-15,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,4,1
-15,set_size_penalty,0.2990480960030184,MNIST,Schut,MLP Ensemble,4,1
-15,validity,1.0,MNIST,Schut,MLP Ensemble,4,1
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,1
+11,distance_from_energy,362.6605224609375,MNIST,Schut,MLP Ensemble,4,1
+11,distance_from_targets,259.7423095703125,MNIST,Schut,MLP Ensemble,4,1
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,1
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,1
+11,validity,0.0,MNIST,Schut,MLP Ensemble,4,1
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,4,1
+12,distance_from_energy,372.9266357421875,MNIST,Schut,MLP Ensemble,4,1
+12,distance_from_targets,242.32025146484375,MNIST,Schut,MLP Ensemble,4,1
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,1
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,1
+12,validity,0.0,MNIST,Schut,MLP Ensemble,4,1
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,1
+13,distance_from_energy,374.0336608886719,MNIST,Schut,MLP Ensemble,4,1
+13,distance_from_targets,257.4412536621094,MNIST,Schut,MLP Ensemble,4,1
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,1
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,1
+13,validity,0.0,MNIST,Schut,MLP Ensemble,4,1
+14,distance,10.0,MNIST,Schut,MLP Ensemble,4,1
+14,distance_from_energy,368.1675720214844,MNIST,Schut,MLP Ensemble,4,1
+14,distance_from_targets,237.963134765625,MNIST,Schut,MLP Ensemble,4,1
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,1
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,1
+14,validity,0.0,MNIST,Schut,MLP Ensemble,4,1
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,1
+15,distance_from_energy,370.4842834472656,MNIST,Schut,MLP Ensemble,4,1
+15,distance_from_targets,245.10562133789062,MNIST,Schut,MLP Ensemble,4,1
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,1
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,1
+15,validity,0.0,MNIST,Schut,MLP Ensemble,4,1
 16,distance,129.71095275878906,MNIST,Wachter,JEM,4,1
 16,distance_from_energy,170.24356079101562,MNIST,Wachter,JEM,4,1
 16,distance_from_targets,326.91839599609375,MNIST,Wachter,JEM,4,1
@@ -18209,36 +18209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,4,1
 20,set_size_penalty,4.49995458090707,MNIST,ECCCo,JEM,4,1
 20,validity,1.0,MNIST,ECCCo,JEM,4,1
-16,distance,20.0,MNIST,Schut,JEM,4,1
-16,distance_from_energy,181.6514129638672,MNIST,Schut,JEM,4,1
-16,distance_from_targets,243.1727294921875,MNIST,Schut,JEM,4,1
-16,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,1
-16,set_size_penalty,4.500113113041111,MNIST,Schut,JEM,4,1
-16,validity,1.0,MNIST,Schut,JEM,4,1
-17,distance,20.0,MNIST,Schut,JEM,4,1
-17,distance_from_energy,184.8902130126953,MNIST,Schut,JEM,4,1
-17,distance_from_targets,245.87124633789062,MNIST,Schut,JEM,4,1
-17,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,1
-17,set_size_penalty,4.499958120297881,MNIST,Schut,JEM,4,1
-17,validity,1.0,MNIST,Schut,JEM,4,1
-18,distance,26.0,MNIST,Schut,JEM,4,1
-18,distance_from_energy,181.12620544433594,MNIST,Schut,JEM,4,1
-18,distance_from_targets,254.43267822265625,MNIST,Schut,JEM,4,1
-18,redundancy,0.9834183673469388,MNIST,Schut,JEM,4,1
-18,set_size_penalty,4.500234813592136,MNIST,Schut,JEM,4,1
-18,validity,1.0,MNIST,Schut,JEM,4,1
-19,distance,16.0,MNIST,Schut,JEM,4,1
-19,distance_from_energy,181.23025512695312,MNIST,Schut,JEM,4,1
-19,distance_from_targets,238.41317749023438,MNIST,Schut,JEM,4,1
-19,redundancy,0.9897959183673469,MNIST,Schut,JEM,4,1
-19,set_size_penalty,4.500399552588865,MNIST,Schut,JEM,4,1
-19,validity,1.0,MNIST,Schut,JEM,4,1
-20,distance,32.0,MNIST,Schut,JEM,4,1
-20,distance_from_energy,164.60784912109375,MNIST,Schut,JEM,4,1
-20,distance_from_targets,236.35055541992188,MNIST,Schut,JEM,4,1
-20,redundancy,0.9795918367346939,MNIST,Schut,JEM,4,1
-20,set_size_penalty,4.502633749078521,MNIST,Schut,JEM,4,1
-20,validity,1.0,MNIST,Schut,JEM,4,1
+16,distance,10.000001907348633,MNIST,Schut,JEM,4,1
+16,distance_from_energy,181.2843017578125,MNIST,Schut,JEM,4,1
+16,distance_from_targets,242.2712860107422,MNIST,Schut,JEM,4,1
+16,redundancy,0.9821428571428571,MNIST,Schut,JEM,4,1
+16,set_size_penalty,0.0,MNIST,Schut,JEM,4,1
+16,validity,0.0,MNIST,Schut,JEM,4,1
+17,distance,10.000001907348633,MNIST,Schut,JEM,4,1
+17,distance_from_energy,180.49746704101562,MNIST,Schut,JEM,4,1
+17,distance_from_targets,243.24417114257812,MNIST,Schut,JEM,4,1
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,4,1
+17,set_size_penalty,0.0,MNIST,Schut,JEM,4,1
+17,validity,0.0,MNIST,Schut,JEM,4,1
+18,distance,10.000000953674316,MNIST,Schut,JEM,4,1
+18,distance_from_energy,177.88511657714844,MNIST,Schut,JEM,4,1
+18,distance_from_targets,246.3390350341797,MNIST,Schut,JEM,4,1
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,4,1
+18,set_size_penalty,0.0,MNIST,Schut,JEM,4,1
+18,validity,0.0,MNIST,Schut,JEM,4,1
+19,distance,10.000001907348633,MNIST,Schut,JEM,4,1
+19,distance_from_energy,180.95179748535156,MNIST,Schut,JEM,4,1
+19,distance_from_targets,237.27874755859375,MNIST,Schut,JEM,4,1
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,4,1
+19,set_size_penalty,0.0,MNIST,Schut,JEM,4,1
+19,validity,0.0,MNIST,Schut,JEM,4,1
+20,distance,10.000001907348633,MNIST,Schut,JEM,4,1
+20,distance_from_energy,170.16128540039062,MNIST,Schut,JEM,4,1
+20,distance_from_targets,238.70791625976562,MNIST,Schut,JEM,4,1
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,1
+20,set_size_penalty,0.0,MNIST,Schut,JEM,4,1
+20,validity,0.0,MNIST,Schut,JEM,4,1
 1,distance,125.04338073730469,MNIST,Wachter,JEM Ensemble,4,2
 1,distance_from_energy,217.87672424316406,MNIST,Wachter,JEM Ensemble,4,2
 1,distance_from_targets,352.25732421875,MNIST,Wachter,JEM Ensemble,4,2
@@ -18329,36 +18329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,4,2
 5,set_size_penalty,2.067649383094908,MNIST,ECCCo,JEM Ensemble,4,2
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,4,2
-1,distance,22.0,MNIST,Schut,JEM Ensemble,4,2
-1,distance_from_energy,191.53231811523438,MNIST,Schut,JEM Ensemble,4,2
-1,distance_from_targets,277.0417175292969,MNIST,Schut,JEM Ensemble,4,2
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,2
+1,distance_from_energy,192.15882873535156,MNIST,Schut,JEM Ensemble,4,2
+1,distance_from_targets,275.1933898925781,MNIST,Schut,JEM Ensemble,4,2
 1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,2
-1,set_size_penalty,3.022637968134333,MNIST,Schut,JEM Ensemble,4,2
-1,validity,1.0,MNIST,Schut,JEM Ensemble,4,2
-2,distance,44.0,MNIST,Schut,JEM Ensemble,4,2
-2,distance_from_energy,236.32839965820312,MNIST,Schut,JEM Ensemble,4,2
-2,distance_from_targets,329.1241760253906,MNIST,Schut,JEM Ensemble,4,2
-2,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,4,2
-2,set_size_penalty,2.777292767072965,MNIST,Schut,JEM Ensemble,4,2
-2,validity,1.0,MNIST,Schut,JEM Ensemble,4,2
-3,distance,56.0,MNIST,Schut,JEM Ensemble,4,2
-3,distance_from_energy,221.5643768310547,MNIST,Schut,JEM Ensemble,4,2
-3,distance_from_targets,339.8778991699219,MNIST,Schut,JEM Ensemble,4,2
-3,redundancy,0.9642857142857143,MNIST,Schut,JEM Ensemble,4,2
-3,set_size_penalty,3.05390097266125,MNIST,Schut,JEM Ensemble,4,2
-3,validity,1.0,MNIST,Schut,JEM Ensemble,4,2
-4,distance,12.0,MNIST,Schut,JEM Ensemble,4,2
-4,distance_from_energy,188.86312866210938,MNIST,Schut,JEM Ensemble,4,2
-4,distance_from_targets,262.0993347167969,MNIST,Schut,JEM Ensemble,4,2
-4,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,4,2
-4,set_size_penalty,2.6935513024190127,MNIST,Schut,JEM Ensemble,4,2
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,2
+1,validity,0.0,MNIST,Schut,JEM Ensemble,4,2
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,2
+2,distance_from_energy,231.48681640625,MNIST,Schut,JEM Ensemble,4,2
+2,distance_from_targets,311.6424865722656,MNIST,Schut,JEM Ensemble,4,2
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,2
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,2
+2,validity,0.0,MNIST,Schut,JEM Ensemble,4,2
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,2
+3,distance_from_energy,220.7977294921875,MNIST,Schut,JEM Ensemble,4,2
+3,distance_from_targets,324.1825866699219,MNIST,Schut,JEM Ensemble,4,2
+3,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,4,2
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,2
+3,validity,0.0,MNIST,Schut,JEM Ensemble,4,2
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,2
+4,distance_from_energy,187.3289031982422,MNIST,Schut,JEM Ensemble,4,2
+4,distance_from_targets,260.28021240234375,MNIST,Schut,JEM Ensemble,4,2
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,2
+4,set_size_penalty,2.853658856578517,MNIST,Schut,JEM Ensemble,4,2
 4,validity,1.0,MNIST,Schut,JEM Ensemble,4,2
-5,distance,22.0,MNIST,Schut,JEM Ensemble,4,2
-5,distance_from_energy,208.8813018798828,MNIST,Schut,JEM Ensemble,4,2
-5,distance_from_targets,306.1451110839844,MNIST,Schut,JEM Ensemble,4,2
-5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,2
-5,set_size_penalty,3.3556565502275904,MNIST,Schut,JEM Ensemble,4,2
-5,validity,1.0,MNIST,Schut,JEM Ensemble,4,2
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,2
+5,distance_from_energy,207.58058166503906,MNIST,Schut,JEM Ensemble,4,2
+5,distance_from_targets,300.7453918457031,MNIST,Schut,JEM Ensemble,4,2
+5,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,4,2
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,2
+5,validity,0.0,MNIST,Schut,JEM Ensemble,4,2
 6,distance,149.95933532714844,MNIST,Wachter,MLP,4,2
 6,distance_from_energy,418.572509765625,MNIST,Wachter,MLP,4,2
 6,distance_from_targets,377.5589294433594,MNIST,Wachter,MLP,4,2
@@ -18449,36 +18449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,4,2
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,4,2
 10,validity,1.0,MNIST,ECCCo,MLP,4,2
-6,distance,50.0,MNIST,Schut,MLP,4,2
-6,distance_from_energy,409.7620849609375,MNIST,Schut,MLP,4,2
-6,distance_from_targets,294.18804931640625,MNIST,Schut,MLP,4,2
-6,redundancy,0.9681122448979592,MNIST,Schut,MLP,4,2
-6,set_size_penalty,0.5720846424627828,MNIST,Schut,MLP,4,2
-6,validity,1.0,MNIST,Schut,MLP,4,2
-7,distance,32.0,MNIST,Schut,MLP,4,2
-7,distance_from_energy,393.9229431152344,MNIST,Schut,MLP,4,2
-7,distance_from_targets,273.81182861328125,MNIST,Schut,MLP,4,2
-7,redundancy,0.9795918367346939,MNIST,Schut,MLP,4,2
-7,set_size_penalty,0.5695864367202466,MNIST,Schut,MLP,4,2
-7,validity,1.0,MNIST,Schut,MLP,4,2
-8,distance,46.0,MNIST,Schut,MLP,4,2
-8,distance_from_energy,406.9783630371094,MNIST,Schut,MLP,4,2
-8,distance_from_targets,292.0771179199219,MNIST,Schut,MLP,4,2
-8,redundancy,0.9706632653061225,MNIST,Schut,MLP,4,2
-8,set_size_penalty,0.5706684204217871,MNIST,Schut,MLP,4,2
-8,validity,1.0,MNIST,Schut,MLP,4,2
-9,distance,82.0,MNIST,Schut,MLP,4,2
-9,distance_from_energy,378.312744140625,MNIST,Schut,MLP,4,2
-9,distance_from_targets,461.6012878417969,MNIST,Schut,MLP,4,2
-9,redundancy,0.9477040816326531,MNIST,Schut,MLP,4,2
-9,set_size_penalty,0.5705821772942621,MNIST,Schut,MLP,4,2
-9,validity,1.0,MNIST,Schut,MLP,4,2
-10,distance,48.0,MNIST,Schut,MLP,4,2
-10,distance_from_energy,368.51239013671875,MNIST,Schut,MLP,4,2
-10,distance_from_targets,358.14031982421875,MNIST,Schut,MLP,4,2
-10,redundancy,0.9693877551020408,MNIST,Schut,MLP,4,2
-10,set_size_penalty,0.5713639941085198,MNIST,Schut,MLP,4,2
-10,validity,1.0,MNIST,Schut,MLP,4,2
+6,distance,10.000001907348633,MNIST,Schut,MLP,4,2
+6,distance_from_energy,420.7692565917969,MNIST,Schut,MLP,4,2
+6,distance_from_targets,296.76666259765625,MNIST,Schut,MLP,4,2
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,2
+6,set_size_penalty,0.0,MNIST,Schut,MLP,4,2
+6,validity,0.0,MNIST,Schut,MLP,4,2
+7,distance,10.000001907348633,MNIST,Schut,MLP,4,2
+7,distance_from_energy,395.6889953613281,MNIST,Schut,MLP,4,2
+7,distance_from_targets,266.77685546875,MNIST,Schut,MLP,4,2
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,2
+7,set_size_penalty,0.0,MNIST,Schut,MLP,4,2
+7,validity,0.0,MNIST,Schut,MLP,4,2
+8,distance,10.000001907348633,MNIST,Schut,MLP,4,2
+8,distance_from_energy,407.11248779296875,MNIST,Schut,MLP,4,2
+8,distance_from_targets,273.1949462890625,MNIST,Schut,MLP,4,2
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,2
+8,set_size_penalty,0.0,MNIST,Schut,MLP,4,2
+8,validity,0.0,MNIST,Schut,MLP,4,2
+9,distance,10.000001907348633,MNIST,Schut,MLP,4,2
+9,distance_from_energy,390.20355224609375,MNIST,Schut,MLP,4,2
+9,distance_from_targets,442.5965576171875,MNIST,Schut,MLP,4,2
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,2
+9,set_size_penalty,0.0,MNIST,Schut,MLP,4,2
+9,validity,0.0,MNIST,Schut,MLP,4,2
+10,distance,10.000001907348633,MNIST,Schut,MLP,4,2
+10,distance_from_energy,377.18878173828125,MNIST,Schut,MLP,4,2
+10,distance_from_targets,354.41632080078125,MNIST,Schut,MLP,4,2
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,2
+10,set_size_penalty,0.0,MNIST,Schut,MLP,4,2
+10,validity,0.0,MNIST,Schut,MLP,4,2
 11,distance,126.38426208496094,MNIST,Wachter,MLP Ensemble,4,2
 11,distance_from_energy,348.1128234863281,MNIST,Wachter,MLP Ensemble,4,2
 11,distance_from_targets,367.1957702636719,MNIST,Wachter,MLP Ensemble,4,2
@@ -18569,36 +18569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,4,2
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,4,2
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,4,2
-11,distance,26.0,MNIST,Schut,MLP Ensemble,4,2
-11,distance_from_energy,345.78594970703125,MNIST,Schut,MLP Ensemble,4,2
-11,distance_from_targets,294.924560546875,MNIST,Schut,MLP Ensemble,4,2
-11,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,4,2
-11,set_size_penalty,0.33048229920342,MNIST,Schut,MLP Ensemble,4,2
-11,validity,1.0,MNIST,Schut,MLP Ensemble,4,2
-12,distance,70.0,MNIST,Schut,MLP Ensemble,4,2
-12,distance_from_energy,373.7372131347656,MNIST,Schut,MLP Ensemble,4,2
-12,distance_from_targets,312.60955810546875,MNIST,Schut,MLP Ensemble,4,2
-12,redundancy,0.9553571428571429,MNIST,Schut,MLP Ensemble,4,2
-12,set_size_penalty,0.30308415239272946,MNIST,Schut,MLP Ensemble,4,2
-12,validity,1.0,MNIST,Schut,MLP Ensemble,4,2
-13,distance,24.0,MNIST,Schut,MLP Ensemble,4,2
-13,distance_from_energy,350.7582092285156,MNIST,Schut,MLP Ensemble,4,2
-13,distance_from_targets,283.27423095703125,MNIST,Schut,MLP Ensemble,4,2
-13,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,4,2
-13,set_size_penalty,0.43327180655359765,MNIST,Schut,MLP Ensemble,4,2
-13,validity,1.0,MNIST,Schut,MLP Ensemble,4,2
-14,distance,70.0,MNIST,Schut,MLP Ensemble,4,2
-14,distance_from_energy,367.109619140625,MNIST,Schut,MLP Ensemble,4,2
-14,distance_from_targets,360.88641357421875,MNIST,Schut,MLP Ensemble,4,2
-14,redundancy,0.9553571428571429,MNIST,Schut,MLP Ensemble,4,2
-14,set_size_penalty,0.30737261139795846,MNIST,Schut,MLP Ensemble,4,2
-14,validity,1.0,MNIST,Schut,MLP Ensemble,4,2
-15,distance,22.0,MNIST,Schut,MLP Ensemble,4,2
-15,distance_from_energy,364.21441650390625,MNIST,Schut,MLP Ensemble,4,2
-15,distance_from_targets,312.0604248046875,MNIST,Schut,MLP Ensemble,4,2
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,2
+11,distance_from_energy,347.87713623046875,MNIST,Schut,MLP Ensemble,4,2
+11,distance_from_targets,291.404541015625,MNIST,Schut,MLP Ensemble,4,2
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,2
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,2
+11,validity,0.0,MNIST,Schut,MLP Ensemble,4,2
+12,distance,10.0,MNIST,Schut,MLP Ensemble,4,2
+12,distance_from_energy,389.9913635253906,MNIST,Schut,MLP Ensemble,4,2
+12,distance_from_targets,313.8703918457031,MNIST,Schut,MLP Ensemble,4,2
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,2
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,2
+12,validity,0.0,MNIST,Schut,MLP Ensemble,4,2
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,2
+13,distance_from_energy,349.681640625,MNIST,Schut,MLP Ensemble,4,2
+13,distance_from_targets,276.8379211425781,MNIST,Schut,MLP Ensemble,4,2
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,2
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,2
+13,validity,0.0,MNIST,Schut,MLP Ensemble,4,2
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,2
+14,distance_from_energy,372.7604675292969,MNIST,Schut,MLP Ensemble,4,2
+14,distance_from_targets,346.68389892578125,MNIST,Schut,MLP Ensemble,4,2
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,2
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,2
+14,validity,0.0,MNIST,Schut,MLP Ensemble,4,2
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,2
+15,distance_from_energy,359.11834716796875,MNIST,Schut,MLP Ensemble,4,2
+15,distance_from_targets,299.9930725097656,MNIST,Schut,MLP Ensemble,4,2
 15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,4,2
-15,set_size_penalty,0.3883892490573404,MNIST,Schut,MLP Ensemble,4,2
-15,validity,1.0,MNIST,Schut,MLP Ensemble,4,2
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,2
+15,validity,0.0,MNIST,Schut,MLP Ensemble,4,2
 16,distance,129.5193634033203,MNIST,Wachter,JEM,4,2
 16,distance_from_energy,208.7359619140625,MNIST,Wachter,JEM,4,2
 16,distance_from_targets,370.31640625,MNIST,Wachter,JEM,4,2
@@ -18689,36 +18689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,4,2
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,4,2
 20,validity,1.0,MNIST,ECCCo,JEM,4,2
-16,distance,20.0,MNIST,Schut,JEM,4,2
-16,distance_from_energy,206.83236694335938,MNIST,Schut,JEM,4,2
-16,distance_from_targets,292.19451904296875,MNIST,Schut,JEM,4,2
+16,distance,10.000001907348633,MNIST,Schut,JEM,4,2
+16,distance_from_energy,202.79478454589844,MNIST,Schut,JEM,4,2
+16,distance_from_targets,283.958740234375,MNIST,Schut,JEM,4,2
 16,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,2
-16,set_size_penalty,4.5000519857258325,MNIST,Schut,JEM,4,2
-16,validity,1.0,MNIST,Schut,JEM,4,2
-17,distance,24.0,MNIST,Schut,JEM,4,2
-17,distance_from_energy,209.4765167236328,MNIST,Schut,JEM,4,2
-17,distance_from_targets,317.5538330078125,MNIST,Schut,JEM,4,2
-17,redundancy,0.9846938775510204,MNIST,Schut,JEM,4,2
-17,set_size_penalty,4.501134873606346,MNIST,Schut,JEM,4,2
-17,validity,1.0,MNIST,Schut,JEM,4,2
-18,distance,56.0,MNIST,Schut,JEM,4,2
-18,distance_from_energy,239.37571716308594,MNIST,Schut,JEM,4,2
-18,distance_from_targets,364.5096130371094,MNIST,Schut,JEM,4,2
-18,redundancy,0.9642857142857143,MNIST,Schut,JEM,4,2
-18,set_size_penalty,4.500444755510861,MNIST,Schut,JEM,4,2
-18,validity,1.0,MNIST,Schut,JEM,4,2
-19,distance,20.0,MNIST,Schut,JEM,4,2
-19,distance_from_energy,195.1362762451172,MNIST,Schut,JEM,4,2
-19,distance_from_targets,267.5642395019531,MNIST,Schut,JEM,4,2
+16,set_size_penalty,0.0,MNIST,Schut,JEM,4,2
+16,validity,0.0,MNIST,Schut,JEM,4,2
+17,distance,10.000001907348633,MNIST,Schut,JEM,4,2
+17,distance_from_energy,206.89031982421875,MNIST,Schut,JEM,4,2
+17,distance_from_targets,310.42449951171875,MNIST,Schut,JEM,4,2
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,2
+17,set_size_penalty,0.0,MNIST,Schut,JEM,4,2
+17,validity,0.0,MNIST,Schut,JEM,4,2
+18,distance,10.000001907348633,MNIST,Schut,JEM,4,2
+18,distance_from_energy,240.17767333984375,MNIST,Schut,JEM,4,2
+18,distance_from_targets,354.57293701171875,MNIST,Schut,JEM,4,2
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,4,2
+18,set_size_penalty,0.0,MNIST,Schut,JEM,4,2
+18,validity,0.0,MNIST,Schut,JEM,4,2
+19,distance,10.000000953674316,MNIST,Schut,JEM,4,2
+19,distance_from_energy,194.64422607421875,MNIST,Schut,JEM,4,2
+19,distance_from_targets,264.35382080078125,MNIST,Schut,JEM,4,2
 19,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,2
-19,set_size_penalty,4.499958038650238,MNIST,Schut,JEM,4,2
-19,validity,1.0,MNIST,Schut,JEM,4,2
-20,distance,42.0,MNIST,Schut,JEM,4,2
-20,distance_from_energy,238.9916229248047,MNIST,Schut,JEM,4,2
-20,distance_from_targets,377.9236755371094,MNIST,Schut,JEM,4,2
-20,redundancy,0.9732142857142857,MNIST,Schut,JEM,4,2
-20,set_size_penalty,4.501266537602282,MNIST,Schut,JEM,4,2
-20,validity,1.0,MNIST,Schut,JEM,4,2
+19,set_size_penalty,0.0,MNIST,Schut,JEM,4,2
+19,validity,0.0,MNIST,Schut,JEM,4,2
+20,distance,10.000001907348633,MNIST,Schut,JEM,4,2
+20,distance_from_energy,231.78485107421875,MNIST,Schut,JEM,4,2
+20,distance_from_targets,360.6379089355469,MNIST,Schut,JEM,4,2
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,4,2
+20,set_size_penalty,0.0,MNIST,Schut,JEM,4,2
+20,validity,0.0,MNIST,Schut,JEM,4,2
 1,distance,121.58253479003906,MNIST,Wachter,JEM Ensemble,4,3
 1,distance_from_energy,193.05007934570312,MNIST,Wachter,JEM Ensemble,4,3
 1,distance_from_targets,352.1963806152344,MNIST,Wachter,JEM Ensemble,4,3
@@ -18809,36 +18809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,4,3
 5,set_size_penalty,2.0676493830950706,MNIST,ECCCo,JEM Ensemble,4,3
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,4,3
-1,distance,16.0,MNIST,Schut,JEM Ensemble,4,3
-1,distance_from_energy,198.01734924316406,MNIST,Schut,JEM Ensemble,4,3
-1,distance_from_targets,293.0680847167969,MNIST,Schut,JEM Ensemble,4,3
-1,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,4,3
-1,set_size_penalty,2.8014448776032976,MNIST,Schut,JEM Ensemble,4,3
-1,validity,1.0,MNIST,Schut,JEM Ensemble,4,3
-2,distance,32.0,MNIST,Schut,JEM Ensemble,4,3
-2,distance_from_energy,213.8725128173828,MNIST,Schut,JEM Ensemble,4,3
-2,distance_from_targets,304.001708984375,MNIST,Schut,JEM Ensemble,4,3
-2,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,4,3
-2,set_size_penalty,3.267949524414089,MNIST,Schut,JEM Ensemble,4,3
-2,validity,1.0,MNIST,Schut,JEM Ensemble,4,3
-3,distance,44.0,MNIST,Schut,JEM Ensemble,4,3
-3,distance_from_energy,255.69677734375,MNIST,Schut,JEM Ensemble,4,3
-3,distance_from_targets,369.128662109375,MNIST,Schut,JEM Ensemble,4,3
-3,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,4,3
-3,set_size_penalty,2.982718196831661,MNIST,Schut,JEM Ensemble,4,3
-3,validity,1.0,MNIST,Schut,JEM Ensemble,4,3
-4,distance,28.0,MNIST,Schut,JEM Ensemble,4,3
-4,distance_from_energy,205.78335571289062,MNIST,Schut,JEM Ensemble,4,3
-4,distance_from_targets,293.87652587890625,MNIST,Schut,JEM Ensemble,4,3
-4,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,4,3
-4,set_size_penalty,2.7862212254325667,MNIST,Schut,JEM Ensemble,4,3
-4,validity,1.0,MNIST,Schut,JEM Ensemble,4,3
-5,distance,36.0,MNIST,Schut,JEM Ensemble,4,3
-5,distance_from_energy,207.01870727539062,MNIST,Schut,JEM Ensemble,4,3
-5,distance_from_targets,279.9231262207031,MNIST,Schut,JEM Ensemble,4,3
-5,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,4,3
-5,set_size_penalty,3.1869266141676675,MNIST,Schut,JEM Ensemble,4,3
-5,validity,1.0,MNIST,Schut,JEM Ensemble,4,3
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,3
+1,distance_from_energy,196.27601623535156,MNIST,Schut,JEM Ensemble,4,3
+1,distance_from_targets,288.77215576171875,MNIST,Schut,JEM Ensemble,4,3
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,3
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,3
+1,validity,0.0,MNIST,Schut,JEM Ensemble,4,3
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,3
+2,distance_from_energy,214.6137237548828,MNIST,Schut,JEM Ensemble,4,3
+2,distance_from_targets,297.4804382324219,MNIST,Schut,JEM Ensemble,4,3
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,3
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,3
+2,validity,0.0,MNIST,Schut,JEM Ensemble,4,3
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,3
+3,distance_from_energy,253.92782592773438,MNIST,Schut,JEM Ensemble,4,3
+3,distance_from_targets,356.39703369140625,MNIST,Schut,JEM Ensemble,4,3
+3,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,4,3
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,3
+3,validity,0.0,MNIST,Schut,JEM Ensemble,4,3
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,3
+4,distance_from_energy,206.7289581298828,MNIST,Schut,JEM Ensemble,4,3
+4,distance_from_targets,290.2552185058594,MNIST,Schut,JEM Ensemble,4,3
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,3
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,3
+4,validity,0.0,MNIST,Schut,JEM Ensemble,4,3
+5,distance,10.0,MNIST,Schut,JEM Ensemble,4,3
+5,distance_from_energy,209.58665466308594,MNIST,Schut,JEM Ensemble,4,3
+5,distance_from_targets,274.5247802734375,MNIST,Schut,JEM Ensemble,4,3
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,3
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,3
+5,validity,0.0,MNIST,Schut,JEM Ensemble,4,3
 6,distance,122.7287826538086,MNIST,Wachter,MLP,4,3
 6,distance_from_energy,397.4854431152344,MNIST,Wachter,MLP,4,3
 6,distance_from_targets,317.4461669921875,MNIST,Wachter,MLP,4,3
@@ -18929,36 +18929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0012755102040816326,MNIST,ECCCo,MLP,4,3
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,4,3
 10,validity,1.0,MNIST,ECCCo,MLP,4,3
-6,distance,24.0,MNIST,Schut,MLP,4,3
-6,distance_from_energy,369.7276611328125,MNIST,Schut,MLP,4,3
-6,distance_from_targets,247.7714385986328,MNIST,Schut,MLP,4,3
-6,redundancy,0.9846938775510204,MNIST,Schut,MLP,4,3
-6,set_size_penalty,0.5692757601497318,MNIST,Schut,MLP,4,3
-6,validity,1.0,MNIST,Schut,MLP,4,3
-7,distance,48.0,MNIST,Schut,MLP,4,3
-7,distance_from_energy,396.2667541503906,MNIST,Schut,MLP,4,3
-7,distance_from_targets,372.7489318847656,MNIST,Schut,MLP,4,3
-7,redundancy,0.9693877551020408,MNIST,Schut,MLP,4,3
-7,set_size_penalty,0.5725807101454938,MNIST,Schut,MLP,4,3
-7,validity,1.0,MNIST,Schut,MLP,4,3
-8,distance,38.0,MNIST,Schut,MLP,4,3
-8,distance_from_energy,395.8941650390625,MNIST,Schut,MLP,4,3
-8,distance_from_targets,291.43157958984375,MNIST,Schut,MLP,4,3
-8,redundancy,0.9757653061224489,MNIST,Schut,MLP,4,3
-8,set_size_penalty,0.5716003535498577,MNIST,Schut,MLP,4,3
-8,validity,1.0,MNIST,Schut,MLP,4,3
-9,distance,48.0,MNIST,Schut,MLP,4,3
-9,distance_from_energy,391.4623107910156,MNIST,Schut,MLP,4,3
-9,distance_from_targets,358.0621032714844,MNIST,Schut,MLP,4,3
-9,redundancy,0.9693877551020408,MNIST,Schut,MLP,4,3
-9,set_size_penalty,0.5715312476118122,MNIST,Schut,MLP,4,3
-9,validity,1.0,MNIST,Schut,MLP,4,3
-10,distance,70.0,MNIST,Schut,MLP,4,3
-10,distance_from_energy,412.76385498046875,MNIST,Schut,MLP,4,3
-10,distance_from_targets,323.55859375,MNIST,Schut,MLP,4,3
-10,redundancy,0.9553571428571429,MNIST,Schut,MLP,4,3
-10,set_size_penalty,0.5726151520149505,MNIST,Schut,MLP,4,3
-10,validity,1.0,MNIST,Schut,MLP,4,3
+6,distance,10.000000953674316,MNIST,Schut,MLP,4,3
+6,distance_from_energy,371.9332275390625,MNIST,Schut,MLP,4,3
+6,distance_from_targets,246.78494262695312,MNIST,Schut,MLP,4,3
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,3
+6,set_size_penalty,0.0,MNIST,Schut,MLP,4,3
+6,validity,0.0,MNIST,Schut,MLP,4,3
+7,distance,10.000001907348633,MNIST,Schut,MLP,4,3
+7,distance_from_energy,396.50054931640625,MNIST,Schut,MLP,4,3
+7,distance_from_targets,356.4075622558594,MNIST,Schut,MLP,4,3
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,3
+7,set_size_penalty,0.0,MNIST,Schut,MLP,4,3
+7,validity,0.0,MNIST,Schut,MLP,4,3
+8,distance,10.000001907348633,MNIST,Schut,MLP,4,3
+8,distance_from_energy,395.4112243652344,MNIST,Schut,MLP,4,3
+8,distance_from_targets,282.7160949707031,MNIST,Schut,MLP,4,3
+8,redundancy,0.985969387755102,MNIST,Schut,MLP,4,3
+8,set_size_penalty,0.0,MNIST,Schut,MLP,4,3
+8,validity,0.0,MNIST,Schut,MLP,4,3
+9,distance,10.000001907348633,MNIST,Schut,MLP,4,3
+9,distance_from_energy,393.32843017578125,MNIST,Schut,MLP,4,3
+9,distance_from_targets,342.7884521484375,MNIST,Schut,MLP,4,3
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,3
+9,set_size_penalty,0.0,MNIST,Schut,MLP,4,3
+9,validity,0.0,MNIST,Schut,MLP,4,3
+10,distance,10.000001907348633,MNIST,Schut,MLP,4,3
+10,distance_from_energy,426.9390563964844,MNIST,Schut,MLP,4,3
+10,distance_from_targets,317.29229736328125,MNIST,Schut,MLP,4,3
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,3
+10,set_size_penalty,0.0,MNIST,Schut,MLP,4,3
+10,validity,0.0,MNIST,Schut,MLP,4,3
 11,distance,150.65000915527344,MNIST,Wachter,MLP Ensemble,4,3
 11,distance_from_energy,355.9078063964844,MNIST,Wachter,MLP Ensemble,4,3
 11,distance_from_targets,353.5210266113281,MNIST,Wachter,MLP Ensemble,4,3
@@ -19049,36 +19049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,4,3
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,4,3
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,4,3
-11,distance,44.0,MNIST,Schut,MLP Ensemble,4,3
-11,distance_from_energy,370.6706237792969,MNIST,Schut,MLP Ensemble,4,3
-11,distance_from_targets,293.46075439453125,MNIST,Schut,MLP Ensemble,4,3
-11,redundancy,0.9719387755102041,MNIST,Schut,MLP Ensemble,4,3
-11,set_size_penalty,0.3047387837491251,MNIST,Schut,MLP Ensemble,4,3
-11,validity,1.0,MNIST,Schut,MLP Ensemble,4,3
-12,distance,64.0,MNIST,Schut,MLP Ensemble,4,3
-12,distance_from_energy,367.4034423828125,MNIST,Schut,MLP Ensemble,4,3
-12,distance_from_targets,308.59228515625,MNIST,Schut,MLP Ensemble,4,3
-12,redundancy,0.9591836734693877,MNIST,Schut,MLP Ensemble,4,3
-12,set_size_penalty,0.3610469542231156,MNIST,Schut,MLP Ensemble,4,3
-12,validity,1.0,MNIST,Schut,MLP Ensemble,4,3
-13,distance,22.0,MNIST,Schut,MLP Ensemble,4,3
-13,distance_from_energy,355.59942626953125,MNIST,Schut,MLP Ensemble,4,3
-13,distance_from_targets,272.3038024902344,MNIST,Schut,MLP Ensemble,4,3
+11,distance,10.0,MNIST,Schut,MLP Ensemble,4,3
+11,distance_from_energy,375.3680725097656,MNIST,Schut,MLP Ensemble,4,3
+11,distance_from_targets,287.7611999511719,MNIST,Schut,MLP Ensemble,4,3
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,3
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,3
+11,validity,0.0,MNIST,Schut,MLP Ensemble,4,3
+12,distance,10.0,MNIST,Schut,MLP Ensemble,4,3
+12,distance_from_energy,376.8863525390625,MNIST,Schut,MLP Ensemble,4,3
+12,distance_from_targets,302.66864013671875,MNIST,Schut,MLP Ensemble,4,3
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,3
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,3
+12,validity,0.0,MNIST,Schut,MLP Ensemble,4,3
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,4,3
+13,distance_from_energy,358.0821533203125,MNIST,Schut,MLP Ensemble,4,3
+13,distance_from_targets,270.7041320800781,MNIST,Schut,MLP Ensemble,4,3
 13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,4,3
-13,set_size_penalty,0.2962479370347262,MNIST,Schut,MLP Ensemble,4,3
-13,validity,1.0,MNIST,Schut,MLP Ensemble,4,3
-14,distance,64.0,MNIST,Schut,MLP Ensemble,4,3
-14,distance_from_energy,370.3876037597656,MNIST,Schut,MLP Ensemble,4,3
-14,distance_from_targets,300.78656005859375,MNIST,Schut,MLP Ensemble,4,3
-14,redundancy,0.9591836734693877,MNIST,Schut,MLP Ensemble,4,3
-14,set_size_penalty,0.39584304146188765,MNIST,Schut,MLP Ensemble,4,3
-14,validity,1.0,MNIST,Schut,MLP Ensemble,4,3
-15,distance,30.0,MNIST,Schut,MLP Ensemble,4,3
-15,distance_from_energy,373.259521484375,MNIST,Schut,MLP Ensemble,4,3
-15,distance_from_targets,282.81463623046875,MNIST,Schut,MLP Ensemble,4,3
-15,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,4,3
-15,set_size_penalty,0.29493921139228263,MNIST,Schut,MLP Ensemble,4,3
-15,validity,1.0,MNIST,Schut,MLP Ensemble,4,3
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,3
+13,validity,0.0,MNIST,Schut,MLP Ensemble,4,3
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,3
+14,distance_from_energy,385.89520263671875,MNIST,Schut,MLP Ensemble,4,3
+14,distance_from_targets,299.80517578125,MNIST,Schut,MLP Ensemble,4,3
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,3
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,3
+14,validity,0.0,MNIST,Schut,MLP Ensemble,4,3
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,3
+15,distance_from_energy,370.4394836425781,MNIST,Schut,MLP Ensemble,4,3
+15,distance_from_targets,272.7165832519531,MNIST,Schut,MLP Ensemble,4,3
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,3
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,3
+15,validity,0.0,MNIST,Schut,MLP Ensemble,4,3
 16,distance,131.15757751464844,MNIST,Wachter,JEM,4,3
 16,distance_from_energy,211.65138244628906,MNIST,Wachter,JEM,4,3
 16,distance_from_targets,369.9690246582031,MNIST,Wachter,JEM,4,3
@@ -19169,36 +19169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,4,3
 20,set_size_penalty,4.4999545808302654,MNIST,ECCCo,JEM,4,3
 20,validity,1.0,MNIST,ECCCo,JEM,4,3
-16,distance,18.0,MNIST,Schut,JEM,4,3
-16,distance_from_energy,242.7169189453125,MNIST,Schut,JEM,4,3
-16,distance_from_targets,286.3395080566406,MNIST,Schut,JEM,4,3
-16,redundancy,0.9885204081632653,MNIST,Schut,JEM,4,3
-16,set_size_penalty,4.500247674783961,MNIST,Schut,JEM,4,3
-16,validity,1.0,MNIST,Schut,JEM,4,3
-17,distance,46.0,MNIST,Schut,JEM,4,3
-17,distance_from_energy,220.3269500732422,MNIST,Schut,JEM,4,3
-17,distance_from_targets,347.068115234375,MNIST,Schut,JEM,4,3
-17,redundancy,0.9706632653061225,MNIST,Schut,JEM,4,3
-17,set_size_penalty,4.500254489165466,MNIST,Schut,JEM,4,3
-17,validity,1.0,MNIST,Schut,JEM,4,3
-18,distance,28.0,MNIST,Schut,JEM,4,3
-18,distance_from_energy,181.17884826660156,MNIST,Schut,JEM,4,3
-18,distance_from_targets,286.9953918457031,MNIST,Schut,JEM,4,3
-18,redundancy,0.9821428571428571,MNIST,Schut,JEM,4,3
-18,set_size_penalty,4.5008046445361165,MNIST,Schut,JEM,4,3
-18,validity,1.0,MNIST,Schut,JEM,4,3
-19,distance,16.0,MNIST,Schut,JEM,4,3
-19,distance_from_energy,158.3772735595703,MNIST,Schut,JEM,4,3
-19,distance_from_targets,238.70285034179688,MNIST,Schut,JEM,4,3
-19,redundancy,0.9897959183673469,MNIST,Schut,JEM,4,3
-19,set_size_penalty,4.500109157174118,MNIST,Schut,JEM,4,3
-19,validity,1.0,MNIST,Schut,JEM,4,3
-20,distance,22.0,MNIST,Schut,JEM,4,3
-20,distance_from_energy,202.4073028564453,MNIST,Schut,JEM,4,3
-20,distance_from_targets,295.55255126953125,MNIST,Schut,JEM,4,3
+16,distance,10.0,MNIST,Schut,JEM,4,3
+16,distance_from_energy,241.8033447265625,MNIST,Schut,JEM,4,3
+16,distance_from_targets,283.3516540527344,MNIST,Schut,JEM,4,3
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,3
+16,set_size_penalty,0.0,MNIST,Schut,JEM,4,3
+16,validity,0.0,MNIST,Schut,JEM,4,3
+17,distance,10.000001907348633,MNIST,Schut,JEM,4,3
+17,distance_from_energy,222.24464416503906,MNIST,Schut,JEM,4,3
+17,distance_from_targets,346.6914978027344,MNIST,Schut,JEM,4,3
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,3
+17,set_size_penalty,0.0,MNIST,Schut,JEM,4,3
+17,validity,0.0,MNIST,Schut,JEM,4,3
+18,distance,10.000001907348633,MNIST,Schut,JEM,4,3
+18,distance_from_energy,182.62124633789062,MNIST,Schut,JEM,4,3
+18,distance_from_targets,286.62078857421875,MNIST,Schut,JEM,4,3
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,4,3
+18,set_size_penalty,0.0,MNIST,Schut,JEM,4,3
+18,validity,0.0,MNIST,Schut,JEM,4,3
+19,distance,10.000000953674316,MNIST,Schut,JEM,4,3
+19,distance_from_energy,158.45555114746094,MNIST,Schut,JEM,4,3
+19,distance_from_targets,240.30897521972656,MNIST,Schut,JEM,4,3
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,3
+19,set_size_penalty,0.0,MNIST,Schut,JEM,4,3
+19,validity,0.0,MNIST,Schut,JEM,4,3
+20,distance,10.000001907348633,MNIST,Schut,JEM,4,3
+20,distance_from_energy,205.58836364746094,MNIST,Schut,JEM,4,3
+20,distance_from_targets,295.8606262207031,MNIST,Schut,JEM,4,3
 20,redundancy,0.985969387755102,MNIST,Schut,JEM,4,3
-20,set_size_penalty,4.50188625304708,MNIST,Schut,JEM,4,3
-20,validity,1.0,MNIST,Schut,JEM,4,3
+20,set_size_penalty,0.0,MNIST,Schut,JEM,4,3
+20,validity,0.0,MNIST,Schut,JEM,4,3
 1,distance,133.95748901367188,MNIST,Wachter,JEM Ensemble,4,5
 1,distance_from_energy,188.9917449951172,MNIST,Wachter,JEM Ensemble,4,5
 1,distance_from_targets,338.4504699707031,MNIST,Wachter,JEM Ensemble,4,5
@@ -19289,36 +19289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,4,5
 5,set_size_penalty,2.0676493830948273,MNIST,ECCCo,JEM Ensemble,4,5
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,4,5
-1,distance,24.0,MNIST,Schut,JEM Ensemble,4,5
-1,distance_from_energy,182.6929473876953,MNIST,Schut,JEM Ensemble,4,5
-1,distance_from_targets,264.6124267578125,MNIST,Schut,JEM Ensemble,4,5
-1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,4,5
-1,set_size_penalty,2.988802867107001,MNIST,Schut,JEM Ensemble,4,5
-1,validity,1.0,MNIST,Schut,JEM Ensemble,4,5
-2,distance,12.0,MNIST,Schut,JEM Ensemble,4,5
-2,distance_from_energy,178.77978515625,MNIST,Schut,JEM Ensemble,4,5
-2,distance_from_targets,259.8461608886719,MNIST,Schut,JEM Ensemble,4,5
-2,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,4,5
-2,set_size_penalty,2.7670974278553992,MNIST,Schut,JEM Ensemble,4,5
-2,validity,1.0,MNIST,Schut,JEM Ensemble,4,5
-3,distance,54.0,MNIST,Schut,JEM Ensemble,4,5
-3,distance_from_energy,208.9056396484375,MNIST,Schut,JEM Ensemble,4,5
-3,distance_from_targets,319.6213073730469,MNIST,Schut,JEM Ensemble,4,5
-3,redundancy,0.9655612244897959,MNIST,Schut,JEM Ensemble,4,5
-3,set_size_penalty,3.1777238923458677,MNIST,Schut,JEM Ensemble,4,5
-3,validity,1.0,MNIST,Schut,JEM Ensemble,4,5
-4,distance,26.0,MNIST,Schut,JEM Ensemble,4,5
-4,distance_from_energy,224.30369567871094,MNIST,Schut,JEM Ensemble,4,5
-4,distance_from_targets,335.4471435546875,MNIST,Schut,JEM Ensemble,4,5
-4,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,4,5
-4,set_size_penalty,3.192967184869108,MNIST,Schut,JEM Ensemble,4,5
-4,validity,1.0,MNIST,Schut,JEM Ensemble,4,5
-5,distance,40.0,MNIST,Schut,JEM Ensemble,4,5
-5,distance_from_energy,187.43862915039062,MNIST,Schut,JEM Ensemble,4,5
-5,distance_from_targets,291.90374755859375,MNIST,Schut,JEM Ensemble,4,5
-5,redundancy,0.9744897959183674,MNIST,Schut,JEM Ensemble,4,5
-5,set_size_penalty,3.1903945691166165,MNIST,Schut,JEM Ensemble,4,5
-5,validity,1.0,MNIST,Schut,JEM Ensemble,4,5
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,5
+1,distance_from_energy,185.12393188476562,MNIST,Schut,JEM Ensemble,4,5
+1,distance_from_targets,262.1617736816406,MNIST,Schut,JEM Ensemble,4,5
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,5
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,5
+1,validity,0.0,MNIST,Schut,JEM Ensemble,4,5
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,5
+2,distance_from_energy,179.24974060058594,MNIST,Schut,JEM Ensemble,4,5
+2,distance_from_targets,259.3301086425781,MNIST,Schut,JEM Ensemble,4,5
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,5
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,5
+2,validity,0.0,MNIST,Schut,JEM Ensemble,4,5
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,5
+3,distance_from_energy,217.56866455078125,MNIST,Schut,JEM Ensemble,4,5
+3,distance_from_targets,322.7060241699219,MNIST,Schut,JEM Ensemble,4,5
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,5
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,5
+3,validity,0.0,MNIST,Schut,JEM Ensemble,4,5
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,5
+4,distance_from_energy,225.04505920410156,MNIST,Schut,JEM Ensemble,4,5
+4,distance_from_targets,331.6761779785156,MNIST,Schut,JEM Ensemble,4,5
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,5
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,5
+4,validity,0.0,MNIST,Schut,JEM Ensemble,4,5
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,5
+5,distance_from_energy,185.8842010498047,MNIST,Schut,JEM Ensemble,4,5
+5,distance_from_targets,280.17242431640625,MNIST,Schut,JEM Ensemble,4,5
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,5
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,5
+5,validity,0.0,MNIST,Schut,JEM Ensemble,4,5
 6,distance,123.96757507324219,MNIST,Wachter,MLP,4,5
 6,distance_from_energy,381.2264709472656,MNIST,Wachter,MLP,4,5
 6,distance_from_targets,333.9037170410156,MNIST,Wachter,MLP,4,5
@@ -19409,36 +19409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,4,5
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,4,5
 10,validity,1.0,MNIST,ECCCo,MLP,4,5
-6,distance,24.0,MNIST,Schut,MLP,4,5
-6,distance_from_energy,392.2900085449219,MNIST,Schut,MLP,4,5
-6,distance_from_targets,264.6340637207031,MNIST,Schut,MLP,4,5
-6,redundancy,0.9846938775510204,MNIST,Schut,MLP,4,5
-6,set_size_penalty,0.5710645221181836,MNIST,Schut,MLP,4,5
-6,validity,1.0,MNIST,Schut,MLP,4,5
-7,distance,56.0,MNIST,Schut,MLP,4,5
-7,distance_from_energy,374.672119140625,MNIST,Schut,MLP,4,5
-7,distance_from_targets,312.04541015625,MNIST,Schut,MLP,4,5
-7,redundancy,0.9642857142857143,MNIST,Schut,MLP,4,5
-7,set_size_penalty,0.5713044885683627,MNIST,Schut,MLP,4,5
-7,validity,1.0,MNIST,Schut,MLP,4,5
-8,distance,46.0,MNIST,Schut,MLP,4,5
-8,distance_from_energy,376.578125,MNIST,Schut,MLP,4,5
-8,distance_from_targets,302.4768371582031,MNIST,Schut,MLP,4,5
-8,redundancy,0.9706632653061225,MNIST,Schut,MLP,4,5
-8,set_size_penalty,0.5691462554269222,MNIST,Schut,MLP,4,5
-8,validity,1.0,MNIST,Schut,MLP,4,5
-9,distance,42.0,MNIST,Schut,MLP,4,5
-9,distance_from_energy,380.373046875,MNIST,Schut,MLP,4,5
-9,distance_from_targets,295.4565124511719,MNIST,Schut,MLP,4,5
-9,redundancy,0.9732142857142857,MNIST,Schut,MLP,4,5
-9,set_size_penalty,0.5701345822513517,MNIST,Schut,MLP,4,5
-9,validity,1.0,MNIST,Schut,MLP,4,5
-10,distance,24.0,MNIST,Schut,MLP,4,5
-10,distance_from_energy,398.04327392578125,MNIST,Schut,MLP,4,5
-10,distance_from_targets,258.4927062988281,MNIST,Schut,MLP,4,5
-10,redundancy,0.9846938775510204,MNIST,Schut,MLP,4,5
-10,set_size_penalty,0.5736595453410893,MNIST,Schut,MLP,4,5
-10,validity,1.0,MNIST,Schut,MLP,4,5
+6,distance,10.000001907348633,MNIST,Schut,MLP,4,5
+6,distance_from_energy,396.19549560546875,MNIST,Schut,MLP,4,5
+6,distance_from_targets,263.1705017089844,MNIST,Schut,MLP,4,5
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,5
+6,set_size_penalty,0.0,MNIST,Schut,MLP,4,5
+6,validity,0.0,MNIST,Schut,MLP,4,5
+7,distance,10.000001907348633,MNIST,Schut,MLP,4,5
+7,distance_from_energy,381.5184631347656,MNIST,Schut,MLP,4,5
+7,distance_from_targets,302.8677062988281,MNIST,Schut,MLP,4,5
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,5
+7,set_size_penalty,0.0,MNIST,Schut,MLP,4,5
+7,validity,0.0,MNIST,Schut,MLP,4,5
+8,distance,10.000001907348633,MNIST,Schut,MLP,4,5
+8,distance_from_energy,383.1011657714844,MNIST,Schut,MLP,4,5
+8,distance_from_targets,290.2234191894531,MNIST,Schut,MLP,4,5
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,5
+8,set_size_penalty,0.0,MNIST,Schut,MLP,4,5
+8,validity,0.0,MNIST,Schut,MLP,4,5
+9,distance,10.000000953674316,MNIST,Schut,MLP,4,5
+9,distance_from_energy,389.4448547363281,MNIST,Schut,MLP,4,5
+9,distance_from_targets,292.01312255859375,MNIST,Schut,MLP,4,5
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,5
+9,set_size_penalty,0.0,MNIST,Schut,MLP,4,5
+9,validity,0.0,MNIST,Schut,MLP,4,5
+10,distance,10.000001907348633,MNIST,Schut,MLP,4,5
+10,distance_from_energy,399.55291748046875,MNIST,Schut,MLP,4,5
+10,distance_from_targets,251.60244750976562,MNIST,Schut,MLP,4,5
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,4,5
+10,set_size_penalty,0.0,MNIST,Schut,MLP,4,5
+10,validity,0.0,MNIST,Schut,MLP,4,5
 11,distance,114.79691314697266,MNIST,Wachter,MLP Ensemble,4,5
 11,distance_from_energy,323.4223327636719,MNIST,Wachter,MLP Ensemble,4,5
 11,distance_from_targets,331.1445007324219,MNIST,Wachter,MLP Ensemble,4,5
@@ -19529,35 +19529,35 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,4,5
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,4,5
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,4,5
-11,distance,20.0,MNIST,Schut,MLP Ensemble,4,5
-11,distance_from_energy,335.76141357421875,MNIST,Schut,MLP Ensemble,4,5
-11,distance_from_targets,276.98529052734375,MNIST,Schut,MLP Ensemble,4,5
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,5
+11,distance_from_energy,336.2149963378906,MNIST,Schut,MLP Ensemble,4,5
+11,distance_from_targets,273.9937744140625,MNIST,Schut,MLP Ensemble,4,5
 11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,5
-11,set_size_penalty,0.2960036799660004,MNIST,Schut,MLP Ensemble,4,5
-11,validity,1.0,MNIST,Schut,MLP Ensemble,4,5
-12,distance,42.0,MNIST,Schut,MLP Ensemble,4,5
-12,distance_from_energy,367.72930908203125,MNIST,Schut,MLP Ensemble,4,5
-12,distance_from_targets,309.10382080078125,MNIST,Schut,MLP Ensemble,4,5
-12,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,4,5
-12,set_size_penalty,0.3105855274266949,MNIST,Schut,MLP Ensemble,4,5
-12,validity,1.0,MNIST,Schut,MLP Ensemble,4,5
-13,distance,16.0,MNIST,Schut,MLP Ensemble,4,5
-13,distance_from_energy,338.70245361328125,MNIST,Schut,MLP Ensemble,4,5
-13,distance_from_targets,269.3247375488281,MNIST,Schut,MLP Ensemble,4,5
-13,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,4,5
-13,set_size_penalty,0.34813705422022934,MNIST,Schut,MLP Ensemble,4,5
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,5
+11,validity,0.0,MNIST,Schut,MLP Ensemble,4,5
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,4,5
+12,distance_from_energy,374.7397766113281,MNIST,Schut,MLP Ensemble,4,5
+12,distance_from_targets,306.84796142578125,MNIST,Schut,MLP Ensemble,4,5
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,5
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,5
+12,validity,0.0,MNIST,Schut,MLP Ensemble,4,5
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,5
+13,distance_from_energy,340.59197998046875,MNIST,Schut,MLP Ensemble,4,5
+13,distance_from_targets,270.3257751464844,MNIST,Schut,MLP Ensemble,4,5
+13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,4,5
+13,set_size_penalty,0.6883189755631272,MNIST,Schut,MLP Ensemble,4,5
 13,validity,1.0,MNIST,Schut,MLP Ensemble,4,5
-14,distance,44.0,MNIST,Schut,MLP Ensemble,4,5
-14,distance_from_energy,349.64776611328125,MNIST,Schut,MLP Ensemble,4,5
-14,distance_from_targets,353.83837890625,MNIST,Schut,MLP Ensemble,4,5
-14,redundancy,0.9719387755102041,MNIST,Schut,MLP Ensemble,4,5
-14,set_size_penalty,0.30103631849645485,MNIST,Schut,MLP Ensemble,4,5
-14,validity,1.0,MNIST,Schut,MLP Ensemble,4,5
-15,distance,12.0,MNIST,Schut,MLP Ensemble,4,5
-15,distance_from_energy,347.420654296875,MNIST,Schut,MLP Ensemble,4,5
-15,distance_from_targets,218.3787078857422,MNIST,Schut,MLP Ensemble,4,5
-15,redundancy,0.9923469387755102,MNIST,Schut,MLP Ensemble,4,5
-15,set_size_penalty,0.29285141040921614,MNIST,Schut,MLP Ensemble,4,5
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,5
+14,distance_from_energy,352.751708984375,MNIST,Schut,MLP Ensemble,4,5
+14,distance_from_targets,350.502685546875,MNIST,Schut,MLP Ensemble,4,5
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,5
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,5
+14,validity,0.0,MNIST,Schut,MLP Ensemble,4,5
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,5
+15,distance_from_energy,348.1061706542969,MNIST,Schut,MLP Ensemble,4,5
+15,distance_from_targets,216.9153289794922,MNIST,Schut,MLP Ensemble,4,5
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,5
+15,set_size_penalty,0.3028108976437198,MNIST,Schut,MLP Ensemble,4,5
 15,validity,1.0,MNIST,Schut,MLP Ensemble,4,5
 16,distance,125.23441314697266,MNIST,Wachter,JEM,4,5
 16,distance_from_energy,207.5517578125,MNIST,Wachter,JEM,4,5
@@ -19649,36 +19649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,4,5
 20,set_size_penalty,4.499954580299427,MNIST,ECCCo,JEM,4,5
 20,validity,1.0,MNIST,ECCCo,JEM,4,5
-16,distance,22.0,MNIST,Schut,JEM,4,5
-16,distance_from_energy,203.51498413085938,MNIST,Schut,JEM,4,5
-16,distance_from_targets,299.2537536621094,MNIST,Schut,JEM,4,5
+16,distance,10.000001907348633,MNIST,Schut,JEM,4,5
+16,distance_from_energy,200.48890686035156,MNIST,Schut,JEM,4,5
+16,distance_from_targets,292.0151062011719,MNIST,Schut,JEM,4,5
 16,redundancy,0.985969387755102,MNIST,Schut,JEM,4,5
-16,set_size_penalty,4.502807899844716,MNIST,Schut,JEM,4,5
-16,validity,1.0,MNIST,Schut,JEM,4,5
-17,distance,8.0,MNIST,Schut,JEM,4,5
-17,distance_from_energy,208.22100830078125,MNIST,Schut,JEM,4,5
-17,distance_from_targets,255.0076141357422,MNIST,Schut,JEM,4,5
-17,redundancy,0.9948979591836735,MNIST,Schut,JEM,4,5
-17,set_size_penalty,4.500826635302818,MNIST,Schut,JEM,4,5
+16,set_size_penalty,0.0,MNIST,Schut,JEM,4,5
+16,validity,0.0,MNIST,Schut,JEM,4,5
+17,distance,5.90000057220459,MNIST,Schut,JEM,4,5
+17,distance_from_energy,206.34042358398438,MNIST,Schut,JEM,4,5
+17,distance_from_targets,251.93975830078125,MNIST,Schut,JEM,4,5
+17,redundancy,0.9910714285714286,MNIST,Schut,JEM,4,5
+17,set_size_penalty,4.51033117663788,MNIST,Schut,JEM,4,5
 17,validity,1.0,MNIST,Schut,JEM,4,5
-18,distance,22.0,MNIST,Schut,JEM,4,5
-18,distance_from_energy,194.03712463378906,MNIST,Schut,JEM,4,5
-18,distance_from_targets,298.3061218261719,MNIST,Schut,JEM,4,5
-18,redundancy,0.985969387755102,MNIST,Schut,JEM,4,5
-18,set_size_penalty,4.508310057879098,MNIST,Schut,JEM,4,5
-18,validity,1.0,MNIST,Schut,JEM,4,5
-19,distance,20.0,MNIST,Schut,JEM,4,5
-19,distance_from_energy,225.90878295898438,MNIST,Schut,JEM,4,5
-19,distance_from_targets,305.5233459472656,MNIST,Schut,JEM,4,5
-19,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,5
-19,set_size_penalty,4.501928514359482,MNIST,Schut,JEM,4,5
-19,validity,1.0,MNIST,Schut,JEM,4,5
-20,distance,18.0,MNIST,Schut,JEM,4,5
-20,distance_from_energy,207.5981903076172,MNIST,Schut,JEM,4,5
-20,distance_from_targets,283.8204345703125,MNIST,Schut,JEM,4,5
-20,redundancy,0.9885204081632653,MNIST,Schut,JEM,4,5
-20,set_size_penalty,4.506333002878638,MNIST,Schut,JEM,4,5
-20,validity,1.0,MNIST,Schut,JEM,4,5
+18,distance,10.000001907348633,MNIST,Schut,JEM,4,5
+18,distance_from_energy,192.3669891357422,MNIST,Schut,JEM,4,5
+18,distance_from_targets,294.093994140625,MNIST,Schut,JEM,4,5
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,5
+18,set_size_penalty,0.0,MNIST,Schut,JEM,4,5
+18,validity,0.0,MNIST,Schut,JEM,4,5
+19,distance,10.000001907348633,MNIST,Schut,JEM,4,5
+19,distance_from_energy,227.1052703857422,MNIST,Schut,JEM,4,5
+19,distance_from_targets,302.17230224609375,MNIST,Schut,JEM,4,5
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,4,5
+19,set_size_penalty,0.0,MNIST,Schut,JEM,4,5
+19,validity,0.0,MNIST,Schut,JEM,4,5
+20,distance,10.000001907348633,MNIST,Schut,JEM,4,5
+20,distance_from_energy,209.14076232910156,MNIST,Schut,JEM,4,5
+20,distance_from_targets,280.68817138671875,MNIST,Schut,JEM,4,5
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,4,5
+20,set_size_penalty,0.0,MNIST,Schut,JEM,4,5
+20,validity,0.0,MNIST,Schut,JEM,4,5
 1,distance,136.40853881835938,MNIST,Wachter,JEM Ensemble,4,6
 1,distance_from_energy,206.22523498535156,MNIST,Wachter,JEM Ensemble,4,6
 1,distance_from_targets,337.8727722167969,MNIST,Wachter,JEM Ensemble,4,6
@@ -19769,36 +19769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,4,6
 5,set_size_penalty,2.06764938310076,MNIST,ECCCo,JEM Ensemble,4,6
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,4,6
-1,distance,26.0,MNIST,Schut,JEM Ensemble,4,6
-1,distance_from_energy,196.88150024414062,MNIST,Schut,JEM Ensemble,4,6
-1,distance_from_targets,268.71923828125,MNIST,Schut,JEM Ensemble,4,6
-1,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,4,6
-1,set_size_penalty,2.903524735263839,MNIST,Schut,JEM Ensemble,4,6
-1,validity,1.0,MNIST,Schut,JEM Ensemble,4,6
-2,distance,26.0,MNIST,Schut,JEM Ensemble,4,6
-2,distance_from_energy,220.64259338378906,MNIST,Schut,JEM Ensemble,4,6
-2,distance_from_targets,339.6537170410156,MNIST,Schut,JEM Ensemble,4,6
-2,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,4,6
-2,set_size_penalty,2.7719750017879607,MNIST,Schut,JEM Ensemble,4,6
-2,validity,1.0,MNIST,Schut,JEM Ensemble,4,6
-3,distance,20.0,MNIST,Schut,JEM Ensemble,4,6
-3,distance_from_energy,194.7870635986328,MNIST,Schut,JEM Ensemble,4,6
-3,distance_from_targets,273.3057556152344,MNIST,Schut,JEM Ensemble,4,6
-3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,6
-3,set_size_penalty,3.1511670645573933,MNIST,Schut,JEM Ensemble,4,6
-3,validity,1.0,MNIST,Schut,JEM Ensemble,4,6
-4,distance,14.0,MNIST,Schut,JEM Ensemble,4,6
-4,distance_from_energy,184.33428955078125,MNIST,Schut,JEM Ensemble,4,6
-4,distance_from_targets,235.49928283691406,MNIST,Schut,JEM Ensemble,4,6
-4,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,4,6
-4,set_size_penalty,2.2228965672186254,MNIST,Schut,JEM Ensemble,4,6
-4,validity,1.0,MNIST,Schut,JEM Ensemble,4,6
-5,distance,24.0,MNIST,Schut,JEM Ensemble,4,6
-5,distance_from_energy,161.5062255859375,MNIST,Schut,JEM Ensemble,4,6
-5,distance_from_targets,273.42108154296875,MNIST,Schut,JEM Ensemble,4,6
-5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,4,6
-5,set_size_penalty,2.7809140575950826,MNIST,Schut,JEM Ensemble,4,6
-5,validity,1.0,MNIST,Schut,JEM Ensemble,4,6
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,6
+1,distance_from_energy,198.0985107421875,MNIST,Schut,JEM Ensemble,4,6
+1,distance_from_targets,265.5404052734375,MNIST,Schut,JEM Ensemble,4,6
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,6
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,6
+1,validity,0.0,MNIST,Schut,JEM Ensemble,4,6
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,6
+2,distance_from_energy,222.40003967285156,MNIST,Schut,JEM Ensemble,4,6
+2,distance_from_targets,337.84423828125,MNIST,Schut,JEM Ensemble,4,6
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,6
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,6
+2,validity,0.0,MNIST,Schut,JEM Ensemble,4,6
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,6
+3,distance_from_energy,194.7779083251953,MNIST,Schut,JEM Ensemble,4,6
+3,distance_from_targets,271.0362854003906,MNIST,Schut,JEM Ensemble,4,6
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,6
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,6
+3,validity,0.0,MNIST,Schut,JEM Ensemble,4,6
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,6
+4,distance_from_energy,183.94540405273438,MNIST,Schut,JEM Ensemble,4,6
+4,distance_from_targets,232.63038635253906,MNIST,Schut,JEM Ensemble,4,6
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,6
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,6
+4,validity,0.0,MNIST,Schut,JEM Ensemble,4,6
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,6
+5,distance_from_energy,162.36514282226562,MNIST,Schut,JEM Ensemble,4,6
+5,distance_from_targets,269.3202819824219,MNIST,Schut,JEM Ensemble,4,6
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,6
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,6
+5,validity,0.0,MNIST,Schut,JEM Ensemble,4,6
 6,distance,129.110595703125,MNIST,Wachter,MLP,4,6
 6,distance_from_energy,387.8800354003906,MNIST,Wachter,MLP,4,6
 6,distance_from_targets,405.8709411621094,MNIST,Wachter,MLP,4,6
@@ -19889,36 +19889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,4,6
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,4,6
 10,validity,1.0,MNIST,ECCCo,MLP,4,6
-6,distance,32.0,MNIST,Schut,MLP,4,6
-6,distance_from_energy,377.0001220703125,MNIST,Schut,MLP,4,6
-6,distance_from_targets,337.8567810058594,MNIST,Schut,MLP,4,6
-6,redundancy,0.9795918367346939,MNIST,Schut,MLP,4,6
-6,set_size_penalty,0.5709852718648911,MNIST,Schut,MLP,4,6
-6,validity,1.0,MNIST,Schut,MLP,4,6
-7,distance,8.0,MNIST,Schut,MLP,4,6
-7,distance_from_energy,381.9339904785156,MNIST,Schut,MLP,4,6
-7,distance_from_targets,217.6947784423828,MNIST,Schut,MLP,4,6
-7,redundancy,0.9948979591836735,MNIST,Schut,MLP,4,6
-7,set_size_penalty,0.5708035058100578,MNIST,Schut,MLP,4,6
+6,distance,10.0,MNIST,Schut,MLP,4,6
+6,distance_from_energy,379.7031555175781,MNIST,Schut,MLP,4,6
+6,distance_from_targets,331.3602600097656,MNIST,Schut,MLP,4,6
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,6
+6,set_size_penalty,0.0,MNIST,Schut,MLP,4,6
+6,validity,0.0,MNIST,Schut,MLP,4,6
+7,distance,8.100001335144043,MNIST,Schut,MLP,4,6
+7,distance_from_energy,382.3995666503906,MNIST,Schut,MLP,4,6
+7,distance_from_targets,216.72189331054688,MNIST,Schut,MLP,4,6
+7,redundancy,0.9885204081632653,MNIST,Schut,MLP,4,6
+7,set_size_penalty,0.5734193526853242,MNIST,Schut,MLP,4,6
 7,validity,1.0,MNIST,Schut,MLP,4,6
-8,distance,16.0,MNIST,Schut,MLP,4,6
-8,distance_from_energy,369.7758483886719,MNIST,Schut,MLP,4,6
-8,distance_from_targets,224.94674682617188,MNIST,Schut,MLP,4,6
-8,redundancy,0.9897959183673469,MNIST,Schut,MLP,4,6
-8,set_size_penalty,0.5708856326004108,MNIST,Schut,MLP,4,6
-8,validity,1.0,MNIST,Schut,MLP,4,6
-9,distance,34.0,MNIST,Schut,MLP,4,6
-9,distance_from_energy,383.3676452636719,MNIST,Schut,MLP,4,6
-9,distance_from_targets,251.0050048828125,MNIST,Schut,MLP,4,6
-9,redundancy,0.9783163265306123,MNIST,Schut,MLP,4,6
-9,set_size_penalty,0.5696411738286948,MNIST,Schut,MLP,4,6
-9,validity,1.0,MNIST,Schut,MLP,4,6
-10,distance,30.0,MNIST,Schut,MLP,4,6
-10,distance_from_energy,384.382080078125,MNIST,Schut,MLP,4,6
-10,distance_from_targets,274.3174743652344,MNIST,Schut,MLP,4,6
-10,redundancy,0.9808673469387755,MNIST,Schut,MLP,4,6
-10,set_size_penalty,0.5691493454409069,MNIST,Schut,MLP,4,6
-10,validity,1.0,MNIST,Schut,MLP,4,6
+8,distance,10.000001907348633,MNIST,Schut,MLP,4,6
+8,distance_from_energy,371.077392578125,MNIST,Schut,MLP,4,6
+8,distance_from_targets,222.63490295410156,MNIST,Schut,MLP,4,6
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,6
+8,set_size_penalty,0.0,MNIST,Schut,MLP,4,6
+8,validity,0.0,MNIST,Schut,MLP,4,6
+9,distance,10.000001907348633,MNIST,Schut,MLP,4,6
+9,distance_from_energy,383.9711608886719,MNIST,Schut,MLP,4,6
+9,distance_from_targets,248.5906524658203,MNIST,Schut,MLP,4,6
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,6
+9,set_size_penalty,0.0,MNIST,Schut,MLP,4,6
+9,validity,0.0,MNIST,Schut,MLP,4,6
+10,distance,10.0,MNIST,Schut,MLP,4,6
+10,distance_from_energy,380.924072265625,MNIST,Schut,MLP,4,6
+10,distance_from_targets,267.4930419921875,MNIST,Schut,MLP,4,6
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,6
+10,set_size_penalty,0.0,MNIST,Schut,MLP,4,6
+10,validity,0.0,MNIST,Schut,MLP,4,6
 11,distance,146.49192810058594,MNIST,Wachter,MLP Ensemble,4,6
 11,distance_from_energy,374.3487243652344,MNIST,Wachter,MLP Ensemble,4,6
 11,distance_from_targets,367.0004577636719,MNIST,Wachter,MLP Ensemble,4,6
@@ -20009,36 +20009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,4,6
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,4,6
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,4,6
-11,distance,52.0,MNIST,Schut,MLP Ensemble,4,6
-11,distance_from_energy,386.2676086425781,MNIST,Schut,MLP Ensemble,4,6
-11,distance_from_targets,294.2233581542969,MNIST,Schut,MLP Ensemble,4,6
-11,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,4,6
-11,set_size_penalty,0.39063243405417003,MNIST,Schut,MLP Ensemble,4,6
-11,validity,1.0,MNIST,Schut,MLP Ensemble,4,6
-12,distance,42.0,MNIST,Schut,MLP Ensemble,4,6
-12,distance_from_energy,363.7315673828125,MNIST,Schut,MLP Ensemble,4,6
-12,distance_from_targets,253.9080352783203,MNIST,Schut,MLP Ensemble,4,6
-12,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,4,6
-12,set_size_penalty,0.3262237464815396,MNIST,Schut,MLP Ensemble,4,6
-12,validity,1.0,MNIST,Schut,MLP Ensemble,4,6
-13,distance,40.0,MNIST,Schut,MLP Ensemble,4,6
-13,distance_from_energy,344.2090148925781,MNIST,Schut,MLP Ensemble,4,6
-13,distance_from_targets,260.2491149902344,MNIST,Schut,MLP Ensemble,4,6
-13,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,4,6
-13,set_size_penalty,0.33058773508446815,MNIST,Schut,MLP Ensemble,4,6
-13,validity,1.0,MNIST,Schut,MLP Ensemble,4,6
-14,distance,14.0,MNIST,Schut,MLP Ensemble,4,6
-14,distance_from_energy,345.3829040527344,MNIST,Schut,MLP Ensemble,4,6
-14,distance_from_targets,274.2006530761719,MNIST,Schut,MLP Ensemble,4,6
-14,redundancy,0.9910714285714286,MNIST,Schut,MLP Ensemble,4,6
-14,set_size_penalty,0.3214926161318965,MNIST,Schut,MLP Ensemble,4,6
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,4,6
+11,distance_from_energy,384.7904052734375,MNIST,Schut,MLP Ensemble,4,6
+11,distance_from_targets,280.60247802734375,MNIST,Schut,MLP Ensemble,4,6
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,6
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,6
+11,validity,0.0,MNIST,Schut,MLP Ensemble,4,6
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,6
+12,distance_from_energy,369.51019287109375,MNIST,Schut,MLP Ensemble,4,6
+12,distance_from_targets,254.26278686523438,MNIST,Schut,MLP Ensemble,4,6
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,6
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,6
+12,validity,0.0,MNIST,Schut,MLP Ensemble,4,6
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,6
+13,distance_from_energy,348.6806640625,MNIST,Schut,MLP Ensemble,4,6
+13,distance_from_targets,263.6107177734375,MNIST,Schut,MLP Ensemble,4,6
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,6
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,6
+13,validity,0.0,MNIST,Schut,MLP Ensemble,4,6
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,6
+14,distance_from_energy,344.1557312011719,MNIST,Schut,MLP Ensemble,4,6
+14,distance_from_targets,270.6101989746094,MNIST,Schut,MLP Ensemble,4,6
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,6
+14,set_size_penalty,0.681933278910068,MNIST,Schut,MLP Ensemble,4,6
 14,validity,1.0,MNIST,Schut,MLP Ensemble,4,6
-15,distance,52.0,MNIST,Schut,MLP Ensemble,4,6
-15,distance_from_energy,352.3843688964844,MNIST,Schut,MLP Ensemble,4,6
-15,distance_from_targets,329.5921936035156,MNIST,Schut,MLP Ensemble,4,6
-15,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,4,6
-15,set_size_penalty,0.3333543784535973,MNIST,Schut,MLP Ensemble,4,6
-15,validity,1.0,MNIST,Schut,MLP Ensemble,4,6
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,6
+15,distance_from_energy,358.32928466796875,MNIST,Schut,MLP Ensemble,4,6
+15,distance_from_targets,327.9832458496094,MNIST,Schut,MLP Ensemble,4,6
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,6
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,6
+15,validity,0.0,MNIST,Schut,MLP Ensemble,4,6
 16,distance,126.51689147949219,MNIST,Wachter,JEM,4,6
 16,distance_from_energy,182.71807861328125,MNIST,Wachter,JEM,4,6
 16,distance_from_targets,331.61358642578125,MNIST,Wachter,JEM,4,6
@@ -20129,36 +20129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,4,6
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,4,6
 20,validity,1.0,MNIST,ECCCo,JEM,4,6
-16,distance,24.0,MNIST,Schut,JEM,4,6
-16,distance_from_energy,187.81138610839844,MNIST,Schut,JEM,4,6
-16,distance_from_targets,257.0636291503906,MNIST,Schut,JEM,4,6
-16,redundancy,0.9846938775510204,MNIST,Schut,JEM,4,6
-16,set_size_penalty,4.501228508185155,MNIST,Schut,JEM,4,6
-16,validity,1.0,MNIST,Schut,JEM,4,6
-17,distance,34.0,MNIST,Schut,JEM,4,6
-17,distance_from_energy,208.17730712890625,MNIST,Schut,JEM,4,6
-17,distance_from_targets,312.9772644042969,MNIST,Schut,JEM,4,6
-17,redundancy,0.9783163265306123,MNIST,Schut,JEM,4,6
-17,set_size_penalty,4.502707070723665,MNIST,Schut,JEM,4,6
-17,validity,1.0,MNIST,Schut,JEM,4,6
-18,distance,12.0,MNIST,Schut,JEM,4,6
-18,distance_from_energy,192.86363220214844,MNIST,Schut,JEM,4,6
-18,distance_from_targets,249.4966278076172,MNIST,Schut,JEM,4,6
-18,redundancy,0.9923469387755102,MNIST,Schut,JEM,4,6
-18,set_size_penalty,4.5044576924266,MNIST,Schut,JEM,4,6
-18,validity,1.0,MNIST,Schut,JEM,4,6
-19,distance,34.0,MNIST,Schut,JEM,4,6
-19,distance_from_energy,186.80162048339844,MNIST,Schut,JEM,4,6
-19,distance_from_targets,285.58929443359375,MNIST,Schut,JEM,4,6
-19,redundancy,0.9783163265306123,MNIST,Schut,JEM,4,6
-19,set_size_penalty,4.503180291915871,MNIST,Schut,JEM,4,6
-19,validity,1.0,MNIST,Schut,JEM,4,6
-20,distance,16.0,MNIST,Schut,JEM,4,6
-20,distance_from_energy,196.34414672851562,MNIST,Schut,JEM,4,6
-20,distance_from_targets,271.20928955078125,MNIST,Schut,JEM,4,6
-20,redundancy,0.9897959183673469,MNIST,Schut,JEM,4,6
-20,set_size_penalty,4.500049384777613,MNIST,Schut,JEM,4,6
-20,validity,1.0,MNIST,Schut,JEM,4,6
+16,distance,10.000001907348633,MNIST,Schut,JEM,4,6
+16,distance_from_energy,186.2908172607422,MNIST,Schut,JEM,4,6
+16,distance_from_targets,252.35873413085938,MNIST,Schut,JEM,4,6
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,6
+16,set_size_penalty,0.0,MNIST,Schut,JEM,4,6
+16,validity,0.0,MNIST,Schut,JEM,4,6
+17,distance,10.000001907348633,MNIST,Schut,JEM,4,6
+17,distance_from_energy,207.54608154296875,MNIST,Schut,JEM,4,6
+17,distance_from_targets,308.2235412597656,MNIST,Schut,JEM,4,6
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,6
+17,set_size_penalty,0.0,MNIST,Schut,JEM,4,6
+17,validity,0.0,MNIST,Schut,JEM,4,6
+18,distance,10.000000953674316,MNIST,Schut,JEM,4,6
+18,distance_from_energy,190.5249786376953,MNIST,Schut,JEM,4,6
+18,distance_from_targets,244.79519653320312,MNIST,Schut,JEM,4,6
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,6
+18,set_size_penalty,0.0,MNIST,Schut,JEM,4,6
+18,validity,0.0,MNIST,Schut,JEM,4,6
+19,distance,10.0,MNIST,Schut,JEM,4,6
+19,distance_from_energy,189.04078674316406,MNIST,Schut,JEM,4,6
+19,distance_from_targets,280.6466369628906,MNIST,Schut,JEM,4,6
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,6
+19,set_size_penalty,0.0,MNIST,Schut,JEM,4,6
+19,validity,0.0,MNIST,Schut,JEM,4,6
+20,distance,10.000000953674316,MNIST,Schut,JEM,4,6
+20,distance_from_energy,194.3430633544922,MNIST,Schut,JEM,4,6
+20,distance_from_targets,266.9347229003906,MNIST,Schut,JEM,4,6
+20,redundancy,0.9834183673469388,MNIST,Schut,JEM,4,6
+20,set_size_penalty,0.0,MNIST,Schut,JEM,4,6
+20,validity,0.0,MNIST,Schut,JEM,4,6
 1,distance,148.26138305664062,MNIST,Wachter,JEM Ensemble,4,7
 1,distance_from_energy,199.06459045410156,MNIST,Wachter,JEM Ensemble,4,7
 1,distance_from_targets,339.1843566894531,MNIST,Wachter,JEM Ensemble,4,7
@@ -20249,36 +20249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,4,7
 5,set_size_penalty,2.0676493830948206,MNIST,ECCCo,JEM Ensemble,4,7
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,4,7
-1,distance,46.0,MNIST,Schut,JEM Ensemble,4,7
-1,distance_from_energy,203.4755859375,MNIST,Schut,JEM Ensemble,4,7
-1,distance_from_targets,274.3371887207031,MNIST,Schut,JEM Ensemble,4,7
-1,redundancy,0.9706632653061225,MNIST,Schut,JEM Ensemble,4,7
-1,set_size_penalty,2.9615997238432437,MNIST,Schut,JEM Ensemble,4,7
-1,validity,1.0,MNIST,Schut,JEM Ensemble,4,7
-2,distance,40.0,MNIST,Schut,JEM Ensemble,4,7
-2,distance_from_energy,166.5243682861328,MNIST,Schut,JEM Ensemble,4,7
-2,distance_from_targets,250.3209686279297,MNIST,Schut,JEM Ensemble,4,7
-2,redundancy,0.9744897959183674,MNIST,Schut,JEM Ensemble,4,7
-2,set_size_penalty,2.7857156405938697,MNIST,Schut,JEM Ensemble,4,7
-2,validity,1.0,MNIST,Schut,JEM Ensemble,4,7
-3,distance,6.0,MNIST,Schut,JEM Ensemble,4,7
-3,distance_from_energy,167.7559051513672,MNIST,Schut,JEM Ensemble,4,7
-3,distance_from_targets,247.2872772216797,MNIST,Schut,JEM Ensemble,4,7
-3,redundancy,0.9961734693877551,MNIST,Schut,JEM Ensemble,4,7
-3,set_size_penalty,2.532415824708158,MNIST,Schut,JEM Ensemble,4,7
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,7
+1,distance_from_energy,213.12591552734375,MNIST,Schut,JEM Ensemble,4,7
+1,distance_from_targets,277.13201904296875,MNIST,Schut,JEM Ensemble,4,7
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,4,7
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,7
+1,validity,0.0,MNIST,Schut,JEM Ensemble,4,7
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,7
+2,distance_from_energy,171.04493713378906,MNIST,Schut,JEM Ensemble,4,7
+2,distance_from_targets,249.92471313476562,MNIST,Schut,JEM Ensemble,4,7
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,7
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,7
+2,validity,0.0,MNIST,Schut,JEM Ensemble,4,7
+3,distance,4.600000381469727,MNIST,Schut,JEM Ensemble,4,7
+3,distance_from_energy,168.27215576171875,MNIST,Schut,JEM Ensemble,4,7
+3,distance_from_targets,246.80685424804688,MNIST,Schut,JEM Ensemble,4,7
+3,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,4,7
+3,set_size_penalty,3.0176266489948977,MNIST,Schut,JEM Ensemble,4,7
 3,validity,1.0,MNIST,Schut,JEM Ensemble,4,7
-4,distance,20.0,MNIST,Schut,JEM Ensemble,4,7
-4,distance_from_energy,167.77609252929688,MNIST,Schut,JEM Ensemble,4,7
-4,distance_from_targets,234.74594116210938,MNIST,Schut,JEM Ensemble,4,7
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,7
+4,distance_from_energy,167.54623413085938,MNIST,Schut,JEM Ensemble,4,7
+4,distance_from_targets,231.45928955078125,MNIST,Schut,JEM Ensemble,4,7
 4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,7
-4,set_size_penalty,3.4061164793750986,MNIST,Schut,JEM Ensemble,4,7
-4,validity,1.0,MNIST,Schut,JEM Ensemble,4,7
-5,distance,28.0,MNIST,Schut,JEM Ensemble,4,7
-5,distance_from_energy,166.46995544433594,MNIST,Schut,JEM Ensemble,4,7
-5,distance_from_targets,239.27867126464844,MNIST,Schut,JEM Ensemble,4,7
-5,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,4,7
-5,set_size_penalty,2.521214788184286,MNIST,Schut,JEM Ensemble,4,7
-5,validity,1.0,MNIST,Schut,JEM Ensemble,4,7
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,7
+4,validity,0.0,MNIST,Schut,JEM Ensemble,4,7
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,7
+5,distance_from_energy,170.71031188964844,MNIST,Schut,JEM Ensemble,4,7
+5,distance_from_targets,235.70701599121094,MNIST,Schut,JEM Ensemble,4,7
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,7
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,7
+5,validity,0.0,MNIST,Schut,JEM Ensemble,4,7
 6,distance,130.7036895751953,MNIST,Wachter,MLP,4,7
 6,distance_from_energy,388.4127197265625,MNIST,Wachter,MLP,4,7
 6,distance_from_targets,387.36431884765625,MNIST,Wachter,MLP,4,7
@@ -20369,36 +20369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,4,7
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,4,7
 10,validity,1.0,MNIST,ECCCo,MLP,4,7
-6,distance,30.0,MNIST,Schut,MLP,4,7
-6,distance_from_energy,398.8589782714844,MNIST,Schut,MLP,4,7
-6,distance_from_targets,324.6842956542969,MNIST,Schut,MLP,4,7
-6,redundancy,0.9808673469387755,MNIST,Schut,MLP,4,7
-6,set_size_penalty,0.5689297188456293,MNIST,Schut,MLP,4,7
-6,validity,1.0,MNIST,Schut,MLP,4,7
-7,distance,42.0,MNIST,Schut,MLP,4,7
-7,distance_from_energy,373.6131896972656,MNIST,Schut,MLP,4,7
-7,distance_from_targets,241.71575927734375,MNIST,Schut,MLP,4,7
-7,redundancy,0.9732142857142857,MNIST,Schut,MLP,4,7
-7,set_size_penalty,0.5693641451495677,MNIST,Schut,MLP,4,7
-7,validity,1.0,MNIST,Schut,MLP,4,7
-8,distance,32.0,MNIST,Schut,MLP,4,7
-8,distance_from_energy,364.9259338378906,MNIST,Schut,MLP,4,7
-8,distance_from_targets,243.82411193847656,MNIST,Schut,MLP,4,7
-8,redundancy,0.9795918367346939,MNIST,Schut,MLP,4,7
-8,set_size_penalty,0.5717293844525515,MNIST,Schut,MLP,4,7
-8,validity,1.0,MNIST,Schut,MLP,4,7
-9,distance,18.0,MNIST,Schut,MLP,4,7
-9,distance_from_energy,406.885009765625,MNIST,Schut,MLP,4,7
-9,distance_from_targets,259.57269287109375,MNIST,Schut,MLP,4,7
-9,redundancy,0.9885204081632653,MNIST,Schut,MLP,4,7
-9,set_size_penalty,0.5725135504248737,MNIST,Schut,MLP,4,7
-9,validity,1.0,MNIST,Schut,MLP,4,7
-10,distance,32.0,MNIST,Schut,MLP,4,7
-10,distance_from_energy,395.0731506347656,MNIST,Schut,MLP,4,7
-10,distance_from_targets,250.1643524169922,MNIST,Schut,MLP,4,7
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,4,7
-10,set_size_penalty,0.5700895829265202,MNIST,Schut,MLP,4,7
-10,validity,1.0,MNIST,Schut,MLP,4,7
+6,distance,10.000001907348633,MNIST,Schut,MLP,4,7
+6,distance_from_energy,399.97381591796875,MNIST,Schut,MLP,4,7
+6,distance_from_targets,318.6255187988281,MNIST,Schut,MLP,4,7
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,4,7
+6,set_size_penalty,0.0,MNIST,Schut,MLP,4,7
+6,validity,0.0,MNIST,Schut,MLP,4,7
+7,distance,10.000001907348633,MNIST,Schut,MLP,4,7
+7,distance_from_energy,379.8966064453125,MNIST,Schut,MLP,4,7
+7,distance_from_targets,241.4986114501953,MNIST,Schut,MLP,4,7
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,7
+7,set_size_penalty,0.0,MNIST,Schut,MLP,4,7
+7,validity,0.0,MNIST,Schut,MLP,4,7
+8,distance,10.000001907348633,MNIST,Schut,MLP,4,7
+8,distance_from_energy,370.3794250488281,MNIST,Schut,MLP,4,7
+8,distance_from_targets,246.24472045898438,MNIST,Schut,MLP,4,7
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,7
+8,set_size_penalty,0.0,MNIST,Schut,MLP,4,7
+8,validity,0.0,MNIST,Schut,MLP,4,7
+9,distance,10.000000953674316,MNIST,Schut,MLP,4,7
+9,distance_from_energy,407.4747009277344,MNIST,Schut,MLP,4,7
+9,distance_from_targets,260.42156982421875,MNIST,Schut,MLP,4,7
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,7
+9,set_size_penalty,0.0,MNIST,Schut,MLP,4,7
+9,validity,0.0,MNIST,Schut,MLP,4,7
+10,distance,10.000000953674316,MNIST,Schut,MLP,4,7
+10,distance_from_energy,393.4403381347656,MNIST,Schut,MLP,4,7
+10,distance_from_targets,245.17108154296875,MNIST,Schut,MLP,4,7
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,7
+10,set_size_penalty,0.0,MNIST,Schut,MLP,4,7
+10,validity,0.0,MNIST,Schut,MLP,4,7
 11,distance,106.82694244384766,MNIST,Wachter,MLP Ensemble,4,7
 11,distance_from_energy,339.2758483886719,MNIST,Wachter,MLP Ensemble,4,7
 11,distance_from_targets,311.7826843261719,MNIST,Wachter,MLP Ensemble,4,7
@@ -20489,36 +20489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,4,7
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,4,7
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,4,7
-11,distance,12.0,MNIST,Schut,MLP Ensemble,4,7
-11,distance_from_energy,340.4175109863281,MNIST,Schut,MLP Ensemble,4,7
-11,distance_from_targets,248.54505920410156,MNIST,Schut,MLP Ensemble,4,7
-11,redundancy,0.9923469387755102,MNIST,Schut,MLP Ensemble,4,7
-11,set_size_penalty,0.2989425458721757,MNIST,Schut,MLP Ensemble,4,7
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,7
+11,distance_from_energy,339.926025390625,MNIST,Schut,MLP Ensemble,4,7
+11,distance_from_targets,247.21202087402344,MNIST,Schut,MLP Ensemble,4,7
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,7
+11,set_size_penalty,0.41651750510671937,MNIST,Schut,MLP Ensemble,4,7
 11,validity,1.0,MNIST,Schut,MLP Ensemble,4,7
-12,distance,50.0,MNIST,Schut,MLP Ensemble,4,7
-12,distance_from_energy,341.3651428222656,MNIST,Schut,MLP Ensemble,4,7
-12,distance_from_targets,267.86041259765625,MNIST,Schut,MLP Ensemble,4,7
-12,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,4,7
-12,set_size_penalty,0.29687712734252814,MNIST,Schut,MLP Ensemble,4,7
-12,validity,1.0,MNIST,Schut,MLP Ensemble,4,7
-13,distance,46.0,MNIST,Schut,MLP Ensemble,4,7
-13,distance_from_energy,348.0428466796875,MNIST,Schut,MLP Ensemble,4,7
-13,distance_from_targets,273.6401062011719,MNIST,Schut,MLP Ensemble,4,7
-13,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,4,7
-13,set_size_penalty,0.2995115778491413,MNIST,Schut,MLP Ensemble,4,7
-13,validity,1.0,MNIST,Schut,MLP Ensemble,4,7
-14,distance,14.0,MNIST,Schut,MLP Ensemble,4,7
-14,distance_from_energy,331.4575500488281,MNIST,Schut,MLP Ensemble,4,7
-14,distance_from_targets,215.8463134765625,MNIST,Schut,MLP Ensemble,4,7
-14,redundancy,0.9910714285714286,MNIST,Schut,MLP Ensemble,4,7
-14,set_size_penalty,0.29813171966596985,MNIST,Schut,MLP Ensemble,4,7
+12,distance,10.0,MNIST,Schut,MLP Ensemble,4,7
+12,distance_from_energy,351.9190368652344,MNIST,Schut,MLP Ensemble,4,7
+12,distance_from_targets,267.2257080078125,MNIST,Schut,MLP Ensemble,4,7
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,7
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,7
+12,validity,0.0,MNIST,Schut,MLP Ensemble,4,7
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,7
+13,distance_from_energy,354.40936279296875,MNIST,Schut,MLP Ensemble,4,7
+13,distance_from_targets,269.14031982421875,MNIST,Schut,MLP Ensemble,4,7
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,7
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,7
+13,validity,0.0,MNIST,Schut,MLP Ensemble,4,7
+14,distance,10.0,MNIST,Schut,MLP Ensemble,4,7
+14,distance_from_energy,333.5508117675781,MNIST,Schut,MLP Ensemble,4,7
+14,distance_from_targets,217.4792938232422,MNIST,Schut,MLP Ensemble,4,7
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,7
+14,set_size_penalty,0.8061748194580969,MNIST,Schut,MLP Ensemble,4,7
 14,validity,1.0,MNIST,Schut,MLP Ensemble,4,7
-15,distance,30.0,MNIST,Schut,MLP Ensemble,4,7
-15,distance_from_energy,362.0266418457031,MNIST,Schut,MLP Ensemble,4,7
-15,distance_from_targets,233.99501037597656,MNIST,Schut,MLP Ensemble,4,7
-15,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,4,7
-15,set_size_penalty,0.29442441464475744,MNIST,Schut,MLP Ensemble,4,7
-15,validity,1.0,MNIST,Schut,MLP Ensemble,4,7
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,4,7
+15,distance_from_energy,364.4942626953125,MNIST,Schut,MLP Ensemble,4,7
+15,distance_from_targets,228.0750732421875,MNIST,Schut,MLP Ensemble,4,7
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,7
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,7
+15,validity,0.0,MNIST,Schut,MLP Ensemble,4,7
 16,distance,113.3265151977539,MNIST,Wachter,JEM,4,7
 16,distance_from_energy,167.85198974609375,MNIST,Wachter,JEM,4,7
 16,distance_from_targets,305.4241943359375,MNIST,Wachter,JEM,4,7
@@ -20609,36 +20609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,4,7
 20,set_size_penalty,4.499954580183362,MNIST,ECCCo,JEM,4,7
 20,validity,1.0,MNIST,ECCCo,JEM,4,7
-16,distance,14.0,MNIST,Schut,JEM,4,7
-16,distance_from_energy,174.33836364746094,MNIST,Schut,JEM,4,7
-16,distance_from_targets,234.3289794921875,MNIST,Schut,JEM,4,7
-16,redundancy,0.9910714285714286,MNIST,Schut,JEM,4,7
-16,set_size_penalty,4.500765821356865,MNIST,Schut,JEM,4,7
+16,distance,10.000001907348633,MNIST,Schut,JEM,4,7
+16,distance_from_energy,174.45591735839844,MNIST,Schut,JEM,4,7
+16,distance_from_targets,233.04617309570312,MNIST,Schut,JEM,4,7
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,4,7
+16,set_size_penalty,5.1377784768371235,MNIST,Schut,JEM,4,7
 16,validity,1.0,MNIST,Schut,JEM,4,7
-17,distance,14.0,MNIST,Schut,JEM,4,7
-17,distance_from_energy,160.30113220214844,MNIST,Schut,JEM,4,7
-17,distance_from_targets,253.42166137695312,MNIST,Schut,JEM,4,7
-17,redundancy,0.9910714285714286,MNIST,Schut,JEM,4,7
-17,set_size_penalty,4.501424452439765,MNIST,Schut,JEM,4,7
-17,validity,1.0,MNIST,Schut,JEM,4,7
-18,distance,20.0,MNIST,Schut,JEM,4,7
-18,distance_from_energy,195.6383819580078,MNIST,Schut,JEM,4,7
-18,distance_from_targets,261.8002624511719,MNIST,Schut,JEM,4,7
+17,distance,10.000001907348633,MNIST,Schut,JEM,4,7
+17,distance_from_energy,156.72323608398438,MNIST,Schut,JEM,4,7
+17,distance_from_targets,247.68629455566406,MNIST,Schut,JEM,4,7
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,7
+17,set_size_penalty,0.0,MNIST,Schut,JEM,4,7
+17,validity,0.0,MNIST,Schut,JEM,4,7
+18,distance,10.000001907348633,MNIST,Schut,JEM,4,7
+18,distance_from_energy,192.68954467773438,MNIST,Schut,JEM,4,7
+18,distance_from_targets,252.95050048828125,MNIST,Schut,JEM,4,7
 18,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,7
-18,set_size_penalty,4.500514450143117,MNIST,Schut,JEM,4,7
-18,validity,1.0,MNIST,Schut,JEM,4,7
-19,distance,24.0,MNIST,Schut,JEM,4,7
-19,distance_from_energy,213.0550994873047,MNIST,Schut,JEM,4,7
-19,distance_from_targets,291.3262634277344,MNIST,Schut,JEM,4,7
-19,redundancy,0.9846938775510204,MNIST,Schut,JEM,4,7
-19,set_size_penalty,4.501964145871326,MNIST,Schut,JEM,4,7
-19,validity,1.0,MNIST,Schut,JEM,4,7
-20,distance,18.0,MNIST,Schut,JEM,4,7
-20,distance_from_energy,240.18504333496094,MNIST,Schut,JEM,4,7
-20,distance_from_targets,260.5225830078125,MNIST,Schut,JEM,4,7
-20,redundancy,0.9885204081632653,MNIST,Schut,JEM,4,7
-20,set_size_penalty,4.507487252790152,MNIST,Schut,JEM,4,7
-20,validity,1.0,MNIST,Schut,JEM,4,7
+18,set_size_penalty,0.0,MNIST,Schut,JEM,4,7
+18,validity,0.0,MNIST,Schut,JEM,4,7
+19,distance,10.000001907348633,MNIST,Schut,JEM,4,7
+19,distance_from_energy,212.09693908691406,MNIST,Schut,JEM,4,7
+19,distance_from_targets,286.90948486328125,MNIST,Schut,JEM,4,7
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,7
+19,set_size_penalty,0.0,MNIST,Schut,JEM,4,7
+19,validity,0.0,MNIST,Schut,JEM,4,7
+20,distance,10.000001907348633,MNIST,Schut,JEM,4,7
+20,distance_from_energy,236.2705841064453,MNIST,Schut,JEM,4,7
+20,distance_from_targets,253.87680053710938,MNIST,Schut,JEM,4,7
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,4,7
+20,set_size_penalty,0.0,MNIST,Schut,JEM,4,7
+20,validity,0.0,MNIST,Schut,JEM,4,7
 1,distance,133.27484130859375,MNIST,Wachter,JEM Ensemble,4,8
 1,distance_from_energy,190.94564819335938,MNIST,Wachter,JEM Ensemble,4,8
 1,distance_from_targets,329.4712219238281,MNIST,Wachter,JEM Ensemble,4,8
@@ -20729,36 +20729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,4,8
 5,set_size_penalty,2.0676493830953904,MNIST,ECCCo,JEM Ensemble,4,8
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,4,8
-1,distance,28.0,MNIST,Schut,JEM Ensemble,4,8
-1,distance_from_energy,185.79058837890625,MNIST,Schut,JEM Ensemble,4,8
-1,distance_from_targets,257.4502258300781,MNIST,Schut,JEM Ensemble,4,8
-1,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,4,8
-1,set_size_penalty,2.5802806854675953,MNIST,Schut,JEM Ensemble,4,8
-1,validity,1.0,MNIST,Schut,JEM Ensemble,4,8
-2,distance,4.0,MNIST,Schut,JEM Ensemble,4,8
-2,distance_from_energy,205.44073486328125,MNIST,Schut,JEM Ensemble,4,8
-2,distance_from_targets,310.61505126953125,MNIST,Schut,JEM Ensemble,4,8
-2,redundancy,0.9974489795918368,MNIST,Schut,JEM Ensemble,4,8
-2,set_size_penalty,3.109637619435011,MNIST,Schut,JEM Ensemble,4,8
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,8
+1,distance_from_energy,184.72264099121094,MNIST,Schut,JEM Ensemble,4,8
+1,distance_from_targets,252.16015625,MNIST,Schut,JEM Ensemble,4,8
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,4,8
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,8
+1,validity,0.0,MNIST,Schut,JEM Ensemble,4,8
+2,distance,3.1000008583068848,MNIST,Schut,JEM Ensemble,4,8
+2,distance_from_energy,204.73101806640625,MNIST,Schut,JEM Ensemble,4,8
+2,distance_from_targets,309.51690673828125,MNIST,Schut,JEM Ensemble,4,8
+2,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,4,8
+2,set_size_penalty,3.1679691921211015,MNIST,Schut,JEM Ensemble,4,8
 2,validity,1.0,MNIST,Schut,JEM Ensemble,4,8
-3,distance,32.0,MNIST,Schut,JEM Ensemble,4,8
-3,distance_from_energy,199.38510131835938,MNIST,Schut,JEM Ensemble,4,8
-3,distance_from_targets,328.2341003417969,MNIST,Schut,JEM Ensemble,4,8
-3,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,4,8
-3,set_size_penalty,2.7719539256871797,MNIST,Schut,JEM Ensemble,4,8
-3,validity,1.0,MNIST,Schut,JEM Ensemble,4,8
-4,distance,16.0,MNIST,Schut,JEM Ensemble,4,8
-4,distance_from_energy,184.6799774169922,MNIST,Schut,JEM Ensemble,4,8
-4,distance_from_targets,277.3457336425781,MNIST,Schut,JEM Ensemble,4,8
-4,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,4,8
-4,set_size_penalty,2.776008425166772,MNIST,Schut,JEM Ensemble,4,8
-4,validity,1.0,MNIST,Schut,JEM Ensemble,4,8
-5,distance,30.0,MNIST,Schut,JEM Ensemble,4,8
-5,distance_from_energy,185.0096435546875,MNIST,Schut,JEM Ensemble,4,8
-5,distance_from_targets,271.9181823730469,MNIST,Schut,JEM Ensemble,4,8
-5,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,4,8
-5,set_size_penalty,2.855244631778336,MNIST,Schut,JEM Ensemble,4,8
-5,validity,1.0,MNIST,Schut,JEM Ensemble,4,8
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,8
+3,distance_from_energy,197.08566284179688,MNIST,Schut,JEM Ensemble,4,8
+3,distance_from_targets,320.0281066894531,MNIST,Schut,JEM Ensemble,4,8
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,8
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,8
+3,validity,0.0,MNIST,Schut,JEM Ensemble,4,8
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,4,8
+4,distance_from_energy,186.79714965820312,MNIST,Schut,JEM Ensemble,4,8
+4,distance_from_targets,278.73126220703125,MNIST,Schut,JEM Ensemble,4,8
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,8
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,8
+4,validity,0.0,MNIST,Schut,JEM Ensemble,4,8
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,8
+5,distance_from_energy,187.9017333984375,MNIST,Schut,JEM Ensemble,4,8
+5,distance_from_targets,270.1905822753906,MNIST,Schut,JEM Ensemble,4,8
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,8
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,4,8
+5,validity,0.0,MNIST,Schut,JEM Ensemble,4,8
 6,distance,136.14828491210938,MNIST,Wachter,MLP,4,8
 6,distance_from_energy,396.2603454589844,MNIST,Wachter,MLP,4,8
 6,distance_from_targets,334.7945556640625,MNIST,Wachter,MLP,4,8
@@ -20849,36 +20849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,4,8
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,4,8
 10,validity,1.0,MNIST,ECCCo,MLP,4,8
-6,distance,36.0,MNIST,Schut,MLP,4,8
-6,distance_from_energy,408.4473876953125,MNIST,Schut,MLP,4,8
-6,distance_from_targets,268.5343322753906,MNIST,Schut,MLP,4,8
-6,redundancy,0.9770408163265306,MNIST,Schut,MLP,4,8
-6,set_size_penalty,0.5701007542330658,MNIST,Schut,MLP,4,8
-6,validity,1.0,MNIST,Schut,MLP,4,8
-7,distance,20.0,MNIST,Schut,MLP,4,8
-7,distance_from_energy,387.26422119140625,MNIST,Schut,MLP,4,8
-7,distance_from_targets,268.00897216796875,MNIST,Schut,MLP,4,8
+6,distance,10.000000953674316,MNIST,Schut,MLP,4,8
+6,distance_from_energy,411.4535827636719,MNIST,Schut,MLP,4,8
+6,distance_from_targets,265.7814025878906,MNIST,Schut,MLP,4,8
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,4,8
+6,set_size_penalty,0.0,MNIST,Schut,MLP,4,8
+6,validity,0.0,MNIST,Schut,MLP,4,8
+7,distance,10.000001907348633,MNIST,Schut,MLP,4,8
+7,distance_from_energy,386.25323486328125,MNIST,Schut,MLP,4,8
+7,distance_from_targets,262.9952697753906,MNIST,Schut,MLP,4,8
 7,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,8
-7,set_size_penalty,0.570676585880048,MNIST,Schut,MLP,4,8
-7,validity,1.0,MNIST,Schut,MLP,4,8
-8,distance,48.0,MNIST,Schut,MLP,4,8
-8,distance_from_energy,392.5398864746094,MNIST,Schut,MLP,4,8
-8,distance_from_targets,322.30419921875,MNIST,Schut,MLP,4,8
-8,redundancy,0.9693877551020408,MNIST,Schut,MLP,4,8
-8,set_size_penalty,0.5702380264423357,MNIST,Schut,MLP,4,8
-8,validity,1.0,MNIST,Schut,MLP,4,8
-9,distance,30.0,MNIST,Schut,MLP,4,8
-9,distance_from_energy,377.23687744140625,MNIST,Schut,MLP,4,8
-9,distance_from_targets,317.3119812011719,MNIST,Schut,MLP,4,8
-9,redundancy,0.9808673469387755,MNIST,Schut,MLP,4,8
-9,set_size_penalty,0.5721387154286106,MNIST,Schut,MLP,4,8
-9,validity,1.0,MNIST,Schut,MLP,4,8
-10,distance,32.0,MNIST,Schut,MLP,4,8
-10,distance_from_energy,363.3324279785156,MNIST,Schut,MLP,4,8
-10,distance_from_targets,327.906982421875,MNIST,Schut,MLP,4,8
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,4,8
-10,set_size_penalty,0.5691056029252062,MNIST,Schut,MLP,4,8
-10,validity,1.0,MNIST,Schut,MLP,4,8
+7,set_size_penalty,0.0,MNIST,Schut,MLP,4,8
+7,validity,0.0,MNIST,Schut,MLP,4,8
+8,distance,10.000000953674316,MNIST,Schut,MLP,4,8
+8,distance_from_energy,388.8826904296875,MNIST,Schut,MLP,4,8
+8,distance_from_targets,308.8265686035156,MNIST,Schut,MLP,4,8
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,8
+8,set_size_penalty,0.0,MNIST,Schut,MLP,4,8
+8,validity,0.0,MNIST,Schut,MLP,4,8
+9,distance,10.000000953674316,MNIST,Schut,MLP,4,8
+9,distance_from_energy,377.40313720703125,MNIST,Schut,MLP,4,8
+9,distance_from_targets,309.7117614746094,MNIST,Schut,MLP,4,8
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,8
+9,set_size_penalty,0.0,MNIST,Schut,MLP,4,8
+9,validity,0.0,MNIST,Schut,MLP,4,8
+10,distance,10.000001907348633,MNIST,Schut,MLP,4,8
+10,distance_from_energy,360.9604797363281,MNIST,Schut,MLP,4,8
+10,distance_from_targets,318.5050048828125,MNIST,Schut,MLP,4,8
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,8
+10,set_size_penalty,0.0,MNIST,Schut,MLP,4,8
+10,validity,0.0,MNIST,Schut,MLP,4,8
 11,distance,145.98788452148438,MNIST,Wachter,MLP Ensemble,4,8
 11,distance_from_energy,358.166015625,MNIST,Wachter,MLP Ensemble,4,8
 11,distance_from_targets,330.6936950683594,MNIST,Wachter,MLP Ensemble,4,8
@@ -20969,36 +20969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,4,8
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,4,8
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,4,8
-11,distance,40.0,MNIST,Schut,MLP Ensemble,4,8
-11,distance_from_energy,358.04156494140625,MNIST,Schut,MLP Ensemble,4,8
-11,distance_from_targets,253.96046447753906,MNIST,Schut,MLP Ensemble,4,8
-11,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,4,8
-11,set_size_penalty,0.29471919483586606,MNIST,Schut,MLP Ensemble,4,8
-11,validity,1.0,MNIST,Schut,MLP Ensemble,4,8
-12,distance,74.0,MNIST,Schut,MLP Ensemble,4,8
-12,distance_from_energy,354.65679931640625,MNIST,Schut,MLP Ensemble,4,8
-12,distance_from_targets,308.12158203125,MNIST,Schut,MLP Ensemble,4,8
-12,redundancy,0.9528061224489796,MNIST,Schut,MLP Ensemble,4,8
-12,set_size_penalty,0.31350816441669704,MNIST,Schut,MLP Ensemble,4,8
-12,validity,1.0,MNIST,Schut,MLP Ensemble,4,8
-13,distance,44.0,MNIST,Schut,MLP Ensemble,4,8
-13,distance_from_energy,345.0108337402344,MNIST,Schut,MLP Ensemble,4,8
-13,distance_from_targets,282.1741943359375,MNIST,Schut,MLP Ensemble,4,8
-13,redundancy,0.9719387755102041,MNIST,Schut,MLP Ensemble,4,8
-13,set_size_penalty,0.2976409523277648,MNIST,Schut,MLP Ensemble,4,8
-13,validity,1.0,MNIST,Schut,MLP Ensemble,4,8
-14,distance,34.0,MNIST,Schut,MLP Ensemble,4,8
-14,distance_from_energy,345.7897644042969,MNIST,Schut,MLP Ensemble,4,8
-14,distance_from_targets,300.99884033203125,MNIST,Schut,MLP Ensemble,4,8
-14,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,4,8
-14,set_size_penalty,0.30227652369197955,MNIST,Schut,MLP Ensemble,4,8
-14,validity,1.0,MNIST,Schut,MLP Ensemble,4,8
-15,distance,24.0,MNIST,Schut,MLP Ensemble,4,8
-15,distance_from_energy,351.13433837890625,MNIST,Schut,MLP Ensemble,4,8
-15,distance_from_targets,251.5301971435547,MNIST,Schut,MLP Ensemble,4,8
-15,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,4,8
-15,set_size_penalty,0.294980568619829,MNIST,Schut,MLP Ensemble,4,8
-15,validity,1.0,MNIST,Schut,MLP Ensemble,4,8
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,4,8
+11,distance_from_energy,368.5544128417969,MNIST,Schut,MLP Ensemble,4,8
+11,distance_from_targets,258.3697204589844,MNIST,Schut,MLP Ensemble,4,8
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,8
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,8
+11,validity,0.0,MNIST,Schut,MLP Ensemble,4,8
+12,distance,10.0,MNIST,Schut,MLP Ensemble,4,8
+12,distance_from_energy,367.7060241699219,MNIST,Schut,MLP Ensemble,4,8
+12,distance_from_targets,309.47900390625,MNIST,Schut,MLP Ensemble,4,8
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,8
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,8
+12,validity,0.0,MNIST,Schut,MLP Ensemble,4,8
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,8
+13,distance_from_energy,356.9920959472656,MNIST,Schut,MLP Ensemble,4,8
+13,distance_from_targets,287.57647705078125,MNIST,Schut,MLP Ensemble,4,8
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,8
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,8
+13,validity,0.0,MNIST,Schut,MLP Ensemble,4,8
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,8
+14,distance_from_energy,348.529296875,MNIST,Schut,MLP Ensemble,4,8
+14,distance_from_targets,299.9111328125,MNIST,Schut,MLP Ensemble,4,8
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,8
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,8
+14,validity,0.0,MNIST,Schut,MLP Ensemble,4,8
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,8
+15,distance_from_energy,350.53790283203125,MNIST,Schut,MLP Ensemble,4,8
+15,distance_from_targets,243.95782470703125,MNIST,Schut,MLP Ensemble,4,8
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,8
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,8
+15,validity,0.0,MNIST,Schut,MLP Ensemble,4,8
 16,distance,104.33142852783203,MNIST,Wachter,JEM,4,8
 16,distance_from_energy,224.7421875,MNIST,Wachter,JEM,4,8
 16,distance_from_targets,331.8055114746094,MNIST,Wachter,JEM,4,8
@@ -21089,36 +21089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,4,8
 20,set_size_penalty,4.499954580198879,MNIST,ECCCo,JEM,4,8
 20,validity,1.0,MNIST,ECCCo,JEM,4,8
-16,distance,6.0,MNIST,Schut,JEM,4,8
-16,distance_from_energy,177.3415069580078,MNIST,Schut,JEM,4,8
-16,distance_from_targets,262.94976806640625,MNIST,Schut,JEM,4,8
-16,redundancy,0.9961734693877551,MNIST,Schut,JEM,4,8
-16,set_size_penalty,4.500068568727289,MNIST,Schut,JEM,4,8
+16,distance,4.000000476837158,MNIST,Schut,JEM,4,8
+16,distance_from_energy,176.34535217285156,MNIST,Schut,JEM,4,8
+16,distance_from_targets,262.3541564941406,MNIST,Schut,JEM,4,8
+16,redundancy,0.9936224489795918,MNIST,Schut,JEM,4,8
+16,set_size_penalty,4.5054051029020625,MNIST,Schut,JEM,4,8
 16,validity,1.0,MNIST,Schut,JEM,4,8
-17,distance,30.0,MNIST,Schut,JEM,4,8
-17,distance_from_energy,194.62535095214844,MNIST,Schut,JEM,4,8
-17,distance_from_targets,293.1858825683594,MNIST,Schut,JEM,4,8
-17,redundancy,0.9808673469387755,MNIST,Schut,JEM,4,8
-17,set_size_penalty,4.502288430760154,MNIST,Schut,JEM,4,8
-17,validity,1.0,MNIST,Schut,JEM,4,8
-18,distance,12.0,MNIST,Schut,JEM,4,8
-18,distance_from_energy,221.77725219726562,MNIST,Schut,JEM,4,8
-18,distance_from_targets,323.3125,MNIST,Schut,JEM,4,8
-18,redundancy,0.9923469387755102,MNIST,Schut,JEM,4,8
-18,set_size_penalty,4.5000129935703725,MNIST,Schut,JEM,4,8
+17,distance,10.000001907348633,MNIST,Schut,JEM,4,8
+17,distance_from_energy,191.12318420410156,MNIST,Schut,JEM,4,8
+17,distance_from_targets,289.8460388183594,MNIST,Schut,JEM,4,8
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,4,8
+17,set_size_penalty,0.0,MNIST,Schut,JEM,4,8
+17,validity,0.0,MNIST,Schut,JEM,4,8
+18,distance,10.000001907348633,MNIST,Schut,JEM,4,8
+18,distance_from_energy,221.12965393066406,MNIST,Schut,JEM,4,8
+18,distance_from_targets,320.66796875,MNIST,Schut,JEM,4,8
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,4,8
+18,set_size_penalty,4.543249514551892,MNIST,Schut,JEM,4,8
 18,validity,1.0,MNIST,Schut,JEM,4,8
-19,distance,10.0,MNIST,Schut,JEM,4,8
-19,distance_from_energy,178.76876831054688,MNIST,Schut,JEM,4,8
-19,distance_from_targets,253.869384765625,MNIST,Schut,JEM,4,8
-19,redundancy,0.9936224489795918,MNIST,Schut,JEM,4,8
-19,set_size_penalty,4.5005579665608,MNIST,Schut,JEM,4,8
+19,distance,8.30000114440918,MNIST,Schut,JEM,4,8
+19,distance_from_energy,179.8113250732422,MNIST,Schut,JEM,4,8
+19,distance_from_targets,253.8799591064453,MNIST,Schut,JEM,4,8
+19,redundancy,0.9885204081632653,MNIST,Schut,JEM,4,8
+19,set_size_penalty,4.506379187423833,MNIST,Schut,JEM,4,8
 19,validity,1.0,MNIST,Schut,JEM,4,8
-20,distance,14.0,MNIST,Schut,JEM,4,8
-20,distance_from_energy,199.48219299316406,MNIST,Schut,JEM,4,8
-20,distance_from_targets,298.6259765625,MNIST,Schut,JEM,4,8
-20,redundancy,0.9910714285714286,MNIST,Schut,JEM,4,8
-20,set_size_penalty,4.507978349546239,MNIST,Schut,JEM,4,8
-20,validity,1.0,MNIST,Schut,JEM,4,8
+20,distance,10.000001907348633,MNIST,Schut,JEM,4,8
+20,distance_from_energy,199.11697387695312,MNIST,Schut,JEM,4,8
+20,distance_from_targets,296.6654968261719,MNIST,Schut,JEM,4,8
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,4,8
+20,set_size_penalty,0.0,MNIST,Schut,JEM,4,8
+20,validity,0.0,MNIST,Schut,JEM,4,8
 1,distance,110.24036407470703,MNIST,Wachter,JEM Ensemble,4,9
 1,distance_from_energy,166.03118896484375,MNIST,Wachter,JEM Ensemble,4,9
 1,distance_from_targets,301.1292419433594,MNIST,Wachter,JEM Ensemble,4,9
@@ -21209,35 +21209,35 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,4,9
 5,set_size_penalty,2.0676493830948237,MNIST,ECCCo,JEM Ensemble,4,9
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,4,9
-1,distance,12.0,MNIST,Schut,JEM Ensemble,4,9
-1,distance_from_energy,159.26153564453125,MNIST,Schut,JEM Ensemble,4,9
-1,distance_from_targets,236.56275939941406,MNIST,Schut,JEM Ensemble,4,9
-1,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,4,9
-1,set_size_penalty,2.89229899686173,MNIST,Schut,JEM Ensemble,4,9
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,9
+1,distance_from_energy,158.5732879638672,MNIST,Schut,JEM Ensemble,4,9
+1,distance_from_targets,234.7884979248047,MNIST,Schut,JEM Ensemble,4,9
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,9
+1,set_size_penalty,3.1063611571418477,MNIST,Schut,JEM Ensemble,4,9
 1,validity,1.0,MNIST,Schut,JEM Ensemble,4,9
-2,distance,6.0,MNIST,Schut,JEM Ensemble,4,9
-2,distance_from_energy,159.39047241210938,MNIST,Schut,JEM Ensemble,4,9
-2,distance_from_targets,217.19100952148438,MNIST,Schut,JEM Ensemble,4,9
-2,redundancy,0.9961734693877551,MNIST,Schut,JEM Ensemble,4,9
-2,set_size_penalty,3.3490347458653735,MNIST,Schut,JEM Ensemble,4,9
+2,distance,6.600000381469727,MNIST,Schut,JEM Ensemble,4,9
+2,distance_from_energy,156.6393280029297,MNIST,Schut,JEM Ensemble,4,9
+2,distance_from_targets,212.92935180664062,MNIST,Schut,JEM Ensemble,4,9
+2,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,4,9
+2,set_size_penalty,2.9466719701529995,MNIST,Schut,JEM Ensemble,4,9
 2,validity,1.0,MNIST,Schut,JEM Ensemble,4,9
-3,distance,6.0,MNIST,Schut,JEM Ensemble,4,9
-3,distance_from_energy,171.32713317871094,MNIST,Schut,JEM Ensemble,4,9
-3,distance_from_targets,245.5045166015625,MNIST,Schut,JEM Ensemble,4,9
-3,redundancy,0.9961734693877551,MNIST,Schut,JEM Ensemble,4,9
-3,set_size_penalty,2.3142482189131073,MNIST,Schut,JEM Ensemble,4,9
+3,distance,6.000000953674316,MNIST,Schut,JEM Ensemble,4,9
+3,distance_from_energy,170.78973388671875,MNIST,Schut,JEM Ensemble,4,9
+3,distance_from_targets,244.90533447265625,MNIST,Schut,JEM Ensemble,4,9
+3,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,4,9
+3,set_size_penalty,2.461774588121417,MNIST,Schut,JEM Ensemble,4,9
 3,validity,1.0,MNIST,Schut,JEM Ensemble,4,9
-4,distance,12.0,MNIST,Schut,JEM Ensemble,4,9
-4,distance_from_energy,146.01025390625,MNIST,Schut,JEM Ensemble,4,9
-4,distance_from_targets,214.03460693359375,MNIST,Schut,JEM Ensemble,4,9
-4,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,4,9
-4,set_size_penalty,2.349294886266116,MNIST,Schut,JEM Ensemble,4,9
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,4,9
+4,distance_from_energy,146.54518127441406,MNIST,Schut,JEM Ensemble,4,9
+4,distance_from_targets,215.01702880859375,MNIST,Schut,JEM Ensemble,4,9
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,4,9
+4,set_size_penalty,2.7923907117050386,MNIST,Schut,JEM Ensemble,4,9
 4,validity,1.0,MNIST,Schut,JEM Ensemble,4,9
-5,distance,10.0,MNIST,Schut,JEM Ensemble,4,9
-5,distance_from_energy,169.8999481201172,MNIST,Schut,JEM Ensemble,4,9
-5,distance_from_targets,230.7572479248047,MNIST,Schut,JEM Ensemble,4,9
-5,redundancy,0.9936224489795918,MNIST,Schut,JEM Ensemble,4,9
-5,set_size_penalty,2.5902111095310754,MNIST,Schut,JEM Ensemble,4,9
+5,distance,9.900001525878906,MNIST,Schut,JEM Ensemble,4,9
+5,distance_from_energy,169.61785888671875,MNIST,Schut,JEM Ensemble,4,9
+5,distance_from_targets,229.86764526367188,MNIST,Schut,JEM Ensemble,4,9
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,4,9
+5,set_size_penalty,2.612854488045516,MNIST,Schut,JEM Ensemble,4,9
 5,validity,1.0,MNIST,Schut,JEM Ensemble,4,9
 6,distance,125.79582214355469,MNIST,Wachter,MLP,4,9
 6,distance_from_energy,363.44683837890625,MNIST,Wachter,MLP,4,9
@@ -21329,36 +21329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,4,9
 10,set_size_penalty,0.5677441020768259,MNIST,ECCCo,MLP,4,9
 10,validity,1.0,MNIST,ECCCo,MLP,4,9
-6,distance,20.0,MNIST,Schut,MLP,4,9
-6,distance_from_energy,390.7830810546875,MNIST,Schut,MLP,4,9
-6,distance_from_targets,246.89871215820312,MNIST,Schut,MLP,4,9
-6,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,9
-6,set_size_penalty,0.569647868045887,MNIST,Schut,MLP,4,9
-6,validity,1.0,MNIST,Schut,MLP,4,9
-7,distance,14.0,MNIST,Schut,MLP,4,9
-7,distance_from_energy,366.1881103515625,MNIST,Schut,MLP,4,9
-7,distance_from_targets,224.41632080078125,MNIST,Schut,MLP,4,9
-7,redundancy,0.9910714285714286,MNIST,Schut,MLP,4,9
-7,set_size_penalty,0.5713852967911801,MNIST,Schut,MLP,4,9
-7,validity,1.0,MNIST,Schut,MLP,4,9
-8,distance,14.0,MNIST,Schut,MLP,4,9
-8,distance_from_energy,376.2314147949219,MNIST,Schut,MLP,4,9
-8,distance_from_targets,230.37539672851562,MNIST,Schut,MLP,4,9
-8,redundancy,0.9910714285714286,MNIST,Schut,MLP,4,9
-8,set_size_penalty,0.5705084667223304,MNIST,Schut,MLP,4,9
-8,validity,1.0,MNIST,Schut,MLP,4,9
-9,distance,8.0,MNIST,Schut,MLP,4,9
-9,distance_from_energy,404.4786682128906,MNIST,Schut,MLP,4,9
-9,distance_from_targets,237.3875274658203,MNIST,Schut,MLP,4,9
-9,redundancy,0.9948979591836735,MNIST,Schut,MLP,4,9
-9,set_size_penalty,0.5681543193980418,MNIST,Schut,MLP,4,9
+6,distance,10.000000953674316,MNIST,Schut,MLP,4,9
+6,distance_from_energy,391.082763671875,MNIST,Schut,MLP,4,9
+6,distance_from_targets,243.365478515625,MNIST,Schut,MLP,4,9
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,4,9
+6,set_size_penalty,0.0,MNIST,Schut,MLP,4,9
+6,validity,0.0,MNIST,Schut,MLP,4,9
+7,distance,10.000001907348633,MNIST,Schut,MLP,4,9
+7,distance_from_energy,366.3813781738281,MNIST,Schut,MLP,4,9
+7,distance_from_targets,223.1955108642578,MNIST,Schut,MLP,4,9
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,9
+7,set_size_penalty,0.0,MNIST,Schut,MLP,4,9
+7,validity,0.0,MNIST,Schut,MLP,4,9
+8,distance,10.000001907348633,MNIST,Schut,MLP,4,9
+8,distance_from_energy,376.7684020996094,MNIST,Schut,MLP,4,9
+8,distance_from_targets,230.28855895996094,MNIST,Schut,MLP,4,9
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,9
+8,set_size_penalty,0.0,MNIST,Schut,MLP,4,9
+8,validity,0.0,MNIST,Schut,MLP,4,9
+9,distance,6.900001525878906,MNIST,Schut,MLP,4,9
+9,distance_from_energy,403.4848327636719,MNIST,Schut,MLP,4,9
+9,distance_from_targets,236.02406311035156,MNIST,Schut,MLP,4,9
+9,redundancy,0.9910714285714286,MNIST,Schut,MLP,4,9
+9,set_size_penalty,0.5714994035793259,MNIST,Schut,MLP,4,9
 9,validity,1.0,MNIST,Schut,MLP,4,9
-10,distance,24.0,MNIST,Schut,MLP,4,9
-10,distance_from_energy,361.716796875,MNIST,Schut,MLP,4,9
-10,distance_from_targets,256.12030029296875,MNIST,Schut,MLP,4,9
-10,redundancy,0.9846938775510204,MNIST,Schut,MLP,4,9
-10,set_size_penalty,0.5689268585446086,MNIST,Schut,MLP,4,9
-10,validity,1.0,MNIST,Schut,MLP,4,9
+10,distance,10.000000953674316,MNIST,Schut,MLP,4,9
+10,distance_from_energy,364.57855224609375,MNIST,Schut,MLP,4,9
+10,distance_from_targets,256.42974853515625,MNIST,Schut,MLP,4,9
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,4,9
+10,set_size_penalty,0.0,MNIST,Schut,MLP,4,9
+10,validity,0.0,MNIST,Schut,MLP,4,9
 11,distance,109.00471496582031,MNIST,Wachter,MLP Ensemble,4,9
 11,distance_from_energy,328.0291748046875,MNIST,Wachter,MLP Ensemble,4,9
 11,distance_from_targets,341.78619384765625,MNIST,Wachter,MLP Ensemble,4,9
@@ -21449,35 +21449,35 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,4,9
 15,set_size_penalty,0.29192419710652784,MNIST,ECCCo,MLP Ensemble,4,9
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,4,9
-11,distance,24.0,MNIST,Schut,MLP Ensemble,4,9
-11,distance_from_energy,329.508544921875,MNIST,Schut,MLP Ensemble,4,9
-11,distance_from_targets,280.51312255859375,MNIST,Schut,MLP Ensemble,4,9
-11,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,4,9
-11,set_size_penalty,0.3051233028268625,MNIST,Schut,MLP Ensemble,4,9
-11,validity,1.0,MNIST,Schut,MLP Ensemble,4,9
-12,distance,22.0,MNIST,Schut,MLP Ensemble,4,9
-12,distance_from_energy,360.9110107421875,MNIST,Schut,MLP Ensemble,4,9
-12,distance_from_targets,258.0852966308594,MNIST,Schut,MLP Ensemble,4,9
-12,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,4,9
-12,set_size_penalty,0.29746704010306346,MNIST,Schut,MLP Ensemble,4,9
-12,validity,1.0,MNIST,Schut,MLP Ensemble,4,9
-13,distance,10.0,MNIST,Schut,MLP Ensemble,4,9
-13,distance_from_energy,339.0037841796875,MNIST,Schut,MLP Ensemble,4,9
-13,distance_from_targets,234.20425415039062,MNIST,Schut,MLP Ensemble,4,9
-13,redundancy,0.9936224489795918,MNIST,Schut,MLP Ensemble,4,9
-13,set_size_penalty,0.2952770036360226,MNIST,Schut,MLP Ensemble,4,9
+11,distance,10.0,MNIST,Schut,MLP Ensemble,4,9
+11,distance_from_energy,334.3189697265625,MNIST,Schut,MLP Ensemble,4,9
+11,distance_from_targets,285.01446533203125,MNIST,Schut,MLP Ensemble,4,9
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,9
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,9
+11,validity,0.0,MNIST,Schut,MLP Ensemble,4,9
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,4,9
+12,distance_from_energy,362.8165283203125,MNIST,Schut,MLP Ensemble,4,9
+12,distance_from_targets,257.1095275878906,MNIST,Schut,MLP Ensemble,4,9
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,9
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,4,9
+12,validity,0.0,MNIST,Schut,MLP Ensemble,4,9
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,4,9
+13,distance_from_energy,338.3295593261719,MNIST,Schut,MLP Ensemble,4,9
+13,distance_from_targets,234.0092010498047,MNIST,Schut,MLP Ensemble,4,9
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,9
+13,set_size_penalty,0.3193382429101812,MNIST,Schut,MLP Ensemble,4,9
 13,validity,1.0,MNIST,Schut,MLP Ensemble,4,9
-14,distance,14.0,MNIST,Schut,MLP Ensemble,4,9
-14,distance_from_energy,332.533935546875,MNIST,Schut,MLP Ensemble,4,9
-14,distance_from_targets,255.22293090820312,MNIST,Schut,MLP Ensemble,4,9
-14,redundancy,0.9910714285714286,MNIST,Schut,MLP Ensemble,4,9
-14,set_size_penalty,0.29528032452699526,MNIST,Schut,MLP Ensemble,4,9
+14,distance,10.0,MNIST,Schut,MLP Ensemble,4,9
+14,distance_from_energy,332.9280090332031,MNIST,Schut,MLP Ensemble,4,9
+14,distance_from_targets,254.59902954101562,MNIST,Schut,MLP Ensemble,4,9
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,4,9
+14,set_size_penalty,0.9055893388554872,MNIST,Schut,MLP Ensemble,4,9
 14,validity,1.0,MNIST,Schut,MLP Ensemble,4,9
-15,distance,6.0,MNIST,Schut,MLP Ensemble,4,9
-15,distance_from_energy,325.6697998046875,MNIST,Schut,MLP Ensemble,4,9
-15,distance_from_targets,230.7936248779297,MNIST,Schut,MLP Ensemble,4,9
-15,redundancy,0.9961734693877551,MNIST,Schut,MLP Ensemble,4,9
-15,set_size_penalty,0.29274499282996325,MNIST,Schut,MLP Ensemble,4,9
+15,distance,5.000000476837158,MNIST,Schut,MLP Ensemble,4,9
+15,distance_from_energy,324.9866027832031,MNIST,Schut,MLP Ensemble,4,9
+15,distance_from_targets,229.0710906982422,MNIST,Schut,MLP Ensemble,4,9
+15,redundancy,0.9936224489795918,MNIST,Schut,MLP Ensemble,4,9
+15,set_size_penalty,0.2956383611422595,MNIST,Schut,MLP Ensemble,4,9
 15,validity,1.0,MNIST,Schut,MLP Ensemble,4,9
 16,distance,107.75949096679688,MNIST,Wachter,JEM,4,9
 16,distance_from_energy,194.1939239501953,MNIST,Wachter,JEM,4,9
@@ -21569,35 +21569,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,4,9
 20,set_size_penalty,4.499954580172135,MNIST,ECCCo,JEM,4,9
 20,validity,1.0,MNIST,ECCCo,JEM,4,9
-16,distance,4.0,MNIST,Schut,JEM,4,9
-16,distance_from_energy,155.726318359375,MNIST,Schut,JEM,4,9
-16,distance_from_targets,227.59388732910156,MNIST,Schut,JEM,4,9
-16,redundancy,0.9974489795918368,MNIST,Schut,JEM,4,9
-16,set_size_penalty,4.5035930763621685,MNIST,Schut,JEM,4,9
+16,distance,3.90000057220459,MNIST,Schut,JEM,4,9
+16,distance_from_energy,155.58387756347656,MNIST,Schut,JEM,4,9
+16,distance_from_targets,227.5701904296875,MNIST,Schut,JEM,4,9
+16,redundancy,0.9948979591836735,MNIST,Schut,JEM,4,9
+16,set_size_penalty,4.508197389119596,MNIST,Schut,JEM,4,9
 16,validity,1.0,MNIST,Schut,JEM,4,9
-17,distance,8.0,MNIST,Schut,JEM,4,9
-17,distance_from_energy,157.36061096191406,MNIST,Schut,JEM,4,9
-17,distance_from_targets,230.0323486328125,MNIST,Schut,JEM,4,9
-17,redundancy,0.9948979591836735,MNIST,Schut,JEM,4,9
-17,set_size_penalty,4.5001832613723005,MNIST,Schut,JEM,4,9
+17,distance,7.100000381469727,MNIST,Schut,JEM,4,9
+17,distance_from_energy,157.5865478515625,MNIST,Schut,JEM,4,9
+17,distance_from_targets,230.20541381835938,MNIST,Schut,JEM,4,9
+17,redundancy,0.9897959183673469,MNIST,Schut,JEM,4,9
+17,set_size_penalty,4.507426459932871,MNIST,Schut,JEM,4,9
 17,validity,1.0,MNIST,Schut,JEM,4,9
-18,distance,12.0,MNIST,Schut,JEM,4,9
-18,distance_from_energy,186.51039123535156,MNIST,Schut,JEM,4,9
-18,distance_from_targets,252.4821319580078,MNIST,Schut,JEM,4,9
-18,redundancy,0.9923469387755102,MNIST,Schut,JEM,4,9
-18,set_size_penalty,4.500429251204119,MNIST,Schut,JEM,4,9
+18,distance,10.000001907348633,MNIST,Schut,JEM,4,9
+18,distance_from_energy,187.18505859375,MNIST,Schut,JEM,4,9
+18,distance_from_targets,251.7045440673828,MNIST,Schut,JEM,4,9
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,4,9
+18,set_size_penalty,4.5698377393457115,MNIST,Schut,JEM,4,9
 18,validity,1.0,MNIST,Schut,JEM,4,9
-19,distance,4.0,MNIST,Schut,JEM,4,9
-19,distance_from_energy,157.69760131835938,MNIST,Schut,JEM,4,9
-19,distance_from_targets,234.0785675048828,MNIST,Schut,JEM,4,9
-19,redundancy,0.9974489795918368,MNIST,Schut,JEM,4,9
-19,set_size_penalty,4.50008357992068,MNIST,Schut,JEM,4,9
+19,distance,2.700000286102295,MNIST,Schut,JEM,4,9
+19,distance_from_energy,157.35862731933594,MNIST,Schut,JEM,4,9
+19,distance_from_targets,233.04421997070312,MNIST,Schut,JEM,4,9
+19,redundancy,0.9948979591836735,MNIST,Schut,JEM,4,9
+19,set_size_penalty,4.50731287923125,MNIST,Schut,JEM,4,9
 19,validity,1.0,MNIST,Schut,JEM,4,9
-20,distance,6.0,MNIST,Schut,JEM,4,9
-20,distance_from_energy,144.93624877929688,MNIST,Schut,JEM,4,9
-20,distance_from_targets,234.56488037109375,MNIST,Schut,JEM,4,9
-20,redundancy,0.9961734693877551,MNIST,Schut,JEM,4,9
-20,set_size_penalty,4.504080285844293,MNIST,Schut,JEM,4,9
+20,distance,6.100000858306885,MNIST,Schut,JEM,4,9
+20,distance_from_energy,144.76629638671875,MNIST,Schut,JEM,4,9
+20,distance_from_targets,235.2812042236328,MNIST,Schut,JEM,4,9
+20,redundancy,0.9910714285714286,MNIST,Schut,JEM,4,9
+20,set_size_penalty,4.508940533493447,MNIST,Schut,JEM,4,9
 20,validity,1.0,MNIST,Schut,JEM,4,9
 1,distance,110.90489196777344,MNIST,Wachter,JEM Ensemble,5,0
 1,distance_from_energy,190.92364501953125,MNIST,Wachter,JEM Ensemble,5,0
@@ -21689,36 +21689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,5,0
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,5,0
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,5,0
-1,distance,10.0,MNIST,Schut,JEM Ensemble,5,0
-1,distance_from_energy,183.3258056640625,MNIST,Schut,JEM Ensemble,5,0
-1,distance_from_targets,312.0159912109375,MNIST,Schut,JEM Ensemble,5,0
-1,redundancy,0.9936224489795918,MNIST,Schut,JEM Ensemble,5,0
-1,set_size_penalty,2.5379751848460916,MNIST,Schut,JEM Ensemble,5,0
+1,distance,9.000001907348633,MNIST,Schut,JEM Ensemble,5,0
+1,distance_from_energy,181.9240264892578,MNIST,Schut,JEM Ensemble,5,0
+1,distance_from_targets,309.0137023925781,MNIST,Schut,JEM Ensemble,5,0
+1,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,5,0
+1,set_size_penalty,2.6917351533641365,MNIST,Schut,JEM Ensemble,5,0
 1,validity,1.0,MNIST,Schut,JEM Ensemble,5,0
-2,distance,18.0,MNIST,Schut,JEM Ensemble,5,0
-2,distance_from_energy,195.0274658203125,MNIST,Schut,JEM Ensemble,5,0
-2,distance_from_targets,272.34423828125,MNIST,Schut,JEM Ensemble,5,0
-2,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,5,0
-2,set_size_penalty,2.863540366457668,MNIST,Schut,JEM Ensemble,5,0
-2,validity,1.0,MNIST,Schut,JEM Ensemble,5,0
-3,distance,26.0,MNIST,Schut,JEM Ensemble,5,0
-3,distance_from_energy,213.62962341308594,MNIST,Schut,JEM Ensemble,5,0
-3,distance_from_targets,363.229248046875,MNIST,Schut,JEM Ensemble,5,0
-3,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,5,0
-3,set_size_penalty,2.774282140878835,MNIST,Schut,JEM Ensemble,5,0
-3,validity,1.0,MNIST,Schut,JEM Ensemble,5,0
-4,distance,36.0,MNIST,Schut,JEM Ensemble,5,0
-4,distance_from_energy,211.31228637695312,MNIST,Schut,JEM Ensemble,5,0
-4,distance_from_targets,332.1834716796875,MNIST,Schut,JEM Ensemble,5,0
-4,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,5,0
-4,set_size_penalty,2.7811272843722623,MNIST,Schut,JEM Ensemble,5,0
-4,validity,1.0,MNIST,Schut,JEM Ensemble,5,0
-5,distance,20.0,MNIST,Schut,JEM Ensemble,5,0
-5,distance_from_energy,218.2437744140625,MNIST,Schut,JEM Ensemble,5,0
-5,distance_from_targets,325.4125671386719,MNIST,Schut,JEM Ensemble,5,0
-5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,0
-5,set_size_penalty,2.7947535134075214,MNIST,Schut,JEM Ensemble,5,0
-5,validity,1.0,MNIST,Schut,JEM Ensemble,5,0
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,0
+2,distance_from_energy,191.64613342285156,MNIST,Schut,JEM Ensemble,5,0
+2,distance_from_targets,266.65411376953125,MNIST,Schut,JEM Ensemble,5,0
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,5,0
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,0
+2,validity,0.0,MNIST,Schut,JEM Ensemble,5,0
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,0
+3,distance_from_energy,211.22357177734375,MNIST,Schut,JEM Ensemble,5,0
+3,distance_from_targets,359.2156066894531,MNIST,Schut,JEM Ensemble,5,0
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,5,0
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,0
+3,validity,0.0,MNIST,Schut,JEM Ensemble,5,0
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,0
+4,distance_from_energy,208.7438507080078,MNIST,Schut,JEM Ensemble,5,0
+4,distance_from_targets,327.54449462890625,MNIST,Schut,JEM Ensemble,5,0
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,0
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,0
+4,validity,0.0,MNIST,Schut,JEM Ensemble,5,0
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,0
+5,distance_from_energy,212.5876007080078,MNIST,Schut,JEM Ensemble,5,0
+5,distance_from_targets,315.62408447265625,MNIST,Schut,JEM Ensemble,5,0
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,5,0
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,0
+5,validity,0.0,MNIST,Schut,JEM Ensemble,5,0
 6,distance,139.1728057861328,MNIST,Wachter,MLP,5,0
 6,distance_from_energy,395.58203125,MNIST,Wachter,MLP,5,0
 6,distance_from_targets,382.6240539550781,MNIST,Wachter,MLP,5,0
@@ -21809,36 +21809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,5,0
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,5,0
 10,validity,1.0,MNIST,ECCCo,MLP,5,0
-6,distance,30.0,MNIST,Schut,MLP,5,0
-6,distance_from_energy,394.9512939453125,MNIST,Schut,MLP,5,0
-6,distance_from_targets,322.5992126464844,MNIST,Schut,MLP,5,0
-6,redundancy,0.9808673469387755,MNIST,Schut,MLP,5,0
-6,set_size_penalty,0.5715097194588459,MNIST,Schut,MLP,5,0
-6,validity,1.0,MNIST,Schut,MLP,5,0
-7,distance,20.0,MNIST,Schut,MLP,5,0
-7,distance_from_energy,373.74822998046875,MNIST,Schut,MLP,5,0
-7,distance_from_targets,276.8603515625,MNIST,Schut,MLP,5,0
-7,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,0
-7,set_size_penalty,0.5695283559861966,MNIST,Schut,MLP,5,0
-7,validity,1.0,MNIST,Schut,MLP,5,0
-8,distance,50.0,MNIST,Schut,MLP,5,0
-8,distance_from_energy,340.9936828613281,MNIST,Schut,MLP,5,0
-8,distance_from_targets,358.963134765625,MNIST,Schut,MLP,5,0
-8,redundancy,0.9681122448979592,MNIST,Schut,MLP,5,0
-8,set_size_penalty,0.5702029662019328,MNIST,Schut,MLP,5,0
-8,validity,1.0,MNIST,Schut,MLP,5,0
-9,distance,38.0,MNIST,Schut,MLP,5,0
-9,distance_from_energy,356.856201171875,MNIST,Schut,MLP,5,0
-9,distance_from_targets,279.14642333984375,MNIST,Schut,MLP,5,0
-9,redundancy,0.9757653061224489,MNIST,Schut,MLP,5,0
-9,set_size_penalty,0.5695269896242778,MNIST,Schut,MLP,5,0
-9,validity,1.0,MNIST,Schut,MLP,5,0
-10,distance,38.0,MNIST,Schut,MLP,5,0
-10,distance_from_energy,366.911376953125,MNIST,Schut,MLP,5,0
-10,distance_from_targets,343.31951904296875,MNIST,Schut,MLP,5,0
-10,redundancy,0.9757653061224489,MNIST,Schut,MLP,5,0
-10,set_size_penalty,0.5697451233208304,MNIST,Schut,MLP,5,0
-10,validity,1.0,MNIST,Schut,MLP,5,0
+6,distance,10.000001907348633,MNIST,Schut,MLP,5,0
+6,distance_from_energy,390.884765625,MNIST,Schut,MLP,5,0
+6,distance_from_targets,310.90655517578125,MNIST,Schut,MLP,5,0
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,0
+6,set_size_penalty,0.0,MNIST,Schut,MLP,5,0
+6,validity,0.0,MNIST,Schut,MLP,5,0
+7,distance,10.000001907348633,MNIST,Schut,MLP,5,0
+7,distance_from_energy,374.5703125,MNIST,Schut,MLP,5,0
+7,distance_from_targets,274.48406982421875,MNIST,Schut,MLP,5,0
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,5,0
+7,set_size_penalty,0.0,MNIST,Schut,MLP,5,0
+7,validity,0.0,MNIST,Schut,MLP,5,0
+8,distance,10.000001907348633,MNIST,Schut,MLP,5,0
+8,distance_from_energy,346.59686279296875,MNIST,Schut,MLP,5,0
+8,distance_from_targets,363.38592529296875,MNIST,Schut,MLP,5,0
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,0
+8,set_size_penalty,0.0,MNIST,Schut,MLP,5,0
+8,validity,0.0,MNIST,Schut,MLP,5,0
+9,distance,10.000000953674316,MNIST,Schut,MLP,5,0
+9,distance_from_energy,358.5521545410156,MNIST,Schut,MLP,5,0
+9,distance_from_targets,276.4968566894531,MNIST,Schut,MLP,5,0
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,0
+9,set_size_penalty,0.0,MNIST,Schut,MLP,5,0
+9,validity,0.0,MNIST,Schut,MLP,5,0
+10,distance,10.000001907348633,MNIST,Schut,MLP,5,0
+10,distance_from_energy,370.1899108886719,MNIST,Schut,MLP,5,0
+10,distance_from_targets,343.1312561035156,MNIST,Schut,MLP,5,0
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,0
+10,set_size_penalty,0.0,MNIST,Schut,MLP,5,0
+10,validity,0.0,MNIST,Schut,MLP,5,0
 11,distance,150.80325317382812,MNIST,Wachter,MLP Ensemble,5,0
 11,distance_from_energy,353.108154296875,MNIST,Wachter,MLP Ensemble,5,0
 11,distance_from_targets,426.5797119140625,MNIST,Wachter,MLP Ensemble,5,0
@@ -21929,36 +21929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,5,0
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,5,0
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,5,0
-11,distance,46.0,MNIST,Schut,MLP Ensemble,5,0
-11,distance_from_energy,347.7786865234375,MNIST,Schut,MLP Ensemble,5,0
-11,distance_from_targets,324.6639099121094,MNIST,Schut,MLP Ensemble,5,0
-11,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,5,0
-11,set_size_penalty,0.2951656637817144,MNIST,Schut,MLP Ensemble,5,0
-11,validity,1.0,MNIST,Schut,MLP Ensemble,5,0
-12,distance,38.0,MNIST,Schut,MLP Ensemble,5,0
-12,distance_from_energy,361.19879150390625,MNIST,Schut,MLP Ensemble,5,0
-12,distance_from_targets,283.88983154296875,MNIST,Schut,MLP Ensemble,5,0
-12,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,5,0
-12,set_size_penalty,0.2944722989475994,MNIST,Schut,MLP Ensemble,5,0
-12,validity,1.0,MNIST,Schut,MLP Ensemble,5,0
-13,distance,28.0,MNIST,Schut,MLP Ensemble,5,0
-13,distance_from_energy,379.5157165527344,MNIST,Schut,MLP Ensemble,5,0
-13,distance_from_targets,366.85906982421875,MNIST,Schut,MLP Ensemble,5,0
-13,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,5,0
-13,set_size_penalty,0.33250505918684903,MNIST,Schut,MLP Ensemble,5,0
-13,validity,1.0,MNIST,Schut,MLP Ensemble,5,0
-14,distance,44.0,MNIST,Schut,MLP Ensemble,5,0
-14,distance_from_energy,343.59991455078125,MNIST,Schut,MLP Ensemble,5,0
-14,distance_from_targets,349.3040771484375,MNIST,Schut,MLP Ensemble,5,0
-14,redundancy,0.9719387755102041,MNIST,Schut,MLP Ensemble,5,0
-14,set_size_penalty,0.2952413667493765,MNIST,Schut,MLP Ensemble,5,0
-14,validity,1.0,MNIST,Schut,MLP Ensemble,5,0
-15,distance,58.0,MNIST,Schut,MLP Ensemble,5,0
-15,distance_from_energy,336.630615234375,MNIST,Schut,MLP Ensemble,5,0
-15,distance_from_targets,374.3174133300781,MNIST,Schut,MLP Ensemble,5,0
-15,redundancy,0.9630102040816326,MNIST,Schut,MLP Ensemble,5,0
-15,set_size_penalty,0.31984882632042044,MNIST,Schut,MLP Ensemble,5,0
-15,validity,1.0,MNIST,Schut,MLP Ensemble,5,0
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,0
+11,distance_from_energy,350.7676696777344,MNIST,Schut,MLP Ensemble,5,0
+11,distance_from_targets,327.71270751953125,MNIST,Schut,MLP Ensemble,5,0
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,0
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,0
+11,validity,0.0,MNIST,Schut,MLP Ensemble,5,0
+12,distance,10.0,MNIST,Schut,MLP Ensemble,5,0
+12,distance_from_energy,364.5093994140625,MNIST,Schut,MLP Ensemble,5,0
+12,distance_from_targets,282.0955810546875,MNIST,Schut,MLP Ensemble,5,0
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,0
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,0
+12,validity,0.0,MNIST,Schut,MLP Ensemble,5,0
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,0
+13,distance_from_energy,378.05340576171875,MNIST,Schut,MLP Ensemble,5,0
+13,distance_from_targets,357.48431396484375,MNIST,Schut,MLP Ensemble,5,0
+13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,5,0
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,0
+13,validity,0.0,MNIST,Schut,MLP Ensemble,5,0
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,0
+14,distance_from_energy,343.19793701171875,MNIST,Schut,MLP Ensemble,5,0
+14,distance_from_targets,340.33197021484375,MNIST,Schut,MLP Ensemble,5,0
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,0
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,0
+14,validity,0.0,MNIST,Schut,MLP Ensemble,5,0
+15,distance,10.0,MNIST,Schut,MLP Ensemble,5,0
+15,distance_from_energy,343.8218994140625,MNIST,Schut,MLP Ensemble,5,0
+15,distance_from_targets,379.5074462890625,MNIST,Schut,MLP Ensemble,5,0
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,0
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,0
+15,validity,0.0,MNIST,Schut,MLP Ensemble,5,0
 16,distance,127.71278381347656,MNIST,Wachter,JEM,5,0
 16,distance_from_energy,232.4701690673828,MNIST,Wachter,JEM,5,0
 16,distance_from_targets,393.2629089355469,MNIST,Wachter,JEM,5,0
@@ -22049,35 +22049,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,5,0
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,5,0
 20,validity,1.0,MNIST,ECCCo,JEM,5,0
-16,distance,14.0,MNIST,Schut,JEM,5,0
-16,distance_from_energy,214.82533264160156,MNIST,Schut,JEM,5,0
-16,distance_from_targets,324.9615173339844,MNIST,Schut,JEM,5,0
-16,redundancy,0.9910714285714286,MNIST,Schut,JEM,5,0
-16,set_size_penalty,4.50001293765308,MNIST,Schut,JEM,5,0
-16,validity,1.0,MNIST,Schut,JEM,5,0
-17,distance,26.0,MNIST,Schut,JEM,5,0
-17,distance_from_energy,220.9236297607422,MNIST,Schut,JEM,5,0
-17,distance_from_targets,325.95819091796875,MNIST,Schut,JEM,5,0
-17,redundancy,0.9834183673469388,MNIST,Schut,JEM,5,0
-17,set_size_penalty,4.499965175783274,MNIST,Schut,JEM,5,0
-17,validity,1.0,MNIST,Schut,JEM,5,0
-18,distance,12.0,MNIST,Schut,JEM,5,0
-18,distance_from_energy,218.3381805419922,MNIST,Schut,JEM,5,0
-18,distance_from_targets,295.70849609375,MNIST,Schut,JEM,5,0
-18,redundancy,0.9923469387755102,MNIST,Schut,JEM,5,0
-18,set_size_penalty,4.50090108490268,MNIST,Schut,JEM,5,0
-18,validity,1.0,MNIST,Schut,JEM,5,0
-19,distance,24.0,MNIST,Schut,JEM,5,0
-19,distance_from_energy,221.56459045410156,MNIST,Schut,JEM,5,0
-19,distance_from_targets,329.83807373046875,MNIST,Schut,JEM,5,0
-19,redundancy,0.9846938775510204,MNIST,Schut,JEM,5,0
-19,set_size_penalty,4.5000072265087985,MNIST,Schut,JEM,5,0
-19,validity,1.0,MNIST,Schut,JEM,5,0
-20,distance,6.0,MNIST,Schut,JEM,5,0
-20,distance_from_energy,212.93797302246094,MNIST,Schut,JEM,5,0
-20,distance_from_targets,260.7209167480469,MNIST,Schut,JEM,5,0
-20,redundancy,0.9961734693877551,MNIST,Schut,JEM,5,0
-20,set_size_penalty,4.499995870632132,MNIST,Schut,JEM,5,0
+16,distance,10.000001907348633,MNIST,Schut,JEM,5,0
+16,distance_from_energy,210.68768310546875,MNIST,Schut,JEM,5,0
+16,distance_from_targets,319.64251708984375,MNIST,Schut,JEM,5,0
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,0
+16,set_size_penalty,0.0,MNIST,Schut,JEM,5,0
+16,validity,0.0,MNIST,Schut,JEM,5,0
+17,distance,10.000001907348633,MNIST,Schut,JEM,5,0
+17,distance_from_energy,218.77676391601562,MNIST,Schut,JEM,5,0
+17,distance_from_targets,320.9214782714844,MNIST,Schut,JEM,5,0
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,0
+17,set_size_penalty,0.0,MNIST,Schut,JEM,5,0
+17,validity,0.0,MNIST,Schut,JEM,5,0
+18,distance,10.000001907348633,MNIST,Schut,JEM,5,0
+18,distance_from_energy,215.5414581298828,MNIST,Schut,JEM,5,0
+18,distance_from_targets,289.99432373046875,MNIST,Schut,JEM,5,0
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,0
+18,set_size_penalty,0.0,MNIST,Schut,JEM,5,0
+18,validity,0.0,MNIST,Schut,JEM,5,0
+19,distance,10.000001907348633,MNIST,Schut,JEM,5,0
+19,distance_from_energy,216.26409912109375,MNIST,Schut,JEM,5,0
+19,distance_from_targets,321.70318603515625,MNIST,Schut,JEM,5,0
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,0
+19,set_size_penalty,0.0,MNIST,Schut,JEM,5,0
+19,validity,0.0,MNIST,Schut,JEM,5,0
+20,distance,5.40000057220459,MNIST,Schut,JEM,5,0
+20,distance_from_energy,212.43618774414062,MNIST,Schut,JEM,5,0
+20,distance_from_targets,259.1388854980469,MNIST,Schut,JEM,5,0
+20,redundancy,0.9923469387755102,MNIST,Schut,JEM,5,0
+20,set_size_penalty,4.5038197008531276,MNIST,Schut,JEM,5,0
 20,validity,1.0,MNIST,Schut,JEM,5,0
 1,distance,126.67607116699219,MNIST,Wachter,JEM Ensemble,5,1
 1,distance_from_energy,190.1341552734375,MNIST,Wachter,JEM Ensemble,5,1
@@ -22169,36 +22169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,5,1
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,5,1
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,5,1
-1,distance,24.0,MNIST,Schut,JEM Ensemble,5,1
-1,distance_from_energy,166.58267211914062,MNIST,Schut,JEM Ensemble,5,1
-1,distance_from_targets,244.46385192871094,MNIST,Schut,JEM Ensemble,5,1
-1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,5,1
-1,set_size_penalty,2.5320901485782095,MNIST,Schut,JEM Ensemble,5,1
-1,validity,1.0,MNIST,Schut,JEM Ensemble,5,1
-2,distance,4.0,MNIST,Schut,JEM Ensemble,5,1
-2,distance_from_energy,199.0159912109375,MNIST,Schut,JEM Ensemble,5,1
-2,distance_from_targets,248.12734985351562,MNIST,Schut,JEM Ensemble,5,1
-2,redundancy,0.9974489795918368,MNIST,Schut,JEM Ensemble,5,1
-2,set_size_penalty,2.768529638931771,MNIST,Schut,JEM Ensemble,5,1
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,1
+1,distance_from_energy,167.67300415039062,MNIST,Schut,JEM Ensemble,5,1
+1,distance_from_targets,242.89732360839844,MNIST,Schut,JEM Ensemble,5,1
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,1
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,1
+1,validity,0.0,MNIST,Schut,JEM Ensemble,5,1
+2,distance,2.6000003814697266,MNIST,Schut,JEM Ensemble,5,1
+2,distance_from_energy,197.41600036621094,MNIST,Schut,JEM Ensemble,5,1
+2,distance_from_targets,245.23915100097656,MNIST,Schut,JEM Ensemble,5,1
+2,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,5,1
+2,set_size_penalty,3.1011064396970953,MNIST,Schut,JEM Ensemble,5,1
 2,validity,1.0,MNIST,Schut,JEM Ensemble,5,1
-3,distance,32.0,MNIST,Schut,JEM Ensemble,5,1
-3,distance_from_energy,198.78631591796875,MNIST,Schut,JEM Ensemble,5,1
-3,distance_from_targets,274.6716613769531,MNIST,Schut,JEM Ensemble,5,1
-3,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,5,1
-3,set_size_penalty,2.9606012710005754,MNIST,Schut,JEM Ensemble,5,1
-3,validity,1.0,MNIST,Schut,JEM Ensemble,5,1
-4,distance,22.0,MNIST,Schut,JEM Ensemble,5,1
-4,distance_from_energy,168.2552947998047,MNIST,Schut,JEM Ensemble,5,1
-4,distance_from_targets,249.97755432128906,MNIST,Schut,JEM Ensemble,5,1
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,1
+3,distance_from_energy,202.39500427246094,MNIST,Schut,JEM Ensemble,5,1
+3,distance_from_targets,272.0555725097656,MNIST,Schut,JEM Ensemble,5,1
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,1
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,1
+3,validity,0.0,MNIST,Schut,JEM Ensemble,5,1
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,1
+4,distance_from_energy,168.6811981201172,MNIST,Schut,JEM Ensemble,5,1
+4,distance_from_targets,245.70587158203125,MNIST,Schut,JEM Ensemble,5,1
 4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,5,1
-4,set_size_penalty,3.467845520428561,MNIST,Schut,JEM Ensemble,5,1
-4,validity,1.0,MNIST,Schut,JEM Ensemble,5,1
-5,distance,24.0,MNIST,Schut,JEM Ensemble,5,1
-5,distance_from_energy,180.9765625,MNIST,Schut,JEM Ensemble,5,1
-5,distance_from_targets,244.53955078125,MNIST,Schut,JEM Ensemble,5,1
-5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,5,1
-5,set_size_penalty,2.559579632421567,MNIST,Schut,JEM Ensemble,5,1
-5,validity,1.0,MNIST,Schut,JEM Ensemble,5,1
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,1
+4,validity,0.0,MNIST,Schut,JEM Ensemble,5,1
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,1
+5,distance_from_energy,183.21141052246094,MNIST,Schut,JEM Ensemble,5,1
+5,distance_from_targets,245.09999084472656,MNIST,Schut,JEM Ensemble,5,1
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,1
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,1
+5,validity,0.0,MNIST,Schut,JEM Ensemble,5,1
 6,distance,115.08097839355469,MNIST,Wachter,MLP,5,1
 6,distance_from_energy,384.4018249511719,MNIST,Wachter,MLP,5,1
 6,distance_from_targets,308.4324645996094,MNIST,Wachter,MLP,5,1
@@ -22289,36 +22289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,5,1
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,5,1
 10,validity,1.0,MNIST,ECCCo,MLP,5,1
-6,distance,14.0,MNIST,Schut,MLP,5,1
-6,distance_from_energy,396.6985168457031,MNIST,Schut,MLP,5,1
-6,distance_from_targets,241.59332275390625,MNIST,Schut,MLP,5,1
-6,redundancy,0.9910714285714286,MNIST,Schut,MLP,5,1
-6,set_size_penalty,0.5715028705942409,MNIST,Schut,MLP,5,1
+6,distance,10.000001907348633,MNIST,Schut,MLP,5,1
+6,distance_from_energy,393.887451171875,MNIST,Schut,MLP,5,1
+6,distance_from_targets,235.9010467529297,MNIST,Schut,MLP,5,1
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,5,1
+6,set_size_penalty,1.2340865500569969,MNIST,Schut,MLP,5,1
 6,validity,1.0,MNIST,Schut,MLP,5,1
-7,distance,36.0,MNIST,Schut,MLP,5,1
-7,distance_from_energy,379.11761474609375,MNIST,Schut,MLP,5,1
-7,distance_from_targets,253.46083068847656,MNIST,Schut,MLP,5,1
-7,redundancy,0.9770408163265306,MNIST,Schut,MLP,5,1
-7,set_size_penalty,0.571932934242148,MNIST,Schut,MLP,5,1
-7,validity,1.0,MNIST,Schut,MLP,5,1
-8,distance,24.0,MNIST,Schut,MLP,5,1
-8,distance_from_energy,382.06329345703125,MNIST,Schut,MLP,5,1
-8,distance_from_targets,243.8246307373047,MNIST,Schut,MLP,5,1
-8,redundancy,0.9846938775510204,MNIST,Schut,MLP,5,1
-8,set_size_penalty,0.5714085869947496,MNIST,Schut,MLP,5,1
-8,validity,1.0,MNIST,Schut,MLP,5,1
-9,distance,38.0,MNIST,Schut,MLP,5,1
-9,distance_from_energy,377.2050476074219,MNIST,Schut,MLP,5,1
-9,distance_from_targets,244.99656677246094,MNIST,Schut,MLP,5,1
-9,redundancy,0.9757653061224489,MNIST,Schut,MLP,5,1
-9,set_size_penalty,0.5694163742787308,MNIST,Schut,MLP,5,1
-9,validity,1.0,MNIST,Schut,MLP,5,1
-10,distance,30.0,MNIST,Schut,MLP,5,1
-10,distance_from_energy,370.1489562988281,MNIST,Schut,MLP,5,1
-10,distance_from_targets,250.72532653808594,MNIST,Schut,MLP,5,1
-10,redundancy,0.9808673469387755,MNIST,Schut,MLP,5,1
-10,set_size_penalty,0.5714086397888374,MNIST,Schut,MLP,5,1
-10,validity,1.0,MNIST,Schut,MLP,5,1
+7,distance,10.000001907348633,MNIST,Schut,MLP,5,1
+7,distance_from_energy,383.6934814453125,MNIST,Schut,MLP,5,1
+7,distance_from_targets,249.3026580810547,MNIST,Schut,MLP,5,1
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,1
+7,set_size_penalty,0.0,MNIST,Schut,MLP,5,1
+7,validity,0.0,MNIST,Schut,MLP,5,1
+8,distance,10.000001907348633,MNIST,Schut,MLP,5,1
+8,distance_from_energy,382.68414306640625,MNIST,Schut,MLP,5,1
+8,distance_from_targets,239.21681213378906,MNIST,Schut,MLP,5,1
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,1
+8,set_size_penalty,0.0,MNIST,Schut,MLP,5,1
+8,validity,0.0,MNIST,Schut,MLP,5,1
+9,distance,10.0,MNIST,Schut,MLP,5,1
+9,distance_from_energy,387.611572265625,MNIST,Schut,MLP,5,1
+9,distance_from_targets,245.94517517089844,MNIST,Schut,MLP,5,1
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,1
+9,set_size_penalty,0.0,MNIST,Schut,MLP,5,1
+9,validity,0.0,MNIST,Schut,MLP,5,1
+10,distance,10.000001907348633,MNIST,Schut,MLP,5,1
+10,distance_from_energy,374.7342224121094,MNIST,Schut,MLP,5,1
+10,distance_from_targets,247.31533813476562,MNIST,Schut,MLP,5,1
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,1
+10,set_size_penalty,0.0,MNIST,Schut,MLP,5,1
+10,validity,0.0,MNIST,Schut,MLP,5,1
 11,distance,130.04039001464844,MNIST,Wachter,MLP Ensemble,5,1
 11,distance_from_energy,378.4891052246094,MNIST,Wachter,MLP Ensemble,5,1
 11,distance_from_targets,322.4055480957031,MNIST,Wachter,MLP Ensemble,5,1
@@ -22409,36 +22409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,5,1
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,5,1
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,5,1
-11,distance,32.0,MNIST,Schut,MLP Ensemble,5,1
-11,distance_from_energy,379.03948974609375,MNIST,Schut,MLP Ensemble,5,1
-11,distance_from_targets,244.76455688476562,MNIST,Schut,MLP Ensemble,5,1
-11,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,5,1
-11,set_size_penalty,0.29939487700574174,MNIST,Schut,MLP Ensemble,5,1
-11,validity,1.0,MNIST,Schut,MLP Ensemble,5,1
-12,distance,32.0,MNIST,Schut,MLP Ensemble,5,1
-12,distance_from_energy,371.6667175292969,MNIST,Schut,MLP Ensemble,5,1
-12,distance_from_targets,242.40426635742188,MNIST,Schut,MLP Ensemble,5,1
-12,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,5,1
-12,set_size_penalty,0.29327697396954644,MNIST,Schut,MLP Ensemble,5,1
-12,validity,1.0,MNIST,Schut,MLP Ensemble,5,1
-13,distance,30.0,MNIST,Schut,MLP Ensemble,5,1
-13,distance_from_energy,363.879638671875,MNIST,Schut,MLP Ensemble,5,1
-13,distance_from_targets,249.05699157714844,MNIST,Schut,MLP Ensemble,5,1
-13,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,5,1
-13,set_size_penalty,0.29619287090315316,MNIST,Schut,MLP Ensemble,5,1
-13,validity,1.0,MNIST,Schut,MLP Ensemble,5,1
-14,distance,40.0,MNIST,Schut,MLP Ensemble,5,1
-14,distance_from_energy,367.2153625488281,MNIST,Schut,MLP Ensemble,5,1
-14,distance_from_targets,263.1410827636719,MNIST,Schut,MLP Ensemble,5,1
-14,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,5,1
-14,set_size_penalty,0.30465796767232134,MNIST,Schut,MLP Ensemble,5,1
-14,validity,1.0,MNIST,Schut,MLP Ensemble,5,1
-15,distance,24.0,MNIST,Schut,MLP Ensemble,5,1
-15,distance_from_energy,361.92230224609375,MNIST,Schut,MLP Ensemble,5,1
-15,distance_from_targets,239.94911193847656,MNIST,Schut,MLP Ensemble,5,1
-15,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,5,1
-15,set_size_penalty,0.29594540305699035,MNIST,Schut,MLP Ensemble,5,1
-15,validity,1.0,MNIST,Schut,MLP Ensemble,5,1
+11,distance,10.0,MNIST,Schut,MLP Ensemble,5,1
+11,distance_from_energy,387.7148132324219,MNIST,Schut,MLP Ensemble,5,1
+11,distance_from_targets,243.3333282470703,MNIST,Schut,MLP Ensemble,5,1
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,1
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,1
+11,validity,0.0,MNIST,Schut,MLP Ensemble,5,1
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,1
+12,distance_from_energy,376.3492431640625,MNIST,Schut,MLP Ensemble,5,1
+12,distance_from_targets,240.16957092285156,MNIST,Schut,MLP Ensemble,5,1
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,1
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,1
+12,validity,0.0,MNIST,Schut,MLP Ensemble,5,1
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,1
+13,distance_from_energy,366.1961364746094,MNIST,Schut,MLP Ensemble,5,1
+13,distance_from_targets,240.63803100585938,MNIST,Schut,MLP Ensemble,5,1
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,1
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,1
+13,validity,0.0,MNIST,Schut,MLP Ensemble,5,1
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,1
+14,distance_from_energy,379.263671875,MNIST,Schut,MLP Ensemble,5,1
+14,distance_from_targets,260.61639404296875,MNIST,Schut,MLP Ensemble,5,1
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,1
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,1
+14,validity,0.0,MNIST,Schut,MLP Ensemble,5,1
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,1
+15,distance_from_energy,363.5216064453125,MNIST,Schut,MLP Ensemble,5,1
+15,distance_from_targets,236.1614532470703,MNIST,Schut,MLP Ensemble,5,1
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,1
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,1
+15,validity,0.0,MNIST,Schut,MLP Ensemble,5,1
 16,distance,139.54396057128906,MNIST,Wachter,JEM,5,1
 16,distance_from_energy,232.44265747070312,MNIST,Wachter,JEM,5,1
 16,distance_from_targets,336.7762756347656,MNIST,Wachter,JEM,5,1
@@ -22529,36 +22529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,5,1
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,5,1
 20,validity,1.0,MNIST,ECCCo,JEM,5,1
-16,distance,30.0,MNIST,Schut,JEM,5,1
-16,distance_from_energy,257.91748046875,MNIST,Schut,JEM,5,1
-16,distance_from_targets,262.5685729980469,MNIST,Schut,JEM,5,1
-16,redundancy,0.9808673469387755,MNIST,Schut,JEM,5,1
-16,set_size_penalty,4.500088369540577,MNIST,Schut,JEM,5,1
-16,validity,1.0,MNIST,Schut,JEM,5,1
-17,distance,36.0,MNIST,Schut,JEM,5,1
-17,distance_from_energy,245.6798095703125,MNIST,Schut,JEM,5,1
-17,distance_from_targets,264.3691711425781,MNIST,Schut,JEM,5,1
-17,redundancy,0.9770408163265306,MNIST,Schut,JEM,5,1
-17,set_size_penalty,4.500043709540165,MNIST,Schut,JEM,5,1
-17,validity,1.0,MNIST,Schut,JEM,5,1
-18,distance,32.0,MNIST,Schut,JEM,5,1
-18,distance_from_energy,246.23410034179688,MNIST,Schut,JEM,5,1
-18,distance_from_targets,285.31976318359375,MNIST,Schut,JEM,5,1
-18,redundancy,0.9795918367346939,MNIST,Schut,JEM,5,1
-18,set_size_penalty,4.500643073148455,MNIST,Schut,JEM,5,1
-18,validity,1.0,MNIST,Schut,JEM,5,1
-19,distance,26.0,MNIST,Schut,JEM,5,1
-19,distance_from_energy,256.266845703125,MNIST,Schut,JEM,5,1
-19,distance_from_targets,254.83668518066406,MNIST,Schut,JEM,5,1
-19,redundancy,0.9834183673469388,MNIST,Schut,JEM,5,1
-19,set_size_penalty,4.499984219741105,MNIST,Schut,JEM,5,1
-19,validity,1.0,MNIST,Schut,JEM,5,1
-20,distance,24.0,MNIST,Schut,JEM,5,1
-20,distance_from_energy,243.17822265625,MNIST,Schut,JEM,5,1
-20,distance_from_targets,275.9560546875,MNIST,Schut,JEM,5,1
-20,redundancy,0.9846938775510204,MNIST,Schut,JEM,5,1
-20,set_size_penalty,4.500250353984981,MNIST,Schut,JEM,5,1
-20,validity,1.0,MNIST,Schut,JEM,5,1
+16,distance,10.000001907348633,MNIST,Schut,JEM,5,1
+16,distance_from_energy,258.8034973144531,MNIST,Schut,JEM,5,1
+16,distance_from_targets,254.90707397460938,MNIST,Schut,JEM,5,1
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,1
+16,set_size_penalty,0.0,MNIST,Schut,JEM,5,1
+16,validity,0.0,MNIST,Schut,JEM,5,1
+17,distance,10.000000953674316,MNIST,Schut,JEM,5,1
+17,distance_from_energy,248.27601623535156,MNIST,Schut,JEM,5,1
+17,distance_from_targets,254.63916015625,MNIST,Schut,JEM,5,1
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,1
+17,set_size_penalty,0.0,MNIST,Schut,JEM,5,1
+17,validity,0.0,MNIST,Schut,JEM,5,1
+18,distance,10.000001907348633,MNIST,Schut,JEM,5,1
+18,distance_from_energy,244.91725158691406,MNIST,Schut,JEM,5,1
+18,distance_from_targets,276.1333923339844,MNIST,Schut,JEM,5,1
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,5,1
+18,set_size_penalty,0.0,MNIST,Schut,JEM,5,1
+18,validity,0.0,MNIST,Schut,JEM,5,1
+19,distance,10.000001907348633,MNIST,Schut,JEM,5,1
+19,distance_from_energy,256.1417236328125,MNIST,Schut,JEM,5,1
+19,distance_from_targets,250.18988037109375,MNIST,Schut,JEM,5,1
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,1
+19,set_size_penalty,0.0,MNIST,Schut,JEM,5,1
+19,validity,0.0,MNIST,Schut,JEM,5,1
+20,distance,10.000001907348633,MNIST,Schut,JEM,5,1
+20,distance_from_energy,243.12083435058594,MNIST,Schut,JEM,5,1
+20,distance_from_targets,268.2467956542969,MNIST,Schut,JEM,5,1
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,5,1
+20,set_size_penalty,0.0,MNIST,Schut,JEM,5,1
+20,validity,0.0,MNIST,Schut,JEM,5,1
 1,distance,132.99578857421875,MNIST,Wachter,JEM Ensemble,5,2
 1,distance_from_energy,215.5774383544922,MNIST,Wachter,JEM Ensemble,5,2
 1,distance_from_targets,365.67486572265625,MNIST,Wachter,JEM Ensemble,5,2
@@ -22649,36 +22649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,5,2
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,5,2
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,5,2
-1,distance,24.0,MNIST,Schut,JEM Ensemble,5,2
-1,distance_from_energy,199.68724060058594,MNIST,Schut,JEM Ensemble,5,2
-1,distance_from_targets,296.0495910644531,MNIST,Schut,JEM Ensemble,5,2
-1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,5,2
-1,set_size_penalty,2.977793286878966,MNIST,Schut,JEM Ensemble,5,2
-1,validity,1.0,MNIST,Schut,JEM Ensemble,5,2
-2,distance,22.0,MNIST,Schut,JEM Ensemble,5,2
-2,distance_from_energy,210.97882080078125,MNIST,Schut,JEM Ensemble,5,2
-2,distance_from_targets,323.7301025390625,MNIST,Schut,JEM Ensemble,5,2
-2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,5,2
-2,set_size_penalty,2.977960189645149,MNIST,Schut,JEM Ensemble,5,2
-2,validity,1.0,MNIST,Schut,JEM Ensemble,5,2
-3,distance,32.0,MNIST,Schut,JEM Ensemble,5,2
-3,distance_from_energy,227.44740295410156,MNIST,Schut,JEM Ensemble,5,2
-3,distance_from_targets,334.1363220214844,MNIST,Schut,JEM Ensemble,5,2
-3,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,5,2
-3,set_size_penalty,3.1656103708657417,MNIST,Schut,JEM Ensemble,5,2
-3,validity,1.0,MNIST,Schut,JEM Ensemble,5,2
-4,distance,48.0,MNIST,Schut,JEM Ensemble,5,2
-4,distance_from_energy,236.21771240234375,MNIST,Schut,JEM Ensemble,5,2
-4,distance_from_targets,331.92095947265625,MNIST,Schut,JEM Ensemble,5,2
-4,redundancy,0.9693877551020408,MNIST,Schut,JEM Ensemble,5,2
-4,set_size_penalty,3.0023219023389567,MNIST,Schut,JEM Ensemble,5,2
-4,validity,1.0,MNIST,Schut,JEM Ensemble,5,2
-5,distance,24.0,MNIST,Schut,JEM Ensemble,5,2
-5,distance_from_energy,207.3070831298828,MNIST,Schut,JEM Ensemble,5,2
-5,distance_from_targets,319.37939453125,MNIST,Schut,JEM Ensemble,5,2
-5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,5,2
-5,set_size_penalty,2.7872866698790637,MNIST,Schut,JEM Ensemble,5,2
-5,validity,1.0,MNIST,Schut,JEM Ensemble,5,2
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,2
+1,distance_from_energy,197.1079559326172,MNIST,Schut,JEM Ensemble,5,2
+1,distance_from_targets,289.08819580078125,MNIST,Schut,JEM Ensemble,5,2
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,2
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,2
+1,validity,0.0,MNIST,Schut,JEM Ensemble,5,2
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,2
+2,distance_from_energy,210.78546142578125,MNIST,Schut,JEM Ensemble,5,2
+2,distance_from_targets,319.05401611328125,MNIST,Schut,JEM Ensemble,5,2
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,2
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,2
+2,validity,0.0,MNIST,Schut,JEM Ensemble,5,2
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,2
+3,distance_from_energy,229.61302185058594,MNIST,Schut,JEM Ensemble,5,2
+3,distance_from_targets,329.6368713378906,MNIST,Schut,JEM Ensemble,5,2
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,2
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,2
+3,validity,0.0,MNIST,Schut,JEM Ensemble,5,2
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,2
+4,distance_from_energy,241.93206787109375,MNIST,Schut,JEM Ensemble,5,2
+4,distance_from_targets,327.1381530761719,MNIST,Schut,JEM Ensemble,5,2
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,2
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,2
+4,validity,0.0,MNIST,Schut,JEM Ensemble,5,2
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,2
+5,distance_from_energy,207.9211883544922,MNIST,Schut,JEM Ensemble,5,2
+5,distance_from_targets,315.7344665527344,MNIST,Schut,JEM Ensemble,5,2
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,2
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,2
+5,validity,0.0,MNIST,Schut,JEM Ensemble,5,2
 6,distance,152.79270935058594,MNIST,Wachter,MLP,5,2
 6,distance_from_energy,392.87188720703125,MNIST,Wachter,MLP,5,2
 6,distance_from_targets,401.7245788574219,MNIST,Wachter,MLP,5,2
@@ -22769,36 +22769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,5,2
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,5,2
 10,validity,1.0,MNIST,ECCCo,MLP,5,2
-6,distance,48.0,MNIST,Schut,MLP,5,2
-6,distance_from_energy,387.0608215332031,MNIST,Schut,MLP,5,2
-6,distance_from_targets,325.885498046875,MNIST,Schut,MLP,5,2
-6,redundancy,0.9693877551020408,MNIST,Schut,MLP,5,2
-6,set_size_penalty,0.570481636486643,MNIST,Schut,MLP,5,2
-6,validity,1.0,MNIST,Schut,MLP,5,2
-7,distance,54.0,MNIST,Schut,MLP,5,2
-7,distance_from_energy,399.534423828125,MNIST,Schut,MLP,5,2
-7,distance_from_targets,311.5545654296875,MNIST,Schut,MLP,5,2
-7,redundancy,0.9655612244897959,MNIST,Schut,MLP,5,2
-7,set_size_penalty,0.5735119702968146,MNIST,Schut,MLP,5,2
-7,validity,1.0,MNIST,Schut,MLP,5,2
-8,distance,68.0,MNIST,Schut,MLP,5,2
-8,distance_from_energy,390.01190185546875,MNIST,Schut,MLP,5,2
-8,distance_from_targets,306.4146728515625,MNIST,Schut,MLP,5,2
-8,redundancy,0.9566326530612245,MNIST,Schut,MLP,5,2
-8,set_size_penalty,0.5731925011619381,MNIST,Schut,MLP,5,2
-8,validity,1.0,MNIST,Schut,MLP,5,2
-9,distance,24.0,MNIST,Schut,MLP,5,2
-9,distance_from_energy,379.1392517089844,MNIST,Schut,MLP,5,2
-9,distance_from_targets,264.86505126953125,MNIST,Schut,MLP,5,2
-9,redundancy,0.9846938775510204,MNIST,Schut,MLP,5,2
-9,set_size_penalty,0.5705511052362444,MNIST,Schut,MLP,5,2
-9,validity,1.0,MNIST,Schut,MLP,5,2
-10,distance,48.0,MNIST,Schut,MLP,5,2
-10,distance_from_energy,389.86932373046875,MNIST,Schut,MLP,5,2
-10,distance_from_targets,309.2144470214844,MNIST,Schut,MLP,5,2
-10,redundancy,0.9693877551020408,MNIST,Schut,MLP,5,2
-10,set_size_penalty,0.5722407813321722,MNIST,Schut,MLP,5,2
-10,validity,1.0,MNIST,Schut,MLP,5,2
+6,distance,10.000001907348633,MNIST,Schut,MLP,5,2
+6,distance_from_energy,395.9223327636719,MNIST,Schut,MLP,5,2
+6,distance_from_targets,316.706298828125,MNIST,Schut,MLP,5,2
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,2
+6,set_size_penalty,0.0,MNIST,Schut,MLP,5,2
+6,validity,0.0,MNIST,Schut,MLP,5,2
+7,distance,10.000000953674316,MNIST,Schut,MLP,5,2
+7,distance_from_energy,406.724365234375,MNIST,Schut,MLP,5,2
+7,distance_from_targets,310.7203063964844,MNIST,Schut,MLP,5,2
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,2
+7,set_size_penalty,0.0,MNIST,Schut,MLP,5,2
+7,validity,0.0,MNIST,Schut,MLP,5,2
+8,distance,10.000001907348633,MNIST,Schut,MLP,5,2
+8,distance_from_energy,407.0693664550781,MNIST,Schut,MLP,5,2
+8,distance_from_targets,311.91595458984375,MNIST,Schut,MLP,5,2
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,2
+8,set_size_penalty,0.0,MNIST,Schut,MLP,5,2
+8,validity,0.0,MNIST,Schut,MLP,5,2
+9,distance,10.000001907348633,MNIST,Schut,MLP,5,2
+9,distance_from_energy,382.6742858886719,MNIST,Schut,MLP,5,2
+9,distance_from_targets,263.2785339355469,MNIST,Schut,MLP,5,2
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,2
+9,set_size_penalty,0.0,MNIST,Schut,MLP,5,2
+9,validity,0.0,MNIST,Schut,MLP,5,2
+10,distance,10.000000953674316,MNIST,Schut,MLP,5,2
+10,distance_from_energy,396.6138916015625,MNIST,Schut,MLP,5,2
+10,distance_from_targets,304.6863098144531,MNIST,Schut,MLP,5,2
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,5,2
+10,set_size_penalty,0.0,MNIST,Schut,MLP,5,2
+10,validity,0.0,MNIST,Schut,MLP,5,2
 11,distance,144.26768493652344,MNIST,Wachter,MLP Ensemble,5,2
 11,distance_from_energy,376.4410095214844,MNIST,Wachter,MLP Ensemble,5,2
 11,distance_from_targets,356.8894348144531,MNIST,Wachter,MLP Ensemble,5,2
@@ -22889,36 +22889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,5,2
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,5,2
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,5,2
-11,distance,40.0,MNIST,Schut,MLP Ensemble,5,2
-11,distance_from_energy,370.8776550292969,MNIST,Schut,MLP Ensemble,5,2
-11,distance_from_targets,289.7432556152344,MNIST,Schut,MLP Ensemble,5,2
-11,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,5,2
-11,set_size_penalty,0.3055227351225267,MNIST,Schut,MLP Ensemble,5,2
-11,validity,1.0,MNIST,Schut,MLP Ensemble,5,2
-12,distance,48.0,MNIST,Schut,MLP Ensemble,5,2
-12,distance_from_energy,382.3092956542969,MNIST,Schut,MLP Ensemble,5,2
-12,distance_from_targets,325.91937255859375,MNIST,Schut,MLP Ensemble,5,2
-12,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,5,2
-12,set_size_penalty,0.45417763799572985,MNIST,Schut,MLP Ensemble,5,2
-12,validity,1.0,MNIST,Schut,MLP Ensemble,5,2
-13,distance,70.0,MNIST,Schut,MLP Ensemble,5,2
-13,distance_from_energy,356.8438415527344,MNIST,Schut,MLP Ensemble,5,2
-13,distance_from_targets,357.7899475097656,MNIST,Schut,MLP Ensemble,5,2
-13,redundancy,0.9553571428571429,MNIST,Schut,MLP Ensemble,5,2
-13,set_size_penalty,0.3367988649558751,MNIST,Schut,MLP Ensemble,5,2
-13,validity,1.0,MNIST,Schut,MLP Ensemble,5,2
-14,distance,14.0,MNIST,Schut,MLP Ensemble,5,2
-14,distance_from_energy,384.96124267578125,MNIST,Schut,MLP Ensemble,5,2
-14,distance_from_targets,283.5408630371094,MNIST,Schut,MLP Ensemble,5,2
-14,redundancy,0.9910714285714286,MNIST,Schut,MLP Ensemble,5,2
-14,set_size_penalty,0.3527041224693326,MNIST,Schut,MLP Ensemble,5,2
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,2
+11,distance_from_energy,373.6863708496094,MNIST,Schut,MLP Ensemble,5,2
+11,distance_from_targets,286.15777587890625,MNIST,Schut,MLP Ensemble,5,2
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,2
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,2
+11,validity,0.0,MNIST,Schut,MLP Ensemble,5,2
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,2
+12,distance_from_energy,387.0921936035156,MNIST,Schut,MLP Ensemble,5,2
+12,distance_from_targets,316.7913818359375,MNIST,Schut,MLP Ensemble,5,2
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,2
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,2
+12,validity,0.0,MNIST,Schut,MLP Ensemble,5,2
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,2
+13,distance_from_energy,371.33203125,MNIST,Schut,MLP Ensemble,5,2
+13,distance_from_targets,357.1300048828125,MNIST,Schut,MLP Ensemble,5,2
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,2
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,2
+13,validity,0.0,MNIST,Schut,MLP Ensemble,5,2
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,2
+14,distance_from_energy,385.0246887207031,MNIST,Schut,MLP Ensemble,5,2
+14,distance_from_targets,280.32720947265625,MNIST,Schut,MLP Ensemble,5,2
+14,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,5,2
+14,set_size_penalty,0.5800202935179284,MNIST,Schut,MLP Ensemble,5,2
 14,validity,1.0,MNIST,Schut,MLP Ensemble,5,2
-15,distance,26.0,MNIST,Schut,MLP Ensemble,5,2
-15,distance_from_energy,364.7677001953125,MNIST,Schut,MLP Ensemble,5,2
-15,distance_from_targets,308.22576904296875,MNIST,Schut,MLP Ensemble,5,2
-15,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,5,2
-15,set_size_penalty,0.2965484689691482,MNIST,Schut,MLP Ensemble,5,2
-15,validity,1.0,MNIST,Schut,MLP Ensemble,5,2
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,2
+15,distance_from_energy,364.2001953125,MNIST,Schut,MLP Ensemble,5,2
+15,distance_from_targets,301.7292175292969,MNIST,Schut,MLP Ensemble,5,2
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,2
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,2
+15,validity,0.0,MNIST,Schut,MLP Ensemble,5,2
 16,distance,154.1774444580078,MNIST,Wachter,JEM,5,2
 16,distance_from_energy,266.36468505859375,MNIST,Wachter,JEM,5,2
 16,distance_from_targets,387.1294250488281,MNIST,Wachter,JEM,5,2
@@ -23009,36 +23009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,5,2
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,5,2
 20,validity,1.0,MNIST,ECCCo,JEM,5,2
-16,distance,42.0,MNIST,Schut,JEM,5,2
-16,distance_from_energy,262.62005615234375,MNIST,Schut,JEM,5,2
-16,distance_from_targets,315.2839660644531,MNIST,Schut,JEM,5,2
-16,redundancy,0.9732142857142857,MNIST,Schut,JEM,5,2
-16,set_size_penalty,4.500918012448931,MNIST,Schut,JEM,5,2
-16,validity,1.0,MNIST,Schut,JEM,5,2
-17,distance,16.0,MNIST,Schut,JEM,5,2
-17,distance_from_energy,229.05564880371094,MNIST,Schut,JEM,5,2
-17,distance_from_targets,337.7489929199219,MNIST,Schut,JEM,5,2
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,5,2
-17,set_size_penalty,4.499969180662376,MNIST,Schut,JEM,5,2
-17,validity,1.0,MNIST,Schut,JEM,5,2
-18,distance,4.0,MNIST,Schut,JEM,5,2
-18,distance_from_energy,246.58470153808594,MNIST,Schut,JEM,5,2
-18,distance_from_targets,277.4739685058594,MNIST,Schut,JEM,5,2
-18,redundancy,0.9974489795918368,MNIST,Schut,JEM,5,2
-18,set_size_penalty,4.500577882561578,MNIST,Schut,JEM,5,2
+16,distance,10.000000953674316,MNIST,Schut,JEM,5,2
+16,distance_from_energy,255.07154846191406,MNIST,Schut,JEM,5,2
+16,distance_from_targets,297.5112609863281,MNIST,Schut,JEM,5,2
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,2
+16,set_size_penalty,0.0,MNIST,Schut,JEM,5,2
+16,validity,0.0,MNIST,Schut,JEM,5,2
+17,distance,10.000001907348633,MNIST,Schut,JEM,5,2
+17,distance_from_energy,227.46742248535156,MNIST,Schut,JEM,5,2
+17,distance_from_targets,333.3924255371094,MNIST,Schut,JEM,5,2
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,2
+17,set_size_penalty,0.0,MNIST,Schut,JEM,5,2
+17,validity,0.0,MNIST,Schut,JEM,5,2
+18,distance,3.6000006198883057,MNIST,Schut,JEM,5,2
+18,distance_from_energy,246.38470458984375,MNIST,Schut,JEM,5,2
+18,distance_from_targets,276.1371154785156,MNIST,Schut,JEM,5,2
+18,redundancy,0.9948979591836735,MNIST,Schut,JEM,5,2
+18,set_size_penalty,4.5047899989453475,MNIST,Schut,JEM,5,2
 18,validity,1.0,MNIST,Schut,JEM,5,2
-19,distance,26.0,MNIST,Schut,JEM,5,2
-19,distance_from_energy,266.1097412109375,MNIST,Schut,JEM,5,2
-19,distance_from_targets,295.1673583984375,MNIST,Schut,JEM,5,2
+19,distance,10.000001907348633,MNIST,Schut,JEM,5,2
+19,distance_from_energy,263.9552001953125,MNIST,Schut,JEM,5,2
+19,distance_from_targets,284.9893798828125,MNIST,Schut,JEM,5,2
 19,redundancy,0.9834183673469388,MNIST,Schut,JEM,5,2
-19,set_size_penalty,4.501119878824065,MNIST,Schut,JEM,5,2
-19,validity,1.0,MNIST,Schut,JEM,5,2
-20,distance,38.0,MNIST,Schut,JEM,5,2
-20,distance_from_energy,284.3912658691406,MNIST,Schut,JEM,5,2
-20,distance_from_targets,372.2528991699219,MNIST,Schut,JEM,5,2
-20,redundancy,0.9757653061224489,MNIST,Schut,JEM,5,2
-20,set_size_penalty,4.500059864078295,MNIST,Schut,JEM,5,2
-20,validity,1.0,MNIST,Schut,JEM,5,2
+19,set_size_penalty,0.0,MNIST,Schut,JEM,5,2
+19,validity,0.0,MNIST,Schut,JEM,5,2
+20,distance,10.000001907348633,MNIST,Schut,JEM,5,2
+20,distance_from_energy,281.1195068359375,MNIST,Schut,JEM,5,2
+20,distance_from_targets,359.026611328125,MNIST,Schut,JEM,5,2
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,5,2
+20,set_size_penalty,0.0,MNIST,Schut,JEM,5,2
+20,validity,0.0,MNIST,Schut,JEM,5,2
 1,distance,136.79751586914062,MNIST,Wachter,JEM Ensemble,5,3
 1,distance_from_energy,209.00563049316406,MNIST,Wachter,JEM Ensemble,5,3
 1,distance_from_targets,370.89300537109375,MNIST,Wachter,JEM Ensemble,5,3
@@ -23129,36 +23129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,5,3
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,5,3
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,5,3
-1,distance,28.0,MNIST,Schut,JEM Ensemble,5,3
-1,distance_from_energy,205.4493408203125,MNIST,Schut,JEM Ensemble,5,3
-1,distance_from_targets,306.59210205078125,MNIST,Schut,JEM Ensemble,5,3
-1,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,5,3
-1,set_size_penalty,2.9751835589194484,MNIST,Schut,JEM Ensemble,5,3
-1,validity,1.0,MNIST,Schut,JEM Ensemble,5,3
-2,distance,16.0,MNIST,Schut,JEM Ensemble,5,3
-2,distance_from_energy,208.31919860839844,MNIST,Schut,JEM Ensemble,5,3
-2,distance_from_targets,313.02593994140625,MNIST,Schut,JEM Ensemble,5,3
-2,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,5,3
-2,set_size_penalty,2.674724071984245,MNIST,Schut,JEM Ensemble,5,3
-2,validity,1.0,MNIST,Schut,JEM Ensemble,5,3
-3,distance,24.0,MNIST,Schut,JEM Ensemble,5,3
-3,distance_from_energy,177.13726806640625,MNIST,Schut,JEM Ensemble,5,3
-3,distance_from_targets,281.7373046875,MNIST,Schut,JEM Ensemble,5,3
-3,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,5,3
-3,set_size_penalty,2.5287969116316793,MNIST,Schut,JEM Ensemble,5,3
-3,validity,1.0,MNIST,Schut,JEM Ensemble,5,3
-4,distance,26.0,MNIST,Schut,JEM Ensemble,5,3
-4,distance_from_energy,181.05490112304688,MNIST,Schut,JEM Ensemble,5,3
-4,distance_from_targets,254.09356689453125,MNIST,Schut,JEM Ensemble,5,3
-4,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,5,3
-4,set_size_penalty,2.562211033825496,MNIST,Schut,JEM Ensemble,5,3
-4,validity,1.0,MNIST,Schut,JEM Ensemble,5,3
-5,distance,16.0,MNIST,Schut,JEM Ensemble,5,3
-5,distance_from_energy,198.0337677001953,MNIST,Schut,JEM Ensemble,5,3
-5,distance_from_targets,296.3974304199219,MNIST,Schut,JEM Ensemble,5,3
-5,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,5,3
-5,set_size_penalty,2.847970274810122,MNIST,Schut,JEM Ensemble,5,3
-5,validity,1.0,MNIST,Schut,JEM Ensemble,5,3
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,3
+1,distance_from_energy,206.89915466308594,MNIST,Schut,JEM Ensemble,5,3
+1,distance_from_targets,301.27099609375,MNIST,Schut,JEM Ensemble,5,3
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,3
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,3
+1,validity,0.0,MNIST,Schut,JEM Ensemble,5,3
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,3
+2,distance_from_energy,208.33627319335938,MNIST,Schut,JEM Ensemble,5,3
+2,distance_from_targets,310.8784484863281,MNIST,Schut,JEM Ensemble,5,3
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,3
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,3
+2,validity,0.0,MNIST,Schut,JEM Ensemble,5,3
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,3
+3,distance_from_energy,178.07583618164062,MNIST,Schut,JEM Ensemble,5,3
+3,distance_from_targets,277.8525695800781,MNIST,Schut,JEM Ensemble,5,3
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,3
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,3
+3,validity,0.0,MNIST,Schut,JEM Ensemble,5,3
+4,distance,10.0,MNIST,Schut,JEM Ensemble,5,3
+4,distance_from_energy,180.77041625976562,MNIST,Schut,JEM Ensemble,5,3
+4,distance_from_targets,246.41575622558594,MNIST,Schut,JEM Ensemble,5,3
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,3
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,3
+4,validity,0.0,MNIST,Schut,JEM Ensemble,5,3
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,3
+5,distance_from_energy,200.4861297607422,MNIST,Schut,JEM Ensemble,5,3
+5,distance_from_targets,296.4544677734375,MNIST,Schut,JEM Ensemble,5,3
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,3
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,3
+5,validity,0.0,MNIST,Schut,JEM Ensemble,5,3
 6,distance,124.52690887451172,MNIST,Wachter,MLP,5,3
 6,distance_from_energy,366.0057678222656,MNIST,Wachter,MLP,5,3
 6,distance_from_targets,321.4760437011719,MNIST,Wachter,MLP,5,3
@@ -23249,36 +23249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,5,3
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,5,3
 10,validity,1.0,MNIST,ECCCo,MLP,5,3
-6,distance,24.0,MNIST,Schut,MLP,5,3
-6,distance_from_energy,360.6166076660156,MNIST,Schut,MLP,5,3
-6,distance_from_targets,251.97537231445312,MNIST,Schut,MLP,5,3
-6,redundancy,0.9846938775510204,MNIST,Schut,MLP,5,3
-6,set_size_penalty,0.571149399292262,MNIST,Schut,MLP,5,3
-6,validity,1.0,MNIST,Schut,MLP,5,3
-7,distance,16.0,MNIST,Schut,MLP,5,3
-7,distance_from_energy,368.72796630859375,MNIST,Schut,MLP,5,3
-7,distance_from_targets,340.81591796875,MNIST,Schut,MLP,5,3
-7,redundancy,0.9897959183673469,MNIST,Schut,MLP,5,3
-7,set_size_penalty,0.5701806446368729,MNIST,Schut,MLP,5,3
+6,distance,10.000001907348633,MNIST,Schut,MLP,5,3
+6,distance_from_energy,360.49884033203125,MNIST,Schut,MLP,5,3
+6,distance_from_targets,249.0747528076172,MNIST,Schut,MLP,5,3
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,5,3
+6,set_size_penalty,0.0,MNIST,Schut,MLP,5,3
+6,validity,0.0,MNIST,Schut,MLP,5,3
+7,distance,10.000001907348633,MNIST,Schut,MLP,5,3
+7,distance_from_energy,368.7350769042969,MNIST,Schut,MLP,5,3
+7,distance_from_targets,338.6083679199219,MNIST,Schut,MLP,5,3
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,3
+7,set_size_penalty,1.279055556529574,MNIST,Schut,MLP,5,3
 7,validity,1.0,MNIST,Schut,MLP,5,3
-8,distance,20.0,MNIST,Schut,MLP,5,3
-8,distance_from_energy,365.68707275390625,MNIST,Schut,MLP,5,3
-8,distance_from_targets,351.4887390136719,MNIST,Schut,MLP,5,3
-8,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,3
-8,set_size_penalty,0.5750294926546899,MNIST,Schut,MLP,5,3
-8,validity,1.0,MNIST,Schut,MLP,5,3
-9,distance,20.0,MNIST,Schut,MLP,5,3
-9,distance_from_energy,375.2146911621094,MNIST,Schut,MLP,5,3
-9,distance_from_targets,335.48370361328125,MNIST,Schut,MLP,5,3
+8,distance,10.000000953674316,MNIST,Schut,MLP,5,3
+8,distance_from_energy,369.0673522949219,MNIST,Schut,MLP,5,3
+8,distance_from_targets,346.6481628417969,MNIST,Schut,MLP,5,3
+8,redundancy,0.9846938775510204,MNIST,Schut,MLP,5,3
+8,set_size_penalty,0.0,MNIST,Schut,MLP,5,3
+8,validity,0.0,MNIST,Schut,MLP,5,3
+9,distance,10.000001907348633,MNIST,Schut,MLP,5,3
+9,distance_from_energy,374.1776123046875,MNIST,Schut,MLP,5,3
+9,distance_from_targets,327.3781433105469,MNIST,Schut,MLP,5,3
 9,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,3
-9,set_size_penalty,0.5709061692058504,MNIST,Schut,MLP,5,3
-9,validity,1.0,MNIST,Schut,MLP,5,3
-10,distance,26.0,MNIST,Schut,MLP,5,3
-10,distance_from_energy,375.6862487792969,MNIST,Schut,MLP,5,3
-10,distance_from_targets,289.71514892578125,MNIST,Schut,MLP,5,3
-10,redundancy,0.9834183673469388,MNIST,Schut,MLP,5,3
-10,set_size_penalty,0.5699216461247429,MNIST,Schut,MLP,5,3
-10,validity,1.0,MNIST,Schut,MLP,5,3
+9,set_size_penalty,0.0,MNIST,Schut,MLP,5,3
+9,validity,0.0,MNIST,Schut,MLP,5,3
+10,distance,10.0,MNIST,Schut,MLP,5,3
+10,distance_from_energy,378.0431213378906,MNIST,Schut,MLP,5,3
+10,distance_from_targets,282.90423583984375,MNIST,Schut,MLP,5,3
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,3
+10,set_size_penalty,0.0,MNIST,Schut,MLP,5,3
+10,validity,0.0,MNIST,Schut,MLP,5,3
 11,distance,113.6628646850586,MNIST,Wachter,MLP Ensemble,5,3
 11,distance_from_energy,356.8804016113281,MNIST,Wachter,MLP Ensemble,5,3
 11,distance_from_targets,341.2599182128906,MNIST,Wachter,MLP Ensemble,5,3
@@ -23369,36 +23369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,5,3
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,5,3
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,5,3
-11,distance,20.0,MNIST,Schut,MLP Ensemble,5,3
-11,distance_from_energy,351.1376953125,MNIST,Schut,MLP Ensemble,5,3
-11,distance_from_targets,273.9735107421875,MNIST,Schut,MLP Ensemble,5,3
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,3
+11,distance_from_energy,353.19757080078125,MNIST,Schut,MLP Ensemble,5,3
+11,distance_from_targets,271.7942199707031,MNIST,Schut,MLP Ensemble,5,3
 11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,3
-11,set_size_penalty,0.297684368095507,MNIST,Schut,MLP Ensemble,5,3
-11,validity,1.0,MNIST,Schut,MLP Ensemble,5,3
-12,distance,32.0,MNIST,Schut,MLP Ensemble,5,3
-12,distance_from_energy,336.8002014160156,MNIST,Schut,MLP Ensemble,5,3
-12,distance_from_targets,261.2474365234375,MNIST,Schut,MLP Ensemble,5,3
-12,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,5,3
-12,set_size_penalty,0.29429466413410044,MNIST,Schut,MLP Ensemble,5,3
-12,validity,1.0,MNIST,Schut,MLP Ensemble,5,3
-13,distance,14.0,MNIST,Schut,MLP Ensemble,5,3
-13,distance_from_energy,332.07952880859375,MNIST,Schut,MLP Ensemble,5,3
-13,distance_from_targets,256.9371032714844,MNIST,Schut,MLP Ensemble,5,3
-13,redundancy,0.9910714285714286,MNIST,Schut,MLP Ensemble,5,3
-13,set_size_penalty,0.29281095259839685,MNIST,Schut,MLP Ensemble,5,3
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,3
+11,validity,0.0,MNIST,Schut,MLP Ensemble,5,3
+12,distance,10.0,MNIST,Schut,MLP Ensemble,5,3
+12,distance_from_energy,343.74749755859375,MNIST,Schut,MLP Ensemble,5,3
+12,distance_from_targets,262.7343444824219,MNIST,Schut,MLP Ensemble,5,3
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,3
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,3
+12,validity,0.0,MNIST,Schut,MLP Ensemble,5,3
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,3
+13,distance_from_energy,331.1863708496094,MNIST,Schut,MLP Ensemble,5,3
+13,distance_from_targets,253.40447998046875,MNIST,Schut,MLP Ensemble,5,3
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,3
+13,set_size_penalty,0.39739429838715834,MNIST,Schut,MLP Ensemble,5,3
 13,validity,1.0,MNIST,Schut,MLP Ensemble,5,3
-14,distance,16.0,MNIST,Schut,MLP Ensemble,5,3
-14,distance_from_energy,339.3926086425781,MNIST,Schut,MLP Ensemble,5,3
-14,distance_from_targets,247.69107055664062,MNIST,Schut,MLP Ensemble,5,3
-14,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,5,3
-14,set_size_penalty,0.29428569615057887,MNIST,Schut,MLP Ensemble,5,3
-14,validity,1.0,MNIST,Schut,MLP Ensemble,5,3
-15,distance,28.0,MNIST,Schut,MLP Ensemble,5,3
-15,distance_from_energy,345.2203063964844,MNIST,Schut,MLP Ensemble,5,3
-15,distance_from_targets,267.7678527832031,MNIST,Schut,MLP Ensemble,5,3
-15,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,5,3
-15,set_size_penalty,0.3061614941829909,MNIST,Schut,MLP Ensemble,5,3
-15,validity,1.0,MNIST,Schut,MLP Ensemble,5,3
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,3
+14,distance_from_energy,340.7970275878906,MNIST,Schut,MLP Ensemble,5,3
+14,distance_from_targets,246.86306762695312,MNIST,Schut,MLP Ensemble,5,3
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,3
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,3
+14,validity,0.0,MNIST,Schut,MLP Ensemble,5,3
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,3
+15,distance_from_energy,348.2681579589844,MNIST,Schut,MLP Ensemble,5,3
+15,distance_from_targets,263.62451171875,MNIST,Schut,MLP Ensemble,5,3
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,3
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,3
+15,validity,0.0,MNIST,Schut,MLP Ensemble,5,3
 16,distance,136.01329040527344,MNIST,Wachter,JEM,5,3
 16,distance_from_energy,244.11013793945312,MNIST,Wachter,JEM,5,3
 16,distance_from_targets,390.7496032714844,MNIST,Wachter,JEM,5,3
@@ -23489,35 +23489,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,5,3
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,5,3
 20,validity,1.0,MNIST,ECCCo,JEM,5,3
-16,distance,16.0,MNIST,Schut,JEM,5,3
-16,distance_from_energy,242.97601318359375,MNIST,Schut,JEM,5,3
-16,distance_from_targets,319.17584228515625,MNIST,Schut,JEM,5,3
-16,redundancy,0.9897959183673469,MNIST,Schut,JEM,5,3
-16,set_size_penalty,4.499997935037684,MNIST,Schut,JEM,5,3
-16,validity,1.0,MNIST,Schut,JEM,5,3
-17,distance,10.0,MNIST,Schut,JEM,5,3
-17,distance_from_energy,234.07308959960938,MNIST,Schut,JEM,5,3
-17,distance_from_targets,279.79541015625,MNIST,Schut,JEM,5,3
-17,redundancy,0.9936224489795918,MNIST,Schut,JEM,5,3
-17,set_size_penalty,4.500053998286054,MNIST,Schut,JEM,5,3
+16,distance,10.000001907348633,MNIST,Schut,JEM,5,3
+16,distance_from_energy,241.97727966308594,MNIST,Schut,JEM,5,3
+16,distance_from_targets,316.0338439941406,MNIST,Schut,JEM,5,3
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,3
+16,set_size_penalty,0.0,MNIST,Schut,JEM,5,3
+16,validity,0.0,MNIST,Schut,JEM,5,3
+17,distance,8.80000114440918,MNIST,Schut,JEM,5,3
+17,distance_from_energy,235.4505615234375,MNIST,Schut,JEM,5,3
+17,distance_from_targets,280.6794128417969,MNIST,Schut,JEM,5,3
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,3
+17,set_size_penalty,4.505620253329041,MNIST,Schut,JEM,5,3
 17,validity,1.0,MNIST,Schut,JEM,5,3
-18,distance,4.0,MNIST,Schut,JEM,5,3
-18,distance_from_energy,223.64105224609375,MNIST,Schut,JEM,5,3
-18,distance_from_targets,254.2606658935547,MNIST,Schut,JEM,5,3
-18,redundancy,0.9974489795918368,MNIST,Schut,JEM,5,3
-18,set_size_penalty,4.499994753086984,MNIST,Schut,JEM,5,3
+18,distance,3.299999952316284,MNIST,Schut,JEM,5,3
+18,distance_from_energy,223.1807861328125,MNIST,Schut,JEM,5,3
+18,distance_from_targets,253.03053283691406,MNIST,Schut,JEM,5,3
+18,redundancy,0.9948979591836735,MNIST,Schut,JEM,5,3
+18,set_size_penalty,4.5037742624202535,MNIST,Schut,JEM,5,3
 18,validity,1.0,MNIST,Schut,JEM,5,3
-19,distance,16.0,MNIST,Schut,JEM,5,3
-19,distance_from_energy,225.15989685058594,MNIST,Schut,JEM,5,3
-19,distance_from_targets,235.9398193359375,MNIST,Schut,JEM,5,3
-19,redundancy,0.9897959183673469,MNIST,Schut,JEM,5,3
-19,set_size_penalty,4.500661021958825,MNIST,Schut,JEM,5,3
-19,validity,1.0,MNIST,Schut,JEM,5,3
-20,distance,6.0,MNIST,Schut,JEM,5,3
-20,distance_from_energy,245.03782653808594,MNIST,Schut,JEM,5,3
-20,distance_from_targets,319.75732421875,MNIST,Schut,JEM,5,3
-20,redundancy,0.9961734693877551,MNIST,Schut,JEM,5,3
-20,set_size_penalty,4.500098682800467,MNIST,Schut,JEM,5,3
+19,distance,10.000000953674316,MNIST,Schut,JEM,5,3
+19,distance_from_energy,225.8324432373047,MNIST,Schut,JEM,5,3
+19,distance_from_targets,233.20713806152344,MNIST,Schut,JEM,5,3
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,3
+19,set_size_penalty,0.0,MNIST,Schut,JEM,5,3
+19,validity,0.0,MNIST,Schut,JEM,5,3
+20,distance,5.3000006675720215,MNIST,Schut,JEM,5,3
+20,distance_from_energy,243.41656494140625,MNIST,Schut,JEM,5,3
+20,distance_from_targets,317.4853515625,MNIST,Schut,JEM,5,3
+20,redundancy,0.9923469387755102,MNIST,Schut,JEM,5,3
+20,set_size_penalty,4.503426217987671,MNIST,Schut,JEM,5,3
 20,validity,1.0,MNIST,Schut,JEM,5,3
 1,distance,135.85398864746094,MNIST,Wachter,JEM Ensemble,5,4
 1,distance_from_energy,203.74440002441406,MNIST,Wachter,JEM Ensemble,5,4
@@ -23609,36 +23609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,5,4
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,5,4
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,5,4
-1,distance,34.0,MNIST,Schut,JEM Ensemble,5,4
-1,distance_from_energy,196.9134521484375,MNIST,Schut,JEM Ensemble,5,4
-1,distance_from_targets,276.04241943359375,MNIST,Schut,JEM Ensemble,5,4
-1,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,5,4
-1,set_size_penalty,3.5455826876494374,MNIST,Schut,JEM Ensemble,5,4
-1,validity,1.0,MNIST,Schut,JEM Ensemble,5,4
-2,distance,28.0,MNIST,Schut,JEM Ensemble,5,4
-2,distance_from_energy,212.39964294433594,MNIST,Schut,JEM Ensemble,5,4
-2,distance_from_targets,321.0887451171875,MNIST,Schut,JEM Ensemble,5,4
-2,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,5,4
-2,set_size_penalty,3.2575443518720286,MNIST,Schut,JEM Ensemble,5,4
-2,validity,1.0,MNIST,Schut,JEM Ensemble,5,4
-3,distance,20.0,MNIST,Schut,JEM Ensemble,5,4
-3,distance_from_energy,198.72433471679688,MNIST,Schut,JEM Ensemble,5,4
-3,distance_from_targets,319.56787109375,MNIST,Schut,JEM Ensemble,5,4
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,4
+1,distance_from_energy,202.8687286376953,MNIST,Schut,JEM Ensemble,5,4
+1,distance_from_targets,281.3901062011719,MNIST,Schut,JEM Ensemble,5,4
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,4
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,4
+1,validity,0.0,MNIST,Schut,JEM Ensemble,5,4
+2,distance,10.0,MNIST,Schut,JEM Ensemble,5,4
+2,distance_from_energy,210.67845153808594,MNIST,Schut,JEM Ensemble,5,4
+2,distance_from_targets,314.6716003417969,MNIST,Schut,JEM Ensemble,5,4
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,4
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,4
+2,validity,0.0,MNIST,Schut,JEM Ensemble,5,4
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,4
+3,distance_from_energy,197.48973083496094,MNIST,Schut,JEM Ensemble,5,4
+3,distance_from_targets,314.4894714355469,MNIST,Schut,JEM Ensemble,5,4
 3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,4
-3,set_size_penalty,2.5229541640004296,MNIST,Schut,JEM Ensemble,5,4
-3,validity,1.0,MNIST,Schut,JEM Ensemble,5,4
-4,distance,28.0,MNIST,Schut,JEM Ensemble,5,4
-4,distance_from_energy,203.71200561523438,MNIST,Schut,JEM Ensemble,5,4
-4,distance_from_targets,271.6800231933594,MNIST,Schut,JEM Ensemble,5,4
-4,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,5,4
-4,set_size_penalty,2.880503460387043,MNIST,Schut,JEM Ensemble,5,4
-4,validity,1.0,MNIST,Schut,JEM Ensemble,5,4
-5,distance,28.0,MNIST,Schut,JEM Ensemble,5,4
-5,distance_from_energy,196.6201629638672,MNIST,Schut,JEM Ensemble,5,4
-5,distance_from_targets,279.3674011230469,MNIST,Schut,JEM Ensemble,5,4
-5,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,5,4
-5,set_size_penalty,2.7720821817396124,MNIST,Schut,JEM Ensemble,5,4
-5,validity,1.0,MNIST,Schut,JEM Ensemble,5,4
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,4
+3,validity,0.0,MNIST,Schut,JEM Ensemble,5,4
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,4
+4,distance_from_energy,207.84095764160156,MNIST,Schut,JEM Ensemble,5,4
+4,distance_from_targets,270.2689208984375,MNIST,Schut,JEM Ensemble,5,4
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,4
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,4
+4,validity,0.0,MNIST,Schut,JEM Ensemble,5,4
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,4
+5,distance_from_energy,197.43789672851562,MNIST,Schut,JEM Ensemble,5,4
+5,distance_from_targets,272.9228210449219,MNIST,Schut,JEM Ensemble,5,4
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,4
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,4
+5,validity,0.0,MNIST,Schut,JEM Ensemble,5,4
 6,distance,141.34254455566406,MNIST,Wachter,MLP,5,4
 6,distance_from_energy,394.8763427734375,MNIST,Wachter,MLP,5,4
 6,distance_from_targets,364.3465576171875,MNIST,Wachter,MLP,5,4
@@ -23729,36 +23729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,5,4
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,5,4
 10,validity,1.0,MNIST,ECCCo,MLP,5,4
-6,distance,36.0,MNIST,Schut,MLP,5,4
-6,distance_from_energy,391.8089904785156,MNIST,Schut,MLP,5,4
-6,distance_from_targets,299.206787109375,MNIST,Schut,MLP,5,4
-6,redundancy,0.9770408163265306,MNIST,Schut,MLP,5,4
-6,set_size_penalty,0.5707367132195023,MNIST,Schut,MLP,5,4
-6,validity,1.0,MNIST,Schut,MLP,5,4
-7,distance,34.0,MNIST,Schut,MLP,5,4
-7,distance_from_energy,403.59991455078125,MNIST,Schut,MLP,5,4
-7,distance_from_targets,356.94573974609375,MNIST,Schut,MLP,5,4
-7,redundancy,0.9783163265306123,MNIST,Schut,MLP,5,4
-7,set_size_penalty,0.5741085485503201,MNIST,Schut,MLP,5,4
-7,validity,1.0,MNIST,Schut,MLP,5,4
-8,distance,32.0,MNIST,Schut,MLP,5,4
-8,distance_from_energy,385.7360534667969,MNIST,Schut,MLP,5,4
-8,distance_from_targets,281.76422119140625,MNIST,Schut,MLP,5,4
-8,redundancy,0.9795918367346939,MNIST,Schut,MLP,5,4
-8,set_size_penalty,0.5708168928588468,MNIST,Schut,MLP,5,4
-8,validity,1.0,MNIST,Schut,MLP,5,4
-9,distance,34.0,MNIST,Schut,MLP,5,4
-9,distance_from_energy,389.9642333984375,MNIST,Schut,MLP,5,4
-9,distance_from_targets,344.79656982421875,MNIST,Schut,MLP,5,4
-9,redundancy,0.9783163265306123,MNIST,Schut,MLP,5,4
-9,set_size_penalty,0.5702941836984989,MNIST,Schut,MLP,5,4
-9,validity,1.0,MNIST,Schut,MLP,5,4
-10,distance,36.0,MNIST,Schut,MLP,5,4
-10,distance_from_energy,394.0086669921875,MNIST,Schut,MLP,5,4
-10,distance_from_targets,259.2814025878906,MNIST,Schut,MLP,5,4
-10,redundancy,0.9770408163265306,MNIST,Schut,MLP,5,4
-10,set_size_penalty,0.5704881288699406,MNIST,Schut,MLP,5,4
-10,validity,1.0,MNIST,Schut,MLP,5,4
+6,distance,10.000001907348633,MNIST,Schut,MLP,5,4
+6,distance_from_energy,393.6925048828125,MNIST,Schut,MLP,5,4
+6,distance_from_targets,289.74847412109375,MNIST,Schut,MLP,5,4
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,4
+6,set_size_penalty,0.0,MNIST,Schut,MLP,5,4
+6,validity,0.0,MNIST,Schut,MLP,5,4
+7,distance,10.000000953674316,MNIST,Schut,MLP,5,4
+7,distance_from_energy,405.2579345703125,MNIST,Schut,MLP,5,4
+7,distance_from_targets,349.39654541015625,MNIST,Schut,MLP,5,4
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,5,4
+7,set_size_penalty,0.0,MNIST,Schut,MLP,5,4
+7,validity,0.0,MNIST,Schut,MLP,5,4
+8,distance,10.000001907348633,MNIST,Schut,MLP,5,4
+8,distance_from_energy,389.2090759277344,MNIST,Schut,MLP,5,4
+8,distance_from_targets,275.6598205566406,MNIST,Schut,MLP,5,4
+8,redundancy,0.985969387755102,MNIST,Schut,MLP,5,4
+8,set_size_penalty,0.0,MNIST,Schut,MLP,5,4
+8,validity,0.0,MNIST,Schut,MLP,5,4
+9,distance,10.000000953674316,MNIST,Schut,MLP,5,4
+9,distance_from_energy,389.90985107421875,MNIST,Schut,MLP,5,4
+9,distance_from_targets,332.9282531738281,MNIST,Schut,MLP,5,4
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,5,4
+9,set_size_penalty,0.0,MNIST,Schut,MLP,5,4
+9,validity,0.0,MNIST,Schut,MLP,5,4
+10,distance,10.000000953674316,MNIST,Schut,MLP,5,4
+10,distance_from_energy,396.5283508300781,MNIST,Schut,MLP,5,4
+10,distance_from_targets,252.50241088867188,MNIST,Schut,MLP,5,4
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,4
+10,set_size_penalty,0.0,MNIST,Schut,MLP,5,4
+10,validity,0.0,MNIST,Schut,MLP,5,4
 11,distance,140.32070922851562,MNIST,Wachter,MLP Ensemble,5,4
 11,distance_from_energy,385.7125244140625,MNIST,Wachter,MLP Ensemble,5,4
 11,distance_from_targets,357.7010498046875,MNIST,Wachter,MLP Ensemble,5,4
@@ -23849,36 +23849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,5,4
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,5,4
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,5,4
-11,distance,44.0,MNIST,Schut,MLP Ensemble,5,4
-11,distance_from_energy,365.5926208496094,MNIST,Schut,MLP Ensemble,5,4
-11,distance_from_targets,300.6099548339844,MNIST,Schut,MLP Ensemble,5,4
-11,redundancy,0.9719387755102041,MNIST,Schut,MLP Ensemble,5,4
-11,set_size_penalty,0.4061262903332479,MNIST,Schut,MLP Ensemble,5,4
-11,validity,1.0,MNIST,Schut,MLP Ensemble,5,4
-12,distance,46.0,MNIST,Schut,MLP Ensemble,5,4
-12,distance_from_energy,360.5400085449219,MNIST,Schut,MLP Ensemble,5,4
-12,distance_from_targets,298.92230224609375,MNIST,Schut,MLP Ensemble,5,4
-12,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,5,4
-12,set_size_penalty,0.30260797223751124,MNIST,Schut,MLP Ensemble,5,4
-12,validity,1.0,MNIST,Schut,MLP Ensemble,5,4
-13,distance,36.0,MNIST,Schut,MLP Ensemble,5,4
-13,distance_from_energy,374.9120788574219,MNIST,Schut,MLP Ensemble,5,4
-13,distance_from_targets,267.25469970703125,MNIST,Schut,MLP Ensemble,5,4
-13,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,5,4
-13,set_size_penalty,0.312935602924336,MNIST,Schut,MLP Ensemble,5,4
-13,validity,1.0,MNIST,Schut,MLP Ensemble,5,4
-14,distance,76.0,MNIST,Schut,MLP Ensemble,5,4
-14,distance_from_energy,383.8712463378906,MNIST,Schut,MLP Ensemble,5,4
-14,distance_from_targets,385.395751953125,MNIST,Schut,MLP Ensemble,5,4
-14,redundancy,0.951530612244898,MNIST,Schut,MLP Ensemble,5,4
-14,set_size_penalty,0.47171476188989403,MNIST,Schut,MLP Ensemble,5,4
-14,validity,1.0,MNIST,Schut,MLP Ensemble,5,4
-15,distance,36.0,MNIST,Schut,MLP Ensemble,5,4
-15,distance_from_energy,352.2970275878906,MNIST,Schut,MLP Ensemble,5,4
-15,distance_from_targets,255.63015747070312,MNIST,Schut,MLP Ensemble,5,4
-15,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,5,4
-15,set_size_penalty,0.30051159825175855,MNIST,Schut,MLP Ensemble,5,4
-15,validity,1.0,MNIST,Schut,MLP Ensemble,5,4
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,4
+11,distance_from_energy,371.4712829589844,MNIST,Schut,MLP Ensemble,5,4
+11,distance_from_targets,293.9652404785156,MNIST,Schut,MLP Ensemble,5,4
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,4
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,4
+11,validity,0.0,MNIST,Schut,MLP Ensemble,5,4
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,4
+12,distance_from_energy,368.2364807128906,MNIST,Schut,MLP Ensemble,5,4
+12,distance_from_targets,297.59820556640625,MNIST,Schut,MLP Ensemble,5,4
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,4
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,4
+12,validity,0.0,MNIST,Schut,MLP Ensemble,5,4
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,4
+13,distance_from_energy,376.6982727050781,MNIST,Schut,MLP Ensemble,5,4
+13,distance_from_targets,264.3858642578125,MNIST,Schut,MLP Ensemble,5,4
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,4
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,4
+13,validity,0.0,MNIST,Schut,MLP Ensemble,5,4
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,4
+14,distance_from_energy,401.7071228027344,MNIST,Schut,MLP Ensemble,5,4
+14,distance_from_targets,388.43243408203125,MNIST,Schut,MLP Ensemble,5,4
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,4
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,4
+14,validity,0.0,MNIST,Schut,MLP Ensemble,5,4
+15,distance,10.0,MNIST,Schut,MLP Ensemble,5,4
+15,distance_from_energy,356.3636474609375,MNIST,Schut,MLP Ensemble,5,4
+15,distance_from_targets,251.1503143310547,MNIST,Schut,MLP Ensemble,5,4
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,4
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,4
+15,validity,0.0,MNIST,Schut,MLP Ensemble,5,4
 16,distance,133.0595703125,MNIST,Wachter,JEM,5,4
 16,distance_from_energy,240.66526794433594,MNIST,Wachter,JEM,5,4
 16,distance_from_targets,335.9219970703125,MNIST,Wachter,JEM,5,4
@@ -23969,36 +23969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,5,4
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,5,4
 20,validity,1.0,MNIST,ECCCo,JEM,5,4
-16,distance,18.0,MNIST,Schut,JEM,5,4
-16,distance_from_energy,219.22836303710938,MNIST,Schut,JEM,5,4
-16,distance_from_targets,263.2057189941406,MNIST,Schut,JEM,5,4
-16,redundancy,0.9885204081632653,MNIST,Schut,JEM,5,4
-16,set_size_penalty,4.500405221396332,MNIST,Schut,JEM,5,4
-16,validity,1.0,MNIST,Schut,JEM,5,4
-17,distance,22.0,MNIST,Schut,JEM,5,4
-17,distance_from_energy,273.703369140625,MNIST,Schut,JEM,5,4
-17,distance_from_targets,340.30084228515625,MNIST,Schut,JEM,5,4
+16,distance,10.000001907348633,MNIST,Schut,JEM,5,4
+16,distance_from_energy,217.80801391601562,MNIST,Schut,JEM,5,4
+16,distance_from_targets,258.0270690917969,MNIST,Schut,JEM,5,4
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,5,4
+16,set_size_penalty,0.0,MNIST,Schut,JEM,5,4
+16,validity,0.0,MNIST,Schut,JEM,5,4
+17,distance,10.000001907348633,MNIST,Schut,JEM,5,4
+17,distance_from_energy,270.27215576171875,MNIST,Schut,JEM,5,4
+17,distance_from_targets,333.4721374511719,MNIST,Schut,JEM,5,4
 17,redundancy,0.985969387755102,MNIST,Schut,JEM,5,4
-17,set_size_penalty,4.499988010637423,MNIST,Schut,JEM,5,4
-17,validity,1.0,MNIST,Schut,JEM,5,4
-18,distance,4.0,MNIST,Schut,JEM,5,4
-18,distance_from_energy,206.6474609375,MNIST,Schut,JEM,5,4
-18,distance_from_targets,255.13577270507812,MNIST,Schut,JEM,5,4
-18,redundancy,0.9974489795918368,MNIST,Schut,JEM,5,4
-18,set_size_penalty,4.500238168040841,MNIST,Schut,JEM,5,4
+17,set_size_penalty,0.0,MNIST,Schut,JEM,5,4
+17,validity,0.0,MNIST,Schut,JEM,5,4
+18,distance,2.8000001907348633,MNIST,Schut,JEM,5,4
+18,distance_from_energy,206.65716552734375,MNIST,Schut,JEM,5,4
+18,distance_from_targets,254.83030700683594,MNIST,Schut,JEM,5,4
+18,redundancy,0.9961734693877551,MNIST,Schut,JEM,5,4
+18,set_size_penalty,4.508367807515867,MNIST,Schut,JEM,5,4
 18,validity,1.0,MNIST,Schut,JEM,5,4
-19,distance,14.0,MNIST,Schut,JEM,5,4
-19,distance_from_energy,226.56932067871094,MNIST,Schut,JEM,5,4
-19,distance_from_targets,257.7055969238281,MNIST,Schut,JEM,5,4
-19,redundancy,0.9910714285714286,MNIST,Schut,JEM,5,4
-19,set_size_penalty,4.500290700145646,MNIST,Schut,JEM,5,4
-19,validity,1.0,MNIST,Schut,JEM,5,4
-20,distance,16.0,MNIST,Schut,JEM,5,4
-20,distance_from_energy,247.70193481445312,MNIST,Schut,JEM,5,4
-20,distance_from_targets,291.99609375,MNIST,Schut,JEM,5,4
-20,redundancy,0.9897959183673469,MNIST,Schut,JEM,5,4
-20,set_size_penalty,4.499959454978653,MNIST,Schut,JEM,5,4
-20,validity,1.0,MNIST,Schut,JEM,5,4
+19,distance,10.000000953674316,MNIST,Schut,JEM,5,4
+19,distance_from_energy,226.42691040039062,MNIST,Schut,JEM,5,4
+19,distance_from_targets,255.5402069091797,MNIST,Schut,JEM,5,4
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,4
+19,set_size_penalty,0.0,MNIST,Schut,JEM,5,4
+19,validity,0.0,MNIST,Schut,JEM,5,4
+20,distance,10.000000953674316,MNIST,Schut,JEM,5,4
+20,distance_from_energy,246.07772827148438,MNIST,Schut,JEM,5,4
+20,distance_from_targets,286.54022216796875,MNIST,Schut,JEM,5,4
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,5,4
+20,set_size_penalty,0.0,MNIST,Schut,JEM,5,4
+20,validity,0.0,MNIST,Schut,JEM,5,4
 1,distance,156.75535583496094,MNIST,Wachter,JEM Ensemble,5,6
 1,distance_from_energy,217.1790008544922,MNIST,Wachter,JEM Ensemble,5,6
 1,distance_from_targets,397.3185119628906,MNIST,Wachter,JEM Ensemble,5,6
@@ -24089,36 +24089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,5,6
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,5,6
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,5,6
-1,distance,38.0,MNIST,Schut,JEM Ensemble,5,6
-1,distance_from_energy,210.82696533203125,MNIST,Schut,JEM Ensemble,5,6
-1,distance_from_targets,303.3505859375,MNIST,Schut,JEM Ensemble,5,6
-1,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,5,6
-1,set_size_penalty,2.678054434910507,MNIST,Schut,JEM Ensemble,5,6
-1,validity,1.0,MNIST,Schut,JEM Ensemble,5,6
-2,distance,44.0,MNIST,Schut,JEM Ensemble,5,6
-2,distance_from_energy,260.806884765625,MNIST,Schut,JEM Ensemble,5,6
-2,distance_from_targets,390.8742980957031,MNIST,Schut,JEM Ensemble,5,6
-2,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,5,6
-2,set_size_penalty,2.9899358344193616,MNIST,Schut,JEM Ensemble,5,6
-2,validity,1.0,MNIST,Schut,JEM Ensemble,5,6
-3,distance,28.0,MNIST,Schut,JEM Ensemble,5,6
-3,distance_from_energy,184.35757446289062,MNIST,Schut,JEM Ensemble,5,6
-3,distance_from_targets,283.7660217285156,MNIST,Schut,JEM Ensemble,5,6
-3,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,5,6
-3,set_size_penalty,2.509938142502762,MNIST,Schut,JEM Ensemble,5,6
-3,validity,1.0,MNIST,Schut,JEM Ensemble,5,6
-4,distance,26.0,MNIST,Schut,JEM Ensemble,5,6
-4,distance_from_energy,174.31027221679688,MNIST,Schut,JEM Ensemble,5,6
-4,distance_from_targets,266.5636291503906,MNIST,Schut,JEM Ensemble,5,6
-4,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,5,6
-4,set_size_penalty,2.53326876686974,MNIST,Schut,JEM Ensemble,5,6
-4,validity,1.0,MNIST,Schut,JEM Ensemble,5,6
-5,distance,16.0,MNIST,Schut,JEM Ensemble,5,6
-5,distance_from_energy,213.40664672851562,MNIST,Schut,JEM Ensemble,5,6
-5,distance_from_targets,292.2935485839844,MNIST,Schut,JEM Ensemble,5,6
-5,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,5,6
-5,set_size_penalty,2.8845619720790956,MNIST,Schut,JEM Ensemble,5,6
-5,validity,1.0,MNIST,Schut,JEM Ensemble,5,6
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,6
+1,distance_from_energy,214.34335327148438,MNIST,Schut,JEM Ensemble,5,6
+1,distance_from_targets,305.4235534667969,MNIST,Schut,JEM Ensemble,5,6
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,6
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,6
+1,validity,0.0,MNIST,Schut,JEM Ensemble,5,6
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,6
+2,distance_from_energy,252.2550811767578,MNIST,Schut,JEM Ensemble,5,6
+2,distance_from_targets,373.8810119628906,MNIST,Schut,JEM Ensemble,5,6
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,6
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,6
+2,validity,0.0,MNIST,Schut,JEM Ensemble,5,6
+3,distance,10.0,MNIST,Schut,JEM Ensemble,5,6
+3,distance_from_energy,182.75961303710938,MNIST,Schut,JEM Ensemble,5,6
+3,distance_from_targets,279.11236572265625,MNIST,Schut,JEM Ensemble,5,6
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,6
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,6
+3,validity,0.0,MNIST,Schut,JEM Ensemble,5,6
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,6
+4,distance_from_energy,176.39654541015625,MNIST,Schut,JEM Ensemble,5,6
+4,distance_from_targets,267.4328308105469,MNIST,Schut,JEM Ensemble,5,6
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,6
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,6
+4,validity,0.0,MNIST,Schut,JEM Ensemble,5,6
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,6
+5,distance_from_energy,211.13882446289062,MNIST,Schut,JEM Ensemble,5,6
+5,distance_from_targets,286.8536071777344,MNIST,Schut,JEM Ensemble,5,6
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,6
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,6
+5,validity,0.0,MNIST,Schut,JEM Ensemble,5,6
 6,distance,127.93418884277344,MNIST,Wachter,MLP,5,6
 6,distance_from_energy,391.8932800292969,MNIST,Wachter,MLP,5,6
 6,distance_from_targets,336.2064208984375,MNIST,Wachter,MLP,5,6
@@ -24209,36 +24209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,5,6
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,5,6
 10,validity,1.0,MNIST,ECCCo,MLP,5,6
-6,distance,26.0,MNIST,Schut,MLP,5,6
-6,distance_from_energy,374.91741943359375,MNIST,Schut,MLP,5,6
-6,distance_from_targets,256.4919128417969,MNIST,Schut,MLP,5,6
-6,redundancy,0.9834183673469388,MNIST,Schut,MLP,5,6
-6,set_size_penalty,0.5698669223106789,MNIST,Schut,MLP,5,6
-6,validity,1.0,MNIST,Schut,MLP,5,6
-7,distance,44.0,MNIST,Schut,MLP,5,6
-7,distance_from_energy,370.2293701171875,MNIST,Schut,MLP,5,6
-7,distance_from_targets,298.2400207519531,MNIST,Schut,MLP,5,6
-7,redundancy,0.9719387755102041,MNIST,Schut,MLP,5,6
-7,set_size_penalty,0.5698795761272619,MNIST,Schut,MLP,5,6
-7,validity,1.0,MNIST,Schut,MLP,5,6
-8,distance,40.0,MNIST,Schut,MLP,5,6
-8,distance_from_energy,385.2578430175781,MNIST,Schut,MLP,5,6
-8,distance_from_targets,267.5332336425781,MNIST,Schut,MLP,5,6
-8,redundancy,0.9744897959183674,MNIST,Schut,MLP,5,6
-8,set_size_penalty,0.5698548658655695,MNIST,Schut,MLP,5,6
-8,validity,1.0,MNIST,Schut,MLP,5,6
-9,distance,18.0,MNIST,Schut,MLP,5,6
-9,distance_from_energy,370.7512512207031,MNIST,Schut,MLP,5,6
-9,distance_from_targets,293.7917175292969,MNIST,Schut,MLP,5,6
-9,redundancy,0.9885204081632653,MNIST,Schut,MLP,5,6
-9,set_size_penalty,0.5708901771733514,MNIST,Schut,MLP,5,6
-9,validity,1.0,MNIST,Schut,MLP,5,6
-10,distance,44.0,MNIST,Schut,MLP,5,6
-10,distance_from_energy,382.5644226074219,MNIST,Schut,MLP,5,6
-10,distance_from_targets,297.47381591796875,MNIST,Schut,MLP,5,6
-10,redundancy,0.9719387755102041,MNIST,Schut,MLP,5,6
-10,set_size_penalty,0.5717970809650343,MNIST,Schut,MLP,5,6
-10,validity,1.0,MNIST,Schut,MLP,5,6
+6,distance,10.0,MNIST,Schut,MLP,5,6
+6,distance_from_energy,375.365966796875,MNIST,Schut,MLP,5,6
+6,distance_from_targets,251.54127502441406,MNIST,Schut,MLP,5,6
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,5,6
+6,set_size_penalty,0.0,MNIST,Schut,MLP,5,6
+6,validity,0.0,MNIST,Schut,MLP,5,6
+7,distance,10.000000953674316,MNIST,Schut,MLP,5,6
+7,distance_from_energy,378.59539794921875,MNIST,Schut,MLP,5,6
+7,distance_from_targets,310.8340759277344,MNIST,Schut,MLP,5,6
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,6
+7,set_size_penalty,0.0,MNIST,Schut,MLP,5,6
+7,validity,0.0,MNIST,Schut,MLP,5,6
+8,distance,10.000001907348633,MNIST,Schut,MLP,5,6
+8,distance_from_energy,387.1475830078125,MNIST,Schut,MLP,5,6
+8,distance_from_targets,261.4385986328125,MNIST,Schut,MLP,5,6
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,6
+8,set_size_penalty,0.0,MNIST,Schut,MLP,5,6
+8,validity,0.0,MNIST,Schut,MLP,5,6
+9,distance,10.000001907348633,MNIST,Schut,MLP,5,6
+9,distance_from_energy,370.7037353515625,MNIST,Schut,MLP,5,6
+9,distance_from_targets,291.7151794433594,MNIST,Schut,MLP,5,6
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,6
+9,set_size_penalty,0.0,MNIST,Schut,MLP,5,6
+9,validity,0.0,MNIST,Schut,MLP,5,6
+10,distance,10.000001907348633,MNIST,Schut,MLP,5,6
+10,distance_from_energy,392.2862243652344,MNIST,Schut,MLP,5,6
+10,distance_from_targets,294.13067626953125,MNIST,Schut,MLP,5,6
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,6
+10,set_size_penalty,0.0,MNIST,Schut,MLP,5,6
+10,validity,0.0,MNIST,Schut,MLP,5,6
 11,distance,147.5042724609375,MNIST,Wachter,MLP Ensemble,5,6
 11,distance_from_energy,400.82867431640625,MNIST,Wachter,MLP Ensemble,5,6
 11,distance_from_targets,451.05615234375,MNIST,Wachter,MLP Ensemble,5,6
@@ -24329,36 +24329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,5,6
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,5,6
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,5,6
-11,distance,42.0,MNIST,Schut,MLP Ensemble,5,6
-11,distance_from_energy,397.56976318359375,MNIST,Schut,MLP Ensemble,5,6
-11,distance_from_targets,376.177978515625,MNIST,Schut,MLP Ensemble,5,6
-11,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,5,6
-11,set_size_penalty,0.4613885086210203,MNIST,Schut,MLP Ensemble,5,6
-11,validity,1.0,MNIST,Schut,MLP Ensemble,5,6
-12,distance,22.0,MNIST,Schut,MLP Ensemble,5,6
-12,distance_from_energy,350.07794189453125,MNIST,Schut,MLP Ensemble,5,6
-12,distance_from_targets,252.74368286132812,MNIST,Schut,MLP Ensemble,5,6
-12,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,5,6
-12,set_size_penalty,0.31279588768425515,MNIST,Schut,MLP Ensemble,5,6
-12,validity,1.0,MNIST,Schut,MLP Ensemble,5,6
-13,distance,14.0,MNIST,Schut,MLP Ensemble,5,6
-13,distance_from_energy,338.9552001953125,MNIST,Schut,MLP Ensemble,5,6
-13,distance_from_targets,245.98980712890625,MNIST,Schut,MLP Ensemble,5,6
-13,redundancy,0.9910714285714286,MNIST,Schut,MLP Ensemble,5,6
-13,set_size_penalty,0.29421390220386523,MNIST,Schut,MLP Ensemble,5,6
+11,distance,10.0,MNIST,Schut,MLP Ensemble,5,6
+11,distance_from_energy,403.61328125,MNIST,Schut,MLP Ensemble,5,6
+11,distance_from_targets,366.48895263671875,MNIST,Schut,MLP Ensemble,5,6
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,6
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,6
+11,validity,0.0,MNIST,Schut,MLP Ensemble,5,6
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,6
+12,distance_from_energy,349.5773010253906,MNIST,Schut,MLP Ensemble,5,6
+12,distance_from_targets,251.28829956054688,MNIST,Schut,MLP Ensemble,5,6
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,6
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,6
+12,validity,0.0,MNIST,Schut,MLP Ensemble,5,6
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,6
+13,distance_from_energy,339.5824890136719,MNIST,Schut,MLP Ensemble,5,6
+13,distance_from_targets,246.5071563720703,MNIST,Schut,MLP Ensemble,5,6
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,6
+13,set_size_penalty,0.436813941509669,MNIST,Schut,MLP Ensemble,5,6
 13,validity,1.0,MNIST,Schut,MLP Ensemble,5,6
-14,distance,56.0,MNIST,Schut,MLP Ensemble,5,6
-14,distance_from_energy,367.970703125,MNIST,Schut,MLP Ensemble,5,6
-14,distance_from_targets,307.3096923828125,MNIST,Schut,MLP Ensemble,5,6
-14,redundancy,0.9642857142857143,MNIST,Schut,MLP Ensemble,5,6
-14,set_size_penalty,0.32708640768806085,MNIST,Schut,MLP Ensemble,5,6
-14,validity,1.0,MNIST,Schut,MLP Ensemble,5,6
-15,distance,90.0,MNIST,Schut,MLP Ensemble,5,6
-15,distance_from_energy,375.8831787109375,MNIST,Schut,MLP Ensemble,5,6
-15,distance_from_targets,399.47784423828125,MNIST,Schut,MLP Ensemble,5,6
-15,redundancy,0.9426020408163265,MNIST,Schut,MLP Ensemble,5,6
-15,set_size_penalty,0.49256480341823616,MNIST,Schut,MLP Ensemble,5,6
-15,validity,1.0,MNIST,Schut,MLP Ensemble,5,6
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,6
+14,distance_from_energy,379.3612365722656,MNIST,Schut,MLP Ensemble,5,6
+14,distance_from_targets,303.7468566894531,MNIST,Schut,MLP Ensemble,5,6
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,6
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,6
+14,validity,0.0,MNIST,Schut,MLP Ensemble,5,6
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,6
+15,distance_from_energy,393.66632080078125,MNIST,Schut,MLP Ensemble,5,6
+15,distance_from_targets,390.66729736328125,MNIST,Schut,MLP Ensemble,5,6
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,6
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,6
+15,validity,0.0,MNIST,Schut,MLP Ensemble,5,6
 16,distance,130.71310424804688,MNIST,Wachter,JEM,5,6
 16,distance_from_energy,246.58831787109375,MNIST,Wachter,JEM,5,6
 16,distance_from_targets,366.6039123535156,MNIST,Wachter,JEM,5,6
@@ -24449,36 +24449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,5,6
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,5,6
 20,validity,1.0,MNIST,ECCCo,JEM,5,6
-16,distance,28.0,MNIST,Schut,JEM,5,6
-16,distance_from_energy,244.7847442626953,MNIST,Schut,JEM,5,6
-16,distance_from_targets,298.3721618652344,MNIST,Schut,JEM,5,6
-16,redundancy,0.9821428571428571,MNIST,Schut,JEM,5,6
-16,set_size_penalty,4.499955115373487,MNIST,Schut,JEM,5,6
-16,validity,1.0,MNIST,Schut,JEM,5,6
-17,distance,16.0,MNIST,Schut,JEM,5,6
-17,distance_from_energy,227.3984832763672,MNIST,Schut,JEM,5,6
-17,distance_from_targets,274.489501953125,MNIST,Schut,JEM,5,6
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,5,6
-17,set_size_penalty,4.5006443153213285,MNIST,Schut,JEM,5,6
-17,validity,1.0,MNIST,Schut,JEM,5,6
-18,distance,16.0,MNIST,Schut,JEM,5,6
-18,distance_from_energy,249.56451416015625,MNIST,Schut,JEM,5,6
-18,distance_from_targets,282.3067321777344,MNIST,Schut,JEM,5,6
-18,redundancy,0.9897959183673469,MNIST,Schut,JEM,5,6
-18,set_size_penalty,4.499960286693791,MNIST,Schut,JEM,5,6
-18,validity,1.0,MNIST,Schut,JEM,5,6
-19,distance,14.0,MNIST,Schut,JEM,5,6
-19,distance_from_energy,224.43862915039062,MNIST,Schut,JEM,5,6
-19,distance_from_targets,274.45416259765625,MNIST,Schut,JEM,5,6
-19,redundancy,0.9910714285714286,MNIST,Schut,JEM,5,6
-19,set_size_penalty,4.500004791848526,MNIST,Schut,JEM,5,6
-19,validity,1.0,MNIST,Schut,JEM,5,6
-20,distance,24.0,MNIST,Schut,JEM,5,6
-20,distance_from_energy,259.28387451171875,MNIST,Schut,JEM,5,6
-20,distance_from_targets,322.5170593261719,MNIST,Schut,JEM,5,6
-20,redundancy,0.9846938775510204,MNIST,Schut,JEM,5,6
-20,set_size_penalty,4.503362836357323,MNIST,Schut,JEM,5,6
-20,validity,1.0,MNIST,Schut,JEM,5,6
+16,distance,10.000001907348633,MNIST,Schut,JEM,5,6
+16,distance_from_energy,240.85195922851562,MNIST,Schut,JEM,5,6
+16,distance_from_targets,288.9596252441406,MNIST,Schut,JEM,5,6
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,6
+16,set_size_penalty,0.0,MNIST,Schut,JEM,5,6
+16,validity,0.0,MNIST,Schut,JEM,5,6
+17,distance,10.000001907348633,MNIST,Schut,JEM,5,6
+17,distance_from_energy,227.51353454589844,MNIST,Schut,JEM,5,6
+17,distance_from_targets,267.9702453613281,MNIST,Schut,JEM,5,6
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,5,6
+17,set_size_penalty,0.0,MNIST,Schut,JEM,5,6
+17,validity,0.0,MNIST,Schut,JEM,5,6
+18,distance,10.000000953674316,MNIST,Schut,JEM,5,6
+18,distance_from_energy,246.3882293701172,MNIST,Schut,JEM,5,6
+18,distance_from_targets,274.69378662109375,MNIST,Schut,JEM,5,6
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,5,6
+18,set_size_penalty,0.0,MNIST,Schut,JEM,5,6
+18,validity,0.0,MNIST,Schut,JEM,5,6
+19,distance,10.000001907348633,MNIST,Schut,JEM,5,6
+19,distance_from_energy,225.35946655273438,MNIST,Schut,JEM,5,6
+19,distance_from_targets,272.8206481933594,MNIST,Schut,JEM,5,6
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,6
+19,set_size_penalty,0.0,MNIST,Schut,JEM,5,6
+19,validity,0.0,MNIST,Schut,JEM,5,6
+20,distance,10.000001907348633,MNIST,Schut,JEM,5,6
+20,distance_from_energy,259.328857421875,MNIST,Schut,JEM,5,6
+20,distance_from_targets,315.1608581542969,MNIST,Schut,JEM,5,6
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,6
+20,set_size_penalty,0.0,MNIST,Schut,JEM,5,6
+20,validity,0.0,MNIST,Schut,JEM,5,6
 1,distance,132.9884033203125,MNIST,Wachter,JEM Ensemble,5,7
 1,distance_from_energy,211.08621215820312,MNIST,Wachter,JEM Ensemble,5,7
 1,distance_from_targets,336.2083435058594,MNIST,Wachter,JEM Ensemble,5,7
@@ -24569,36 +24569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,5,7
 5,set_size_penalty,2.0676493831186447,MNIST,ECCCo,JEM Ensemble,5,7
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,5,7
-1,distance,28.0,MNIST,Schut,JEM Ensemble,5,7
-1,distance_from_energy,218.1777801513672,MNIST,Schut,JEM Ensemble,5,7
-1,distance_from_targets,268.72283935546875,MNIST,Schut,JEM Ensemble,5,7
-1,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,5,7
-1,set_size_penalty,3.297779561574285,MNIST,Schut,JEM Ensemble,5,7
-1,validity,1.0,MNIST,Schut,JEM Ensemble,5,7
-2,distance,40.0,MNIST,Schut,JEM Ensemble,5,7
-2,distance_from_energy,212.8671417236328,MNIST,Schut,JEM Ensemble,5,7
-2,distance_from_targets,344.2400817871094,MNIST,Schut,JEM Ensemble,5,7
-2,redundancy,0.9744897959183674,MNIST,Schut,JEM Ensemble,5,7
-2,set_size_penalty,3.129058665381095,MNIST,Schut,JEM Ensemble,5,7
-2,validity,1.0,MNIST,Schut,JEM Ensemble,5,7
-3,distance,12.0,MNIST,Schut,JEM Ensemble,5,7
-3,distance_from_energy,163.38168334960938,MNIST,Schut,JEM Ensemble,5,7
-3,distance_from_targets,257.8885803222656,MNIST,Schut,JEM Ensemble,5,7
-3,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,5,7
-3,set_size_penalty,2.827468585915398,MNIST,Schut,JEM Ensemble,5,7
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,7
+1,distance_from_energy,216.0829620361328,MNIST,Schut,JEM Ensemble,5,7
+1,distance_from_targets,261.73248291015625,MNIST,Schut,JEM Ensemble,5,7
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,7
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,7
+1,validity,0.0,MNIST,Schut,JEM Ensemble,5,7
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,7
+2,distance_from_energy,214.3828887939453,MNIST,Schut,JEM Ensemble,5,7
+2,distance_from_targets,338.6502685546875,MNIST,Schut,JEM Ensemble,5,7
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,7
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,7
+2,validity,0.0,MNIST,Schut,JEM Ensemble,5,7
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,7
+3,distance_from_energy,162.15567016601562,MNIST,Schut,JEM Ensemble,5,7
+3,distance_from_targets,253.19757080078125,MNIST,Schut,JEM Ensemble,5,7
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,7
+3,set_size_penalty,2.805063489722541,MNIST,Schut,JEM Ensemble,5,7
 3,validity,1.0,MNIST,Schut,JEM Ensemble,5,7
-4,distance,30.0,MNIST,Schut,JEM Ensemble,5,7
-4,distance_from_energy,222.14230346679688,MNIST,Schut,JEM Ensemble,5,7
-4,distance_from_targets,315.1113586425781,MNIST,Schut,JEM Ensemble,5,7
-4,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,5,7
-4,set_size_penalty,3.378997971782084,MNIST,Schut,JEM Ensemble,5,7
-4,validity,1.0,MNIST,Schut,JEM Ensemble,5,7
-5,distance,16.0,MNIST,Schut,JEM Ensemble,5,7
-5,distance_from_energy,186.79266357421875,MNIST,Schut,JEM Ensemble,5,7
-5,distance_from_targets,295.80450439453125,MNIST,Schut,JEM Ensemble,5,7
-5,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,5,7
-5,set_size_penalty,2.791154934053267,MNIST,Schut,JEM Ensemble,5,7
-5,validity,1.0,MNIST,Schut,JEM Ensemble,5,7
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,7
+4,distance_from_energy,219.16867065429688,MNIST,Schut,JEM Ensemble,5,7
+4,distance_from_targets,307.2924499511719,MNIST,Schut,JEM Ensemble,5,7
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,5,7
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,7
+4,validity,0.0,MNIST,Schut,JEM Ensemble,5,7
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,7
+5,distance_from_energy,188.02642822265625,MNIST,Schut,JEM Ensemble,5,7
+5,distance_from_targets,295.34765625,MNIST,Schut,JEM Ensemble,5,7
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,7
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,7
+5,validity,0.0,MNIST,Schut,JEM Ensemble,5,7
 6,distance,134.61143493652344,MNIST,Wachter,MLP,5,7
 6,distance_from_energy,385.2956237792969,MNIST,Wachter,MLP,5,7
 6,distance_from_targets,365.2807312011719,MNIST,Wachter,MLP,5,7
@@ -24689,36 +24689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,5,7
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,5,7
 10,validity,1.0,MNIST,ECCCo,MLP,5,7
-6,distance,34.0,MNIST,Schut,MLP,5,7
-6,distance_from_energy,373.9021911621094,MNIST,Schut,MLP,5,7
-6,distance_from_targets,294.9450988769531,MNIST,Schut,MLP,5,7
-6,redundancy,0.9783163265306123,MNIST,Schut,MLP,5,7
-6,set_size_penalty,0.5708981566764426,MNIST,Schut,MLP,5,7
-6,validity,1.0,MNIST,Schut,MLP,5,7
-7,distance,34.0,MNIST,Schut,MLP,5,7
-7,distance_from_energy,364.4774475097656,MNIST,Schut,MLP,5,7
-7,distance_from_targets,268.71624755859375,MNIST,Schut,MLP,5,7
-7,redundancy,0.9783163265306123,MNIST,Schut,MLP,5,7
-7,set_size_penalty,0.5705720642889398,MNIST,Schut,MLP,5,7
-7,validity,1.0,MNIST,Schut,MLP,5,7
-8,distance,22.0,MNIST,Schut,MLP,5,7
-8,distance_from_energy,390.5811462402344,MNIST,Schut,MLP,5,7
-8,distance_from_targets,268.6978454589844,MNIST,Schut,MLP,5,7
-8,redundancy,0.985969387755102,MNIST,Schut,MLP,5,7
-8,set_size_penalty,0.5694145063817082,MNIST,Schut,MLP,5,7
-8,validity,1.0,MNIST,Schut,MLP,5,7
-9,distance,32.0,MNIST,Schut,MLP,5,7
-9,distance_from_energy,380.14923095703125,MNIST,Schut,MLP,5,7
-9,distance_from_targets,280.2108154296875,MNIST,Schut,MLP,5,7
-9,redundancy,0.9795918367346939,MNIST,Schut,MLP,5,7
-9,set_size_penalty,0.570406033558376,MNIST,Schut,MLP,5,7
-9,validity,1.0,MNIST,Schut,MLP,5,7
-10,distance,24.0,MNIST,Schut,MLP,5,7
-10,distance_from_energy,382.0277099609375,MNIST,Schut,MLP,5,7
-10,distance_from_targets,263.26275634765625,MNIST,Schut,MLP,5,7
-10,redundancy,0.9846938775510204,MNIST,Schut,MLP,5,7
-10,set_size_penalty,0.5703803003158976,MNIST,Schut,MLP,5,7
-10,validity,1.0,MNIST,Schut,MLP,5,7
+6,distance,10.000000953674316,MNIST,Schut,MLP,5,7
+6,distance_from_energy,377.9364929199219,MNIST,Schut,MLP,5,7
+6,distance_from_targets,297.0751647949219,MNIST,Schut,MLP,5,7
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,7
+6,set_size_penalty,0.0,MNIST,Schut,MLP,5,7
+6,validity,0.0,MNIST,Schut,MLP,5,7
+7,distance,10.000001907348633,MNIST,Schut,MLP,5,7
+7,distance_from_energy,368.07061767578125,MNIST,Schut,MLP,5,7
+7,distance_from_targets,266.79278564453125,MNIST,Schut,MLP,5,7
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,7
+7,set_size_penalty,0.0,MNIST,Schut,MLP,5,7
+7,validity,0.0,MNIST,Schut,MLP,5,7
+8,distance,10.000001907348633,MNIST,Schut,MLP,5,7
+8,distance_from_energy,391.2427673339844,MNIST,Schut,MLP,5,7
+8,distance_from_targets,263.8642578125,MNIST,Schut,MLP,5,7
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,7
+8,set_size_penalty,0.0,MNIST,Schut,MLP,5,7
+8,validity,0.0,MNIST,Schut,MLP,5,7
+9,distance,10.000000953674316,MNIST,Schut,MLP,5,7
+9,distance_from_energy,380.588134765625,MNIST,Schut,MLP,5,7
+9,distance_from_targets,273.7099609375,MNIST,Schut,MLP,5,7
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,7
+9,set_size_penalty,0.0,MNIST,Schut,MLP,5,7
+9,validity,0.0,MNIST,Schut,MLP,5,7
+10,distance,10.000001907348633,MNIST,Schut,MLP,5,7
+10,distance_from_energy,384.2989196777344,MNIST,Schut,MLP,5,7
+10,distance_from_targets,259.50689697265625,MNIST,Schut,MLP,5,7
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,7
+10,set_size_penalty,0.0,MNIST,Schut,MLP,5,7
+10,validity,0.0,MNIST,Schut,MLP,5,7
 11,distance,129.61813354492188,MNIST,Wachter,MLP Ensemble,5,7
 11,distance_from_energy,370.9853210449219,MNIST,Wachter,MLP Ensemble,5,7
 11,distance_from_targets,329.19696044921875,MNIST,Wachter,MLP Ensemble,5,7
@@ -24809,36 +24809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,5,7
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,5,7
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,5,7
-11,distance,28.0,MNIST,Schut,MLP Ensemble,5,7
-11,distance_from_energy,360.32208251953125,MNIST,Schut,MLP Ensemble,5,7
-11,distance_from_targets,265.37420654296875,MNIST,Schut,MLP Ensemble,5,7
-11,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,5,7
-11,set_size_penalty,0.2972214586117412,MNIST,Schut,MLP Ensemble,5,7
-11,validity,1.0,MNIST,Schut,MLP Ensemble,5,7
-12,distance,42.0,MNIST,Schut,MLP Ensemble,5,7
-12,distance_from_energy,358.8988952636719,MNIST,Schut,MLP Ensemble,5,7
-12,distance_from_targets,279.45281982421875,MNIST,Schut,MLP Ensemble,5,7
-12,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,5,7
-12,set_size_penalty,0.3026877163607504,MNIST,Schut,MLP Ensemble,5,7
-12,validity,1.0,MNIST,Schut,MLP Ensemble,5,7
-13,distance,28.0,MNIST,Schut,MLP Ensemble,5,7
-13,distance_from_energy,364.9700012207031,MNIST,Schut,MLP Ensemble,5,7
-13,distance_from_targets,277.67767333984375,MNIST,Schut,MLP Ensemble,5,7
-13,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,5,7
-13,set_size_penalty,0.29487800775208006,MNIST,Schut,MLP Ensemble,5,7
-13,validity,1.0,MNIST,Schut,MLP Ensemble,5,7
-14,distance,32.0,MNIST,Schut,MLP Ensemble,5,7
-14,distance_from_energy,361.8236389160156,MNIST,Schut,MLP Ensemble,5,7
-14,distance_from_targets,276.0716247558594,MNIST,Schut,MLP Ensemble,5,7
-14,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,5,7
-14,set_size_penalty,0.2993206529040189,MNIST,Schut,MLP Ensemble,5,7
-14,validity,1.0,MNIST,Schut,MLP Ensemble,5,7
-15,distance,34.0,MNIST,Schut,MLP Ensemble,5,7
-15,distance_from_energy,351.93426513671875,MNIST,Schut,MLP Ensemble,5,7
-15,distance_from_targets,278.56427001953125,MNIST,Schut,MLP Ensemble,5,7
-15,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,5,7
-15,set_size_penalty,0.29712654881012734,MNIST,Schut,MLP Ensemble,5,7
-15,validity,1.0,MNIST,Schut,MLP Ensemble,5,7
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,7
+11,distance_from_energy,360.2851257324219,MNIST,Schut,MLP Ensemble,5,7
+11,distance_from_targets,259.5440979003906,MNIST,Schut,MLP Ensemble,5,7
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,7
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,7
+11,validity,0.0,MNIST,Schut,MLP Ensemble,5,7
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,7
+12,distance_from_energy,367.6995849609375,MNIST,Schut,MLP Ensemble,5,7
+12,distance_from_targets,280.0040283203125,MNIST,Schut,MLP Ensemble,5,7
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,7
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,7
+12,validity,0.0,MNIST,Schut,MLP Ensemble,5,7
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,7
+13,distance_from_energy,369.355224609375,MNIST,Schut,MLP Ensemble,5,7
+13,distance_from_targets,275.4347839355469,MNIST,Schut,MLP Ensemble,5,7
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,7
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,7
+13,validity,0.0,MNIST,Schut,MLP Ensemble,5,7
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,7
+14,distance_from_energy,365.0882873535156,MNIST,Schut,MLP Ensemble,5,7
+14,distance_from_targets,272.2537536621094,MNIST,Schut,MLP Ensemble,5,7
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,7
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,7
+14,validity,0.0,MNIST,Schut,MLP Ensemble,5,7
+15,distance,10.0,MNIST,Schut,MLP Ensemble,5,7
+15,distance_from_energy,353.6127014160156,MNIST,Schut,MLP Ensemble,5,7
+15,distance_from_targets,271.0246276855469,MNIST,Schut,MLP Ensemble,5,7
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,7
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,7
+15,validity,0.0,MNIST,Schut,MLP Ensemble,5,7
 16,distance,124.60420227050781,MNIST,Wachter,JEM,5,7
 16,distance_from_energy,277.3368835449219,MNIST,Wachter,JEM,5,7
 16,distance_from_targets,353.395751953125,MNIST,Wachter,JEM,5,7
@@ -24929,36 +24929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,5,7
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,5,7
 20,validity,1.0,MNIST,ECCCo,JEM,5,7
-16,distance,18.0,MNIST,Schut,JEM,5,7
-16,distance_from_energy,236.82846069335938,MNIST,Schut,JEM,5,7
-16,distance_from_targets,283.9152526855469,MNIST,Schut,JEM,5,7
-16,redundancy,0.9885204081632653,MNIST,Schut,JEM,5,7
-16,set_size_penalty,4.501478890651112,MNIST,Schut,JEM,5,7
-16,validity,1.0,MNIST,Schut,JEM,5,7
-17,distance,26.0,MNIST,Schut,JEM,5,7
-17,distance_from_energy,235.9676513671875,MNIST,Schut,JEM,5,7
-17,distance_from_targets,261.5028991699219,MNIST,Schut,JEM,5,7
-17,redundancy,0.9834183673469388,MNIST,Schut,JEM,5,7
-17,set_size_penalty,4.500165094028168,MNIST,Schut,JEM,5,7
-17,validity,1.0,MNIST,Schut,JEM,5,7
-18,distance,28.0,MNIST,Schut,JEM,5,7
-18,distance_from_energy,253.73367309570312,MNIST,Schut,JEM,5,7
-18,distance_from_targets,319.0244445800781,MNIST,Schut,JEM,5,7
-18,redundancy,0.9821428571428571,MNIST,Schut,JEM,5,7
-18,set_size_penalty,4.500482795928496,MNIST,Schut,JEM,5,7
-18,validity,1.0,MNIST,Schut,JEM,5,7
-19,distance,20.0,MNIST,Schut,JEM,5,7
-19,distance_from_energy,247.5790252685547,MNIST,Schut,JEM,5,7
-19,distance_from_targets,265.16448974609375,MNIST,Schut,JEM,5,7
+16,distance,10.000001907348633,MNIST,Schut,JEM,5,7
+16,distance_from_energy,235.56744384765625,MNIST,Schut,JEM,5,7
+16,distance_from_targets,279.12176513671875,MNIST,Schut,JEM,5,7
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,7
+16,set_size_penalty,0.0,MNIST,Schut,JEM,5,7
+16,validity,0.0,MNIST,Schut,JEM,5,7
+17,distance,10.000000953674316,MNIST,Schut,JEM,5,7
+17,distance_from_energy,233.83917236328125,MNIST,Schut,JEM,5,7
+17,distance_from_targets,253.18955993652344,MNIST,Schut,JEM,5,7
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,5,7
+17,set_size_penalty,0.0,MNIST,Schut,JEM,5,7
+17,validity,0.0,MNIST,Schut,JEM,5,7
+18,distance,10.000001907348633,MNIST,Schut,JEM,5,7
+18,distance_from_energy,249.3018035888672,MNIST,Schut,JEM,5,7
+18,distance_from_targets,311.9632263183594,MNIST,Schut,JEM,5,7
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,7
+18,set_size_penalty,0.0,MNIST,Schut,JEM,5,7
+18,validity,0.0,MNIST,Schut,JEM,5,7
+19,distance,10.000001907348633,MNIST,Schut,JEM,5,7
+19,distance_from_energy,245.56329345703125,MNIST,Schut,JEM,5,7
+19,distance_from_targets,260.4010009765625,MNIST,Schut,JEM,5,7
 19,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,7
-19,set_size_penalty,4.500043269372473,MNIST,Schut,JEM,5,7
-19,validity,1.0,MNIST,Schut,JEM,5,7
-20,distance,24.0,MNIST,Schut,JEM,5,7
-20,distance_from_energy,244.0094757080078,MNIST,Schut,JEM,5,7
-20,distance_from_targets,315.11907958984375,MNIST,Schut,JEM,5,7
-20,redundancy,0.9846938775510204,MNIST,Schut,JEM,5,7
-20,set_size_penalty,4.500147995091702,MNIST,Schut,JEM,5,7
-20,validity,1.0,MNIST,Schut,JEM,5,7
+19,set_size_penalty,0.0,MNIST,Schut,JEM,5,7
+19,validity,0.0,MNIST,Schut,JEM,5,7
+20,distance,10.000001907348633,MNIST,Schut,JEM,5,7
+20,distance_from_energy,244.29637145996094,MNIST,Schut,JEM,5,7
+20,distance_from_targets,308.0707092285156,MNIST,Schut,JEM,5,7
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,5,7
+20,set_size_penalty,0.0,MNIST,Schut,JEM,5,7
+20,validity,0.0,MNIST,Schut,JEM,5,7
 1,distance,122.03524780273438,MNIST,Wachter,JEM Ensemble,5,8
 1,distance_from_energy,195.5234832763672,MNIST,Wachter,JEM Ensemble,5,8
 1,distance_from_targets,381.2244567871094,MNIST,Wachter,JEM Ensemble,5,8
@@ -25049,35 +25049,35 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,5,8
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,5,8
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,5,8
-1,distance,22.0,MNIST,Schut,JEM Ensemble,5,8
-1,distance_from_energy,191.6945343017578,MNIST,Schut,JEM Ensemble,5,8
-1,distance_from_targets,308.9468078613281,MNIST,Schut,JEM Ensemble,5,8
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,8
+1,distance_from_energy,194.32089233398438,MNIST,Schut,JEM Ensemble,5,8
+1,distance_from_targets,307.6227722167969,MNIST,Schut,JEM Ensemble,5,8
 1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,5,8
-1,set_size_penalty,3.03789820847837,MNIST,Schut,JEM Ensemble,5,8
-1,validity,1.0,MNIST,Schut,JEM Ensemble,5,8
-2,distance,28.0,MNIST,Schut,JEM Ensemble,5,8
-2,distance_from_energy,193.2919921875,MNIST,Schut,JEM Ensemble,5,8
-2,distance_from_targets,263.5364685058594,MNIST,Schut,JEM Ensemble,5,8
-2,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,5,8
-2,set_size_penalty,3.3928587061397746,MNIST,Schut,JEM Ensemble,5,8
-2,validity,1.0,MNIST,Schut,JEM Ensemble,5,8
-3,distance,10.0,MNIST,Schut,JEM Ensemble,5,8
-3,distance_from_energy,189.1891632080078,MNIST,Schut,JEM Ensemble,5,8
-3,distance_from_targets,276.8416748046875,MNIST,Schut,JEM Ensemble,5,8
-3,redundancy,0.9936224489795918,MNIST,Schut,JEM Ensemble,5,8
-3,set_size_penalty,2.896942616732613,MNIST,Schut,JEM Ensemble,5,8
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,8
+1,validity,0.0,MNIST,Schut,JEM Ensemble,5,8
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,8
+2,distance_from_energy,194.9774932861328,MNIST,Schut,JEM Ensemble,5,8
+2,distance_from_targets,261.2864990234375,MNIST,Schut,JEM Ensemble,5,8
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,5,8
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,8
+2,validity,0.0,MNIST,Schut,JEM Ensemble,5,8
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,8
+3,distance_from_energy,188.76446533203125,MNIST,Schut,JEM Ensemble,5,8
+3,distance_from_targets,275.09027099609375,MNIST,Schut,JEM Ensemble,5,8
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,8
+3,set_size_penalty,3.0061236986747275,MNIST,Schut,JEM Ensemble,5,8
 3,validity,1.0,MNIST,Schut,JEM Ensemble,5,8
-4,distance,20.0,MNIST,Schut,JEM Ensemble,5,8
-4,distance_from_energy,186.2950439453125,MNIST,Schut,JEM Ensemble,5,8
-4,distance_from_targets,264.18695068359375,MNIST,Schut,JEM Ensemble,5,8
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,8
+4,distance_from_energy,186.6880340576172,MNIST,Schut,JEM Ensemble,5,8
+4,distance_from_targets,261.7867736816406,MNIST,Schut,JEM Ensemble,5,8
 4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,8
-4,set_size_penalty,3.4054083198155967,MNIST,Schut,JEM Ensemble,5,8
-4,validity,1.0,MNIST,Schut,JEM Ensemble,5,8
-5,distance,4.0,MNIST,Schut,JEM Ensemble,5,8
-5,distance_from_energy,207.0015411376953,MNIST,Schut,JEM Ensemble,5,8
-5,distance_from_targets,331.40899658203125,MNIST,Schut,JEM Ensemble,5,8
-5,redundancy,0.9974489795918368,MNIST,Schut,JEM Ensemble,5,8
-5,set_size_penalty,3.4560704307935604,MNIST,Schut,JEM Ensemble,5,8
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,8
+4,validity,0.0,MNIST,Schut,JEM Ensemble,5,8
+5,distance,2.90000057220459,MNIST,Schut,JEM Ensemble,5,8
+5,distance_from_energy,206.68734741210938,MNIST,Schut,JEM Ensemble,5,8
+5,distance_from_targets,330.4138488769531,MNIST,Schut,JEM Ensemble,5,8
+5,redundancy,0.9961734693877551,MNIST,Schut,JEM Ensemble,5,8
+5,set_size_penalty,3.4599819732431305,MNIST,Schut,JEM Ensemble,5,8
 5,validity,1.0,MNIST,Schut,JEM Ensemble,5,8
 6,distance,108.09686279296875,MNIST,Wachter,MLP,5,8
 6,distance_from_energy,373.5240478515625,MNIST,Wachter,MLP,5,8
@@ -25169,36 +25169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,5,8
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,5,8
 10,validity,1.0,MNIST,ECCCo,MLP,5,8
-6,distance,14.0,MNIST,Schut,MLP,5,8
-6,distance_from_energy,373.0159912109375,MNIST,Schut,MLP,5,8
-6,distance_from_targets,270.1029968261719,MNIST,Schut,MLP,5,8
-6,redundancy,0.9910714285714286,MNIST,Schut,MLP,5,8
-6,set_size_penalty,0.5698193471693422,MNIST,Schut,MLP,5,8
+6,distance,10.000001907348633,MNIST,Schut,MLP,5,8
+6,distance_from_energy,371.9303894042969,MNIST,Schut,MLP,5,8
+6,distance_from_targets,267.578857421875,MNIST,Schut,MLP,5,8
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,5,8
+6,set_size_penalty,0.6902811782941001,MNIST,Schut,MLP,5,8
 6,validity,1.0,MNIST,Schut,MLP,5,8
-7,distance,26.0,MNIST,Schut,MLP,5,8
-7,distance_from_energy,374.8016662597656,MNIST,Schut,MLP,5,8
-7,distance_from_targets,321.3244323730469,MNIST,Schut,MLP,5,8
-7,redundancy,0.9834183673469388,MNIST,Schut,MLP,5,8
-7,set_size_penalty,0.5705016870687807,MNIST,Schut,MLP,5,8
-7,validity,1.0,MNIST,Schut,MLP,5,8
-8,distance,26.0,MNIST,Schut,MLP,5,8
-8,distance_from_energy,375.4766540527344,MNIST,Schut,MLP,5,8
-8,distance_from_targets,269.074462890625,MNIST,Schut,MLP,5,8
-8,redundancy,0.9834183673469388,MNIST,Schut,MLP,5,8
-8,set_size_penalty,0.5727664549483573,MNIST,Schut,MLP,5,8
-8,validity,1.0,MNIST,Schut,MLP,5,8
-9,distance,18.0,MNIST,Schut,MLP,5,8
-9,distance_from_energy,344.197021484375,MNIST,Schut,MLP,5,8
-9,distance_from_targets,314.43499755859375,MNIST,Schut,MLP,5,8
-9,redundancy,0.9885204081632653,MNIST,Schut,MLP,5,8
-9,set_size_penalty,0.5710614306673805,MNIST,Schut,MLP,5,8
-9,validity,1.0,MNIST,Schut,MLP,5,8
-10,distance,28.0,MNIST,Schut,MLP,5,8
-10,distance_from_energy,385.9419250488281,MNIST,Schut,MLP,5,8
-10,distance_from_targets,256.6463317871094,MNIST,Schut,MLP,5,8
-10,redundancy,0.9821428571428571,MNIST,Schut,MLP,5,8
-10,set_size_penalty,0.5744973907169175,MNIST,Schut,MLP,5,8
-10,validity,1.0,MNIST,Schut,MLP,5,8
+7,distance,10.000001907348633,MNIST,Schut,MLP,5,8
+7,distance_from_energy,376.7280578613281,MNIST,Schut,MLP,5,8
+7,distance_from_targets,320.3044738769531,MNIST,Schut,MLP,5,8
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,5,8
+7,set_size_penalty,0.0,MNIST,Schut,MLP,5,8
+7,validity,0.0,MNIST,Schut,MLP,5,8
+8,distance,10.0,MNIST,Schut,MLP,5,8
+8,distance_from_energy,376.99578857421875,MNIST,Schut,MLP,5,8
+8,distance_from_targets,264.2730712890625,MNIST,Schut,MLP,5,8
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,8
+8,set_size_penalty,0.0,MNIST,Schut,MLP,5,8
+8,validity,0.0,MNIST,Schut,MLP,5,8
+9,distance,10.000000953674316,MNIST,Schut,MLP,5,8
+9,distance_from_energy,344.4728088378906,MNIST,Schut,MLP,5,8
+9,distance_from_targets,311.4947204589844,MNIST,Schut,MLP,5,8
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,5,8
+9,set_size_penalty,0.0,MNIST,Schut,MLP,5,8
+9,validity,0.0,MNIST,Schut,MLP,5,8
+10,distance,10.000001907348633,MNIST,Schut,MLP,5,8
+10,distance_from_energy,386.0269775390625,MNIST,Schut,MLP,5,8
+10,distance_from_targets,251.94505310058594,MNIST,Schut,MLP,5,8
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,8
+10,set_size_penalty,0.0,MNIST,Schut,MLP,5,8
+10,validity,0.0,MNIST,Schut,MLP,5,8
 11,distance,125.1925048828125,MNIST,Wachter,MLP Ensemble,5,8
 11,distance_from_energy,364.5000915527344,MNIST,Wachter,MLP Ensemble,5,8
 11,distance_from_targets,335.0777893066406,MNIST,Wachter,MLP Ensemble,5,8
@@ -25289,36 +25289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,5,8
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,5,8
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,5,8
-11,distance,28.0,MNIST,Schut,MLP Ensemble,5,8
-11,distance_from_energy,365.45428466796875,MNIST,Schut,MLP Ensemble,5,8
-11,distance_from_targets,262.5032958984375,MNIST,Schut,MLP Ensemble,5,8
-11,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,5,8
-11,set_size_penalty,0.3214924448488472,MNIST,Schut,MLP Ensemble,5,8
-11,validity,1.0,MNIST,Schut,MLP Ensemble,5,8
-12,distance,26.0,MNIST,Schut,MLP Ensemble,5,8
-12,distance_from_energy,354.1806945800781,MNIST,Schut,MLP Ensemble,5,8
-12,distance_from_targets,285.4301452636719,MNIST,Schut,MLP Ensemble,5,8
-12,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,5,8
-12,set_size_penalty,0.29677650202010786,MNIST,Schut,MLP Ensemble,5,8
-12,validity,1.0,MNIST,Schut,MLP Ensemble,5,8
-13,distance,36.0,MNIST,Schut,MLP Ensemble,5,8
-13,distance_from_energy,342.1956787109375,MNIST,Schut,MLP Ensemble,5,8
-13,distance_from_targets,264.9478759765625,MNIST,Schut,MLP Ensemble,5,8
-13,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,5,8
-13,set_size_penalty,0.2975376450051448,MNIST,Schut,MLP Ensemble,5,8
-13,validity,1.0,MNIST,Schut,MLP Ensemble,5,8
-14,distance,32.0,MNIST,Schut,MLP Ensemble,5,8
-14,distance_from_energy,343.30413818359375,MNIST,Schut,MLP Ensemble,5,8
-14,distance_from_targets,320.63092041015625,MNIST,Schut,MLP Ensemble,5,8
-14,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,5,8
-14,set_size_penalty,0.2974765641320003,MNIST,Schut,MLP Ensemble,5,8
-14,validity,1.0,MNIST,Schut,MLP Ensemble,5,8
-15,distance,22.0,MNIST,Schut,MLP Ensemble,5,8
-15,distance_from_energy,368.1545715332031,MNIST,Schut,MLP Ensemble,5,8
-15,distance_from_targets,305.4364318847656,MNIST,Schut,MLP Ensemble,5,8
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,8
+11,distance_from_energy,367.3920593261719,MNIST,Schut,MLP Ensemble,5,8
+11,distance_from_targets,258.4818115234375,MNIST,Schut,MLP Ensemble,5,8
+11,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,5,8
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,8
+11,validity,0.0,MNIST,Schut,MLP Ensemble,5,8
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,8
+12,distance_from_energy,355.4080505371094,MNIST,Schut,MLP Ensemble,5,8
+12,distance_from_targets,282.3841857910156,MNIST,Schut,MLP Ensemble,5,8
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,8
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,8
+12,validity,0.0,MNIST,Schut,MLP Ensemble,5,8
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,8
+13,distance_from_energy,346.4012756347656,MNIST,Schut,MLP Ensemble,5,8
+13,distance_from_targets,261.7348327636719,MNIST,Schut,MLP Ensemble,5,8
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,8
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,8
+13,validity,0.0,MNIST,Schut,MLP Ensemble,5,8
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,8
+14,distance_from_energy,347.92315673828125,MNIST,Schut,MLP Ensemble,5,8
+14,distance_from_targets,323.1191101074219,MNIST,Schut,MLP Ensemble,5,8
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,8
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,8
+14,validity,0.0,MNIST,Schut,MLP Ensemble,5,8
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,8
+15,distance_from_energy,366.81024169921875,MNIST,Schut,MLP Ensemble,5,8
+15,distance_from_targets,301.31719970703125,MNIST,Schut,MLP Ensemble,5,8
 15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,5,8
-15,set_size_penalty,0.36482962950236364,MNIST,Schut,MLP Ensemble,5,8
-15,validity,1.0,MNIST,Schut,MLP Ensemble,5,8
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,8
+15,validity,0.0,MNIST,Schut,MLP Ensemble,5,8
 16,distance,118.05613708496094,MNIST,Wachter,JEM,5,8
 16,distance_from_energy,232.7458953857422,MNIST,Wachter,JEM,5,8
 16,distance_from_targets,331.8283996582031,MNIST,Wachter,JEM,5,8
@@ -25409,36 +25409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,5,8
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,5,8
 20,validity,1.0,MNIST,ECCCo,JEM,5,8
-16,distance,12.0,MNIST,Schut,JEM,5,8
-16,distance_from_energy,247.90814208984375,MNIST,Schut,JEM,5,8
-16,distance_from_targets,265.40185546875,MNIST,Schut,JEM,5,8
-16,redundancy,0.9923469387755102,MNIST,Schut,JEM,5,8
-16,set_size_penalty,4.499960140381376,MNIST,Schut,JEM,5,8
+16,distance,10.000001907348633,MNIST,Schut,JEM,5,8
+16,distance_from_energy,246.27671813964844,MNIST,Schut,JEM,5,8
+16,distance_from_targets,260.830322265625,MNIST,Schut,JEM,5,8
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,8
+16,set_size_penalty,4.867157512869462,MNIST,Schut,JEM,5,8
 16,validity,1.0,MNIST,Schut,JEM,5,8
-17,distance,16.0,MNIST,Schut,JEM,5,8
-17,distance_from_energy,243.14532470703125,MNIST,Schut,JEM,5,8
-17,distance_from_targets,260.6261291503906,MNIST,Schut,JEM,5,8
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,5,8
-17,set_size_penalty,4.501528963748377,MNIST,Schut,JEM,5,8
-17,validity,1.0,MNIST,Schut,JEM,5,8
-18,distance,30.0,MNIST,Schut,JEM,5,8
-18,distance_from_energy,238.40667724609375,MNIST,Schut,JEM,5,8
-18,distance_from_targets,278.7986145019531,MNIST,Schut,JEM,5,8
-18,redundancy,0.9808673469387755,MNIST,Schut,JEM,5,8
-18,set_size_penalty,4.499957311429386,MNIST,Schut,JEM,5,8
-18,validity,1.0,MNIST,Schut,JEM,5,8
-19,distance,24.0,MNIST,Schut,JEM,5,8
-19,distance_from_energy,238.87033081054688,MNIST,Schut,JEM,5,8
-19,distance_from_targets,301.42474365234375,MNIST,Schut,JEM,5,8
-19,redundancy,0.9846938775510204,MNIST,Schut,JEM,5,8
-19,set_size_penalty,4.503008746744076,MNIST,Schut,JEM,5,8
-19,validity,1.0,MNIST,Schut,JEM,5,8
-20,distance,38.0,MNIST,Schut,JEM,5,8
-20,distance_from_energy,280.5602111816406,MNIST,Schut,JEM,5,8
-20,distance_from_targets,280.23577880859375,MNIST,Schut,JEM,5,8
-20,redundancy,0.9757653061224489,MNIST,Schut,JEM,5,8
-20,set_size_penalty,4.499985009681935,MNIST,Schut,JEM,5,8
-20,validity,1.0,MNIST,Schut,JEM,5,8
+17,distance,10.000001907348633,MNIST,Schut,JEM,5,8
+17,distance_from_energy,242.89125061035156,MNIST,Schut,JEM,5,8
+17,distance_from_targets,258.8924560546875,MNIST,Schut,JEM,5,8
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,8
+17,set_size_penalty,0.0,MNIST,Schut,JEM,5,8
+17,validity,0.0,MNIST,Schut,JEM,5,8
+18,distance,10.000001907348633,MNIST,Schut,JEM,5,8
+18,distance_from_energy,236.14144897460938,MNIST,Schut,JEM,5,8
+18,distance_from_targets,266.9087219238281,MNIST,Schut,JEM,5,8
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,5,8
+18,set_size_penalty,0.0,MNIST,Schut,JEM,5,8
+18,validity,0.0,MNIST,Schut,JEM,5,8
+19,distance,10.000000953674316,MNIST,Schut,JEM,5,8
+19,distance_from_energy,237.3134307861328,MNIST,Schut,JEM,5,8
+19,distance_from_targets,295.9684143066406,MNIST,Schut,JEM,5,8
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,8
+19,set_size_penalty,0.0,MNIST,Schut,JEM,5,8
+19,validity,0.0,MNIST,Schut,JEM,5,8
+20,distance,10.000000953674316,MNIST,Schut,JEM,5,8
+20,distance_from_energy,279.70697021484375,MNIST,Schut,JEM,5,8
+20,distance_from_targets,271.9354248046875,MNIST,Schut,JEM,5,8
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,8
+20,set_size_penalty,0.0,MNIST,Schut,JEM,5,8
+20,validity,0.0,MNIST,Schut,JEM,5,8
 1,distance,123.47531127929688,MNIST,Wachter,JEM Ensemble,5,9
 1,distance_from_energy,184.8242645263672,MNIST,Wachter,JEM Ensemble,5,9
 1,distance_from_targets,338.83831787109375,MNIST,Wachter,JEM Ensemble,5,9
@@ -25529,35 +25529,35 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,5,9
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,5,9
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,5,9
-1,distance,22.0,MNIST,Schut,JEM Ensemble,5,9
-1,distance_from_energy,193.23394775390625,MNIST,Schut,JEM Ensemble,5,9
-1,distance_from_targets,268.0418701171875,MNIST,Schut,JEM Ensemble,5,9
-1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,5,9
-1,set_size_penalty,2.5447260376135574,MNIST,Schut,JEM Ensemble,5,9
-1,validity,1.0,MNIST,Schut,JEM Ensemble,5,9
-2,distance,16.0,MNIST,Schut,JEM Ensemble,5,9
-2,distance_from_energy,179.67520141601562,MNIST,Schut,JEM Ensemble,5,9
-2,distance_from_targets,252.73793029785156,MNIST,Schut,JEM Ensemble,5,9
-2,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,5,9
-2,set_size_penalty,2.97835568131151,MNIST,Schut,JEM Ensemble,5,9
-2,validity,1.0,MNIST,Schut,JEM Ensemble,5,9
-3,distance,18.0,MNIST,Schut,JEM Ensemble,5,9
-3,distance_from_energy,179.9086151123047,MNIST,Schut,JEM Ensemble,5,9
-3,distance_from_targets,261.6626892089844,MNIST,Schut,JEM Ensemble,5,9
-3,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,5,9
-3,set_size_penalty,2.748957665360865,MNIST,Schut,JEM Ensemble,5,9
-3,validity,1.0,MNIST,Schut,JEM Ensemble,5,9
-4,distance,28.0,MNIST,Schut,JEM Ensemble,5,9
-4,distance_from_energy,173.5497283935547,MNIST,Schut,JEM Ensemble,5,9
-4,distance_from_targets,259.5131530761719,MNIST,Schut,JEM Ensemble,5,9
-4,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,5,9
-4,set_size_penalty,2.782198521230632,MNIST,Schut,JEM Ensemble,5,9
-4,validity,1.0,MNIST,Schut,JEM Ensemble,5,9
-5,distance,12.0,MNIST,Schut,JEM Ensemble,5,9
-5,distance_from_energy,174.2130889892578,MNIST,Schut,JEM Ensemble,5,9
-5,distance_from_targets,249.1101837158203,MNIST,Schut,JEM Ensemble,5,9
-5,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,5,9
-5,set_size_penalty,3.431417848914074,MNIST,Schut,JEM Ensemble,5,9
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,5,9
+1,distance_from_energy,191.49168395996094,MNIST,Schut,JEM Ensemble,5,9
+1,distance_from_targets,259.6572570800781,MNIST,Schut,JEM Ensemble,5,9
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,9
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,9
+1,validity,0.0,MNIST,Schut,JEM Ensemble,5,9
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,9
+2,distance_from_energy,179.37884521484375,MNIST,Schut,JEM Ensemble,5,9
+2,distance_from_targets,248.01234436035156,MNIST,Schut,JEM Ensemble,5,9
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,9
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,9
+2,validity,0.0,MNIST,Schut,JEM Ensemble,5,9
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,9
+3,distance_from_energy,180.5172119140625,MNIST,Schut,JEM Ensemble,5,9
+3,distance_from_targets,258.7547912597656,MNIST,Schut,JEM Ensemble,5,9
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,5,9
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,9
+3,validity,0.0,MNIST,Schut,JEM Ensemble,5,9
+4,distance,10.0,MNIST,Schut,JEM Ensemble,5,9
+4,distance_from_energy,174.19903564453125,MNIST,Schut,JEM Ensemble,5,9
+4,distance_from_targets,256.8408508300781,MNIST,Schut,JEM Ensemble,5,9
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,9
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,5,9
+4,validity,0.0,MNIST,Schut,JEM Ensemble,5,9
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,5,9
+5,distance_from_energy,171.78611755371094,MNIST,Schut,JEM Ensemble,5,9
+5,distance_from_targets,245.61709594726562,MNIST,Schut,JEM Ensemble,5,9
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,5,9
+5,set_size_penalty,3.4321363136161622,MNIST,Schut,JEM Ensemble,5,9
 5,validity,1.0,MNIST,Schut,JEM Ensemble,5,9
 6,distance,135.69992065429688,MNIST,Wachter,MLP,5,9
 6,distance_from_energy,378.449462890625,MNIST,Wachter,MLP,5,9
@@ -25649,36 +25649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,5,9
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,5,9
 10,validity,1.0,MNIST,ECCCo,MLP,5,9
-6,distance,32.0,MNIST,Schut,MLP,5,9
-6,distance_from_energy,396.7744140625,MNIST,Schut,MLP,5,9
-6,distance_from_targets,276.8124694824219,MNIST,Schut,MLP,5,9
-6,redundancy,0.9795918367346939,MNIST,Schut,MLP,5,9
-6,set_size_penalty,0.569709932277999,MNIST,Schut,MLP,5,9
-6,validity,1.0,MNIST,Schut,MLP,5,9
-7,distance,24.0,MNIST,Schut,MLP,5,9
-7,distance_from_energy,405.0155944824219,MNIST,Schut,MLP,5,9
-7,distance_from_targets,261.30792236328125,MNIST,Schut,MLP,5,9
-7,redundancy,0.9846938775510204,MNIST,Schut,MLP,5,9
-7,set_size_penalty,0.5691279961886591,MNIST,Schut,MLP,5,9
-7,validity,1.0,MNIST,Schut,MLP,5,9
-8,distance,24.0,MNIST,Schut,MLP,5,9
-8,distance_from_energy,423.9056701660156,MNIST,Schut,MLP,5,9
-8,distance_from_targets,264.5662536621094,MNIST,Schut,MLP,5,9
-8,redundancy,0.9846938775510204,MNIST,Schut,MLP,5,9
-8,set_size_penalty,0.5687641910153152,MNIST,Schut,MLP,5,9
-8,validity,1.0,MNIST,Schut,MLP,5,9
-9,distance,14.0,MNIST,Schut,MLP,5,9
-9,distance_from_energy,374.5616760253906,MNIST,Schut,MLP,5,9
-9,distance_from_targets,258.9514465332031,MNIST,Schut,MLP,5,9
-9,redundancy,0.9910714285714286,MNIST,Schut,MLP,5,9
-9,set_size_penalty,0.5688269826129837,MNIST,Schut,MLP,5,9
+6,distance,10.000001907348633,MNIST,Schut,MLP,5,9
+6,distance_from_energy,393.3345642089844,MNIST,Schut,MLP,5,9
+6,distance_from_targets,276.3154602050781,MNIST,Schut,MLP,5,9
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,9
+6,set_size_penalty,0.0,MNIST,Schut,MLP,5,9
+6,validity,0.0,MNIST,Schut,MLP,5,9
+7,distance,10.000001907348633,MNIST,Schut,MLP,5,9
+7,distance_from_energy,404.17657470703125,MNIST,Schut,MLP,5,9
+7,distance_from_targets,256.1990661621094,MNIST,Schut,MLP,5,9
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,9
+7,set_size_penalty,0.0,MNIST,Schut,MLP,5,9
+7,validity,0.0,MNIST,Schut,MLP,5,9
+8,distance,10.000000953674316,MNIST,Schut,MLP,5,9
+8,distance_from_energy,419.5444030761719,MNIST,Schut,MLP,5,9
+8,distance_from_targets,257.2134704589844,MNIST,Schut,MLP,5,9
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,9
+8,set_size_penalty,0.0,MNIST,Schut,MLP,5,9
+8,validity,0.0,MNIST,Schut,MLP,5,9
+9,distance,10.000001907348633,MNIST,Schut,MLP,5,9
+9,distance_from_energy,372.0512390136719,MNIST,Schut,MLP,5,9
+9,distance_from_targets,254.1453857421875,MNIST,Schut,MLP,5,9
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,9
+9,set_size_penalty,0.8172128327956885,MNIST,Schut,MLP,5,9
 9,validity,1.0,MNIST,Schut,MLP,5,9
-10,distance,48.0,MNIST,Schut,MLP,5,9
-10,distance_from_energy,375.3346862792969,MNIST,Schut,MLP,5,9
-10,distance_from_targets,297.457763671875,MNIST,Schut,MLP,5,9
-10,redundancy,0.9693877551020408,MNIST,Schut,MLP,5,9
-10,set_size_penalty,0.5702665665424871,MNIST,Schut,MLP,5,9
-10,validity,1.0,MNIST,Schut,MLP,5,9
+10,distance,10.000001907348633,MNIST,Schut,MLP,5,9
+10,distance_from_energy,386.6611633300781,MNIST,Schut,MLP,5,9
+10,distance_from_targets,305.0419006347656,MNIST,Schut,MLP,5,9
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,5,9
+10,set_size_penalty,0.0,MNIST,Schut,MLP,5,9
+10,validity,0.0,MNIST,Schut,MLP,5,9
 11,distance,99.6396713256836,MNIST,Wachter,MLP Ensemble,5,9
 11,distance_from_energy,371.1398010253906,MNIST,Wachter,MLP Ensemble,5,9
 11,distance_from_targets,296.71630859375,MNIST,Wachter,MLP Ensemble,5,9
@@ -25769,36 +25769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,5,9
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,5,9
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,5,9
-11,distance,12.0,MNIST,Schut,MLP Ensemble,5,9
-11,distance_from_energy,358.36553955078125,MNIST,Schut,MLP Ensemble,5,9
-11,distance_from_targets,242.2998504638672,MNIST,Schut,MLP Ensemble,5,9
-11,redundancy,0.9923469387755102,MNIST,Schut,MLP Ensemble,5,9
-11,set_size_penalty,0.2943957004201918,MNIST,Schut,MLP Ensemble,5,9
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,9
+11,distance_from_energy,356.8353576660156,MNIST,Schut,MLP Ensemble,5,9
+11,distance_from_targets,239.5359649658203,MNIST,Schut,MLP Ensemble,5,9
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,9
+11,set_size_penalty,0.3146473246933843,MNIST,Schut,MLP Ensemble,5,9
 11,validity,1.0,MNIST,Schut,MLP Ensemble,5,9
-12,distance,20.0,MNIST,Schut,MLP Ensemble,5,9
-12,distance_from_energy,362.4794616699219,MNIST,Schut,MLP Ensemble,5,9
-12,distance_from_targets,240.2652130126953,MNIST,Schut,MLP Ensemble,5,9
-12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,9
-12,set_size_penalty,0.29434371428275163,MNIST,Schut,MLP Ensemble,5,9
-12,validity,1.0,MNIST,Schut,MLP Ensemble,5,9
-13,distance,14.0,MNIST,Schut,MLP Ensemble,5,9
-13,distance_from_energy,372.974609375,MNIST,Schut,MLP Ensemble,5,9
-13,distance_from_targets,248.6246337890625,MNIST,Schut,MLP Ensemble,5,9
-13,redundancy,0.9910714285714286,MNIST,Schut,MLP Ensemble,5,9
-13,set_size_penalty,0.2936567333895752,MNIST,Schut,MLP Ensemble,5,9
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,9
+12,distance_from_energy,366.6128845214844,MNIST,Schut,MLP Ensemble,5,9
+12,distance_from_targets,241.41542053222656,MNIST,Schut,MLP Ensemble,5,9
+12,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,5,9
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,9
+12,validity,0.0,MNIST,Schut,MLP Ensemble,5,9
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,9
+13,distance_from_energy,369.9053955078125,MNIST,Schut,MLP Ensemble,5,9
+13,distance_from_targets,243.50405883789062,MNIST,Schut,MLP Ensemble,5,9
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,9
+13,set_size_penalty,0.415569882431277,MNIST,Schut,MLP Ensemble,5,9
 13,validity,1.0,MNIST,Schut,MLP Ensemble,5,9
-14,distance,20.0,MNIST,Schut,MLP Ensemble,5,9
-14,distance_from_energy,365.2464599609375,MNIST,Schut,MLP Ensemble,5,9
-14,distance_from_targets,256.4698486328125,MNIST,Schut,MLP Ensemble,5,9
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,5,9
+14,distance_from_energy,363.5531311035156,MNIST,Schut,MLP Ensemble,5,9
+14,distance_from_targets,252.10659790039062,MNIST,Schut,MLP Ensemble,5,9
 14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,9
-14,set_size_penalty,0.2989240669537796,MNIST,Schut,MLP Ensemble,5,9
-14,validity,1.0,MNIST,Schut,MLP Ensemble,5,9
-15,distance,42.0,MNIST,Schut,MLP Ensemble,5,9
-15,distance_from_energy,378.7930603027344,MNIST,Schut,MLP Ensemble,5,9
-15,distance_from_targets,301.2755126953125,MNIST,Schut,MLP Ensemble,5,9
-15,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,5,9
-15,set_size_penalty,0.3200074281151517,MNIST,Schut,MLP Ensemble,5,9
-15,validity,1.0,MNIST,Schut,MLP Ensemble,5,9
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,9
+14,validity,0.0,MNIST,Schut,MLP Ensemble,5,9
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,5,9
+15,distance_from_energy,384.316162109375,MNIST,Schut,MLP Ensemble,5,9
+15,distance_from_targets,299.876708984375,MNIST,Schut,MLP Ensemble,5,9
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,5,9
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,5,9
+15,validity,0.0,MNIST,Schut,MLP Ensemble,5,9
 16,distance,127.73500061035156,MNIST,Wachter,JEM,5,9
 16,distance_from_energy,249.51878356933594,MNIST,Wachter,JEM,5,9
 16,distance_from_targets,344.3229675292969,MNIST,Wachter,JEM,5,9
@@ -25889,36 +25889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,5,9
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,5,9
 20,validity,1.0,MNIST,ECCCo,JEM,5,9
-16,distance,20.0,MNIST,Schut,JEM,5,9
-16,distance_from_energy,243.6057586669922,MNIST,Schut,JEM,5,9
-16,distance_from_targets,275.7171936035156,MNIST,Schut,JEM,5,9
+16,distance,10.000000953674316,MNIST,Schut,JEM,5,9
+16,distance_from_energy,243.99618530273438,MNIST,Schut,JEM,5,9
+16,distance_from_targets,273.099365234375,MNIST,Schut,JEM,5,9
 16,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,9
-16,set_size_penalty,4.500206422295741,MNIST,Schut,JEM,5,9
-16,validity,1.0,MNIST,Schut,JEM,5,9
-17,distance,32.0,MNIST,Schut,JEM,5,9
-17,distance_from_energy,255.3986358642578,MNIST,Schut,JEM,5,9
-17,distance_from_targets,299.19287109375,MNIST,Schut,JEM,5,9
-17,redundancy,0.9795918367346939,MNIST,Schut,JEM,5,9
-17,set_size_penalty,4.504550082375261,MNIST,Schut,JEM,5,9
-17,validity,1.0,MNIST,Schut,JEM,5,9
-18,distance,24.0,MNIST,Schut,JEM,5,9
-18,distance_from_energy,280.6709289550781,MNIST,Schut,JEM,5,9
-18,distance_from_targets,347.2653503417969,MNIST,Schut,JEM,5,9
-18,redundancy,0.9846938775510204,MNIST,Schut,JEM,5,9
-18,set_size_penalty,4.500145498637774,MNIST,Schut,JEM,5,9
-18,validity,1.0,MNIST,Schut,JEM,5,9
-19,distance,12.0,MNIST,Schut,JEM,5,9
-19,distance_from_energy,241.66651916503906,MNIST,Schut,JEM,5,9
-19,distance_from_targets,291.06256103515625,MNIST,Schut,JEM,5,9
-19,redundancy,0.9923469387755102,MNIST,Schut,JEM,5,9
-19,set_size_penalty,4.499958140213765,MNIST,Schut,JEM,5,9
+16,set_size_penalty,0.0,MNIST,Schut,JEM,5,9
+16,validity,0.0,MNIST,Schut,JEM,5,9
+17,distance,10.000000953674316,MNIST,Schut,JEM,5,9
+17,distance_from_energy,253.3123779296875,MNIST,Schut,JEM,5,9
+17,distance_from_targets,286.8868713378906,MNIST,Schut,JEM,5,9
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,5,9
+17,set_size_penalty,0.0,MNIST,Schut,JEM,5,9
+17,validity,0.0,MNIST,Schut,JEM,5,9
+18,distance,10.000001907348633,MNIST,Schut,JEM,5,9
+18,distance_from_energy,278.2288818359375,MNIST,Schut,JEM,5,9
+18,distance_from_targets,339.2448425292969,MNIST,Schut,JEM,5,9
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,5,9
+18,set_size_penalty,0.0,MNIST,Schut,JEM,5,9
+18,validity,0.0,MNIST,Schut,JEM,5,9
+19,distance,10.0,MNIST,Schut,JEM,5,9
+19,distance_from_energy,241.80401611328125,MNIST,Schut,JEM,5,9
+19,distance_from_targets,287.57958984375,MNIST,Schut,JEM,5,9
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,5,9
+19,set_size_penalty,4.710455978151651,MNIST,Schut,JEM,5,9
 19,validity,1.0,MNIST,Schut,JEM,5,9
-20,distance,18.0,MNIST,Schut,JEM,5,9
-20,distance_from_energy,235.44076538085938,MNIST,Schut,JEM,5,9
-20,distance_from_targets,254.89657592773438,MNIST,Schut,JEM,5,9
-20,redundancy,0.9885204081632653,MNIST,Schut,JEM,5,9
-20,set_size_penalty,4.500065863392769,MNIST,Schut,JEM,5,9
-20,validity,1.0,MNIST,Schut,JEM,5,9
+20,distance,10.000000953674316,MNIST,Schut,JEM,5,9
+20,distance_from_energy,235.0968780517578,MNIST,Schut,JEM,5,9
+20,distance_from_targets,251.39187622070312,MNIST,Schut,JEM,5,9
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,5,9
+20,set_size_penalty,0.0,MNIST,Schut,JEM,5,9
+20,validity,0.0,MNIST,Schut,JEM,5,9
 1,distance,133.13304138183594,MNIST,Wachter,JEM Ensemble,6,0
 1,distance_from_energy,237.8745574951172,MNIST,Wachter,JEM Ensemble,6,0
 1,distance_from_targets,424.2378234863281,MNIST,Wachter,JEM Ensemble,6,0
@@ -26009,36 +26009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,6,0
 5,set_size_penalty,2.067649383094833,MNIST,ECCCo,JEM Ensemble,6,0
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,6,0
-1,distance,30.0,MNIST,Schut,JEM Ensemble,6,0
-1,distance_from_energy,218.62533569335938,MNIST,Schut,JEM Ensemble,6,0
-1,distance_from_targets,353.53387451171875,MNIST,Schut,JEM Ensemble,6,0
-1,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,6,0
-1,set_size_penalty,3.2751622246049745,MNIST,Schut,JEM Ensemble,6,0
-1,validity,1.0,MNIST,Schut,JEM Ensemble,6,0
-2,distance,14.0,MNIST,Schut,JEM Ensemble,6,0
-2,distance_from_energy,198.3633575439453,MNIST,Schut,JEM Ensemble,6,0
-2,distance_from_targets,304.0332946777344,MNIST,Schut,JEM Ensemble,6,0
-2,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,6,0
-2,set_size_penalty,2.768378438543071,MNIST,Schut,JEM Ensemble,6,0
-2,validity,1.0,MNIST,Schut,JEM Ensemble,6,0
-3,distance,38.0,MNIST,Schut,JEM Ensemble,6,0
-3,distance_from_energy,216.43984985351562,MNIST,Schut,JEM Ensemble,6,0
-3,distance_from_targets,340.6653747558594,MNIST,Schut,JEM Ensemble,6,0
-3,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,6,0
-3,set_size_penalty,3.1376776656311858,MNIST,Schut,JEM Ensemble,6,0
-3,validity,1.0,MNIST,Schut,JEM Ensemble,6,0
-4,distance,20.0,MNIST,Schut,JEM Ensemble,6,0
-4,distance_from_energy,172.5763702392578,MNIST,Schut,JEM Ensemble,6,0
-4,distance_from_targets,255.052490234375,MNIST,Schut,JEM Ensemble,6,0
-4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,0
-4,set_size_penalty,2.5281560822612286,MNIST,Schut,JEM Ensemble,6,0
-4,validity,1.0,MNIST,Schut,JEM Ensemble,6,0
-5,distance,38.0,MNIST,Schut,JEM Ensemble,6,0
-5,distance_from_energy,252.38478088378906,MNIST,Schut,JEM Ensemble,6,0
-5,distance_from_targets,383.4910583496094,MNIST,Schut,JEM Ensemble,6,0
-5,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,6,0
-5,set_size_penalty,2.5470690758644716,MNIST,Schut,JEM Ensemble,6,0
-5,validity,1.0,MNIST,Schut,JEM Ensemble,6,0
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,0
+1,distance_from_energy,216.8404083251953,MNIST,Schut,JEM Ensemble,6,0
+1,distance_from_targets,347.6224365234375,MNIST,Schut,JEM Ensemble,6,0
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,6,0
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,0
+1,validity,0.0,MNIST,Schut,JEM Ensemble,6,0
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,0
+2,distance_from_energy,197.4293975830078,MNIST,Schut,JEM Ensemble,6,0
+2,distance_from_targets,302.847900390625,MNIST,Schut,JEM Ensemble,6,0
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,0
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,0
+2,validity,0.0,MNIST,Schut,JEM Ensemble,6,0
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,0
+3,distance_from_energy,219.4413604736328,MNIST,Schut,JEM Ensemble,6,0
+3,distance_from_targets,337.2904357910156,MNIST,Schut,JEM Ensemble,6,0
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,0
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,0
+3,validity,0.0,MNIST,Schut,JEM Ensemble,6,0
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,6,0
+4,distance_from_energy,170.91180419921875,MNIST,Schut,JEM Ensemble,6,0
+4,distance_from_targets,251.77308654785156,MNIST,Schut,JEM Ensemble,6,0
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,6,0
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,0
+4,validity,0.0,MNIST,Schut,JEM Ensemble,6,0
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,0
+5,distance_from_energy,251.4018096923828,MNIST,Schut,JEM Ensemble,6,0
+5,distance_from_targets,373.1350402832031,MNIST,Schut,JEM Ensemble,6,0
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,6,0
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,0
+5,validity,0.0,MNIST,Schut,JEM Ensemble,6,0
 6,distance,150.0796356201172,MNIST,Wachter,MLP,6,0
 6,distance_from_energy,391.6063232421875,MNIST,Wachter,MLP,6,0
 6,distance_from_targets,406.2611999511719,MNIST,Wachter,MLP,6,0
@@ -26129,36 +26129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,6,0
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,6,0
 10,validity,1.0,MNIST,ECCCo,MLP,6,0
-6,distance,54.0,MNIST,Schut,MLP,6,0
-6,distance_from_energy,408.3713684082031,MNIST,Schut,MLP,6,0
-6,distance_from_targets,339.7218933105469,MNIST,Schut,MLP,6,0
-6,redundancy,0.9655612244897959,MNIST,Schut,MLP,6,0
-6,set_size_penalty,0.5715264034556453,MNIST,Schut,MLP,6,0
-6,validity,1.0,MNIST,Schut,MLP,6,0
-7,distance,54.0,MNIST,Schut,MLP,6,0
-7,distance_from_energy,387.1617126464844,MNIST,Schut,MLP,6,0
-7,distance_from_targets,339.5115966796875,MNIST,Schut,MLP,6,0
-7,redundancy,0.9655612244897959,MNIST,Schut,MLP,6,0
-7,set_size_penalty,0.5715264034556453,MNIST,Schut,MLP,6,0
-7,validity,1.0,MNIST,Schut,MLP,6,0
-8,distance,50.0,MNIST,Schut,MLP,6,0
-8,distance_from_energy,394.9498291015625,MNIST,Schut,MLP,6,0
-8,distance_from_targets,374.2369384765625,MNIST,Schut,MLP,6,0
-8,redundancy,0.9681122448979592,MNIST,Schut,MLP,6,0
-8,set_size_penalty,0.5710691321856454,MNIST,Schut,MLP,6,0
-8,validity,1.0,MNIST,Schut,MLP,6,0
-9,distance,54.0,MNIST,Schut,MLP,6,0
-9,distance_from_energy,382.0127258300781,MNIST,Schut,MLP,6,0
-9,distance_from_targets,396.1103210449219,MNIST,Schut,MLP,6,0
-9,redundancy,0.9655612244897959,MNIST,Schut,MLP,6,0
-9,set_size_penalty,0.5724411734093435,MNIST,Schut,MLP,6,0
-9,validity,1.0,MNIST,Schut,MLP,6,0
-10,distance,30.0,MNIST,Schut,MLP,6,0
-10,distance_from_energy,391.11004638671875,MNIST,Schut,MLP,6,0
-10,distance_from_targets,332.91680908203125,MNIST,Schut,MLP,6,0
-10,redundancy,0.9808673469387755,MNIST,Schut,MLP,6,0
-10,set_size_penalty,0.570442304102541,MNIST,Schut,MLP,6,0
-10,validity,1.0,MNIST,Schut,MLP,6,0
+6,distance,10.000001907348633,MNIST,Schut,MLP,6,0
+6,distance_from_energy,418.5235290527344,MNIST,Schut,MLP,6,0
+6,distance_from_targets,340.8333435058594,MNIST,Schut,MLP,6,0
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,0
+6,set_size_penalty,0.0,MNIST,Schut,MLP,6,0
+6,validity,0.0,MNIST,Schut,MLP,6,0
+7,distance,10.000001907348633,MNIST,Schut,MLP,6,0
+7,distance_from_energy,397.0931701660156,MNIST,Schut,MLP,6,0
+7,distance_from_targets,340.0554504394531,MNIST,Schut,MLP,6,0
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,0
+7,set_size_penalty,0.0,MNIST,Schut,MLP,6,0
+7,validity,0.0,MNIST,Schut,MLP,6,0
+8,distance,10.000001907348633,MNIST,Schut,MLP,6,0
+8,distance_from_energy,396.3044128417969,MNIST,Schut,MLP,6,0
+8,distance_from_targets,361.98089599609375,MNIST,Schut,MLP,6,0
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,0
+8,set_size_penalty,0.0,MNIST,Schut,MLP,6,0
+8,validity,0.0,MNIST,Schut,MLP,6,0
+9,distance,10.000001907348633,MNIST,Schut,MLP,6,0
+9,distance_from_energy,386.8667297363281,MNIST,Schut,MLP,6,0
+9,distance_from_targets,388.9857177734375,MNIST,Schut,MLP,6,0
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,0
+9,set_size_penalty,0.0,MNIST,Schut,MLP,6,0
+9,validity,0.0,MNIST,Schut,MLP,6,0
+10,distance,10.000001907348633,MNIST,Schut,MLP,6,0
+10,distance_from_energy,390.2183532714844,MNIST,Schut,MLP,6,0
+10,distance_from_targets,325.4447326660156,MNIST,Schut,MLP,6,0
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,6,0
+10,set_size_penalty,0.0,MNIST,Schut,MLP,6,0
+10,validity,0.0,MNIST,Schut,MLP,6,0
 11,distance,117.16606140136719,MNIST,Wachter,MLP Ensemble,6,0
 11,distance_from_energy,362.27130126953125,MNIST,Wachter,MLP Ensemble,6,0
 11,distance_from_targets,388.6430358886719,MNIST,Wachter,MLP Ensemble,6,0
@@ -26249,36 +26249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,6,0
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,6,0
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,6,0
-11,distance,26.0,MNIST,Schut,MLP Ensemble,6,0
-11,distance_from_energy,362.76324462890625,MNIST,Schut,MLP Ensemble,6,0
-11,distance_from_targets,333.1757507324219,MNIST,Schut,MLP Ensemble,6,0
-11,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,6,0
-11,set_size_penalty,0.3645802922752486,MNIST,Schut,MLP Ensemble,6,0
-11,validity,1.0,MNIST,Schut,MLP Ensemble,6,0
-12,distance,32.0,MNIST,Schut,MLP Ensemble,6,0
-12,distance_from_energy,369.24383544921875,MNIST,Schut,MLP Ensemble,6,0
-12,distance_from_targets,292.4124755859375,MNIST,Schut,MLP Ensemble,6,0
-12,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,6,0
-12,set_size_penalty,0.35162382950942495,MNIST,Schut,MLP Ensemble,6,0
-12,validity,1.0,MNIST,Schut,MLP Ensemble,6,0
-13,distance,36.0,MNIST,Schut,MLP Ensemble,6,0
-13,distance_from_energy,354.9312744140625,MNIST,Schut,MLP Ensemble,6,0
-13,distance_from_targets,315.828369140625,MNIST,Schut,MLP Ensemble,6,0
-13,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,6,0
-13,set_size_penalty,0.4175178496388521,MNIST,Schut,MLP Ensemble,6,0
-13,validity,1.0,MNIST,Schut,MLP Ensemble,6,0
-14,distance,36.0,MNIST,Schut,MLP Ensemble,6,0
-14,distance_from_energy,342.3397216796875,MNIST,Schut,MLP Ensemble,6,0
-14,distance_from_targets,303.26763916015625,MNIST,Schut,MLP Ensemble,6,0
-14,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,6,0
-14,set_size_penalty,0.3123643683271311,MNIST,Schut,MLP Ensemble,6,0
-14,validity,1.0,MNIST,Schut,MLP Ensemble,6,0
-15,distance,62.0,MNIST,Schut,MLP Ensemble,6,0
-15,distance_from_energy,340.24786376953125,MNIST,Schut,MLP Ensemble,6,0
-15,distance_from_targets,352.8846130371094,MNIST,Schut,MLP Ensemble,6,0
-15,redundancy,0.9604591836734694,MNIST,Schut,MLP Ensemble,6,0
-15,set_size_penalty,0.30363277645582465,MNIST,Schut,MLP Ensemble,6,0
-15,validity,1.0,MNIST,Schut,MLP Ensemble,6,0
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,0
+11,distance_from_energy,361.0677490234375,MNIST,Schut,MLP Ensemble,6,0
+11,distance_from_targets,326.16705322265625,MNIST,Schut,MLP Ensemble,6,0
+11,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,6,0
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,0
+11,validity,0.0,MNIST,Schut,MLP Ensemble,6,0
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,0
+12,distance_from_energy,371.42449951171875,MNIST,Schut,MLP Ensemble,6,0
+12,distance_from_targets,291.02886962890625,MNIST,Schut,MLP Ensemble,6,0
+12,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,6,0
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,0
+12,validity,0.0,MNIST,Schut,MLP Ensemble,6,0
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,0
+13,distance_from_energy,353.8826599121094,MNIST,Schut,MLP Ensemble,6,0
+13,distance_from_targets,306.5229187011719,MNIST,Schut,MLP Ensemble,6,0
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,0
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,0
+13,validity,0.0,MNIST,Schut,MLP Ensemble,6,0
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,0
+14,distance_from_energy,344.2181396484375,MNIST,Schut,MLP Ensemble,6,0
+14,distance_from_targets,301.5375061035156,MNIST,Schut,MLP Ensemble,6,0
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,0
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,0
+14,validity,0.0,MNIST,Schut,MLP Ensemble,6,0
+15,distance,10.0,MNIST,Schut,MLP Ensemble,6,0
+15,distance_from_energy,355.98565673828125,MNIST,Schut,MLP Ensemble,6,0
+15,distance_from_targets,364.8907775878906,MNIST,Schut,MLP Ensemble,6,0
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,0
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,0
+15,validity,0.0,MNIST,Schut,MLP Ensemble,6,0
 16,distance,126.36920928955078,MNIST,Wachter,JEM,6,0
 16,distance_from_energy,231.35670471191406,MNIST,Wachter,JEM,6,0
 16,distance_from_targets,399.2309265136719,MNIST,Wachter,JEM,6,0
@@ -26369,36 +26369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,6,0
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,6,0
 20,validity,1.0,MNIST,ECCCo,JEM,6,0
-16,distance,24.0,MNIST,Schut,JEM,6,0
-16,distance_from_energy,221.8322296142578,MNIST,Schut,JEM,6,0
-16,distance_from_targets,326.7090148925781,MNIST,Schut,JEM,6,0
-16,redundancy,0.9846938775510204,MNIST,Schut,JEM,6,0
-16,set_size_penalty,4.500920543237284,MNIST,Schut,JEM,6,0
-16,validity,1.0,MNIST,Schut,JEM,6,0
-17,distance,22.0,MNIST,Schut,JEM,6,0
-17,distance_from_energy,206.7883758544922,MNIST,Schut,JEM,6,0
-17,distance_from_targets,295.8761291503906,MNIST,Schut,JEM,6,0
-17,redundancy,0.985969387755102,MNIST,Schut,JEM,6,0
-17,set_size_penalty,4.500594424916288,MNIST,Schut,JEM,6,0
-17,validity,1.0,MNIST,Schut,JEM,6,0
-18,distance,24.0,MNIST,Schut,JEM,6,0
-18,distance_from_energy,233.96347045898438,MNIST,Schut,JEM,6,0
-18,distance_from_targets,350.7365417480469,MNIST,Schut,JEM,6,0
-18,redundancy,0.9846938775510204,MNIST,Schut,JEM,6,0
-18,set_size_penalty,4.500185762583447,MNIST,Schut,JEM,6,0
-18,validity,1.0,MNIST,Schut,JEM,6,0
-19,distance,42.0,MNIST,Schut,JEM,6,0
-19,distance_from_energy,203.00390625,MNIST,Schut,JEM,6,0
-19,distance_from_targets,321.6221618652344,MNIST,Schut,JEM,6,0
-19,redundancy,0.9732142857142857,MNIST,Schut,JEM,6,0
-19,set_size_penalty,4.503962077097737,MNIST,Schut,JEM,6,0
-19,validity,1.0,MNIST,Schut,JEM,6,0
-20,distance,32.0,MNIST,Schut,JEM,6,0
-20,distance_from_energy,227.69100952148438,MNIST,Schut,JEM,6,0
-20,distance_from_targets,361.52783203125,MNIST,Schut,JEM,6,0
-20,redundancy,0.9795918367346939,MNIST,Schut,JEM,6,0
-20,set_size_penalty,4.500057388031236,MNIST,Schut,JEM,6,0
-20,validity,1.0,MNIST,Schut,JEM,6,0
+16,distance,10.000001907348633,MNIST,Schut,JEM,6,0
+16,distance_from_energy,222.70091247558594,MNIST,Schut,JEM,6,0
+16,distance_from_targets,324.0446472167969,MNIST,Schut,JEM,6,0
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,0
+16,set_size_penalty,0.0,MNIST,Schut,JEM,6,0
+16,validity,0.0,MNIST,Schut,JEM,6,0
+17,distance,10.000001907348633,MNIST,Schut,JEM,6,0
+17,distance_from_energy,208.15576171875,MNIST,Schut,JEM,6,0
+17,distance_from_targets,293.5481262207031,MNIST,Schut,JEM,6,0
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,0
+17,set_size_penalty,0.0,MNIST,Schut,JEM,6,0
+17,validity,0.0,MNIST,Schut,JEM,6,0
+18,distance,10.000001907348633,MNIST,Schut,JEM,6,0
+18,distance_from_energy,239.85684204101562,MNIST,Schut,JEM,6,0
+18,distance_from_targets,354.8014831542969,MNIST,Schut,JEM,6,0
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,0
+18,set_size_penalty,0.0,MNIST,Schut,JEM,6,0
+18,validity,0.0,MNIST,Schut,JEM,6,0
+19,distance,10.000001907348633,MNIST,Schut,JEM,6,0
+19,distance_from_energy,207.5439910888672,MNIST,Schut,JEM,6,0
+19,distance_from_targets,318.20489501953125,MNIST,Schut,JEM,6,0
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,0
+19,set_size_penalty,0.0,MNIST,Schut,JEM,6,0
+19,validity,0.0,MNIST,Schut,JEM,6,0
+20,distance,10.000001907348633,MNIST,Schut,JEM,6,0
+20,distance_from_energy,224.3473663330078,MNIST,Schut,JEM,6,0
+20,distance_from_targets,353.31268310546875,MNIST,Schut,JEM,6,0
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,0
+20,set_size_penalty,0.0,MNIST,Schut,JEM,6,0
+20,validity,0.0,MNIST,Schut,JEM,6,0
 1,distance,119.67178344726562,MNIST,Wachter,JEM Ensemble,6,1
 1,distance_from_energy,205.35528564453125,MNIST,Wachter,JEM Ensemble,6,1
 1,distance_from_targets,325.48651123046875,MNIST,Wachter,JEM Ensemble,6,1
@@ -26489,36 +26489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,6,1
 5,set_size_penalty,2.0676493830948215,MNIST,ECCCo,JEM Ensemble,6,1
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,6,1
-1,distance,18.0,MNIST,Schut,JEM Ensemble,6,1
-1,distance_from_energy,183.23602294921875,MNIST,Schut,JEM Ensemble,6,1
-1,distance_from_targets,245.5835723876953,MNIST,Schut,JEM Ensemble,6,1
-1,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,6,1
-1,set_size_penalty,3.36458133380387,MNIST,Schut,JEM Ensemble,6,1
-1,validity,1.0,MNIST,Schut,JEM Ensemble,6,1
-2,distance,18.0,MNIST,Schut,JEM Ensemble,6,1
-2,distance_from_energy,184.2069549560547,MNIST,Schut,JEM Ensemble,6,1
-2,distance_from_targets,244.96551513671875,MNIST,Schut,JEM Ensemble,6,1
-2,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,6,1
-2,set_size_penalty,2.966711391716675,MNIST,Schut,JEM Ensemble,6,1
-2,validity,1.0,MNIST,Schut,JEM Ensemble,6,1
-3,distance,18.0,MNIST,Schut,JEM Ensemble,6,1
-3,distance_from_energy,192.6007843017578,MNIST,Schut,JEM Ensemble,6,1
-3,distance_from_targets,251.93714904785156,MNIST,Schut,JEM Ensemble,6,1
-3,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,6,1
-3,set_size_penalty,3.167671204415785,MNIST,Schut,JEM Ensemble,6,1
-3,validity,1.0,MNIST,Schut,JEM Ensemble,6,1
-4,distance,30.0,MNIST,Schut,JEM Ensemble,6,1
-4,distance_from_energy,201.09703063964844,MNIST,Schut,JEM Ensemble,6,1
-4,distance_from_targets,262.25579833984375,MNIST,Schut,JEM Ensemble,6,1
-4,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,6,1
-4,set_size_penalty,3.3249073381895835,MNIST,Schut,JEM Ensemble,6,1
-4,validity,1.0,MNIST,Schut,JEM Ensemble,6,1
-5,distance,16.0,MNIST,Schut,JEM Ensemble,6,1
-5,distance_from_energy,203.64503479003906,MNIST,Schut,JEM Ensemble,6,1
-5,distance_from_targets,261.318359375,MNIST,Schut,JEM Ensemble,6,1
-5,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,6,1
-5,set_size_penalty,3.2258618008059408,MNIST,Schut,JEM Ensemble,6,1
-5,validity,1.0,MNIST,Schut,JEM Ensemble,6,1
+1,distance,10.0,MNIST,Schut,JEM Ensemble,6,1
+1,distance_from_energy,185.3115692138672,MNIST,Schut,JEM Ensemble,6,1
+1,distance_from_targets,243.8001251220703,MNIST,Schut,JEM Ensemble,6,1
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,1
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,1
+1,validity,0.0,MNIST,Schut,JEM Ensemble,6,1
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,1
+2,distance_from_energy,186.71852111816406,MNIST,Schut,JEM Ensemble,6,1
+2,distance_from_targets,244.05567932128906,MNIST,Schut,JEM Ensemble,6,1
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,1
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,1
+2,validity,0.0,MNIST,Schut,JEM Ensemble,6,1
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,1
+3,distance_from_energy,192.25820922851562,MNIST,Schut,JEM Ensemble,6,1
+3,distance_from_targets,247.40164184570312,MNIST,Schut,JEM Ensemble,6,1
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,1
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,1
+3,validity,0.0,MNIST,Schut,JEM Ensemble,6,1
+4,distance,10.0,MNIST,Schut,JEM Ensemble,6,1
+4,distance_from_energy,207.78729248046875,MNIST,Schut,JEM Ensemble,6,1
+4,distance_from_targets,263.81793212890625,MNIST,Schut,JEM Ensemble,6,1
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,1
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,1
+4,validity,0.0,MNIST,Schut,JEM Ensemble,6,1
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,1
+5,distance_from_energy,205.26620483398438,MNIST,Schut,JEM Ensemble,6,1
+5,distance_from_targets,259.270263671875,MNIST,Schut,JEM Ensemble,6,1
+5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,6,1
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,1
+5,validity,0.0,MNIST,Schut,JEM Ensemble,6,1
 6,distance,134.7866973876953,MNIST,Wachter,MLP,6,1
 6,distance_from_energy,388.40020751953125,MNIST,Wachter,MLP,6,1
 6,distance_from_targets,330.6954345703125,MNIST,Wachter,MLP,6,1
@@ -26609,36 +26609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,6,1
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,6,1
 10,validity,1.0,MNIST,ECCCo,MLP,6,1
-6,distance,30.0,MNIST,Schut,MLP,6,1
-6,distance_from_energy,383.65008544921875,MNIST,Schut,MLP,6,1
-6,distance_from_targets,267.657470703125,MNIST,Schut,MLP,6,1
-6,redundancy,0.9808673469387755,MNIST,Schut,MLP,6,1
-6,set_size_penalty,0.5700559382068904,MNIST,Schut,MLP,6,1
-6,validity,1.0,MNIST,Schut,MLP,6,1
-7,distance,34.0,MNIST,Schut,MLP,6,1
-7,distance_from_energy,378.43109130859375,MNIST,Schut,MLP,6,1
-7,distance_from_targets,251.6658935546875,MNIST,Schut,MLP,6,1
-7,redundancy,0.9783163265306123,MNIST,Schut,MLP,6,1
-7,set_size_penalty,0.5704764160901521,MNIST,Schut,MLP,6,1
-7,validity,1.0,MNIST,Schut,MLP,6,1
-8,distance,24.0,MNIST,Schut,MLP,6,1
-8,distance_from_energy,375.2285461425781,MNIST,Schut,MLP,6,1
-8,distance_from_targets,252.13650512695312,MNIST,Schut,MLP,6,1
-8,redundancy,0.9846938775510204,MNIST,Schut,MLP,6,1
-8,set_size_penalty,0.5716115008595637,MNIST,Schut,MLP,6,1
-8,validity,1.0,MNIST,Schut,MLP,6,1
-9,distance,20.0,MNIST,Schut,MLP,6,1
-9,distance_from_energy,370.254638671875,MNIST,Schut,MLP,6,1
-9,distance_from_targets,246.0703582763672,MNIST,Schut,MLP,6,1
+6,distance,10.000001907348633,MNIST,Schut,MLP,6,1
+6,distance_from_energy,388.6812438964844,MNIST,Schut,MLP,6,1
+6,distance_from_targets,266.6106872558594,MNIST,Schut,MLP,6,1
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,1
+6,set_size_penalty,0.0,MNIST,Schut,MLP,6,1
+6,validity,0.0,MNIST,Schut,MLP,6,1
+7,distance,10.000001907348633,MNIST,Schut,MLP,6,1
+7,distance_from_energy,383.5223388671875,MNIST,Schut,MLP,6,1
+7,distance_from_targets,248.90438842773438,MNIST,Schut,MLP,6,1
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,1
+7,set_size_penalty,0.0,MNIST,Schut,MLP,6,1
+7,validity,0.0,MNIST,Schut,MLP,6,1
+8,distance,10.000001907348633,MNIST,Schut,MLP,6,1
+8,distance_from_energy,378.0075378417969,MNIST,Schut,MLP,6,1
+8,distance_from_targets,250.3985595703125,MNIST,Schut,MLP,6,1
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,1
+8,set_size_penalty,0.0,MNIST,Schut,MLP,6,1
+8,validity,0.0,MNIST,Schut,MLP,6,1
+9,distance,10.000001907348633,MNIST,Schut,MLP,6,1
+9,distance_from_energy,372.2730712890625,MNIST,Schut,MLP,6,1
+9,distance_from_targets,243.45509338378906,MNIST,Schut,MLP,6,1
 9,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,1
-9,set_size_penalty,0.5721795570022823,MNIST,Schut,MLP,6,1
-9,validity,1.0,MNIST,Schut,MLP,6,1
-10,distance,32.0,MNIST,Schut,MLP,6,1
-10,distance_from_energy,378.8666687011719,MNIST,Schut,MLP,6,1
-10,distance_from_targets,247.61569213867188,MNIST,Schut,MLP,6,1
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,6,1
-10,set_size_penalty,0.5733600542530999,MNIST,Schut,MLP,6,1
-10,validity,1.0,MNIST,Schut,MLP,6,1
+9,set_size_penalty,0.0,MNIST,Schut,MLP,6,1
+9,validity,0.0,MNIST,Schut,MLP,6,1
+10,distance,10.000001907348633,MNIST,Schut,MLP,6,1
+10,distance_from_energy,383.38433837890625,MNIST,Schut,MLP,6,1
+10,distance_from_targets,244.96324157714844,MNIST,Schut,MLP,6,1
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,1
+10,set_size_penalty,0.0,MNIST,Schut,MLP,6,1
+10,validity,0.0,MNIST,Schut,MLP,6,1
 11,distance,120.37716674804688,MNIST,Wachter,MLP Ensemble,6,1
 11,distance_from_energy,366.1729736328125,MNIST,Wachter,MLP Ensemble,6,1
 11,distance_from_targets,326.4254150390625,MNIST,Wachter,MLP Ensemble,6,1
@@ -26729,36 +26729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,6,1
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,6,1
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,6,1
-11,distance,20.0,MNIST,Schut,MLP Ensemble,6,1
-11,distance_from_energy,348.4879150390625,MNIST,Schut,MLP Ensemble,6,1
-11,distance_from_targets,251.5269775390625,MNIST,Schut,MLP Ensemble,6,1
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,1
+11,distance_from_energy,348.6195068359375,MNIST,Schut,MLP Ensemble,6,1
+11,distance_from_targets,247.7829132080078,MNIST,Schut,MLP Ensemble,6,1
 11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,1
-11,set_size_penalty,0.29561534164295256,MNIST,Schut,MLP Ensemble,6,1
-11,validity,1.0,MNIST,Schut,MLP Ensemble,6,1
-12,distance,30.0,MNIST,Schut,MLP Ensemble,6,1
-12,distance_from_energy,340.9936828613281,MNIST,Schut,MLP Ensemble,6,1
-12,distance_from_targets,246.4507598876953,MNIST,Schut,MLP Ensemble,6,1
-12,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,6,1
-12,set_size_penalty,0.29678647540703507,MNIST,Schut,MLP Ensemble,6,1
-12,validity,1.0,MNIST,Schut,MLP Ensemble,6,1
-13,distance,24.0,MNIST,Schut,MLP Ensemble,6,1
-13,distance_from_energy,359.0806579589844,MNIST,Schut,MLP Ensemble,6,1
-13,distance_from_targets,246.0612030029297,MNIST,Schut,MLP Ensemble,6,1
-13,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,6,1
-13,set_size_penalty,0.2947655083632825,MNIST,Schut,MLP Ensemble,6,1
-13,validity,1.0,MNIST,Schut,MLP Ensemble,6,1
-14,distance,30.0,MNIST,Schut,MLP Ensemble,6,1
-14,distance_from_energy,351.697265625,MNIST,Schut,MLP Ensemble,6,1
-14,distance_from_targets,249.04469299316406,MNIST,Schut,MLP Ensemble,6,1
-14,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,6,1
-14,set_size_penalty,0.2945257278844451,MNIST,Schut,MLP Ensemble,6,1
-14,validity,1.0,MNIST,Schut,MLP Ensemble,6,1
-15,distance,30.0,MNIST,Schut,MLP Ensemble,6,1
-15,distance_from_energy,354.4503173828125,MNIST,Schut,MLP Ensemble,6,1
-15,distance_from_targets,250.02337646484375,MNIST,Schut,MLP Ensemble,6,1
-15,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,6,1
-15,set_size_penalty,0.2945257278844451,MNIST,Schut,MLP Ensemble,6,1
-15,validity,1.0,MNIST,Schut,MLP Ensemble,6,1
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,1
+11,validity,0.0,MNIST,Schut,MLP Ensemble,6,1
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,1
+12,distance_from_energy,346.96124267578125,MNIST,Schut,MLP Ensemble,6,1
+12,distance_from_targets,245.67266845703125,MNIST,Schut,MLP Ensemble,6,1
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,1
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,1
+12,validity,0.0,MNIST,Schut,MLP Ensemble,6,1
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,1
+13,distance_from_energy,363.06719970703125,MNIST,Schut,MLP Ensemble,6,1
+13,distance_from_targets,244.70538330078125,MNIST,Schut,MLP Ensemble,6,1
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,1
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,1
+13,validity,0.0,MNIST,Schut,MLP Ensemble,6,1
+14,distance,10.0,MNIST,Schut,MLP Ensemble,6,1
+14,distance_from_energy,358.1871032714844,MNIST,Schut,MLP Ensemble,6,1
+14,distance_from_targets,250.5923614501953,MNIST,Schut,MLP Ensemble,6,1
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,1
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,1
+14,validity,0.0,MNIST,Schut,MLP Ensemble,6,1
+15,distance,10.0,MNIST,Schut,MLP Ensemble,6,1
+15,distance_from_energy,360.8923034667969,MNIST,Schut,MLP Ensemble,6,1
+15,distance_from_targets,251.4185028076172,MNIST,Schut,MLP Ensemble,6,1
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,1
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,1
+15,validity,0.0,MNIST,Schut,MLP Ensemble,6,1
 16,distance,112.3836898803711,MNIST,Wachter,JEM,6,1
 16,distance_from_energy,204.87965393066406,MNIST,Wachter,JEM,6,1
 16,distance_from_targets,322.6902160644531,MNIST,Wachter,JEM,6,1
@@ -26849,36 +26849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,6,1
 20,set_size_penalty,4.499954580169705,MNIST,ECCCo,JEM,6,1
 20,validity,1.0,MNIST,ECCCo,JEM,6,1
-16,distance,8.0,MNIST,Schut,JEM,6,1
-16,distance_from_energy,201.48243713378906,MNIST,Schut,JEM,6,1
-16,distance_from_targets,254.04840087890625,MNIST,Schut,JEM,6,1
-16,redundancy,0.9948979591836735,MNIST,Schut,JEM,6,1
-16,set_size_penalty,4.500299800062702,MNIST,Schut,JEM,6,1
+16,distance,7.400001525878906,MNIST,Schut,JEM,6,1
+16,distance_from_energy,199.0154266357422,MNIST,Schut,JEM,6,1
+16,distance_from_targets,250.72853088378906,MNIST,Schut,JEM,6,1
+16,redundancy,0.9897959183673469,MNIST,Schut,JEM,6,1
+16,set_size_penalty,4.506375055867798,MNIST,Schut,JEM,6,1
 16,validity,1.0,MNIST,Schut,JEM,6,1
-17,distance,16.0,MNIST,Schut,JEM,6,1
-17,distance_from_energy,208.85337829589844,MNIST,Schut,JEM,6,1
-17,distance_from_targets,264.8865966796875,MNIST,Schut,JEM,6,1
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,6,1
-17,set_size_penalty,4.500122221172887,MNIST,Schut,JEM,6,1
-17,validity,1.0,MNIST,Schut,JEM,6,1
-18,distance,8.0,MNIST,Schut,JEM,6,1
-18,distance_from_energy,193.69935607910156,MNIST,Schut,JEM,6,1
-18,distance_from_targets,239.72825622558594,MNIST,Schut,JEM,6,1
-18,redundancy,0.9948979591836735,MNIST,Schut,JEM,6,1
-18,set_size_penalty,4.499989389341232,MNIST,Schut,JEM,6,1
+17,distance,10.000001907348633,MNIST,Schut,JEM,6,1
+17,distance_from_energy,206.21224975585938,MNIST,Schut,JEM,6,1
+17,distance_from_targets,261.0536804199219,MNIST,Schut,JEM,6,1
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,6,1
+17,set_size_penalty,0.0,MNIST,Schut,JEM,6,1
+17,validity,0.0,MNIST,Schut,JEM,6,1
+18,distance,6.80000114440918,MNIST,Schut,JEM,6,1
+18,distance_from_energy,192.9720916748047,MNIST,Schut,JEM,6,1
+18,distance_from_targets,237.74986267089844,MNIST,Schut,JEM,6,1
+18,redundancy,0.9910714285714286,MNIST,Schut,JEM,6,1
+18,set_size_penalty,4.505583611868097,MNIST,Schut,JEM,6,1
 18,validity,1.0,MNIST,Schut,JEM,6,1
-19,distance,14.0,MNIST,Schut,JEM,6,1
-19,distance_from_energy,187.39334106445312,MNIST,Schut,JEM,6,1
-19,distance_from_targets,248.28765869140625,MNIST,Schut,JEM,6,1
-19,redundancy,0.9910714285714286,MNIST,Schut,JEM,6,1
-19,set_size_penalty,4.504708009347139,MNIST,Schut,JEM,6,1
-19,validity,1.0,MNIST,Schut,JEM,6,1
-20,distance,34.0,MNIST,Schut,JEM,6,1
-20,distance_from_energy,189.58734130859375,MNIST,Schut,JEM,6,1
-20,distance_from_targets,293.7485656738281,MNIST,Schut,JEM,6,1
-20,redundancy,0.9783163265306123,MNIST,Schut,JEM,6,1
-20,set_size_penalty,4.500327974747676,MNIST,Schut,JEM,6,1
-20,validity,1.0,MNIST,Schut,JEM,6,1
+19,distance,10.000001907348633,MNIST,Schut,JEM,6,1
+19,distance_from_energy,187.37730407714844,MNIST,Schut,JEM,6,1
+19,distance_from_targets,248.80050659179688,MNIST,Schut,JEM,6,1
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,6,1
+19,set_size_penalty,0.0,MNIST,Schut,JEM,6,1
+19,validity,0.0,MNIST,Schut,JEM,6,1
+20,distance,10.000001907348633,MNIST,Schut,JEM,6,1
+20,distance_from_energy,193.1242218017578,MNIST,Schut,JEM,6,1
+20,distance_from_targets,295.30560302734375,MNIST,Schut,JEM,6,1
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,6,1
+20,set_size_penalty,0.0,MNIST,Schut,JEM,6,1
+20,validity,0.0,MNIST,Schut,JEM,6,1
 1,distance,131.93482971191406,MNIST,Wachter,JEM Ensemble,6,2
 1,distance_from_energy,237.8073272705078,MNIST,Wachter,JEM Ensemble,6,2
 1,distance_from_targets,379.9433288574219,MNIST,Wachter,JEM Ensemble,6,2
@@ -26969,36 +26969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,6,2
 5,set_size_penalty,2.0676493830948357,MNIST,ECCCo,JEM Ensemble,6,2
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,6,2
-1,distance,32.0,MNIST,Schut,JEM Ensemble,6,2
-1,distance_from_energy,213.16909790039062,MNIST,Schut,JEM Ensemble,6,2
-1,distance_from_targets,315.0265197753906,MNIST,Schut,JEM Ensemble,6,2
-1,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,6,2
-1,set_size_penalty,3.186621491797432,MNIST,Schut,JEM Ensemble,6,2
-1,validity,1.0,MNIST,Schut,JEM Ensemble,6,2
-2,distance,28.0,MNIST,Schut,JEM Ensemble,6,2
-2,distance_from_energy,202.05624389648438,MNIST,Schut,JEM Ensemble,6,2
-2,distance_from_targets,285.9590759277344,MNIST,Schut,JEM Ensemble,6,2
-2,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,6,2
-2,set_size_penalty,2.5561931217696245,MNIST,Schut,JEM Ensemble,6,2
-2,validity,1.0,MNIST,Schut,JEM Ensemble,6,2
-3,distance,32.0,MNIST,Schut,JEM Ensemble,6,2
-3,distance_from_energy,239.44371032714844,MNIST,Schut,JEM Ensemble,6,2
-3,distance_from_targets,340.2066345214844,MNIST,Schut,JEM Ensemble,6,2
-3,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,6,2
-3,set_size_penalty,3.0187984252710436,MNIST,Schut,JEM Ensemble,6,2
-3,validity,1.0,MNIST,Schut,JEM Ensemble,6,2
-4,distance,14.0,MNIST,Schut,JEM Ensemble,6,2
-4,distance_from_energy,211.1844482421875,MNIST,Schut,JEM Ensemble,6,2
-4,distance_from_targets,278.9610900878906,MNIST,Schut,JEM Ensemble,6,2
-4,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,6,2
-4,set_size_penalty,3.383616620083627,MNIST,Schut,JEM Ensemble,6,2
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,6,2
+1,distance_from_energy,211.15931701660156,MNIST,Schut,JEM Ensemble,6,2
+1,distance_from_targets,306.7091979980469,MNIST,Schut,JEM Ensemble,6,2
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,6,2
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,2
+1,validity,0.0,MNIST,Schut,JEM Ensemble,6,2
+2,distance,10.0,MNIST,Schut,JEM Ensemble,6,2
+2,distance_from_energy,200.2394561767578,MNIST,Schut,JEM Ensemble,6,2
+2,distance_from_targets,281.11151123046875,MNIST,Schut,JEM Ensemble,6,2
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,2
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,2
+2,validity,0.0,MNIST,Schut,JEM Ensemble,6,2
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,2
+3,distance_from_energy,240.40798950195312,MNIST,Schut,JEM Ensemble,6,2
+3,distance_from_targets,337.0608215332031,MNIST,Schut,JEM Ensemble,6,2
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,2
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,2
+3,validity,0.0,MNIST,Schut,JEM Ensemble,6,2
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,2
+4,distance_from_energy,209.69607543945312,MNIST,Schut,JEM Ensemble,6,2
+4,distance_from_targets,273.81903076171875,MNIST,Schut,JEM Ensemble,6,2
+4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,6,2
+4,set_size_penalty,3.577946691976769,MNIST,Schut,JEM Ensemble,6,2
 4,validity,1.0,MNIST,Schut,JEM Ensemble,6,2
-5,distance,26.0,MNIST,Schut,JEM Ensemble,6,2
-5,distance_from_energy,212.5055694580078,MNIST,Schut,JEM Ensemble,6,2
-5,distance_from_targets,299.1680908203125,MNIST,Schut,JEM Ensemble,6,2
-5,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,6,2
-5,set_size_penalty,3.3874878205456156,MNIST,Schut,JEM Ensemble,6,2
-5,validity,1.0,MNIST,Schut,JEM Ensemble,6,2
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,2
+5,distance_from_energy,212.34815979003906,MNIST,Schut,JEM Ensemble,6,2
+5,distance_from_targets,292.15167236328125,MNIST,Schut,JEM Ensemble,6,2
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,2
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,2
+5,validity,0.0,MNIST,Schut,JEM Ensemble,6,2
 6,distance,126.29899597167969,MNIST,Wachter,MLP,6,2
 6,distance_from_energy,365.15008544921875,MNIST,Wachter,MLP,6,2
 6,distance_from_targets,338.0489807128906,MNIST,Wachter,MLP,6,2
@@ -27089,36 +27089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,6,2
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,6,2
 10,validity,1.0,MNIST,ECCCo,MLP,6,2
-6,distance,22.0,MNIST,Schut,MLP,6,2
-6,distance_from_energy,374.4819641113281,MNIST,Schut,MLP,6,2
-6,distance_from_targets,263.44500732421875,MNIST,Schut,MLP,6,2
+6,distance,10.000001907348633,MNIST,Schut,MLP,6,2
+6,distance_from_energy,376.20159912109375,MNIST,Schut,MLP,6,2
+6,distance_from_targets,261.9711608886719,MNIST,Schut,MLP,6,2
 6,redundancy,0.985969387755102,MNIST,Schut,MLP,6,2
-6,set_size_penalty,0.5718436407893188,MNIST,Schut,MLP,6,2
-6,validity,1.0,MNIST,Schut,MLP,6,2
-7,distance,30.0,MNIST,Schut,MLP,6,2
-7,distance_from_energy,385.3275146484375,MNIST,Schut,MLP,6,2
-7,distance_from_targets,274.8768615722656,MNIST,Schut,MLP,6,2
-7,redundancy,0.9808673469387755,MNIST,Schut,MLP,6,2
-7,set_size_penalty,0.5731940749159661,MNIST,Schut,MLP,6,2
-7,validity,1.0,MNIST,Schut,MLP,6,2
-8,distance,34.0,MNIST,Schut,MLP,6,2
-8,distance_from_energy,388.4759826660156,MNIST,Schut,MLP,6,2
-8,distance_from_targets,322.25048828125,MNIST,Schut,MLP,6,2
-8,redundancy,0.9783163265306123,MNIST,Schut,MLP,6,2
-8,set_size_penalty,0.5703004948587709,MNIST,Schut,MLP,6,2
-8,validity,1.0,MNIST,Schut,MLP,6,2
-9,distance,22.0,MNIST,Schut,MLP,6,2
-9,distance_from_energy,371.7645263671875,MNIST,Schut,MLP,6,2
-9,distance_from_targets,293.92236328125,MNIST,Schut,MLP,6,2
-9,redundancy,0.985969387755102,MNIST,Schut,MLP,6,2
-9,set_size_penalty,0.5708143193711288,MNIST,Schut,MLP,6,2
-9,validity,1.0,MNIST,Schut,MLP,6,2
-10,distance,30.0,MNIST,Schut,MLP,6,2
-10,distance_from_energy,366.932861328125,MNIST,Schut,MLP,6,2
-10,distance_from_targets,289.1859436035156,MNIST,Schut,MLP,6,2
-10,redundancy,0.9808673469387755,MNIST,Schut,MLP,6,2
-10,set_size_penalty,0.5732083559357899,MNIST,Schut,MLP,6,2
-10,validity,1.0,MNIST,Schut,MLP,6,2
+6,set_size_penalty,0.0,MNIST,Schut,MLP,6,2
+6,validity,0.0,MNIST,Schut,MLP,6,2
+7,distance,10.000001907348633,MNIST,Schut,MLP,6,2
+7,distance_from_energy,388.4486999511719,MNIST,Schut,MLP,6,2
+7,distance_from_targets,272.0176086425781,MNIST,Schut,MLP,6,2
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,2
+7,set_size_penalty,0.0,MNIST,Schut,MLP,6,2
+7,validity,0.0,MNIST,Schut,MLP,6,2
+8,distance,10.000001907348633,MNIST,Schut,MLP,6,2
+8,distance_from_energy,390.5823974609375,MNIST,Schut,MLP,6,2
+8,distance_from_targets,312.84014892578125,MNIST,Schut,MLP,6,2
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,2
+8,set_size_penalty,0.0,MNIST,Schut,MLP,6,2
+8,validity,0.0,MNIST,Schut,MLP,6,2
+9,distance,10.000001907348633,MNIST,Schut,MLP,6,2
+9,distance_from_energy,369.3827819824219,MNIST,Schut,MLP,6,2
+9,distance_from_targets,287.8627624511719,MNIST,Schut,MLP,6,2
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,2
+9,set_size_penalty,0.0,MNIST,Schut,MLP,6,2
+9,validity,0.0,MNIST,Schut,MLP,6,2
+10,distance,10.000001907348633,MNIST,Schut,MLP,6,2
+10,distance_from_energy,364.6709899902344,MNIST,Schut,MLP,6,2
+10,distance_from_targets,282.114013671875,MNIST,Schut,MLP,6,2
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,2
+10,set_size_penalty,0.0,MNIST,Schut,MLP,6,2
+10,validity,0.0,MNIST,Schut,MLP,6,2
 11,distance,125.20313262939453,MNIST,Wachter,MLP Ensemble,6,2
 11,distance_from_energy,348.85467529296875,MNIST,Wachter,MLP Ensemble,6,2
 11,distance_from_targets,394.34698486328125,MNIST,Wachter,MLP Ensemble,6,2
@@ -27209,36 +27209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,6,2
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,6,2
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,6,2
-11,distance,22.0,MNIST,Schut,MLP Ensemble,6,2
-11,distance_from_energy,350.3990173339844,MNIST,Schut,MLP Ensemble,6,2
-11,distance_from_targets,326.3527526855469,MNIST,Schut,MLP Ensemble,6,2
-11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,6,2
-11,set_size_penalty,0.3895103496754426,MNIST,Schut,MLP Ensemble,6,2
-11,validity,1.0,MNIST,Schut,MLP Ensemble,6,2
-12,distance,54.0,MNIST,Schut,MLP Ensemble,6,2
-12,distance_from_energy,347.30731201171875,MNIST,Schut,MLP Ensemble,6,2
-12,distance_from_targets,290.55987548828125,MNIST,Schut,MLP Ensemble,6,2
-12,redundancy,0.9655612244897959,MNIST,Schut,MLP Ensemble,6,2
-12,set_size_penalty,0.2965036420720071,MNIST,Schut,MLP Ensemble,6,2
-12,validity,1.0,MNIST,Schut,MLP Ensemble,6,2
-13,distance,14.0,MNIST,Schut,MLP Ensemble,6,2
-13,distance_from_energy,335.8223571777344,MNIST,Schut,MLP Ensemble,6,2
-13,distance_from_targets,270.45062255859375,MNIST,Schut,MLP Ensemble,6,2
-13,redundancy,0.9910714285714286,MNIST,Schut,MLP Ensemble,6,2
-13,set_size_penalty,0.30458872366244405,MNIST,Schut,MLP Ensemble,6,2
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,2
+11,distance_from_energy,349.5378112792969,MNIST,Schut,MLP Ensemble,6,2
+11,distance_from_targets,319.1866149902344,MNIST,Schut,MLP Ensemble,6,2
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,2
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,2
+11,validity,0.0,MNIST,Schut,MLP Ensemble,6,2
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,2
+12,distance_from_energy,353.4309387207031,MNIST,Schut,MLP Ensemble,6,2
+12,distance_from_targets,285.1600341796875,MNIST,Schut,MLP Ensemble,6,2
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,2
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,2
+12,validity,0.0,MNIST,Schut,MLP Ensemble,6,2
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,2
+13,distance_from_energy,337.30328369140625,MNIST,Schut,MLP Ensemble,6,2
+13,distance_from_targets,270.56195068359375,MNIST,Schut,MLP Ensemble,6,2
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,2
+13,set_size_penalty,0.7343745796440111,MNIST,Schut,MLP Ensemble,6,2
 13,validity,1.0,MNIST,Schut,MLP Ensemble,6,2
-14,distance,14.0,MNIST,Schut,MLP Ensemble,6,2
-14,distance_from_energy,326.324462890625,MNIST,Schut,MLP Ensemble,6,2
-14,distance_from_targets,271.5931701660156,MNIST,Schut,MLP Ensemble,6,2
-14,redundancy,0.9910714285714286,MNIST,Schut,MLP Ensemble,6,2
-14,set_size_penalty,0.48314913887017985,MNIST,Schut,MLP Ensemble,6,2
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,2
+14,distance_from_energy,326.56219482421875,MNIST,Schut,MLP Ensemble,6,2
+14,distance_from_targets,269.5526428222656,MNIST,Schut,MLP Ensemble,6,2
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,2
+14,set_size_penalty,0.8945734830257654,MNIST,Schut,MLP Ensemble,6,2
 14,validity,1.0,MNIST,Schut,MLP Ensemble,6,2
-15,distance,36.0,MNIST,Schut,MLP Ensemble,6,2
-15,distance_from_energy,351.6175537109375,MNIST,Schut,MLP Ensemble,6,2
-15,distance_from_targets,283.65069580078125,MNIST,Schut,MLP Ensemble,6,2
-15,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,6,2
-15,set_size_penalty,0.36974010921323197,MNIST,Schut,MLP Ensemble,6,2
-15,validity,1.0,MNIST,Schut,MLP Ensemble,6,2
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,2
+15,distance_from_energy,359.1259460449219,MNIST,Schut,MLP Ensemble,6,2
+15,distance_from_targets,288.9452209472656,MNIST,Schut,MLP Ensemble,6,2
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,2
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,2
+15,validity,0.0,MNIST,Schut,MLP Ensemble,6,2
 16,distance,114.47587585449219,MNIST,Wachter,JEM,6,2
 16,distance_from_energy,214.93482971191406,MNIST,Wachter,JEM,6,2
 16,distance_from_targets,379.0960998535156,MNIST,Wachter,JEM,6,2
@@ -27329,36 +27329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,6,2
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,6,2
 20,validity,1.0,MNIST,ECCCo,JEM,6,2
-16,distance,6.0,MNIST,Schut,JEM,6,2
-16,distance_from_energy,190.37933349609375,MNIST,Schut,JEM,6,2
-16,distance_from_targets,308.33447265625,MNIST,Schut,JEM,6,2
-16,redundancy,0.9961734693877551,MNIST,Schut,JEM,6,2
-16,set_size_penalty,4.501083449322618,MNIST,Schut,JEM,6,2
+16,distance,5.700001239776611,MNIST,Schut,JEM,6,2
+16,distance_from_energy,189.50511169433594,MNIST,Schut,JEM,6,2
+16,distance_from_targets,308.1499328613281,MNIST,Schut,JEM,6,2
+16,redundancy,0.9923469387755102,MNIST,Schut,JEM,6,2
+16,set_size_penalty,4.506708599325862,MNIST,Schut,JEM,6,2
 16,validity,1.0,MNIST,Schut,JEM,6,2
-17,distance,1.9999998807907104,MNIST,Schut,JEM,6,2
-17,distance_from_energy,207.95693969726562,MNIST,Schut,JEM,6,2
-17,distance_from_targets,315.6665344238281,MNIST,Schut,JEM,6,2
-17,redundancy,0.9987244897959183,MNIST,Schut,JEM,6,2
-17,set_size_penalty,4.500371147007545,MNIST,Schut,JEM,6,2
+17,distance,1.500000238418579,MNIST,Schut,JEM,6,2
+17,distance_from_energy,207.70693969726562,MNIST,Schut,JEM,6,2
+17,distance_from_targets,314.91925048828125,MNIST,Schut,JEM,6,2
+17,redundancy,0.9974489795918368,MNIST,Schut,JEM,6,2
+17,set_size_penalty,4.504922808466755,MNIST,Schut,JEM,6,2
 17,validity,1.0,MNIST,Schut,JEM,6,2
-18,distance,6.0,MNIST,Schut,JEM,6,2
-18,distance_from_energy,170.2032470703125,MNIST,Schut,JEM,6,2
-18,distance_from_targets,257.4794616699219,MNIST,Schut,JEM,6,2
-18,redundancy,0.9961734693877551,MNIST,Schut,JEM,6,2
-18,set_size_penalty,4.50042922122347,MNIST,Schut,JEM,6,2
+18,distance,5.600000858306885,MNIST,Schut,JEM,6,2
+18,distance_from_energy,170.3774871826172,MNIST,Schut,JEM,6,2
+18,distance_from_targets,257.14154052734375,MNIST,Schut,JEM,6,2
+18,redundancy,0.9923469387755102,MNIST,Schut,JEM,6,2
+18,set_size_penalty,4.505327396350083,MNIST,Schut,JEM,6,2
 18,validity,1.0,MNIST,Schut,JEM,6,2
-19,distance,36.0,MNIST,Schut,JEM,6,2
-19,distance_from_energy,207.7855682373047,MNIST,Schut,JEM,6,2
-19,distance_from_targets,307.0641174316406,MNIST,Schut,JEM,6,2
-19,redundancy,0.9770408163265306,MNIST,Schut,JEM,6,2
-19,set_size_penalty,4.500039075628202,MNIST,Schut,JEM,6,2
-19,validity,1.0,MNIST,Schut,JEM,6,2
-20,distance,18.0,MNIST,Schut,JEM,6,2
-20,distance_from_energy,222.02720642089844,MNIST,Schut,JEM,6,2
-20,distance_from_targets,332.64862060546875,MNIST,Schut,JEM,6,2
-20,redundancy,0.9885204081632653,MNIST,Schut,JEM,6,2
-20,set_size_penalty,4.501890682454395,MNIST,Schut,JEM,6,2
-20,validity,1.0,MNIST,Schut,JEM,6,2
+19,distance,10.000000953674316,MNIST,Schut,JEM,6,2
+19,distance_from_energy,207.75900268554688,MNIST,Schut,JEM,6,2
+19,distance_from_targets,297.5616149902344,MNIST,Schut,JEM,6,2
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,6,2
+19,set_size_penalty,0.0,MNIST,Schut,JEM,6,2
+19,validity,0.0,MNIST,Schut,JEM,6,2
+20,distance,10.000001907348633,MNIST,Schut,JEM,6,2
+20,distance_from_energy,222.59063720703125,MNIST,Schut,JEM,6,2
+20,distance_from_targets,332.54522705078125,MNIST,Schut,JEM,6,2
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,2
+20,set_size_penalty,0.0,MNIST,Schut,JEM,6,2
+20,validity,0.0,MNIST,Schut,JEM,6,2
 1,distance,131.0565185546875,MNIST,Wachter,JEM Ensemble,6,3
 1,distance_from_energy,227.3493194580078,MNIST,Wachter,JEM Ensemble,6,3
 1,distance_from_targets,353.565673828125,MNIST,Wachter,JEM Ensemble,6,3
@@ -27449,36 +27449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,6,3
 5,set_size_penalty,2.06764938309827,MNIST,ECCCo,JEM Ensemble,6,3
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,6,3
-1,distance,26.0,MNIST,Schut,JEM Ensemble,6,3
-1,distance_from_energy,206.6496124267578,MNIST,Schut,JEM Ensemble,6,3
-1,distance_from_targets,274.4161071777344,MNIST,Schut,JEM Ensemble,6,3
-1,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,6,3
-1,set_size_penalty,3.220341888208573,MNIST,Schut,JEM Ensemble,6,3
-1,validity,1.0,MNIST,Schut,JEM Ensemble,6,3
-2,distance,40.0,MNIST,Schut,JEM Ensemble,6,3
-2,distance_from_energy,218.22142028808594,MNIST,Schut,JEM Ensemble,6,3
-2,distance_from_targets,288.8591003417969,MNIST,Schut,JEM Ensemble,6,3
-2,redundancy,0.9744897959183674,MNIST,Schut,JEM Ensemble,6,3
-2,set_size_penalty,3.377901324264406,MNIST,Schut,JEM Ensemble,6,3
-2,validity,1.0,MNIST,Schut,JEM Ensemble,6,3
-3,distance,24.0,MNIST,Schut,JEM Ensemble,6,3
-3,distance_from_energy,214.3184814453125,MNIST,Schut,JEM Ensemble,6,3
-3,distance_from_targets,306.0688781738281,MNIST,Schut,JEM Ensemble,6,3
-3,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,6,3
-3,set_size_penalty,3.4400735266479865,MNIST,Schut,JEM Ensemble,6,3
-3,validity,1.0,MNIST,Schut,JEM Ensemble,6,3
-4,distance,48.0,MNIST,Schut,JEM Ensemble,6,3
-4,distance_from_energy,227.90406799316406,MNIST,Schut,JEM Ensemble,6,3
-4,distance_from_targets,334.38323974609375,MNIST,Schut,JEM Ensemble,6,3
-4,redundancy,0.9693877551020408,MNIST,Schut,JEM Ensemble,6,3
-4,set_size_penalty,3.397111143435758,MNIST,Schut,JEM Ensemble,6,3
-4,validity,1.0,MNIST,Schut,JEM Ensemble,6,3
-5,distance,30.0,MNIST,Schut,JEM Ensemble,6,3
-5,distance_from_energy,222.70188903808594,MNIST,Schut,JEM Ensemble,6,3
-5,distance_from_targets,282.2095947265625,MNIST,Schut,JEM Ensemble,6,3
-5,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,6,3
-5,set_size_penalty,3.179625080823701,MNIST,Schut,JEM Ensemble,6,3
-5,validity,1.0,MNIST,Schut,JEM Ensemble,6,3
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,3
+1,distance_from_energy,208.45384216308594,MNIST,Schut,JEM Ensemble,6,3
+1,distance_from_targets,273.3376770019531,MNIST,Schut,JEM Ensemble,6,3
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,6,3
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,3
+1,validity,0.0,MNIST,Schut,JEM Ensemble,6,3
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,6,3
+2,distance_from_energy,228.7157745361328,MNIST,Schut,JEM Ensemble,6,3
+2,distance_from_targets,291.6748962402344,MNIST,Schut,JEM Ensemble,6,3
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,3
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,3
+2,validity,0.0,MNIST,Schut,JEM Ensemble,6,3
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,6,3
+3,distance_from_energy,215.2882080078125,MNIST,Schut,JEM Ensemble,6,3
+3,distance_from_targets,300.8994140625,MNIST,Schut,JEM Ensemble,6,3
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,3
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,3
+3,validity,0.0,MNIST,Schut,JEM Ensemble,6,3
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,3
+4,distance_from_energy,238.1590576171875,MNIST,Schut,JEM Ensemble,6,3
+4,distance_from_targets,333.6630859375,MNIST,Schut,JEM Ensemble,6,3
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,3
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,3
+4,validity,0.0,MNIST,Schut,JEM Ensemble,6,3
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,3
+5,distance_from_energy,225.89984130859375,MNIST,Schut,JEM Ensemble,6,3
+5,distance_from_targets,279.765625,MNIST,Schut,JEM Ensemble,6,3
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,6,3
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,3
+5,validity,0.0,MNIST,Schut,JEM Ensemble,6,3
 6,distance,145.8408203125,MNIST,Wachter,MLP,6,3
 6,distance_from_energy,378.4869384765625,MNIST,Wachter,MLP,6,3
 6,distance_from_targets,387.41607666015625,MNIST,Wachter,MLP,6,3
@@ -27569,36 +27569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,6,3
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,6,3
 10,validity,1.0,MNIST,ECCCo,MLP,6,3
-6,distance,40.0,MNIST,Schut,MLP,6,3
-6,distance_from_energy,372.9141845703125,MNIST,Schut,MLP,6,3
-6,distance_from_targets,329.7518615722656,MNIST,Schut,MLP,6,3
-6,redundancy,0.9744897959183674,MNIST,Schut,MLP,6,3
-6,set_size_penalty,0.5697801820116655,MNIST,Schut,MLP,6,3
-6,validity,1.0,MNIST,Schut,MLP,6,3
-7,distance,38.0,MNIST,Schut,MLP,6,3
-7,distance_from_energy,394.17205810546875,MNIST,Schut,MLP,6,3
-7,distance_from_targets,298.2090759277344,MNIST,Schut,MLP,6,3
-7,redundancy,0.9757653061224489,MNIST,Schut,MLP,6,3
-7,set_size_penalty,0.5737115406496021,MNIST,Schut,MLP,6,3
-7,validity,1.0,MNIST,Schut,MLP,6,3
-8,distance,54.0,MNIST,Schut,MLP,6,3
-8,distance_from_energy,391.4947509765625,MNIST,Schut,MLP,6,3
-8,distance_from_targets,317.9748840332031,MNIST,Schut,MLP,6,3
-8,redundancy,0.9655612244897959,MNIST,Schut,MLP,6,3
-8,set_size_penalty,0.5703161181138221,MNIST,Schut,MLP,6,3
-8,validity,1.0,MNIST,Schut,MLP,6,3
-9,distance,80.0,MNIST,Schut,MLP,6,3
-9,distance_from_energy,389.651123046875,MNIST,Schut,MLP,6,3
-9,distance_from_targets,337.86968994140625,MNIST,Schut,MLP,6,3
-9,redundancy,0.9489795918367347,MNIST,Schut,MLP,6,3
-9,set_size_penalty,0.5753850129125997,MNIST,Schut,MLP,6,3
-9,validity,1.0,MNIST,Schut,MLP,6,3
-10,distance,40.0,MNIST,Schut,MLP,6,3
-10,distance_from_energy,377.5952453613281,MNIST,Schut,MLP,6,3
-10,distance_from_targets,293.01580810546875,MNIST,Schut,MLP,6,3
-10,redundancy,0.9744897959183674,MNIST,Schut,MLP,6,3
-10,set_size_penalty,0.5704481027312136,MNIST,Schut,MLP,6,3
-10,validity,1.0,MNIST,Schut,MLP,6,3
+6,distance,10.0,MNIST,Schut,MLP,6,3
+6,distance_from_energy,380.8946838378906,MNIST,Schut,MLP,6,3
+6,distance_from_targets,326.5859375,MNIST,Schut,MLP,6,3
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,6,3
+6,set_size_penalty,0.0,MNIST,Schut,MLP,6,3
+6,validity,0.0,MNIST,Schut,MLP,6,3
+7,distance,10.000001907348633,MNIST,Schut,MLP,6,3
+7,distance_from_energy,396.1480712890625,MNIST,Schut,MLP,6,3
+7,distance_from_targets,286.3678894042969,MNIST,Schut,MLP,6,3
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,6,3
+7,set_size_penalty,0.0,MNIST,Schut,MLP,6,3
+7,validity,0.0,MNIST,Schut,MLP,6,3
+8,distance,10.000001907348633,MNIST,Schut,MLP,6,3
+8,distance_from_energy,401.4340515136719,MNIST,Schut,MLP,6,3
+8,distance_from_targets,317.2238464355469,MNIST,Schut,MLP,6,3
+8,redundancy,0.9846938775510204,MNIST,Schut,MLP,6,3
+8,set_size_penalty,0.0,MNIST,Schut,MLP,6,3
+8,validity,0.0,MNIST,Schut,MLP,6,3
+9,distance,10.000001907348633,MNIST,Schut,MLP,6,3
+9,distance_from_energy,407.7196044921875,MNIST,Schut,MLP,6,3
+9,distance_from_targets,335.1103515625,MNIST,Schut,MLP,6,3
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,3
+9,set_size_penalty,0.0,MNIST,Schut,MLP,6,3
+9,validity,0.0,MNIST,Schut,MLP,6,3
+10,distance,10.0,MNIST,Schut,MLP,6,3
+10,distance_from_energy,388.07281494140625,MNIST,Schut,MLP,6,3
+10,distance_from_targets,297.5339660644531,MNIST,Schut,MLP,6,3
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,3
+10,set_size_penalty,0.0,MNIST,Schut,MLP,6,3
+10,validity,0.0,MNIST,Schut,MLP,6,3
 11,distance,146.06375122070312,MNIST,Wachter,MLP Ensemble,6,3
 11,distance_from_energy,364.64520263671875,MNIST,Wachter,MLP Ensemble,6,3
 11,distance_from_targets,377.8390808105469,MNIST,Wachter,MLP Ensemble,6,3
@@ -27689,36 +27689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,6,3
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,6,3
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,6,3
-11,distance,38.0,MNIST,Schut,MLP Ensemble,6,3
-11,distance_from_energy,335.53546142578125,MNIST,Schut,MLP Ensemble,6,3
-11,distance_from_targets,294.9404296875,MNIST,Schut,MLP Ensemble,6,3
-11,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,6,3
-11,set_size_penalty,0.3522460803523506,MNIST,Schut,MLP Ensemble,6,3
-11,validity,1.0,MNIST,Schut,MLP Ensemble,6,3
-12,distance,42.0,MNIST,Schut,MLP Ensemble,6,3
-12,distance_from_energy,358.3076171875,MNIST,Schut,MLP Ensemble,6,3
-12,distance_from_targets,278.4753112792969,MNIST,Schut,MLP Ensemble,6,3
-12,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,6,3
-12,set_size_penalty,0.310305852480123,MNIST,Schut,MLP Ensemble,6,3
-12,validity,1.0,MNIST,Schut,MLP Ensemble,6,3
-13,distance,50.0,MNIST,Schut,MLP Ensemble,6,3
-13,distance_from_energy,353.03497314453125,MNIST,Schut,MLP Ensemble,6,3
-13,distance_from_targets,324.149169921875,MNIST,Schut,MLP Ensemble,6,3
-13,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,6,3
-13,set_size_penalty,0.3640592474353743,MNIST,Schut,MLP Ensemble,6,3
-13,validity,1.0,MNIST,Schut,MLP Ensemble,6,3
-14,distance,26.0,MNIST,Schut,MLP Ensemble,6,3
-14,distance_from_energy,344.6664733886719,MNIST,Schut,MLP Ensemble,6,3
-14,distance_from_targets,303.78436279296875,MNIST,Schut,MLP Ensemble,6,3
-14,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,6,3
-14,set_size_penalty,0.3655796770034385,MNIST,Schut,MLP Ensemble,6,3
-14,validity,1.0,MNIST,Schut,MLP Ensemble,6,3
-15,distance,46.0,MNIST,Schut,MLP Ensemble,6,3
-15,distance_from_energy,354.8917541503906,MNIST,Schut,MLP Ensemble,6,3
-15,distance_from_targets,290.55096435546875,MNIST,Schut,MLP Ensemble,6,3
-15,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,6,3
-15,set_size_penalty,0.37155584963274224,MNIST,Schut,MLP Ensemble,6,3
-15,validity,1.0,MNIST,Schut,MLP Ensemble,6,3
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,3
+11,distance_from_energy,340.2456970214844,MNIST,Schut,MLP Ensemble,6,3
+11,distance_from_targets,286.6518859863281,MNIST,Schut,MLP Ensemble,6,3
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,3
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,3
+11,validity,0.0,MNIST,Schut,MLP Ensemble,6,3
+12,distance,10.0,MNIST,Schut,MLP Ensemble,6,3
+12,distance_from_energy,367.56890869140625,MNIST,Schut,MLP Ensemble,6,3
+12,distance_from_targets,288.09429931640625,MNIST,Schut,MLP Ensemble,6,3
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,3
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,3
+12,validity,0.0,MNIST,Schut,MLP Ensemble,6,3
+13,distance,10.0,MNIST,Schut,MLP Ensemble,6,3
+13,distance_from_energy,361.6835632324219,MNIST,Schut,MLP Ensemble,6,3
+13,distance_from_targets,324.7538757324219,MNIST,Schut,MLP Ensemble,6,3
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,3
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,3
+13,validity,0.0,MNIST,Schut,MLP Ensemble,6,3
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,3
+14,distance_from_energy,346.3357849121094,MNIST,Schut,MLP Ensemble,6,3
+14,distance_from_targets,299.9495544433594,MNIST,Schut,MLP Ensemble,6,3
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,3
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,3
+14,validity,0.0,MNIST,Schut,MLP Ensemble,6,3
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,3
+15,distance_from_energy,366.57879638671875,MNIST,Schut,MLP Ensemble,6,3
+15,distance_from_targets,294.4606628417969,MNIST,Schut,MLP Ensemble,6,3
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,3
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,3
+15,validity,0.0,MNIST,Schut,MLP Ensemble,6,3
 16,distance,127.96642303466797,MNIST,Wachter,JEM,6,3
 16,distance_from_energy,215.3918914794922,MNIST,Wachter,JEM,6,3
 16,distance_from_targets,355.70050048828125,MNIST,Wachter,JEM,6,3
@@ -27809,36 +27809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,6,3
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,6,3
 20,validity,1.0,MNIST,ECCCo,JEM,6,3
-16,distance,18.0,MNIST,Schut,JEM,6,3
-16,distance_from_energy,219.29718017578125,MNIST,Schut,JEM,6,3
-16,distance_from_targets,293.6275634765625,MNIST,Schut,JEM,6,3
-16,redundancy,0.9885204081632653,MNIST,Schut,JEM,6,3
-16,set_size_penalty,4.501817922556112,MNIST,Schut,JEM,6,3
-16,validity,1.0,MNIST,Schut,JEM,6,3
-17,distance,26.0,MNIST,Schut,JEM,6,3
-17,distance_from_energy,202.88259887695312,MNIST,Schut,JEM,6,3
-17,distance_from_targets,280.945068359375,MNIST,Schut,JEM,6,3
-17,redundancy,0.9834183673469388,MNIST,Schut,JEM,6,3
-17,set_size_penalty,4.500898874155929,MNIST,Schut,JEM,6,3
-17,validity,1.0,MNIST,Schut,JEM,6,3
-18,distance,36.0,MNIST,Schut,JEM,6,3
-18,distance_from_energy,226.0906219482422,MNIST,Schut,JEM,6,3
-18,distance_from_targets,325.984375,MNIST,Schut,JEM,6,3
-18,redundancy,0.9770408163265306,MNIST,Schut,JEM,6,3
-18,set_size_penalty,4.500967916361585,MNIST,Schut,JEM,6,3
-18,validity,1.0,MNIST,Schut,JEM,6,3
-19,distance,4.0,MNIST,Schut,JEM,6,3
-19,distance_from_energy,190.0762481689453,MNIST,Schut,JEM,6,3
-19,distance_from_targets,260.4556579589844,MNIST,Schut,JEM,6,3
-19,redundancy,0.9974489795918368,MNIST,Schut,JEM,6,3
-19,set_size_penalty,4.503235138688619,MNIST,Schut,JEM,6,3
+16,distance,10.000001907348633,MNIST,Schut,JEM,6,3
+16,distance_from_energy,220.5050811767578,MNIST,Schut,JEM,6,3
+16,distance_from_targets,290.2641906738281,MNIST,Schut,JEM,6,3
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,3
+16,set_size_penalty,0.0,MNIST,Schut,JEM,6,3
+16,validity,0.0,MNIST,Schut,JEM,6,3
+17,distance,10.000001907348633,MNIST,Schut,JEM,6,3
+17,distance_from_energy,203.87246704101562,MNIST,Schut,JEM,6,3
+17,distance_from_targets,275.59918212890625,MNIST,Schut,JEM,6,3
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,6,3
+17,set_size_penalty,0.0,MNIST,Schut,JEM,6,3
+17,validity,0.0,MNIST,Schut,JEM,6,3
+18,distance,10.000001907348633,MNIST,Schut,JEM,6,3
+18,distance_from_energy,230.91650390625,MNIST,Schut,JEM,6,3
+18,distance_from_targets,327.2231750488281,MNIST,Schut,JEM,6,3
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,3
+18,set_size_penalty,0.0,MNIST,Schut,JEM,6,3
+18,validity,0.0,MNIST,Schut,JEM,6,3
+19,distance,3.700000524520874,MNIST,Schut,JEM,6,3
+19,distance_from_energy,190.02627563476562,MNIST,Schut,JEM,6,3
+19,distance_from_targets,260.4725646972656,MNIST,Schut,JEM,6,3
+19,redundancy,0.9948979591836735,MNIST,Schut,JEM,6,3
+19,set_size_penalty,4.506686110580766,MNIST,Schut,JEM,6,3
 19,validity,1.0,MNIST,Schut,JEM,6,3
-20,distance,36.0,MNIST,Schut,JEM,6,3
-20,distance_from_energy,189.46458435058594,MNIST,Schut,JEM,6,3
-20,distance_from_targets,307.9422607421875,MNIST,Schut,JEM,6,3
-20,redundancy,0.9770408163265306,MNIST,Schut,JEM,6,3
-20,set_size_penalty,4.504022394385483,MNIST,Schut,JEM,6,3
-20,validity,1.0,MNIST,Schut,JEM,6,3
+20,distance,10.000001907348633,MNIST,Schut,JEM,6,3
+20,distance_from_energy,194.8600616455078,MNIST,Schut,JEM,6,3
+20,distance_from_targets,311.66546630859375,MNIST,Schut,JEM,6,3
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,3
+20,set_size_penalty,0.0,MNIST,Schut,JEM,6,3
+20,validity,0.0,MNIST,Schut,JEM,6,3
 1,distance,128.0282440185547,MNIST,Wachter,JEM Ensemble,6,4
 1,distance_from_energy,195.44000244140625,MNIST,Wachter,JEM Ensemble,6,4
 1,distance_from_targets,330.76702880859375,MNIST,Wachter,JEM Ensemble,6,4
@@ -27929,36 +27929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,6,4
 5,set_size_penalty,2.0676493830948224,MNIST,ECCCo,JEM Ensemble,6,4
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,6,4
-1,distance,22.0,MNIST,Schut,JEM Ensemble,6,4
-1,distance_from_energy,187.1410369873047,MNIST,Schut,JEM Ensemble,6,4
-1,distance_from_targets,251.84573364257812,MNIST,Schut,JEM Ensemble,6,4
-1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,6,4
-1,set_size_penalty,3.016781136233118,MNIST,Schut,JEM Ensemble,6,4
-1,validity,1.0,MNIST,Schut,JEM Ensemble,6,4
-2,distance,20.0,MNIST,Schut,JEM Ensemble,6,4
-2,distance_from_energy,196.1982421875,MNIST,Schut,JEM Ensemble,6,4
-2,distance_from_targets,267.6048583984375,MNIST,Schut,JEM Ensemble,6,4
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,4
+1,distance_from_energy,186.63552856445312,MNIST,Schut,JEM Ensemble,6,4
+1,distance_from_targets,246.01812744140625,MNIST,Schut,JEM Ensemble,6,4
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,4
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,4
+1,validity,0.0,MNIST,Schut,JEM Ensemble,6,4
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,4
+2,distance_from_energy,197.11361694335938,MNIST,Schut,JEM Ensemble,6,4
+2,distance_from_targets,266.08917236328125,MNIST,Schut,JEM Ensemble,6,4
 2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,4
-2,set_size_penalty,3.3787216386001733,MNIST,Schut,JEM Ensemble,6,4
-2,validity,1.0,MNIST,Schut,JEM Ensemble,6,4
-3,distance,26.0,MNIST,Schut,JEM Ensemble,6,4
-3,distance_from_energy,177.84303283691406,MNIST,Schut,JEM Ensemble,6,4
-3,distance_from_targets,277.0966796875,MNIST,Schut,JEM Ensemble,6,4
-3,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,6,4
-3,set_size_penalty,2.838982522585553,MNIST,Schut,JEM Ensemble,6,4
-3,validity,1.0,MNIST,Schut,JEM Ensemble,6,4
-4,distance,6.0,MNIST,Schut,JEM Ensemble,6,4
-4,distance_from_energy,183.23602294921875,MNIST,Schut,JEM Ensemble,6,4
-4,distance_from_targets,245.609619140625,MNIST,Schut,JEM Ensemble,6,4
-4,redundancy,0.9961734693877551,MNIST,Schut,JEM Ensemble,6,4
-4,set_size_penalty,2.965488077460374,MNIST,Schut,JEM Ensemble,6,4
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,4
+2,validity,0.0,MNIST,Schut,JEM Ensemble,6,4
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,4
+3,distance_from_energy,178.23851013183594,MNIST,Schut,JEM Ensemble,6,4
+3,distance_from_targets,273.7248840332031,MNIST,Schut,JEM Ensemble,6,4
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,4
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,4
+3,validity,0.0,MNIST,Schut,JEM Ensemble,6,4
+4,distance,4.500000953674316,MNIST,Schut,JEM Ensemble,6,4
+4,distance_from_energy,182.98602294921875,MNIST,Schut,JEM Ensemble,6,4
+4,distance_from_targets,244.28187561035156,MNIST,Schut,JEM Ensemble,6,4
+4,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,6,4
+4,set_size_penalty,2.975510479739887,MNIST,Schut,JEM Ensemble,6,4
 4,validity,1.0,MNIST,Schut,JEM Ensemble,6,4
-5,distance,26.0,MNIST,Schut,JEM Ensemble,6,4
-5,distance_from_energy,193.1820831298828,MNIST,Schut,JEM Ensemble,6,4
-5,distance_from_targets,261.39398193359375,MNIST,Schut,JEM Ensemble,6,4
-5,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,6,4
-5,set_size_penalty,3.469081236206943,MNIST,Schut,JEM Ensemble,6,4
-5,validity,1.0,MNIST,Schut,JEM Ensemble,6,4
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,4
+5,distance_from_energy,192.09881591796875,MNIST,Schut,JEM Ensemble,6,4
+5,distance_from_targets,255.54061889648438,MNIST,Schut,JEM Ensemble,6,4
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,4
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,4
+5,validity,0.0,MNIST,Schut,JEM Ensemble,6,4
 6,distance,127.78873443603516,MNIST,Wachter,MLP,6,4
 6,distance_from_energy,382.07696533203125,MNIST,Wachter,MLP,6,4
 6,distance_from_targets,324.9117431640625,MNIST,Wachter,MLP,6,4
@@ -28049,36 +28049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,6,4
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,6,4
 10,validity,1.0,MNIST,ECCCo,MLP,6,4
-6,distance,28.0,MNIST,Schut,MLP,6,4
-6,distance_from_energy,368.75860595703125,MNIST,Schut,MLP,6,4
-6,distance_from_targets,251.5323486328125,MNIST,Schut,MLP,6,4
-6,redundancy,0.9821428571428571,MNIST,Schut,MLP,6,4
-6,set_size_penalty,0.5693008651177913,MNIST,Schut,MLP,6,4
-6,validity,1.0,MNIST,Schut,MLP,6,4
-7,distance,32.0,MNIST,Schut,MLP,6,4
-7,distance_from_energy,353.0296630859375,MNIST,Schut,MLP,6,4
-7,distance_from_targets,270.7071838378906,MNIST,Schut,MLP,6,4
-7,redundancy,0.9795918367346939,MNIST,Schut,MLP,6,4
-7,set_size_penalty,0.569792655305142,MNIST,Schut,MLP,6,4
-7,validity,1.0,MNIST,Schut,MLP,6,4
-8,distance,30.0,MNIST,Schut,MLP,6,4
-8,distance_from_energy,352.2064208984375,MNIST,Schut,MLP,6,4
-8,distance_from_targets,269.16497802734375,MNIST,Schut,MLP,6,4
-8,redundancy,0.9808673469387755,MNIST,Schut,MLP,6,4
-8,set_size_penalty,0.5713267163379099,MNIST,Schut,MLP,6,4
-8,validity,1.0,MNIST,Schut,MLP,6,4
-9,distance,26.0,MNIST,Schut,MLP,6,4
-9,distance_from_energy,367.48284912109375,MNIST,Schut,MLP,6,4
-9,distance_from_targets,258.74884033203125,MNIST,Schut,MLP,6,4
-9,redundancy,0.9834183673469388,MNIST,Schut,MLP,6,4
-9,set_size_penalty,0.5702691794859558,MNIST,Schut,MLP,6,4
-9,validity,1.0,MNIST,Schut,MLP,6,4
-10,distance,22.0,MNIST,Schut,MLP,6,4
-10,distance_from_energy,376.0036315917969,MNIST,Schut,MLP,6,4
-10,distance_from_targets,263.0758361816406,MNIST,Schut,MLP,6,4
-10,redundancy,0.985969387755102,MNIST,Schut,MLP,6,4
-10,set_size_penalty,0.5701897529229527,MNIST,Schut,MLP,6,4
-10,validity,1.0,MNIST,Schut,MLP,6,4
+6,distance,10.000001907348633,MNIST,Schut,MLP,6,4
+6,distance_from_energy,368.6131286621094,MNIST,Schut,MLP,6,4
+6,distance_from_targets,248.30873107910156,MNIST,Schut,MLP,6,4
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,4
+6,set_size_penalty,0.0,MNIST,Schut,MLP,6,4
+6,validity,0.0,MNIST,Schut,MLP,6,4
+7,distance,10.000000953674316,MNIST,Schut,MLP,6,4
+7,distance_from_energy,353.3110046386719,MNIST,Schut,MLP,6,4
+7,distance_from_targets,269.2075500488281,MNIST,Schut,MLP,6,4
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,4
+7,set_size_penalty,0.0,MNIST,Schut,MLP,6,4
+7,validity,0.0,MNIST,Schut,MLP,6,4
+8,distance,10.000000953674316,MNIST,Schut,MLP,6,4
+8,distance_from_energy,355.4573974609375,MNIST,Schut,MLP,6,4
+8,distance_from_targets,269.4805908203125,MNIST,Schut,MLP,6,4
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,4
+8,set_size_penalty,0.0,MNIST,Schut,MLP,6,4
+8,validity,0.0,MNIST,Schut,MLP,6,4
+9,distance,10.000001907348633,MNIST,Schut,MLP,6,4
+9,distance_from_energy,369.46331787109375,MNIST,Schut,MLP,6,4
+9,distance_from_targets,256.60089111328125,MNIST,Schut,MLP,6,4
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,4
+9,set_size_penalty,0.0,MNIST,Schut,MLP,6,4
+9,validity,0.0,MNIST,Schut,MLP,6,4
+10,distance,10.000000953674316,MNIST,Schut,MLP,6,4
+10,distance_from_energy,374.1807556152344,MNIST,Schut,MLP,6,4
+10,distance_from_targets,255.96377563476562,MNIST,Schut,MLP,6,4
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,4
+10,set_size_penalty,0.0,MNIST,Schut,MLP,6,4
+10,validity,0.0,MNIST,Schut,MLP,6,4
 11,distance,144.84039306640625,MNIST,Wachter,MLP Ensemble,6,4
 11,distance_from_energy,346.298828125,MNIST,Wachter,MLP Ensemble,6,4
 11,distance_from_targets,353.5684509277344,MNIST,Wachter,MLP Ensemble,6,4
@@ -28169,36 +28169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,6,4
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,6,4
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,6,4
-11,distance,46.0,MNIST,Schut,MLP Ensemble,6,4
-11,distance_from_energy,329.319580078125,MNIST,Schut,MLP Ensemble,6,4
-11,distance_from_targets,268.8648986816406,MNIST,Schut,MLP Ensemble,6,4
-11,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,6,4
-11,set_size_penalty,0.33770365299173233,MNIST,Schut,MLP Ensemble,6,4
-11,validity,1.0,MNIST,Schut,MLP Ensemble,6,4
-12,distance,32.0,MNIST,Schut,MLP Ensemble,6,4
-12,distance_from_energy,353.29998779296875,MNIST,Schut,MLP Ensemble,6,4
-12,distance_from_targets,255.508544921875,MNIST,Schut,MLP Ensemble,6,4
-12,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,6,4
-12,set_size_penalty,0.2999603429890181,MNIST,Schut,MLP Ensemble,6,4
-12,validity,1.0,MNIST,Schut,MLP Ensemble,6,4
-13,distance,48.0,MNIST,Schut,MLP Ensemble,6,4
-13,distance_from_energy,354.4320983886719,MNIST,Schut,MLP Ensemble,6,4
-13,distance_from_targets,272.0471496582031,MNIST,Schut,MLP Ensemble,6,4
-13,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,6,4
-13,set_size_penalty,0.3007808216090746,MNIST,Schut,MLP Ensemble,6,4
-13,validity,1.0,MNIST,Schut,MLP Ensemble,6,4
-14,distance,70.0,MNIST,Schut,MLP Ensemble,6,4
-14,distance_from_energy,337.0252380371094,MNIST,Schut,MLP Ensemble,6,4
-14,distance_from_targets,342.3479919433594,MNIST,Schut,MLP Ensemble,6,4
-14,redundancy,0.9553571428571429,MNIST,Schut,MLP Ensemble,6,4
-14,set_size_penalty,0.3305827412618274,MNIST,Schut,MLP Ensemble,6,4
-14,validity,1.0,MNIST,Schut,MLP Ensemble,6,4
-15,distance,34.0,MNIST,Schut,MLP Ensemble,6,4
-15,distance_from_energy,338.8309326171875,MNIST,Schut,MLP Ensemble,6,4
-15,distance_from_targets,252.53076171875,MNIST,Schut,MLP Ensemble,6,4
-15,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,6,4
-15,set_size_penalty,0.2999025589833082,MNIST,Schut,MLP Ensemble,6,4
-15,validity,1.0,MNIST,Schut,MLP Ensemble,6,4
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,4
+11,distance_from_energy,340.2872314453125,MNIST,Schut,MLP Ensemble,6,4
+11,distance_from_targets,279.26605224609375,MNIST,Schut,MLP Ensemble,6,4
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,4
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,4
+11,validity,0.0,MNIST,Schut,MLP Ensemble,6,4
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,4
+12,distance_from_energy,356.1600646972656,MNIST,Schut,MLP Ensemble,6,4
+12,distance_from_targets,254.368896484375,MNIST,Schut,MLP Ensemble,6,4
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,4
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,4
+12,validity,0.0,MNIST,Schut,MLP Ensemble,6,4
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,4
+13,distance_from_energy,359.512451171875,MNIST,Schut,MLP Ensemble,6,4
+13,distance_from_targets,272.5887451171875,MNIST,Schut,MLP Ensemble,6,4
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,4
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,4
+13,validity,0.0,MNIST,Schut,MLP Ensemble,6,4
+14,distance,10.0,MNIST,Schut,MLP Ensemble,6,4
+14,distance_from_energy,353.08734130859375,MNIST,Schut,MLP Ensemble,6,4
+14,distance_from_targets,350.3625183105469,MNIST,Schut,MLP Ensemble,6,4
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,4
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,4
+14,validity,0.0,MNIST,Schut,MLP Ensemble,6,4
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,4
+15,distance_from_energy,342.902099609375,MNIST,Schut,MLP Ensemble,6,4
+15,distance_from_targets,251.4989776611328,MNIST,Schut,MLP Ensemble,6,4
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,4
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,4
+15,validity,0.0,MNIST,Schut,MLP Ensemble,6,4
 16,distance,123.33080291748047,MNIST,Wachter,JEM,6,4
 16,distance_from_energy,194.24449157714844,MNIST,Wachter,JEM,6,4
 16,distance_from_targets,332.90093994140625,MNIST,Wachter,JEM,6,4
@@ -28289,36 +28289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,6,4
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,6,4
 20,validity,1.0,MNIST,ECCCo,JEM,6,4
-16,distance,14.0,MNIST,Schut,JEM,6,4
-16,distance_from_energy,181.56292724609375,MNIST,Schut,JEM,6,4
-16,distance_from_targets,265.4042663574219,MNIST,Schut,JEM,6,4
-16,redundancy,0.9910714285714286,MNIST,Schut,JEM,6,4
-16,set_size_penalty,4.501209248147609,MNIST,Schut,JEM,6,4
-16,validity,1.0,MNIST,Schut,JEM,6,4
-17,distance,16.0,MNIST,Schut,JEM,6,4
-17,distance_from_energy,221.40359497070312,MNIST,Schut,JEM,6,4
-17,distance_from_targets,279.6241455078125,MNIST,Schut,JEM,6,4
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,6,4
-17,set_size_penalty,4.500219543138051,MNIST,Schut,JEM,6,4
-17,validity,1.0,MNIST,Schut,JEM,6,4
-18,distance,16.0,MNIST,Schut,JEM,6,4
-18,distance_from_energy,198.89410400390625,MNIST,Schut,JEM,6,4
-18,distance_from_targets,274.2330017089844,MNIST,Schut,JEM,6,4
-18,redundancy,0.9897959183673469,MNIST,Schut,JEM,6,4
-18,set_size_penalty,4.504497430145676,MNIST,Schut,JEM,6,4
-18,validity,1.0,MNIST,Schut,JEM,6,4
-19,distance,24.0,MNIST,Schut,JEM,6,4
-19,distance_from_energy,208.86358642578125,MNIST,Schut,JEM,6,4
-19,distance_from_targets,247.18994140625,MNIST,Schut,JEM,6,4
-19,redundancy,0.9846938775510204,MNIST,Schut,JEM,6,4
-19,set_size_penalty,4.500084906476069,MNIST,Schut,JEM,6,4
-19,validity,1.0,MNIST,Schut,JEM,6,4
-20,distance,36.0,MNIST,Schut,JEM,6,4
-20,distance_from_energy,252.88095092773438,MNIST,Schut,JEM,6,4
-20,distance_from_targets,329.8468933105469,MNIST,Schut,JEM,6,4
-20,redundancy,0.9770408163265306,MNIST,Schut,JEM,6,4
-20,set_size_penalty,4.500718608428683,MNIST,Schut,JEM,6,4
-20,validity,1.0,MNIST,Schut,JEM,6,4
+16,distance,10.000001907348633,MNIST,Schut,JEM,6,4
+16,distance_from_energy,181.20077514648438,MNIST,Schut,JEM,6,4
+16,distance_from_targets,261.08929443359375,MNIST,Schut,JEM,6,4
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,6,4
+16,set_size_penalty,0.0,MNIST,Schut,JEM,6,4
+16,validity,0.0,MNIST,Schut,JEM,6,4
+17,distance,10.000001907348633,MNIST,Schut,JEM,6,4
+17,distance_from_energy,218.2793426513672,MNIST,Schut,JEM,6,4
+17,distance_from_targets,273.2697448730469,MNIST,Schut,JEM,6,4
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,4
+17,set_size_penalty,0.0,MNIST,Schut,JEM,6,4
+17,validity,0.0,MNIST,Schut,JEM,6,4
+18,distance,10.000001907348633,MNIST,Schut,JEM,6,4
+18,distance_from_energy,198.90318298339844,MNIST,Schut,JEM,6,4
+18,distance_from_targets,271.9346008300781,MNIST,Schut,JEM,6,4
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,4
+18,set_size_penalty,0.0,MNIST,Schut,JEM,6,4
+18,validity,0.0,MNIST,Schut,JEM,6,4
+19,distance,10.000000953674316,MNIST,Schut,JEM,6,4
+19,distance_from_energy,213.5072021484375,MNIST,Schut,JEM,6,4
+19,distance_from_targets,249.79605102539062,MNIST,Schut,JEM,6,4
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,6,4
+19,set_size_penalty,0.0,MNIST,Schut,JEM,6,4
+19,validity,0.0,MNIST,Schut,JEM,6,4
+20,distance,10.000000953674316,MNIST,Schut,JEM,6,4
+20,distance_from_energy,255.1645965576172,MNIST,Schut,JEM,6,4
+20,distance_from_targets,320.7291564941406,MNIST,Schut,JEM,6,4
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,6,4
+20,set_size_penalty,0.0,MNIST,Schut,JEM,6,4
+20,validity,0.0,MNIST,Schut,JEM,6,4
 1,distance,105.67774963378906,MNIST,Wachter,JEM Ensemble,6,5
 1,distance_from_energy,204.15611267089844,MNIST,Wachter,JEM Ensemble,6,5
 1,distance_from_targets,343.79876708984375,MNIST,Wachter,JEM Ensemble,6,5
@@ -28409,36 +28409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,6,5
 5,set_size_penalty,2.067649383579845,MNIST,ECCCo,JEM Ensemble,6,5
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,6,5
-1,distance,8.0,MNIST,Schut,JEM Ensemble,6,5
-1,distance_from_energy,192.14767456054688,MNIST,Schut,JEM Ensemble,6,5
-1,distance_from_targets,281.0028381347656,MNIST,Schut,JEM Ensemble,6,5
-1,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,6,5
-1,set_size_penalty,2.9609624227281115,MNIST,Schut,JEM Ensemble,6,5
+1,distance,6.700001239776611,MNIST,Schut,JEM Ensemble,6,5
+1,distance_from_energy,190.63540649414062,MNIST,Schut,JEM Ensemble,6,5
+1,distance_from_targets,278.59228515625,MNIST,Schut,JEM Ensemble,6,5
+1,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,6,5
+1,set_size_penalty,2.982431300259703,MNIST,Schut,JEM Ensemble,6,5
 1,validity,1.0,MNIST,Schut,JEM Ensemble,6,5
-2,distance,30.0,MNIST,Schut,JEM Ensemble,6,5
-2,distance_from_energy,193.95556640625,MNIST,Schut,JEM Ensemble,6,5
-2,distance_from_targets,275.1615905761719,MNIST,Schut,JEM Ensemble,6,5
-2,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,6,5
-2,set_size_penalty,3.2546434879270763,MNIST,Schut,JEM Ensemble,6,5
-2,validity,1.0,MNIST,Schut,JEM Ensemble,6,5
-3,distance,16.0,MNIST,Schut,JEM Ensemble,6,5
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,5
+2,distance_from_energy,199.1650848388672,MNIST,Schut,JEM Ensemble,6,5
+2,distance_from_targets,274.20977783203125,MNIST,Schut,JEM Ensemble,6,5
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,5
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,5
+2,validity,0.0,MNIST,Schut,JEM Ensemble,6,5
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,5
 3,distance_from_energy,209.25682067871094,MNIST,Schut,JEM Ensemble,6,5
-3,distance_from_targets,275.08953857421875,MNIST,Schut,JEM Ensemble,6,5
-3,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,6,5
-3,set_size_penalty,2.787126430561597,MNIST,Schut,JEM Ensemble,6,5
-3,validity,1.0,MNIST,Schut,JEM Ensemble,6,5
-4,distance,24.0,MNIST,Schut,JEM Ensemble,6,5
-4,distance_from_energy,197.01522827148438,MNIST,Schut,JEM Ensemble,6,5
-4,distance_from_targets,289.8955383300781,MNIST,Schut,JEM Ensemble,6,5
-4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,6,5
-4,set_size_penalty,3.360503038027,MNIST,Schut,JEM Ensemble,6,5
-4,validity,1.0,MNIST,Schut,JEM Ensemble,6,5
-5,distance,14.0,MNIST,Schut,JEM Ensemble,6,5
-5,distance_from_energy,191.81356811523438,MNIST,Schut,JEM Ensemble,6,5
-5,distance_from_targets,243.57171630859375,MNIST,Schut,JEM Ensemble,6,5
-5,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,6,5
-5,set_size_penalty,3.0038396356843036,MNIST,Schut,JEM Ensemble,6,5
-5,validity,1.0,MNIST,Schut,JEM Ensemble,6,5
+3,distance_from_targets,273.36834716796875,MNIST,Schut,JEM Ensemble,6,5
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,5
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,5
+3,validity,0.0,MNIST,Schut,JEM Ensemble,6,5
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,5
+4,distance_from_energy,199.56808471679688,MNIST,Schut,JEM Ensemble,6,5
+4,distance_from_targets,287.6559753417969,MNIST,Schut,JEM Ensemble,6,5
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,6,5
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,5
+4,validity,0.0,MNIST,Schut,JEM Ensemble,6,5
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,5
+5,distance_from_energy,191.65359497070312,MNIST,Schut,JEM Ensemble,6,5
+5,distance_from_targets,240.64964294433594,MNIST,Schut,JEM Ensemble,6,5
+5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,6,5
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,5
+5,validity,0.0,MNIST,Schut,JEM Ensemble,6,5
 6,distance,106.32532501220703,MNIST,Wachter,MLP,6,5
 6,distance_from_energy,365.8750305175781,MNIST,Wachter,MLP,6,5
 6,distance_from_targets,335.8126525878906,MNIST,Wachter,MLP,6,5
@@ -28529,36 +28529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,6,5
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,6,5
 10,validity,1.0,MNIST,ECCCo,MLP,6,5
-6,distance,8.0,MNIST,Schut,MLP,6,5
-6,distance_from_energy,366.9024658203125,MNIST,Schut,MLP,6,5
-6,distance_from_targets,270.3396301269531,MNIST,Schut,MLP,6,5
-6,redundancy,0.9948979591836735,MNIST,Schut,MLP,6,5
-6,set_size_penalty,0.5689910999952803,MNIST,Schut,MLP,6,5
+6,distance,6.80000114440918,MNIST,Schut,MLP,6,5
+6,distance_from_energy,365.6532897949219,MNIST,Schut,MLP,6,5
+6,distance_from_targets,268.965087890625,MNIST,Schut,MLP,6,5
+6,redundancy,0.9885204081632653,MNIST,Schut,MLP,6,5
+6,set_size_penalty,0.5733735093242223,MNIST,Schut,MLP,6,5
 6,validity,1.0,MNIST,Schut,MLP,6,5
-7,distance,10.0,MNIST,Schut,MLP,6,5
-7,distance_from_energy,360.48846435546875,MNIST,Schut,MLP,6,5
-7,distance_from_targets,257.7499694824219,MNIST,Schut,MLP,6,5
-7,redundancy,0.9936224489795918,MNIST,Schut,MLP,6,5
-7,set_size_penalty,0.569566614684093,MNIST,Schut,MLP,6,5
+7,distance,9.400001525878906,MNIST,Schut,MLP,6,5
+7,distance_from_energy,359.76495361328125,MNIST,Schut,MLP,6,5
+7,distance_from_targets,255.9850311279297,MNIST,Schut,MLP,6,5
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,5
+7,set_size_penalty,0.5730570310764267,MNIST,Schut,MLP,6,5
 7,validity,1.0,MNIST,Schut,MLP,6,5
-8,distance,44.0,MNIST,Schut,MLP,6,5
-8,distance_from_energy,368.4927978515625,MNIST,Schut,MLP,6,5
-8,distance_from_targets,310.0221862792969,MNIST,Schut,MLP,6,5
-8,redundancy,0.9719387755102041,MNIST,Schut,MLP,6,5
-8,set_size_penalty,0.5698631364710505,MNIST,Schut,MLP,6,5
-8,validity,1.0,MNIST,Schut,MLP,6,5
-9,distance,18.0,MNIST,Schut,MLP,6,5
-9,distance_from_energy,355.001708984375,MNIST,Schut,MLP,6,5
-9,distance_from_targets,278.7390441894531,MNIST,Schut,MLP,6,5
-9,redundancy,0.9885204081632653,MNIST,Schut,MLP,6,5
-9,set_size_penalty,0.5717108245163929,MNIST,Schut,MLP,6,5
-9,validity,1.0,MNIST,Schut,MLP,6,5
-10,distance,38.0,MNIST,Schut,MLP,6,5
-10,distance_from_energy,381.7939758300781,MNIST,Schut,MLP,6,5
-10,distance_from_targets,360.77520751953125,MNIST,Schut,MLP,6,5
-10,redundancy,0.9757653061224489,MNIST,Schut,MLP,6,5
-10,set_size_penalty,0.5701471955048287,MNIST,Schut,MLP,6,5
-10,validity,1.0,MNIST,Schut,MLP,6,5
+8,distance,10.000001907348633,MNIST,Schut,MLP,6,5
+8,distance_from_energy,380.0750732421875,MNIST,Schut,MLP,6,5
+8,distance_from_targets,305.7913513183594,MNIST,Schut,MLP,6,5
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,5
+8,set_size_penalty,0.0,MNIST,Schut,MLP,6,5
+8,validity,0.0,MNIST,Schut,MLP,6,5
+9,distance,10.000001907348633,MNIST,Schut,MLP,6,5
+9,distance_from_energy,358.37371826171875,MNIST,Schut,MLP,6,5
+9,distance_from_targets,278.41064453125,MNIST,Schut,MLP,6,5
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,5
+9,set_size_penalty,0.0,MNIST,Schut,MLP,6,5
+9,validity,0.0,MNIST,Schut,MLP,6,5
+10,distance,10.000001907348633,MNIST,Schut,MLP,6,5
+10,distance_from_energy,385.7333068847656,MNIST,Schut,MLP,6,5
+10,distance_from_targets,356.50799560546875,MNIST,Schut,MLP,6,5
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,5
+10,set_size_penalty,0.0,MNIST,Schut,MLP,6,5
+10,validity,0.0,MNIST,Schut,MLP,6,5
 11,distance,131.22706604003906,MNIST,Wachter,MLP Ensemble,6,5
 11,distance_from_energy,353.3196105957031,MNIST,Wachter,MLP Ensemble,6,5
 11,distance_from_targets,437.71673583984375,MNIST,Wachter,MLP Ensemble,6,5
@@ -28649,35 +28649,35 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,6,5
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,6,5
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,6,5
-11,distance,30.0,MNIST,Schut,MLP Ensemble,6,5
-11,distance_from_energy,348.93243408203125,MNIST,Schut,MLP Ensemble,6,5
-11,distance_from_targets,376.2138366699219,MNIST,Schut,MLP Ensemble,6,5
-11,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,6,5
-11,set_size_penalty,0.4407788180862051,MNIST,Schut,MLP Ensemble,6,5
-11,validity,1.0,MNIST,Schut,MLP Ensemble,6,5
-12,distance,68.0,MNIST,Schut,MLP Ensemble,6,5
-12,distance_from_energy,337.5459289550781,MNIST,Schut,MLP Ensemble,6,5
-12,distance_from_targets,303.29022216796875,MNIST,Schut,MLP Ensemble,6,5
-12,redundancy,0.9566326530612245,MNIST,Schut,MLP Ensemble,6,5
-12,set_size_penalty,0.3540532463138353,MNIST,Schut,MLP Ensemble,6,5
-12,validity,1.0,MNIST,Schut,MLP Ensemble,6,5
-13,distance,28.0,MNIST,Schut,MLP Ensemble,6,5
-13,distance_from_energy,345.1601257324219,MNIST,Schut,MLP Ensemble,6,5
-13,distance_from_targets,279.6033935546875,MNIST,Schut,MLP Ensemble,6,5
-13,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,6,5
-13,set_size_penalty,0.32263782930175866,MNIST,Schut,MLP Ensemble,6,5
-13,validity,1.0,MNIST,Schut,MLP Ensemble,6,5
-14,distance,18.0,MNIST,Schut,MLP Ensemble,6,5
-14,distance_from_energy,339.041748046875,MNIST,Schut,MLP Ensemble,6,5
-14,distance_from_targets,288.3934326171875,MNIST,Schut,MLP Ensemble,6,5
-14,redundancy,0.9885204081632653,MNIST,Schut,MLP Ensemble,6,5
-14,set_size_penalty,0.29563135817832076,MNIST,Schut,MLP Ensemble,6,5
-14,validity,1.0,MNIST,Schut,MLP Ensemble,6,5
-15,distance,16.0,MNIST,Schut,MLP Ensemble,6,5
-15,distance_from_energy,352.0148010253906,MNIST,Schut,MLP Ensemble,6,5
-15,distance_from_targets,256.6965637207031,MNIST,Schut,MLP Ensemble,6,5
-15,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,6,5
-15,set_size_penalty,0.3094415827864656,MNIST,Schut,MLP Ensemble,6,5
+11,distance,10.0,MNIST,Schut,MLP Ensemble,6,5
+11,distance_from_energy,347.4649963378906,MNIST,Schut,MLP Ensemble,6,5
+11,distance_from_targets,364.9771423339844,MNIST,Schut,MLP Ensemble,6,5
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,5
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,5
+11,validity,0.0,MNIST,Schut,MLP Ensemble,6,5
+12,distance,10.0,MNIST,Schut,MLP Ensemble,6,5
+12,distance_from_energy,356.30645751953125,MNIST,Schut,MLP Ensemble,6,5
+12,distance_from_targets,315.6683349609375,MNIST,Schut,MLP Ensemble,6,5
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,5
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,5
+12,validity,0.0,MNIST,Schut,MLP Ensemble,6,5
+13,distance,10.0,MNIST,Schut,MLP Ensemble,6,5
+13,distance_from_energy,352.05859375,MNIST,Schut,MLP Ensemble,6,5
+13,distance_from_targets,283.4919128417969,MNIST,Schut,MLP Ensemble,6,5
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,5
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,5
+13,validity,0.0,MNIST,Schut,MLP Ensemble,6,5
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,5
+14,distance_from_energy,337.6713562011719,MNIST,Schut,MLP Ensemble,6,5
+14,distance_from_targets,284.36944580078125,MNIST,Schut,MLP Ensemble,6,5
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,5
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,5
+14,validity,0.0,MNIST,Schut,MLP Ensemble,6,5
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,5
+15,distance_from_energy,352.7694396972656,MNIST,Schut,MLP Ensemble,6,5
+15,distance_from_targets,256.06005859375,MNIST,Schut,MLP Ensemble,6,5
+15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,6,5
+15,set_size_penalty,0.6639416868912067,MNIST,Schut,MLP Ensemble,6,5
 15,validity,1.0,MNIST,Schut,MLP Ensemble,6,5
 16,distance,120.39041900634766,MNIST,Wachter,JEM,6,5
 16,distance_from_energy,224.74139404296875,MNIST,Wachter,JEM,6,5
@@ -28769,35 +28769,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,6,5
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,6,5
 20,validity,1.0,MNIST,ECCCo,JEM,6,5
-16,distance,14.0,MNIST,Schut,JEM,6,5
-16,distance_from_energy,218.9647216796875,MNIST,Schut,JEM,6,5
-16,distance_from_targets,303.5670166015625,MNIST,Schut,JEM,6,5
-16,redundancy,0.9910714285714286,MNIST,Schut,JEM,6,5
-16,set_size_penalty,4.500695511624172,MNIST,Schut,JEM,6,5
-16,validity,1.0,MNIST,Schut,JEM,6,5
-17,distance,20.0,MNIST,Schut,JEM,6,5
-17,distance_from_energy,237.46726989746094,MNIST,Schut,JEM,6,5
-17,distance_from_targets,301.2345886230469,MNIST,Schut,JEM,6,5
-17,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,5
-17,set_size_penalty,4.500000862689164,MNIST,Schut,JEM,6,5
-17,validity,1.0,MNIST,Schut,JEM,6,5
-18,distance,14.0,MNIST,Schut,JEM,6,5
-18,distance_from_energy,216.07305908203125,MNIST,Schut,JEM,6,5
-18,distance_from_targets,263.9582824707031,MNIST,Schut,JEM,6,5
-18,redundancy,0.9910714285714286,MNIST,Schut,JEM,6,5
-18,set_size_penalty,4.499990109569336,MNIST,Schut,JEM,6,5
-18,validity,1.0,MNIST,Schut,JEM,6,5
-19,distance,20.0,MNIST,Schut,JEM,6,5
-19,distance_from_energy,220.57504272460938,MNIST,Schut,JEM,6,5
-19,distance_from_targets,320.5797119140625,MNIST,Schut,JEM,6,5
-19,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,5
-19,set_size_penalty,4.500389320829226,MNIST,Schut,JEM,6,5
-19,validity,1.0,MNIST,Schut,JEM,6,5
-20,distance,10.0,MNIST,Schut,JEM,6,5
-20,distance_from_energy,221.89144897460938,MNIST,Schut,JEM,6,5
-20,distance_from_targets,294.4324645996094,MNIST,Schut,JEM,6,5
-20,redundancy,0.9936224489795918,MNIST,Schut,JEM,6,5
-20,set_size_penalty,4.4999877884110635,MNIST,Schut,JEM,6,5
+16,distance,10.000001907348633,MNIST,Schut,JEM,6,5
+16,distance_from_energy,218.26473999023438,MNIST,Schut,JEM,6,5
+16,distance_from_targets,300.0357360839844,MNIST,Schut,JEM,6,5
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,6,5
+16,set_size_penalty,0.0,MNIST,Schut,JEM,6,5
+16,validity,0.0,MNIST,Schut,JEM,6,5
+17,distance,10.000001907348633,MNIST,Schut,JEM,6,5
+17,distance_from_energy,239.94482421875,MNIST,Schut,JEM,6,5
+17,distance_from_targets,299.65472412109375,MNIST,Schut,JEM,6,5
+17,redundancy,0.9808673469387755,MNIST,Schut,JEM,6,5
+17,set_size_penalty,0.0,MNIST,Schut,JEM,6,5
+17,validity,0.0,MNIST,Schut,JEM,6,5
+18,distance,10.000001907348633,MNIST,Schut,JEM,6,5
+18,distance_from_energy,216.79864501953125,MNIST,Schut,JEM,6,5
+18,distance_from_targets,262.16339111328125,MNIST,Schut,JEM,6,5
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,6,5
+18,set_size_penalty,0.0,MNIST,Schut,JEM,6,5
+18,validity,0.0,MNIST,Schut,JEM,6,5
+19,distance,10.000000953674316,MNIST,Schut,JEM,6,5
+19,distance_from_energy,216.99288940429688,MNIST,Schut,JEM,6,5
+19,distance_from_targets,312.47772216796875,MNIST,Schut,JEM,6,5
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,6,5
+19,set_size_penalty,0.0,MNIST,Schut,JEM,6,5
+19,validity,0.0,MNIST,Schut,JEM,6,5
+20,distance,9.000000953674316,MNIST,Schut,JEM,6,5
+20,distance_from_energy,221.39144897460938,MNIST,Schut,JEM,6,5
+20,distance_from_targets,292.4223937988281,MNIST,Schut,JEM,6,5
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,6,5
+20,set_size_penalty,4.506854695920303,MNIST,Schut,JEM,6,5
 20,validity,1.0,MNIST,Schut,JEM,6,5
 1,distance,156.76438903808594,MNIST,Wachter,JEM Ensemble,6,7
 1,distance_from_energy,219.1926727294922,MNIST,Wachter,JEM Ensemble,6,7
@@ -28889,36 +28889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,6,7
 5,set_size_penalty,2.067649383094822,MNIST,ECCCo,JEM Ensemble,6,7
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,6,7
-1,distance,32.0,MNIST,Schut,JEM Ensemble,6,7
-1,distance_from_energy,203.63865661621094,MNIST,Schut,JEM Ensemble,6,7
-1,distance_from_targets,291.624755859375,MNIST,Schut,JEM Ensemble,6,7
-1,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,6,7
-1,set_size_penalty,3.1845753829454138,MNIST,Schut,JEM Ensemble,6,7
-1,validity,1.0,MNIST,Schut,JEM Ensemble,6,7
-2,distance,30.0,MNIST,Schut,JEM Ensemble,6,7
-2,distance_from_energy,207.1066436767578,MNIST,Schut,JEM Ensemble,6,7
-2,distance_from_targets,288.5068359375,MNIST,Schut,JEM Ensemble,6,7
-2,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,6,7
-2,set_size_penalty,3.180307409453543,MNIST,Schut,JEM Ensemble,6,7
-2,validity,1.0,MNIST,Schut,JEM Ensemble,6,7
-3,distance,36.0,MNIST,Schut,JEM Ensemble,6,7
-3,distance_from_energy,225.4517364501953,MNIST,Schut,JEM Ensemble,6,7
-3,distance_from_targets,308.6668701171875,MNIST,Schut,JEM Ensemble,6,7
-3,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,6,7
-3,set_size_penalty,3.1805226461900125,MNIST,Schut,JEM Ensemble,6,7
-3,validity,1.0,MNIST,Schut,JEM Ensemble,6,7
-4,distance,36.0,MNIST,Schut,JEM Ensemble,6,7
-4,distance_from_energy,209.46221923828125,MNIST,Schut,JEM Ensemble,6,7
-4,distance_from_targets,291.7153015136719,MNIST,Schut,JEM Ensemble,6,7
-4,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,6,7
-4,set_size_penalty,2.9726013845995176,MNIST,Schut,JEM Ensemble,6,7
-4,validity,1.0,MNIST,Schut,JEM Ensemble,6,7
-5,distance,20.0,MNIST,Schut,JEM Ensemble,6,7
-5,distance_from_energy,213.63868713378906,MNIST,Schut,JEM Ensemble,6,7
-5,distance_from_targets,272.7349853515625,MNIST,Schut,JEM Ensemble,6,7
-5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,7
-5,set_size_penalty,3.3552743209199836,MNIST,Schut,JEM Ensemble,6,7
-5,validity,1.0,MNIST,Schut,JEM Ensemble,6,7
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,7
+1,distance_from_energy,203.7495574951172,MNIST,Schut,JEM Ensemble,6,7
+1,distance_from_targets,283.7576599121094,MNIST,Schut,JEM Ensemble,6,7
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,7
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,7
+1,validity,0.0,MNIST,Schut,JEM Ensemble,6,7
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,7
+2,distance_from_energy,208.00148010253906,MNIST,Schut,JEM Ensemble,6,7
+2,distance_from_targets,284.75177001953125,MNIST,Schut,JEM Ensemble,6,7
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,7
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,7
+2,validity,0.0,MNIST,Schut,JEM Ensemble,6,7
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,7
+3,distance_from_energy,222.33250427246094,MNIST,Schut,JEM Ensemble,6,7
+3,distance_from_targets,297.0836486816406,MNIST,Schut,JEM Ensemble,6,7
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,7
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,7
+3,validity,0.0,MNIST,Schut,JEM Ensemble,6,7
+4,distance,10.0,MNIST,Schut,JEM Ensemble,6,7
+4,distance_from_energy,208.0673065185547,MNIST,Schut,JEM Ensemble,6,7
+4,distance_from_targets,283.4996643066406,MNIST,Schut,JEM Ensemble,6,7
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,7
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,7
+4,validity,0.0,MNIST,Schut,JEM Ensemble,6,7
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,7
+5,distance_from_energy,211.1078338623047,MNIST,Schut,JEM Ensemble,6,7
+5,distance_from_targets,266.122802734375,MNIST,Schut,JEM Ensemble,6,7
+5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,6,7
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,7
+5,validity,0.0,MNIST,Schut,JEM Ensemble,6,7
 6,distance,162.1610565185547,MNIST,Wachter,MLP,6,7
 6,distance_from_energy,400.2914733886719,MNIST,Wachter,MLP,6,7
 6,distance_from_targets,369.7852478027344,MNIST,Wachter,MLP,6,7
@@ -29009,36 +29009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,6,7
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,6,7
 10,validity,1.0,MNIST,ECCCo,MLP,6,7
-6,distance,60.0,MNIST,Schut,MLP,6,7
-6,distance_from_energy,374.2680358886719,MNIST,Schut,MLP,6,7
-6,distance_from_targets,273.00970458984375,MNIST,Schut,MLP,6,7
-6,redundancy,0.9617346938775511,MNIST,Schut,MLP,6,7
-6,set_size_penalty,0.5709564898487733,MNIST,Schut,MLP,6,7
-6,validity,1.0,MNIST,Schut,MLP,6,7
-7,distance,50.0,MNIST,Schut,MLP,6,7
-7,distance_from_energy,371.9657287597656,MNIST,Schut,MLP,6,7
-7,distance_from_targets,276.8920593261719,MNIST,Schut,MLP,6,7
-7,redundancy,0.9681122448979592,MNIST,Schut,MLP,6,7
-7,set_size_penalty,0.5704660885561037,MNIST,Schut,MLP,6,7
-7,validity,1.0,MNIST,Schut,MLP,6,7
-8,distance,48.0,MNIST,Schut,MLP,6,7
-8,distance_from_energy,400.2894592285156,MNIST,Schut,MLP,6,7
-8,distance_from_targets,300.7109375,MNIST,Schut,MLP,6,7
-8,redundancy,0.9693877551020408,MNIST,Schut,MLP,6,7
-8,set_size_penalty,0.5710654233777448,MNIST,Schut,MLP,6,7
-8,validity,1.0,MNIST,Schut,MLP,6,7
-9,distance,32.0,MNIST,Schut,MLP,6,7
-9,distance_from_energy,384.160400390625,MNIST,Schut,MLP,6,7
-9,distance_from_targets,250.19180297851562,MNIST,Schut,MLP,6,7
-9,redundancy,0.9795918367346939,MNIST,Schut,MLP,6,7
-9,set_size_penalty,0.5731371763039455,MNIST,Schut,MLP,6,7
-9,validity,1.0,MNIST,Schut,MLP,6,7
-10,distance,44.0,MNIST,Schut,MLP,6,7
-10,distance_from_energy,391.5736999511719,MNIST,Schut,MLP,6,7
-10,distance_from_targets,290.96630859375,MNIST,Schut,MLP,6,7
-10,redundancy,0.9719387755102041,MNIST,Schut,MLP,6,7
-10,set_size_penalty,0.5721008133176597,MNIST,Schut,MLP,6,7
-10,validity,1.0,MNIST,Schut,MLP,6,7
+6,distance,10.000001907348633,MNIST,Schut,MLP,6,7
+6,distance_from_energy,391.6483154296875,MNIST,Schut,MLP,6,7
+6,distance_from_targets,283.9399719238281,MNIST,Schut,MLP,6,7
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,7
+6,set_size_penalty,0.0,MNIST,Schut,MLP,6,7
+6,validity,0.0,MNIST,Schut,MLP,6,7
+7,distance,10.000001907348633,MNIST,Schut,MLP,6,7
+7,distance_from_energy,387.9317626953125,MNIST,Schut,MLP,6,7
+7,distance_from_targets,288.1186828613281,MNIST,Schut,MLP,6,7
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,7
+7,set_size_penalty,0.0,MNIST,Schut,MLP,6,7
+7,validity,0.0,MNIST,Schut,MLP,6,7
+8,distance,10.000001907348633,MNIST,Schut,MLP,6,7
+8,distance_from_energy,402.8374938964844,MNIST,Schut,MLP,6,7
+8,distance_from_targets,294.92974853515625,MNIST,Schut,MLP,6,7
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,7
+8,set_size_penalty,0.0,MNIST,Schut,MLP,6,7
+8,validity,0.0,MNIST,Schut,MLP,6,7
+9,distance,10.000001907348633,MNIST,Schut,MLP,6,7
+9,distance_from_energy,389.942626953125,MNIST,Schut,MLP,6,7
+9,distance_from_targets,249.2082977294922,MNIST,Schut,MLP,6,7
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,6,7
+9,set_size_penalty,0.0,MNIST,Schut,MLP,6,7
+9,validity,0.0,MNIST,Schut,MLP,6,7
+10,distance,10.000001907348633,MNIST,Schut,MLP,6,7
+10,distance_from_energy,400.7069091796875,MNIST,Schut,MLP,6,7
+10,distance_from_targets,290.3199462890625,MNIST,Schut,MLP,6,7
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,7
+10,set_size_penalty,0.0,MNIST,Schut,MLP,6,7
+10,validity,0.0,MNIST,Schut,MLP,6,7
 11,distance,146.30397033691406,MNIST,Wachter,MLP Ensemble,6,7
 11,distance_from_energy,368.7980041503906,MNIST,Wachter,MLP Ensemble,6,7
 11,distance_from_targets,370.23681640625,MNIST,Wachter,MLP Ensemble,6,7
@@ -29129,36 +29129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,6,7
 15,set_size_penalty,0.29192419710652895,MNIST,ECCCo,MLP Ensemble,6,7
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,6,7
-11,distance,48.0,MNIST,Schut,MLP Ensemble,6,7
-11,distance_from_energy,359.9351501464844,MNIST,Schut,MLP Ensemble,6,7
-11,distance_from_targets,297.6908874511719,MNIST,Schut,MLP Ensemble,6,7
-11,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,6,7
-11,set_size_penalty,0.4108131776974251,MNIST,Schut,MLP Ensemble,6,7
-11,validity,1.0,MNIST,Schut,MLP Ensemble,6,7
-12,distance,22.0,MNIST,Schut,MLP Ensemble,6,7
-12,distance_from_energy,345.99859619140625,MNIST,Schut,MLP Ensemble,6,7
-12,distance_from_targets,251.60195922851562,MNIST,Schut,MLP Ensemble,6,7
-12,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,6,7
-12,set_size_penalty,0.312170085118475,MNIST,Schut,MLP Ensemble,6,7
-12,validity,1.0,MNIST,Schut,MLP Ensemble,6,7
-13,distance,50.0,MNIST,Schut,MLP Ensemble,6,7
-13,distance_from_energy,352.52276611328125,MNIST,Schut,MLP Ensemble,6,7
-13,distance_from_targets,280.0250244140625,MNIST,Schut,MLP Ensemble,6,7
-13,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,6,7
-13,set_size_penalty,0.32230780835694084,MNIST,Schut,MLP Ensemble,6,7
-13,validity,1.0,MNIST,Schut,MLP Ensemble,6,7
-14,distance,60.0,MNIST,Schut,MLP Ensemble,6,7
-14,distance_from_energy,358.66461181640625,MNIST,Schut,MLP Ensemble,6,7
-14,distance_from_targets,275.3080139160156,MNIST,Schut,MLP Ensemble,6,7
-14,redundancy,0.9617346938775511,MNIST,Schut,MLP Ensemble,6,7
-14,set_size_penalty,0.3076374339868586,MNIST,Schut,MLP Ensemble,6,7
-14,validity,1.0,MNIST,Schut,MLP Ensemble,6,7
-15,distance,50.0,MNIST,Schut,MLP Ensemble,6,7
-15,distance_from_energy,366.20819091796875,MNIST,Schut,MLP Ensemble,6,7
-15,distance_from_targets,300.30950927734375,MNIST,Schut,MLP Ensemble,6,7
-15,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,6,7
-15,set_size_penalty,0.31579480370498825,MNIST,Schut,MLP Ensemble,6,7
-15,validity,1.0,MNIST,Schut,MLP Ensemble,6,7
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,7
+11,distance_from_energy,368.0849609375,MNIST,Schut,MLP Ensemble,6,7
+11,distance_from_targets,299.4908142089844,MNIST,Schut,MLP Ensemble,6,7
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,7
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,7
+11,validity,0.0,MNIST,Schut,MLP Ensemble,6,7
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,7
+12,distance_from_energy,349.3299560546875,MNIST,Schut,MLP Ensemble,6,7
+12,distance_from_targets,251.71536254882812,MNIST,Schut,MLP Ensemble,6,7
+12,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,6,7
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,7
+12,validity,0.0,MNIST,Schut,MLP Ensemble,6,7
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,7
+13,distance_from_energy,364.74285888671875,MNIST,Schut,MLP Ensemble,6,7
+13,distance_from_targets,286.20703125,MNIST,Schut,MLP Ensemble,6,7
+13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,6,7
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,7
+13,validity,0.0,MNIST,Schut,MLP Ensemble,6,7
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,7
+14,distance_from_energy,373.0565490722656,MNIST,Schut,MLP Ensemble,6,7
+14,distance_from_targets,282.3857727050781,MNIST,Schut,MLP Ensemble,6,7
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,7
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,7
+14,validity,0.0,MNIST,Schut,MLP Ensemble,6,7
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,7
+15,distance_from_energy,371.88836669921875,MNIST,Schut,MLP Ensemble,6,7
+15,distance_from_targets,298.1748352050781,MNIST,Schut,MLP Ensemble,6,7
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,7
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,7
+15,validity,0.0,MNIST,Schut,MLP Ensemble,6,7
 16,distance,117.27590942382812,MNIST,Wachter,JEM,6,7
 16,distance_from_energy,244.0391082763672,MNIST,Wachter,JEM,6,7
 16,distance_from_targets,383.2249755859375,MNIST,Wachter,JEM,6,7
@@ -29249,36 +29249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,6,7
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,6,7
 20,validity,1.0,MNIST,ECCCo,JEM,6,7
-16,distance,16.0,MNIST,Schut,JEM,6,7
-16,distance_from_energy,252.8883056640625,MNIST,Schut,JEM,6,7
-16,distance_from_targets,318.6732177734375,MNIST,Schut,JEM,6,7
-16,redundancy,0.9897959183673469,MNIST,Schut,JEM,6,7
-16,set_size_penalty,4.500328934927304,MNIST,Schut,JEM,6,7
-16,validity,1.0,MNIST,Schut,JEM,6,7
-17,distance,36.0,MNIST,Schut,JEM,6,7
-17,distance_from_energy,203.82052612304688,MNIST,Schut,JEM,6,7
-17,distance_from_targets,319.06451416015625,MNIST,Schut,JEM,6,7
-17,redundancy,0.9770408163265306,MNIST,Schut,JEM,6,7
-17,set_size_penalty,4.50026311998185,MNIST,Schut,JEM,6,7
-17,validity,1.0,MNIST,Schut,JEM,6,7
-18,distance,32.0,MNIST,Schut,JEM,6,7
-18,distance_from_energy,234.7927703857422,MNIST,Schut,JEM,6,7
-18,distance_from_targets,342.5672912597656,MNIST,Schut,JEM,6,7
-18,redundancy,0.9795918367346939,MNIST,Schut,JEM,6,7
-18,set_size_penalty,4.4999868953337785,MNIST,Schut,JEM,6,7
-18,validity,1.0,MNIST,Schut,JEM,6,7
-19,distance,4.0,MNIST,Schut,JEM,6,7
-19,distance_from_energy,229.49383544921875,MNIST,Schut,JEM,6,7
-19,distance_from_targets,317.259033203125,MNIST,Schut,JEM,6,7
-19,redundancy,0.9974489795918368,MNIST,Schut,JEM,6,7
-19,set_size_penalty,4.50024099709691,MNIST,Schut,JEM,6,7
+16,distance,10.000001907348633,MNIST,Schut,JEM,6,7
+16,distance_from_energy,251.62423706054688,MNIST,Schut,JEM,6,7
+16,distance_from_targets,314.64044189453125,MNIST,Schut,JEM,6,7
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,6,7
+16,set_size_penalty,0.0,MNIST,Schut,JEM,6,7
+16,validity,0.0,MNIST,Schut,JEM,6,7
+17,distance,10.000000953674316,MNIST,Schut,JEM,6,7
+17,distance_from_energy,205.0618133544922,MNIST,Schut,JEM,6,7
+17,distance_from_targets,314.6548156738281,MNIST,Schut,JEM,6,7
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,7
+17,set_size_penalty,0.0,MNIST,Schut,JEM,6,7
+17,validity,0.0,MNIST,Schut,JEM,6,7
+18,distance,10.000001907348633,MNIST,Schut,JEM,6,7
+18,distance_from_energy,234.08380126953125,MNIST,Schut,JEM,6,7
+18,distance_from_targets,333.52459716796875,MNIST,Schut,JEM,6,7
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,7
+18,set_size_penalty,0.0,MNIST,Schut,JEM,6,7
+18,validity,0.0,MNIST,Schut,JEM,6,7
+19,distance,3.40000057220459,MNIST,Schut,JEM,6,7
+19,distance_from_energy,229.5143585205078,MNIST,Schut,JEM,6,7
+19,distance_from_targets,317.48187255859375,MNIST,Schut,JEM,6,7
+19,redundancy,0.9948979591836735,MNIST,Schut,JEM,6,7
+19,set_size_penalty,4.503109905557829,MNIST,Schut,JEM,6,7
 19,validity,1.0,MNIST,Schut,JEM,6,7
-20,distance,28.0,MNIST,Schut,JEM,6,7
-20,distance_from_energy,207.13778686523438,MNIST,Schut,JEM,6,7
-20,distance_from_targets,257.4862976074219,MNIST,Schut,JEM,6,7
-20,redundancy,0.9821428571428571,MNIST,Schut,JEM,6,7
-20,set_size_penalty,4.500056729113689,MNIST,Schut,JEM,6,7
-20,validity,1.0,MNIST,Schut,JEM,6,7
+20,distance,10.000000953674316,MNIST,Schut,JEM,6,7
+20,distance_from_energy,205.47865295410156,MNIST,Schut,JEM,6,7
+20,distance_from_targets,252.23861694335938,MNIST,Schut,JEM,6,7
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,6,7
+20,set_size_penalty,0.0,MNIST,Schut,JEM,6,7
+20,validity,0.0,MNIST,Schut,JEM,6,7
 1,distance,131.14796447753906,MNIST,Wachter,JEM Ensemble,6,8
 1,distance_from_energy,237.25897216796875,MNIST,Wachter,JEM Ensemble,6,8
 1,distance_from_targets,399.1078796386719,MNIST,Wachter,JEM Ensemble,6,8
@@ -29369,36 +29369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,6,8
 5,set_size_penalty,2.0676493830948206,MNIST,ECCCo,JEM Ensemble,6,8
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,6,8
-1,distance,28.0,MNIST,Schut,JEM Ensemble,6,8
-1,distance_from_energy,227.6939239501953,MNIST,Schut,JEM Ensemble,6,8
-1,distance_from_targets,338.02117919921875,MNIST,Schut,JEM Ensemble,6,8
-1,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,6,8
-1,set_size_penalty,3.3107645271098463,MNIST,Schut,JEM Ensemble,6,8
-1,validity,1.0,MNIST,Schut,JEM Ensemble,6,8
-2,distance,28.0,MNIST,Schut,JEM Ensemble,6,8
-2,distance_from_energy,226.74789428710938,MNIST,Schut,JEM Ensemble,6,8
-2,distance_from_targets,329.0903015136719,MNIST,Schut,JEM Ensemble,6,8
-2,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,6,8
-2,set_size_penalty,3.576040658014888,MNIST,Schut,JEM Ensemble,6,8
-2,validity,1.0,MNIST,Schut,JEM Ensemble,6,8
-3,distance,36.0,MNIST,Schut,JEM Ensemble,6,8
-3,distance_from_energy,208.42347717285156,MNIST,Schut,JEM Ensemble,6,8
-3,distance_from_targets,289.261474609375,MNIST,Schut,JEM Ensemble,6,8
-3,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,6,8
-3,set_size_penalty,3.5653330568653807,MNIST,Schut,JEM Ensemble,6,8
-3,validity,1.0,MNIST,Schut,JEM Ensemble,6,8
-4,distance,44.0,MNIST,Schut,JEM Ensemble,6,8
-4,distance_from_energy,203.0643768310547,MNIST,Schut,JEM Ensemble,6,8
-4,distance_from_targets,279.26318359375,MNIST,Schut,JEM Ensemble,6,8
-4,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,6,8
-4,set_size_penalty,2.813186209321177,MNIST,Schut,JEM Ensemble,6,8
-4,validity,1.0,MNIST,Schut,JEM Ensemble,6,8
-5,distance,38.0,MNIST,Schut,JEM Ensemble,6,8
-5,distance_from_energy,242.29791259765625,MNIST,Schut,JEM Ensemble,6,8
-5,distance_from_targets,354.3406066894531,MNIST,Schut,JEM Ensemble,6,8
-5,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,6,8
-5,set_size_penalty,3.3105605254338757,MNIST,Schut,JEM Ensemble,6,8
-5,validity,1.0,MNIST,Schut,JEM Ensemble,6,8
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,8
+1,distance_from_energy,227.37124633789062,MNIST,Schut,JEM Ensemble,6,8
+1,distance_from_targets,331.7445068359375,MNIST,Schut,JEM Ensemble,6,8
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,6,8
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,8
+1,validity,0.0,MNIST,Schut,JEM Ensemble,6,8
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,8
+2,distance_from_energy,226.50375366210938,MNIST,Schut,JEM Ensemble,6,8
+2,distance_from_targets,322.8632507324219,MNIST,Schut,JEM Ensemble,6,8
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,6,8
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,8
+2,validity,0.0,MNIST,Schut,JEM Ensemble,6,8
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,8
+3,distance_from_energy,211.44847106933594,MNIST,Schut,JEM Ensemble,6,8
+3,distance_from_targets,286.60546875,MNIST,Schut,JEM Ensemble,6,8
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,8
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,8
+3,validity,0.0,MNIST,Schut,JEM Ensemble,6,8
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,8
+4,distance_from_energy,205.04940795898438,MNIST,Schut,JEM Ensemble,6,8
+4,distance_from_targets,276.7850036621094,MNIST,Schut,JEM Ensemble,6,8
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,8
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,8
+4,validity,0.0,MNIST,Schut,JEM Ensemble,6,8
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,6,8
+5,distance_from_energy,241.1134033203125,MNIST,Schut,JEM Ensemble,6,8
+5,distance_from_targets,343.44696044921875,MNIST,Schut,JEM Ensemble,6,8
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,8
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,8
+5,validity,0.0,MNIST,Schut,JEM Ensemble,6,8
 6,distance,137.55087280273438,MNIST,Wachter,MLP,6,8
 6,distance_from_energy,379.6062927246094,MNIST,Wachter,MLP,6,8
 6,distance_from_targets,353.5494689941406,MNIST,Wachter,MLP,6,8
@@ -29489,36 +29489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,6,8
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,6,8
 10,validity,1.0,MNIST,ECCCo,MLP,6,8
-6,distance,34.0,MNIST,Schut,MLP,6,8
-6,distance_from_energy,388.3467102050781,MNIST,Schut,MLP,6,8
-6,distance_from_targets,290.26287841796875,MNIST,Schut,MLP,6,8
-6,redundancy,0.9783163265306123,MNIST,Schut,MLP,6,8
-6,set_size_penalty,0.5695462764755064,MNIST,Schut,MLP,6,8
-6,validity,1.0,MNIST,Schut,MLP,6,8
-7,distance,22.0,MNIST,Schut,MLP,6,8
-7,distance_from_energy,378.00457763671875,MNIST,Schut,MLP,6,8
-7,distance_from_targets,279.6911315917969,MNIST,Schut,MLP,6,8
-7,redundancy,0.985969387755102,MNIST,Schut,MLP,6,8
-7,set_size_penalty,0.5710175821145698,MNIST,Schut,MLP,6,8
-7,validity,1.0,MNIST,Schut,MLP,6,8
-8,distance,58.0,MNIST,Schut,MLP,6,8
-8,distance_from_energy,385.7099304199219,MNIST,Schut,MLP,6,8
-8,distance_from_targets,321.78485107421875,MNIST,Schut,MLP,6,8
-8,redundancy,0.9630102040816326,MNIST,Schut,MLP,6,8
-8,set_size_penalty,0.5693972964620957,MNIST,Schut,MLP,6,8
-8,validity,1.0,MNIST,Schut,MLP,6,8
-9,distance,58.0,MNIST,Schut,MLP,6,8
-9,distance_from_energy,384.4007568359375,MNIST,Schut,MLP,6,8
-9,distance_from_targets,306.0335693359375,MNIST,Schut,MLP,6,8
-9,redundancy,0.9630102040816326,MNIST,Schut,MLP,6,8
-9,set_size_penalty,0.5690592101379528,MNIST,Schut,MLP,6,8
-9,validity,1.0,MNIST,Schut,MLP,6,8
-10,distance,44.0,MNIST,Schut,MLP,6,8
-10,distance_from_energy,384.8929443359375,MNIST,Schut,MLP,6,8
-10,distance_from_targets,273.0772705078125,MNIST,Schut,MLP,6,8
-10,redundancy,0.9719387755102041,MNIST,Schut,MLP,6,8
-10,set_size_penalty,0.5696826891049516,MNIST,Schut,MLP,6,8
-10,validity,1.0,MNIST,Schut,MLP,6,8
+6,distance,10.000000953674316,MNIST,Schut,MLP,6,8
+6,distance_from_energy,389.02191162109375,MNIST,Schut,MLP,6,8
+6,distance_from_targets,282.8139343261719,MNIST,Schut,MLP,6,8
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,8
+6,set_size_penalty,0.0,MNIST,Schut,MLP,6,8
+6,validity,0.0,MNIST,Schut,MLP,6,8
+7,distance,10.000001907348633,MNIST,Schut,MLP,6,8
+7,distance_from_energy,377.8304748535156,MNIST,Schut,MLP,6,8
+7,distance_from_targets,273.7726745605469,MNIST,Schut,MLP,6,8
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,8
+7,set_size_penalty,0.0,MNIST,Schut,MLP,6,8
+7,validity,0.0,MNIST,Schut,MLP,6,8
+8,distance,10.0,MNIST,Schut,MLP,6,8
+8,distance_from_energy,395.21563720703125,MNIST,Schut,MLP,6,8
+8,distance_from_targets,324.8456726074219,MNIST,Schut,MLP,6,8
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,8
+8,set_size_penalty,0.0,MNIST,Schut,MLP,6,8
+8,validity,0.0,MNIST,Schut,MLP,6,8
+9,distance,10.000000953674316,MNIST,Schut,MLP,6,8
+9,distance_from_energy,391.2445373535156,MNIST,Schut,MLP,6,8
+9,distance_from_targets,300.5461120605469,MNIST,Schut,MLP,6,8
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,8
+9,set_size_penalty,0.0,MNIST,Schut,MLP,6,8
+9,validity,0.0,MNIST,Schut,MLP,6,8
+10,distance,10.000001907348633,MNIST,Schut,MLP,6,8
+10,distance_from_energy,391.35565185546875,MNIST,Schut,MLP,6,8
+10,distance_from_targets,269.30914306640625,MNIST,Schut,MLP,6,8
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,8
+10,set_size_penalty,0.0,MNIST,Schut,MLP,6,8
+10,validity,0.0,MNIST,Schut,MLP,6,8
 11,distance,127.68330383300781,MNIST,Wachter,MLP Ensemble,6,8
 11,distance_from_energy,347.4991455078125,MNIST,Wachter,MLP Ensemble,6,8
 11,distance_from_targets,330.93218994140625,MNIST,Wachter,MLP Ensemble,6,8
@@ -29609,36 +29609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,6,8
 15,set_size_penalty,0.2919241971065334,MNIST,ECCCo,MLP Ensemble,6,8
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,6,8
-11,distance,30.0,MNIST,Schut,MLP Ensemble,6,8
-11,distance_from_energy,343.324951171875,MNIST,Schut,MLP Ensemble,6,8
-11,distance_from_targets,263.0198669433594,MNIST,Schut,MLP Ensemble,6,8
-11,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,6,8
-11,set_size_penalty,0.29980581285292907,MNIST,Schut,MLP Ensemble,6,8
-11,validity,1.0,MNIST,Schut,MLP Ensemble,6,8
-12,distance,28.0,MNIST,Schut,MLP Ensemble,6,8
-12,distance_from_energy,339.04913330078125,MNIST,Schut,MLP Ensemble,6,8
-12,distance_from_targets,274.9215087890625,MNIST,Schut,MLP Ensemble,6,8
-12,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,6,8
-12,set_size_penalty,0.32239463790929634,MNIST,Schut,MLP Ensemble,6,8
-12,validity,1.0,MNIST,Schut,MLP Ensemble,6,8
-13,distance,22.0,MNIST,Schut,MLP Ensemble,6,8
-13,distance_from_energy,350.4900817871094,MNIST,Schut,MLP Ensemble,6,8
-13,distance_from_targets,272.5492858886719,MNIST,Schut,MLP Ensemble,6,8
-13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,6,8
-13,set_size_penalty,0.30302763114641906,MNIST,Schut,MLP Ensemble,6,8
-13,validity,1.0,MNIST,Schut,MLP Ensemble,6,8
-14,distance,28.0,MNIST,Schut,MLP Ensemble,6,8
-14,distance_from_energy,364.904296875,MNIST,Schut,MLP Ensemble,6,8
-14,distance_from_targets,266.359130859375,MNIST,Schut,MLP Ensemble,6,8
-14,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,6,8
-14,set_size_penalty,0.36011244347641513,MNIST,Schut,MLP Ensemble,6,8
-14,validity,1.0,MNIST,Schut,MLP Ensemble,6,8
-15,distance,40.0,MNIST,Schut,MLP Ensemble,6,8
-15,distance_from_energy,351.0801696777344,MNIST,Schut,MLP Ensemble,6,8
-15,distance_from_targets,262.63140869140625,MNIST,Schut,MLP Ensemble,6,8
-15,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,6,8
-15,set_size_penalty,0.2963724850694973,MNIST,Schut,MLP Ensemble,6,8
-15,validity,1.0,MNIST,Schut,MLP Ensemble,6,8
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,8
+11,distance_from_energy,345.9190673828125,MNIST,Schut,MLP Ensemble,6,8
+11,distance_from_targets,261.1656799316406,MNIST,Schut,MLP Ensemble,6,8
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,8
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,8
+11,validity,0.0,MNIST,Schut,MLP Ensemble,6,8
+12,distance,10.0,MNIST,Schut,MLP Ensemble,6,8
+12,distance_from_energy,342.6820983886719,MNIST,Schut,MLP Ensemble,6,8
+12,distance_from_targets,275.745849609375,MNIST,Schut,MLP Ensemble,6,8
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,8
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,8
+12,validity,0.0,MNIST,Schut,MLP Ensemble,6,8
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,8
+13,distance_from_energy,348.6679992675781,MNIST,Schut,MLP Ensemble,6,8
+13,distance_from_targets,266.89483642578125,MNIST,Schut,MLP Ensemble,6,8
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,8
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,8
+13,validity,0.0,MNIST,Schut,MLP Ensemble,6,8
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,8
+14,distance_from_energy,367.9864501953125,MNIST,Schut,MLP Ensemble,6,8
+14,distance_from_targets,263.41973876953125,MNIST,Schut,MLP Ensemble,6,8
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,8
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,8
+14,validity,0.0,MNIST,Schut,MLP Ensemble,6,8
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,8
+15,distance_from_energy,357.20037841796875,MNIST,Schut,MLP Ensemble,6,8
+15,distance_from_targets,262.3251037597656,MNIST,Schut,MLP Ensemble,6,8
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,8
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,8
+15,validity,0.0,MNIST,Schut,MLP Ensemble,6,8
 16,distance,126.54126739501953,MNIST,Wachter,JEM,6,8
 16,distance_from_energy,217.45904541015625,MNIST,Wachter,JEM,6,8
 16,distance_from_targets,342.1261291503906,MNIST,Wachter,JEM,6,8
@@ -29729,36 +29729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,6,8
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,6,8
 20,validity,1.0,MNIST,ECCCo,JEM,6,8
-16,distance,22.0,MNIST,Schut,JEM,6,8
-16,distance_from_energy,200.90550231933594,MNIST,Schut,JEM,6,8
-16,distance_from_targets,270.8945617675781,MNIST,Schut,JEM,6,8
-16,redundancy,0.985969387755102,MNIST,Schut,JEM,6,8
-16,set_size_penalty,4.500977520510471,MNIST,Schut,JEM,6,8
-16,validity,1.0,MNIST,Schut,JEM,6,8
-17,distance,26.0,MNIST,Schut,JEM,6,8
-17,distance_from_energy,227.75741577148438,MNIST,Schut,JEM,6,8
-17,distance_from_targets,301.3706970214844,MNIST,Schut,JEM,6,8
-17,redundancy,0.9834183673469388,MNIST,Schut,JEM,6,8
-17,set_size_penalty,4.50119717585636,MNIST,Schut,JEM,6,8
-17,validity,1.0,MNIST,Schut,JEM,6,8
-18,distance,8.0,MNIST,Schut,JEM,6,8
-18,distance_from_energy,190.61814880371094,MNIST,Schut,JEM,6,8
-18,distance_from_targets,259.33721923828125,MNIST,Schut,JEM,6,8
-18,redundancy,0.9948979591836735,MNIST,Schut,JEM,6,8
-18,set_size_penalty,4.500211340371882,MNIST,Schut,JEM,6,8
+16,distance,10.000001907348633,MNIST,Schut,JEM,6,8
+16,distance_from_energy,202.16969299316406,MNIST,Schut,JEM,6,8
+16,distance_from_targets,266.8042907714844,MNIST,Schut,JEM,6,8
+16,redundancy,0.9834183673469388,MNIST,Schut,JEM,6,8
+16,set_size_penalty,0.0,MNIST,Schut,JEM,6,8
+16,validity,0.0,MNIST,Schut,JEM,6,8
+17,distance,10.0,MNIST,Schut,JEM,6,8
+17,distance_from_energy,230.37351989746094,MNIST,Schut,JEM,6,8
+17,distance_from_targets,300.26239013671875,MNIST,Schut,JEM,6,8
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,6,8
+17,set_size_penalty,0.0,MNIST,Schut,JEM,6,8
+17,validity,0.0,MNIST,Schut,JEM,6,8
+18,distance,8.100001335144043,MNIST,Schut,JEM,6,8
+18,distance_from_energy,188.31890869140625,MNIST,Schut,JEM,6,8
+18,distance_from_targets,254.9967803955078,MNIST,Schut,JEM,6,8
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,6,8
+18,set_size_penalty,4.505239669136352,MNIST,Schut,JEM,6,8
 18,validity,1.0,MNIST,Schut,JEM,6,8
-19,distance,10.0,MNIST,Schut,JEM,6,8
-19,distance_from_energy,219.2718963623047,MNIST,Schut,JEM,6,8
-19,distance_from_targets,272.6845703125,MNIST,Schut,JEM,6,8
-19,redundancy,0.9936224489795918,MNIST,Schut,JEM,6,8
-19,set_size_penalty,4.5000495554456785,MNIST,Schut,JEM,6,8
+19,distance,9.900001525878906,MNIST,Schut,JEM,6,8
+19,distance_from_energy,219.4797821044922,MNIST,Schut,JEM,6,8
+19,distance_from_targets,271.9797058105469,MNIST,Schut,JEM,6,8
+19,redundancy,0.9834183673469388,MNIST,Schut,JEM,6,8
+19,set_size_penalty,4.504369255201539,MNIST,Schut,JEM,6,8
 19,validity,1.0,MNIST,Schut,JEM,6,8
-20,distance,16.0,MNIST,Schut,JEM,6,8
-20,distance_from_energy,298.4290771484375,MNIST,Schut,JEM,6,8
-20,distance_from_targets,261.432861328125,MNIST,Schut,JEM,6,8
-20,redundancy,0.9897959183673469,MNIST,Schut,JEM,6,8
-20,set_size_penalty,4.50021995398797,MNIST,Schut,JEM,6,8
-20,validity,1.0,MNIST,Schut,JEM,6,8
+20,distance,10.000001907348633,MNIST,Schut,JEM,6,8
+20,distance_from_energy,297.32537841796875,MNIST,Schut,JEM,6,8
+20,distance_from_targets,259.5037536621094,MNIST,Schut,JEM,6,8
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,6,8
+20,set_size_penalty,0.0,MNIST,Schut,JEM,6,8
+20,validity,0.0,MNIST,Schut,JEM,6,8
 1,distance,125.290283203125,MNIST,Wachter,JEM Ensemble,6,9
 1,distance_from_energy,203.97314453125,MNIST,Wachter,JEM Ensemble,6,9
 1,distance_from_targets,328.6344299316406,MNIST,Wachter,JEM Ensemble,6,9
@@ -29849,36 +29849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,6,9
 5,set_size_penalty,2.0676493830948295,MNIST,ECCCo,JEM Ensemble,6,9
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,6,9
-1,distance,22.0,MNIST,Schut,JEM Ensemble,6,9
-1,distance_from_energy,200.0912322998047,MNIST,Schut,JEM Ensemble,6,9
-1,distance_from_targets,257.5362854003906,MNIST,Schut,JEM Ensemble,6,9
-1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,6,9
-1,set_size_penalty,2.973487278939155,MNIST,Schut,JEM Ensemble,6,9
-1,validity,1.0,MNIST,Schut,JEM Ensemble,6,9
-2,distance,32.0,MNIST,Schut,JEM Ensemble,6,9
-2,distance_from_energy,221.62710571289062,MNIST,Schut,JEM Ensemble,6,9
-2,distance_from_targets,321.7586364746094,MNIST,Schut,JEM Ensemble,6,9
-2,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,6,9
-2,set_size_penalty,3.5429757826783534,MNIST,Schut,JEM Ensemble,6,9
-2,validity,1.0,MNIST,Schut,JEM Ensemble,6,9
-3,distance,34.0,MNIST,Schut,JEM Ensemble,6,9
-3,distance_from_energy,203.44007873535156,MNIST,Schut,JEM Ensemble,6,9
-3,distance_from_targets,278.6136779785156,MNIST,Schut,JEM Ensemble,6,9
-3,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,6,9
-3,set_size_penalty,3.359993267842574,MNIST,Schut,JEM Ensemble,6,9
-3,validity,1.0,MNIST,Schut,JEM Ensemble,6,9
-4,distance,20.0,MNIST,Schut,JEM Ensemble,6,9
-4,distance_from_energy,190.2100372314453,MNIST,Schut,JEM Ensemble,6,9
-4,distance_from_targets,247.13766479492188,MNIST,Schut,JEM Ensemble,6,9
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,6,9
+1,distance_from_energy,198.94285583496094,MNIST,Schut,JEM Ensemble,6,9
+1,distance_from_targets,252.21859741210938,MNIST,Schut,JEM Ensemble,6,9
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,6,9
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,9
+1,validity,0.0,MNIST,Schut,JEM Ensemble,6,9
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,9
+2,distance_from_energy,220.1000518798828,MNIST,Schut,JEM Ensemble,6,9
+2,distance_from_targets,313.91168212890625,MNIST,Schut,JEM Ensemble,6,9
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,9
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,9
+2,validity,0.0,MNIST,Schut,JEM Ensemble,6,9
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,9
+3,distance_from_energy,204.25152587890625,MNIST,Schut,JEM Ensemble,6,9
+3,distance_from_targets,274.8316955566406,MNIST,Schut,JEM Ensemble,6,9
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,6,9
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,9
+3,validity,0.0,MNIST,Schut,JEM Ensemble,6,9
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,6,9
+4,distance_from_energy,192.42698669433594,MNIST,Schut,JEM Ensemble,6,9
+4,distance_from_targets,247.5253143310547,MNIST,Schut,JEM Ensemble,6,9
 4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,9
-4,set_size_penalty,3.3799901884072794,MNIST,Schut,JEM Ensemble,6,9
-4,validity,1.0,MNIST,Schut,JEM Ensemble,6,9
-5,distance,16.0,MNIST,Schut,JEM Ensemble,6,9
-5,distance_from_energy,193.54714965820312,MNIST,Schut,JEM Ensemble,6,9
-5,distance_from_targets,248.3999481201172,MNIST,Schut,JEM Ensemble,6,9
-5,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,6,9
-5,set_size_penalty,3.413014431006822,MNIST,Schut,JEM Ensemble,6,9
-5,validity,1.0,MNIST,Schut,JEM Ensemble,6,9
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,9
+4,validity,0.0,MNIST,Schut,JEM Ensemble,6,9
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,6,9
+5,distance_from_energy,193.84347534179688,MNIST,Schut,JEM Ensemble,6,9
+5,distance_from_targets,246.7372589111328,MNIST,Schut,JEM Ensemble,6,9
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,6,9
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,6,9
+5,validity,0.0,MNIST,Schut,JEM Ensemble,6,9
 6,distance,139.85137939453125,MNIST,Wachter,MLP,6,9
 6,distance_from_energy,392.5786437988281,MNIST,Wachter,MLP,6,9
 6,distance_from_targets,359.98309326171875,MNIST,Wachter,MLP,6,9
@@ -29969,36 +29969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,6,9
 10,set_size_penalty,0.5677441020768261,MNIST,ECCCo,MLP,6,9
 10,validity,1.0,MNIST,ECCCo,MLP,6,9
-6,distance,40.0,MNIST,Schut,MLP,6,9
-6,distance_from_energy,402.7171936035156,MNIST,Schut,MLP,6,9
-6,distance_from_targets,279.3519592285156,MNIST,Schut,MLP,6,9
-6,redundancy,0.9744897959183674,MNIST,Schut,MLP,6,9
-6,set_size_penalty,0.5700666163487578,MNIST,Schut,MLP,6,9
-6,validity,1.0,MNIST,Schut,MLP,6,9
-7,distance,48.0,MNIST,Schut,MLP,6,9
-7,distance_from_energy,384.8299865722656,MNIST,Schut,MLP,6,9
-7,distance_from_targets,267.0818176269531,MNIST,Schut,MLP,6,9
-7,redundancy,0.9693877551020408,MNIST,Schut,MLP,6,9
-7,set_size_penalty,0.5706196310358127,MNIST,Schut,MLP,6,9
-7,validity,1.0,MNIST,Schut,MLP,6,9
-8,distance,28.0,MNIST,Schut,MLP,6,9
-8,distance_from_energy,392.55078125,MNIST,Schut,MLP,6,9
-8,distance_from_targets,257.1936950683594,MNIST,Schut,MLP,6,9
-8,redundancy,0.9821428571428571,MNIST,Schut,MLP,6,9
-8,set_size_penalty,0.5700601146925304,MNIST,Schut,MLP,6,9
-8,validity,1.0,MNIST,Schut,MLP,6,9
-9,distance,44.0,MNIST,Schut,MLP,6,9
-9,distance_from_energy,363.5626525878906,MNIST,Schut,MLP,6,9
-9,distance_from_targets,277.84088134765625,MNIST,Schut,MLP,6,9
-9,redundancy,0.9719387755102041,MNIST,Schut,MLP,6,9
-9,set_size_penalty,0.5725661350739177,MNIST,Schut,MLP,6,9
-9,validity,1.0,MNIST,Schut,MLP,6,9
-10,distance,32.0,MNIST,Schut,MLP,6,9
-10,distance_from_energy,377.4852600097656,MNIST,Schut,MLP,6,9
-10,distance_from_targets,278.27166748046875,MNIST,Schut,MLP,6,9
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,6,9
-10,set_size_penalty,0.5731368862627961,MNIST,Schut,MLP,6,9
-10,validity,1.0,MNIST,Schut,MLP,6,9
+6,distance,10.000000953674316,MNIST,Schut,MLP,6,9
+6,distance_from_energy,402.822509765625,MNIST,Schut,MLP,6,9
+6,distance_from_targets,271.9544982910156,MNIST,Schut,MLP,6,9
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,9
+6,set_size_penalty,0.0,MNIST,Schut,MLP,6,9
+6,validity,0.0,MNIST,Schut,MLP,6,9
+7,distance,10.000000953674316,MNIST,Schut,MLP,6,9
+7,distance_from_energy,393.6602478027344,MNIST,Schut,MLP,6,9
+7,distance_from_targets,267.2981262207031,MNIST,Schut,MLP,6,9
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,9
+7,set_size_penalty,0.0,MNIST,Schut,MLP,6,9
+7,validity,0.0,MNIST,Schut,MLP,6,9
+8,distance,10.000001907348633,MNIST,Schut,MLP,6,9
+8,distance_from_energy,393.4217224121094,MNIST,Schut,MLP,6,9
+8,distance_from_targets,256.4432678222656,MNIST,Schut,MLP,6,9
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,9
+8,set_size_penalty,0.0,MNIST,Schut,MLP,6,9
+8,validity,0.0,MNIST,Schut,MLP,6,9
+9,distance,10.0,MNIST,Schut,MLP,6,9
+9,distance_from_energy,371.6621398925781,MNIST,Schut,MLP,6,9
+9,distance_from_targets,278.7842712402344,MNIST,Schut,MLP,6,9
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,9
+9,set_size_penalty,0.0,MNIST,Schut,MLP,6,9
+9,validity,0.0,MNIST,Schut,MLP,6,9
+10,distance,10.000001907348633,MNIST,Schut,MLP,6,9
+10,distance_from_energy,376.74053955078125,MNIST,Schut,MLP,6,9
+10,distance_from_targets,271.8993835449219,MNIST,Schut,MLP,6,9
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,6,9
+10,set_size_penalty,0.0,MNIST,Schut,MLP,6,9
+10,validity,0.0,MNIST,Schut,MLP,6,9
 11,distance,136.60092163085938,MNIST,Wachter,MLP Ensemble,6,9
 11,distance_from_energy,357.3731994628906,MNIST,Wachter,MLP Ensemble,6,9
 11,distance_from_targets,373.04083251953125,MNIST,Wachter,MLP Ensemble,6,9
@@ -30089,36 +30089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,6,9
 15,set_size_penalty,0.29192419710652806,MNIST,ECCCo,MLP Ensemble,6,9
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,6,9
-11,distance,42.0,MNIST,Schut,MLP Ensemble,6,9
-11,distance_from_energy,366.3613586425781,MNIST,Schut,MLP Ensemble,6,9
-11,distance_from_targets,313.6627197265625,MNIST,Schut,MLP Ensemble,6,9
-11,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,6,9
-11,set_size_penalty,0.3243928584585347,MNIST,Schut,MLP Ensemble,6,9
-11,validity,1.0,MNIST,Schut,MLP Ensemble,6,9
-12,distance,46.0,MNIST,Schut,MLP Ensemble,6,9
-12,distance_from_energy,356.6571350097656,MNIST,Schut,MLP Ensemble,6,9
-12,distance_from_targets,306.0143737792969,MNIST,Schut,MLP Ensemble,6,9
-12,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,6,9
-12,set_size_penalty,0.34915346383455126,MNIST,Schut,MLP Ensemble,6,9
-12,validity,1.0,MNIST,Schut,MLP Ensemble,6,9
-13,distance,38.0,MNIST,Schut,MLP Ensemble,6,9
-13,distance_from_energy,337.6142578125,MNIST,Schut,MLP Ensemble,6,9
-13,distance_from_targets,269.6300354003906,MNIST,Schut,MLP Ensemble,6,9
-13,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,6,9
-13,set_size_penalty,0.3315667919209875,MNIST,Schut,MLP Ensemble,6,9
-13,validity,1.0,MNIST,Schut,MLP Ensemble,6,9
-14,distance,30.0,MNIST,Schut,MLP Ensemble,6,9
-14,distance_from_energy,352.1012878417969,MNIST,Schut,MLP Ensemble,6,9
-14,distance_from_targets,245.60263061523438,MNIST,Schut,MLP Ensemble,6,9
-14,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,6,9
-14,set_size_penalty,0.29454784345520935,MNIST,Schut,MLP Ensemble,6,9
-14,validity,1.0,MNIST,Schut,MLP Ensemble,6,9
-15,distance,40.0,MNIST,Schut,MLP Ensemble,6,9
-15,distance_from_energy,347.0447692871094,MNIST,Schut,MLP Ensemble,6,9
-15,distance_from_targets,277.9496154785156,MNIST,Schut,MLP Ensemble,6,9
-15,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,6,9
-15,set_size_penalty,0.30111524685954016,MNIST,Schut,MLP Ensemble,6,9
-15,validity,1.0,MNIST,Schut,MLP Ensemble,6,9
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,9
+11,distance_from_energy,373.8016052246094,MNIST,Schut,MLP Ensemble,6,9
+11,distance_from_targets,315.18548583984375,MNIST,Schut,MLP Ensemble,6,9
+11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,6,9
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,9
+11,validity,0.0,MNIST,Schut,MLP Ensemble,6,9
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,9
+12,distance_from_energy,359.0058898925781,MNIST,Schut,MLP Ensemble,6,9
+12,distance_from_targets,299.1341247558594,MNIST,Schut,MLP Ensemble,6,9
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,9
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,9
+12,validity,0.0,MNIST,Schut,MLP Ensemble,6,9
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,9
+13,distance_from_energy,344.6327209472656,MNIST,Schut,MLP Ensemble,6,9
+13,distance_from_targets,273.36517333984375,MNIST,Schut,MLP Ensemble,6,9
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,9
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,9
+13,validity,0.0,MNIST,Schut,MLP Ensemble,6,9
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,6,9
+14,distance_from_energy,354.5365295410156,MNIST,Schut,MLP Ensemble,6,9
+14,distance_from_targets,242.69888305664062,MNIST,Schut,MLP Ensemble,6,9
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,9
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,9
+14,validity,0.0,MNIST,Schut,MLP Ensemble,6,9
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,6,9
+15,distance_from_energy,351.6934814453125,MNIST,Schut,MLP Ensemble,6,9
+15,distance_from_targets,273.8919372558594,MNIST,Schut,MLP Ensemble,6,9
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,6,9
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,6,9
+15,validity,0.0,MNIST,Schut,MLP Ensemble,6,9
 16,distance,132.696044921875,MNIST,Wachter,JEM,6,9
 16,distance_from_energy,216.28085327148438,MNIST,Wachter,JEM,6,9
 16,distance_from_targets,338.1447448730469,MNIST,Wachter,JEM,6,9
@@ -30209,36 +30209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,6,9
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,6,9
 20,validity,1.0,MNIST,ECCCo,JEM,6,9
-16,distance,22.0,MNIST,Schut,JEM,6,9
-16,distance_from_energy,209.58660888671875,MNIST,Schut,JEM,6,9
-16,distance_from_targets,273.70257568359375,MNIST,Schut,JEM,6,9
-16,redundancy,0.985969387755102,MNIST,Schut,JEM,6,9
-16,set_size_penalty,4.500065941762291,MNIST,Schut,JEM,6,9
-16,validity,1.0,MNIST,Schut,JEM,6,9
-17,distance,16.0,MNIST,Schut,JEM,6,9
-17,distance_from_energy,227.71463012695312,MNIST,Schut,JEM,6,9
-17,distance_from_targets,290.0074462890625,MNIST,Schut,JEM,6,9
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,6,9
-17,set_size_penalty,4.500642710906932,MNIST,Schut,JEM,6,9
-17,validity,1.0,MNIST,Schut,JEM,6,9
-18,distance,14.0,MNIST,Schut,JEM,6,9
-18,distance_from_energy,213.55393981933594,MNIST,Schut,JEM,6,9
-18,distance_from_targets,267.25994873046875,MNIST,Schut,JEM,6,9
-18,redundancy,0.9910714285714286,MNIST,Schut,JEM,6,9
-18,set_size_penalty,4.500012489285671,MNIST,Schut,JEM,6,9
-18,validity,1.0,MNIST,Schut,JEM,6,9
-19,distance,20.0,MNIST,Schut,JEM,6,9
-19,distance_from_energy,214.24562072753906,MNIST,Schut,JEM,6,9
-19,distance_from_targets,292.5355224609375,MNIST,Schut,JEM,6,9
+16,distance,10.000000953674316,MNIST,Schut,JEM,6,9
+16,distance_from_energy,208.75360107421875,MNIST,Schut,JEM,6,9
+16,distance_from_targets,265.3847961425781,MNIST,Schut,JEM,6,9
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,6,9
+16,set_size_penalty,0.0,MNIST,Schut,JEM,6,9
+16,validity,0.0,MNIST,Schut,JEM,6,9
+17,distance,10.000000953674316,MNIST,Schut,JEM,6,9
+17,distance_from_energy,228.38052368164062,MNIST,Schut,JEM,6,9
+17,distance_from_targets,287.0489807128906,MNIST,Schut,JEM,6,9
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,9
+17,set_size_penalty,0.0,MNIST,Schut,JEM,6,9
+17,validity,0.0,MNIST,Schut,JEM,6,9
+18,distance,10.000001907348633,MNIST,Schut,JEM,6,9
+18,distance_from_energy,211.05557250976562,MNIST,Schut,JEM,6,9
+18,distance_from_targets,262.8433532714844,MNIST,Schut,JEM,6,9
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,9
+18,set_size_penalty,0.0,MNIST,Schut,JEM,6,9
+18,validity,0.0,MNIST,Schut,JEM,6,9
+19,distance,10.000001907348633,MNIST,Schut,JEM,6,9
+19,distance_from_energy,214.80609130859375,MNIST,Schut,JEM,6,9
+19,distance_from_targets,288.99639892578125,MNIST,Schut,JEM,6,9
 19,redundancy,0.9872448979591837,MNIST,Schut,JEM,6,9
-19,set_size_penalty,4.499969530215876,MNIST,Schut,JEM,6,9
-19,validity,1.0,MNIST,Schut,JEM,6,9
-20,distance,14.0,MNIST,Schut,JEM,6,9
-20,distance_from_energy,209.38861083984375,MNIST,Schut,JEM,6,9
-20,distance_from_targets,267.2655029296875,MNIST,Schut,JEM,6,9
-20,redundancy,0.9910714285714286,MNIST,Schut,JEM,6,9
-20,set_size_penalty,4.50437259451754,MNIST,Schut,JEM,6,9
-20,validity,1.0,MNIST,Schut,JEM,6,9
+19,set_size_penalty,0.0,MNIST,Schut,JEM,6,9
+19,validity,0.0,MNIST,Schut,JEM,6,9
+20,distance,10.000000953674316,MNIST,Schut,JEM,6,9
+20,distance_from_energy,209.2438507080078,MNIST,Schut,JEM,6,9
+20,distance_from_targets,264.5559387207031,MNIST,Schut,JEM,6,9
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,6,9
+20,set_size_penalty,0.0,MNIST,Schut,JEM,6,9
+20,validity,0.0,MNIST,Schut,JEM,6,9
 1,distance,124.0210189819336,MNIST,Wachter,JEM Ensemble,7,0
 1,distance_from_energy,204.15992736816406,MNIST,Wachter,JEM Ensemble,7,0
 1,distance_from_targets,317.88958740234375,MNIST,Wachter,JEM Ensemble,7,0
@@ -30329,36 +30329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,7,0
 5,set_size_penalty,2.067649383095015,MNIST,ECCCo,JEM Ensemble,7,0
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,7,0
-1,distance,18.0,MNIST,Schut,JEM Ensemble,7,0
-1,distance_from_energy,183.74290466308594,MNIST,Schut,JEM Ensemble,7,0
-1,distance_from_targets,246.52911376953125,MNIST,Schut,JEM Ensemble,7,0
-1,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,7,0
-1,set_size_penalty,2.8430770515937316,MNIST,Schut,JEM Ensemble,7,0
-1,validity,1.0,MNIST,Schut,JEM Ensemble,7,0
-2,distance,88.0,MNIST,Schut,JEM Ensemble,7,0
-2,distance_from_energy,250.06886291503906,MNIST,Schut,JEM Ensemble,7,0
-2,distance_from_targets,375.3195495605469,MNIST,Schut,JEM Ensemble,7,0
-2,redundancy,0.9438775510204082,MNIST,Schut,JEM Ensemble,7,0
-2,set_size_penalty,3.1318002605203654,MNIST,Schut,JEM Ensemble,7,0
-2,validity,1.0,MNIST,Schut,JEM Ensemble,7,0
-3,distance,66.0,MNIST,Schut,JEM Ensemble,7,0
-3,distance_from_energy,206.01226806640625,MNIST,Schut,JEM Ensemble,7,0
-3,distance_from_targets,327.0851135253906,MNIST,Schut,JEM Ensemble,7,0
-3,redundancy,0.9579081632653061,MNIST,Schut,JEM Ensemble,7,0
-3,set_size_penalty,3.1140593923763946,MNIST,Schut,JEM Ensemble,7,0
-3,validity,1.0,MNIST,Schut,JEM Ensemble,7,0
-4,distance,52.0,MNIST,Schut,JEM Ensemble,7,0
-4,distance_from_energy,215.36700439453125,MNIST,Schut,JEM Ensemble,7,0
-4,distance_from_targets,308.3563537597656,MNIST,Schut,JEM Ensemble,7,0
-4,redundancy,0.9668367346938775,MNIST,Schut,JEM Ensemble,7,0
-4,set_size_penalty,3.387515360458355,MNIST,Schut,JEM Ensemble,7,0
-4,validity,1.0,MNIST,Schut,JEM Ensemble,7,0
-5,distance,88.0,MNIST,Schut,JEM Ensemble,7,0
-5,distance_from_energy,239.1089630126953,MNIST,Schut,JEM Ensemble,7,0
-5,distance_from_targets,355.95648193359375,MNIST,Schut,JEM Ensemble,7,0
-5,redundancy,0.9438775510204082,MNIST,Schut,JEM Ensemble,7,0
-5,set_size_penalty,3.1743658301133753,MNIST,Schut,JEM Ensemble,7,0
-5,validity,1.0,MNIST,Schut,JEM Ensemble,7,0
+1,distance,10.0,MNIST,Schut,JEM Ensemble,7,0
+1,distance_from_energy,184.08656311035156,MNIST,Schut,JEM Ensemble,7,0
+1,distance_from_targets,242.01927185058594,MNIST,Schut,JEM Ensemble,7,0
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,7,0
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,0
+1,validity,0.0,MNIST,Schut,JEM Ensemble,7,0
+2,distance,10.0,MNIST,Schut,JEM Ensemble,7,0
+2,distance_from_energy,254.3529052734375,MNIST,Schut,JEM Ensemble,7,0
+2,distance_from_targets,369.3807678222656,MNIST,Schut,JEM Ensemble,7,0
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,0
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,0
+2,validity,0.0,MNIST,Schut,JEM Ensemble,7,0
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,7,0
+3,distance_from_energy,211.28565979003906,MNIST,Schut,JEM Ensemble,7,0
+3,distance_from_targets,325.0741882324219,MNIST,Schut,JEM Ensemble,7,0
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,0
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,0
+3,validity,0.0,MNIST,Schut,JEM Ensemble,7,0
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,7,0
+4,distance_from_energy,220.7810516357422,MNIST,Schut,JEM Ensemble,7,0
+4,distance_from_targets,302.4529113769531,MNIST,Schut,JEM Ensemble,7,0
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,0
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,0
+4,validity,0.0,MNIST,Schut,JEM Ensemble,7,0
+5,distance,10.0,MNIST,Schut,JEM Ensemble,7,0
+5,distance_from_energy,244.01564025878906,MNIST,Schut,JEM Ensemble,7,0
+5,distance_from_targets,350.1257019042969,MNIST,Schut,JEM Ensemble,7,0
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,0
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,0
+5,validity,0.0,MNIST,Schut,JEM Ensemble,7,0
 6,distance,168.0754852294922,MNIST,Wachter,MLP,7,0
 6,distance_from_energy,409.5230407714844,MNIST,Wachter,MLP,7,0
 6,distance_from_targets,414.4696960449219,MNIST,Wachter,MLP,7,0
@@ -30449,36 +30449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,7,0
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,7,0
 10,validity,1.0,MNIST,ECCCo,MLP,7,0
-6,distance,64.0,MNIST,Schut,MLP,7,0
-6,distance_from_energy,393.1640319824219,MNIST,Schut,MLP,7,0
-6,distance_from_targets,342.2942810058594,MNIST,Schut,MLP,7,0
-6,redundancy,0.9591836734693877,MNIST,Schut,MLP,7,0
-6,set_size_penalty,0.5711568878243534,MNIST,Schut,MLP,7,0
-6,validity,1.0,MNIST,Schut,MLP,7,0
-7,distance,40.0,MNIST,Schut,MLP,7,0
-7,distance_from_energy,394.0522155761719,MNIST,Schut,MLP,7,0
-7,distance_from_targets,289.3251647949219,MNIST,Schut,MLP,7,0
-7,redundancy,0.9744897959183674,MNIST,Schut,MLP,7,0
-7,set_size_penalty,0.5696682785905243,MNIST,Schut,MLP,7,0
-7,validity,1.0,MNIST,Schut,MLP,7,0
-8,distance,62.0,MNIST,Schut,MLP,7,0
-8,distance_from_energy,399.3927307128906,MNIST,Schut,MLP,7,0
-8,distance_from_targets,355.4822998046875,MNIST,Schut,MLP,7,0
-8,redundancy,0.9604591836734694,MNIST,Schut,MLP,7,0
-8,set_size_penalty,0.5706169388814859,MNIST,Schut,MLP,7,0
-8,validity,1.0,MNIST,Schut,MLP,7,0
-9,distance,64.0,MNIST,Schut,MLP,7,0
-9,distance_from_energy,387.0671081542969,MNIST,Schut,MLP,7,0
-9,distance_from_targets,344.3517150878906,MNIST,Schut,MLP,7,0
-9,redundancy,0.9591836734693877,MNIST,Schut,MLP,7,0
-9,set_size_penalty,0.5714455387277129,MNIST,Schut,MLP,7,0
-9,validity,1.0,MNIST,Schut,MLP,7,0
-10,distance,66.0,MNIST,Schut,MLP,7,0
-10,distance_from_energy,419.3995361328125,MNIST,Schut,MLP,7,0
-10,distance_from_targets,383.1481628417969,MNIST,Schut,MLP,7,0
-10,redundancy,0.9579081632653061,MNIST,Schut,MLP,7,0
-10,set_size_penalty,0.5742068773570417,MNIST,Schut,MLP,7,0
-10,validity,1.0,MNIST,Schut,MLP,7,0
+6,distance,10.000001907348633,MNIST,Schut,MLP,7,0
+6,distance_from_energy,394.8936767578125,MNIST,Schut,MLP,7,0
+6,distance_from_targets,329.4460144042969,MNIST,Schut,MLP,7,0
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,0
+6,set_size_penalty,0.0,MNIST,Schut,MLP,7,0
+6,validity,0.0,MNIST,Schut,MLP,7,0
+7,distance,10.000001907348633,MNIST,Schut,MLP,7,0
+7,distance_from_energy,395.98565673828125,MNIST,Schut,MLP,7,0
+7,distance_from_targets,279.7864685058594,MNIST,Schut,MLP,7,0
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,0
+7,set_size_penalty,0.0,MNIST,Schut,MLP,7,0
+7,validity,0.0,MNIST,Schut,MLP,7,0
+8,distance,10.000001907348633,MNIST,Schut,MLP,7,0
+8,distance_from_energy,404.24468994140625,MNIST,Schut,MLP,7,0
+8,distance_from_targets,343.4677429199219,MNIST,Schut,MLP,7,0
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,0
+8,set_size_penalty,0.0,MNIST,Schut,MLP,7,0
+8,validity,0.0,MNIST,Schut,MLP,7,0
+9,distance,10.000000953674316,MNIST,Schut,MLP,7,0
+9,distance_from_energy,399.3170166015625,MNIST,Schut,MLP,7,0
+9,distance_from_targets,337.92755126953125,MNIST,Schut,MLP,7,0
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,0
+9,set_size_penalty,0.0,MNIST,Schut,MLP,7,0
+9,validity,0.0,MNIST,Schut,MLP,7,0
+10,distance,10.000001907348633,MNIST,Schut,MLP,7,0
+10,distance_from_energy,418.26483154296875,MNIST,Schut,MLP,7,0
+10,distance_from_targets,364.790771484375,MNIST,Schut,MLP,7,0
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,0
+10,set_size_penalty,0.0,MNIST,Schut,MLP,7,0
+10,validity,0.0,MNIST,Schut,MLP,7,0
 11,distance,132.975830078125,MNIST,Wachter,MLP Ensemble,7,0
 11,distance_from_energy,356.62261962890625,MNIST,Wachter,MLP Ensemble,7,0
 11,distance_from_targets,337.17138671875,MNIST,Wachter,MLP Ensemble,7,0
@@ -30569,36 +30569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0012755102040816326,MNIST,ECCCo,MLP Ensemble,7,0
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,7,0
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,7,0
-11,distance,32.0,MNIST,Schut,MLP Ensemble,7,0
-11,distance_from_energy,346.6617126464844,MNIST,Schut,MLP Ensemble,7,0
-11,distance_from_targets,276.3028869628906,MNIST,Schut,MLP Ensemble,7,0
-11,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,7,0
-11,set_size_penalty,0.301720665075047,MNIST,Schut,MLP Ensemble,7,0
-11,validity,1.0,MNIST,Schut,MLP Ensemble,7,0
-12,distance,122.0,MNIST,Schut,MLP Ensemble,7,0
-12,distance_from_energy,352.96661376953125,MNIST,Schut,MLP Ensemble,7,0
-12,distance_from_targets,403.68280029296875,MNIST,Schut,MLP Ensemble,7,0
-12,redundancy,0.9221938775510204,MNIST,Schut,MLP Ensemble,7,0
-12,set_size_penalty,0.4563674107878821,MNIST,Schut,MLP Ensemble,7,0
-12,validity,1.0,MNIST,Schut,MLP Ensemble,7,0
-13,distance,70.0,MNIST,Schut,MLP Ensemble,7,0
-13,distance_from_energy,348.6905517578125,MNIST,Schut,MLP Ensemble,7,0
-13,distance_from_targets,405.7212829589844,MNIST,Schut,MLP Ensemble,7,0
-13,redundancy,0.9553571428571429,MNIST,Schut,MLP Ensemble,7,0
-13,set_size_penalty,0.4064186075870113,MNIST,Schut,MLP Ensemble,7,0
-13,validity,1.0,MNIST,Schut,MLP Ensemble,7,0
-14,distance,52.0,MNIST,Schut,MLP Ensemble,7,0
-14,distance_from_energy,364.8629150390625,MNIST,Schut,MLP Ensemble,7,0
-14,distance_from_targets,271.196533203125,MNIST,Schut,MLP Ensemble,7,0
-14,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,7,0
-14,set_size_penalty,0.3001865531308887,MNIST,Schut,MLP Ensemble,7,0
-14,validity,1.0,MNIST,Schut,MLP Ensemble,7,0
-15,distance,26.0,MNIST,Schut,MLP Ensemble,7,0
-15,distance_from_energy,350.3044128417969,MNIST,Schut,MLP Ensemble,7,0
-15,distance_from_targets,241.02003479003906,MNIST,Schut,MLP Ensemble,7,0
-15,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,7,0
-15,set_size_penalty,0.306394611214452,MNIST,Schut,MLP Ensemble,7,0
-15,validity,1.0,MNIST,Schut,MLP Ensemble,7,0
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,0
+11,distance_from_energy,346.5325012207031,MNIST,Schut,MLP Ensemble,7,0
+11,distance_from_targets,263.2229919433594,MNIST,Schut,MLP Ensemble,7,0
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,0
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,0
+11,validity,0.0,MNIST,Schut,MLP Ensemble,7,0
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,0
+12,distance_from_energy,375.9664001464844,MNIST,Schut,MLP Ensemble,7,0
+12,distance_from_targets,413.56561279296875,MNIST,Schut,MLP Ensemble,7,0
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,0
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,0
+12,validity,0.0,MNIST,Schut,MLP Ensemble,7,0
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,0
+13,distance_from_energy,359.66766357421875,MNIST,Schut,MLP Ensemble,7,0
+13,distance_from_targets,402.1045227050781,MNIST,Schut,MLP Ensemble,7,0
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,0
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,0
+13,validity,0.0,MNIST,Schut,MLP Ensemble,7,0
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,0
+14,distance_from_energy,375.4268493652344,MNIST,Schut,MLP Ensemble,7,0
+14,distance_from_targets,270.8829345703125,MNIST,Schut,MLP Ensemble,7,0
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,0
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,0
+14,validity,0.0,MNIST,Schut,MLP Ensemble,7,0
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,0
+15,distance_from_energy,350.9313659667969,MNIST,Schut,MLP Ensemble,7,0
+15,distance_from_targets,237.1554718017578,MNIST,Schut,MLP Ensemble,7,0
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,0
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,0
+15,validity,0.0,MNIST,Schut,MLP Ensemble,7,0
 16,distance,124.5701904296875,MNIST,Wachter,JEM,7,0
 16,distance_from_energy,232.8472900390625,MNIST,Wachter,JEM,7,0
 16,distance_from_targets,377.8467102050781,MNIST,Wachter,JEM,7,0
@@ -30689,36 +30689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,7,0
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,7,0
 20,validity,1.0,MNIST,ECCCo,JEM,7,0
-16,distance,22.0,MNIST,Schut,JEM,7,0
-16,distance_from_energy,221.45384216308594,MNIST,Schut,JEM,7,0
-16,distance_from_targets,316.9776306152344,MNIST,Schut,JEM,7,0
-16,redundancy,0.985969387755102,MNIST,Schut,JEM,7,0
-16,set_size_penalty,4.504085793026903,MNIST,Schut,JEM,7,0
-16,validity,1.0,MNIST,Schut,JEM,7,0
-17,distance,34.0,MNIST,Schut,JEM,7,0
-17,distance_from_energy,225.11288452148438,MNIST,Schut,JEM,7,0
-17,distance_from_targets,316.3724670410156,MNIST,Schut,JEM,7,0
-17,redundancy,0.9783163265306123,MNIST,Schut,JEM,7,0
-17,set_size_penalty,4.504307510475528,MNIST,Schut,JEM,7,0
-17,validity,1.0,MNIST,Schut,JEM,7,0
-18,distance,44.0,MNIST,Schut,JEM,7,0
-18,distance_from_energy,220.41397094726562,MNIST,Schut,JEM,7,0
-18,distance_from_targets,322.9675598144531,MNIST,Schut,JEM,7,0
-18,redundancy,0.9719387755102041,MNIST,Schut,JEM,7,0
-18,set_size_penalty,4.500050752415977,MNIST,Schut,JEM,7,0
-18,validity,1.0,MNIST,Schut,JEM,7,0
-19,distance,4.0,MNIST,Schut,JEM,7,0
-19,distance_from_energy,177.72344970703125,MNIST,Schut,JEM,7,0
-19,distance_from_targets,233.83712768554688,MNIST,Schut,JEM,7,0
-19,redundancy,0.9974489795918368,MNIST,Schut,JEM,7,0
-19,set_size_penalty,4.500046904977889,MNIST,Schut,JEM,7,0
+16,distance,10.000001907348633,MNIST,Schut,JEM,7,0
+16,distance_from_energy,225.68099975585938,MNIST,Schut,JEM,7,0
+16,distance_from_targets,315.58441162109375,MNIST,Schut,JEM,7,0
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,0
+16,set_size_penalty,0.0,MNIST,Schut,JEM,7,0
+16,validity,0.0,MNIST,Schut,JEM,7,0
+17,distance,10.000000953674316,MNIST,Schut,JEM,7,0
+17,distance_from_energy,223.77154541015625,MNIST,Schut,JEM,7,0
+17,distance_from_targets,313.0415954589844,MNIST,Schut,JEM,7,0
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,7,0
+17,set_size_penalty,0.0,MNIST,Schut,JEM,7,0
+17,validity,0.0,MNIST,Schut,JEM,7,0
+18,distance,10.000000953674316,MNIST,Schut,JEM,7,0
+18,distance_from_energy,217.14279174804688,MNIST,Schut,JEM,7,0
+18,distance_from_targets,316.0760498046875,MNIST,Schut,JEM,7,0
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,7,0
+18,set_size_penalty,0.0,MNIST,Schut,JEM,7,0
+18,validity,0.0,MNIST,Schut,JEM,7,0
+19,distance,3.200000762939453,MNIST,Schut,JEM,7,0
+19,distance_from_energy,177.2577362060547,MNIST,Schut,JEM,7,0
+19,distance_from_targets,233.43826293945312,MNIST,Schut,JEM,7,0
+19,redundancy,0.9948979591836735,MNIST,Schut,JEM,7,0
+19,set_size_penalty,4.504624444038188,MNIST,Schut,JEM,7,0
 19,validity,1.0,MNIST,Schut,JEM,7,0
-20,distance,28.0,MNIST,Schut,JEM,7,0
-20,distance_from_energy,211.51925659179688,MNIST,Schut,JEM,7,0
-20,distance_from_targets,311.3667907714844,MNIST,Schut,JEM,7,0
-20,redundancy,0.9821428571428571,MNIST,Schut,JEM,7,0
-20,set_size_penalty,4.501890562910945,MNIST,Schut,JEM,7,0
-20,validity,1.0,MNIST,Schut,JEM,7,0
+20,distance,10.000001907348633,MNIST,Schut,JEM,7,0
+20,distance_from_energy,211.49227905273438,MNIST,Schut,JEM,7,0
+20,distance_from_targets,307.5754699707031,MNIST,Schut,JEM,7,0
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,0
+20,set_size_penalty,0.0,MNIST,Schut,JEM,7,0
+20,validity,0.0,MNIST,Schut,JEM,7,0
 1,distance,113.2354507446289,MNIST,Wachter,JEM Ensemble,7,1
 1,distance_from_energy,189.4717559814453,MNIST,Wachter,JEM Ensemble,7,1
 1,distance_from_targets,293.7634582519531,MNIST,Wachter,JEM Ensemble,7,1
@@ -30809,36 +30809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,7,1
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,7,1
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,7,1
-1,distance,16.0,MNIST,Schut,JEM Ensemble,7,1
-1,distance_from_energy,180.52365112304688,MNIST,Schut,JEM Ensemble,7,1
-1,distance_from_targets,228.5164031982422,MNIST,Schut,JEM Ensemble,7,1
-1,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,7,1
-1,set_size_penalty,2.908687028095425,MNIST,Schut,JEM Ensemble,7,1
-1,validity,1.0,MNIST,Schut,JEM Ensemble,7,1
-2,distance,8.0,MNIST,Schut,JEM Ensemble,7,1
-2,distance_from_energy,171.8876953125,MNIST,Schut,JEM Ensemble,7,1
-2,distance_from_targets,222.04664611816406,MNIST,Schut,JEM Ensemble,7,1
-2,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,7,1
-2,set_size_penalty,2.609912083574577,MNIST,Schut,JEM Ensemble,7,1
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,1
+1,distance_from_energy,180.67425537109375,MNIST,Schut,JEM Ensemble,7,1
+1,distance_from_targets,228.39547729492188,MNIST,Schut,JEM Ensemble,7,1
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,1
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,1
+1,validity,0.0,MNIST,Schut,JEM Ensemble,7,1
+2,distance,7.40000057220459,MNIST,Schut,JEM Ensemble,7,1
+2,distance_from_energy,170.87783813476562,MNIST,Schut,JEM Ensemble,7,1
+2,distance_from_targets,221.31201171875,MNIST,Schut,JEM Ensemble,7,1
+2,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,7,1
+2,set_size_penalty,2.5464665848622525,MNIST,Schut,JEM Ensemble,7,1
 2,validity,1.0,MNIST,Schut,JEM Ensemble,7,1
-3,distance,22.0,MNIST,Schut,JEM Ensemble,7,1
-3,distance_from_energy,186.1880340576172,MNIST,Schut,JEM Ensemble,7,1
-3,distance_from_targets,237.1259002685547,MNIST,Schut,JEM Ensemble,7,1
-3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,1
-3,set_size_penalty,2.8601917136281068,MNIST,Schut,JEM Ensemble,7,1
-3,validity,1.0,MNIST,Schut,JEM Ensemble,7,1
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,7,1
+3,distance_from_energy,187.89169311523438,MNIST,Schut,JEM Ensemble,7,1
+3,distance_from_targets,237.25164794921875,MNIST,Schut,JEM Ensemble,7,1
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,1
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,1
+3,validity,0.0,MNIST,Schut,JEM Ensemble,7,1
 4,distance,10.0,MNIST,Schut,JEM Ensemble,7,1
-4,distance_from_energy,190.05404663085938,MNIST,Schut,JEM Ensemble,7,1
-4,distance_from_targets,223.45944213867188,MNIST,Schut,JEM Ensemble,7,1
-4,redundancy,0.9936224489795918,MNIST,Schut,JEM Ensemble,7,1
-4,set_size_penalty,2.974021188516092,MNIST,Schut,JEM Ensemble,7,1
+4,distance_from_energy,190.11669921875,MNIST,Schut,JEM Ensemble,7,1
+4,distance_from_targets,223.00880432128906,MNIST,Schut,JEM Ensemble,7,1
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,1
+4,set_size_penalty,2.9434216343262207,MNIST,Schut,JEM Ensemble,7,1
 4,validity,1.0,MNIST,Schut,JEM Ensemble,7,1
-5,distance,16.0,MNIST,Schut,JEM Ensemble,7,1
-5,distance_from_energy,189.9209747314453,MNIST,Schut,JEM Ensemble,7,1
-5,distance_from_targets,226.58560180664062,MNIST,Schut,JEM Ensemble,7,1
-5,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,7,1
-5,set_size_penalty,2.492057787859819,MNIST,Schut,JEM Ensemble,7,1
-5,validity,1.0,MNIST,Schut,JEM Ensemble,7,1
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,7,1
+5,distance_from_energy,189.3126983642578,MNIST,Schut,JEM Ensemble,7,1
+5,distance_from_targets,224.68026733398438,MNIST,Schut,JEM Ensemble,7,1
+5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,7,1
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,1
+5,validity,0.0,MNIST,Schut,JEM Ensemble,7,1
 6,distance,129.4390869140625,MNIST,Wachter,MLP,7,1
 6,distance_from_energy,402.6249084472656,MNIST,Wachter,MLP,7,1
 6,distance_from_targets,297.1571044921875,MNIST,Wachter,MLP,7,1
@@ -30929,36 +30929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,7,1
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,7,1
 10,validity,1.0,MNIST,ECCCo,MLP,7,1
-6,distance,30.0,MNIST,Schut,MLP,7,1
-6,distance_from_energy,389.4041442871094,MNIST,Schut,MLP,7,1
-6,distance_from_targets,237.09657287597656,MNIST,Schut,MLP,7,1
-6,redundancy,0.9808673469387755,MNIST,Schut,MLP,7,1
-6,set_size_penalty,0.5711489484107228,MNIST,Schut,MLP,7,1
-6,validity,1.0,MNIST,Schut,MLP,7,1
-7,distance,28.0,MNIST,Schut,MLP,7,1
-7,distance_from_energy,379.32867431640625,MNIST,Schut,MLP,7,1
-7,distance_from_targets,273.91192626953125,MNIST,Schut,MLP,7,1
-7,redundancy,0.9821428571428571,MNIST,Schut,MLP,7,1
-7,set_size_penalty,0.5746252415501507,MNIST,Schut,MLP,7,1
-7,validity,1.0,MNIST,Schut,MLP,7,1
-8,distance,34.0,MNIST,Schut,MLP,7,1
-8,distance_from_energy,397.021728515625,MNIST,Schut,MLP,7,1
-8,distance_from_targets,250.15924072265625,MNIST,Schut,MLP,7,1
-8,redundancy,0.9783163265306123,MNIST,Schut,MLP,7,1
-8,set_size_penalty,0.5717638840680994,MNIST,Schut,MLP,7,1
-8,validity,1.0,MNIST,Schut,MLP,7,1
-9,distance,24.0,MNIST,Schut,MLP,7,1
-9,distance_from_energy,390.32476806640625,MNIST,Schut,MLP,7,1
-9,distance_from_targets,242.97145080566406,MNIST,Schut,MLP,7,1
-9,redundancy,0.9846938775510204,MNIST,Schut,MLP,7,1
-9,set_size_penalty,0.5733377477258355,MNIST,Schut,MLP,7,1
-9,validity,1.0,MNIST,Schut,MLP,7,1
-10,distance,22.0,MNIST,Schut,MLP,7,1
-10,distance_from_energy,393.307373046875,MNIST,Schut,MLP,7,1
-10,distance_from_targets,253.1769561767578,MNIST,Schut,MLP,7,1
-10,redundancy,0.985969387755102,MNIST,Schut,MLP,7,1
-10,set_size_penalty,0.5733714558645473,MNIST,Schut,MLP,7,1
-10,validity,1.0,MNIST,Schut,MLP,7,1
+6,distance,10.000001907348633,MNIST,Schut,MLP,7,1
+6,distance_from_energy,392.9717712402344,MNIST,Schut,MLP,7,1
+6,distance_from_targets,232.59523010253906,MNIST,Schut,MLP,7,1
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,1
+6,set_size_penalty,0.0,MNIST,Schut,MLP,7,1
+6,validity,0.0,MNIST,Schut,MLP,7,1
+7,distance,10.000001907348633,MNIST,Schut,MLP,7,1
+7,distance_from_energy,385.23944091796875,MNIST,Schut,MLP,7,1
+7,distance_from_targets,271.709228515625,MNIST,Schut,MLP,7,1
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,7,1
+7,set_size_penalty,0.0,MNIST,Schut,MLP,7,1
+7,validity,0.0,MNIST,Schut,MLP,7,1
+8,distance,10.000001907348633,MNIST,Schut,MLP,7,1
+8,distance_from_energy,394.33856201171875,MNIST,Schut,MLP,7,1
+8,distance_from_targets,240.7689208984375,MNIST,Schut,MLP,7,1
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,1
+8,set_size_penalty,0.0,MNIST,Schut,MLP,7,1
+8,validity,0.0,MNIST,Schut,MLP,7,1
+9,distance,10.000000953674316,MNIST,Schut,MLP,7,1
+9,distance_from_energy,390.51190185546875,MNIST,Schut,MLP,7,1
+9,distance_from_targets,236.6930694580078,MNIST,Schut,MLP,7,1
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,1
+9,set_size_penalty,0.0,MNIST,Schut,MLP,7,1
+9,validity,0.0,MNIST,Schut,MLP,7,1
+10,distance,10.000001907348633,MNIST,Schut,MLP,7,1
+10,distance_from_energy,390.7739562988281,MNIST,Schut,MLP,7,1
+10,distance_from_targets,245.32009887695312,MNIST,Schut,MLP,7,1
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,1
+10,set_size_penalty,0.0,MNIST,Schut,MLP,7,1
+10,validity,0.0,MNIST,Schut,MLP,7,1
 11,distance,133.455078125,MNIST,Wachter,MLP Ensemble,7,1
 11,distance_from_energy,347.6225280761719,MNIST,Wachter,MLP Ensemble,7,1
 11,distance_from_targets,289.4486083984375,MNIST,Wachter,MLP Ensemble,7,1
@@ -31049,36 +31049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,7,1
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,7,1
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,7,1
-11,distance,36.0,MNIST,Schut,MLP Ensemble,7,1
-11,distance_from_energy,353.100341796875,MNIST,Schut,MLP Ensemble,7,1
-11,distance_from_targets,224.10281372070312,MNIST,Schut,MLP Ensemble,7,1
-11,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,7,1
-11,set_size_penalty,0.340556323250228,MNIST,Schut,MLP Ensemble,7,1
-11,validity,1.0,MNIST,Schut,MLP Ensemble,7,1
-12,distance,26.0,MNIST,Schut,MLP Ensemble,7,1
-12,distance_from_energy,346.8446960449219,MNIST,Schut,MLP Ensemble,7,1
-12,distance_from_targets,248.98004150390625,MNIST,Schut,MLP Ensemble,7,1
-12,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,7,1
-12,set_size_penalty,0.30220927073247017,MNIST,Schut,MLP Ensemble,7,1
-12,validity,1.0,MNIST,Schut,MLP Ensemble,7,1
-13,distance,38.0,MNIST,Schut,MLP Ensemble,7,1
-13,distance_from_energy,346.5244140625,MNIST,Schut,MLP Ensemble,7,1
-13,distance_from_targets,248.76416015625,MNIST,Schut,MLP Ensemble,7,1
-13,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,7,1
-13,set_size_penalty,0.30802062827530285,MNIST,Schut,MLP Ensemble,7,1
-13,validity,1.0,MNIST,Schut,MLP Ensemble,7,1
-14,distance,28.0,MNIST,Schut,MLP Ensemble,7,1
-14,distance_from_energy,344.2644958496094,MNIST,Schut,MLP Ensemble,7,1
-14,distance_from_targets,224.28692626953125,MNIST,Schut,MLP Ensemble,7,1
-14,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,7,1
-14,set_size_penalty,0.2934926692586912,MNIST,Schut,MLP Ensemble,7,1
-14,validity,1.0,MNIST,Schut,MLP Ensemble,7,1
-15,distance,16.0,MNIST,Schut,MLP Ensemble,7,1
-15,distance_from_energy,349.84320068359375,MNIST,Schut,MLP Ensemble,7,1
-15,distance_from_targets,215.73020935058594,MNIST,Schut,MLP Ensemble,7,1
-15,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,7,1
-15,set_size_penalty,0.2952816554932478,MNIST,Schut,MLP Ensemble,7,1
-15,validity,1.0,MNIST,Schut,MLP Ensemble,7,1
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,1
+11,distance_from_energy,362.7421875,MNIST,Schut,MLP Ensemble,7,1
+11,distance_from_targets,226.9680938720703,MNIST,Schut,MLP Ensemble,7,1
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,1
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,1
+11,validity,0.0,MNIST,Schut,MLP Ensemble,7,1
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,1
+12,distance_from_energy,351.175048828125,MNIST,Schut,MLP Ensemble,7,1
+12,distance_from_targets,248.4269561767578,MNIST,Schut,MLP Ensemble,7,1
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,1
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,1
+12,validity,0.0,MNIST,Schut,MLP Ensemble,7,1
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,1
+13,distance_from_energy,356.65203857421875,MNIST,Schut,MLP Ensemble,7,1
+13,distance_from_targets,251.99473571777344,MNIST,Schut,MLP Ensemble,7,1
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,1
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,1
+13,validity,0.0,MNIST,Schut,MLP Ensemble,7,1
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,1
+14,distance_from_energy,349.8224182128906,MNIST,Schut,MLP Ensemble,7,1
+14,distance_from_targets,227.46890258789062,MNIST,Schut,MLP Ensemble,7,1
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,1
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,1
+14,validity,0.0,MNIST,Schut,MLP Ensemble,7,1
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,1
+15,distance_from_energy,350.5203552246094,MNIST,Schut,MLP Ensemble,7,1
+15,distance_from_targets,213.47315979003906,MNIST,Schut,MLP Ensemble,7,1
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,1
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,1
+15,validity,0.0,MNIST,Schut,MLP Ensemble,7,1
 16,distance,118.7294692993164,MNIST,Wachter,JEM,7,1
 16,distance_from_energy,184.4976348876953,MNIST,Wachter,JEM,7,1
 16,distance_from_targets,300.0562744140625,MNIST,Wachter,JEM,7,1
@@ -31169,35 +31169,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,7,1
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,7,1
 20,validity,1.0,MNIST,ECCCo,JEM,7,1
-16,distance,12.0,MNIST,Schut,JEM,7,1
-16,distance_from_energy,179.9617919921875,MNIST,Schut,JEM,7,1
-16,distance_from_targets,224.96383666992188,MNIST,Schut,JEM,7,1
-16,redundancy,0.9923469387755102,MNIST,Schut,JEM,7,1
-16,set_size_penalty,4.500050307816956,MNIST,Schut,JEM,7,1
+16,distance,10.000000953674316,MNIST,Schut,JEM,7,1
+16,distance_from_energy,181.5623016357422,MNIST,Schut,JEM,7,1
+16,distance_from_targets,223.4987335205078,MNIST,Schut,JEM,7,1
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,1
+16,set_size_penalty,4.962948709474618,MNIST,Schut,JEM,7,1
 16,validity,1.0,MNIST,Schut,JEM,7,1
-17,distance,16.0,MNIST,Schut,JEM,7,1
-17,distance_from_energy,187.25486755371094,MNIST,Schut,JEM,7,1
-17,distance_from_targets,216.31101989746094,MNIST,Schut,JEM,7,1
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,7,1
-17,set_size_penalty,4.500697258112048,MNIST,Schut,JEM,7,1
-17,validity,1.0,MNIST,Schut,JEM,7,1
-18,distance,10.0,MNIST,Schut,JEM,7,1
-18,distance_from_energy,171.31178283691406,MNIST,Schut,JEM,7,1
-18,distance_from_targets,226.63478088378906,MNIST,Schut,JEM,7,1
-18,redundancy,0.9936224489795918,MNIST,Schut,JEM,7,1
-18,set_size_penalty,4.501760868490541,MNIST,Schut,JEM,7,1
+17,distance,10.000001907348633,MNIST,Schut,JEM,7,1
+17,distance_from_energy,188.4574432373047,MNIST,Schut,JEM,7,1
+17,distance_from_targets,215.8835906982422,MNIST,Schut,JEM,7,1
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,1
+17,set_size_penalty,0.0,MNIST,Schut,JEM,7,1
+17,validity,0.0,MNIST,Schut,JEM,7,1
+18,distance,10.000000953674316,MNIST,Schut,JEM,7,1
+18,distance_from_energy,171.78375244140625,MNIST,Schut,JEM,7,1
+18,distance_from_targets,227.2477569580078,MNIST,Schut,JEM,7,1
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,1
+18,set_size_penalty,4.521121736253331,MNIST,Schut,JEM,7,1
 18,validity,1.0,MNIST,Schut,JEM,7,1
-19,distance,30.0,MNIST,Schut,JEM,7,1
-19,distance_from_energy,191.84786987304688,MNIST,Schut,JEM,7,1
-19,distance_from_targets,234.3756103515625,MNIST,Schut,JEM,7,1
-19,redundancy,0.9808673469387755,MNIST,Schut,JEM,7,1
-19,set_size_penalty,4.500605960007168,MNIST,Schut,JEM,7,1
-19,validity,1.0,MNIST,Schut,JEM,7,1
-20,distance,8.0,MNIST,Schut,JEM,7,1
-20,distance_from_energy,185.29762268066406,MNIST,Schut,JEM,7,1
-20,distance_from_targets,226.1605224609375,MNIST,Schut,JEM,7,1
-20,redundancy,0.9948979591836735,MNIST,Schut,JEM,7,1
-20,set_size_penalty,4.502952753908346,MNIST,Schut,JEM,7,1
+19,distance,10.000000953674316,MNIST,Schut,JEM,7,1
+19,distance_from_energy,192.27162170410156,MNIST,Schut,JEM,7,1
+19,distance_from_targets,232.2706298828125,MNIST,Schut,JEM,7,1
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,7,1
+19,set_size_penalty,0.0,MNIST,Schut,JEM,7,1
+19,validity,0.0,MNIST,Schut,JEM,7,1
+20,distance,8.30000114440918,MNIST,Schut,JEM,7,1
+20,distance_from_energy,184.25067138671875,MNIST,Schut,JEM,7,1
+20,distance_from_targets,224.45867919921875,MNIST,Schut,JEM,7,1
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,7,1
+20,set_size_penalty,4.50633196451513,MNIST,Schut,JEM,7,1
 20,validity,1.0,MNIST,Schut,JEM,7,1
 1,distance,172.95799255371094,MNIST,Wachter,JEM Ensemble,7,2
 1,distance_from_energy,257.17279052734375,MNIST,Wachter,JEM Ensemble,7,2
@@ -31289,36 +31289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,7,2
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,7,2
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,7,2
-1,distance,60.0,MNIST,Schut,JEM Ensemble,7,2
-1,distance_from_energy,240.16815185546875,MNIST,Schut,JEM Ensemble,7,2
-1,distance_from_targets,346.44219970703125,MNIST,Schut,JEM Ensemble,7,2
-1,redundancy,0.9617346938775511,MNIST,Schut,JEM Ensemble,7,2
-1,set_size_penalty,3.3848857513625648,MNIST,Schut,JEM Ensemble,7,2
-1,validity,1.0,MNIST,Schut,JEM Ensemble,7,2
-2,distance,48.0,MNIST,Schut,JEM Ensemble,7,2
-2,distance_from_energy,257.8614807128906,MNIST,Schut,JEM Ensemble,7,2
-2,distance_from_targets,366.2075500488281,MNIST,Schut,JEM Ensemble,7,2
-2,redundancy,0.9693877551020408,MNIST,Schut,JEM Ensemble,7,2
-2,set_size_penalty,2.5882598078539716,MNIST,Schut,JEM Ensemble,7,2
-2,validity,1.0,MNIST,Schut,JEM Ensemble,7,2
-3,distance,36.0,MNIST,Schut,JEM Ensemble,7,2
-3,distance_from_energy,244.72357177734375,MNIST,Schut,JEM Ensemble,7,2
-3,distance_from_targets,341.8213195800781,MNIST,Schut,JEM Ensemble,7,2
-3,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,7,2
-3,set_size_penalty,2.9745590588540076,MNIST,Schut,JEM Ensemble,7,2
-3,validity,1.0,MNIST,Schut,JEM Ensemble,7,2
-4,distance,56.0,MNIST,Schut,JEM Ensemble,7,2
-4,distance_from_energy,241.3043212890625,MNIST,Schut,JEM Ensemble,7,2
-4,distance_from_targets,349.5765380859375,MNIST,Schut,JEM Ensemble,7,2
-4,redundancy,0.9642857142857143,MNIST,Schut,JEM Ensemble,7,2
-4,set_size_penalty,2.9790550518771606,MNIST,Schut,JEM Ensemble,7,2
-4,validity,1.0,MNIST,Schut,JEM Ensemble,7,2
-5,distance,72.0,MNIST,Schut,JEM Ensemble,7,2
-5,distance_from_energy,256.23388671875,MNIST,Schut,JEM Ensemble,7,2
-5,distance_from_targets,370.4583435058594,MNIST,Schut,JEM Ensemble,7,2
-5,redundancy,0.9540816326530612,MNIST,Schut,JEM Ensemble,7,2
-5,set_size_penalty,3.3788623352497265,MNIST,Schut,JEM Ensemble,7,2
-5,validity,1.0,MNIST,Schut,JEM Ensemble,7,2
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,2
+1,distance_from_energy,239.3652801513672,MNIST,Schut,JEM Ensemble,7,2
+1,distance_from_targets,338.74896240234375,MNIST,Schut,JEM Ensemble,7,2
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,2
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,2
+1,validity,0.0,MNIST,Schut,JEM Ensemble,7,2
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,7,2
+2,distance_from_energy,255.75152587890625,MNIST,Schut,JEM Ensemble,7,2
+2,distance_from_targets,353.05078125,MNIST,Schut,JEM Ensemble,7,2
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,2
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,2
+2,validity,0.0,MNIST,Schut,JEM Ensemble,7,2
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,2
+3,distance_from_energy,246.0053253173828,MNIST,Schut,JEM Ensemble,7,2
+3,distance_from_targets,337.1576232910156,MNIST,Schut,JEM Ensemble,7,2
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,2
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,2
+3,validity,0.0,MNIST,Schut,JEM Ensemble,7,2
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,2
+4,distance_from_energy,236.79217529296875,MNIST,Schut,JEM Ensemble,7,2
+4,distance_from_targets,336.5597839355469,MNIST,Schut,JEM Ensemble,7,2
+4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,7,2
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,2
+4,validity,0.0,MNIST,Schut,JEM Ensemble,7,2
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,2
+5,distance_from_energy,258.64678955078125,MNIST,Schut,JEM Ensemble,7,2
+5,distance_from_targets,368.7005920410156,MNIST,Schut,JEM Ensemble,7,2
+5,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,7,2
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,2
+5,validity,0.0,MNIST,Schut,JEM Ensemble,7,2
 6,distance,119.9072036743164,MNIST,Wachter,MLP,7,2
 6,distance_from_energy,405.0599670410156,MNIST,Wachter,MLP,7,2
 6,distance_from_targets,432.7882385253906,MNIST,Wachter,MLP,7,2
@@ -31409,36 +31409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,7,2
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,7,2
 10,validity,1.0,MNIST,ECCCo,MLP,7,2
-6,distance,22.0,MNIST,Schut,MLP,7,2
-6,distance_from_energy,381.4516296386719,MNIST,Schut,MLP,7,2
-6,distance_from_targets,364.0920715332031,MNIST,Schut,MLP,7,2
-6,redundancy,0.985969387755102,MNIST,Schut,MLP,7,2
-6,set_size_penalty,0.5713275154289177,MNIST,Schut,MLP,7,2
-6,validity,1.0,MNIST,Schut,MLP,7,2
-7,distance,46.0,MNIST,Schut,MLP,7,2
-7,distance_from_energy,389.84881591796875,MNIST,Schut,MLP,7,2
-7,distance_from_targets,282.822509765625,MNIST,Schut,MLP,7,2
-7,redundancy,0.9706632653061225,MNIST,Schut,MLP,7,2
-7,set_size_penalty,0.5724556323620646,MNIST,Schut,MLP,7,2
-7,validity,1.0,MNIST,Schut,MLP,7,2
-8,distance,50.0,MNIST,Schut,MLP,7,2
-8,distance_from_energy,383.7507019042969,MNIST,Schut,MLP,7,2
-8,distance_from_targets,377.9690856933594,MNIST,Schut,MLP,7,2
-8,redundancy,0.9681122448979592,MNIST,Schut,MLP,7,2
-8,set_size_penalty,0.5708060077771748,MNIST,Schut,MLP,7,2
-8,validity,1.0,MNIST,Schut,MLP,7,2
-9,distance,56.0,MNIST,Schut,MLP,7,2
-9,distance_from_energy,402.8608703613281,MNIST,Schut,MLP,7,2
-9,distance_from_targets,337.05859375,MNIST,Schut,MLP,7,2
-9,redundancy,0.9642857142857143,MNIST,Schut,MLP,7,2
-9,set_size_penalty,0.5718889473247533,MNIST,Schut,MLP,7,2
-9,validity,1.0,MNIST,Schut,MLP,7,2
-10,distance,34.0,MNIST,Schut,MLP,7,2
-10,distance_from_energy,416.1336364746094,MNIST,Schut,MLP,7,2
-10,distance_from_targets,304.9114685058594,MNIST,Schut,MLP,7,2
-10,redundancy,0.9783163265306123,MNIST,Schut,MLP,7,2
-10,set_size_penalty,0.5697903953647756,MNIST,Schut,MLP,7,2
-10,validity,1.0,MNIST,Schut,MLP,7,2
+6,distance,10.000001907348633,MNIST,Schut,MLP,7,2
+6,distance_from_energy,381.4858093261719,MNIST,Schut,MLP,7,2
+6,distance_from_targets,363.2929382324219,MNIST,Schut,MLP,7,2
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,2
+6,set_size_penalty,0.0,MNIST,Schut,MLP,7,2
+6,validity,0.0,MNIST,Schut,MLP,7,2
+7,distance,10.000000953674316,MNIST,Schut,MLP,7,2
+7,distance_from_energy,394.4860534667969,MNIST,Schut,MLP,7,2
+7,distance_from_targets,270.6094055175781,MNIST,Schut,MLP,7,2
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,2
+7,set_size_penalty,0.0,MNIST,Schut,MLP,7,2
+7,validity,0.0,MNIST,Schut,MLP,7,2
+8,distance,10.000001907348633,MNIST,Schut,MLP,7,2
+8,distance_from_energy,384.7006530761719,MNIST,Schut,MLP,7,2
+8,distance_from_targets,365.1280822753906,MNIST,Schut,MLP,7,2
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,2
+8,set_size_penalty,0.0,MNIST,Schut,MLP,7,2
+8,validity,0.0,MNIST,Schut,MLP,7,2
+9,distance,10.000001907348633,MNIST,Schut,MLP,7,2
+9,distance_from_energy,407.3075256347656,MNIST,Schut,MLP,7,2
+9,distance_from_targets,317.236083984375,MNIST,Schut,MLP,7,2
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,7,2
+9,set_size_penalty,0.0,MNIST,Schut,MLP,7,2
+9,validity,0.0,MNIST,Schut,MLP,7,2
+10,distance,10.000000953674316,MNIST,Schut,MLP,7,2
+10,distance_from_energy,409.9877014160156,MNIST,Schut,MLP,7,2
+10,distance_from_targets,286.8460388183594,MNIST,Schut,MLP,7,2
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,2
+10,set_size_penalty,0.0,MNIST,Schut,MLP,7,2
+10,validity,0.0,MNIST,Schut,MLP,7,2
 11,distance,155.87245178222656,MNIST,Wachter,MLP Ensemble,7,2
 11,distance_from_energy,381.3155822753906,MNIST,Wachter,MLP Ensemble,7,2
 11,distance_from_targets,359.3402099609375,MNIST,Wachter,MLP Ensemble,7,2
@@ -31529,36 +31529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,7,2
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,7,2
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,7,2
-11,distance,56.0,MNIST,Schut,MLP Ensemble,7,2
-11,distance_from_energy,363.6820373535156,MNIST,Schut,MLP Ensemble,7,2
-11,distance_from_targets,281.5619812011719,MNIST,Schut,MLP Ensemble,7,2
-11,redundancy,0.9642857142857143,MNIST,Schut,MLP Ensemble,7,2
-11,set_size_penalty,0.39003164361978726,MNIST,Schut,MLP Ensemble,7,2
-11,validity,1.0,MNIST,Schut,MLP Ensemble,7,2
-12,distance,14.0,MNIST,Schut,MLP Ensemble,7,2
-12,distance_from_energy,336.2314453125,MNIST,Schut,MLP Ensemble,7,2
-12,distance_from_targets,244.40383911132812,MNIST,Schut,MLP Ensemble,7,2
-12,redundancy,0.9910714285714286,MNIST,Schut,MLP Ensemble,7,2
-12,set_size_penalty,0.29565010829159344,MNIST,Schut,MLP Ensemble,7,2
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,2
+11,distance_from_energy,374.51226806640625,MNIST,Schut,MLP Ensemble,7,2
+11,distance_from_targets,283.5114440917969,MNIST,Schut,MLP Ensemble,7,2
+11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,7,2
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,2
+11,validity,0.0,MNIST,Schut,MLP Ensemble,7,2
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,2
+12,distance_from_energy,336.76019287109375,MNIST,Schut,MLP Ensemble,7,2
+12,distance_from_targets,242.06234741210938,MNIST,Schut,MLP Ensemble,7,2
+12,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,7,2
+12,set_size_penalty,0.5254138885870463,MNIST,Schut,MLP Ensemble,7,2
 12,validity,1.0,MNIST,Schut,MLP Ensemble,7,2
-13,distance,56.0,MNIST,Schut,MLP Ensemble,7,2
-13,distance_from_energy,354.52471923828125,MNIST,Schut,MLP Ensemble,7,2
-13,distance_from_targets,315.2098388671875,MNIST,Schut,MLP Ensemble,7,2
-13,redundancy,0.9642857142857143,MNIST,Schut,MLP Ensemble,7,2
-13,set_size_penalty,0.32201211369043214,MNIST,Schut,MLP Ensemble,7,2
-13,validity,1.0,MNIST,Schut,MLP Ensemble,7,2
-14,distance,48.0,MNIST,Schut,MLP Ensemble,7,2
-14,distance_from_energy,345.8612060546875,MNIST,Schut,MLP Ensemble,7,2
-14,distance_from_targets,326.7391052246094,MNIST,Schut,MLP Ensemble,7,2
-14,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,7,2
-14,set_size_penalty,0.471279517247446,MNIST,Schut,MLP Ensemble,7,2
-14,validity,1.0,MNIST,Schut,MLP Ensemble,7,2
-15,distance,58.0,MNIST,Schut,MLP Ensemble,7,2
-15,distance_from_energy,353.35418701171875,MNIST,Schut,MLP Ensemble,7,2
-15,distance_from_targets,329.37353515625,MNIST,Schut,MLP Ensemble,7,2
-15,redundancy,0.9630102040816326,MNIST,Schut,MLP Ensemble,7,2
-15,set_size_penalty,0.3317618882584701,MNIST,Schut,MLP Ensemble,7,2
-15,validity,1.0,MNIST,Schut,MLP Ensemble,7,2
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,2
+13,distance_from_energy,363.74493408203125,MNIST,Schut,MLP Ensemble,7,2
+13,distance_from_targets,308.2646789550781,MNIST,Schut,MLP Ensemble,7,2
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,2
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,2
+13,validity,0.0,MNIST,Schut,MLP Ensemble,7,2
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,2
+14,distance_from_energy,351.2265319824219,MNIST,Schut,MLP Ensemble,7,2
+14,distance_from_targets,323.5736999511719,MNIST,Schut,MLP Ensemble,7,2
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,2
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,2
+14,validity,0.0,MNIST,Schut,MLP Ensemble,7,2
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,2
+15,distance_from_energy,357.927978515625,MNIST,Schut,MLP Ensemble,7,2
+15,distance_from_targets,322.9718322753906,MNIST,Schut,MLP Ensemble,7,2
+15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,7,2
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,2
+15,validity,0.0,MNIST,Schut,MLP Ensemble,7,2
 16,distance,172.23684692382812,MNIST,Wachter,JEM,7,2
 16,distance_from_energy,271.5699157714844,MNIST,Wachter,JEM,7,2
 16,distance_from_targets,465.686279296875,MNIST,Wachter,JEM,7,2
@@ -31649,36 +31649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,7,2
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,7,2
 20,validity,1.0,MNIST,ECCCo,JEM,7,2
-16,distance,64.0,MNIST,Schut,JEM,7,2
-16,distance_from_energy,265.0229187011719,MNIST,Schut,JEM,7,2
-16,distance_from_targets,392.03521728515625,MNIST,Schut,JEM,7,2
-16,redundancy,0.9591836734693877,MNIST,Schut,JEM,7,2
-16,set_size_penalty,4.50022915995935,MNIST,Schut,JEM,7,2
-16,validity,1.0,MNIST,Schut,JEM,7,2
-17,distance,14.0,MNIST,Schut,JEM,7,2
-17,distance_from_energy,226.1890869140625,MNIST,Schut,JEM,7,2
-17,distance_from_targets,331.49365234375,MNIST,Schut,JEM,7,2
-17,redundancy,0.9910714285714286,MNIST,Schut,JEM,7,2
-17,set_size_penalty,4.506694774565073,MNIST,Schut,JEM,7,2
-17,validity,1.0,MNIST,Schut,JEM,7,2
-18,distance,24.0,MNIST,Schut,JEM,7,2
-18,distance_from_energy,223.24014282226562,MNIST,Schut,JEM,7,2
-18,distance_from_targets,285.72540283203125,MNIST,Schut,JEM,7,2
-18,redundancy,0.9846938775510204,MNIST,Schut,JEM,7,2
-18,set_size_penalty,4.504616666355071,MNIST,Schut,JEM,7,2
-18,validity,1.0,MNIST,Schut,JEM,7,2
-19,distance,2.0,MNIST,Schut,JEM,7,2
-19,distance_from_energy,176.91836547851562,MNIST,Schut,JEM,7,2
-19,distance_from_targets,209.22262573242188,MNIST,Schut,JEM,7,2
-19,redundancy,0.9987244897959183,MNIST,Schut,JEM,7,2
-19,set_size_penalty,4.504676469717971,MNIST,Schut,JEM,7,2
+16,distance,10.000000953674316,MNIST,Schut,JEM,7,2
+16,distance_from_energy,270.93963623046875,MNIST,Schut,JEM,7,2
+16,distance_from_targets,382.96075439453125,MNIST,Schut,JEM,7,2
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,7,2
+16,set_size_penalty,0.0,MNIST,Schut,JEM,7,2
+16,validity,0.0,MNIST,Schut,JEM,7,2
+17,distance,10.000001907348633,MNIST,Schut,JEM,7,2
+17,distance_from_energy,227.21534729003906,MNIST,Schut,JEM,7,2
+17,distance_from_targets,328.26300048828125,MNIST,Schut,JEM,7,2
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,7,2
+17,set_size_penalty,0.0,MNIST,Schut,JEM,7,2
+17,validity,0.0,MNIST,Schut,JEM,7,2
+18,distance,10.000001907348633,MNIST,Schut,JEM,7,2
+18,distance_from_energy,221.97105407714844,MNIST,Schut,JEM,7,2
+18,distance_from_targets,278.3622131347656,MNIST,Schut,JEM,7,2
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,7,2
+18,set_size_penalty,0.0,MNIST,Schut,JEM,7,2
+18,validity,0.0,MNIST,Schut,JEM,7,2
+19,distance,2.000000238418579,MNIST,Schut,JEM,7,2
+19,distance_from_energy,176.72042846679688,MNIST,Schut,JEM,7,2
+19,distance_from_targets,209.26292419433594,MNIST,Schut,JEM,7,2
+19,redundancy,0.9974489795918368,MNIST,Schut,JEM,7,2
+19,set_size_penalty,4.504690609194331,MNIST,Schut,JEM,7,2
 19,validity,1.0,MNIST,Schut,JEM,7,2
-20,distance,42.0,MNIST,Schut,JEM,7,2
-20,distance_from_energy,242.6346893310547,MNIST,Schut,JEM,7,2
-20,distance_from_targets,367.539794921875,MNIST,Schut,JEM,7,2
-20,redundancy,0.9732142857142857,MNIST,Schut,JEM,7,2
-20,set_size_penalty,4.500024271210555,MNIST,Schut,JEM,7,2
-20,validity,1.0,MNIST,Schut,JEM,7,2
+20,distance,10.000000953674316,MNIST,Schut,JEM,7,2
+20,distance_from_energy,241.81430053710938,MNIST,Schut,JEM,7,2
+20,distance_from_targets,359.0233459472656,MNIST,Schut,JEM,7,2
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,2
+20,set_size_penalty,0.0,MNIST,Schut,JEM,7,2
+20,validity,0.0,MNIST,Schut,JEM,7,2
 1,distance,137.87132263183594,MNIST,Wachter,JEM Ensemble,7,3
 1,distance_from_energy,214.49183654785156,MNIST,Wachter,JEM Ensemble,7,3
 1,distance_from_targets,340.6483459472656,MNIST,Wachter,JEM Ensemble,7,3
@@ -31769,36 +31769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,7,3
 5,set_size_penalty,2.0676493830963225,MNIST,ECCCo,JEM Ensemble,7,3
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,7,3
-1,distance,30.0,MNIST,Schut,JEM Ensemble,7,3
-1,distance_from_energy,204.7573699951172,MNIST,Schut,JEM Ensemble,7,3
-1,distance_from_targets,262.3257141113281,MNIST,Schut,JEM Ensemble,7,3
-1,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,7,3
-1,set_size_penalty,2.5713154316418514,MNIST,Schut,JEM Ensemble,7,3
-1,validity,1.0,MNIST,Schut,JEM Ensemble,7,3
-2,distance,16.0,MNIST,Schut,JEM Ensemble,7,3
-2,distance_from_energy,190.3984832763672,MNIST,Schut,JEM Ensemble,7,3
-2,distance_from_targets,236.2540740966797,MNIST,Schut,JEM Ensemble,7,3
-2,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,7,3
-2,set_size_penalty,3.106431995974347,MNIST,Schut,JEM Ensemble,7,3
-2,validity,1.0,MNIST,Schut,JEM Ensemble,7,3
-3,distance,18.0,MNIST,Schut,JEM Ensemble,7,3
-3,distance_from_energy,190.1505889892578,MNIST,Schut,JEM Ensemble,7,3
-3,distance_from_targets,246.14002990722656,MNIST,Schut,JEM Ensemble,7,3
-3,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,7,3
-3,set_size_penalty,2.772030362291328,MNIST,Schut,JEM Ensemble,7,3
-3,validity,1.0,MNIST,Schut,JEM Ensemble,7,3
-4,distance,50.0,MNIST,Schut,JEM Ensemble,7,3
-4,distance_from_energy,234.0021514892578,MNIST,Schut,JEM Ensemble,7,3
-4,distance_from_targets,336.72088623046875,MNIST,Schut,JEM Ensemble,7,3
-4,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,7,3
-4,set_size_penalty,3.1694411928698276,MNIST,Schut,JEM Ensemble,7,3
-4,validity,1.0,MNIST,Schut,JEM Ensemble,7,3
-5,distance,50.0,MNIST,Schut,JEM Ensemble,7,3
-5,distance_from_energy,251.23355102539062,MNIST,Schut,JEM Ensemble,7,3
-5,distance_from_targets,381.0801696777344,MNIST,Schut,JEM Ensemble,7,3
-5,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,7,3
-5,set_size_penalty,3.1061472636302856,MNIST,Schut,JEM Ensemble,7,3
-5,validity,1.0,MNIST,Schut,JEM Ensemble,7,3
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,3
+1,distance_from_energy,204.40660095214844,MNIST,Schut,JEM Ensemble,7,3
+1,distance_from_targets,255.14715576171875,MNIST,Schut,JEM Ensemble,7,3
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,3
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,3
+1,validity,0.0,MNIST,Schut,JEM Ensemble,7,3
+2,distance,10.0,MNIST,Schut,JEM Ensemble,7,3
+2,distance_from_energy,191.6815185546875,MNIST,Schut,JEM Ensemble,7,3
+2,distance_from_targets,234.7452850341797,MNIST,Schut,JEM Ensemble,7,3
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,3
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,3
+2,validity,0.0,MNIST,Schut,JEM Ensemble,7,3
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,3
+3,distance_from_energy,191.6943817138672,MNIST,Schut,JEM Ensemble,7,3
+3,distance_from_targets,245.19358825683594,MNIST,Schut,JEM Ensemble,7,3
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,3
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,3
+3,validity,0.0,MNIST,Schut,JEM Ensemble,7,3
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,3
+4,distance_from_energy,235.1162567138672,MNIST,Schut,JEM Ensemble,7,3
+4,distance_from_targets,329.6773376464844,MNIST,Schut,JEM Ensemble,7,3
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,3
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,3
+4,validity,0.0,MNIST,Schut,JEM Ensemble,7,3
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,3
+5,distance_from_energy,259.666259765625,MNIST,Schut,JEM Ensemble,7,3
+5,distance_from_targets,385.6878662109375,MNIST,Schut,JEM Ensemble,7,3
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,3
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,3
+5,validity,0.0,MNIST,Schut,JEM Ensemble,7,3
 6,distance,127.92444610595703,MNIST,Wachter,MLP,7,3
 6,distance_from_energy,381.6501159667969,MNIST,Wachter,MLP,7,3
 6,distance_from_targets,390.9681701660156,MNIST,Wachter,MLP,7,3
@@ -31889,36 +31889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,7,3
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,7,3
 10,validity,1.0,MNIST,ECCCo,MLP,7,3
-6,distance,24.0,MNIST,Schut,MLP,7,3
-6,distance_from_energy,384.3345642089844,MNIST,Schut,MLP,7,3
-6,distance_from_targets,322.1737365722656,MNIST,Schut,MLP,7,3
-6,redundancy,0.9846938775510204,MNIST,Schut,MLP,7,3
-6,set_size_penalty,0.5701955851799481,MNIST,Schut,MLP,7,3
-6,validity,1.0,MNIST,Schut,MLP,7,3
-7,distance,60.0,MNIST,Schut,MLP,7,3
-7,distance_from_energy,397.6151123046875,MNIST,Schut,MLP,7,3
-7,distance_from_targets,391.64630126953125,MNIST,Schut,MLP,7,3
-7,redundancy,0.9617346938775511,MNIST,Schut,MLP,7,3
-7,set_size_penalty,0.5717262189511518,MNIST,Schut,MLP,7,3
-7,validity,1.0,MNIST,Schut,MLP,7,3
-8,distance,40.0,MNIST,Schut,MLP,7,3
-8,distance_from_energy,382.39617919921875,MNIST,Schut,MLP,7,3
-8,distance_from_targets,289.06329345703125,MNIST,Schut,MLP,7,3
-8,redundancy,0.9744897959183674,MNIST,Schut,MLP,7,3
-8,set_size_penalty,0.5734935906661676,MNIST,Schut,MLP,7,3
-8,validity,1.0,MNIST,Schut,MLP,7,3
-9,distance,18.0,MNIST,Schut,MLP,7,3
-9,distance_from_energy,397.1200866699219,MNIST,Schut,MLP,7,3
-9,distance_from_targets,233.2228240966797,MNIST,Schut,MLP,7,3
-9,redundancy,0.9885204081632653,MNIST,Schut,MLP,7,3
-9,set_size_penalty,0.571175931520217,MNIST,Schut,MLP,7,3
-9,validity,1.0,MNIST,Schut,MLP,7,3
-10,distance,22.0,MNIST,Schut,MLP,7,3
-10,distance_from_energy,374.06585693359375,MNIST,Schut,MLP,7,3
-10,distance_from_targets,252.2430419921875,MNIST,Schut,MLP,7,3
-10,redundancy,0.985969387755102,MNIST,Schut,MLP,7,3
-10,set_size_penalty,0.5736028547270695,MNIST,Schut,MLP,7,3
-10,validity,1.0,MNIST,Schut,MLP,7,3
+6,distance,10.000000953674316,MNIST,Schut,MLP,7,3
+6,distance_from_energy,384.1203918457031,MNIST,Schut,MLP,7,3
+6,distance_from_targets,319.3525695800781,MNIST,Schut,MLP,7,3
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,3
+6,set_size_penalty,0.0,MNIST,Schut,MLP,7,3
+6,validity,0.0,MNIST,Schut,MLP,7,3
+7,distance,10.000001907348633,MNIST,Schut,MLP,7,3
+7,distance_from_energy,405.5891418457031,MNIST,Schut,MLP,7,3
+7,distance_from_targets,390.4847412109375,MNIST,Schut,MLP,7,3
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,3
+7,set_size_penalty,0.0,MNIST,Schut,MLP,7,3
+7,validity,0.0,MNIST,Schut,MLP,7,3
+8,distance,10.000001907348633,MNIST,Schut,MLP,7,3
+8,distance_from_energy,384.1692199707031,MNIST,Schut,MLP,7,3
+8,distance_from_targets,277.76373291015625,MNIST,Schut,MLP,7,3
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,3
+8,set_size_penalty,0.0,MNIST,Schut,MLP,7,3
+8,validity,0.0,MNIST,Schut,MLP,7,3
+9,distance,10.000000953674316,MNIST,Schut,MLP,7,3
+9,distance_from_energy,393.2387390136719,MNIST,Schut,MLP,7,3
+9,distance_from_targets,223.41207885742188,MNIST,Schut,MLP,7,3
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,3
+9,set_size_penalty,0.0,MNIST,Schut,MLP,7,3
+9,validity,0.0,MNIST,Schut,MLP,7,3
+10,distance,10.000001907348633,MNIST,Schut,MLP,7,3
+10,distance_from_energy,374.6340637207031,MNIST,Schut,MLP,7,3
+10,distance_from_targets,252.4824981689453,MNIST,Schut,MLP,7,3
+10,redundancy,0.9846938775510204,MNIST,Schut,MLP,7,3
+10,set_size_penalty,0.0,MNIST,Schut,MLP,7,3
+10,validity,0.0,MNIST,Schut,MLP,7,3
 11,distance,163.99693298339844,MNIST,Wachter,MLP Ensemble,7,3
 11,distance_from_energy,368.9034423828125,MNIST,Wachter,MLP Ensemble,7,3
 11,distance_from_targets,376.0450134277344,MNIST,Wachter,MLP Ensemble,7,3
@@ -32009,36 +32009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,7,3
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,7,3
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,7,3
-11,distance,60.0,MNIST,Schut,MLP Ensemble,7,3
-11,distance_from_energy,361.8744812011719,MNIST,Schut,MLP Ensemble,7,3
-11,distance_from_targets,298.7107238769531,MNIST,Schut,MLP Ensemble,7,3
-11,redundancy,0.9617346938775511,MNIST,Schut,MLP Ensemble,7,3
-11,set_size_penalty,0.3380468901100573,MNIST,Schut,MLP Ensemble,7,3
-11,validity,1.0,MNIST,Schut,MLP Ensemble,7,3
-12,distance,46.0,MNIST,Schut,MLP Ensemble,7,3
-12,distance_from_energy,346.2328186035156,MNIST,Schut,MLP Ensemble,7,3
-12,distance_from_targets,320.03546142578125,MNIST,Schut,MLP Ensemble,7,3
-12,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,7,3
-12,set_size_penalty,0.32975918892035483,MNIST,Schut,MLP Ensemble,7,3
-12,validity,1.0,MNIST,Schut,MLP Ensemble,7,3
-13,distance,34.0,MNIST,Schut,MLP Ensemble,7,3
-13,distance_from_energy,370.3570556640625,MNIST,Schut,MLP Ensemble,7,3
-13,distance_from_targets,246.34437561035156,MNIST,Schut,MLP Ensemble,7,3
-13,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,7,3
-13,set_size_penalty,0.31587328913122836,MNIST,Schut,MLP Ensemble,7,3
-13,validity,1.0,MNIST,Schut,MLP Ensemble,7,3
-14,distance,46.0,MNIST,Schut,MLP Ensemble,7,3
-14,distance_from_energy,346.349853515625,MNIST,Schut,MLP Ensemble,7,3
-14,distance_from_targets,291.3569641113281,MNIST,Schut,MLP Ensemble,7,3
-14,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,7,3
-14,set_size_penalty,0.3028159348474371,MNIST,Schut,MLP Ensemble,7,3
-14,validity,1.0,MNIST,Schut,MLP Ensemble,7,3
-15,distance,32.0,MNIST,Schut,MLP Ensemble,7,3
-15,distance_from_energy,367.7407531738281,MNIST,Schut,MLP Ensemble,7,3
-15,distance_from_targets,308.8444519042969,MNIST,Schut,MLP Ensemble,7,3
-15,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,7,3
-15,set_size_penalty,0.3796088372407005,MNIST,Schut,MLP Ensemble,7,3
-15,validity,1.0,MNIST,Schut,MLP Ensemble,7,3
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,3
+11,distance_from_energy,370.6849670410156,MNIST,Schut,MLP Ensemble,7,3
+11,distance_from_targets,303.0466003417969,MNIST,Schut,MLP Ensemble,7,3
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,3
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,3
+11,validity,0.0,MNIST,Schut,MLP Ensemble,7,3
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,3
+12,distance_from_energy,347.9183654785156,MNIST,Schut,MLP Ensemble,7,3
+12,distance_from_targets,317.61932373046875,MNIST,Schut,MLP Ensemble,7,3
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,3
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,3
+12,validity,0.0,MNIST,Schut,MLP Ensemble,7,3
+13,distance,10.0,MNIST,Schut,MLP Ensemble,7,3
+13,distance_from_energy,369.0168762207031,MNIST,Schut,MLP Ensemble,7,3
+13,distance_from_targets,237.052001953125,MNIST,Schut,MLP Ensemble,7,3
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,3
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,3
+13,validity,0.0,MNIST,Schut,MLP Ensemble,7,3
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,3
+14,distance_from_energy,347.4590148925781,MNIST,Schut,MLP Ensemble,7,3
+14,distance_from_targets,283.1214599609375,MNIST,Schut,MLP Ensemble,7,3
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,3
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,3
+14,validity,0.0,MNIST,Schut,MLP Ensemble,7,3
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,3
+15,distance_from_energy,362.60101318359375,MNIST,Schut,MLP Ensemble,7,3
+15,distance_from_targets,293.78631591796875,MNIST,Schut,MLP Ensemble,7,3
+15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,7,3
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,3
+15,validity,0.0,MNIST,Schut,MLP Ensemble,7,3
 16,distance,112.93754577636719,MNIST,Wachter,JEM,7,3
 16,distance_from_energy,228.11231994628906,MNIST,Wachter,JEM,7,3
 16,distance_from_targets,367.4892883300781,MNIST,Wachter,JEM,7,3
@@ -32129,36 +32129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,7,3
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,7,3
 20,validity,1.0,MNIST,ECCCo,JEM,7,3
-16,distance,10.0,MNIST,Schut,JEM,7,3
-16,distance_from_energy,225.92422485351562,MNIST,Schut,JEM,7,3
-16,distance_from_targets,296.58856201171875,MNIST,Schut,JEM,7,3
-16,redundancy,0.9936224489795918,MNIST,Schut,JEM,7,3
-16,set_size_penalty,4.501875098622272,MNIST,Schut,JEM,7,3
+16,distance,10.000000953674316,MNIST,Schut,JEM,7,3
+16,distance_from_energy,223.08023071289062,MNIST,Schut,JEM,7,3
+16,distance_from_targets,292.61663818359375,MNIST,Schut,JEM,7,3
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,7,3
+16,set_size_penalty,4.511708473591646,MNIST,Schut,JEM,7,3
 16,validity,1.0,MNIST,Schut,JEM,7,3
-17,distance,16.0,MNIST,Schut,JEM,7,3
-17,distance_from_energy,203.0438690185547,MNIST,Schut,JEM,7,3
-17,distance_from_targets,269.0020446777344,MNIST,Schut,JEM,7,3
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,7,3
-17,set_size_penalty,4.505654074065221,MNIST,Schut,JEM,7,3
-17,validity,1.0,MNIST,Schut,JEM,7,3
-18,distance,24.0,MNIST,Schut,JEM,7,3
-18,distance_from_energy,208.3349609375,MNIST,Schut,JEM,7,3
-18,distance_from_targets,299.2999267578125,MNIST,Schut,JEM,7,3
-18,redundancy,0.9846938775510204,MNIST,Schut,JEM,7,3
-18,set_size_penalty,4.500105246478371,MNIST,Schut,JEM,7,3
-18,validity,1.0,MNIST,Schut,JEM,7,3
-19,distance,26.0,MNIST,Schut,JEM,7,3
-19,distance_from_energy,208.17864990234375,MNIST,Schut,JEM,7,3
-19,distance_from_targets,331.6064758300781,MNIST,Schut,JEM,7,3
-19,redundancy,0.9834183673469388,MNIST,Schut,JEM,7,3
-19,set_size_penalty,4.500828031457323,MNIST,Schut,JEM,7,3
-19,validity,1.0,MNIST,Schut,JEM,7,3
-20,distance,28.0,MNIST,Schut,JEM,7,3
-20,distance_from_energy,226.5634002685547,MNIST,Schut,JEM,7,3
-20,distance_from_targets,319.3250732421875,MNIST,Schut,JEM,7,3
-20,redundancy,0.9821428571428571,MNIST,Schut,JEM,7,3
-20,set_size_penalty,4.500493978020407,MNIST,Schut,JEM,7,3
-20,validity,1.0,MNIST,Schut,JEM,7,3
+17,distance,10.000001907348633,MNIST,Schut,JEM,7,3
+17,distance_from_energy,198.44497680664062,MNIST,Schut,JEM,7,3
+17,distance_from_targets,260.00360107421875,MNIST,Schut,JEM,7,3
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,7,3
+17,set_size_penalty,0.0,MNIST,Schut,JEM,7,3
+17,validity,0.0,MNIST,Schut,JEM,7,3
+18,distance,10.000000953674316,MNIST,Schut,JEM,7,3
+18,distance_from_energy,208.00152587890625,MNIST,Schut,JEM,7,3
+18,distance_from_targets,294.1385498046875,MNIST,Schut,JEM,7,3
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,3
+18,set_size_penalty,0.0,MNIST,Schut,JEM,7,3
+18,validity,0.0,MNIST,Schut,JEM,7,3
+19,distance,10.000000953674316,MNIST,Schut,JEM,7,3
+19,distance_from_energy,207.7593994140625,MNIST,Schut,JEM,7,3
+19,distance_from_targets,327.7779541015625,MNIST,Schut,JEM,7,3
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,3
+19,set_size_penalty,0.0,MNIST,Schut,JEM,7,3
+19,validity,0.0,MNIST,Schut,JEM,7,3
+20,distance,10.000000953674316,MNIST,Schut,JEM,7,3
+20,distance_from_energy,222.97242736816406,MNIST,Schut,JEM,7,3
+20,distance_from_targets,313.1013488769531,MNIST,Schut,JEM,7,3
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,3
+20,set_size_penalty,0.0,MNIST,Schut,JEM,7,3
+20,validity,0.0,MNIST,Schut,JEM,7,3
 1,distance,110.54521942138672,MNIST,Wachter,JEM Ensemble,7,4
 1,distance_from_energy,209.04640197753906,MNIST,Wachter,JEM Ensemble,7,4
 1,distance_from_targets,331.7213134765625,MNIST,Wachter,JEM Ensemble,7,4
@@ -32249,36 +32249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,7,4
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,7,4
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,7,4
-1,distance,8.0,MNIST,Schut,JEM Ensemble,7,4
-1,distance_from_energy,196.2684326171875,MNIST,Schut,JEM Ensemble,7,4
-1,distance_from_targets,261.55987548828125,MNIST,Schut,JEM Ensemble,7,4
-1,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,7,4
-1,set_size_penalty,2.734383223963049,MNIST,Schut,JEM Ensemble,7,4
+1,distance,6.40000057220459,MNIST,Schut,JEM Ensemble,7,4
+1,distance_from_energy,195.66033935546875,MNIST,Schut,JEM Ensemble,7,4
+1,distance_from_targets,260.9823913574219,MNIST,Schut,JEM Ensemble,7,4
+1,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,7,4
+1,set_size_penalty,3.330707793691235,MNIST,Schut,JEM Ensemble,7,4
 1,validity,1.0,MNIST,Schut,JEM Ensemble,7,4
-2,distance,16.0,MNIST,Schut,JEM Ensemble,7,4
-2,distance_from_energy,206.7454071044922,MNIST,Schut,JEM Ensemble,7,4
-2,distance_from_targets,257.347900390625,MNIST,Schut,JEM Ensemble,7,4
-2,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,7,4
-2,set_size_penalty,2.5335063835585934,MNIST,Schut,JEM Ensemble,7,4
-2,validity,1.0,MNIST,Schut,JEM Ensemble,7,4
-3,distance,24.0,MNIST,Schut,JEM Ensemble,7,4
-3,distance_from_energy,202.6869354248047,MNIST,Schut,JEM Ensemble,7,4
-3,distance_from_targets,256.4068908691406,MNIST,Schut,JEM Ensemble,7,4
-3,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,7,4
-3,set_size_penalty,3.1938370821328306,MNIST,Schut,JEM Ensemble,7,4
-3,validity,1.0,MNIST,Schut,JEM Ensemble,7,4
-4,distance,26.0,MNIST,Schut,JEM Ensemble,7,4
-4,distance_from_energy,172.6629638671875,MNIST,Schut,JEM Ensemble,7,4
-4,distance_from_targets,231.5920867919922,MNIST,Schut,JEM Ensemble,7,4
-4,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,7,4
-4,set_size_penalty,3.2809456475256216,MNIST,Schut,JEM Ensemble,7,4
-4,validity,1.0,MNIST,Schut,JEM Ensemble,7,4
-5,distance,34.0,MNIST,Schut,JEM Ensemble,7,4
-5,distance_from_energy,205.28675842285156,MNIST,Schut,JEM Ensemble,7,4
-5,distance_from_targets,285.5615234375,MNIST,Schut,JEM Ensemble,7,4
-5,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,7,4
-5,set_size_penalty,3.1905862459040133,MNIST,Schut,JEM Ensemble,7,4
-5,validity,1.0,MNIST,Schut,JEM Ensemble,7,4
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,4
+2,distance_from_energy,203.8082275390625,MNIST,Schut,JEM Ensemble,7,4
+2,distance_from_targets,249.4857635498047,MNIST,Schut,JEM Ensemble,7,4
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,4
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,4
+2,validity,0.0,MNIST,Schut,JEM Ensemble,7,4
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,4
+3,distance_from_energy,204.09788513183594,MNIST,Schut,JEM Ensemble,7,4
+3,distance_from_targets,255.1533966064453,MNIST,Schut,JEM Ensemble,7,4
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,4
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,4
+3,validity,0.0,MNIST,Schut,JEM Ensemble,7,4
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,7,4
+4,distance_from_energy,173.84263610839844,MNIST,Schut,JEM Ensemble,7,4
+4,distance_from_targets,228.1548614501953,MNIST,Schut,JEM Ensemble,7,4
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,4
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,4
+4,validity,0.0,MNIST,Schut,JEM Ensemble,7,4
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,4
+5,distance_from_energy,206.22207641601562,MNIST,Schut,JEM Ensemble,7,4
+5,distance_from_targets,278.4273681640625,MNIST,Schut,JEM Ensemble,7,4
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,4
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,4
+5,validity,0.0,MNIST,Schut,JEM Ensemble,7,4
 6,distance,134.622314453125,MNIST,Wachter,MLP,7,4
 6,distance_from_energy,387.81683349609375,MNIST,Wachter,MLP,7,4
 6,distance_from_targets,319.3998718261719,MNIST,Wachter,MLP,7,4
@@ -32369,36 +32369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,7,4
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,7,4
 10,validity,1.0,MNIST,ECCCo,MLP,7,4
-6,distance,30.0,MNIST,Schut,MLP,7,4
-6,distance_from_energy,394.42657470703125,MNIST,Schut,MLP,7,4
-6,distance_from_targets,239.7373504638672,MNIST,Schut,MLP,7,4
-6,redundancy,0.9808673469387755,MNIST,Schut,MLP,7,4
-6,set_size_penalty,0.5693796799519741,MNIST,Schut,MLP,7,4
-6,validity,1.0,MNIST,Schut,MLP,7,4
-7,distance,40.0,MNIST,Schut,MLP,7,4
-7,distance_from_energy,394.5932922363281,MNIST,Schut,MLP,7,4
-7,distance_from_targets,239.21995544433594,MNIST,Schut,MLP,7,4
-7,redundancy,0.9744897959183674,MNIST,Schut,MLP,7,4
-7,set_size_penalty,0.5722861861101645,MNIST,Schut,MLP,7,4
-7,validity,1.0,MNIST,Schut,MLP,7,4
-8,distance,26.0,MNIST,Schut,MLP,7,4
-8,distance_from_energy,363.32830810546875,MNIST,Schut,MLP,7,4
-8,distance_from_targets,255.98809814453125,MNIST,Schut,MLP,7,4
-8,redundancy,0.9834183673469388,MNIST,Schut,MLP,7,4
-8,set_size_penalty,0.5706260177417144,MNIST,Schut,MLP,7,4
-8,validity,1.0,MNIST,Schut,MLP,7,4
-9,distance,48.0,MNIST,Schut,MLP,7,4
-9,distance_from_energy,386.7690734863281,MNIST,Schut,MLP,7,4
-9,distance_from_targets,265.7948913574219,MNIST,Schut,MLP,7,4
-9,redundancy,0.9693877551020408,MNIST,Schut,MLP,7,4
-9,set_size_penalty,0.5751596377090726,MNIST,Schut,MLP,7,4
-9,validity,1.0,MNIST,Schut,MLP,7,4
-10,distance,44.0,MNIST,Schut,MLP,7,4
-10,distance_from_energy,387.13629150390625,MNIST,Schut,MLP,7,4
-10,distance_from_targets,270.7295227050781,MNIST,Schut,MLP,7,4
-10,redundancy,0.9719387755102041,MNIST,Schut,MLP,7,4
-10,set_size_penalty,0.5702043435089956,MNIST,Schut,MLP,7,4
-10,validity,1.0,MNIST,Schut,MLP,7,4
+6,distance,10.000000953674316,MNIST,Schut,MLP,7,4
+6,distance_from_energy,396.2598876953125,MNIST,Schut,MLP,7,4
+6,distance_from_targets,239.14627075195312,MNIST,Schut,MLP,7,4
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,4
+6,set_size_penalty,0.0,MNIST,Schut,MLP,7,4
+6,validity,0.0,MNIST,Schut,MLP,7,4
+7,distance,10.000000953674316,MNIST,Schut,MLP,7,4
+7,distance_from_energy,399.251953125,MNIST,Schut,MLP,7,4
+7,distance_from_targets,239.9441680908203,MNIST,Schut,MLP,7,4
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,7,4
+7,set_size_penalty,0.0,MNIST,Schut,MLP,7,4
+7,validity,0.0,MNIST,Schut,MLP,7,4
+8,distance,10.000001907348633,MNIST,Schut,MLP,7,4
+8,distance_from_energy,367.7432556152344,MNIST,Schut,MLP,7,4
+8,distance_from_targets,255.7631378173828,MNIST,Schut,MLP,7,4
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,4
+8,set_size_penalty,0.0,MNIST,Schut,MLP,7,4
+8,validity,0.0,MNIST,Schut,MLP,7,4
+9,distance,10.000001907348633,MNIST,Schut,MLP,7,4
+9,distance_from_energy,396.1778259277344,MNIST,Schut,MLP,7,4
+9,distance_from_targets,274.97100830078125,MNIST,Schut,MLP,7,4
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,4
+9,set_size_penalty,0.0,MNIST,Schut,MLP,7,4
+9,validity,0.0,MNIST,Schut,MLP,7,4
+10,distance,10.000001907348633,MNIST,Schut,MLP,7,4
+10,distance_from_energy,393.47186279296875,MNIST,Schut,MLP,7,4
+10,distance_from_targets,271.45111083984375,MNIST,Schut,MLP,7,4
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,4
+10,set_size_penalty,0.0,MNIST,Schut,MLP,7,4
+10,validity,0.0,MNIST,Schut,MLP,7,4
 11,distance,115.70805358886719,MNIST,Wachter,MLP Ensemble,7,4
 11,distance_from_energy,357.857177734375,MNIST,Wachter,MLP Ensemble,7,4
 11,distance_from_targets,314.734130859375,MNIST,Wachter,MLP Ensemble,7,4
@@ -32489,36 +32489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,7,4
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,7,4
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,7,4
-11,distance,16.0,MNIST,Schut,MLP Ensemble,7,4
-11,distance_from_energy,345.7196044921875,MNIST,Schut,MLP Ensemble,7,4
-11,distance_from_targets,239.71923828125,MNIST,Schut,MLP Ensemble,7,4
-11,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,7,4
-11,set_size_penalty,0.3018062294493773,MNIST,Schut,MLP Ensemble,7,4
-11,validity,1.0,MNIST,Schut,MLP Ensemble,7,4
-12,distance,34.0,MNIST,Schut,MLP Ensemble,7,4
-12,distance_from_energy,340.1650390625,MNIST,Schut,MLP Ensemble,7,4
-12,distance_from_targets,248.70089721679688,MNIST,Schut,MLP Ensemble,7,4
-12,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,7,4
-12,set_size_penalty,0.29893776424386687,MNIST,Schut,MLP Ensemble,7,4
-12,validity,1.0,MNIST,Schut,MLP Ensemble,7,4
-13,distance,22.0,MNIST,Schut,MLP Ensemble,7,4
-13,distance_from_energy,336.06695556640625,MNIST,Schut,MLP Ensemble,7,4
-13,distance_from_targets,241.46444702148438,MNIST,Schut,MLP Ensemble,7,4
-13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,7,4
-13,set_size_penalty,0.30740740030970337,MNIST,Schut,MLP Ensemble,7,4
-13,validity,1.0,MNIST,Schut,MLP Ensemble,7,4
-14,distance,40.0,MNIST,Schut,MLP Ensemble,7,4
-14,distance_from_energy,353.10076904296875,MNIST,Schut,MLP Ensemble,7,4
-14,distance_from_targets,291.13922119140625,MNIST,Schut,MLP Ensemble,7,4
-14,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,7,4
-14,set_size_penalty,0.3111658378589812,MNIST,Schut,MLP Ensemble,7,4
-14,validity,1.0,MNIST,Schut,MLP Ensemble,7,4
-15,distance,56.0,MNIST,Schut,MLP Ensemble,7,4
-15,distance_from_energy,352.4608459472656,MNIST,Schut,MLP Ensemble,7,4
-15,distance_from_targets,311.7047424316406,MNIST,Schut,MLP Ensemble,7,4
-15,redundancy,0.9642857142857143,MNIST,Schut,MLP Ensemble,7,4
-15,set_size_penalty,0.3067827367422975,MNIST,Schut,MLP Ensemble,7,4
-15,validity,1.0,MNIST,Schut,MLP Ensemble,7,4
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,4
+11,distance_from_energy,346.3826904296875,MNIST,Schut,MLP Ensemble,7,4
+11,distance_from_targets,239.04031372070312,MNIST,Schut,MLP Ensemble,7,4
+11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,7,4
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,4
+11,validity,0.0,MNIST,Schut,MLP Ensemble,7,4
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,4
+12,distance_from_energy,343.98028564453125,MNIST,Schut,MLP Ensemble,7,4
+12,distance_from_targets,248.6394805908203,MNIST,Schut,MLP Ensemble,7,4
+12,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,7,4
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,4
+12,validity,0.0,MNIST,Schut,MLP Ensemble,7,4
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,4
+13,distance_from_energy,332.06622314453125,MNIST,Schut,MLP Ensemble,7,4
+13,distance_from_targets,231.98355102539062,MNIST,Schut,MLP Ensemble,7,4
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,4
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,4
+13,validity,0.0,MNIST,Schut,MLP Ensemble,7,4
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,4
+14,distance_from_energy,356.8598937988281,MNIST,Schut,MLP Ensemble,7,4
+14,distance_from_targets,284.1710510253906,MNIST,Schut,MLP Ensemble,7,4
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,4
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,4
+14,validity,0.0,MNIST,Schut,MLP Ensemble,7,4
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,4
+15,distance_from_energy,358.0736083984375,MNIST,Schut,MLP Ensemble,7,4
+15,distance_from_targets,308.1376647949219,MNIST,Schut,MLP Ensemble,7,4
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,4
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,4
+15,validity,0.0,MNIST,Schut,MLP Ensemble,7,4
 16,distance,115.19381713867188,MNIST,Wachter,JEM,7,4
 16,distance_from_energy,189.23924255371094,MNIST,Wachter,JEM,7,4
 16,distance_from_targets,328.0812072753906,MNIST,Wachter,JEM,7,4
@@ -32609,36 +32609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,7,4
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,7,4
 20,validity,1.0,MNIST,ECCCo,JEM,7,4
-16,distance,10.0,MNIST,Schut,JEM,7,4
-16,distance_from_energy,174.55072021484375,MNIST,Schut,JEM,7,4
-16,distance_from_targets,253.79571533203125,MNIST,Schut,JEM,7,4
-16,redundancy,0.9936224489795918,MNIST,Schut,JEM,7,4
-16,set_size_penalty,4.50004192873656,MNIST,Schut,JEM,7,4
+16,distance,8.400001525878906,MNIST,Schut,JEM,7,4
+16,distance_from_energy,173.23193359375,MNIST,Schut,JEM,7,4
+16,distance_from_targets,252.77243041992188,MNIST,Schut,JEM,7,4
+16,redundancy,0.9885204081632653,MNIST,Schut,JEM,7,4
+16,set_size_penalty,4.508311595982157,MNIST,Schut,JEM,7,4
 16,validity,1.0,MNIST,Schut,JEM,7,4
-17,distance,26.0,MNIST,Schut,JEM,7,4
-17,distance_from_energy,181.73939514160156,MNIST,Schut,JEM,7,4
-17,distance_from_targets,259.8445739746094,MNIST,Schut,JEM,7,4
-17,redundancy,0.9834183673469388,MNIST,Schut,JEM,7,4
-17,set_size_penalty,4.500643529335037,MNIST,Schut,JEM,7,4
-17,validity,1.0,MNIST,Schut,JEM,7,4
-18,distance,10.0,MNIST,Schut,JEM,7,4
-18,distance_from_energy,183.04200744628906,MNIST,Schut,JEM,7,4
-18,distance_from_targets,222.98992919921875,MNIST,Schut,JEM,7,4
-18,redundancy,0.9936224489795918,MNIST,Schut,JEM,7,4
-18,set_size_penalty,4.500209044971604,MNIST,Schut,JEM,7,4
+17,distance,10.000001907348633,MNIST,Schut,JEM,7,4
+17,distance_from_energy,183.5342254638672,MNIST,Schut,JEM,7,4
+17,distance_from_targets,257.75408935546875,MNIST,Schut,JEM,7,4
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,7,4
+17,set_size_penalty,0.0,MNIST,Schut,JEM,7,4
+17,validity,0.0,MNIST,Schut,JEM,7,4
+18,distance,9.600001335144043,MNIST,Schut,JEM,7,4
+18,distance_from_energy,181.86451721191406,MNIST,Schut,JEM,7,4
+18,distance_from_targets,222.6013946533203,MNIST,Schut,JEM,7,4
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,7,4
+18,set_size_penalty,4.50585232871863,MNIST,Schut,JEM,7,4
 18,validity,1.0,MNIST,Schut,JEM,7,4
-19,distance,8.0,MNIST,Schut,JEM,7,4
-19,distance_from_energy,172.3173065185547,MNIST,Schut,JEM,7,4
-19,distance_from_targets,248.27801513671875,MNIST,Schut,JEM,7,4
-19,redundancy,0.9948979591836735,MNIST,Schut,JEM,7,4
-19,set_size_penalty,4.500027746500769,MNIST,Schut,JEM,7,4
+19,distance,7.000000953674316,MNIST,Schut,JEM,7,4
+19,distance_from_energy,172.55453491210938,MNIST,Schut,JEM,7,4
+19,distance_from_targets,246.83920288085938,MNIST,Schut,JEM,7,4
+19,redundancy,0.9897959183673469,MNIST,Schut,JEM,7,4
+19,set_size_penalty,4.506566109881001,MNIST,Schut,JEM,7,4
 19,validity,1.0,MNIST,Schut,JEM,7,4
-20,distance,16.0,MNIST,Schut,JEM,7,4
-20,distance_from_energy,195.3959197998047,MNIST,Schut,JEM,7,4
-20,distance_from_targets,251.23057556152344,MNIST,Schut,JEM,7,4
-20,redundancy,0.9897959183673469,MNIST,Schut,JEM,7,4
-20,set_size_penalty,4.500023160206775,MNIST,Schut,JEM,7,4
-20,validity,1.0,MNIST,Schut,JEM,7,4
+20,distance,10.000001907348633,MNIST,Schut,JEM,7,4
+20,distance_from_energy,194.7626190185547,MNIST,Schut,JEM,7,4
+20,distance_from_targets,247.10476684570312,MNIST,Schut,JEM,7,4
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,7,4
+20,set_size_penalty,0.0,MNIST,Schut,JEM,7,4
+20,validity,0.0,MNIST,Schut,JEM,7,4
 1,distance,142.38685607910156,MNIST,Wachter,JEM Ensemble,7,5
 1,distance_from_energy,237.27345275878906,MNIST,Wachter,JEM Ensemble,7,5
 1,distance_from_targets,399.9170837402344,MNIST,Wachter,JEM Ensemble,7,5
@@ -32729,36 +32729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,7,5
 5,set_size_penalty,2.0676493830951026,MNIST,ECCCo,JEM Ensemble,7,5
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,7,5
-1,distance,30.0,MNIST,Schut,JEM Ensemble,7,5
-1,distance_from_energy,216.99855041503906,MNIST,Schut,JEM Ensemble,7,5
-1,distance_from_targets,324.515869140625,MNIST,Schut,JEM Ensemble,7,5
-1,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,7,5
-1,set_size_penalty,3.312125427485319,MNIST,Schut,JEM Ensemble,7,5
-1,validity,1.0,MNIST,Schut,JEM Ensemble,7,5
-2,distance,52.0,MNIST,Schut,JEM Ensemble,7,5
-2,distance_from_energy,229.63906860351562,MNIST,Schut,JEM Ensemble,7,5
-2,distance_from_targets,324.1457824707031,MNIST,Schut,JEM Ensemble,7,5
-2,redundancy,0.9668367346938775,MNIST,Schut,JEM Ensemble,7,5
-2,set_size_penalty,3.30792479858974,MNIST,Schut,JEM Ensemble,7,5
-2,validity,1.0,MNIST,Schut,JEM Ensemble,7,5
-3,distance,16.0,MNIST,Schut,JEM Ensemble,7,5
-3,distance_from_energy,186.38909912109375,MNIST,Schut,JEM Ensemble,7,5
-3,distance_from_targets,225.61412048339844,MNIST,Schut,JEM Ensemble,7,5
-3,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,7,5
-3,set_size_penalty,2.6117244524975765,MNIST,Schut,JEM Ensemble,7,5
-3,validity,1.0,MNIST,Schut,JEM Ensemble,7,5
-4,distance,56.0,MNIST,Schut,JEM Ensemble,7,5
-4,distance_from_energy,223.60671997070312,MNIST,Schut,JEM Ensemble,7,5
-4,distance_from_targets,324.3853454589844,MNIST,Schut,JEM Ensemble,7,5
-4,redundancy,0.9642857142857143,MNIST,Schut,JEM Ensemble,7,5
-4,set_size_penalty,3.3842650031367114,MNIST,Schut,JEM Ensemble,7,5
-4,validity,1.0,MNIST,Schut,JEM Ensemble,7,5
-5,distance,50.0,MNIST,Schut,JEM Ensemble,7,5
-5,distance_from_energy,208.55792236328125,MNIST,Schut,JEM Ensemble,7,5
-5,distance_from_targets,285.58319091796875,MNIST,Schut,JEM Ensemble,7,5
-5,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,7,5
-5,set_size_penalty,3.1395144365862215,MNIST,Schut,JEM Ensemble,7,5
-5,validity,1.0,MNIST,Schut,JEM Ensemble,7,5
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,5
+1,distance_from_energy,218.0753173828125,MNIST,Schut,JEM Ensemble,7,5
+1,distance_from_targets,320.5042419433594,MNIST,Schut,JEM Ensemble,7,5
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,5
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,5
+1,validity,0.0,MNIST,Schut,JEM Ensemble,7,5
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,5
+2,distance_from_energy,232.37828063964844,MNIST,Schut,JEM Ensemble,7,5
+2,distance_from_targets,316.62371826171875,MNIST,Schut,JEM Ensemble,7,5
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,5
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,5
+2,validity,0.0,MNIST,Schut,JEM Ensemble,7,5
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,7,5
+3,distance_from_energy,186.9693603515625,MNIST,Schut,JEM Ensemble,7,5
+3,distance_from_targets,223.7760467529297,MNIST,Schut,JEM Ensemble,7,5
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,5
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,5
+3,validity,0.0,MNIST,Schut,JEM Ensemble,7,5
+4,distance,10.0,MNIST,Schut,JEM Ensemble,7,5
+4,distance_from_energy,225.85792541503906,MNIST,Schut,JEM Ensemble,7,5
+4,distance_from_targets,316.7982482910156,MNIST,Schut,JEM Ensemble,7,5
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,5
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,5
+4,validity,0.0,MNIST,Schut,JEM Ensemble,7,5
+5,distance,10.0,MNIST,Schut,JEM Ensemble,7,5
+5,distance_from_energy,215.10121154785156,MNIST,Schut,JEM Ensemble,7,5
+5,distance_from_targets,287.206787109375,MNIST,Schut,JEM Ensemble,7,5
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,5
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,5
+5,validity,0.0,MNIST,Schut,JEM Ensemble,7,5
 6,distance,133.54629516601562,MNIST,Wachter,MLP,7,5
 6,distance_from_energy,388.6391296386719,MNIST,Wachter,MLP,7,5
 6,distance_from_targets,305.5041198730469,MNIST,Wachter,MLP,7,5
@@ -32849,36 +32849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,7,5
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,7,5
 10,validity,1.0,MNIST,ECCCo,MLP,7,5
-6,distance,30.0,MNIST,Schut,MLP,7,5
-6,distance_from_energy,382.1568298339844,MNIST,Schut,MLP,7,5
-6,distance_from_targets,233.25120544433594,MNIST,Schut,MLP,7,5
-6,redundancy,0.9808673469387755,MNIST,Schut,MLP,7,5
-6,set_size_penalty,0.5729115215485194,MNIST,Schut,MLP,7,5
-6,validity,1.0,MNIST,Schut,MLP,7,5
-7,distance,48.0,MNIST,Schut,MLP,7,5
-7,distance_from_energy,390.30450439453125,MNIST,Schut,MLP,7,5
-7,distance_from_targets,278.0472106933594,MNIST,Schut,MLP,7,5
-7,redundancy,0.9693877551020408,MNIST,Schut,MLP,7,5
-7,set_size_penalty,0.5733649992885994,MNIST,Schut,MLP,7,5
-7,validity,1.0,MNIST,Schut,MLP,7,5
-8,distance,38.0,MNIST,Schut,MLP,7,5
-8,distance_from_energy,414.4469909667969,MNIST,Schut,MLP,7,5
-8,distance_from_targets,269.9418029785156,MNIST,Schut,MLP,7,5
-8,redundancy,0.9757653061224489,MNIST,Schut,MLP,7,5
-8,set_size_penalty,0.5709944508205045,MNIST,Schut,MLP,7,5
-8,validity,1.0,MNIST,Schut,MLP,7,5
-9,distance,22.0,MNIST,Schut,MLP,7,5
-9,distance_from_energy,400.4371337890625,MNIST,Schut,MLP,7,5
-9,distance_from_targets,250.5216064453125,MNIST,Schut,MLP,7,5
-9,redundancy,0.985969387755102,MNIST,Schut,MLP,7,5
-9,set_size_penalty,0.5696068475741372,MNIST,Schut,MLP,7,5
-9,validity,1.0,MNIST,Schut,MLP,7,5
-10,distance,32.0,MNIST,Schut,MLP,7,5
-10,distance_from_energy,371.0633239746094,MNIST,Schut,MLP,7,5
-10,distance_from_targets,254.83529663085938,MNIST,Schut,MLP,7,5
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,7,5
-10,set_size_penalty,0.5741916763061996,MNIST,Schut,MLP,7,5
-10,validity,1.0,MNIST,Schut,MLP,7,5
+6,distance,10.000001907348633,MNIST,Schut,MLP,7,5
+6,distance_from_energy,383.8658142089844,MNIST,Schut,MLP,7,5
+6,distance_from_targets,232.77198791503906,MNIST,Schut,MLP,7,5
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,7,5
+6,set_size_penalty,0.0,MNIST,Schut,MLP,7,5
+6,validity,0.0,MNIST,Schut,MLP,7,5
+7,distance,10.000001907348633,MNIST,Schut,MLP,7,5
+7,distance_from_energy,396.51385498046875,MNIST,Schut,MLP,7,5
+7,distance_from_targets,277.11083984375,MNIST,Schut,MLP,7,5
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,5
+7,set_size_penalty,0.0,MNIST,Schut,MLP,7,5
+7,validity,0.0,MNIST,Schut,MLP,7,5
+8,distance,10.000001907348633,MNIST,Schut,MLP,7,5
+8,distance_from_energy,415.69195556640625,MNIST,Schut,MLP,7,5
+8,distance_from_targets,263.49127197265625,MNIST,Schut,MLP,7,5
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,5
+8,set_size_penalty,0.0,MNIST,Schut,MLP,7,5
+8,validity,0.0,MNIST,Schut,MLP,7,5
+9,distance,10.000001907348633,MNIST,Schut,MLP,7,5
+9,distance_from_energy,399.292236328125,MNIST,Schut,MLP,7,5
+9,distance_from_targets,242.28369140625,MNIST,Schut,MLP,7,5
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,5
+9,set_size_penalty,0.0,MNIST,Schut,MLP,7,5
+9,validity,0.0,MNIST,Schut,MLP,7,5
+10,distance,10.000001907348633,MNIST,Schut,MLP,7,5
+10,distance_from_energy,374.076171875,MNIST,Schut,MLP,7,5
+10,distance_from_targets,252.41531372070312,MNIST,Schut,MLP,7,5
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,5
+10,set_size_penalty,0.0,MNIST,Schut,MLP,7,5
+10,validity,0.0,MNIST,Schut,MLP,7,5
 11,distance,123.97364807128906,MNIST,Wachter,MLP Ensemble,7,5
 11,distance_from_energy,349.53253173828125,MNIST,Wachter,MLP Ensemble,7,5
 11,distance_from_targets,325.71588134765625,MNIST,Wachter,MLP Ensemble,7,5
@@ -32969,36 +32969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,7,5
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,7,5
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,7,5
-11,distance,28.0,MNIST,Schut,MLP Ensemble,7,5
-11,distance_from_energy,354.6850280761719,MNIST,Schut,MLP Ensemble,7,5
-11,distance_from_targets,262.7814636230469,MNIST,Schut,MLP Ensemble,7,5
-11,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,7,5
-11,set_size_penalty,0.3125389028064356,MNIST,Schut,MLP Ensemble,7,5
-11,validity,1.0,MNIST,Schut,MLP Ensemble,7,5
-12,distance,24.0,MNIST,Schut,MLP Ensemble,7,5
-12,distance_from_energy,342.7362976074219,MNIST,Schut,MLP Ensemble,7,5
-12,distance_from_targets,249.8770294189453,MNIST,Schut,MLP Ensemble,7,5
-12,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,7,5
-12,set_size_penalty,0.3003352507097701,MNIST,Schut,MLP Ensemble,7,5
-12,validity,1.0,MNIST,Schut,MLP Ensemble,7,5
-13,distance,22.0,MNIST,Schut,MLP Ensemble,7,5
-13,distance_from_energy,358.79730224609375,MNIST,Schut,MLP Ensemble,7,5
-13,distance_from_targets,313.5764465332031,MNIST,Schut,MLP Ensemble,7,5
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,5
+11,distance_from_energy,353.9531555175781,MNIST,Schut,MLP Ensemble,7,5
+11,distance_from_targets,255.9844512939453,MNIST,Schut,MLP Ensemble,7,5
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,5
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,5
+11,validity,0.0,MNIST,Schut,MLP Ensemble,7,5
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,5
+12,distance_from_energy,343.3409423828125,MNIST,Schut,MLP Ensemble,7,5
+12,distance_from_targets,245.2052459716797,MNIST,Schut,MLP Ensemble,7,5
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,5
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,5
+12,validity,0.0,MNIST,Schut,MLP Ensemble,7,5
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,5
+13,distance_from_energy,359.1866455078125,MNIST,Schut,MLP Ensemble,7,5
+13,distance_from_targets,311.31890869140625,MNIST,Schut,MLP Ensemble,7,5
 13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,7,5
-13,set_size_penalty,0.3617558035505699,MNIST,Schut,MLP Ensemble,7,5
-13,validity,1.0,MNIST,Schut,MLP Ensemble,7,5
-14,distance,56.0,MNIST,Schut,MLP Ensemble,7,5
-14,distance_from_energy,351.7557678222656,MNIST,Schut,MLP Ensemble,7,5
-14,distance_from_targets,271.8385925292969,MNIST,Schut,MLP Ensemble,7,5
-14,redundancy,0.9642857142857143,MNIST,Schut,MLP Ensemble,7,5
-14,set_size_penalty,0.31260875484070216,MNIST,Schut,MLP Ensemble,7,5
-14,validity,1.0,MNIST,Schut,MLP Ensemble,7,5
-15,distance,40.0,MNIST,Schut,MLP Ensemble,7,5
-15,distance_from_energy,337.7207946777344,MNIST,Schut,MLP Ensemble,7,5
-15,distance_from_targets,258.1668701171875,MNIST,Schut,MLP Ensemble,7,5
-15,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,7,5
-15,set_size_penalty,0.29474474961284014,MNIST,Schut,MLP Ensemble,7,5
-15,validity,1.0,MNIST,Schut,MLP Ensemble,7,5
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,5
+13,validity,0.0,MNIST,Schut,MLP Ensemble,7,5
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,5
+14,distance_from_energy,365.4682312011719,MNIST,Schut,MLP Ensemble,7,5
+14,distance_from_targets,271.36578369140625,MNIST,Schut,MLP Ensemble,7,5
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,5
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,5
+14,validity,0.0,MNIST,Schut,MLP Ensemble,7,5
+15,distance,10.0,MNIST,Schut,MLP Ensemble,7,5
+15,distance_from_energy,342.88421630859375,MNIST,Schut,MLP Ensemble,7,5
+15,distance_from_targets,259.8741760253906,MNIST,Schut,MLP Ensemble,7,5
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,5
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,5
+15,validity,0.0,MNIST,Schut,MLP Ensemble,7,5
 16,distance,136.2191925048828,MNIST,Wachter,JEM,7,5
 16,distance_from_energy,229.0732879638672,MNIST,Wachter,JEM,7,5
 16,distance_from_targets,370.8407287597656,MNIST,Wachter,JEM,7,5
@@ -33089,35 +33089,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,7,5
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,7,5
 20,validity,1.0,MNIST,ECCCo,JEM,7,5
-16,distance,30.0,MNIST,Schut,JEM,7,5
-16,distance_from_energy,220.75234985351562,MNIST,Schut,JEM,7,5
-16,distance_from_targets,304.68475341796875,MNIST,Schut,JEM,7,5
-16,redundancy,0.9808673469387755,MNIST,Schut,JEM,7,5
-16,set_size_penalty,4.5008627695094665,MNIST,Schut,JEM,7,5
-16,validity,1.0,MNIST,Schut,JEM,7,5
-17,distance,18.0,MNIST,Schut,JEM,7,5
-17,distance_from_energy,189.25482177734375,MNIST,Schut,JEM,7,5
-17,distance_from_targets,257.5126647949219,MNIST,Schut,JEM,7,5
-17,redundancy,0.9885204081632653,MNIST,Schut,JEM,7,5
-17,set_size_penalty,4.500349510437512,MNIST,Schut,JEM,7,5
-17,validity,1.0,MNIST,Schut,JEM,7,5
-18,distance,18.0,MNIST,Schut,JEM,7,5
-18,distance_from_energy,208.3306884765625,MNIST,Schut,JEM,7,5
-18,distance_from_targets,273.8165283203125,MNIST,Schut,JEM,7,5
-18,redundancy,0.9885204081632653,MNIST,Schut,JEM,7,5
-18,set_size_penalty,4.500925687824314,MNIST,Schut,JEM,7,5
-18,validity,1.0,MNIST,Schut,JEM,7,5
-19,distance,14.0,MNIST,Schut,JEM,7,5
-19,distance_from_energy,200.79681396484375,MNIST,Schut,JEM,7,5
-19,distance_from_targets,255.58360290527344,MNIST,Schut,JEM,7,5
-19,redundancy,0.9910714285714286,MNIST,Schut,JEM,7,5
-19,set_size_penalty,4.500116082819904,MNIST,Schut,JEM,7,5
-19,validity,1.0,MNIST,Schut,JEM,7,5
-20,distance,10.0,MNIST,Schut,JEM,7,5
-20,distance_from_energy,212.73104858398438,MNIST,Schut,JEM,7,5
-20,distance_from_targets,300.2322692871094,MNIST,Schut,JEM,7,5
-20,redundancy,0.9936224489795918,MNIST,Schut,JEM,7,5
-20,set_size_penalty,4.503998182160953,MNIST,Schut,JEM,7,5
+16,distance,10.000001907348633,MNIST,Schut,JEM,7,5
+16,distance_from_energy,216.36573791503906,MNIST,Schut,JEM,7,5
+16,distance_from_targets,294.1973876953125,MNIST,Schut,JEM,7,5
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,7,5
+16,set_size_penalty,0.0,MNIST,Schut,JEM,7,5
+16,validity,0.0,MNIST,Schut,JEM,7,5
+17,distance,10.000000953674316,MNIST,Schut,JEM,7,5
+17,distance_from_energy,191.21820068359375,MNIST,Schut,JEM,7,5
+17,distance_from_targets,255.4420166015625,MNIST,Schut,JEM,7,5
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,7,5
+17,set_size_penalty,0.0,MNIST,Schut,JEM,7,5
+17,validity,0.0,MNIST,Schut,JEM,7,5
+18,distance,10.000001907348633,MNIST,Schut,JEM,7,5
+18,distance_from_energy,209.24632263183594,MNIST,Schut,JEM,7,5
+18,distance_from_targets,272.8634033203125,MNIST,Schut,JEM,7,5
+18,redundancy,0.9834183673469388,MNIST,Schut,JEM,7,5
+18,set_size_penalty,0.0,MNIST,Schut,JEM,7,5
+18,validity,0.0,MNIST,Schut,JEM,7,5
+19,distance,10.000000953674316,MNIST,Schut,JEM,7,5
+19,distance_from_energy,201.17950439453125,MNIST,Schut,JEM,7,5
+19,distance_from_targets,251.27037048339844,MNIST,Schut,JEM,7,5
+19,redundancy,0.9846938775510204,MNIST,Schut,JEM,7,5
+19,set_size_penalty,0.0,MNIST,Schut,JEM,7,5
+19,validity,0.0,MNIST,Schut,JEM,7,5
+20,distance,10.000001907348633,MNIST,Schut,JEM,7,5
+20,distance_from_energy,211.45285034179688,MNIST,Schut,JEM,7,5
+20,distance_from_targets,298.0630798339844,MNIST,Schut,JEM,7,5
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,7,5
+20,set_size_penalty,4.5962032607761785,MNIST,Schut,JEM,7,5
 20,validity,1.0,MNIST,Schut,JEM,7,5
 1,distance,127.55770874023438,MNIST,Wachter,JEM Ensemble,7,6
 1,distance_from_energy,221.35977172851562,MNIST,Wachter,JEM Ensemble,7,6
@@ -33209,36 +33209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,7,6
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,7,6
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,7,6
-1,distance,26.0,MNIST,Schut,JEM Ensemble,7,6
-1,distance_from_energy,215.78929138183594,MNIST,Schut,JEM Ensemble,7,6
-1,distance_from_targets,270.707763671875,MNIST,Schut,JEM Ensemble,7,6
-1,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,7,6
-1,set_size_penalty,3.37045333655771,MNIST,Schut,JEM Ensemble,7,6
-1,validity,1.0,MNIST,Schut,JEM Ensemble,7,6
-2,distance,52.0,MNIST,Schut,JEM Ensemble,7,6
-2,distance_from_energy,242.1798858642578,MNIST,Schut,JEM Ensemble,7,6
-2,distance_from_targets,342.4293212890625,MNIST,Schut,JEM Ensemble,7,6
-2,redundancy,0.9668367346938775,MNIST,Schut,JEM Ensemble,7,6
-2,set_size_penalty,3.5801945352938667,MNIST,Schut,JEM Ensemble,7,6
-2,validity,1.0,MNIST,Schut,JEM Ensemble,7,6
-3,distance,52.0,MNIST,Schut,JEM Ensemble,7,6
-3,distance_from_energy,239.4950408935547,MNIST,Schut,JEM Ensemble,7,6
-3,distance_from_targets,336.99310302734375,MNIST,Schut,JEM Ensemble,7,6
-3,redundancy,0.9668367346938775,MNIST,Schut,JEM Ensemble,7,6
-3,set_size_penalty,3.3857288047719987,MNIST,Schut,JEM Ensemble,7,6
-3,validity,1.0,MNIST,Schut,JEM Ensemble,7,6
-4,distance,20.0,MNIST,Schut,JEM Ensemble,7,6
-4,distance_from_energy,209.7059783935547,MNIST,Schut,JEM Ensemble,7,6
-4,distance_from_targets,290.90203857421875,MNIST,Schut,JEM Ensemble,7,6
-4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,6
-4,set_size_penalty,3.2736397368424397,MNIST,Schut,JEM Ensemble,7,6
-4,validity,1.0,MNIST,Schut,JEM Ensemble,7,6
-5,distance,30.0,MNIST,Schut,JEM Ensemble,7,6
-5,distance_from_energy,215.9198455810547,MNIST,Schut,JEM Ensemble,7,6
-5,distance_from_targets,283.128173828125,MNIST,Schut,JEM Ensemble,7,6
-5,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,7,6
-5,set_size_penalty,3.171487868707355,MNIST,Schut,JEM Ensemble,7,6
-5,validity,1.0,MNIST,Schut,JEM Ensemble,7,6
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,6
+1,distance_from_energy,217.35984802246094,MNIST,Schut,JEM Ensemble,7,6
+1,distance_from_targets,267.39990234375,MNIST,Schut,JEM Ensemble,7,6
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,6
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,6
+1,validity,0.0,MNIST,Schut,JEM Ensemble,7,6
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,7,6
+2,distance_from_energy,245.41477966308594,MNIST,Schut,JEM Ensemble,7,6
+2,distance_from_targets,337.0432434082031,MNIST,Schut,JEM Ensemble,7,6
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,6
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,6
+2,validity,0.0,MNIST,Schut,JEM Ensemble,7,6
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,6
+3,distance_from_energy,240.20870971679688,MNIST,Schut,JEM Ensemble,7,6
+3,distance_from_targets,332.4787292480469,MNIST,Schut,JEM Ensemble,7,6
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,6
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,6
+3,validity,0.0,MNIST,Schut,JEM Ensemble,7,6
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,6
+4,distance_from_energy,211.8482208251953,MNIST,Schut,JEM Ensemble,7,6
+4,distance_from_targets,291.3042297363281,MNIST,Schut,JEM Ensemble,7,6
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,6
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,6
+4,validity,0.0,MNIST,Schut,JEM Ensemble,7,6
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,6
+5,distance_from_energy,216.18487548828125,MNIST,Schut,JEM Ensemble,7,6
+5,distance_from_targets,279.3388671875,MNIST,Schut,JEM Ensemble,7,6
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,6
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,6
+5,validity,0.0,MNIST,Schut,JEM Ensemble,7,6
 6,distance,136.5105743408203,MNIST,Wachter,MLP,7,6
 6,distance_from_energy,402.194091796875,MNIST,Wachter,MLP,7,6
 6,distance_from_targets,366.56439208984375,MNIST,Wachter,MLP,7,6
@@ -33329,36 +33329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,7,6
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,7,6
 10,validity,1.0,MNIST,ECCCo,MLP,7,6
-6,distance,40.0,MNIST,Schut,MLP,7,6
-6,distance_from_energy,409.1039123535156,MNIST,Schut,MLP,7,6
-6,distance_from_targets,297.4272155761719,MNIST,Schut,MLP,7,6
-6,redundancy,0.9744897959183674,MNIST,Schut,MLP,7,6
-6,set_size_penalty,0.5770628060325398,MNIST,Schut,MLP,7,6
-6,validity,1.0,MNIST,Schut,MLP,7,6
-7,distance,60.0,MNIST,Schut,MLP,7,6
-7,distance_from_energy,378.6927795410156,MNIST,Schut,MLP,7,6
-7,distance_from_targets,292.6247863769531,MNIST,Schut,MLP,7,6
-7,redundancy,0.9617346938775511,MNIST,Schut,MLP,7,6
-7,set_size_penalty,0.5713062654257066,MNIST,Schut,MLP,7,6
-7,validity,1.0,MNIST,Schut,MLP,7,6
-8,distance,54.0,MNIST,Schut,MLP,7,6
-8,distance_from_energy,415.2083740234375,MNIST,Schut,MLP,7,6
-8,distance_from_targets,340.3641052246094,MNIST,Schut,MLP,7,6
-8,redundancy,0.9655612244897959,MNIST,Schut,MLP,7,6
-8,set_size_penalty,0.5711620790232992,MNIST,Schut,MLP,7,6
-8,validity,1.0,MNIST,Schut,MLP,7,6
-9,distance,32.0,MNIST,Schut,MLP,7,6
-9,distance_from_energy,377.8985290527344,MNIST,Schut,MLP,7,6
-9,distance_from_targets,275.6458435058594,MNIST,Schut,MLP,7,6
-9,redundancy,0.9795918367346939,MNIST,Schut,MLP,7,6
-9,set_size_penalty,0.5697729922827901,MNIST,Schut,MLP,7,6
-9,validity,1.0,MNIST,Schut,MLP,7,6
-10,distance,40.0,MNIST,Schut,MLP,7,6
-10,distance_from_energy,367.6532287597656,MNIST,Schut,MLP,7,6
-10,distance_from_targets,276.5648193359375,MNIST,Schut,MLP,7,6
-10,redundancy,0.9744897959183674,MNIST,Schut,MLP,7,6
-10,set_size_penalty,0.5730426015738961,MNIST,Schut,MLP,7,6
-10,validity,1.0,MNIST,Schut,MLP,7,6
+6,distance,10.000000953674316,MNIST,Schut,MLP,7,6
+6,distance_from_energy,412.7887878417969,MNIST,Schut,MLP,7,6
+6,distance_from_targets,284.46783447265625,MNIST,Schut,MLP,7,6
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,6
+6,set_size_penalty,0.0,MNIST,Schut,MLP,7,6
+6,validity,0.0,MNIST,Schut,MLP,7,6
+7,distance,10.0,MNIST,Schut,MLP,7,6
+7,distance_from_energy,393.4359130859375,MNIST,Schut,MLP,7,6
+7,distance_from_targets,293.88031005859375,MNIST,Schut,MLP,7,6
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,6
+7,set_size_penalty,0.0,MNIST,Schut,MLP,7,6
+7,validity,0.0,MNIST,Schut,MLP,7,6
+8,distance,10.0,MNIST,Schut,MLP,7,6
+8,distance_from_energy,418.5458068847656,MNIST,Schut,MLP,7,6
+8,distance_from_targets,333.8491516113281,MNIST,Schut,MLP,7,6
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,6
+8,set_size_penalty,0.0,MNIST,Schut,MLP,7,6
+8,validity,0.0,MNIST,Schut,MLP,7,6
+9,distance,10.000001907348633,MNIST,Schut,MLP,7,6
+9,distance_from_energy,383.9373779296875,MNIST,Schut,MLP,7,6
+9,distance_from_targets,272.3659362792969,MNIST,Schut,MLP,7,6
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,6
+9,set_size_penalty,0.0,MNIST,Schut,MLP,7,6
+9,validity,0.0,MNIST,Schut,MLP,7,6
+10,distance,10.000001907348633,MNIST,Schut,MLP,7,6
+10,distance_from_energy,371.9923095703125,MNIST,Schut,MLP,7,6
+10,distance_from_targets,284.85150146484375,MNIST,Schut,MLP,7,6
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,6
+10,set_size_penalty,0.0,MNIST,Schut,MLP,7,6
+10,validity,0.0,MNIST,Schut,MLP,7,6
 11,distance,160.64715576171875,MNIST,Wachter,MLP Ensemble,7,6
 11,distance_from_energy,344.99676513671875,MNIST,Wachter,MLP Ensemble,7,6
 11,distance_from_targets,374.2153015136719,MNIST,Wachter,MLP Ensemble,7,6
@@ -33449,36 +33449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,7,6
 15,set_size_penalty,0.2919241971065285,MNIST,ECCCo,MLP Ensemble,7,6
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,7,6
-11,distance,52.0,MNIST,Schut,MLP Ensemble,7,6
-11,distance_from_energy,348.0249938964844,MNIST,Schut,MLP Ensemble,7,6
-11,distance_from_targets,299.61328125,MNIST,Schut,MLP Ensemble,7,6
-11,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,7,6
-11,set_size_penalty,0.3147726378296296,MNIST,Schut,MLP Ensemble,7,6
-11,validity,1.0,MNIST,Schut,MLP Ensemble,7,6
-12,distance,50.0,MNIST,Schut,MLP Ensemble,7,6
-12,distance_from_energy,358.03240966796875,MNIST,Schut,MLP Ensemble,7,6
-12,distance_from_targets,312.3506774902344,MNIST,Schut,MLP Ensemble,7,6
-12,redundancy,0.9681122448979592,MNIST,Schut,MLP Ensemble,7,6
-12,set_size_penalty,0.3797758110544076,MNIST,Schut,MLP Ensemble,7,6
-12,validity,1.0,MNIST,Schut,MLP Ensemble,7,6
-13,distance,82.0,MNIST,Schut,MLP Ensemble,7,6
-13,distance_from_energy,366.9051513671875,MNIST,Schut,MLP Ensemble,7,6
-13,distance_from_targets,371.2646179199219,MNIST,Schut,MLP Ensemble,7,6
-13,redundancy,0.9477040816326531,MNIST,Schut,MLP Ensemble,7,6
-13,set_size_penalty,0.36005841305365016,MNIST,Schut,MLP Ensemble,7,6
-13,validity,1.0,MNIST,Schut,MLP Ensemble,7,6
-14,distance,42.0,MNIST,Schut,MLP Ensemble,7,6
-14,distance_from_energy,358.2290344238281,MNIST,Schut,MLP Ensemble,7,6
-14,distance_from_targets,278.51934814453125,MNIST,Schut,MLP Ensemble,7,6
-14,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,7,6
-14,set_size_penalty,0.4298433158825623,MNIST,Schut,MLP Ensemble,7,6
-14,validity,1.0,MNIST,Schut,MLP Ensemble,7,6
-15,distance,52.0,MNIST,Schut,MLP Ensemble,7,6
-15,distance_from_energy,353.2188415527344,MNIST,Schut,MLP Ensemble,7,6
-15,distance_from_targets,293.6587829589844,MNIST,Schut,MLP Ensemble,7,6
-15,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,7,6
-15,set_size_penalty,0.33126916463289824,MNIST,Schut,MLP Ensemble,7,6
-15,validity,1.0,MNIST,Schut,MLP Ensemble,7,6
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,6
+11,distance_from_energy,355.28924560546875,MNIST,Schut,MLP Ensemble,7,6
+11,distance_from_targets,300.6172790527344,MNIST,Schut,MLP Ensemble,7,6
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,6
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,6
+11,validity,0.0,MNIST,Schut,MLP Ensemble,7,6
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,6
+12,distance_from_energy,364.0567626953125,MNIST,Schut,MLP Ensemble,7,6
+12,distance_from_targets,306.09246826171875,MNIST,Schut,MLP Ensemble,7,6
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,6
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,6
+12,validity,0.0,MNIST,Schut,MLP Ensemble,7,6
+13,distance,10.0,MNIST,Schut,MLP Ensemble,7,6
+13,distance_from_energy,387.6553955078125,MNIST,Schut,MLP Ensemble,7,6
+13,distance_from_targets,371.0736999511719,MNIST,Schut,MLP Ensemble,7,6
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,6
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,6
+13,validity,0.0,MNIST,Schut,MLP Ensemble,7,6
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,6
+14,distance_from_energy,364.7293701171875,MNIST,Schut,MLP Ensemble,7,6
+14,distance_from_targets,274.7408142089844,MNIST,Schut,MLP Ensemble,7,6
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,6
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,6
+14,validity,0.0,MNIST,Schut,MLP Ensemble,7,6
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,6
+15,distance_from_energy,365.68963623046875,MNIST,Schut,MLP Ensemble,7,6
+15,distance_from_targets,301.50811767578125,MNIST,Schut,MLP Ensemble,7,6
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,6
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,6
+15,validity,0.0,MNIST,Schut,MLP Ensemble,7,6
 16,distance,141.4600067138672,MNIST,Wachter,JEM,7,6
 16,distance_from_energy,234.66798400878906,MNIST,Wachter,JEM,7,6
 16,distance_from_targets,401.8468017578125,MNIST,Wachter,JEM,7,6
@@ -33569,36 +33569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,7,6
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,7,6
 20,validity,1.0,MNIST,ECCCo,JEM,7,6
-16,distance,34.0,MNIST,Schut,JEM,7,6
-16,distance_from_energy,225.79818725585938,MNIST,Schut,JEM,7,6
-16,distance_from_targets,330.6724853515625,MNIST,Schut,JEM,7,6
-16,redundancy,0.9783163265306123,MNIST,Schut,JEM,7,6
-16,set_size_penalty,4.50953847441307,MNIST,Schut,JEM,7,6
-16,validity,1.0,MNIST,Schut,JEM,7,6
-17,distance,28.0,MNIST,Schut,JEM,7,6
-17,distance_from_energy,212.95484924316406,MNIST,Schut,JEM,7,6
-17,distance_from_targets,297.4683532714844,MNIST,Schut,JEM,7,6
-17,redundancy,0.9821428571428571,MNIST,Schut,JEM,7,6
-17,set_size_penalty,4.500173546665378,MNIST,Schut,JEM,7,6
-17,validity,1.0,MNIST,Schut,JEM,7,6
-18,distance,18.0,MNIST,Schut,JEM,7,6
-18,distance_from_energy,198.57135009765625,MNIST,Schut,JEM,7,6
-18,distance_from_targets,274.7928771972656,MNIST,Schut,JEM,7,6
-18,redundancy,0.9885204081632653,MNIST,Schut,JEM,7,6
-18,set_size_penalty,4.503539869692217,MNIST,Schut,JEM,7,6
-18,validity,1.0,MNIST,Schut,JEM,7,6
-19,distance,34.0,MNIST,Schut,JEM,7,6
-19,distance_from_energy,215.61260986328125,MNIST,Schut,JEM,7,6
-19,distance_from_targets,296.3043212890625,MNIST,Schut,JEM,7,6
-19,redundancy,0.9783163265306123,MNIST,Schut,JEM,7,6
-19,set_size_penalty,4.500073759986431,MNIST,Schut,JEM,7,6
-19,validity,1.0,MNIST,Schut,JEM,7,6
-20,distance,24.0,MNIST,Schut,JEM,7,6
-20,distance_from_energy,216.1676788330078,MNIST,Schut,JEM,7,6
-20,distance_from_targets,287.85595703125,MNIST,Schut,JEM,7,6
-20,redundancy,0.9846938775510204,MNIST,Schut,JEM,7,6
-20,set_size_penalty,4.500212828622246,MNIST,Schut,JEM,7,6
-20,validity,1.0,MNIST,Schut,JEM,7,6
+16,distance,10.000001907348633,MNIST,Schut,JEM,7,6
+16,distance_from_energy,226.66839599609375,MNIST,Schut,JEM,7,6
+16,distance_from_targets,328.79559326171875,MNIST,Schut,JEM,7,6
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,6
+16,set_size_penalty,0.0,MNIST,Schut,JEM,7,6
+16,validity,0.0,MNIST,Schut,JEM,7,6
+17,distance,10.000001907348633,MNIST,Schut,JEM,7,6
+17,distance_from_energy,218.4012451171875,MNIST,Schut,JEM,7,6
+17,distance_from_targets,301.5668029785156,MNIST,Schut,JEM,7,6
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,7,6
+17,set_size_penalty,0.0,MNIST,Schut,JEM,7,6
+17,validity,0.0,MNIST,Schut,JEM,7,6
+18,distance,10.000000953674316,MNIST,Schut,JEM,7,6
+18,distance_from_energy,197.7903289794922,MNIST,Schut,JEM,7,6
+18,distance_from_targets,271.1448059082031,MNIST,Schut,JEM,7,6
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,7,6
+18,set_size_penalty,0.0,MNIST,Schut,JEM,7,6
+18,validity,0.0,MNIST,Schut,JEM,7,6
+19,distance,10.000001907348633,MNIST,Schut,JEM,7,6
+19,distance_from_energy,212.6206512451172,MNIST,Schut,JEM,7,6
+19,distance_from_targets,291.393310546875,MNIST,Schut,JEM,7,6
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,7,6
+19,set_size_penalty,0.0,MNIST,Schut,JEM,7,6
+19,validity,0.0,MNIST,Schut,JEM,7,6
+20,distance,10.000000953674316,MNIST,Schut,JEM,7,6
+20,distance_from_energy,213.62034606933594,MNIST,Schut,JEM,7,6
+20,distance_from_targets,281.1595764160156,MNIST,Schut,JEM,7,6
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,7,6
+20,set_size_penalty,0.0,MNIST,Schut,JEM,7,6
+20,validity,0.0,MNIST,Schut,JEM,7,6
 1,distance,142.47317504882812,MNIST,Wachter,JEM Ensemble,7,8
 1,distance_from_energy,225.0770721435547,MNIST,Wachter,JEM Ensemble,7,8
 1,distance_from_targets,362.3148193359375,MNIST,Wachter,JEM Ensemble,7,8
@@ -33689,36 +33689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,7,8
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,7,8
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,7,8
-1,distance,32.0,MNIST,Schut,JEM Ensemble,7,8
-1,distance_from_energy,213.90330505371094,MNIST,Schut,JEM Ensemble,7,8
-1,distance_from_targets,290.05194091796875,MNIST,Schut,JEM Ensemble,7,8
-1,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,7,8
-1,set_size_penalty,2.7934290066731826,MNIST,Schut,JEM Ensemble,7,8
-1,validity,1.0,MNIST,Schut,JEM Ensemble,7,8
-2,distance,24.0,MNIST,Schut,JEM Ensemble,7,8
-2,distance_from_energy,177.01673889160156,MNIST,Schut,JEM Ensemble,7,8
-2,distance_from_targets,236.8259735107422,MNIST,Schut,JEM Ensemble,7,8
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,8
+1,distance_from_energy,217.1333770751953,MNIST,Schut,JEM Ensemble,7,8
+1,distance_from_targets,291.68560791015625,MNIST,Schut,JEM Ensemble,7,8
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,8
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,8
+1,validity,0.0,MNIST,Schut,JEM Ensemble,7,8
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,8
+2,distance_from_energy,180.95973205566406,MNIST,Schut,JEM Ensemble,7,8
+2,distance_from_targets,241.41082763671875,MNIST,Schut,JEM Ensemble,7,8
 2,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,7,8
-2,set_size_penalty,2.975793692569872,MNIST,Schut,JEM Ensemble,7,8
-2,validity,1.0,MNIST,Schut,JEM Ensemble,7,8
-3,distance,10.0,MNIST,Schut,JEM Ensemble,7,8
-3,distance_from_energy,185.49765014648438,MNIST,Schut,JEM Ensemble,7,8
-3,distance_from_targets,272.6416015625,MNIST,Schut,JEM Ensemble,7,8
-3,redundancy,0.9936224489795918,MNIST,Schut,JEM Ensemble,7,8
-3,set_size_penalty,2.9659830938372584,MNIST,Schut,JEM Ensemble,7,8
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,8
+2,validity,0.0,MNIST,Schut,JEM Ensemble,7,8
+3,distance,8.400001525878906,MNIST,Schut,JEM Ensemble,7,8
+3,distance_from_energy,183.1876983642578,MNIST,Schut,JEM Ensemble,7,8
+3,distance_from_targets,266.2895202636719,MNIST,Schut,JEM Ensemble,7,8
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,7,8
+3,set_size_penalty,3.190641810131983,MNIST,Schut,JEM Ensemble,7,8
 3,validity,1.0,MNIST,Schut,JEM Ensemble,7,8
-4,distance,50.0,MNIST,Schut,JEM Ensemble,7,8
-4,distance_from_energy,192.0887908935547,MNIST,Schut,JEM Ensemble,7,8
-4,distance_from_targets,281.0154724121094,MNIST,Schut,JEM Ensemble,7,8
-4,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,7,8
-4,set_size_penalty,3.275484259289364,MNIST,Schut,JEM Ensemble,7,8
-4,validity,1.0,MNIST,Schut,JEM Ensemble,7,8
-5,distance,18.0,MNIST,Schut,JEM Ensemble,7,8
-5,distance_from_energy,193.60507202148438,MNIST,Schut,JEM Ensemble,7,8
-5,distance_from_targets,251.8214874267578,MNIST,Schut,JEM Ensemble,7,8
-5,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,7,8
-5,set_size_penalty,2.9011027013074466,MNIST,Schut,JEM Ensemble,7,8
-5,validity,1.0,MNIST,Schut,JEM Ensemble,7,8
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,7,8
+4,distance_from_energy,199.66461181640625,MNIST,Schut,JEM Ensemble,7,8
+4,distance_from_targets,288.4324645996094,MNIST,Schut,JEM Ensemble,7,8
+4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,7,8
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,8
+4,validity,0.0,MNIST,Schut,JEM Ensemble,7,8
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,7,8
+5,distance_from_energy,191.80288696289062,MNIST,Schut,JEM Ensemble,7,8
+5,distance_from_targets,246.6661376953125,MNIST,Schut,JEM Ensemble,7,8
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,8
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,8
+5,validity,0.0,MNIST,Schut,JEM Ensemble,7,8
 6,distance,123.44355773925781,MNIST,Wachter,MLP,7,8
 6,distance_from_energy,395.6048583984375,MNIST,Wachter,MLP,7,8
 6,distance_from_targets,374.13323974609375,MNIST,Wachter,MLP,7,8
@@ -33809,36 +33809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,7,8
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,7,8
 10,validity,1.0,MNIST,ECCCo,MLP,7,8
-6,distance,22.0,MNIST,Schut,MLP,7,8
-6,distance_from_energy,380.1883850097656,MNIST,Schut,MLP,7,8
-6,distance_from_targets,296.1226806640625,MNIST,Schut,MLP,7,8
-6,redundancy,0.985969387755102,MNIST,Schut,MLP,7,8
-6,set_size_penalty,0.5690552496143797,MNIST,Schut,MLP,7,8
-6,validity,1.0,MNIST,Schut,MLP,7,8
-7,distance,34.0,MNIST,Schut,MLP,7,8
-7,distance_from_energy,399.2406005859375,MNIST,Schut,MLP,7,8
-7,distance_from_targets,322.0926208496094,MNIST,Schut,MLP,7,8
-7,redundancy,0.9783163265306123,MNIST,Schut,MLP,7,8
-7,set_size_penalty,0.5743193109505726,MNIST,Schut,MLP,7,8
-7,validity,1.0,MNIST,Schut,MLP,7,8
-8,distance,36.0,MNIST,Schut,MLP,7,8
-8,distance_from_energy,399.2372741699219,MNIST,Schut,MLP,7,8
-8,distance_from_targets,330.2032775878906,MNIST,Schut,MLP,7,8
-8,redundancy,0.9770408163265306,MNIST,Schut,MLP,7,8
-8,set_size_penalty,0.5724893743716875,MNIST,Schut,MLP,7,8
-8,validity,1.0,MNIST,Schut,MLP,7,8
-9,distance,20.0,MNIST,Schut,MLP,7,8
-9,distance_from_energy,387.6048583984375,MNIST,Schut,MLP,7,8
-9,distance_from_targets,249.5340576171875,MNIST,Schut,MLP,7,8
+6,distance,10.000001907348633,MNIST,Schut,MLP,7,8
+6,distance_from_energy,380.9610290527344,MNIST,Schut,MLP,7,8
+6,distance_from_targets,300.4200134277344,MNIST,Schut,MLP,7,8
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,8
+6,set_size_penalty,0.0,MNIST,Schut,MLP,7,8
+6,validity,0.0,MNIST,Schut,MLP,7,8
+7,distance,10.000000953674316,MNIST,Schut,MLP,7,8
+7,distance_from_energy,398.2926025390625,MNIST,Schut,MLP,7,8
+7,distance_from_targets,314.8514404296875,MNIST,Schut,MLP,7,8
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,8
+7,set_size_penalty,0.0,MNIST,Schut,MLP,7,8
+7,validity,0.0,MNIST,Schut,MLP,7,8
+8,distance,10.0,MNIST,Schut,MLP,7,8
+8,distance_from_energy,397.7944641113281,MNIST,Schut,MLP,7,8
+8,distance_from_targets,315.72943115234375,MNIST,Schut,MLP,7,8
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,8
+8,set_size_penalty,0.0,MNIST,Schut,MLP,7,8
+8,validity,0.0,MNIST,Schut,MLP,7,8
+9,distance,10.000000953674316,MNIST,Schut,MLP,7,8
+9,distance_from_energy,388.40509033203125,MNIST,Schut,MLP,7,8
+9,distance_from_targets,247.67713928222656,MNIST,Schut,MLP,7,8
 9,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,8
-9,set_size_penalty,0.5685532949564907,MNIST,Schut,MLP,7,8
-9,validity,1.0,MNIST,Schut,MLP,7,8
-10,distance,30.0,MNIST,Schut,MLP,7,8
-10,distance_from_energy,393.508544921875,MNIST,Schut,MLP,7,8
-10,distance_from_targets,253.61477661132812,MNIST,Schut,MLP,7,8
-10,redundancy,0.9808673469387755,MNIST,Schut,MLP,7,8
-10,set_size_penalty,0.5718273829328726,MNIST,Schut,MLP,7,8
-10,validity,1.0,MNIST,Schut,MLP,7,8
+9,set_size_penalty,0.0,MNIST,Schut,MLP,7,8
+9,validity,0.0,MNIST,Schut,MLP,7,8
+10,distance,10.000001907348633,MNIST,Schut,MLP,7,8
+10,distance_from_energy,393.38897705078125,MNIST,Schut,MLP,7,8
+10,distance_from_targets,247.64976501464844,MNIST,Schut,MLP,7,8
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,8
+10,set_size_penalty,0.0,MNIST,Schut,MLP,7,8
+10,validity,0.0,MNIST,Schut,MLP,7,8
 11,distance,101.6324691772461,MNIST,Wachter,MLP Ensemble,7,8
 11,distance_from_energy,344.40289306640625,MNIST,Wachter,MLP Ensemble,7,8
 11,distance_from_targets,332.9949645996094,MNIST,Wachter,MLP Ensemble,7,8
@@ -33929,36 +33929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,7,8
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,7,8
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,7,8
-11,distance,12.0,MNIST,Schut,MLP Ensemble,7,8
-11,distance_from_energy,355.5635681152344,MNIST,Schut,MLP Ensemble,7,8
-11,distance_from_targets,268.8190612792969,MNIST,Schut,MLP Ensemble,7,8
-11,redundancy,0.9923469387755102,MNIST,Schut,MLP Ensemble,7,8
-11,set_size_penalty,0.2990653445140312,MNIST,Schut,MLP Ensemble,7,8
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,8
+11,distance_from_energy,355.87042236328125,MNIST,Schut,MLP Ensemble,7,8
+11,distance_from_targets,267.7121887207031,MNIST,Schut,MLP Ensemble,7,8
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,8
+11,set_size_penalty,0.3868547528474233,MNIST,Schut,MLP Ensemble,7,8
 11,validity,1.0,MNIST,Schut,MLP Ensemble,7,8
-12,distance,40.0,MNIST,Schut,MLP Ensemble,7,8
-12,distance_from_energy,337.7071533203125,MNIST,Schut,MLP Ensemble,7,8
-12,distance_from_targets,276.17291259765625,MNIST,Schut,MLP Ensemble,7,8
-12,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,7,8
-12,set_size_penalty,0.3107049504702579,MNIST,Schut,MLP Ensemble,7,8
-12,validity,1.0,MNIST,Schut,MLP Ensemble,7,8
-13,distance,62.0,MNIST,Schut,MLP Ensemble,7,8
-13,distance_from_energy,362.326904296875,MNIST,Schut,MLP Ensemble,7,8
-13,distance_from_targets,415.6455383300781,MNIST,Schut,MLP Ensemble,7,8
-13,redundancy,0.9604591836734694,MNIST,Schut,MLP Ensemble,7,8
-13,set_size_penalty,0.4680064523984233,MNIST,Schut,MLP Ensemble,7,8
-13,validity,1.0,MNIST,Schut,MLP Ensemble,7,8
-14,distance,42.0,MNIST,Schut,MLP Ensemble,7,8
-14,distance_from_energy,366.1971130371094,MNIST,Schut,MLP Ensemble,7,8
-14,distance_from_targets,281.41156005859375,MNIST,Schut,MLP Ensemble,7,8
-14,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,7,8
-14,set_size_penalty,0.32612360228891046,MNIST,Schut,MLP Ensemble,7,8
-14,validity,1.0,MNIST,Schut,MLP Ensemble,7,8
-15,distance,36.0,MNIST,Schut,MLP Ensemble,7,8
-15,distance_from_energy,349.40362548828125,MNIST,Schut,MLP Ensemble,7,8
-15,distance_from_targets,278.50848388671875,MNIST,Schut,MLP Ensemble,7,8
-15,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,7,8
-15,set_size_penalty,0.29924241957534026,MNIST,Schut,MLP Ensemble,7,8
-15,validity,1.0,MNIST,Schut,MLP Ensemble,7,8
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,8
+12,distance_from_energy,342.92462158203125,MNIST,Schut,MLP Ensemble,7,8
+12,distance_from_targets,276.7602233886719,MNIST,Schut,MLP Ensemble,7,8
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,8
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,8
+12,validity,0.0,MNIST,Schut,MLP Ensemble,7,8
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,8
+13,distance_from_energy,364.8101806640625,MNIST,Schut,MLP Ensemble,7,8
+13,distance_from_targets,407.3804931640625,MNIST,Schut,MLP Ensemble,7,8
+13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,7,8
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,8
+13,validity,0.0,MNIST,Schut,MLP Ensemble,7,8
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,8
+14,distance_from_energy,370.3403015136719,MNIST,Schut,MLP Ensemble,7,8
+14,distance_from_targets,276.9658508300781,MNIST,Schut,MLP Ensemble,7,8
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,8
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,8
+14,validity,0.0,MNIST,Schut,MLP Ensemble,7,8
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,8
+15,distance_from_energy,356.5470275878906,MNIST,Schut,MLP Ensemble,7,8
+15,distance_from_targets,289.0928039550781,MNIST,Schut,MLP Ensemble,7,8
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,8
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,8
+15,validity,0.0,MNIST,Schut,MLP Ensemble,7,8
 16,distance,117.44937896728516,MNIST,Wachter,JEM,7,8
 16,distance_from_energy,207.12986755371094,MNIST,Wachter,JEM,7,8
 16,distance_from_targets,373.23785400390625,MNIST,Wachter,JEM,7,8
@@ -34049,36 +34049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,7,8
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,7,8
 20,validity,1.0,MNIST,ECCCo,JEM,7,8
-16,distance,16.0,MNIST,Schut,JEM,7,8
-16,distance_from_energy,230.0356903076172,MNIST,Schut,JEM,7,8
-16,distance_from_targets,305.6327819824219,MNIST,Schut,JEM,7,8
-16,redundancy,0.9897959183673469,MNIST,Schut,JEM,7,8
-16,set_size_penalty,4.501853465130592,MNIST,Schut,JEM,7,8
-16,validity,1.0,MNIST,Schut,JEM,7,8
-17,distance,10.0,MNIST,Schut,JEM,7,8
-17,distance_from_energy,206.72386169433594,MNIST,Schut,JEM,7,8
-17,distance_from_targets,317.99249267578125,MNIST,Schut,JEM,7,8
-17,redundancy,0.9936224489795918,MNIST,Schut,JEM,7,8
-17,set_size_penalty,4.500470550410567,MNIST,Schut,JEM,7,8
+16,distance,10.000001907348633,MNIST,Schut,JEM,7,8
+16,distance_from_energy,228.00169372558594,MNIST,Schut,JEM,7,8
+16,distance_from_targets,300.12445068359375,MNIST,Schut,JEM,7,8
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,7,8
+16,set_size_penalty,0.0,MNIST,Schut,JEM,7,8
+16,validity,0.0,MNIST,Schut,JEM,7,8
+17,distance,7.200001239776611,MNIST,Schut,JEM,7,8
+17,distance_from_energy,207.17800903320312,MNIST,Schut,JEM,7,8
+17,distance_from_targets,315.6905822753906,MNIST,Schut,JEM,7,8
+17,redundancy,0.9885204081632653,MNIST,Schut,JEM,7,8
+17,set_size_penalty,4.510541152539958,MNIST,Schut,JEM,7,8
 17,validity,1.0,MNIST,Schut,JEM,7,8
-18,distance,12.0,MNIST,Schut,JEM,7,8
-18,distance_from_energy,194.69972229003906,MNIST,Schut,JEM,7,8
-18,distance_from_targets,270.4065856933594,MNIST,Schut,JEM,7,8
-18,redundancy,0.9923469387755102,MNIST,Schut,JEM,7,8
-18,set_size_penalty,4.504961598628093,MNIST,Schut,JEM,7,8
-18,validity,1.0,MNIST,Schut,JEM,7,8
-19,distance,24.0,MNIST,Schut,JEM,7,8
-19,distance_from_energy,221.69476318359375,MNIST,Schut,JEM,7,8
-19,distance_from_targets,328.26495361328125,MNIST,Schut,JEM,7,8
-19,redundancy,0.9846938775510204,MNIST,Schut,JEM,7,8
-19,set_size_penalty,4.500099645453928,MNIST,Schut,JEM,7,8
-19,validity,1.0,MNIST,Schut,JEM,7,8
-20,distance,16.0,MNIST,Schut,JEM,7,8
-20,distance_from_energy,202.55230712890625,MNIST,Schut,JEM,7,8
-20,distance_from_targets,256.0769958496094,MNIST,Schut,JEM,7,8
-20,redundancy,0.9897959183673469,MNIST,Schut,JEM,7,8
-20,set_size_penalty,4.502107709724163,MNIST,Schut,JEM,7,8
-20,validity,1.0,MNIST,Schut,JEM,7,8
+18,distance,10.000001907348633,MNIST,Schut,JEM,7,8
+18,distance_from_energy,194.42172241210938,MNIST,Schut,JEM,7,8
+18,distance_from_targets,267.4760437011719,MNIST,Schut,JEM,7,8
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,7,8
+18,set_size_penalty,0.0,MNIST,Schut,JEM,7,8
+18,validity,0.0,MNIST,Schut,JEM,7,8
+19,distance,10.000000953674316,MNIST,Schut,JEM,7,8
+19,distance_from_energy,223.09144592285156,MNIST,Schut,JEM,7,8
+19,distance_from_targets,323.3332214355469,MNIST,Schut,JEM,7,8
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,8
+19,set_size_penalty,0.0,MNIST,Schut,JEM,7,8
+19,validity,0.0,MNIST,Schut,JEM,7,8
+20,distance,10.000001907348633,MNIST,Schut,JEM,7,8
+20,distance_from_energy,200.67599487304688,MNIST,Schut,JEM,7,8
+20,distance_from_targets,252.14654541015625,MNIST,Schut,JEM,7,8
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,8
+20,set_size_penalty,0.0,MNIST,Schut,JEM,7,8
+20,validity,0.0,MNIST,Schut,JEM,7,8
 1,distance,104.22550201416016,MNIST,Wachter,JEM Ensemble,7,9
 1,distance_from_energy,179.95718383789062,MNIST,Wachter,JEM Ensemble,7,9
 1,distance_from_targets,293.09075927734375,MNIST,Wachter,JEM Ensemble,7,9
@@ -34169,35 +34169,35 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,7,9
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,7,9
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,7,9
-1,distance,4.0,MNIST,Schut,JEM Ensemble,7,9
-1,distance_from_energy,169.05516052246094,MNIST,Schut,JEM Ensemble,7,9
-1,distance_from_targets,224.42510986328125,MNIST,Schut,JEM Ensemble,7,9
-1,redundancy,0.9974489795918368,MNIST,Schut,JEM Ensemble,7,9
-1,set_size_penalty,2.6983226898826063,MNIST,Schut,JEM Ensemble,7,9
+1,distance,3.700000762939453,MNIST,Schut,JEM Ensemble,7,9
+1,distance_from_energy,168.2602996826172,MNIST,Schut,JEM Ensemble,7,9
+1,distance_from_targets,223.00067138671875,MNIST,Schut,JEM Ensemble,7,9
+1,redundancy,0.9936224489795918,MNIST,Schut,JEM Ensemble,7,9
+1,set_size_penalty,2.760125922092989,MNIST,Schut,JEM Ensemble,7,9
 1,validity,1.0,MNIST,Schut,JEM Ensemble,7,9
-2,distance,8.0,MNIST,Schut,JEM Ensemble,7,9
-2,distance_from_energy,189.8792724609375,MNIST,Schut,JEM Ensemble,7,9
-2,distance_from_targets,238.39739990234375,MNIST,Schut,JEM Ensemble,7,9
-2,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,7,9
-2,set_size_penalty,2.761379535572485,MNIST,Schut,JEM Ensemble,7,9
+2,distance,7.500001430511475,MNIST,Schut,JEM Ensemble,7,9
+2,distance_from_energy,187.7310333251953,MNIST,Schut,JEM Ensemble,7,9
+2,distance_from_targets,235.1702117919922,MNIST,Schut,JEM Ensemble,7,9
+2,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,7,9
+2,set_size_penalty,3.075031413630943,MNIST,Schut,JEM Ensemble,7,9
 2,validity,1.0,MNIST,Schut,JEM Ensemble,7,9
-3,distance,14.0,MNIST,Schut,JEM Ensemble,7,9
-3,distance_from_energy,172.8602294921875,MNIST,Schut,JEM Ensemble,7,9
-3,distance_from_targets,219.6217498779297,MNIST,Schut,JEM Ensemble,7,9
-3,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,7,9
-3,set_size_penalty,2.9763966624615272,MNIST,Schut,JEM Ensemble,7,9
-3,validity,1.0,MNIST,Schut,JEM Ensemble,7,9
-4,distance,14.0,MNIST,Schut,JEM Ensemble,7,9
-4,distance_from_energy,170.46603393554688,MNIST,Schut,JEM Ensemble,7,9
-4,distance_from_targets,219.35655212402344,MNIST,Schut,JEM Ensemble,7,9
-4,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,7,9
-4,set_size_penalty,2.9763966624615272,MNIST,Schut,JEM Ensemble,7,9
-4,validity,1.0,MNIST,Schut,JEM Ensemble,7,9
-5,distance,10.0,MNIST,Schut,JEM Ensemble,7,9
-5,distance_from_energy,154.4775390625,MNIST,Schut,JEM Ensemble,7,9
-5,distance_from_targets,212.7786865234375,MNIST,Schut,JEM Ensemble,7,9
-5,redundancy,0.9936224489795918,MNIST,Schut,JEM Ensemble,7,9
-5,set_size_penalty,2.746189576518819,MNIST,Schut,JEM Ensemble,7,9
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,9
+3,distance_from_energy,172.71485900878906,MNIST,Schut,JEM Ensemble,7,9
+3,distance_from_targets,215.57940673828125,MNIST,Schut,JEM Ensemble,7,9
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,9
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,9
+3,validity,0.0,MNIST,Schut,JEM Ensemble,7,9
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,9
+4,distance_from_energy,170.20982360839844,MNIST,Schut,JEM Ensemble,7,9
+4,distance_from_targets,215.35769653320312,MNIST,Schut,JEM Ensemble,7,9
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,7,9
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,7,9
+4,validity,0.0,MNIST,Schut,JEM Ensemble,7,9
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,7,9
+5,distance_from_energy,152.7455596923828,MNIST,Schut,JEM Ensemble,7,9
+5,distance_from_targets,209.5050506591797,MNIST,Schut,JEM Ensemble,7,9
+5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,7,9
+5,set_size_penalty,2.790673260856841,MNIST,Schut,JEM Ensemble,7,9
 5,validity,1.0,MNIST,Schut,JEM Ensemble,7,9
 6,distance,132.2618408203125,MNIST,Wachter,MLP,7,9
 6,distance_from_energy,399.92144775390625,MNIST,Wachter,MLP,7,9
@@ -34289,36 +34289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,7,9
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,7,9
 10,validity,1.0,MNIST,ECCCo,MLP,7,9
-6,distance,30.0,MNIST,Schut,MLP,7,9
-6,distance_from_energy,383.4324951171875,MNIST,Schut,MLP,7,9
-6,distance_from_targets,238.521728515625,MNIST,Schut,MLP,7,9
-6,redundancy,0.9808673469387755,MNIST,Schut,MLP,7,9
-6,set_size_penalty,0.5693230847482476,MNIST,Schut,MLP,7,9
-6,validity,1.0,MNIST,Schut,MLP,7,9
-7,distance,16.0,MNIST,Schut,MLP,7,9
-7,distance_from_energy,397.3599548339844,MNIST,Schut,MLP,7,9
-7,distance_from_targets,219.54635620117188,MNIST,Schut,MLP,7,9
-7,redundancy,0.9897959183673469,MNIST,Schut,MLP,7,9
-7,set_size_penalty,0.5700117649010481,MNIST,Schut,MLP,7,9
-7,validity,1.0,MNIST,Schut,MLP,7,9
-8,distance,28.0,MNIST,Schut,MLP,7,9
-8,distance_from_energy,385.259765625,MNIST,Schut,MLP,7,9
-8,distance_from_targets,301.2200622558594,MNIST,Schut,MLP,7,9
-8,redundancy,0.9821428571428571,MNIST,Schut,MLP,7,9
-8,set_size_penalty,0.569666176805977,MNIST,Schut,MLP,7,9
-8,validity,1.0,MNIST,Schut,MLP,7,9
-9,distance,12.0,MNIST,Schut,MLP,7,9
-9,distance_from_energy,370.3813171386719,MNIST,Schut,MLP,7,9
-9,distance_from_targets,232.31729125976562,MNIST,Schut,MLP,7,9
-9,redundancy,0.9923469387755102,MNIST,Schut,MLP,7,9
-9,set_size_penalty,0.5689133390410583,MNIST,Schut,MLP,7,9
+6,distance,10.0,MNIST,Schut,MLP,7,9
+6,distance_from_energy,381.89178466796875,MNIST,Schut,MLP,7,9
+6,distance_from_targets,229.14495849609375,MNIST,Schut,MLP,7,9
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,9
+6,set_size_penalty,0.0,MNIST,Schut,MLP,7,9
+6,validity,0.0,MNIST,Schut,MLP,7,9
+7,distance,10.000001907348633,MNIST,Schut,MLP,7,9
+7,distance_from_energy,395.3233337402344,MNIST,Schut,MLP,7,9
+7,distance_from_targets,215.646484375,MNIST,Schut,MLP,7,9
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,7,9
+7,set_size_penalty,0.0,MNIST,Schut,MLP,7,9
+7,validity,0.0,MNIST,Schut,MLP,7,9
+8,distance,10.000001907348633,MNIST,Schut,MLP,7,9
+8,distance_from_energy,385.0850524902344,MNIST,Schut,MLP,7,9
+8,distance_from_targets,297.2471008300781,MNIST,Schut,MLP,7,9
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,9
+8,set_size_penalty,0.0,MNIST,Schut,MLP,7,9
+8,validity,0.0,MNIST,Schut,MLP,7,9
+9,distance,10.000000953674316,MNIST,Schut,MLP,7,9
+9,distance_from_energy,368.4199523925781,MNIST,Schut,MLP,7,9
+9,distance_from_targets,229.06167602539062,MNIST,Schut,MLP,7,9
+9,redundancy,0.9846938775510204,MNIST,Schut,MLP,7,9
+9,set_size_penalty,0.582632288986022,MNIST,Schut,MLP,7,9
 9,validity,1.0,MNIST,Schut,MLP,7,9
-10,distance,26.0,MNIST,Schut,MLP,7,9
-10,distance_from_energy,358.8844909667969,MNIST,Schut,MLP,7,9
-10,distance_from_targets,231.1683807373047,MNIST,Schut,MLP,7,9
-10,redundancy,0.9834183673469388,MNIST,Schut,MLP,7,9
-10,set_size_penalty,0.5697731123218852,MNIST,Schut,MLP,7,9
-10,validity,1.0,MNIST,Schut,MLP,7,9
+10,distance,10.000000953674316,MNIST,Schut,MLP,7,9
+10,distance_from_energy,359.314453125,MNIST,Schut,MLP,7,9
+10,distance_from_targets,229.68556213378906,MNIST,Schut,MLP,7,9
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,7,9
+10,set_size_penalty,0.0,MNIST,Schut,MLP,7,9
+10,validity,0.0,MNIST,Schut,MLP,7,9
 11,distance,129.92477416992188,MNIST,Wachter,MLP Ensemble,7,9
 11,distance_from_energy,345.4881286621094,MNIST,Wachter,MLP Ensemble,7,9
 11,distance_from_targets,391.5091552734375,MNIST,Wachter,MLP Ensemble,7,9
@@ -34409,36 +34409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,7,9
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,7,9
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,7,9
-11,distance,32.0,MNIST,Schut,MLP Ensemble,7,9
-11,distance_from_energy,352.2831726074219,MNIST,Schut,MLP Ensemble,7,9
-11,distance_from_targets,325.4080810546875,MNIST,Schut,MLP Ensemble,7,9
-11,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,7,9
-11,set_size_penalty,0.518013807993589,MNIST,Schut,MLP Ensemble,7,9
-11,validity,1.0,MNIST,Schut,MLP Ensemble,7,9
-12,distance,16.0,MNIST,Schut,MLP Ensemble,7,9
-12,distance_from_energy,336.5072937011719,MNIST,Schut,MLP Ensemble,7,9
-12,distance_from_targets,227.5059356689453,MNIST,Schut,MLP Ensemble,7,9
-12,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,7,9
-12,set_size_penalty,0.30108933572064545,MNIST,Schut,MLP Ensemble,7,9
-12,validity,1.0,MNIST,Schut,MLP Ensemble,7,9
-13,distance,18.0,MNIST,Schut,MLP Ensemble,7,9
-13,distance_from_energy,337.1136474609375,MNIST,Schut,MLP Ensemble,7,9
-13,distance_from_targets,192.72607421875,MNIST,Schut,MLP Ensemble,7,9
-13,redundancy,0.9885204081632653,MNIST,Schut,MLP Ensemble,7,9
-13,set_size_penalty,0.29396829877282094,MNIST,Schut,MLP Ensemble,7,9
-13,validity,1.0,MNIST,Schut,MLP Ensemble,7,9
-14,distance,18.0,MNIST,Schut,MLP Ensemble,7,9
-14,distance_from_energy,340.5887756347656,MNIST,Schut,MLP Ensemble,7,9
-14,distance_from_targets,213.16104125976562,MNIST,Schut,MLP Ensemble,7,9
-14,redundancy,0.9885204081632653,MNIST,Schut,MLP Ensemble,7,9
-14,set_size_penalty,0.32474487190557455,MNIST,Schut,MLP Ensemble,7,9
-14,validity,1.0,MNIST,Schut,MLP Ensemble,7,9
-15,distance,40.0,MNIST,Schut,MLP Ensemble,7,9
-15,distance_from_energy,344.1696472167969,MNIST,Schut,MLP Ensemble,7,9
-15,distance_from_targets,237.50772094726562,MNIST,Schut,MLP Ensemble,7,9
-15,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,7,9
-15,set_size_penalty,0.298468909092533,MNIST,Schut,MLP Ensemble,7,9
-15,validity,1.0,MNIST,Schut,MLP Ensemble,7,9
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,9
+11,distance_from_energy,349.7658996582031,MNIST,Schut,MLP Ensemble,7,9
+11,distance_from_targets,315.4712219238281,MNIST,Schut,MLP Ensemble,7,9
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,9
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,9
+11,validity,0.0,MNIST,Schut,MLP Ensemble,7,9
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,9
+12,distance_from_energy,334.238525390625,MNIST,Schut,MLP Ensemble,7,9
+12,distance_from_targets,221.46044921875,MNIST,Schut,MLP Ensemble,7,9
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,9
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,9
+12,validity,0.0,MNIST,Schut,MLP Ensemble,7,9
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,7,9
+13,distance_from_energy,338.8694152832031,MNIST,Schut,MLP Ensemble,7,9
+13,distance_from_targets,193.0587615966797,MNIST,Schut,MLP Ensemble,7,9
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,9
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,9
+13,validity,0.0,MNIST,Schut,MLP Ensemble,7,9
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,7,9
+14,distance_from_energy,338.2233581542969,MNIST,Schut,MLP Ensemble,7,9
+14,distance_from_targets,209.12689208984375,MNIST,Schut,MLP Ensemble,7,9
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,7,9
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,9
+14,validity,0.0,MNIST,Schut,MLP Ensemble,7,9
+15,distance,10.0,MNIST,Schut,MLP Ensemble,7,9
+15,distance_from_energy,348.4927673339844,MNIST,Schut,MLP Ensemble,7,9
+15,distance_from_targets,240.45115661621094,MNIST,Schut,MLP Ensemble,7,9
+15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,7,9
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,7,9
+15,validity,0.0,MNIST,Schut,MLP Ensemble,7,9
 16,distance,120.55751037597656,MNIST,Wachter,JEM,7,9
 16,distance_from_energy,194.0676727294922,MNIST,Wachter,JEM,7,9
 16,distance_from_targets,285.9538879394531,MNIST,Wachter,JEM,7,9
@@ -34529,36 +34529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,7,9
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,7,9
 20,validity,1.0,MNIST,ECCCo,JEM,7,9
-16,distance,16.0,MNIST,Schut,JEM,7,9
-16,distance_from_energy,179.0097198486328,MNIST,Schut,JEM,7,9
-16,distance_from_targets,212.0731201171875,MNIST,Schut,JEM,7,9
-16,redundancy,0.9897959183673469,MNIST,Schut,JEM,7,9
-16,set_size_penalty,4.500273935652757,MNIST,Schut,JEM,7,9
-16,validity,1.0,MNIST,Schut,JEM,7,9
-17,distance,18.0,MNIST,Schut,JEM,7,9
-17,distance_from_energy,187.9206085205078,MNIST,Schut,JEM,7,9
-17,distance_from_targets,271.9286193847656,MNIST,Schut,JEM,7,9
-17,redundancy,0.9885204081632653,MNIST,Schut,JEM,7,9
-17,set_size_penalty,4.500388258927735,MNIST,Schut,JEM,7,9
-17,validity,1.0,MNIST,Schut,JEM,7,9
-18,distance,4.0,MNIST,Schut,JEM,7,9
-18,distance_from_energy,184.37130737304688,MNIST,Schut,JEM,7,9
-18,distance_from_targets,253.12118530273438,MNIST,Schut,JEM,7,9
-18,redundancy,0.9974489795918368,MNIST,Schut,JEM,7,9
-18,set_size_penalty,4.506800630459304,MNIST,Schut,JEM,7,9
+16,distance,10.000000953674316,MNIST,Schut,JEM,7,9
+16,distance_from_energy,180.2232666015625,MNIST,Schut,JEM,7,9
+16,distance_from_targets,209.98736572265625,MNIST,Schut,JEM,7,9
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,7,9
+16,set_size_penalty,0.0,MNIST,Schut,JEM,7,9
+16,validity,0.0,MNIST,Schut,JEM,7,9
+17,distance,10.000001907348633,MNIST,Schut,JEM,7,9
+17,distance_from_energy,185.05274963378906,MNIST,Schut,JEM,7,9
+17,distance_from_targets,266.9393310546875,MNIST,Schut,JEM,7,9
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,7,9
+17,set_size_penalty,0.0,MNIST,Schut,JEM,7,9
+17,validity,0.0,MNIST,Schut,JEM,7,9
+18,distance,4.100000858306885,MNIST,Schut,JEM,7,9
+18,distance_from_energy,183.28199768066406,MNIST,Schut,JEM,7,9
+18,distance_from_targets,251.24432373046875,MNIST,Schut,JEM,7,9
+18,redundancy,0.9936224489795918,MNIST,Schut,JEM,7,9
+18,set_size_penalty,4.5080982644572485,MNIST,Schut,JEM,7,9
 18,validity,1.0,MNIST,Schut,JEM,7,9
-19,distance,6.0,MNIST,Schut,JEM,7,9
-19,distance_from_energy,159.91111755371094,MNIST,Schut,JEM,7,9
-19,distance_from_targets,211.66943359375,MNIST,Schut,JEM,7,9
-19,redundancy,0.9961734693877551,MNIST,Schut,JEM,7,9
-19,set_size_penalty,4.500099303871172,MNIST,Schut,JEM,7,9
+19,distance,4.40000057220459,MNIST,Schut,JEM,7,9
+19,distance_from_energy,158.86253356933594,MNIST,Schut,JEM,7,9
+19,distance_from_targets,210.1497039794922,MNIST,Schut,JEM,7,9
+19,redundancy,0.9936224489795918,MNIST,Schut,JEM,7,9
+19,set_size_penalty,4.5074039549191,MNIST,Schut,JEM,7,9
 19,validity,1.0,MNIST,Schut,JEM,7,9
-20,distance,14.0,MNIST,Schut,JEM,7,9
-20,distance_from_energy,171.0687713623047,MNIST,Schut,JEM,7,9
-20,distance_from_targets,223.29270935058594,MNIST,Schut,JEM,7,9
-20,redundancy,0.9910714285714286,MNIST,Schut,JEM,7,9
-20,set_size_penalty,4.501283240423253,MNIST,Schut,JEM,7,9
-20,validity,1.0,MNIST,Schut,JEM,7,9
+20,distance,10.000001907348633,MNIST,Schut,JEM,7,9
+20,distance_from_energy,171.35867309570312,MNIST,Schut,JEM,7,9
+20,distance_from_targets,220.33230590820312,MNIST,Schut,JEM,7,9
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,7,9
+20,set_size_penalty,0.0,MNIST,Schut,JEM,7,9
+20,validity,0.0,MNIST,Schut,JEM,7,9
 1,distance,123.87004852294922,MNIST,Wachter,JEM Ensemble,8,0
 1,distance_from_energy,253.3623809814453,MNIST,Wachter,JEM Ensemble,8,0
 1,distance_from_targets,438.0937805175781,MNIST,Wachter,JEM Ensemble,8,0
@@ -34649,36 +34649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,8,0
 5,set_size_penalty,2.0676493830948197,MNIST,ECCCo,JEM Ensemble,8,0
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,8,0
-1,distance,20.0,MNIST,Schut,JEM Ensemble,8,0
-1,distance_from_energy,239.78671264648438,MNIST,Schut,JEM Ensemble,8,0
-1,distance_from_targets,379.4945373535156,MNIST,Schut,JEM Ensemble,8,0
-1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,0
-1,set_size_penalty,2.9862997946466034,MNIST,Schut,JEM Ensemble,8,0
-1,validity,1.0,MNIST,Schut,JEM Ensemble,8,0
-2,distance,44.0,MNIST,Schut,JEM Ensemble,8,0
-2,distance_from_energy,235.92556762695312,MNIST,Schut,JEM Ensemble,8,0
-2,distance_from_targets,373.20587158203125,MNIST,Schut,JEM Ensemble,8,0
-2,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,8,0
-2,set_size_penalty,3.167831566321577,MNIST,Schut,JEM Ensemble,8,0
-2,validity,1.0,MNIST,Schut,JEM Ensemble,8,0
-3,distance,42.0,MNIST,Schut,JEM Ensemble,8,0
-3,distance_from_energy,202.3026123046875,MNIST,Schut,JEM Ensemble,8,0
-3,distance_from_targets,322.2915954589844,MNIST,Schut,JEM Ensemble,8,0
-3,redundancy,0.9732142857142857,MNIST,Schut,JEM Ensemble,8,0
-3,set_size_penalty,2.983176201923178,MNIST,Schut,JEM Ensemble,8,0
-3,validity,1.0,MNIST,Schut,JEM Ensemble,8,0
-4,distance,38.0,MNIST,Schut,JEM Ensemble,8,0
-4,distance_from_energy,227.04624938964844,MNIST,Schut,JEM Ensemble,8,0
-4,distance_from_targets,323.3331298828125,MNIST,Schut,JEM Ensemble,8,0
-4,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,8,0
-4,set_size_penalty,3.118070056986695,MNIST,Schut,JEM Ensemble,8,0
-4,validity,1.0,MNIST,Schut,JEM Ensemble,8,0
-5,distance,36.0,MNIST,Schut,JEM Ensemble,8,0
-5,distance_from_energy,219.7450714111328,MNIST,Schut,JEM Ensemble,8,0
-5,distance_from_targets,303.34613037109375,MNIST,Schut,JEM Ensemble,8,0
-5,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,8,0
-5,set_size_penalty,2.7383902118206787,MNIST,Schut,JEM Ensemble,8,0
-5,validity,1.0,MNIST,Schut,JEM Ensemble,8,0
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,0
+1,distance_from_energy,239.78102111816406,MNIST,Schut,JEM Ensemble,8,0
+1,distance_from_targets,373.8974914550781,MNIST,Schut,JEM Ensemble,8,0
+1,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,8,0
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,0
+1,validity,0.0,MNIST,Schut,JEM Ensemble,8,0
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,0
+2,distance_from_energy,238.31109619140625,MNIST,Schut,JEM Ensemble,8,0
+2,distance_from_targets,369.51348876953125,MNIST,Schut,JEM Ensemble,8,0
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,0
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,0
+2,validity,0.0,MNIST,Schut,JEM Ensemble,8,0
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,0
+3,distance_from_energy,203.95672607421875,MNIST,Schut,JEM Ensemble,8,0
+3,distance_from_targets,316.7030029296875,MNIST,Schut,JEM Ensemble,8,0
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,0
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,0
+3,validity,0.0,MNIST,Schut,JEM Ensemble,8,0
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,0
+4,distance_from_energy,234.35462951660156,MNIST,Schut,JEM Ensemble,8,0
+4,distance_from_targets,325.7808532714844,MNIST,Schut,JEM Ensemble,8,0
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,0
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,0
+4,validity,0.0,MNIST,Schut,JEM Ensemble,8,0
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,0
+5,distance_from_energy,225.06300354003906,MNIST,Schut,JEM Ensemble,8,0
+5,distance_from_targets,305.1671447753906,MNIST,Schut,JEM Ensemble,8,0
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,0
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,0
+5,validity,0.0,MNIST,Schut,JEM Ensemble,8,0
 6,distance,119.71836853027344,MNIST,Wachter,MLP,8,0
 6,distance_from_energy,379.368896484375,MNIST,Wachter,MLP,8,0
 6,distance_from_targets,366.0386657714844,MNIST,Wachter,MLP,8,0
@@ -34769,36 +34769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,8,0
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,8,0
 10,validity,1.0,MNIST,ECCCo,MLP,8,0
-6,distance,18.0,MNIST,Schut,MLP,8,0
-6,distance_from_energy,358.3544616699219,MNIST,Schut,MLP,8,0
-6,distance_from_targets,297.46807861328125,MNIST,Schut,MLP,8,0
-6,redundancy,0.9885204081632653,MNIST,Schut,MLP,8,0
-6,set_size_penalty,0.5687599451365652,MNIST,Schut,MLP,8,0
-6,validity,1.0,MNIST,Schut,MLP,8,0
-7,distance,38.0,MNIST,Schut,MLP,8,0
-7,distance_from_energy,381.2717590332031,MNIST,Schut,MLP,8,0
-7,distance_from_targets,301.01007080078125,MNIST,Schut,MLP,8,0
-7,redundancy,0.9757653061224489,MNIST,Schut,MLP,8,0
-7,set_size_penalty,0.5704558970288436,MNIST,Schut,MLP,8,0
-7,validity,1.0,MNIST,Schut,MLP,8,0
-8,distance,32.0,MNIST,Schut,MLP,8,0
-8,distance_from_energy,350.5749206542969,MNIST,Schut,MLP,8,0
-8,distance_from_targets,339.8426513671875,MNIST,Schut,MLP,8,0
-8,redundancy,0.9795918367346939,MNIST,Schut,MLP,8,0
-8,set_size_penalty,0.5688558408453046,MNIST,Schut,MLP,8,0
-8,validity,1.0,MNIST,Schut,MLP,8,0
-9,distance,30.0,MNIST,Schut,MLP,8,0
-9,distance_from_energy,374.6664733886719,MNIST,Schut,MLP,8,0
-9,distance_from_targets,346.0244445800781,MNIST,Schut,MLP,8,0
-9,redundancy,0.9808673469387755,MNIST,Schut,MLP,8,0
-9,set_size_penalty,0.5702268298950508,MNIST,Schut,MLP,8,0
-9,validity,1.0,MNIST,Schut,MLP,8,0
-10,distance,28.0,MNIST,Schut,MLP,8,0
-10,distance_from_energy,374.76007080078125,MNIST,Schut,MLP,8,0
-10,distance_from_targets,346.9642333984375,MNIST,Schut,MLP,8,0
-10,redundancy,0.9821428571428571,MNIST,Schut,MLP,8,0
-10,set_size_penalty,0.5717710055480489,MNIST,Schut,MLP,8,0
-10,validity,1.0,MNIST,Schut,MLP,8,0
+6,distance,10.000001907348633,MNIST,Schut,MLP,8,0
+6,distance_from_energy,360.62530517578125,MNIST,Schut,MLP,8,0
+6,distance_from_targets,299.1730651855469,MNIST,Schut,MLP,8,0
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,0
+6,set_size_penalty,0.0,MNIST,Schut,MLP,8,0
+6,validity,0.0,MNIST,Schut,MLP,8,0
+7,distance,10.000000953674316,MNIST,Schut,MLP,8,0
+7,distance_from_energy,388.44940185546875,MNIST,Schut,MLP,8,0
+7,distance_from_targets,305.11614990234375,MNIST,Schut,MLP,8,0
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,8,0
+7,set_size_penalty,0.0,MNIST,Schut,MLP,8,0
+7,validity,0.0,MNIST,Schut,MLP,8,0
+8,distance,10.000001907348633,MNIST,Schut,MLP,8,0
+8,distance_from_energy,355.7410888671875,MNIST,Schut,MLP,8,0
+8,distance_from_targets,341.7002258300781,MNIST,Schut,MLP,8,0
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,0
+8,set_size_penalty,0.0,MNIST,Schut,MLP,8,0
+8,validity,0.0,MNIST,Schut,MLP,8,0
+9,distance,10.000001907348633,MNIST,Schut,MLP,8,0
+9,distance_from_energy,378.4330749511719,MNIST,Schut,MLP,8,0
+9,distance_from_targets,342.0210266113281,MNIST,Schut,MLP,8,0
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,0
+9,set_size_penalty,0.0,MNIST,Schut,MLP,8,0
+9,validity,0.0,MNIST,Schut,MLP,8,0
+10,distance,10.000001907348633,MNIST,Schut,MLP,8,0
+10,distance_from_energy,377.5159912109375,MNIST,Schut,MLP,8,0
+10,distance_from_targets,345.4260559082031,MNIST,Schut,MLP,8,0
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,0
+10,set_size_penalty,0.0,MNIST,Schut,MLP,8,0
+10,validity,0.0,MNIST,Schut,MLP,8,0
 11,distance,118.42112731933594,MNIST,Wachter,MLP Ensemble,8,0
 11,distance_from_energy,358.4163818359375,MNIST,Wachter,MLP Ensemble,8,0
 11,distance_from_targets,329.17724609375,MNIST,Wachter,MLP Ensemble,8,0
@@ -34889,36 +34889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,8,0
 15,set_size_penalty,0.2919241971069768,MNIST,ECCCo,MLP Ensemble,8,0
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,8,0
-11,distance,24.0,MNIST,Schut,MLP Ensemble,8,0
-11,distance_from_energy,352.02984619140625,MNIST,Schut,MLP Ensemble,8,0
-11,distance_from_targets,261.4046630859375,MNIST,Schut,MLP Ensemble,8,0
-11,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,8,0
-11,set_size_penalty,0.30178903707556337,MNIST,Schut,MLP Ensemble,8,0
-11,validity,1.0,MNIST,Schut,MLP Ensemble,8,0
-12,distance,48.0,MNIST,Schut,MLP Ensemble,8,0
-12,distance_from_energy,331.4584655761719,MNIST,Schut,MLP Ensemble,8,0
-12,distance_from_targets,360.246337890625,MNIST,Schut,MLP Ensemble,8,0
-12,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,8,0
-12,set_size_penalty,0.3845596783725116,MNIST,Schut,MLP Ensemble,8,0
-12,validity,1.0,MNIST,Schut,MLP Ensemble,8,0
-13,distance,62.0,MNIST,Schut,MLP Ensemble,8,0
-13,distance_from_energy,310.6973571777344,MNIST,Schut,MLP Ensemble,8,0
-13,distance_from_targets,383.3130187988281,MNIST,Schut,MLP Ensemble,8,0
-13,redundancy,0.9604591836734694,MNIST,Schut,MLP Ensemble,8,0
-13,set_size_penalty,0.33750283952772686,MNIST,Schut,MLP Ensemble,8,0
-13,validity,1.0,MNIST,Schut,MLP Ensemble,8,0
-14,distance,54.0,MNIST,Schut,MLP Ensemble,8,0
-14,distance_from_energy,336.5511474609375,MNIST,Schut,MLP Ensemble,8,0
-14,distance_from_targets,315.1275329589844,MNIST,Schut,MLP Ensemble,8,0
-14,redundancy,0.9655612244897959,MNIST,Schut,MLP Ensemble,8,0
-14,set_size_penalty,0.3077605877937726,MNIST,Schut,MLP Ensemble,8,0
-14,validity,1.0,MNIST,Schut,MLP Ensemble,8,0
-15,distance,22.0,MNIST,Schut,MLP Ensemble,8,0
-15,distance_from_energy,330.62847900390625,MNIST,Schut,MLP Ensemble,8,0
-15,distance_from_targets,279.9149475097656,MNIST,Schut,MLP Ensemble,8,0
-15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,8,0
-15,set_size_penalty,0.29918139853264836,MNIST,Schut,MLP Ensemble,8,0
-15,validity,1.0,MNIST,Schut,MLP Ensemble,8,0
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,0
+11,distance_from_energy,358.48699951171875,MNIST,Schut,MLP Ensemble,8,0
+11,distance_from_targets,263.2485046386719,MNIST,Schut,MLP Ensemble,8,0
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,0
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,0
+11,validity,0.0,MNIST,Schut,MLP Ensemble,8,0
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,8,0
+12,distance_from_energy,336.2282409667969,MNIST,Schut,MLP Ensemble,8,0
+12,distance_from_targets,364.58721923828125,MNIST,Schut,MLP Ensemble,8,0
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,0
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,0
+12,validity,0.0,MNIST,Schut,MLP Ensemble,8,0
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,0
+13,distance_from_energy,327.3754577636719,MNIST,Schut,MLP Ensemble,8,0
+13,distance_from_targets,392.18743896484375,MNIST,Schut,MLP Ensemble,8,0
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,0
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,0
+13,validity,0.0,MNIST,Schut,MLP Ensemble,8,0
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,0
+14,distance_from_energy,347.5472717285156,MNIST,Schut,MLP Ensemble,8,0
+14,distance_from_targets,323.1809997558594,MNIST,Schut,MLP Ensemble,8,0
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,0
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,0
+14,validity,0.0,MNIST,Schut,MLP Ensemble,8,0
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,0
+15,distance_from_energy,334.69024658203125,MNIST,Schut,MLP Ensemble,8,0
+15,distance_from_targets,281.5990905761719,MNIST,Schut,MLP Ensemble,8,0
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,0
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,0
+15,validity,0.0,MNIST,Schut,MLP Ensemble,8,0
 16,distance,185.29212951660156,MNIST,Wachter,JEM,8,0
 16,distance_from_energy,232.38999938964844,MNIST,Wachter,JEM,8,0
 16,distance_from_targets,409.24298095703125,MNIST,Wachter,JEM,8,0
@@ -35009,36 +35009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,8,0
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,8,0
 20,validity,1.0,MNIST,ECCCo,JEM,8,0
-16,distance,66.0,MNIST,Schut,JEM,8,0
-16,distance_from_energy,229.76345825195312,MNIST,Schut,JEM,8,0
-16,distance_from_targets,321.7514343261719,MNIST,Schut,JEM,8,0
-16,redundancy,0.9579081632653061,MNIST,Schut,JEM,8,0
-16,set_size_penalty,4.506876277200228,MNIST,Schut,JEM,8,0
-16,validity,1.0,MNIST,Schut,JEM,8,0
-17,distance,16.0,MNIST,Schut,JEM,8,0
-17,distance_from_energy,177.8970947265625,MNIST,Schut,JEM,8,0
-17,distance_from_targets,251.16481018066406,MNIST,Schut,JEM,8,0
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,8,0
-17,set_size_penalty,4.5005345154883605,MNIST,Schut,JEM,8,0
-17,validity,1.0,MNIST,Schut,JEM,8,0
-18,distance,44.0,MNIST,Schut,JEM,8,0
-18,distance_from_energy,241.85325622558594,MNIST,Schut,JEM,8,0
-18,distance_from_targets,310.2281494140625,MNIST,Schut,JEM,8,0
-18,redundancy,0.9719387755102041,MNIST,Schut,JEM,8,0
-18,set_size_penalty,4.50336095985522,MNIST,Schut,JEM,8,0
-18,validity,1.0,MNIST,Schut,JEM,8,0
-19,distance,14.0,MNIST,Schut,JEM,8,0
-19,distance_from_energy,203.20635986328125,MNIST,Schut,JEM,8,0
-19,distance_from_targets,259.7065734863281,MNIST,Schut,JEM,8,0
-19,redundancy,0.9910714285714286,MNIST,Schut,JEM,8,0
-19,set_size_penalty,4.501180150798091,MNIST,Schut,JEM,8,0
-19,validity,1.0,MNIST,Schut,JEM,8,0
-20,distance,42.0,MNIST,Schut,JEM,8,0
-20,distance_from_energy,253.62765502929688,MNIST,Schut,JEM,8,0
-20,distance_from_targets,348.4998779296875,MNIST,Schut,JEM,8,0
-20,redundancy,0.9732142857142857,MNIST,Schut,JEM,8,0
-20,set_size_penalty,4.504901282199805,MNIST,Schut,JEM,8,0
-20,validity,1.0,MNIST,Schut,JEM,8,0
+16,distance,10.000001907348633,MNIST,Schut,JEM,8,0
+16,distance_from_energy,234.35064697265625,MNIST,Schut,JEM,8,0
+16,distance_from_targets,329.9961242675781,MNIST,Schut,JEM,8,0
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,0
+16,set_size_penalty,0.0,MNIST,Schut,JEM,8,0
+16,validity,0.0,MNIST,Schut,JEM,8,0
+17,distance,10.000001907348633,MNIST,Schut,JEM,8,0
+17,distance_from_energy,174.95669555664062,MNIST,Schut,JEM,8,0
+17,distance_from_targets,247.45864868164062,MNIST,Schut,JEM,8,0
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,0
+17,set_size_penalty,0.0,MNIST,Schut,JEM,8,0
+17,validity,0.0,MNIST,Schut,JEM,8,0
+18,distance,10.0,MNIST,Schut,JEM,8,0
+18,distance_from_energy,247.7586669921875,MNIST,Schut,JEM,8,0
+18,distance_from_targets,306.3092956542969,MNIST,Schut,JEM,8,0
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,0
+18,set_size_penalty,0.0,MNIST,Schut,JEM,8,0
+18,validity,0.0,MNIST,Schut,JEM,8,0
+19,distance,10.000001907348633,MNIST,Schut,JEM,8,0
+19,distance_from_energy,201.73025512695312,MNIST,Schut,JEM,8,0
+19,distance_from_targets,257.37255859375,MNIST,Schut,JEM,8,0
+19,redundancy,0.9846938775510204,MNIST,Schut,JEM,8,0
+19,set_size_penalty,0.0,MNIST,Schut,JEM,8,0
+19,validity,0.0,MNIST,Schut,JEM,8,0
+20,distance,10.0,MNIST,Schut,JEM,8,0
+20,distance_from_energy,252.2962646484375,MNIST,Schut,JEM,8,0
+20,distance_from_targets,349.9399108886719,MNIST,Schut,JEM,8,0
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,0
+20,set_size_penalty,0.0,MNIST,Schut,JEM,8,0
+20,validity,0.0,MNIST,Schut,JEM,8,0
 1,distance,130.01890563964844,MNIST,Wachter,JEM Ensemble,8,1
 1,distance_from_energy,195.3936004638672,MNIST,Wachter,JEM Ensemble,8,1
 1,distance_from_targets,330.357666015625,MNIST,Wachter,JEM Ensemble,8,1
@@ -35129,35 +35129,35 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,8,1
 5,set_size_penalty,2.0676493830950355,MNIST,ECCCo,JEM Ensemble,8,1
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,8,1
-1,distance,26.0,MNIST,Schut,JEM Ensemble,8,1
-1,distance_from_energy,189.5249481201172,MNIST,Schut,JEM Ensemble,8,1
-1,distance_from_targets,247.91488647460938,MNIST,Schut,JEM Ensemble,8,1
-1,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,8,1
-1,set_size_penalty,2.712566646730009,MNIST,Schut,JEM Ensemble,8,1
-1,validity,1.0,MNIST,Schut,JEM Ensemble,8,1
-2,distance,24.0,MNIST,Schut,JEM Ensemble,8,1
-2,distance_from_energy,192.33047485351562,MNIST,Schut,JEM Ensemble,8,1
-2,distance_from_targets,280.4543151855469,MNIST,Schut,JEM Ensemble,8,1
-2,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,8,1
-2,set_size_penalty,3.4413387500583346,MNIST,Schut,JEM Ensemble,8,1
-2,validity,1.0,MNIST,Schut,JEM Ensemble,8,1
-3,distance,26.0,MNIST,Schut,JEM Ensemble,8,1
-3,distance_from_energy,186.8267364501953,MNIST,Schut,JEM Ensemble,8,1
-3,distance_from_targets,244.55148315429688,MNIST,Schut,JEM Ensemble,8,1
-3,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,8,1
-3,set_size_penalty,2.525516980464343,MNIST,Schut,JEM Ensemble,8,1
-3,validity,1.0,MNIST,Schut,JEM Ensemble,8,1
-4,distance,12.0,MNIST,Schut,JEM Ensemble,8,1
-4,distance_from_energy,179.03089904785156,MNIST,Schut,JEM Ensemble,8,1
-4,distance_from_targets,242.21047973632812,MNIST,Schut,JEM Ensemble,8,1
-4,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,8,1
-4,set_size_penalty,2.9469438761644744,MNIST,Schut,JEM Ensemble,8,1
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,1
+1,distance_from_energy,190.4919891357422,MNIST,Schut,JEM Ensemble,8,1
+1,distance_from_targets,243.78221130371094,MNIST,Schut,JEM Ensemble,8,1
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,1
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,1
+1,validity,0.0,MNIST,Schut,JEM Ensemble,8,1
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,1
+2,distance_from_energy,190.5669708251953,MNIST,Schut,JEM Ensemble,8,1
+2,distance_from_targets,276.4707946777344,MNIST,Schut,JEM Ensemble,8,1
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,1
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,1
+2,validity,0.0,MNIST,Schut,JEM Ensemble,8,1
+3,distance,10.0,MNIST,Schut,JEM Ensemble,8,1
+3,distance_from_energy,186.14552307128906,MNIST,Schut,JEM Ensemble,8,1
+3,distance_from_targets,239.78965759277344,MNIST,Schut,JEM Ensemble,8,1
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,1
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,1
+3,validity,0.0,MNIST,Schut,JEM Ensemble,8,1
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,1
+4,distance_from_energy,176.46559143066406,MNIST,Schut,JEM Ensemble,8,1
+4,distance_from_targets,240.49281311035156,MNIST,Schut,JEM Ensemble,8,1
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,1
+4,set_size_penalty,3.3431775617353097,MNIST,Schut,JEM Ensemble,8,1
 4,validity,1.0,MNIST,Schut,JEM Ensemble,8,1
-5,distance,6.0,MNIST,Schut,JEM Ensemble,8,1
-5,distance_from_energy,165.10528564453125,MNIST,Schut,JEM Ensemble,8,1
-5,distance_from_targets,248.13331604003906,MNIST,Schut,JEM Ensemble,8,1
-5,redundancy,0.9961734693877551,MNIST,Schut,JEM Ensemble,8,1
-5,set_size_penalty,3.2604169441930333,MNIST,Schut,JEM Ensemble,8,1
+5,distance,6.500000953674316,MNIST,Schut,JEM Ensemble,8,1
+5,distance_from_energy,165.34750366210938,MNIST,Schut,JEM Ensemble,8,1
+5,distance_from_targets,246.73634338378906,MNIST,Schut,JEM Ensemble,8,1
+5,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,8,1
+5,set_size_penalty,3.0983856935083516,MNIST,Schut,JEM Ensemble,8,1
 5,validity,1.0,MNIST,Schut,JEM Ensemble,8,1
 6,distance,132.321533203125,MNIST,Wachter,MLP,8,1
 6,distance_from_energy,369.0679626464844,MNIST,Wachter,MLP,8,1
@@ -35249,36 +35249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,8,1
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,8,1
 10,validity,1.0,MNIST,ECCCo,MLP,8,1
-6,distance,28.0,MNIST,Schut,MLP,8,1
-6,distance_from_energy,367.1036376953125,MNIST,Schut,MLP,8,1
-6,distance_from_targets,238.32408142089844,MNIST,Schut,MLP,8,1
-6,redundancy,0.9821428571428571,MNIST,Schut,MLP,8,1
-6,set_size_penalty,0.5690375391425868,MNIST,Schut,MLP,8,1
-6,validity,1.0,MNIST,Schut,MLP,8,1
-7,distance,22.0,MNIST,Schut,MLP,8,1
-7,distance_from_energy,367.6651916503906,MNIST,Schut,MLP,8,1
-7,distance_from_targets,253.49887084960938,MNIST,Schut,MLP,8,1
+6,distance,10.0,MNIST,Schut,MLP,8,1
+6,distance_from_energy,370.6561279296875,MNIST,Schut,MLP,8,1
+6,distance_from_targets,236.73873901367188,MNIST,Schut,MLP,8,1
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,1
+6,set_size_penalty,0.0,MNIST,Schut,MLP,8,1
+6,validity,0.0,MNIST,Schut,MLP,8,1
+7,distance,10.000000953674316,MNIST,Schut,MLP,8,1
+7,distance_from_energy,369.234375,MNIST,Schut,MLP,8,1
+7,distance_from_targets,250.09922790527344,MNIST,Schut,MLP,8,1
 7,redundancy,0.985969387755102,MNIST,Schut,MLP,8,1
-7,set_size_penalty,0.5719300102593781,MNIST,Schut,MLP,8,1
-7,validity,1.0,MNIST,Schut,MLP,8,1
-8,distance,22.0,MNIST,Schut,MLP,8,1
-8,distance_from_energy,360.153076171875,MNIST,Schut,MLP,8,1
-8,distance_from_targets,246.03233337402344,MNIST,Schut,MLP,8,1
+7,set_size_penalty,0.0,MNIST,Schut,MLP,8,1
+7,validity,0.0,MNIST,Schut,MLP,8,1
+8,distance,10.000000953674316,MNIST,Schut,MLP,8,1
+8,distance_from_energy,362.1268310546875,MNIST,Schut,MLP,8,1
+8,distance_from_targets,244.03076171875,MNIST,Schut,MLP,8,1
 8,redundancy,0.985969387755102,MNIST,Schut,MLP,8,1
-8,set_size_penalty,0.5724883340169384,MNIST,Schut,MLP,8,1
-8,validity,1.0,MNIST,Schut,MLP,8,1
-9,distance,22.0,MNIST,Schut,MLP,8,1
-9,distance_from_energy,359.0429382324219,MNIST,Schut,MLP,8,1
-9,distance_from_targets,235.79335021972656,MNIST,Schut,MLP,8,1
-9,redundancy,0.985969387755102,MNIST,Schut,MLP,8,1
-9,set_size_penalty,0.5708125739408145,MNIST,Schut,MLP,8,1
-9,validity,1.0,MNIST,Schut,MLP,8,1
-10,distance,26.0,MNIST,Schut,MLP,8,1
-10,distance_from_energy,366.2542724609375,MNIST,Schut,MLP,8,1
-10,distance_from_targets,237.83526611328125,MNIST,Schut,MLP,8,1
-10,redundancy,0.9834183673469388,MNIST,Schut,MLP,8,1
-10,set_size_penalty,0.5692622315368314,MNIST,Schut,MLP,8,1
-10,validity,1.0,MNIST,Schut,MLP,8,1
+8,set_size_penalty,0.0,MNIST,Schut,MLP,8,1
+8,validity,0.0,MNIST,Schut,MLP,8,1
+9,distance,10.000001907348633,MNIST,Schut,MLP,8,1
+9,distance_from_energy,360.44305419921875,MNIST,Schut,MLP,8,1
+9,distance_from_targets,235.8279571533203,MNIST,Schut,MLP,8,1
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,1
+9,set_size_penalty,0.0,MNIST,Schut,MLP,8,1
+9,validity,0.0,MNIST,Schut,MLP,8,1
+10,distance,10.000001907348633,MNIST,Schut,MLP,8,1
+10,distance_from_energy,368.7626953125,MNIST,Schut,MLP,8,1
+10,distance_from_targets,237.38465881347656,MNIST,Schut,MLP,8,1
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,8,1
+10,set_size_penalty,0.0,MNIST,Schut,MLP,8,1
+10,validity,0.0,MNIST,Schut,MLP,8,1
 11,distance,124.88844299316406,MNIST,Wachter,MLP Ensemble,8,1
 11,distance_from_energy,344.5360107421875,MNIST,Wachter,MLP Ensemble,8,1
 11,distance_from_targets,314.5975341796875,MNIST,Wachter,MLP Ensemble,8,1
@@ -35369,36 +35369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,8,1
 15,set_size_penalty,0.2919241971066202,MNIST,ECCCo,MLP Ensemble,8,1
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,8,1
-11,distance,22.0,MNIST,Schut,MLP Ensemble,8,1
-11,distance_from_energy,349.3523864746094,MNIST,Schut,MLP Ensemble,8,1
-11,distance_from_targets,236.86117553710938,MNIST,Schut,MLP Ensemble,8,1
-11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,8,1
-11,set_size_penalty,0.2944140138093012,MNIST,Schut,MLP Ensemble,8,1
-11,validity,1.0,MNIST,Schut,MLP Ensemble,8,1
-12,distance,24.0,MNIST,Schut,MLP Ensemble,8,1
-12,distance_from_energy,354.62481689453125,MNIST,Schut,MLP Ensemble,8,1
-12,distance_from_targets,237.4222412109375,MNIST,Schut,MLP Ensemble,8,1
-12,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,8,1
-12,set_size_penalty,0.29733272449414927,MNIST,Schut,MLP Ensemble,8,1
-12,validity,1.0,MNIST,Schut,MLP Ensemble,8,1
-13,distance,22.0,MNIST,Schut,MLP Ensemble,8,1
-13,distance_from_energy,337.895751953125,MNIST,Schut,MLP Ensemble,8,1
-13,distance_from_targets,238.62950134277344,MNIST,Schut,MLP Ensemble,8,1
-13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,8,1
-13,set_size_penalty,0.2943051405191148,MNIST,Schut,MLP Ensemble,8,1
-13,validity,1.0,MNIST,Schut,MLP Ensemble,8,1
-14,distance,24.0,MNIST,Schut,MLP Ensemble,8,1
-14,distance_from_energy,323.1278991699219,MNIST,Schut,MLP Ensemble,8,1
-14,distance_from_targets,257.0154724121094,MNIST,Schut,MLP Ensemble,8,1
-14,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,8,1
-14,set_size_penalty,0.3007950911830324,MNIST,Schut,MLP Ensemble,8,1
-14,validity,1.0,MNIST,Schut,MLP Ensemble,8,1
-15,distance,26.0,MNIST,Schut,MLP Ensemble,8,1
-15,distance_from_energy,334.2994079589844,MNIST,Schut,MLP Ensemble,8,1
-15,distance_from_targets,239.1868896484375,MNIST,Schut,MLP Ensemble,8,1
-15,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,8,1
-15,set_size_penalty,0.29696921353425143,MNIST,Schut,MLP Ensemble,8,1
-15,validity,1.0,MNIST,Schut,MLP Ensemble,8,1
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,1
+11,distance_from_energy,351.6807556152344,MNIST,Schut,MLP Ensemble,8,1
+11,distance_from_targets,236.99708557128906,MNIST,Schut,MLP Ensemble,8,1
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,1
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,1
+11,validity,0.0,MNIST,Schut,MLP Ensemble,8,1
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,8,1
+12,distance_from_energy,353.8924560546875,MNIST,Schut,MLP Ensemble,8,1
+12,distance_from_targets,235.00918579101562,MNIST,Schut,MLP Ensemble,8,1
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,1
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,1
+12,validity,0.0,MNIST,Schut,MLP Ensemble,8,1
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,1
+13,distance_from_energy,341.404052734375,MNIST,Schut,MLP Ensemble,8,1
+13,distance_from_targets,238.18038940429688,MNIST,Schut,MLP Ensemble,8,1
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,1
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,1
+13,validity,0.0,MNIST,Schut,MLP Ensemble,8,1
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,8,1
+14,distance_from_energy,324.07598876953125,MNIST,Schut,MLP Ensemble,8,1
+14,distance_from_targets,257.14935302734375,MNIST,Schut,MLP Ensemble,8,1
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,1
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,1
+14,validity,0.0,MNIST,Schut,MLP Ensemble,8,1
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,1
+15,distance_from_energy,338.8038635253906,MNIST,Schut,MLP Ensemble,8,1
+15,distance_from_targets,239.17535400390625,MNIST,Schut,MLP Ensemble,8,1
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,1
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,1
+15,validity,0.0,MNIST,Schut,MLP Ensemble,8,1
 16,distance,126.24989318847656,MNIST,Wachter,JEM,8,1
 16,distance_from_energy,179.77700805664062,MNIST,Wachter,JEM,8,1
 16,distance_from_targets,321.8175354003906,MNIST,Wachter,JEM,8,1
@@ -35489,36 +35489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,8,1
 20,set_size_penalty,4.49995458016973,MNIST,ECCCo,JEM,8,1
 20,validity,1.0,MNIST,ECCCo,JEM,8,1
-16,distance,16.0,MNIST,Schut,JEM,8,1
-16,distance_from_energy,196.6045379638672,MNIST,Schut,JEM,8,1
-16,distance_from_targets,249.23602294921875,MNIST,Schut,JEM,8,1
-16,redundancy,0.9897959183673469,MNIST,Schut,JEM,8,1
-16,set_size_penalty,4.500142893787663,MNIST,Schut,JEM,8,1
-16,validity,1.0,MNIST,Schut,JEM,8,1
-17,distance,14.0,MNIST,Schut,JEM,8,1
-17,distance_from_energy,163.84254455566406,MNIST,Schut,JEM,8,1
-17,distance_from_targets,244.50497436523438,MNIST,Schut,JEM,8,1
-17,redundancy,0.9910714285714286,MNIST,Schut,JEM,8,1
-17,set_size_penalty,4.50457702000845,MNIST,Schut,JEM,8,1
-17,validity,1.0,MNIST,Schut,JEM,8,1
-18,distance,16.0,MNIST,Schut,JEM,8,1
-18,distance_from_energy,195.77407836914062,MNIST,Schut,JEM,8,1
-18,distance_from_targets,247.02642822265625,MNIST,Schut,JEM,8,1
-18,redundancy,0.9897959183673469,MNIST,Schut,JEM,8,1
-18,set_size_penalty,4.500053915724879,MNIST,Schut,JEM,8,1
-18,validity,1.0,MNIST,Schut,JEM,8,1
-19,distance,14.0,MNIST,Schut,JEM,8,1
-19,distance_from_energy,172.92919921875,MNIST,Schut,JEM,8,1
-19,distance_from_targets,259.9252624511719,MNIST,Schut,JEM,8,1
-19,redundancy,0.9910714285714286,MNIST,Schut,JEM,8,1
-19,set_size_penalty,4.499980641161637,MNIST,Schut,JEM,8,1
-19,validity,1.0,MNIST,Schut,JEM,8,1
-20,distance,18.0,MNIST,Schut,JEM,8,1
-20,distance_from_energy,190.10107421875,MNIST,Schut,JEM,8,1
-20,distance_from_targets,259.51043701171875,MNIST,Schut,JEM,8,1
-20,redundancy,0.9885204081632653,MNIST,Schut,JEM,8,1
-20,set_size_penalty,4.500246091378302,MNIST,Schut,JEM,8,1
-20,validity,1.0,MNIST,Schut,JEM,8,1
+16,distance,10.000001907348633,MNIST,Schut,JEM,8,1
+16,distance_from_energy,196.0085906982422,MNIST,Schut,JEM,8,1
+16,distance_from_targets,245.6778106689453,MNIST,Schut,JEM,8,1
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,1
+16,set_size_penalty,0.0,MNIST,Schut,JEM,8,1
+16,validity,0.0,MNIST,Schut,JEM,8,1
+17,distance,10.000000953674316,MNIST,Schut,JEM,8,1
+17,distance_from_energy,162.98329162597656,MNIST,Schut,JEM,8,1
+17,distance_from_targets,242.41845703125,MNIST,Schut,JEM,8,1
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,1
+17,set_size_penalty,0.0,MNIST,Schut,JEM,8,1
+17,validity,0.0,MNIST,Schut,JEM,8,1
+18,distance,10.000000953674316,MNIST,Schut,JEM,8,1
+18,distance_from_energy,196.03817749023438,MNIST,Schut,JEM,8,1
+18,distance_from_targets,245.85325622558594,MNIST,Schut,JEM,8,1
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,8,1
+18,set_size_penalty,0.0,MNIST,Schut,JEM,8,1
+18,validity,0.0,MNIST,Schut,JEM,8,1
+19,distance,10.000001907348633,MNIST,Schut,JEM,8,1
+19,distance_from_energy,171.84042358398438,MNIST,Schut,JEM,8,1
+19,distance_from_targets,255.21339416503906,MNIST,Schut,JEM,8,1
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,1
+19,set_size_penalty,0.0,MNIST,Schut,JEM,8,1
+19,validity,0.0,MNIST,Schut,JEM,8,1
+20,distance,10.000001907348633,MNIST,Schut,JEM,8,1
+20,distance_from_energy,184.06890869140625,MNIST,Schut,JEM,8,1
+20,distance_from_targets,252.21742248535156,MNIST,Schut,JEM,8,1
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,8,1
+20,set_size_penalty,0.0,MNIST,Schut,JEM,8,1
+20,validity,0.0,MNIST,Schut,JEM,8,1
 1,distance,154.80111694335938,MNIST,Wachter,JEM Ensemble,8,2
 1,distance_from_energy,227.4447784423828,MNIST,Wachter,JEM Ensemble,8,2
 1,distance_from_targets,396.77899169921875,MNIST,Wachter,JEM Ensemble,8,2
@@ -35609,36 +35609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,8,2
 5,set_size_penalty,2.0676493830948544,MNIST,ECCCo,JEM Ensemble,8,2
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,8,2
-1,distance,46.0,MNIST,Schut,JEM Ensemble,8,2
-1,distance_from_energy,212.62332153320312,MNIST,Schut,JEM Ensemble,8,2
-1,distance_from_targets,320.8289489746094,MNIST,Schut,JEM Ensemble,8,2
-1,redundancy,0.9706632653061225,MNIST,Schut,JEM Ensemble,8,2
-1,set_size_penalty,3.2622526208537517,MNIST,Schut,JEM Ensemble,8,2
-1,validity,1.0,MNIST,Schut,JEM Ensemble,8,2
-2,distance,26.0,MNIST,Schut,JEM Ensemble,8,2
-2,distance_from_energy,190.41934204101562,MNIST,Schut,JEM Ensemble,8,2
-2,distance_from_targets,296.7095947265625,MNIST,Schut,JEM Ensemble,8,2
-2,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,8,2
-2,set_size_penalty,2.975170252686526,MNIST,Schut,JEM Ensemble,8,2
-2,validity,1.0,MNIST,Schut,JEM Ensemble,8,2
-3,distance,24.0,MNIST,Schut,JEM Ensemble,8,2
-3,distance_from_energy,196.30776977539062,MNIST,Schut,JEM Ensemble,8,2
-3,distance_from_targets,293.6745300292969,MNIST,Schut,JEM Ensemble,8,2
-3,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,8,2
-3,set_size_penalty,3.082867410891705,MNIST,Schut,JEM Ensemble,8,2
-3,validity,1.0,MNIST,Schut,JEM Ensemble,8,2
-4,distance,24.0,MNIST,Schut,JEM Ensemble,8,2
-4,distance_from_energy,177.12567138671875,MNIST,Schut,JEM Ensemble,8,2
-4,distance_from_targets,259.52203369140625,MNIST,Schut,JEM Ensemble,8,2
-4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,8,2
-4,set_size_penalty,2.9263433586471512,MNIST,Schut,JEM Ensemble,8,2
-4,validity,1.0,MNIST,Schut,JEM Ensemble,8,2
-5,distance,30.0,MNIST,Schut,JEM Ensemble,8,2
-5,distance_from_energy,212.67237854003906,MNIST,Schut,JEM Ensemble,8,2
-5,distance_from_targets,336.35968017578125,MNIST,Schut,JEM Ensemble,8,2
-5,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,8,2
-5,set_size_penalty,3.446314677937008,MNIST,Schut,JEM Ensemble,8,2
-5,validity,1.0,MNIST,Schut,JEM Ensemble,8,2
+1,distance,10.0,MNIST,Schut,JEM Ensemble,8,2
+1,distance_from_energy,219.25018310546875,MNIST,Schut,JEM Ensemble,8,2
+1,distance_from_targets,317.5525817871094,MNIST,Schut,JEM Ensemble,8,2
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,2
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,2
+1,validity,0.0,MNIST,Schut,JEM Ensemble,8,2
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,2
+2,distance_from_energy,187.06756591796875,MNIST,Schut,JEM Ensemble,8,2
+2,distance_from_targets,288.9833984375,MNIST,Schut,JEM Ensemble,8,2
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,2
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,2
+2,validity,0.0,MNIST,Schut,JEM Ensemble,8,2
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,2
+3,distance_from_energy,197.37966918945312,MNIST,Schut,JEM Ensemble,8,2
+3,distance_from_targets,290.8927307128906,MNIST,Schut,JEM Ensemble,8,2
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,2
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,2
+3,validity,0.0,MNIST,Schut,JEM Ensemble,8,2
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,2
+4,distance_from_energy,181.00271606445312,MNIST,Schut,JEM Ensemble,8,2
+4,distance_from_targets,258.0944519042969,MNIST,Schut,JEM Ensemble,8,2
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,2
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,2
+4,validity,0.0,MNIST,Schut,JEM Ensemble,8,2
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,2
+5,distance_from_energy,210.2271728515625,MNIST,Schut,JEM Ensemble,8,2
+5,distance_from_targets,326.99859619140625,MNIST,Schut,JEM Ensemble,8,2
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,2
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,2
+5,validity,0.0,MNIST,Schut,JEM Ensemble,8,2
 6,distance,144.50164794921875,MNIST,Wachter,MLP,8,2
 6,distance_from_energy,370.3899230957031,MNIST,Wachter,MLP,8,2
 6,distance_from_targets,440.7602844238281,MNIST,Wachter,MLP,8,2
@@ -35729,36 +35729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,8,2
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,8,2
 10,validity,1.0,MNIST,ECCCo,MLP,8,2
-6,distance,42.0,MNIST,Schut,MLP,8,2
-6,distance_from_energy,367.029296875,MNIST,Schut,MLP,8,2
-6,distance_from_targets,366.3854064941406,MNIST,Schut,MLP,8,2
-6,redundancy,0.9732142857142857,MNIST,Schut,MLP,8,2
-6,set_size_penalty,0.5711968762879072,MNIST,Schut,MLP,8,2
-6,validity,1.0,MNIST,Schut,MLP,8,2
-7,distance,44.0,MNIST,Schut,MLP,8,2
-7,distance_from_energy,341.8192138671875,MNIST,Schut,MLP,8,2
-7,distance_from_targets,317.0278625488281,MNIST,Schut,MLP,8,2
-7,redundancy,0.9719387755102041,MNIST,Schut,MLP,8,2
-7,set_size_penalty,0.5709333667075718,MNIST,Schut,MLP,8,2
-7,validity,1.0,MNIST,Schut,MLP,8,2
-8,distance,16.0,MNIST,Schut,MLP,8,2
-8,distance_from_energy,347.05499267578125,MNIST,Schut,MLP,8,2
-8,distance_from_targets,306.192138671875,MNIST,Schut,MLP,8,2
-8,redundancy,0.9897959183673469,MNIST,Schut,MLP,8,2
-8,set_size_penalty,0.5715368470070905,MNIST,Schut,MLP,8,2
-8,validity,1.0,MNIST,Schut,MLP,8,2
-9,distance,32.0,MNIST,Schut,MLP,8,2
-9,distance_from_energy,362.9486389160156,MNIST,Schut,MLP,8,2
-9,distance_from_targets,283.7214660644531,MNIST,Schut,MLP,8,2
-9,redundancy,0.9795918367346939,MNIST,Schut,MLP,8,2
-9,set_size_penalty,0.5704322718211323,MNIST,Schut,MLP,8,2
-9,validity,1.0,MNIST,Schut,MLP,8,2
-10,distance,28.0,MNIST,Schut,MLP,8,2
-10,distance_from_energy,383.5768737792969,MNIST,Schut,MLP,8,2
-10,distance_from_targets,279.62158203125,MNIST,Schut,MLP,8,2
-10,redundancy,0.9821428571428571,MNIST,Schut,MLP,8,2
-10,set_size_penalty,0.5707572336830846,MNIST,Schut,MLP,8,2
-10,validity,1.0,MNIST,Schut,MLP,8,2
+6,distance,10.000001907348633,MNIST,Schut,MLP,8,2
+6,distance_from_energy,378.631103515625,MNIST,Schut,MLP,8,2
+6,distance_from_targets,357.8525085449219,MNIST,Schut,MLP,8,2
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,2
+6,set_size_penalty,0.0,MNIST,Schut,MLP,8,2
+6,validity,0.0,MNIST,Schut,MLP,8,2
+7,distance,10.000000953674316,MNIST,Schut,MLP,8,2
+7,distance_from_energy,351.8606262207031,MNIST,Schut,MLP,8,2
+7,distance_from_targets,317.5645751953125,MNIST,Schut,MLP,8,2
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,2
+7,set_size_penalty,0.0,MNIST,Schut,MLP,8,2
+7,validity,0.0,MNIST,Schut,MLP,8,2
+8,distance,10.000001907348633,MNIST,Schut,MLP,8,2
+8,distance_from_energy,350.9027404785156,MNIST,Schut,MLP,8,2
+8,distance_from_targets,303.95477294921875,MNIST,Schut,MLP,8,2
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,2
+8,set_size_penalty,0.0,MNIST,Schut,MLP,8,2
+8,validity,0.0,MNIST,Schut,MLP,8,2
+9,distance,10.000001907348633,MNIST,Schut,MLP,8,2
+9,distance_from_energy,368.802734375,MNIST,Schut,MLP,8,2
+9,distance_from_targets,279.2616271972656,MNIST,Schut,MLP,8,2
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,2
+9,set_size_penalty,0.0,MNIST,Schut,MLP,8,2
+9,validity,0.0,MNIST,Schut,MLP,8,2
+10,distance,10.000000953674316,MNIST,Schut,MLP,8,2
+10,distance_from_energy,386.1885986328125,MNIST,Schut,MLP,8,2
+10,distance_from_targets,277.5804443359375,MNIST,Schut,MLP,8,2
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,2
+10,set_size_penalty,0.0,MNIST,Schut,MLP,8,2
+10,validity,0.0,MNIST,Schut,MLP,8,2
 11,distance,149.043701171875,MNIST,Wachter,MLP Ensemble,8,2
 11,distance_from_energy,364.0918273925781,MNIST,Wachter,MLP Ensemble,8,2
 11,distance_from_targets,371.632080078125,MNIST,Wachter,MLP Ensemble,8,2
@@ -35849,36 +35849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,8,2
 15,set_size_penalty,0.2919241971065625,MNIST,ECCCo,MLP Ensemble,8,2
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,8,2
-11,distance,48.0,MNIST,Schut,MLP Ensemble,8,2
-11,distance_from_energy,348.7457275390625,MNIST,Schut,MLP Ensemble,8,2
-11,distance_from_targets,310.20184326171875,MNIST,Schut,MLP Ensemble,8,2
-11,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,8,2
-11,set_size_penalty,0.3141587043410372,MNIST,Schut,MLP Ensemble,8,2
-11,validity,1.0,MNIST,Schut,MLP Ensemble,8,2
-12,distance,30.0,MNIST,Schut,MLP Ensemble,8,2
-12,distance_from_energy,352.7709045410156,MNIST,Schut,MLP Ensemble,8,2
-12,distance_from_targets,284.55474853515625,MNIST,Schut,MLP Ensemble,8,2
-12,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,8,2
-12,set_size_penalty,0.3097974094196665,MNIST,Schut,MLP Ensemble,8,2
-12,validity,1.0,MNIST,Schut,MLP Ensemble,8,2
-13,distance,22.0,MNIST,Schut,MLP Ensemble,8,2
-13,distance_from_energy,358.5185241699219,MNIST,Schut,MLP Ensemble,8,2
-13,distance_from_targets,299.16387939453125,MNIST,Schut,MLP Ensemble,8,2
-13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,8,2
-13,set_size_penalty,0.2969832307736222,MNIST,Schut,MLP Ensemble,8,2
-13,validity,1.0,MNIST,Schut,MLP Ensemble,8,2
-14,distance,26.0,MNIST,Schut,MLP Ensemble,8,2
-14,distance_from_energy,345.2124328613281,MNIST,Schut,MLP Ensemble,8,2
-14,distance_from_targets,276.6075134277344,MNIST,Schut,MLP Ensemble,8,2
-14,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,8,2
-14,set_size_penalty,0.4030150093839864,MNIST,Schut,MLP Ensemble,8,2
-14,validity,1.0,MNIST,Schut,MLP Ensemble,8,2
-15,distance,40.0,MNIST,Schut,MLP Ensemble,8,2
-15,distance_from_energy,353.108154296875,MNIST,Schut,MLP Ensemble,8,2
-15,distance_from_targets,333.32281494140625,MNIST,Schut,MLP Ensemble,8,2
-15,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,8,2
-15,set_size_penalty,0.2990334507848287,MNIST,Schut,MLP Ensemble,8,2
-15,validity,1.0,MNIST,Schut,MLP Ensemble,8,2
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,2
+11,distance_from_energy,356.5669250488281,MNIST,Schut,MLP Ensemble,8,2
+11,distance_from_targets,298.31243896484375,MNIST,Schut,MLP Ensemble,8,2
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,2
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,2
+11,validity,0.0,MNIST,Schut,MLP Ensemble,8,2
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,2
+12,distance_from_energy,355.0412902832031,MNIST,Schut,MLP Ensemble,8,2
+12,distance_from_targets,279.80120849609375,MNIST,Schut,MLP Ensemble,8,2
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,2
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,2
+12,validity,0.0,MNIST,Schut,MLP Ensemble,8,2
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,8,2
+13,distance_from_energy,359.3459777832031,MNIST,Schut,MLP Ensemble,8,2
+13,distance_from_targets,293.9824523925781,MNIST,Schut,MLP Ensemble,8,2
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,2
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,2
+13,validity,0.0,MNIST,Schut,MLP Ensemble,8,2
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,2
+14,distance_from_energy,349.26092529296875,MNIST,Schut,MLP Ensemble,8,2
+14,distance_from_targets,272.0711364746094,MNIST,Schut,MLP Ensemble,8,2
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,2
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,2
+14,validity,0.0,MNIST,Schut,MLP Ensemble,8,2
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,2
+15,distance_from_energy,361.88055419921875,MNIST,Schut,MLP Ensemble,8,2
+15,distance_from_targets,333.5352783203125,MNIST,Schut,MLP Ensemble,8,2
+15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,8,2
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,2
+15,validity,0.0,MNIST,Schut,MLP Ensemble,8,2
 16,distance,144.84197998046875,MNIST,Wachter,JEM,8,2
 16,distance_from_energy,198.54078674316406,MNIST,Wachter,JEM,8,2
 16,distance_from_targets,330.27484130859375,MNIST,Wachter,JEM,8,2
@@ -35969,36 +35969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,8,2
 20,set_size_penalty,0.0,MNIST,ECCCo,JEM,8,2
 20,validity,0.0,MNIST,ECCCo,JEM,8,2
-16,distance,28.0,MNIST,Schut,JEM,8,2
-16,distance_from_energy,194.158203125,MNIST,Schut,JEM,8,2
-16,distance_from_targets,260.527587890625,MNIST,Schut,JEM,8,2
-16,redundancy,0.9821428571428571,MNIST,Schut,JEM,8,2
-16,set_size_penalty,4.500501524081848,MNIST,Schut,JEM,8,2
-16,validity,1.0,MNIST,Schut,JEM,8,2
-17,distance,38.0,MNIST,Schut,JEM,8,2
-17,distance_from_energy,201.8461456298828,MNIST,Schut,JEM,8,2
-17,distance_from_targets,300.9713439941406,MNIST,Schut,JEM,8,2
-17,redundancy,0.9757653061224489,MNIST,Schut,JEM,8,2
-17,set_size_penalty,4.503309159349458,MNIST,Schut,JEM,8,2
-17,validity,1.0,MNIST,Schut,JEM,8,2
-18,distance,22.0,MNIST,Schut,JEM,8,2
-18,distance_from_energy,209.57138061523438,MNIST,Schut,JEM,8,2
-18,distance_from_targets,316.6206359863281,MNIST,Schut,JEM,8,2
-18,redundancy,0.985969387755102,MNIST,Schut,JEM,8,2
-18,set_size_penalty,4.50019259916059,MNIST,Schut,JEM,8,2
-18,validity,1.0,MNIST,Schut,JEM,8,2
-19,distance,24.0,MNIST,Schut,JEM,8,2
-19,distance_from_energy,208.47079467773438,MNIST,Schut,JEM,8,2
-19,distance_from_targets,295.57354736328125,MNIST,Schut,JEM,8,2
-19,redundancy,0.9846938775510204,MNIST,Schut,JEM,8,2
-19,set_size_penalty,4.500966508926445,MNIST,Schut,JEM,8,2
-19,validity,1.0,MNIST,Schut,JEM,8,2
-20,distance,36.0,MNIST,Schut,JEM,8,2
-20,distance_from_energy,213.44403076171875,MNIST,Schut,JEM,8,2
-20,distance_from_targets,323.01690673828125,MNIST,Schut,JEM,8,2
-20,redundancy,0.9770408163265306,MNIST,Schut,JEM,8,2
-20,set_size_penalty,4.500284465260745,MNIST,Schut,JEM,8,2
-20,validity,1.0,MNIST,Schut,JEM,8,2
+16,distance,10.000001907348633,MNIST,Schut,JEM,8,2
+16,distance_from_energy,191.04672241210938,MNIST,Schut,JEM,8,2
+16,distance_from_targets,251.43067932128906,MNIST,Schut,JEM,8,2
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,2
+16,set_size_penalty,0.0,MNIST,Schut,JEM,8,2
+16,validity,0.0,MNIST,Schut,JEM,8,2
+17,distance,10.000001907348633,MNIST,Schut,JEM,8,2
+17,distance_from_energy,195.6613311767578,MNIST,Schut,JEM,8,2
+17,distance_from_targets,289.79840087890625,MNIST,Schut,JEM,8,2
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,2
+17,set_size_penalty,0.0,MNIST,Schut,JEM,8,2
+17,validity,0.0,MNIST,Schut,JEM,8,2
+18,distance,10.000001907348633,MNIST,Schut,JEM,8,2
+18,distance_from_energy,206.62498474121094,MNIST,Schut,JEM,8,2
+18,distance_from_targets,310.9566650390625,MNIST,Schut,JEM,8,2
+18,redundancy,0.9834183673469388,MNIST,Schut,JEM,8,2
+18,set_size_penalty,0.0,MNIST,Schut,JEM,8,2
+18,validity,0.0,MNIST,Schut,JEM,8,2
+19,distance,10.000001907348633,MNIST,Schut,JEM,8,2
+19,distance_from_energy,206.28970336914062,MNIST,Schut,JEM,8,2
+19,distance_from_targets,289.77716064453125,MNIST,Schut,JEM,8,2
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,2
+19,set_size_penalty,0.0,MNIST,Schut,JEM,8,2
+19,validity,0.0,MNIST,Schut,JEM,8,2
+20,distance,10.000000953674316,MNIST,Schut,JEM,8,2
+20,distance_from_energy,212.0634765625,MNIST,Schut,JEM,8,2
+20,distance_from_targets,313.9366760253906,MNIST,Schut,JEM,8,2
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,2
+20,set_size_penalty,0.0,MNIST,Schut,JEM,8,2
+20,validity,0.0,MNIST,Schut,JEM,8,2
 1,distance,131.61790466308594,MNIST,Wachter,JEM Ensemble,8,3
 1,distance_from_energy,216.1231689453125,MNIST,Wachter,JEM Ensemble,8,3
 1,distance_from_targets,368.9976806640625,MNIST,Wachter,JEM Ensemble,8,3
@@ -36089,35 +36089,35 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,8,3
 5,set_size_penalty,2.0676493830948193,MNIST,ECCCo,JEM Ensemble,8,3
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,8,3
-1,distance,22.0,MNIST,Schut,JEM Ensemble,8,3
-1,distance_from_energy,212.15086364746094,MNIST,Schut,JEM Ensemble,8,3
-1,distance_from_targets,293.97674560546875,MNIST,Schut,JEM Ensemble,8,3
-1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,3
-1,set_size_penalty,3.168770804589509,MNIST,Schut,JEM Ensemble,8,3
-1,validity,1.0,MNIST,Schut,JEM Ensemble,8,3
-2,distance,28.0,MNIST,Schut,JEM Ensemble,8,3
-2,distance_from_energy,177.513671875,MNIST,Schut,JEM Ensemble,8,3
-2,distance_from_targets,280.0379638671875,MNIST,Schut,JEM Ensemble,8,3
-2,redundancy,0.9821428571428571,MNIST,Schut,JEM Ensemble,8,3
-2,set_size_penalty,2.4722081666407325,MNIST,Schut,JEM Ensemble,8,3
-2,validity,1.0,MNIST,Schut,JEM Ensemble,8,3
-3,distance,8.0,MNIST,Schut,JEM Ensemble,8,3
-3,distance_from_energy,196.84300231933594,MNIST,Schut,JEM Ensemble,8,3
-3,distance_from_targets,286.79071044921875,MNIST,Schut,JEM Ensemble,8,3
-3,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,8,3
-3,set_size_penalty,2.8336373476907353,MNIST,Schut,JEM Ensemble,8,3
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,3
+1,distance_from_energy,211.3939208984375,MNIST,Schut,JEM Ensemble,8,3
+1,distance_from_targets,289.7770690917969,MNIST,Schut,JEM Ensemble,8,3
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,3
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,3
+1,validity,0.0,MNIST,Schut,JEM Ensemble,8,3
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,3
+2,distance_from_energy,179.8939208984375,MNIST,Schut,JEM Ensemble,8,3
+2,distance_from_targets,279.54150390625,MNIST,Schut,JEM Ensemble,8,3
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,3
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,3
+2,validity,0.0,MNIST,Schut,JEM Ensemble,8,3
+3,distance,7.3000006675720215,MNIST,Schut,JEM Ensemble,8,3
+3,distance_from_energy,194.3333740234375,MNIST,Schut,JEM Ensemble,8,3
+3,distance_from_targets,283.9014892578125,MNIST,Schut,JEM Ensemble,8,3
+3,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,8,3
+3,set_size_penalty,2.983597554467157,MNIST,Schut,JEM Ensemble,8,3
 3,validity,1.0,MNIST,Schut,JEM Ensemble,8,3
-4,distance,6.0,MNIST,Schut,JEM Ensemble,8,3
-4,distance_from_energy,177.48663330078125,MNIST,Schut,JEM Ensemble,8,3
-4,distance_from_targets,254.29498291015625,MNIST,Schut,JEM Ensemble,8,3
-4,redundancy,0.9961734693877551,MNIST,Schut,JEM Ensemble,8,3
-4,set_size_penalty,3.3537076666990577,MNIST,Schut,JEM Ensemble,8,3
+4,distance,4.8000006675720215,MNIST,Schut,JEM Ensemble,8,3
+4,distance_from_energy,176.76284790039062,MNIST,Schut,JEM Ensemble,8,3
+4,distance_from_targets,251.8878631591797,MNIST,Schut,JEM Ensemble,8,3
+4,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,8,3
+4,set_size_penalty,3.4345911929914124,MNIST,Schut,JEM Ensemble,8,3
 4,validity,1.0,MNIST,Schut,JEM Ensemble,8,3
-5,distance,12.0,MNIST,Schut,JEM Ensemble,8,3
-5,distance_from_energy,180.89183044433594,MNIST,Schut,JEM Ensemble,8,3
-5,distance_from_targets,257.89703369140625,MNIST,Schut,JEM Ensemble,8,3
-5,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,8,3
-5,set_size_penalty,3.3719854095289366,MNIST,Schut,JEM Ensemble,8,3
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,3
+5,distance_from_energy,180.6235809326172,MNIST,Schut,JEM Ensemble,8,3
+5,distance_from_targets,258.0408020019531,MNIST,Schut,JEM Ensemble,8,3
+5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,8,3
+5,set_size_penalty,3.4863486050267163,MNIST,Schut,JEM Ensemble,8,3
 5,validity,1.0,MNIST,Schut,JEM Ensemble,8,3
 6,distance,155.54733276367188,MNIST,Wachter,MLP,8,3
 6,distance_from_energy,375.7518005371094,MNIST,Wachter,MLP,8,3
@@ -36209,36 +36209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,8,3
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,8,3
 10,validity,1.0,MNIST,ECCCo,MLP,8,3
-6,distance,46.0,MNIST,Schut,MLP,8,3
-6,distance_from_energy,379.89019775390625,MNIST,Schut,MLP,8,3
-6,distance_from_targets,315.2563781738281,MNIST,Schut,MLP,8,3
-6,redundancy,0.9706632653061225,MNIST,Schut,MLP,8,3
-6,set_size_penalty,0.5712616132782029,MNIST,Schut,MLP,8,3
-6,validity,1.0,MNIST,Schut,MLP,8,3
-7,distance,32.0,MNIST,Schut,MLP,8,3
-7,distance_from_energy,351.8556213378906,MNIST,Schut,MLP,8,3
-7,distance_from_targets,289.50848388671875,MNIST,Schut,MLP,8,3
-7,redundancy,0.9795918367346939,MNIST,Schut,MLP,8,3
-7,set_size_penalty,0.5702046339023112,MNIST,Schut,MLP,8,3
-7,validity,1.0,MNIST,Schut,MLP,8,3
-8,distance,32.0,MNIST,Schut,MLP,8,3
-8,distance_from_energy,361.2651062011719,MNIST,Schut,MLP,8,3
-8,distance_from_targets,299.7815246582031,MNIST,Schut,MLP,8,3
-8,redundancy,0.9795918367346939,MNIST,Schut,MLP,8,3
-8,set_size_penalty,0.57152255021063,MNIST,Schut,MLP,8,3
-8,validity,1.0,MNIST,Schut,MLP,8,3
-9,distance,16.0,MNIST,Schut,MLP,8,3
-9,distance_from_energy,379.0835266113281,MNIST,Schut,MLP,8,3
-9,distance_from_targets,242.26739501953125,MNIST,Schut,MLP,8,3
-9,redundancy,0.9897959183673469,MNIST,Schut,MLP,8,3
-9,set_size_penalty,0.5701651596820863,MNIST,Schut,MLP,8,3
+6,distance,10.000001907348633,MNIST,Schut,MLP,8,3
+6,distance_from_energy,382.6378479003906,MNIST,Schut,MLP,8,3
+6,distance_from_targets,312.4096374511719,MNIST,Schut,MLP,8,3
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,3
+6,set_size_penalty,0.0,MNIST,Schut,MLP,8,3
+6,validity,0.0,MNIST,Schut,MLP,8,3
+7,distance,10.000000953674316,MNIST,Schut,MLP,8,3
+7,distance_from_energy,356.39007568359375,MNIST,Schut,MLP,8,3
+7,distance_from_targets,283.633056640625,MNIST,Schut,MLP,8,3
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,3
+7,set_size_penalty,0.0,MNIST,Schut,MLP,8,3
+7,validity,0.0,MNIST,Schut,MLP,8,3
+8,distance,10.000000953674316,MNIST,Schut,MLP,8,3
+8,distance_from_energy,364.4891662597656,MNIST,Schut,MLP,8,3
+8,distance_from_targets,292.435791015625,MNIST,Schut,MLP,8,3
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,3
+8,set_size_penalty,0.0,MNIST,Schut,MLP,8,3
+8,validity,0.0,MNIST,Schut,MLP,8,3
+9,distance,10.000001907348633,MNIST,Schut,MLP,8,3
+9,distance_from_energy,377.4475402832031,MNIST,Schut,MLP,8,3
+9,distance_from_targets,237.71533203125,MNIST,Schut,MLP,8,3
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,8,3
+9,set_size_penalty,0.9913465820203895,MNIST,Schut,MLP,8,3
 9,validity,1.0,MNIST,Schut,MLP,8,3
-10,distance,22.0,MNIST,Schut,MLP,8,3
-10,distance_from_energy,363.13201904296875,MNIST,Schut,MLP,8,3
-10,distance_from_targets,312.39056396484375,MNIST,Schut,MLP,8,3
-10,redundancy,0.985969387755102,MNIST,Schut,MLP,8,3
-10,set_size_penalty,0.5693222308551718,MNIST,Schut,MLP,8,3
-10,validity,1.0,MNIST,Schut,MLP,8,3
+10,distance,10.0,MNIST,Schut,MLP,8,3
+10,distance_from_energy,366.1155090332031,MNIST,Schut,MLP,8,3
+10,distance_from_targets,309.22540283203125,MNIST,Schut,MLP,8,3
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,3
+10,set_size_penalty,0.0,MNIST,Schut,MLP,8,3
+10,validity,0.0,MNIST,Schut,MLP,8,3
 11,distance,127.66051483154297,MNIST,Wachter,MLP Ensemble,8,3
 11,distance_from_energy,350.9591369628906,MNIST,Wachter,MLP Ensemble,8,3
 11,distance_from_targets,431.23553466796875,MNIST,Wachter,MLP Ensemble,8,3
@@ -36329,36 +36329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,8,3
 15,set_size_penalty,0.29192419710699014,MNIST,ECCCo,MLP Ensemble,8,3
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,8,3
-11,distance,26.0,MNIST,Schut,MLP Ensemble,8,3
-11,distance_from_energy,358.9693298339844,MNIST,Schut,MLP Ensemble,8,3
-11,distance_from_targets,371.8889465332031,MNIST,Schut,MLP Ensemble,8,3
-11,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,8,3
-11,set_size_penalty,0.361098054464406,MNIST,Schut,MLP Ensemble,8,3
-11,validity,1.0,MNIST,Schut,MLP Ensemble,8,3
-12,distance,28.0,MNIST,Schut,MLP Ensemble,8,3
-12,distance_from_energy,325.1416320800781,MNIST,Schut,MLP Ensemble,8,3
-12,distance_from_targets,293.37554931640625,MNIST,Schut,MLP Ensemble,8,3
-12,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,8,3
-12,set_size_penalty,0.2949219395825158,MNIST,Schut,MLP Ensemble,8,3
-12,validity,1.0,MNIST,Schut,MLP Ensemble,8,3
-13,distance,34.0,MNIST,Schut,MLP Ensemble,8,3
-13,distance_from_energy,342.98504638671875,MNIST,Schut,MLP Ensemble,8,3
-13,distance_from_targets,314.88385009765625,MNIST,Schut,MLP Ensemble,8,3
-13,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,8,3
-13,set_size_penalty,0.3288719836738998,MNIST,Schut,MLP Ensemble,8,3
-13,validity,1.0,MNIST,Schut,MLP Ensemble,8,3
-14,distance,38.0,MNIST,Schut,MLP Ensemble,8,3
-14,distance_from_energy,335.5857849121094,MNIST,Schut,MLP Ensemble,8,3
-14,distance_from_targets,285.93798828125,MNIST,Schut,MLP Ensemble,8,3
-14,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,8,3
-14,set_size_penalty,0.32799100725763863,MNIST,Schut,MLP Ensemble,8,3
-14,validity,1.0,MNIST,Schut,MLP Ensemble,8,3
-15,distance,24.0,MNIST,Schut,MLP Ensemble,8,3
-15,distance_from_energy,350.7629699707031,MNIST,Schut,MLP Ensemble,8,3
-15,distance_from_targets,289.7097473144531,MNIST,Schut,MLP Ensemble,8,3
-15,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,8,3
-15,set_size_penalty,0.3018422372678691,MNIST,Schut,MLP Ensemble,8,3
-15,validity,1.0,MNIST,Schut,MLP Ensemble,8,3
+11,distance,10.0,MNIST,Schut,MLP Ensemble,8,3
+11,distance_from_energy,360.4477233886719,MNIST,Schut,MLP Ensemble,8,3
+11,distance_from_targets,366.0198974609375,MNIST,Schut,MLP Ensemble,8,3
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,3
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,3
+11,validity,0.0,MNIST,Schut,MLP Ensemble,8,3
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,3
+12,distance_from_energy,330.4054260253906,MNIST,Schut,MLP Ensemble,8,3
+12,distance_from_targets,286.6767272949219,MNIST,Schut,MLP Ensemble,8,3
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,3
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,3
+12,validity,0.0,MNIST,Schut,MLP Ensemble,8,3
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,3
+13,distance_from_energy,346.34112548828125,MNIST,Schut,MLP Ensemble,8,3
+13,distance_from_targets,307.63507080078125,MNIST,Schut,MLP Ensemble,8,3
+13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,8,3
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,3
+13,validity,0.0,MNIST,Schut,MLP Ensemble,8,3
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,3
+14,distance_from_energy,331.4517822265625,MNIST,Schut,MLP Ensemble,8,3
+14,distance_from_targets,275.2176513671875,MNIST,Schut,MLP Ensemble,8,3
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,3
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,3
+14,validity,0.0,MNIST,Schut,MLP Ensemble,8,3
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,8,3
+15,distance_from_energy,353.65899658203125,MNIST,Schut,MLP Ensemble,8,3
+15,distance_from_targets,284.9944152832031,MNIST,Schut,MLP Ensemble,8,3
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,3
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,3
+15,validity,0.0,MNIST,Schut,MLP Ensemble,8,3
 16,distance,130.56887817382812,MNIST,Wachter,JEM,8,3
 16,distance_from_energy,231.83726501464844,MNIST,Wachter,JEM,8,3
 16,distance_from_targets,357.606201171875,MNIST,Wachter,JEM,8,3
@@ -36449,36 +36449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,8,3
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,8,3
 20,validity,1.0,MNIST,ECCCo,JEM,8,3
-16,distance,22.0,MNIST,Schut,JEM,8,3
-16,distance_from_energy,191.58375549316406,MNIST,Schut,JEM,8,3
-16,distance_from_targets,273.1475524902344,MNIST,Schut,JEM,8,3
-16,redundancy,0.985969387755102,MNIST,Schut,JEM,8,3
-16,set_size_penalty,4.501252826411502,MNIST,Schut,JEM,8,3
-16,validity,1.0,MNIST,Schut,JEM,8,3
-17,distance,20.0,MNIST,Schut,JEM,8,3
-17,distance_from_energy,221.5869903564453,MNIST,Schut,JEM,8,3
-17,distance_from_targets,291.12274169921875,MNIST,Schut,JEM,8,3
+16,distance,10.000001907348633,MNIST,Schut,JEM,8,3
+16,distance_from_energy,190.72470092773438,MNIST,Schut,JEM,8,3
+16,distance_from_targets,271.39208984375,MNIST,Schut,JEM,8,3
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,3
+16,set_size_penalty,0.0,MNIST,Schut,JEM,8,3
+16,validity,0.0,MNIST,Schut,JEM,8,3
+17,distance,10.0,MNIST,Schut,JEM,8,3
+17,distance_from_energy,218.50091552734375,MNIST,Schut,JEM,8,3
+17,distance_from_targets,281.2262878417969,MNIST,Schut,JEM,8,3
 17,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,3
-17,set_size_penalty,4.500320372238175,MNIST,Schut,JEM,8,3
-17,validity,1.0,MNIST,Schut,JEM,8,3
-18,distance,14.0,MNIST,Schut,JEM,8,3
-18,distance_from_energy,188.68710327148438,MNIST,Schut,JEM,8,3
-18,distance_from_targets,248.28245544433594,MNIST,Schut,JEM,8,3
-18,redundancy,0.9910714285714286,MNIST,Schut,JEM,8,3
-18,set_size_penalty,4.501369518390157,MNIST,Schut,JEM,8,3
+17,set_size_penalty,0.0,MNIST,Schut,JEM,8,3
+17,validity,0.0,MNIST,Schut,JEM,8,3
+18,distance,10.000001907348633,MNIST,Schut,JEM,8,3
+18,distance_from_energy,186.79263305664062,MNIST,Schut,JEM,8,3
+18,distance_from_targets,246.9591522216797,MNIST,Schut,JEM,8,3
+18,redundancy,0.9821428571428571,MNIST,Schut,JEM,8,3
+18,set_size_penalty,4.83897589348237,MNIST,Schut,JEM,8,3
 18,validity,1.0,MNIST,Schut,JEM,8,3
-19,distance,16.0,MNIST,Schut,JEM,8,3
-19,distance_from_energy,209.14173889160156,MNIST,Schut,JEM,8,3
-19,distance_from_targets,291.6496276855469,MNIST,Schut,JEM,8,3
-19,redundancy,0.9897959183673469,MNIST,Schut,JEM,8,3
-19,set_size_penalty,4.500106320408031,MNIST,Schut,JEM,8,3
-19,validity,1.0,MNIST,Schut,JEM,8,3
-20,distance,40.0,MNIST,Schut,JEM,8,3
-20,distance_from_energy,188.67471313476562,MNIST,Schut,JEM,8,3
-20,distance_from_targets,322.69891357421875,MNIST,Schut,JEM,8,3
-20,redundancy,0.9744897959183674,MNIST,Schut,JEM,8,3
-20,set_size_penalty,4.500476141144638,MNIST,Schut,JEM,8,3
-20,validity,1.0,MNIST,Schut,JEM,8,3
+19,distance,10.000001907348633,MNIST,Schut,JEM,8,3
+19,distance_from_energy,207.4826202392578,MNIST,Schut,JEM,8,3
+19,distance_from_targets,285.9788818359375,MNIST,Schut,JEM,8,3
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,3
+19,set_size_penalty,0.0,MNIST,Schut,JEM,8,3
+19,validity,0.0,MNIST,Schut,JEM,8,3
+20,distance,10.000001907348633,MNIST,Schut,JEM,8,3
+20,distance_from_energy,190.2229461669922,MNIST,Schut,JEM,8,3
+20,distance_from_targets,321.0255432128906,MNIST,Schut,JEM,8,3
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,3
+20,set_size_penalty,0.0,MNIST,Schut,JEM,8,3
+20,validity,0.0,MNIST,Schut,JEM,8,3
 1,distance,139.2744903564453,MNIST,Wachter,JEM Ensemble,8,4
 1,distance_from_energy,200.3667755126953,MNIST,Wachter,JEM Ensemble,8,4
 1,distance_from_targets,330.82196044921875,MNIST,Wachter,JEM Ensemble,8,4
@@ -36569,36 +36569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,8,4
 5,set_size_penalty,2.0676493830948193,MNIST,ECCCo,JEM Ensemble,8,4
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,8,4
-1,distance,38.0,MNIST,Schut,JEM Ensemble,8,4
-1,distance_from_energy,178.7894744873047,MNIST,Schut,JEM Ensemble,8,4
-1,distance_from_targets,266.49383544921875,MNIST,Schut,JEM Ensemble,8,4
-1,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,8,4
-1,set_size_penalty,3.377804505339636,MNIST,Schut,JEM Ensemble,8,4
-1,validity,1.0,MNIST,Schut,JEM Ensemble,8,4
-2,distance,38.0,MNIST,Schut,JEM Ensemble,8,4
-2,distance_from_energy,194.5711669921875,MNIST,Schut,JEM Ensemble,8,4
-2,distance_from_targets,291.7679748535156,MNIST,Schut,JEM Ensemble,8,4
-2,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,8,4
-2,set_size_penalty,2.6298996246199415,MNIST,Schut,JEM Ensemble,8,4
-2,validity,1.0,MNIST,Schut,JEM Ensemble,8,4
-3,distance,30.0,MNIST,Schut,JEM Ensemble,8,4
-3,distance_from_energy,187.43527221679688,MNIST,Schut,JEM Ensemble,8,4
-3,distance_from_targets,268.7795104980469,MNIST,Schut,JEM Ensemble,8,4
-3,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,8,4
-3,set_size_penalty,3.3299276394315633,MNIST,Schut,JEM Ensemble,8,4
-3,validity,1.0,MNIST,Schut,JEM Ensemble,8,4
-4,distance,26.0,MNIST,Schut,JEM Ensemble,8,4
-4,distance_from_energy,204.18936157226562,MNIST,Schut,JEM Ensemble,8,4
-4,distance_from_targets,289.16595458984375,MNIST,Schut,JEM Ensemble,8,4
-4,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,8,4
-4,set_size_penalty,3.2857048125213257,MNIST,Schut,JEM Ensemble,8,4
-4,validity,1.0,MNIST,Schut,JEM Ensemble,8,4
-5,distance,14.0,MNIST,Schut,JEM Ensemble,8,4
-5,distance_from_energy,219.85987854003906,MNIST,Schut,JEM Ensemble,8,4
-5,distance_from_targets,341.8072509765625,MNIST,Schut,JEM Ensemble,8,4
-5,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,8,4
-5,set_size_penalty,3.0580973723558698,MNIST,Schut,JEM Ensemble,8,4
-5,validity,1.0,MNIST,Schut,JEM Ensemble,8,4
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,4
+1,distance_from_energy,179.11077880859375,MNIST,Schut,JEM Ensemble,8,4
+1,distance_from_targets,256.70709228515625,MNIST,Schut,JEM Ensemble,8,4
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,4
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,4
+1,validity,0.0,MNIST,Schut,JEM Ensemble,8,4
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,4
+2,distance_from_energy,188.6168975830078,MNIST,Schut,JEM Ensemble,8,4
+2,distance_from_targets,283.1124572753906,MNIST,Schut,JEM Ensemble,8,4
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,4
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,4
+2,validity,0.0,MNIST,Schut,JEM Ensemble,8,4
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,4
+3,distance_from_energy,186.21231079101562,MNIST,Schut,JEM Ensemble,8,4
+3,distance_from_targets,262.811767578125,MNIST,Schut,JEM Ensemble,8,4
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,4
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,4
+3,validity,0.0,MNIST,Schut,JEM Ensemble,8,4
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,4
+4,distance_from_energy,201.3563690185547,MNIST,Schut,JEM Ensemble,8,4
+4,distance_from_targets,280.5390625,MNIST,Schut,JEM Ensemble,8,4
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,4
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,4
+4,validity,0.0,MNIST,Schut,JEM Ensemble,8,4
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,4
+5,distance_from_energy,219.16665649414062,MNIST,Schut,JEM Ensemble,8,4
+5,distance_from_targets,338.1460266113281,MNIST,Schut,JEM Ensemble,8,4
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,4
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,4
+5,validity,0.0,MNIST,Schut,JEM Ensemble,8,4
 6,distance,130.96475219726562,MNIST,Wachter,MLP,8,4
 6,distance_from_energy,361.1534118652344,MNIST,Wachter,MLP,8,4
 6,distance_from_targets,355.16864013671875,MNIST,Wachter,MLP,8,4
@@ -36689,35 +36689,35 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,8,4
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,8,4
 10,validity,1.0,MNIST,ECCCo,MLP,8,4
-6,distance,32.0,MNIST,Schut,MLP,8,4
-6,distance_from_energy,367.9009704589844,MNIST,Schut,MLP,8,4
-6,distance_from_targets,287.31494140625,MNIST,Schut,MLP,8,4
-6,redundancy,0.9795918367346939,MNIST,Schut,MLP,8,4
-6,set_size_penalty,0.5716625834891915,MNIST,Schut,MLP,8,4
-6,validity,1.0,MNIST,Schut,MLP,8,4
-7,distance,26.0,MNIST,Schut,MLP,8,4
-7,distance_from_energy,376.11309814453125,MNIST,Schut,MLP,8,4
-7,distance_from_targets,281.9497985839844,MNIST,Schut,MLP,8,4
-7,redundancy,0.9834183673469388,MNIST,Schut,MLP,8,4
-7,set_size_penalty,0.573452729262778,MNIST,Schut,MLP,8,4
-7,validity,1.0,MNIST,Schut,MLP,8,4
-8,distance,34.0,MNIST,Schut,MLP,8,4
-8,distance_from_energy,381.42718505859375,MNIST,Schut,MLP,8,4
-8,distance_from_targets,287.84033203125,MNIST,Schut,MLP,8,4
-8,redundancy,0.9783163265306123,MNIST,Schut,MLP,8,4
-8,set_size_penalty,0.5714439946174417,MNIST,Schut,MLP,8,4
-8,validity,1.0,MNIST,Schut,MLP,8,4
-9,distance,18.0,MNIST,Schut,MLP,8,4
-9,distance_from_energy,368.9345397949219,MNIST,Schut,MLP,8,4
-9,distance_from_targets,270.4068603515625,MNIST,Schut,MLP,8,4
-9,redundancy,0.9885204081632653,MNIST,Schut,MLP,8,4
-9,set_size_penalty,0.570742737802151,MNIST,Schut,MLP,8,4
-9,validity,1.0,MNIST,Schut,MLP,8,4
-10,distance,14.0,MNIST,Schut,MLP,8,4
-10,distance_from_energy,360.6510009765625,MNIST,Schut,MLP,8,4
-10,distance_from_targets,252.6143341064453,MNIST,Schut,MLP,8,4
-10,redundancy,0.9910714285714286,MNIST,Schut,MLP,8,4
-10,set_size_penalty,0.5712420713537758,MNIST,Schut,MLP,8,4
+6,distance,10.000001907348633,MNIST,Schut,MLP,8,4
+6,distance_from_energy,368.2533874511719,MNIST,Schut,MLP,8,4
+6,distance_from_targets,282.9856872558594,MNIST,Schut,MLP,8,4
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,4
+6,set_size_penalty,0.0,MNIST,Schut,MLP,8,4
+6,validity,0.0,MNIST,Schut,MLP,8,4
+7,distance,10.000001907348633,MNIST,Schut,MLP,8,4
+7,distance_from_energy,377.8282775878906,MNIST,Schut,MLP,8,4
+7,distance_from_targets,277.51605224609375,MNIST,Schut,MLP,8,4
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,4
+7,set_size_penalty,0.0,MNIST,Schut,MLP,8,4
+7,validity,0.0,MNIST,Schut,MLP,8,4
+8,distance,10.000000953674316,MNIST,Schut,MLP,8,4
+8,distance_from_energy,381.8348083496094,MNIST,Schut,MLP,8,4
+8,distance_from_targets,279.33917236328125,MNIST,Schut,MLP,8,4
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,4
+8,set_size_penalty,0.0,MNIST,Schut,MLP,8,4
+8,validity,0.0,MNIST,Schut,MLP,8,4
+9,distance,10.000001907348633,MNIST,Schut,MLP,8,4
+9,distance_from_energy,373.27691650390625,MNIST,Schut,MLP,8,4
+9,distance_from_targets,270.9730529785156,MNIST,Schut,MLP,8,4
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,4
+9,set_size_penalty,0.0,MNIST,Schut,MLP,8,4
+9,validity,0.0,MNIST,Schut,MLP,8,4
+10,distance,10.0,MNIST,Schut,MLP,8,4
+10,distance_from_energy,361.0228271484375,MNIST,Schut,MLP,8,4
+10,distance_from_targets,249.75685119628906,MNIST,Schut,MLP,8,4
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,8,4
+10,set_size_penalty,0.8828880813170561,MNIST,Schut,MLP,8,4
 10,validity,1.0,MNIST,Schut,MLP,8,4
 11,distance,138.4589385986328,MNIST,Wachter,MLP Ensemble,8,4
 11,distance_from_energy,362.54449462890625,MNIST,Wachter,MLP Ensemble,8,4
@@ -36809,36 +36809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,8,4
 15,set_size_penalty,0.29192419710661843,MNIST,ECCCo,MLP Ensemble,8,4
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,8,4
-11,distance,32.0,MNIST,Schut,MLP Ensemble,8,4
-11,distance_from_energy,340.39727783203125,MNIST,Schut,MLP Ensemble,8,4
-11,distance_from_targets,244.42503356933594,MNIST,Schut,MLP Ensemble,8,4
-11,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,8,4
-11,set_size_penalty,0.31030837123052435,MNIST,Schut,MLP Ensemble,8,4
-11,validity,1.0,MNIST,Schut,MLP Ensemble,8,4
-12,distance,26.0,MNIST,Schut,MLP Ensemble,8,4
-12,distance_from_energy,345.4468078613281,MNIST,Schut,MLP Ensemble,8,4
-12,distance_from_targets,269.8800048828125,MNIST,Schut,MLP Ensemble,8,4
-12,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,8,4
-12,set_size_penalty,0.2997309461690363,MNIST,Schut,MLP Ensemble,8,4
-12,validity,1.0,MNIST,Schut,MLP Ensemble,8,4
-13,distance,22.0,MNIST,Schut,MLP Ensemble,8,4
-13,distance_from_energy,337.788818359375,MNIST,Schut,MLP Ensemble,8,4
-13,distance_from_targets,250.44290161132812,MNIST,Schut,MLP Ensemble,8,4
-13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,8,4
-13,set_size_penalty,0.3016228360885127,MNIST,Schut,MLP Ensemble,8,4
-13,validity,1.0,MNIST,Schut,MLP Ensemble,8,4
-14,distance,16.0,MNIST,Schut,MLP Ensemble,8,4
-14,distance_from_energy,345.60577392578125,MNIST,Schut,MLP Ensemble,8,4
-14,distance_from_targets,261.66473388671875,MNIST,Schut,MLP Ensemble,8,4
-14,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,8,4
-14,set_size_penalty,0.30021976620126445,MNIST,Schut,MLP Ensemble,8,4
+11,distance,10.0,MNIST,Schut,MLP Ensemble,8,4
+11,distance_from_energy,342.6022644042969,MNIST,Schut,MLP Ensemble,8,4
+11,distance_from_targets,244.094482421875,MNIST,Schut,MLP Ensemble,8,4
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,4
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,4
+11,validity,0.0,MNIST,Schut,MLP Ensemble,8,4
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,8,4
+12,distance_from_energy,345.8282470703125,MNIST,Schut,MLP Ensemble,8,4
+12,distance_from_targets,265.2640686035156,MNIST,Schut,MLP Ensemble,8,4
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,4
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,4
+12,validity,0.0,MNIST,Schut,MLP Ensemble,8,4
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,4
+13,distance_from_energy,340.69122314453125,MNIST,Schut,MLP Ensemble,8,4
+13,distance_from_targets,247.7997589111328,MNIST,Schut,MLP Ensemble,8,4
+13,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,8,4
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,4
+13,validity,0.0,MNIST,Schut,MLP Ensemble,8,4
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,4
+14,distance_from_energy,345.8232116699219,MNIST,Schut,MLP Ensemble,8,4
+14,distance_from_targets,259.77734375,MNIST,Schut,MLP Ensemble,8,4
+14,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,8,4
+14,set_size_penalty,0.7762158834943,MNIST,Schut,MLP Ensemble,8,4
 14,validity,1.0,MNIST,Schut,MLP Ensemble,8,4
-15,distance,20.0,MNIST,Schut,MLP Ensemble,8,4
-15,distance_from_energy,351.7731628417969,MNIST,Schut,MLP Ensemble,8,4
-15,distance_from_targets,306.9571838378906,MNIST,Schut,MLP Ensemble,8,4
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,4
+15,distance_from_energy,351.424072265625,MNIST,Schut,MLP Ensemble,8,4
+15,distance_from_targets,302.82037353515625,MNIST,Schut,MLP Ensemble,8,4
 15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,4
-15,set_size_penalty,0.34379835901048583,MNIST,Schut,MLP Ensemble,8,4
-15,validity,1.0,MNIST,Schut,MLP Ensemble,8,4
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,4
+15,validity,0.0,MNIST,Schut,MLP Ensemble,8,4
 16,distance,134.6087646484375,MNIST,Wachter,JEM,8,4
 16,distance_from_energy,255.19656372070312,MNIST,Wachter,JEM,8,4
 16,distance_from_targets,427.38787841796875,MNIST,Wachter,JEM,8,4
@@ -36929,36 +36929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,8,4
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,8,4
 20,validity,1.0,MNIST,ECCCo,JEM,8,4
-16,distance,28.0,MNIST,Schut,JEM,8,4
-16,distance_from_energy,229.5075225830078,MNIST,Schut,JEM,8,4
-16,distance_from_targets,352.87554931640625,MNIST,Schut,JEM,8,4
-16,redundancy,0.9821428571428571,MNIST,Schut,JEM,8,4
-16,set_size_penalty,4.500293526386416,MNIST,Schut,JEM,8,4
-16,validity,1.0,MNIST,Schut,JEM,8,4
-17,distance,28.0,MNIST,Schut,JEM,8,4
-17,distance_from_energy,213.0126190185547,MNIST,Schut,JEM,8,4
-17,distance_from_targets,285.6714172363281,MNIST,Schut,JEM,8,4
-17,redundancy,0.9821428571428571,MNIST,Schut,JEM,8,4
-17,set_size_penalty,4.505673816621624,MNIST,Schut,JEM,8,4
-17,validity,1.0,MNIST,Schut,JEM,8,4
-18,distance,16.0,MNIST,Schut,JEM,8,4
-18,distance_from_energy,230.6222686767578,MNIST,Schut,JEM,8,4
-18,distance_from_targets,345.34820556640625,MNIST,Schut,JEM,8,4
-18,redundancy,0.9897959183673469,MNIST,Schut,JEM,8,4
-18,set_size_penalty,4.506617924056154,MNIST,Schut,JEM,8,4
-18,validity,1.0,MNIST,Schut,JEM,8,4
-19,distance,6.0,MNIST,Schut,JEM,8,4
-19,distance_from_energy,168.2731475830078,MNIST,Schut,JEM,8,4
-19,distance_from_targets,250.87501525878906,MNIST,Schut,JEM,8,4
-19,redundancy,0.9961734693877551,MNIST,Schut,JEM,8,4
-19,set_size_penalty,4.501123511691177,MNIST,Schut,JEM,8,4
+16,distance,10.000001907348633,MNIST,Schut,JEM,8,4
+16,distance_from_energy,234.54971313476562,MNIST,Schut,JEM,8,4
+16,distance_from_targets,354.7432556152344,MNIST,Schut,JEM,8,4
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,8,4
+16,set_size_penalty,0.0,MNIST,Schut,JEM,8,4
+16,validity,0.0,MNIST,Schut,JEM,8,4
+17,distance,10.000000953674316,MNIST,Schut,JEM,8,4
+17,distance_from_energy,212.9512176513672,MNIST,Schut,JEM,8,4
+17,distance_from_targets,279.3167724609375,MNIST,Schut,JEM,8,4
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,8,4
+17,set_size_penalty,0.0,MNIST,Schut,JEM,8,4
+17,validity,0.0,MNIST,Schut,JEM,8,4
+18,distance,10.000001907348633,MNIST,Schut,JEM,8,4
+18,distance_from_energy,229.1427001953125,MNIST,Schut,JEM,8,4
+18,distance_from_targets,340.1483154296875,MNIST,Schut,JEM,8,4
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,8,4
+18,set_size_penalty,0.0,MNIST,Schut,JEM,8,4
+18,validity,0.0,MNIST,Schut,JEM,8,4
+19,distance,6.100000858306885,MNIST,Schut,JEM,8,4
+19,distance_from_energy,166.53306579589844,MNIST,Schut,JEM,8,4
+19,distance_from_targets,250.17396545410156,MNIST,Schut,JEM,8,4
+19,redundancy,0.9910714285714286,MNIST,Schut,JEM,8,4
+19,set_size_penalty,4.504666411043234,MNIST,Schut,JEM,8,4
 19,validity,1.0,MNIST,Schut,JEM,8,4
-20,distance,18.0,MNIST,Schut,JEM,8,4
-20,distance_from_energy,179.56170654296875,MNIST,Schut,JEM,8,4
-20,distance_from_targets,280.9099426269531,MNIST,Schut,JEM,8,4
-20,redundancy,0.9885204081632653,MNIST,Schut,JEM,8,4
-20,set_size_penalty,4.500326171193787,MNIST,Schut,JEM,8,4
-20,validity,1.0,MNIST,Schut,JEM,8,4
+20,distance,10.000000953674316,MNIST,Schut,JEM,8,4
+20,distance_from_energy,181.47808837890625,MNIST,Schut,JEM,8,4
+20,distance_from_targets,279.7114562988281,MNIST,Schut,JEM,8,4
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,4
+20,set_size_penalty,0.0,MNIST,Schut,JEM,8,4
+20,validity,0.0,MNIST,Schut,JEM,8,4
 1,distance,114.18415832519531,MNIST,Wachter,JEM Ensemble,8,5
 1,distance_from_energy,224.19378662109375,MNIST,Wachter,JEM Ensemble,8,5
 1,distance_from_targets,376.0765075683594,MNIST,Wachter,JEM Ensemble,8,5
@@ -37049,36 +37049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,8,5
 5,set_size_penalty,2.067649383094819,MNIST,ECCCo,JEM Ensemble,8,5
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,8,5
-1,distance,14.0,MNIST,Schut,JEM Ensemble,8,5
-1,distance_from_energy,211.96888732910156,MNIST,Schut,JEM Ensemble,8,5
-1,distance_from_targets,306.4549865722656,MNIST,Schut,JEM Ensemble,8,5
-1,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,8,5
-1,set_size_penalty,2.956691397519291,MNIST,Schut,JEM Ensemble,8,5
-1,validity,1.0,MNIST,Schut,JEM Ensemble,8,5
-2,distance,18.0,MNIST,Schut,JEM Ensemble,8,5
-2,distance_from_energy,213.87841796875,MNIST,Schut,JEM Ensemble,8,5
-2,distance_from_targets,301.5494689941406,MNIST,Schut,JEM Ensemble,8,5
-2,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,8,5
-2,set_size_penalty,3.2719016933793714,MNIST,Schut,JEM Ensemble,8,5
-2,validity,1.0,MNIST,Schut,JEM Ensemble,8,5
-3,distance,14.0,MNIST,Schut,JEM Ensemble,8,5
-3,distance_from_energy,179.65890502929688,MNIST,Schut,JEM Ensemble,8,5
-3,distance_from_targets,250.02801513671875,MNIST,Schut,JEM Ensemble,8,5
-3,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,8,5
-3,set_size_penalty,2.8556539835851993,MNIST,Schut,JEM Ensemble,8,5
-3,validity,1.0,MNIST,Schut,JEM Ensemble,8,5
-4,distance,16.0,MNIST,Schut,JEM Ensemble,8,5
-4,distance_from_energy,175.78326416015625,MNIST,Schut,JEM Ensemble,8,5
-4,distance_from_targets,272.8785705566406,MNIST,Schut,JEM Ensemble,8,5
-4,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,8,5
-4,set_size_penalty,2.534333832535032,MNIST,Schut,JEM Ensemble,8,5
-4,validity,1.0,MNIST,Schut,JEM Ensemble,8,5
-5,distance,18.0,MNIST,Schut,JEM Ensemble,8,5
-5,distance_from_energy,186.71026611328125,MNIST,Schut,JEM Ensemble,8,5
-5,distance_from_targets,266.84063720703125,MNIST,Schut,JEM Ensemble,8,5
-5,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,8,5
-5,set_size_penalty,2.9819455453050336,MNIST,Schut,JEM Ensemble,8,5
-5,validity,1.0,MNIST,Schut,JEM Ensemble,8,5
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,5
+1,distance_from_energy,210.89248657226562,MNIST,Schut,JEM Ensemble,8,5
+1,distance_from_targets,303.5765686035156,MNIST,Schut,JEM Ensemble,8,5
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,5
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,5
+1,validity,0.0,MNIST,Schut,JEM Ensemble,8,5
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,5
+2,distance_from_energy,212.23565673828125,MNIST,Schut,JEM Ensemble,8,5
+2,distance_from_targets,296.20074462890625,MNIST,Schut,JEM Ensemble,8,5
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,5
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,5
+2,validity,0.0,MNIST,Schut,JEM Ensemble,8,5
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,5
+3,distance_from_energy,179.86927795410156,MNIST,Schut,JEM Ensemble,8,5
+3,distance_from_targets,248.8953094482422,MNIST,Schut,JEM Ensemble,8,5
+3,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,8,5
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,5
+3,validity,0.0,MNIST,Schut,JEM Ensemble,8,5
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,5
+4,distance_from_energy,175.98828125,MNIST,Schut,JEM Ensemble,8,5
+4,distance_from_targets,271.06494140625,MNIST,Schut,JEM Ensemble,8,5
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,5
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,5
+4,validity,0.0,MNIST,Schut,JEM Ensemble,8,5
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,5
+5,distance_from_energy,186.59628295898438,MNIST,Schut,JEM Ensemble,8,5
+5,distance_from_targets,264.40899658203125,MNIST,Schut,JEM Ensemble,8,5
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,5
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,5
+5,validity,0.0,MNIST,Schut,JEM Ensemble,8,5
 6,distance,128.9581298828125,MNIST,Wachter,MLP,8,5
 6,distance_from_energy,366.8437805175781,MNIST,Wachter,MLP,8,5
 6,distance_from_targets,341.81195068359375,MNIST,Wachter,MLP,8,5
@@ -37169,36 +37169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,8,5
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,8,5
 10,validity,1.0,MNIST,ECCCo,MLP,8,5
-6,distance,22.0,MNIST,Schut,MLP,8,5
-6,distance_from_energy,351.50140380859375,MNIST,Schut,MLP,8,5
-6,distance_from_targets,259.6653137207031,MNIST,Schut,MLP,8,5
-6,redundancy,0.985969387755102,MNIST,Schut,MLP,8,5
-6,set_size_penalty,0.5696246940304641,MNIST,Schut,MLP,8,5
-6,validity,1.0,MNIST,Schut,MLP,8,5
-7,distance,48.0,MNIST,Schut,MLP,8,5
-7,distance_from_energy,367.6251220703125,MNIST,Schut,MLP,8,5
-7,distance_from_targets,286.6539306640625,MNIST,Schut,MLP,8,5
-7,redundancy,0.9693877551020408,MNIST,Schut,MLP,8,5
-7,set_size_penalty,0.5709710972024269,MNIST,Schut,MLP,8,5
-7,validity,1.0,MNIST,Schut,MLP,8,5
-8,distance,30.0,MNIST,Schut,MLP,8,5
-8,distance_from_energy,364.23101806640625,MNIST,Schut,MLP,8,5
-8,distance_from_targets,268.0101318359375,MNIST,Schut,MLP,8,5
-8,redundancy,0.9808673469387755,MNIST,Schut,MLP,8,5
-8,set_size_penalty,0.5698695758750896,MNIST,Schut,MLP,8,5
-8,validity,1.0,MNIST,Schut,MLP,8,5
-9,distance,28.0,MNIST,Schut,MLP,8,5
-9,distance_from_energy,360.56134033203125,MNIST,Schut,MLP,8,5
-9,distance_from_targets,247.66712951660156,MNIST,Schut,MLP,8,5
-9,redundancy,0.9821428571428571,MNIST,Schut,MLP,8,5
-9,set_size_penalty,0.5697999974191541,MNIST,Schut,MLP,8,5
-9,validity,1.0,MNIST,Schut,MLP,8,5
-10,distance,16.0,MNIST,Schut,MLP,8,5
-10,distance_from_energy,366.64898681640625,MNIST,Schut,MLP,8,5
-10,distance_from_targets,256.655029296875,MNIST,Schut,MLP,8,5
-10,redundancy,0.9897959183673469,MNIST,Schut,MLP,8,5
-10,set_size_penalty,0.57338992983423,MNIST,Schut,MLP,8,5
-10,validity,1.0,MNIST,Schut,MLP,8,5
+6,distance,10.0,MNIST,Schut,MLP,8,5
+6,distance_from_energy,356.1734619140625,MNIST,Schut,MLP,8,5
+6,distance_from_targets,257.3993225097656,MNIST,Schut,MLP,8,5
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,5
+6,set_size_penalty,0.0,MNIST,Schut,MLP,8,5
+6,validity,0.0,MNIST,Schut,MLP,8,5
+7,distance,10.000001907348633,MNIST,Schut,MLP,8,5
+7,distance_from_energy,376.0843505859375,MNIST,Schut,MLP,8,5
+7,distance_from_targets,286.2009582519531,MNIST,Schut,MLP,8,5
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,5
+7,set_size_penalty,0.0,MNIST,Schut,MLP,8,5
+7,validity,0.0,MNIST,Schut,MLP,8,5
+8,distance,10.000001907348633,MNIST,Schut,MLP,8,5
+8,distance_from_energy,368.56585693359375,MNIST,Schut,MLP,8,5
+8,distance_from_targets,264.577880859375,MNIST,Schut,MLP,8,5
+8,redundancy,0.985969387755102,MNIST,Schut,MLP,8,5
+8,set_size_penalty,0.0,MNIST,Schut,MLP,8,5
+8,validity,0.0,MNIST,Schut,MLP,8,5
+9,distance,10.000000953674316,MNIST,Schut,MLP,8,5
+9,distance_from_energy,364.7925109863281,MNIST,Schut,MLP,8,5
+9,distance_from_targets,245.85220336914062,MNIST,Schut,MLP,8,5
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,8,5
+9,set_size_penalty,0.0,MNIST,Schut,MLP,8,5
+9,validity,0.0,MNIST,Schut,MLP,8,5
+10,distance,10.000001907348633,MNIST,Schut,MLP,8,5
+10,distance_from_energy,364.8310546875,MNIST,Schut,MLP,8,5
+10,distance_from_targets,250.62374877929688,MNIST,Schut,MLP,8,5
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,8,5
+10,set_size_penalty,0.0,MNIST,Schut,MLP,8,5
+10,validity,0.0,MNIST,Schut,MLP,8,5
 11,distance,134.79183959960938,MNIST,Wachter,MLP Ensemble,8,5
 11,distance_from_energy,358.42205810546875,MNIST,Wachter,MLP Ensemble,8,5
 11,distance_from_targets,349.1078796386719,MNIST,Wachter,MLP Ensemble,8,5
@@ -37289,36 +37289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,8,5
 15,set_size_penalty,0.29192419710681383,MNIST,ECCCo,MLP Ensemble,8,5
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,8,5
-11,distance,36.0,MNIST,Schut,MLP Ensemble,8,5
-11,distance_from_energy,336.1271057128906,MNIST,Schut,MLP Ensemble,8,5
-11,distance_from_targets,282.5025939941406,MNIST,Schut,MLP Ensemble,8,5
-11,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,8,5
-11,set_size_penalty,0.29844272264789584,MNIST,Schut,MLP Ensemble,8,5
-11,validity,1.0,MNIST,Schut,MLP Ensemble,8,5
-12,distance,34.0,MNIST,Schut,MLP Ensemble,8,5
-12,distance_from_energy,326.9223327636719,MNIST,Schut,MLP Ensemble,8,5
-12,distance_from_targets,260.59869384765625,MNIST,Schut,MLP Ensemble,8,5
-12,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,8,5
-12,set_size_penalty,0.29763779740799823,MNIST,Schut,MLP Ensemble,8,5
-12,validity,1.0,MNIST,Schut,MLP Ensemble,8,5
-13,distance,26.0,MNIST,Schut,MLP Ensemble,8,5
-13,distance_from_energy,340.94573974609375,MNIST,Schut,MLP Ensemble,8,5
-13,distance_from_targets,264.3955078125,MNIST,Schut,MLP Ensemble,8,5
-13,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,8,5
-13,set_size_penalty,0.30126938500491884,MNIST,Schut,MLP Ensemble,8,5
-13,validity,1.0,MNIST,Schut,MLP Ensemble,8,5
-14,distance,34.0,MNIST,Schut,MLP Ensemble,8,5
-14,distance_from_energy,332.41461181640625,MNIST,Schut,MLP Ensemble,8,5
-14,distance_from_targets,284.30389404296875,MNIST,Schut,MLP Ensemble,8,5
-14,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,8,5
-14,set_size_penalty,0.33625302137435487,MNIST,Schut,MLP Ensemble,8,5
-14,validity,1.0,MNIST,Schut,MLP Ensemble,8,5
-15,distance,38.0,MNIST,Schut,MLP Ensemble,8,5
-15,distance_from_energy,341.70269775390625,MNIST,Schut,MLP Ensemble,8,5
-15,distance_from_targets,281.8047180175781,MNIST,Schut,MLP Ensemble,8,5
-15,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,8,5
-15,set_size_penalty,0.31478141084042677,MNIST,Schut,MLP Ensemble,8,5
-15,validity,1.0,MNIST,Schut,MLP Ensemble,8,5
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,5
+11,distance_from_energy,345.12530517578125,MNIST,Schut,MLP Ensemble,8,5
+11,distance_from_targets,281.5648193359375,MNIST,Schut,MLP Ensemble,8,5
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,5
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,5
+11,validity,0.0,MNIST,Schut,MLP Ensemble,8,5
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,5
+12,distance_from_energy,333.8503112792969,MNIST,Schut,MLP Ensemble,8,5
+12,distance_from_targets,259.32470703125,MNIST,Schut,MLP Ensemble,8,5
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,5
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,5
+12,validity,0.0,MNIST,Schut,MLP Ensemble,8,5
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,5
+13,distance_from_energy,344.7285461425781,MNIST,Schut,MLP Ensemble,8,5
+13,distance_from_targets,260.02532958984375,MNIST,Schut,MLP Ensemble,8,5
+13,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,8,5
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,5
+13,validity,0.0,MNIST,Schut,MLP Ensemble,8,5
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,5
+14,distance_from_energy,339.1902770996094,MNIST,Schut,MLP Ensemble,8,5
+14,distance_from_targets,282.2887878417969,MNIST,Schut,MLP Ensemble,8,5
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,5
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,5
+14,validity,0.0,MNIST,Schut,MLP Ensemble,8,5
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,5
+15,distance_from_energy,345.36944580078125,MNIST,Schut,MLP Ensemble,8,5
+15,distance_from_targets,278.094970703125,MNIST,Schut,MLP Ensemble,8,5
+15,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,8,5
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,5
+15,validity,0.0,MNIST,Schut,MLP Ensemble,8,5
 16,distance,122.53012084960938,MNIST,Wachter,JEM,8,5
 16,distance_from_energy,209.88050842285156,MNIST,Wachter,JEM,8,5
 16,distance_from_targets,339.7477111816406,MNIST,Wachter,JEM,8,5
@@ -37409,36 +37409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,8,5
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,8,5
 20,validity,1.0,MNIST,ECCCo,JEM,8,5
-16,distance,18.0,MNIST,Schut,JEM,8,5
-16,distance_from_energy,183.65011596679688,MNIST,Schut,JEM,8,5
-16,distance_from_targets,262.5757141113281,MNIST,Schut,JEM,8,5
-16,redundancy,0.9885204081632653,MNIST,Schut,JEM,8,5
-16,set_size_penalty,4.50414050278589,MNIST,Schut,JEM,8,5
-16,validity,1.0,MNIST,Schut,JEM,8,5
-17,distance,24.0,MNIST,Schut,JEM,8,5
-17,distance_from_energy,203.81785583496094,MNIST,Schut,JEM,8,5
-17,distance_from_targets,313.9507141113281,MNIST,Schut,JEM,8,5
-17,redundancy,0.9846938775510204,MNIST,Schut,JEM,8,5
-17,set_size_penalty,4.502561873355992,MNIST,Schut,JEM,8,5
-17,validity,1.0,MNIST,Schut,JEM,8,5
-18,distance,18.0,MNIST,Schut,JEM,8,5
-18,distance_from_energy,187.2461395263672,MNIST,Schut,JEM,8,5
-18,distance_from_targets,257.2964782714844,MNIST,Schut,JEM,8,5
-18,redundancy,0.9885204081632653,MNIST,Schut,JEM,8,5
-18,set_size_penalty,4.500291182666215,MNIST,Schut,JEM,8,5
-18,validity,1.0,MNIST,Schut,JEM,8,5
-19,distance,12.0,MNIST,Schut,JEM,8,5
-19,distance_from_energy,173.75448608398438,MNIST,Schut,JEM,8,5
-19,distance_from_targets,259.5904846191406,MNIST,Schut,JEM,8,5
-19,redundancy,0.9923469387755102,MNIST,Schut,JEM,8,5
-19,set_size_penalty,4.499992678212956,MNIST,Schut,JEM,8,5
+16,distance,10.000001907348633,MNIST,Schut,JEM,8,5
+16,distance_from_energy,185.36358642578125,MNIST,Schut,JEM,8,5
+16,distance_from_targets,261.3662414550781,MNIST,Schut,JEM,8,5
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,8,5
+16,set_size_penalty,0.0,MNIST,Schut,JEM,8,5
+16,validity,0.0,MNIST,Schut,JEM,8,5
+17,distance,10.000001907348633,MNIST,Schut,JEM,8,5
+17,distance_from_energy,198.1604461669922,MNIST,Schut,JEM,8,5
+17,distance_from_targets,302.53375244140625,MNIST,Schut,JEM,8,5
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,8,5
+17,set_size_penalty,0.0,MNIST,Schut,JEM,8,5
+17,validity,0.0,MNIST,Schut,JEM,8,5
+18,distance,10.000000953674316,MNIST,Schut,JEM,8,5
+18,distance_from_energy,184.95492553710938,MNIST,Schut,JEM,8,5
+18,distance_from_targets,253.321044921875,MNIST,Schut,JEM,8,5
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,8,5
+18,set_size_penalty,0.0,MNIST,Schut,JEM,8,5
+18,validity,0.0,MNIST,Schut,JEM,8,5
+19,distance,9.900001525878906,MNIST,Schut,JEM,8,5
+19,distance_from_energy,173.84249877929688,MNIST,Schut,JEM,8,5
+19,distance_from_targets,258.96136474609375,MNIST,Schut,JEM,8,5
+19,redundancy,0.9821428571428571,MNIST,Schut,JEM,8,5
+19,set_size_penalty,4.5065856297222,MNIST,Schut,JEM,8,5
 19,validity,1.0,MNIST,Schut,JEM,8,5
-20,distance,18.0,MNIST,Schut,JEM,8,5
-20,distance_from_energy,180.17782592773438,MNIST,Schut,JEM,8,5
-20,distance_from_targets,273.12933349609375,MNIST,Schut,JEM,8,5
-20,redundancy,0.9885204081632653,MNIST,Schut,JEM,8,5
-20,set_size_penalty,4.503716948051023,MNIST,Schut,JEM,8,5
-20,validity,1.0,MNIST,Schut,JEM,8,5
+20,distance,10.000001907348633,MNIST,Schut,JEM,8,5
+20,distance_from_energy,176.7375030517578,MNIST,Schut,JEM,8,5
+20,distance_from_targets,266.4842224121094,MNIST,Schut,JEM,8,5
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,5
+20,set_size_penalty,0.0,MNIST,Schut,JEM,8,5
+20,validity,0.0,MNIST,Schut,JEM,8,5
 1,distance,139.77603149414062,MNIST,Wachter,JEM Ensemble,8,6
 1,distance_from_energy,206.3654327392578,MNIST,Wachter,JEM Ensemble,8,6
 1,distance_from_targets,360.43035888671875,MNIST,Wachter,JEM Ensemble,8,6
@@ -37529,36 +37529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,8,6
 5,set_size_penalty,2.067649383094968,MNIST,ECCCo,JEM Ensemble,8,6
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,8,6
-1,distance,32.0,MNIST,Schut,JEM Ensemble,8,6
-1,distance_from_energy,194.8704071044922,MNIST,Schut,JEM Ensemble,8,6
-1,distance_from_targets,292.089599609375,MNIST,Schut,JEM Ensemble,8,6
-1,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,8,6
-1,set_size_penalty,3.2555066667162382,MNIST,Schut,JEM Ensemble,8,6
-1,validity,1.0,MNIST,Schut,JEM Ensemble,8,6
-2,distance,26.0,MNIST,Schut,JEM Ensemble,8,6
-2,distance_from_energy,194.80111694335938,MNIST,Schut,JEM Ensemble,8,6
-2,distance_from_targets,269.549072265625,MNIST,Schut,JEM Ensemble,8,6
-2,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,8,6
-2,set_size_penalty,2.7719638381994853,MNIST,Schut,JEM Ensemble,8,6
-2,validity,1.0,MNIST,Schut,JEM Ensemble,8,6
-3,distance,58.0,MNIST,Schut,JEM Ensemble,8,6
-3,distance_from_energy,245.0866241455078,MNIST,Schut,JEM Ensemble,8,6
-3,distance_from_targets,343.0851745605469,MNIST,Schut,JEM Ensemble,8,6
-3,redundancy,0.9630102040816326,MNIST,Schut,JEM Ensemble,8,6
-3,set_size_penalty,2.8820431114645255,MNIST,Schut,JEM Ensemble,8,6
-3,validity,1.0,MNIST,Schut,JEM Ensemble,8,6
-4,distance,34.0,MNIST,Schut,JEM Ensemble,8,6
-4,distance_from_energy,206.01124572753906,MNIST,Schut,JEM Ensemble,8,6
-4,distance_from_targets,304.7348327636719,MNIST,Schut,JEM Ensemble,8,6
-4,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,8,6
-4,set_size_penalty,2.553862403258938,MNIST,Schut,JEM Ensemble,8,6
-4,validity,1.0,MNIST,Schut,JEM Ensemble,8,6
-5,distance,34.0,MNIST,Schut,JEM Ensemble,8,6
-5,distance_from_energy,217.47042846679688,MNIST,Schut,JEM Ensemble,8,6
-5,distance_from_targets,271.2383728027344,MNIST,Schut,JEM Ensemble,8,6
-5,redundancy,0.9783163265306123,MNIST,Schut,JEM Ensemble,8,6
-5,set_size_penalty,3.28000622548529,MNIST,Schut,JEM Ensemble,8,6
-5,validity,1.0,MNIST,Schut,JEM Ensemble,8,6
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,6
+1,distance_from_energy,198.66583251953125,MNIST,Schut,JEM Ensemble,8,6
+1,distance_from_targets,289.4664001464844,MNIST,Schut,JEM Ensemble,8,6
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,6
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,6
+1,validity,0.0,MNIST,Schut,JEM Ensemble,8,6
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,6
+2,distance_from_energy,192.95960998535156,MNIST,Schut,JEM Ensemble,8,6
+2,distance_from_targets,264.4770812988281,MNIST,Schut,JEM Ensemble,8,6
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,6
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,6
+2,validity,0.0,MNIST,Schut,JEM Ensemble,8,6
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,6
+3,distance_from_energy,254.37037658691406,MNIST,Schut,JEM Ensemble,8,6
+3,distance_from_targets,345.92816162109375,MNIST,Schut,JEM Ensemble,8,6
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,6
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,6
+3,validity,0.0,MNIST,Schut,JEM Ensemble,8,6
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,6
+4,distance_from_energy,203.10157775878906,MNIST,Schut,JEM Ensemble,8,6
+4,distance_from_targets,298.1927795410156,MNIST,Schut,JEM Ensemble,8,6
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,6
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,6
+4,validity,0.0,MNIST,Schut,JEM Ensemble,8,6
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,6
+5,distance_from_energy,218.78802490234375,MNIST,Schut,JEM Ensemble,8,6
+5,distance_from_targets,268.09033203125,MNIST,Schut,JEM Ensemble,8,6
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,6
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,6
+5,validity,0.0,MNIST,Schut,JEM Ensemble,8,6
 6,distance,130.3674774169922,MNIST,Wachter,MLP,8,6
 6,distance_from_energy,375.2730712890625,MNIST,Wachter,MLP,8,6
 6,distance_from_targets,343.112060546875,MNIST,Wachter,MLP,8,6
@@ -37649,36 +37649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,8,6
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,8,6
 10,validity,1.0,MNIST,ECCCo,MLP,8,6
-6,distance,30.0,MNIST,Schut,MLP,8,6
-6,distance_from_energy,364.35223388671875,MNIST,Schut,MLP,8,6
-6,distance_from_targets,277.01123046875,MNIST,Schut,MLP,8,6
-6,redundancy,0.9808673469387755,MNIST,Schut,MLP,8,6
-6,set_size_penalty,0.5701478336518675,MNIST,Schut,MLP,8,6
-6,validity,1.0,MNIST,Schut,MLP,8,6
-7,distance,30.0,MNIST,Schut,MLP,8,6
-7,distance_from_energy,371.50421142578125,MNIST,Schut,MLP,8,6
-7,distance_from_targets,257.3607177734375,MNIST,Schut,MLP,8,6
-7,redundancy,0.9808673469387755,MNIST,Schut,MLP,8,6
-7,set_size_penalty,0.5700398724440623,MNIST,Schut,MLP,8,6
-7,validity,1.0,MNIST,Schut,MLP,8,6
-8,distance,18.0,MNIST,Schut,MLP,8,6
-8,distance_from_energy,365.9200134277344,MNIST,Schut,MLP,8,6
-8,distance_from_targets,286.4964904785156,MNIST,Schut,MLP,8,6
-8,redundancy,0.9885204081632653,MNIST,Schut,MLP,8,6
-8,set_size_penalty,0.5707042174718453,MNIST,Schut,MLP,8,6
-8,validity,1.0,MNIST,Schut,MLP,8,6
-9,distance,20.0,MNIST,Schut,MLP,8,6
-9,distance_from_energy,380.0729675292969,MNIST,Schut,MLP,8,6
-9,distance_from_targets,268.4140319824219,MNIST,Schut,MLP,8,6
+6,distance,10.000001907348633,MNIST,Schut,MLP,8,6
+6,distance_from_energy,367.1187744140625,MNIST,Schut,MLP,8,6
+6,distance_from_targets,272.7746276855469,MNIST,Schut,MLP,8,6
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,6
+6,set_size_penalty,0.0,MNIST,Schut,MLP,8,6
+6,validity,0.0,MNIST,Schut,MLP,8,6
+7,distance,10.0,MNIST,Schut,MLP,8,6
+7,distance_from_energy,371.9434814453125,MNIST,Schut,MLP,8,6
+7,distance_from_targets,255.60787963867188,MNIST,Schut,MLP,8,6
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,6
+7,set_size_penalty,0.0,MNIST,Schut,MLP,8,6
+7,validity,0.0,MNIST,Schut,MLP,8,6
+8,distance,10.000001907348633,MNIST,Schut,MLP,8,6
+8,distance_from_energy,363.5069274902344,MNIST,Schut,MLP,8,6
+8,distance_from_targets,282.1818542480469,MNIST,Schut,MLP,8,6
+8,redundancy,0.985969387755102,MNIST,Schut,MLP,8,6
+8,set_size_penalty,0.0,MNIST,Schut,MLP,8,6
+8,validity,0.0,MNIST,Schut,MLP,8,6
+9,distance,10.000000953674316,MNIST,Schut,MLP,8,6
+9,distance_from_energy,379.63262939453125,MNIST,Schut,MLP,8,6
+9,distance_from_targets,267.7064208984375,MNIST,Schut,MLP,8,6
 9,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,6
-9,set_size_penalty,0.5685900315269228,MNIST,Schut,MLP,8,6
-9,validity,1.0,MNIST,Schut,MLP,8,6
-10,distance,20.0,MNIST,Schut,MLP,8,6
-10,distance_from_energy,382.6919250488281,MNIST,Schut,MLP,8,6
-10,distance_from_targets,259.9492492675781,MNIST,Schut,MLP,8,6
+9,set_size_penalty,0.0,MNIST,Schut,MLP,8,6
+9,validity,0.0,MNIST,Schut,MLP,8,6
+10,distance,10.000001907348633,MNIST,Schut,MLP,8,6
+10,distance_from_energy,382.8887634277344,MNIST,Schut,MLP,8,6
+10,distance_from_targets,256.747802734375,MNIST,Schut,MLP,8,6
 10,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,6
-10,set_size_penalty,0.5689916159788251,MNIST,Schut,MLP,8,6
-10,validity,1.0,MNIST,Schut,MLP,8,6
+10,set_size_penalty,0.0,MNIST,Schut,MLP,8,6
+10,validity,0.0,MNIST,Schut,MLP,8,6
 11,distance,113.30525970458984,MNIST,Wachter,MLP Ensemble,8,6
 11,distance_from_energy,350.3323974609375,MNIST,Wachter,MLP Ensemble,8,6
 11,distance_from_targets,317.6919860839844,MNIST,Wachter,MLP Ensemble,8,6
@@ -37769,36 +37769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,8,6
 15,set_size_penalty,0.2919241971065585,MNIST,ECCCo,MLP Ensemble,8,6
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,8,6
-11,distance,16.0,MNIST,Schut,MLP Ensemble,8,6
-11,distance_from_energy,335.4962463378906,MNIST,Schut,MLP Ensemble,8,6
-11,distance_from_targets,245.5389404296875,MNIST,Schut,MLP Ensemble,8,6
-11,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,8,6
-11,set_size_penalty,0.3091303891054529,MNIST,Schut,MLP Ensemble,8,6
-11,validity,1.0,MNIST,Schut,MLP Ensemble,8,6
-12,distance,38.0,MNIST,Schut,MLP Ensemble,8,6
-12,distance_from_energy,354.4726867675781,MNIST,Schut,MLP Ensemble,8,6
-12,distance_from_targets,264.04974365234375,MNIST,Schut,MLP Ensemble,8,6
-12,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,8,6
-12,set_size_penalty,0.3098359878366268,MNIST,Schut,MLP Ensemble,8,6
-12,validity,1.0,MNIST,Schut,MLP Ensemble,8,6
-13,distance,34.0,MNIST,Schut,MLP Ensemble,8,6
-13,distance_from_energy,348.904541015625,MNIST,Schut,MLP Ensemble,8,6
-13,distance_from_targets,286.64056396484375,MNIST,Schut,MLP Ensemble,8,6
-13,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,8,6
-13,set_size_penalty,0.29779460361719834,MNIST,Schut,MLP Ensemble,8,6
-13,validity,1.0,MNIST,Schut,MLP Ensemble,8,6
-14,distance,48.0,MNIST,Schut,MLP Ensemble,8,6
-14,distance_from_energy,354.65313720703125,MNIST,Schut,MLP Ensemble,8,6
-14,distance_from_targets,285.121337890625,MNIST,Schut,MLP Ensemble,8,6
-14,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,8,6
-14,set_size_penalty,0.31943491468242535,MNIST,Schut,MLP Ensemble,8,6
-14,validity,1.0,MNIST,Schut,MLP Ensemble,8,6
-15,distance,30.0,MNIST,Schut,MLP Ensemble,8,6
-15,distance_from_energy,335.1820983886719,MNIST,Schut,MLP Ensemble,8,6
-15,distance_from_targets,303.1197509765625,MNIST,Schut,MLP Ensemble,8,6
-15,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,8,6
-15,set_size_penalty,0.29611138288228167,MNIST,Schut,MLP Ensemble,8,6
-15,validity,1.0,MNIST,Schut,MLP Ensemble,8,6
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,6
+11,distance_from_energy,337.7247619628906,MNIST,Schut,MLP Ensemble,8,6
+11,distance_from_targets,244.14157104492188,MNIST,Schut,MLP Ensemble,8,6
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,6
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,6
+11,validity,0.0,MNIST,Schut,MLP Ensemble,8,6
+12,distance,10.0,MNIST,Schut,MLP Ensemble,8,6
+12,distance_from_energy,361.9711608886719,MNIST,Schut,MLP Ensemble,8,6
+12,distance_from_targets,264.5402526855469,MNIST,Schut,MLP Ensemble,8,6
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,6
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,6
+12,validity,0.0,MNIST,Schut,MLP Ensemble,8,6
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,8,6
+13,distance_from_energy,352.8209228515625,MNIST,Schut,MLP Ensemble,8,6
+13,distance_from_targets,281.1912536621094,MNIST,Schut,MLP Ensemble,8,6
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,6
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,6
+13,validity,0.0,MNIST,Schut,MLP Ensemble,8,6
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,8,6
+14,distance_from_energy,366.2755432128906,MNIST,Schut,MLP Ensemble,8,6
+14,distance_from_targets,285.15216064453125,MNIST,Schut,MLP Ensemble,8,6
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,6
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,6
+14,validity,0.0,MNIST,Schut,MLP Ensemble,8,6
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,8,6
+15,distance_from_energy,336.8970031738281,MNIST,Schut,MLP Ensemble,8,6
+15,distance_from_targets,297.3099060058594,MNIST,Schut,MLP Ensemble,8,6
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,6
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,6
+15,validity,0.0,MNIST,Schut,MLP Ensemble,8,6
 16,distance,136.57278442382812,MNIST,Wachter,JEM,8,6
 16,distance_from_energy,217.36866760253906,MNIST,Wachter,JEM,8,6
 16,distance_from_targets,400.6551208496094,MNIST,Wachter,JEM,8,6
@@ -37889,36 +37889,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.008928571428571428,MNIST,ECCCo,JEM,8,6
 20,set_size_penalty,0.0,MNIST,ECCCo,JEM,8,6
 20,validity,0.0,MNIST,ECCCo,JEM,8,6
-16,distance,30.0,MNIST,Schut,JEM,8,6
-16,distance_from_energy,208.21922302246094,MNIST,Schut,JEM,8,6
-16,distance_from_targets,332.2270812988281,MNIST,Schut,JEM,8,6
-16,redundancy,0.9808673469387755,MNIST,Schut,JEM,8,6
-16,set_size_penalty,4.500574253010674,MNIST,Schut,JEM,8,6
-16,validity,1.0,MNIST,Schut,JEM,8,6
-17,distance,62.0,MNIST,Schut,JEM,8,6
-17,distance_from_energy,203.6620635986328,MNIST,Schut,JEM,8,6
-17,distance_from_targets,319.48309326171875,MNIST,Schut,JEM,8,6
-17,redundancy,0.9604591836734694,MNIST,Schut,JEM,8,6
-17,set_size_penalty,4.500995425531469,MNIST,Schut,JEM,8,6
-17,validity,1.0,MNIST,Schut,JEM,8,6
-18,distance,14.0,MNIST,Schut,JEM,8,6
-18,distance_from_energy,189.67562866210938,MNIST,Schut,JEM,8,6
-18,distance_from_targets,276.56146240234375,MNIST,Schut,JEM,8,6
-18,redundancy,0.9910714285714286,MNIST,Schut,JEM,8,6
-18,set_size_penalty,4.4999779436923655,MNIST,Schut,JEM,8,6
-18,validity,1.0,MNIST,Schut,JEM,8,6
-19,distance,46.0,MNIST,Schut,JEM,8,6
-19,distance_from_energy,216.70346069335938,MNIST,Schut,JEM,8,6
-19,distance_from_targets,308.4533996582031,MNIST,Schut,JEM,8,6
-19,redundancy,0.9706632653061225,MNIST,Schut,JEM,8,6
-19,set_size_penalty,4.500639419259093,MNIST,Schut,JEM,8,6
-19,validity,1.0,MNIST,Schut,JEM,8,6
-20,distance,72.0,MNIST,Schut,JEM,8,6
-20,distance_from_energy,210.68556213378906,MNIST,Schut,JEM,8,6
-20,distance_from_targets,337.3266906738281,MNIST,Schut,JEM,8,6
-20,redundancy,0.9540816326530612,MNIST,Schut,JEM,8,6
-20,set_size_penalty,4.50573633362777,MNIST,Schut,JEM,8,6
-20,validity,1.0,MNIST,Schut,JEM,8,6
+16,distance,10.000001907348633,MNIST,Schut,JEM,8,6
+16,distance_from_energy,208.74339294433594,MNIST,Schut,JEM,8,6
+16,distance_from_targets,329.7196350097656,MNIST,Schut,JEM,8,6
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,8,6
+16,set_size_penalty,0.0,MNIST,Schut,JEM,8,6
+16,validity,0.0,MNIST,Schut,JEM,8,6
+17,distance,10.000001907348633,MNIST,Schut,JEM,8,6
+17,distance_from_energy,203.97056579589844,MNIST,Schut,JEM,8,6
+17,distance_from_targets,322.6497497558594,MNIST,Schut,JEM,8,6
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,6
+17,set_size_penalty,0.0,MNIST,Schut,JEM,8,6
+17,validity,0.0,MNIST,Schut,JEM,8,6
+18,distance,10.000000953674316,MNIST,Schut,JEM,8,6
+18,distance_from_energy,188.5636749267578,MNIST,Schut,JEM,8,6
+18,distance_from_targets,274.34185791015625,MNIST,Schut,JEM,8,6
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,8,6
+18,set_size_penalty,0.0,MNIST,Schut,JEM,8,6
+18,validity,0.0,MNIST,Schut,JEM,8,6
+19,distance,10.000001907348633,MNIST,Schut,JEM,8,6
+19,distance_from_energy,213.8054656982422,MNIST,Schut,JEM,8,6
+19,distance_from_targets,299.3711853027344,MNIST,Schut,JEM,8,6
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,6
+19,set_size_penalty,0.0,MNIST,Schut,JEM,8,6
+19,validity,0.0,MNIST,Schut,JEM,8,6
+20,distance,10.000000953674316,MNIST,Schut,JEM,8,6
+20,distance_from_energy,206.25674438476562,MNIST,Schut,JEM,8,6
+20,distance_from_targets,334.16888427734375,MNIST,Schut,JEM,8,6
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,8,6
+20,set_size_penalty,0.0,MNIST,Schut,JEM,8,6
+20,validity,0.0,MNIST,Schut,JEM,8,6
 1,distance,157.5619659423828,MNIST,Wachter,JEM Ensemble,8,7
 1,distance_from_energy,210.9356231689453,MNIST,Wachter,JEM Ensemble,8,7
 1,distance_from_targets,346.24566650390625,MNIST,Wachter,JEM Ensemble,8,7
@@ -38009,36 +38009,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,8,7
 5,set_size_penalty,2.067649383094878,MNIST,ECCCo,JEM Ensemble,8,7
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,8,7
-1,distance,52.0,MNIST,Schut,JEM Ensemble,8,7
-1,distance_from_energy,191.64625549316406,MNIST,Schut,JEM Ensemble,8,7
-1,distance_from_targets,281.96905517578125,MNIST,Schut,JEM Ensemble,8,7
-1,redundancy,0.9668367346938775,MNIST,Schut,JEM Ensemble,8,7
-1,set_size_penalty,3.4898974475325018,MNIST,Schut,JEM Ensemble,8,7
-1,validity,1.0,MNIST,Schut,JEM Ensemble,8,7
-2,distance,26.0,MNIST,Schut,JEM Ensemble,8,7
-2,distance_from_energy,186.61204528808594,MNIST,Schut,JEM Ensemble,8,7
-2,distance_from_targets,253.50201416015625,MNIST,Schut,JEM Ensemble,8,7
-2,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,8,7
-2,set_size_penalty,3.390839777051168,MNIST,Schut,JEM Ensemble,8,7
-2,validity,1.0,MNIST,Schut,JEM Ensemble,8,7
-3,distance,38.0,MNIST,Schut,JEM Ensemble,8,7
-3,distance_from_energy,211.1298828125,MNIST,Schut,JEM Ensemble,8,7
-3,distance_from_targets,303.5523986816406,MNIST,Schut,JEM Ensemble,8,7
-3,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,8,7
-3,set_size_penalty,3.58142085698352,MNIST,Schut,JEM Ensemble,8,7
-3,validity,1.0,MNIST,Schut,JEM Ensemble,8,7
-4,distance,38.0,MNIST,Schut,JEM Ensemble,8,7
-4,distance_from_energy,199.42807006835938,MNIST,Schut,JEM Ensemble,8,7
-4,distance_from_targets,284.1801452636719,MNIST,Schut,JEM Ensemble,8,7
-4,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,8,7
-4,set_size_penalty,3.5874910724312326,MNIST,Schut,JEM Ensemble,8,7
-4,validity,1.0,MNIST,Schut,JEM Ensemble,8,7
-5,distance,24.0,MNIST,Schut,JEM Ensemble,8,7
-5,distance_from_energy,161.63897705078125,MNIST,Schut,JEM Ensemble,8,7
-5,distance_from_targets,247.09616088867188,MNIST,Schut,JEM Ensemble,8,7
-5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,8,7
-5,set_size_penalty,2.750702669234636,MNIST,Schut,JEM Ensemble,8,7
-5,validity,1.0,MNIST,Schut,JEM Ensemble,8,7
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,7
+1,distance_from_energy,195.87718200683594,MNIST,Schut,JEM Ensemble,8,7
+1,distance_from_targets,276.9985656738281,MNIST,Schut,JEM Ensemble,8,7
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,7
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,7
+1,validity,0.0,MNIST,Schut,JEM Ensemble,8,7
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,7
+2,distance_from_energy,190.65814208984375,MNIST,Schut,JEM Ensemble,8,7
+2,distance_from_targets,251.37783813476562,MNIST,Schut,JEM Ensemble,8,7
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,7
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,7
+2,validity,0.0,MNIST,Schut,JEM Ensemble,8,7
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,7
+3,distance_from_energy,221.93775939941406,MNIST,Schut,JEM Ensemble,8,7
+3,distance_from_targets,307.5771179199219,MNIST,Schut,JEM Ensemble,8,7
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,7
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,7
+3,validity,0.0,MNIST,Schut,JEM Ensemble,8,7
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,7
+4,distance_from_energy,210.13031005859375,MNIST,Schut,JEM Ensemble,8,7
+4,distance_from_targets,289.9646911621094,MNIST,Schut,JEM Ensemble,8,7
+4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,8,7
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,7
+4,validity,0.0,MNIST,Schut,JEM Ensemble,8,7
+5,distance,10.0,MNIST,Schut,JEM Ensemble,8,7
+5,distance_from_energy,160.61355590820312,MNIST,Schut,JEM Ensemble,8,7
+5,distance_from_targets,241.03884887695312,MNIST,Schut,JEM Ensemble,8,7
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,7
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,7
+5,validity,0.0,MNIST,Schut,JEM Ensemble,8,7
 6,distance,150.17776489257812,MNIST,Wachter,MLP,8,7
 6,distance_from_energy,370.69476318359375,MNIST,Wachter,MLP,8,7
 6,distance_from_targets,354.34735107421875,MNIST,Wachter,MLP,8,7
@@ -38129,36 +38129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,8,7
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,8,7
 10,validity,1.0,MNIST,ECCCo,MLP,8,7
-6,distance,42.0,MNIST,Schut,MLP,8,7
-6,distance_from_energy,357.478759765625,MNIST,Schut,MLP,8,7
-6,distance_from_targets,282.6986083984375,MNIST,Schut,MLP,8,7
-6,redundancy,0.9732142857142857,MNIST,Schut,MLP,8,7
-6,set_size_penalty,0.5730132163877697,MNIST,Schut,MLP,8,7
-6,validity,1.0,MNIST,Schut,MLP,8,7
-7,distance,26.0,MNIST,Schut,MLP,8,7
-7,distance_from_energy,371.1697998046875,MNIST,Schut,MLP,8,7
-7,distance_from_targets,304.1573181152344,MNIST,Schut,MLP,8,7
-7,redundancy,0.9834183673469388,MNIST,Schut,MLP,8,7
-7,set_size_penalty,0.5712361048289727,MNIST,Schut,MLP,8,7
-7,validity,1.0,MNIST,Schut,MLP,8,7
-8,distance,38.0,MNIST,Schut,MLP,8,7
-8,distance_from_energy,379.9958190917969,MNIST,Schut,MLP,8,7
-8,distance_from_targets,261.7707214355469,MNIST,Schut,MLP,8,7
-8,redundancy,0.9757653061224489,MNIST,Schut,MLP,8,7
-8,set_size_penalty,0.5721476225783202,MNIST,Schut,MLP,8,7
-8,validity,1.0,MNIST,Schut,MLP,8,7
-9,distance,36.0,MNIST,Schut,MLP,8,7
-9,distance_from_energy,364.1827392578125,MNIST,Schut,MLP,8,7
-9,distance_from_targets,273.1582946777344,MNIST,Schut,MLP,8,7
-9,redundancy,0.9770408163265306,MNIST,Schut,MLP,8,7
-9,set_size_penalty,0.5721358659692963,MNIST,Schut,MLP,8,7
-9,validity,1.0,MNIST,Schut,MLP,8,7
-10,distance,38.0,MNIST,Schut,MLP,8,7
-10,distance_from_energy,379.56890869140625,MNIST,Schut,MLP,8,7
-10,distance_from_targets,268.6067199707031,MNIST,Schut,MLP,8,7
-10,redundancy,0.9757653061224489,MNIST,Schut,MLP,8,7
-10,set_size_penalty,0.5703072490166843,MNIST,Schut,MLP,8,7
-10,validity,1.0,MNIST,Schut,MLP,8,7
+6,distance,10.000001907348633,MNIST,Schut,MLP,8,7
+6,distance_from_energy,359.66485595703125,MNIST,Schut,MLP,8,7
+6,distance_from_targets,275.83526611328125,MNIST,Schut,MLP,8,7
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,7
+6,set_size_penalty,0.0,MNIST,Schut,MLP,8,7
+6,validity,0.0,MNIST,Schut,MLP,8,7
+7,distance,10.000001907348633,MNIST,Schut,MLP,8,7
+7,distance_from_energy,373.23760986328125,MNIST,Schut,MLP,8,7
+7,distance_from_targets,301.51153564453125,MNIST,Schut,MLP,8,7
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,8,7
+7,set_size_penalty,0.0,MNIST,Schut,MLP,8,7
+7,validity,0.0,MNIST,Schut,MLP,8,7
+8,distance,10.000001907348633,MNIST,Schut,MLP,8,7
+8,distance_from_energy,389.6255187988281,MNIST,Schut,MLP,8,7
+8,distance_from_targets,260.60821533203125,MNIST,Schut,MLP,8,7
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,7
+8,set_size_penalty,0.0,MNIST,Schut,MLP,8,7
+8,validity,0.0,MNIST,Schut,MLP,8,7
+9,distance,10.0,MNIST,Schut,MLP,8,7
+9,distance_from_energy,371.1943664550781,MNIST,Schut,MLP,8,7
+9,distance_from_targets,272.99078369140625,MNIST,Schut,MLP,8,7
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,7
+9,set_size_penalty,0.0,MNIST,Schut,MLP,8,7
+9,validity,0.0,MNIST,Schut,MLP,8,7
+10,distance,10.000001907348633,MNIST,Schut,MLP,8,7
+10,distance_from_energy,385.39105224609375,MNIST,Schut,MLP,8,7
+10,distance_from_targets,264.8455505371094,MNIST,Schut,MLP,8,7
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,7
+10,set_size_penalty,0.0,MNIST,Schut,MLP,8,7
+10,validity,0.0,MNIST,Schut,MLP,8,7
 11,distance,134.38232421875,MNIST,Wachter,MLP Ensemble,8,7
 11,distance_from_energy,356.9754943847656,MNIST,Wachter,MLP Ensemble,8,7
 11,distance_from_targets,380.2845764160156,MNIST,Wachter,MLP Ensemble,8,7
@@ -38249,36 +38249,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,8,7
 15,set_size_penalty,0.2919241971087181,MNIST,ECCCo,MLP Ensemble,8,7
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,8,7
-11,distance,36.0,MNIST,Schut,MLP Ensemble,8,7
-11,distance_from_energy,343.95233154296875,MNIST,Schut,MLP Ensemble,8,7
-11,distance_from_targets,302.93634033203125,MNIST,Schut,MLP Ensemble,8,7
-11,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,8,7
-11,set_size_penalty,0.3021523963317134,MNIST,Schut,MLP Ensemble,8,7
-11,validity,1.0,MNIST,Schut,MLP Ensemble,8,7
-12,distance,58.0,MNIST,Schut,MLP Ensemble,8,7
-12,distance_from_energy,352.1582946777344,MNIST,Schut,MLP Ensemble,8,7
-12,distance_from_targets,304.2125244140625,MNIST,Schut,MLP Ensemble,8,7
-12,redundancy,0.9630102040816326,MNIST,Schut,MLP Ensemble,8,7
-12,set_size_penalty,0.31456233953189616,MNIST,Schut,MLP Ensemble,8,7
-12,validity,1.0,MNIST,Schut,MLP Ensemble,8,7
-13,distance,34.0,MNIST,Schut,MLP Ensemble,8,7
-13,distance_from_energy,357.9441833496094,MNIST,Schut,MLP Ensemble,8,7
-13,distance_from_targets,329.4441833496094,MNIST,Schut,MLP Ensemble,8,7
-13,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,8,7
-13,set_size_penalty,0.3170834704367327,MNIST,Schut,MLP Ensemble,8,7
-13,validity,1.0,MNIST,Schut,MLP Ensemble,8,7
-14,distance,40.0,MNIST,Schut,MLP Ensemble,8,7
-14,distance_from_energy,351.3818054199219,MNIST,Schut,MLP Ensemble,8,7
-14,distance_from_targets,254.46763610839844,MNIST,Schut,MLP Ensemble,8,7
-14,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,8,7
-14,set_size_penalty,0.30431315821607074,MNIST,Schut,MLP Ensemble,8,7
-14,validity,1.0,MNIST,Schut,MLP Ensemble,8,7
-15,distance,34.0,MNIST,Schut,MLP Ensemble,8,7
-15,distance_from_energy,347.4575500488281,MNIST,Schut,MLP Ensemble,8,7
-15,distance_from_targets,316.6495056152344,MNIST,Schut,MLP Ensemble,8,7
-15,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,8,7
-15,set_size_penalty,0.3150609367788426,MNIST,Schut,MLP Ensemble,8,7
-15,validity,1.0,MNIST,Schut,MLP Ensemble,8,7
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,7
+11,distance_from_energy,353.23956298828125,MNIST,Schut,MLP Ensemble,8,7
+11,distance_from_targets,306.1656799316406,MNIST,Schut,MLP Ensemble,8,7
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,7
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,7
+11,validity,0.0,MNIST,Schut,MLP Ensemble,8,7
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,7
+12,distance_from_energy,362.186767578125,MNIST,Schut,MLP Ensemble,8,7
+12,distance_from_targets,308.83465576171875,MNIST,Schut,MLP Ensemble,8,7
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,7
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,7
+12,validity,0.0,MNIST,Schut,MLP Ensemble,8,7
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,7
+13,distance_from_energy,365.1072998046875,MNIST,Schut,MLP Ensemble,8,7
+13,distance_from_targets,329.8490295410156,MNIST,Schut,MLP Ensemble,8,7
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,7
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,7
+13,validity,0.0,MNIST,Schut,MLP Ensemble,8,7
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,7
+14,distance_from_energy,359.2837219238281,MNIST,Schut,MLP Ensemble,8,7
+14,distance_from_targets,254.2855224609375,MNIST,Schut,MLP Ensemble,8,7
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,7
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,7
+14,validity,0.0,MNIST,Schut,MLP Ensemble,8,7
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,8,7
+15,distance_from_energy,355.3898010253906,MNIST,Schut,MLP Ensemble,8,7
+15,distance_from_targets,318.5877380371094,MNIST,Schut,MLP Ensemble,8,7
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,7
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,7
+15,validity,0.0,MNIST,Schut,MLP Ensemble,8,7
 16,distance,117.56705474853516,MNIST,Wachter,JEM,8,7
 16,distance_from_energy,217.42111206054688,MNIST,Wachter,JEM,8,7
 16,distance_from_targets,396.7003479003906,MNIST,Wachter,JEM,8,7
@@ -38369,35 +38369,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,8,7
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,8,7
 20,validity,1.0,MNIST,ECCCo,JEM,8,7
-16,distance,18.0,MNIST,Schut,JEM,8,7
-16,distance_from_energy,232.4215850830078,MNIST,Schut,JEM,8,7
-16,distance_from_targets,336.68359375,MNIST,Schut,JEM,8,7
-16,redundancy,0.9885204081632653,MNIST,Schut,JEM,8,7
-16,set_size_penalty,4.500207561814899,MNIST,Schut,JEM,8,7
-16,validity,1.0,MNIST,Schut,JEM,8,7
-17,distance,22.0,MNIST,Schut,JEM,8,7
-17,distance_from_energy,228.4800262451172,MNIST,Schut,JEM,8,7
-17,distance_from_targets,292.9536437988281,MNIST,Schut,JEM,8,7
-17,redundancy,0.985969387755102,MNIST,Schut,JEM,8,7
-17,set_size_penalty,4.500634436025603,MNIST,Schut,JEM,8,7
-17,validity,1.0,MNIST,Schut,JEM,8,7
-18,distance,10.0,MNIST,Schut,JEM,8,7
-18,distance_from_energy,187.24684143066406,MNIST,Schut,JEM,8,7
-18,distance_from_targets,264.4495544433594,MNIST,Schut,JEM,8,7
-18,redundancy,0.9936224489795918,MNIST,Schut,JEM,8,7
-18,set_size_penalty,4.500399205364378,MNIST,Schut,JEM,8,7
+16,distance,10.000000953674316,MNIST,Schut,JEM,8,7
+16,distance_from_energy,228.1666259765625,MNIST,Schut,JEM,8,7
+16,distance_from_targets,330.6532897949219,MNIST,Schut,JEM,8,7
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,8,7
+16,set_size_penalty,0.0,MNIST,Schut,JEM,8,7
+16,validity,0.0,MNIST,Schut,JEM,8,7
+17,distance,10.000001907348633,MNIST,Schut,JEM,8,7
+17,distance_from_energy,227.56988525390625,MNIST,Schut,JEM,8,7
+17,distance_from_targets,285.92694091796875,MNIST,Schut,JEM,8,7
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,7
+17,set_size_penalty,0.0,MNIST,Schut,JEM,8,7
+17,validity,0.0,MNIST,Schut,JEM,8,7
+18,distance,8.600000381469727,MNIST,Schut,JEM,8,7
+18,distance_from_energy,185.45013427734375,MNIST,Schut,JEM,8,7
+18,distance_from_targets,261.7792663574219,MNIST,Schut,JEM,8,7
+18,redundancy,0.9846938775510204,MNIST,Schut,JEM,8,7
+18,set_size_penalty,4.510997491028708,MNIST,Schut,JEM,8,7
 18,validity,1.0,MNIST,Schut,JEM,8,7
-19,distance,24.0,MNIST,Schut,JEM,8,7
-19,distance_from_energy,182.82122802734375,MNIST,Schut,JEM,8,7
-19,distance_from_targets,259.30792236328125,MNIST,Schut,JEM,8,7
-19,redundancy,0.9846938775510204,MNIST,Schut,JEM,8,7
-19,set_size_penalty,4.500002080214185,MNIST,Schut,JEM,8,7
-19,validity,1.0,MNIST,Schut,JEM,8,7
-20,distance,14.0,MNIST,Schut,JEM,8,7
-20,distance_from_energy,177.11019897460938,MNIST,Schut,JEM,8,7
-20,distance_from_targets,262.3281555175781,MNIST,Schut,JEM,8,7
-20,redundancy,0.9910714285714286,MNIST,Schut,JEM,8,7
-20,set_size_penalty,4.500037482100219,MNIST,Schut,JEM,8,7
+19,distance,10.0,MNIST,Schut,JEM,8,7
+19,distance_from_energy,179.93434143066406,MNIST,Schut,JEM,8,7
+19,distance_from_targets,251.7279815673828,MNIST,Schut,JEM,8,7
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,7
+19,set_size_penalty,0.0,MNIST,Schut,JEM,8,7
+19,validity,0.0,MNIST,Schut,JEM,8,7
+20,distance,10.000001907348633,MNIST,Schut,JEM,8,7
+20,distance_from_energy,175.88784790039062,MNIST,Schut,JEM,8,7
+20,distance_from_targets,258.6248474121094,MNIST,Schut,JEM,8,7
+20,redundancy,0.9821428571428571,MNIST,Schut,JEM,8,7
+20,set_size_penalty,4.590983991351636,MNIST,Schut,JEM,8,7
 20,validity,1.0,MNIST,Schut,JEM,8,7
 1,distance,127.58596801757812,MNIST,Wachter,JEM Ensemble,8,9
 1,distance_from_energy,215.6409149169922,MNIST,Wachter,JEM Ensemble,8,9
@@ -38489,36 +38489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,8,9
 5,set_size_penalty,2.067649383097824,MNIST,ECCCo,JEM Ensemble,8,9
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,8,9
-1,distance,24.0,MNIST,Schut,JEM Ensemble,8,9
-1,distance_from_energy,194.27969360351562,MNIST,Schut,JEM Ensemble,8,9
-1,distance_from_targets,315.394287109375,MNIST,Schut,JEM Ensemble,8,9
-1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,8,9
-1,set_size_penalty,3.0044679156980623,MNIST,Schut,JEM Ensemble,8,9
-1,validity,1.0,MNIST,Schut,JEM Ensemble,8,9
-2,distance,14.0,MNIST,Schut,JEM Ensemble,8,9
-2,distance_from_energy,189.35076904296875,MNIST,Schut,JEM Ensemble,8,9
-2,distance_from_targets,259.8763732910156,MNIST,Schut,JEM Ensemble,8,9
-2,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,8,9
-2,set_size_penalty,2.978120507376935,MNIST,Schut,JEM Ensemble,8,9
-2,validity,1.0,MNIST,Schut,JEM Ensemble,8,9
-3,distance,26.0,MNIST,Schut,JEM Ensemble,8,9
-3,distance_from_energy,201.25039672851562,MNIST,Schut,JEM Ensemble,8,9
-3,distance_from_targets,283.9079895019531,MNIST,Schut,JEM Ensemble,8,9
-3,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,8,9
-3,set_size_penalty,3.1890858269211755,MNIST,Schut,JEM Ensemble,8,9
-3,validity,1.0,MNIST,Schut,JEM Ensemble,8,9
-4,distance,16.0,MNIST,Schut,JEM Ensemble,8,9
-4,distance_from_energy,179.5933074951172,MNIST,Schut,JEM Ensemble,8,9
-4,distance_from_targets,245.98439025878906,MNIST,Schut,JEM Ensemble,8,9
-4,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,8,9
-4,set_size_penalty,3.4459760370036285,MNIST,Schut,JEM Ensemble,8,9
-4,validity,1.0,MNIST,Schut,JEM Ensemble,8,9
-5,distance,26.0,MNIST,Schut,JEM Ensemble,8,9
-5,distance_from_energy,197.28878784179688,MNIST,Schut,JEM Ensemble,8,9
-5,distance_from_targets,273.00604248046875,MNIST,Schut,JEM Ensemble,8,9
-5,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,8,9
-5,set_size_penalty,3.134853864254831,MNIST,Schut,JEM Ensemble,8,9
-5,validity,1.0,MNIST,Schut,JEM Ensemble,8,9
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,9
+1,distance_from_energy,192.89556884765625,MNIST,Schut,JEM Ensemble,8,9
+1,distance_from_targets,310.96234130859375,MNIST,Schut,JEM Ensemble,8,9
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,9
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,9
+1,validity,0.0,MNIST,Schut,JEM Ensemble,8,9
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,9
+2,distance_from_energy,189.93309020996094,MNIST,Schut,JEM Ensemble,8,9
+2,distance_from_targets,258.478271484375,MNIST,Schut,JEM Ensemble,8,9
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,8,9
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,9
+2,validity,0.0,MNIST,Schut,JEM Ensemble,8,9
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,8,9
+3,distance_from_energy,200.7624053955078,MNIST,Schut,JEM Ensemble,8,9
+3,distance_from_targets,279.1954650878906,MNIST,Schut,JEM Ensemble,8,9
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,9
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,9
+3,validity,0.0,MNIST,Schut,JEM Ensemble,8,9
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,9
+4,distance_from_energy,180.0355682373047,MNIST,Schut,JEM Ensemble,8,9
+4,distance_from_targets,245.52987670898438,MNIST,Schut,JEM Ensemble,8,9
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,9
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,9
+4,validity,0.0,MNIST,Schut,JEM Ensemble,8,9
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,8,9
+5,distance_from_energy,197.88653564453125,MNIST,Schut,JEM Ensemble,8,9
+5,distance_from_targets,269.17584228515625,MNIST,Schut,JEM Ensemble,8,9
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,8,9
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,8,9
+5,validity,0.0,MNIST,Schut,JEM Ensemble,8,9
 6,distance,119.64131927490234,MNIST,Wachter,MLP,8,9
 6,distance_from_energy,379.8818054199219,MNIST,Wachter,MLP,8,9
 6,distance_from_targets,317.0142517089844,MNIST,Wachter,MLP,8,9
@@ -38609,36 +38609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,8,9
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,8,9
 10,validity,1.0,MNIST,ECCCo,MLP,8,9
-6,distance,22.0,MNIST,Schut,MLP,8,9
-6,distance_from_energy,360.1683349609375,MNIST,Schut,MLP,8,9
-6,distance_from_targets,245.64015197753906,MNIST,Schut,MLP,8,9
-6,redundancy,0.985969387755102,MNIST,Schut,MLP,8,9
-6,set_size_penalty,0.5712758369302764,MNIST,Schut,MLP,8,9
-6,validity,1.0,MNIST,Schut,MLP,8,9
-7,distance,30.0,MNIST,Schut,MLP,8,9
-7,distance_from_energy,369.85797119140625,MNIST,Schut,MLP,8,9
-7,distance_from_targets,284.69866943359375,MNIST,Schut,MLP,8,9
-7,redundancy,0.9808673469387755,MNIST,Schut,MLP,8,9
-7,set_size_penalty,0.574160689489772,MNIST,Schut,MLP,8,9
-7,validity,1.0,MNIST,Schut,MLP,8,9
-8,distance,34.0,MNIST,Schut,MLP,8,9
-8,distance_from_energy,386.1564025878906,MNIST,Schut,MLP,8,9
-8,distance_from_targets,267.8556213378906,MNIST,Schut,MLP,8,9
-8,redundancy,0.9783163265306123,MNIST,Schut,MLP,8,9
-8,set_size_penalty,0.5735624737641516,MNIST,Schut,MLP,8,9
-8,validity,1.0,MNIST,Schut,MLP,8,9
-9,distance,24.0,MNIST,Schut,MLP,8,9
-9,distance_from_energy,362.1371154785156,MNIST,Schut,MLP,8,9
-9,distance_from_targets,252.56277465820312,MNIST,Schut,MLP,8,9
-9,redundancy,0.9846938775510204,MNIST,Schut,MLP,8,9
-9,set_size_penalty,0.5697695737918489,MNIST,Schut,MLP,8,9
-9,validity,1.0,MNIST,Schut,MLP,8,9
-10,distance,30.0,MNIST,Schut,MLP,8,9
-10,distance_from_energy,385.3409118652344,MNIST,Schut,MLP,8,9
-10,distance_from_targets,273.9158630371094,MNIST,Schut,MLP,8,9
-10,redundancy,0.9808673469387755,MNIST,Schut,MLP,8,9
-10,set_size_penalty,0.5712818076766464,MNIST,Schut,MLP,8,9
-10,validity,1.0,MNIST,Schut,MLP,8,9
+6,distance,10.000001907348633,MNIST,Schut,MLP,8,9
+6,distance_from_energy,360.453369140625,MNIST,Schut,MLP,8,9
+6,distance_from_targets,241.588623046875,MNIST,Schut,MLP,8,9
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,9
+6,set_size_penalty,0.0,MNIST,Schut,MLP,8,9
+6,validity,0.0,MNIST,Schut,MLP,8,9
+7,distance,10.000001907348633,MNIST,Schut,MLP,8,9
+7,distance_from_energy,371.07696533203125,MNIST,Schut,MLP,8,9
+7,distance_from_targets,276.3326110839844,MNIST,Schut,MLP,8,9
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,8,9
+7,set_size_penalty,0.0,MNIST,Schut,MLP,8,9
+7,validity,0.0,MNIST,Schut,MLP,8,9
+8,distance,10.000000953674316,MNIST,Schut,MLP,8,9
+8,distance_from_energy,386.4594421386719,MNIST,Schut,MLP,8,9
+8,distance_from_targets,257.57122802734375,MNIST,Schut,MLP,8,9
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,9
+8,set_size_penalty,0.0,MNIST,Schut,MLP,8,9
+8,validity,0.0,MNIST,Schut,MLP,8,9
+9,distance,10.000000953674316,MNIST,Schut,MLP,8,9
+9,distance_from_energy,362.17364501953125,MNIST,Schut,MLP,8,9
+9,distance_from_targets,247.2017059326172,MNIST,Schut,MLP,8,9
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,9
+9,set_size_penalty,0.0,MNIST,Schut,MLP,8,9
+9,validity,0.0,MNIST,Schut,MLP,8,9
+10,distance,10.000001907348633,MNIST,Schut,MLP,8,9
+10,distance_from_energy,389.297607421875,MNIST,Schut,MLP,8,9
+10,distance_from_targets,266.1482238769531,MNIST,Schut,MLP,8,9
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,8,9
+10,set_size_penalty,0.0,MNIST,Schut,MLP,8,9
+10,validity,0.0,MNIST,Schut,MLP,8,9
 11,distance,119.94580078125,MNIST,Wachter,MLP Ensemble,8,9
 11,distance_from_energy,355.1043395996094,MNIST,Wachter,MLP Ensemble,8,9
 11,distance_from_targets,361.3595886230469,MNIST,Wachter,MLP Ensemble,8,9
@@ -38729,36 +38729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,8,9
 15,set_size_penalty,0.2919241971069466,MNIST,ECCCo,MLP Ensemble,8,9
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,8,9
-11,distance,24.0,MNIST,Schut,MLP Ensemble,8,9
-11,distance_from_energy,332.72003173828125,MNIST,Schut,MLP Ensemble,8,9
-11,distance_from_targets,290.9158020019531,MNIST,Schut,MLP Ensemble,8,9
-11,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,8,9
-11,set_size_penalty,0.3118827845206189,MNIST,Schut,MLP Ensemble,8,9
-11,validity,1.0,MNIST,Schut,MLP Ensemble,8,9
-12,distance,38.0,MNIST,Schut,MLP Ensemble,8,9
-12,distance_from_energy,357.94317626953125,MNIST,Schut,MLP Ensemble,8,9
-12,distance_from_targets,296.9730529785156,MNIST,Schut,MLP Ensemble,8,9
-12,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,8,9
-12,set_size_penalty,0.32071978367481724,MNIST,Schut,MLP Ensemble,8,9
-12,validity,1.0,MNIST,Schut,MLP Ensemble,8,9
-13,distance,40.0,MNIST,Schut,MLP Ensemble,8,9
-13,distance_from_energy,360.16534423828125,MNIST,Schut,MLP Ensemble,8,9
-13,distance_from_targets,264.29705810546875,MNIST,Schut,MLP Ensemble,8,9
-13,redundancy,0.9744897959183674,MNIST,Schut,MLP Ensemble,8,9
-13,set_size_penalty,0.3093895196915124,MNIST,Schut,MLP Ensemble,8,9
-13,validity,1.0,MNIST,Schut,MLP Ensemble,8,9
-14,distance,38.0,MNIST,Schut,MLP Ensemble,8,9
-14,distance_from_energy,337.1904602050781,MNIST,Schut,MLP Ensemble,8,9
-14,distance_from_targets,283.7042236328125,MNIST,Schut,MLP Ensemble,8,9
-14,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,8,9
-14,set_size_penalty,0.33561662800183556,MNIST,Schut,MLP Ensemble,8,9
-14,validity,1.0,MNIST,Schut,MLP Ensemble,8,9
-15,distance,44.0,MNIST,Schut,MLP Ensemble,8,9
-15,distance_from_energy,342.9595947265625,MNIST,Schut,MLP Ensemble,8,9
-15,distance_from_targets,264.7668762207031,MNIST,Schut,MLP Ensemble,8,9
-15,redundancy,0.9719387755102041,MNIST,Schut,MLP Ensemble,8,9
-15,set_size_penalty,0.3094415443449421,MNIST,Schut,MLP Ensemble,8,9
-15,validity,1.0,MNIST,Schut,MLP Ensemble,8,9
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,9
+11,distance_from_energy,334.6465759277344,MNIST,Schut,MLP Ensemble,8,9
+11,distance_from_targets,289.64984130859375,MNIST,Schut,MLP Ensemble,8,9
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,9
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,9
+11,validity,0.0,MNIST,Schut,MLP Ensemble,8,9
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,9
+12,distance_from_energy,361.0234680175781,MNIST,Schut,MLP Ensemble,8,9
+12,distance_from_targets,293.7692565917969,MNIST,Schut,MLP Ensemble,8,9
+12,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,8,9
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,9
+12,validity,0.0,MNIST,Schut,MLP Ensemble,8,9
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,8,9
+13,distance_from_energy,364.7735290527344,MNIST,Schut,MLP Ensemble,8,9
+13,distance_from_targets,257.7329406738281,MNIST,Schut,MLP Ensemble,8,9
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,9
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,9
+13,validity,0.0,MNIST,Schut,MLP Ensemble,8,9
+14,distance,10.0,MNIST,Schut,MLP Ensemble,8,9
+14,distance_from_energy,343.5299987792969,MNIST,Schut,MLP Ensemble,8,9
+14,distance_from_targets,279.79095458984375,MNIST,Schut,MLP Ensemble,8,9
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,9
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,9
+14,validity,0.0,MNIST,Schut,MLP Ensemble,8,9
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,8,9
+15,distance_from_energy,348.73553466796875,MNIST,Schut,MLP Ensemble,8,9
+15,distance_from_targets,259.7525634765625,MNIST,Schut,MLP Ensemble,8,9
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,8,9
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,8,9
+15,validity,0.0,MNIST,Schut,MLP Ensemble,8,9
 16,distance,111.81558990478516,MNIST,Wachter,JEM,8,9
 16,distance_from_energy,215.07737731933594,MNIST,Wachter,JEM,8,9
 16,distance_from_targets,362.7129821777344,MNIST,Wachter,JEM,8,9
@@ -38849,36 +38849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,8,9
 20,set_size_penalty,4.499954580169712,MNIST,ECCCo,JEM,8,9
 20,validity,1.0,MNIST,ECCCo,JEM,8,9
-16,distance,12.0,MNIST,Schut,JEM,8,9
-16,distance_from_energy,188.0788116455078,MNIST,Schut,JEM,8,9
-16,distance_from_targets,300.3464050292969,MNIST,Schut,JEM,8,9
-16,redundancy,0.9923469387755102,MNIST,Schut,JEM,8,9
-16,set_size_penalty,4.500120113786126,MNIST,Schut,JEM,8,9
+16,distance,10.000000953674316,MNIST,Schut,JEM,8,9
+16,distance_from_energy,183.99855041503906,MNIST,Schut,JEM,8,9
+16,distance_from_targets,294.59686279296875,MNIST,Schut,JEM,8,9
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,8,9
+16,set_size_penalty,4.682967676962654,MNIST,Schut,JEM,8,9
 16,validity,1.0,MNIST,Schut,JEM,8,9
-17,distance,14.0,MNIST,Schut,JEM,8,9
-17,distance_from_energy,178.31886291503906,MNIST,Schut,JEM,8,9
-17,distance_from_targets,249.39566040039062,MNIST,Schut,JEM,8,9
-17,redundancy,0.9910714285714286,MNIST,Schut,JEM,8,9
-17,set_size_penalty,4.500517292684749,MNIST,Schut,JEM,8,9
-17,validity,1.0,MNIST,Schut,JEM,8,9
-18,distance,26.0,MNIST,Schut,JEM,8,9
-18,distance_from_energy,210.41148376464844,MNIST,Schut,JEM,8,9
-18,distance_from_targets,338.8764343261719,MNIST,Schut,JEM,8,9
-18,redundancy,0.9834183673469388,MNIST,Schut,JEM,8,9
-18,set_size_penalty,4.500095480820619,MNIST,Schut,JEM,8,9
-18,validity,1.0,MNIST,Schut,JEM,8,9
-19,distance,10.0,MNIST,Schut,JEM,8,9
-19,distance_from_energy,202.6005859375,MNIST,Schut,JEM,8,9
-19,distance_from_targets,245.1414337158203,MNIST,Schut,JEM,8,9
-19,redundancy,0.9936224489795918,MNIST,Schut,JEM,8,9
-19,set_size_penalty,4.5013425517232255,MNIST,Schut,JEM,8,9
+17,distance,10.000000953674316,MNIST,Schut,JEM,8,9
+17,distance_from_energy,175.6868133544922,MNIST,Schut,JEM,8,9
+17,distance_from_targets,245.4520263671875,MNIST,Schut,JEM,8,9
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,8,9
+17,set_size_penalty,0.0,MNIST,Schut,JEM,8,9
+17,validity,0.0,MNIST,Schut,JEM,8,9
+18,distance,10.000001907348633,MNIST,Schut,JEM,8,9
+18,distance_from_energy,206.47637939453125,MNIST,Schut,JEM,8,9
+18,distance_from_targets,332.3976745605469,MNIST,Schut,JEM,8,9
+18,redundancy,0.985969387755102,MNIST,Schut,JEM,8,9
+18,set_size_penalty,0.0,MNIST,Schut,JEM,8,9
+18,validity,0.0,MNIST,Schut,JEM,8,9
+19,distance,10.000001907348633,MNIST,Schut,JEM,8,9
+19,distance_from_energy,199.28738403320312,MNIST,Schut,JEM,8,9
+19,distance_from_targets,241.97142028808594,MNIST,Schut,JEM,8,9
+19,redundancy,0.9846938775510204,MNIST,Schut,JEM,8,9
+19,set_size_penalty,4.518027333135105,MNIST,Schut,JEM,8,9
 19,validity,1.0,MNIST,Schut,JEM,8,9
-20,distance,28.0,MNIST,Schut,JEM,8,9
-20,distance_from_energy,214.6026611328125,MNIST,Schut,JEM,8,9
-20,distance_from_targets,293.095947265625,MNIST,Schut,JEM,8,9
-20,redundancy,0.9821428571428571,MNIST,Schut,JEM,8,9
-20,set_size_penalty,4.500143417369503,MNIST,Schut,JEM,8,9
-20,validity,1.0,MNIST,Schut,JEM,8,9
+20,distance,10.000001907348633,MNIST,Schut,JEM,8,9
+20,distance_from_energy,211.75364685058594,MNIST,Schut,JEM,8,9
+20,distance_from_targets,283.28515625,MNIST,Schut,JEM,8,9
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,8,9
+20,set_size_penalty,0.0,MNIST,Schut,JEM,8,9
+20,validity,0.0,MNIST,Schut,JEM,8,9
 1,distance,156.29747009277344,MNIST,Wachter,JEM Ensemble,9,0
 1,distance_from_energy,241.73072814941406,MNIST,Wachter,JEM Ensemble,9,0
 1,distance_from_targets,413.1033020019531,MNIST,Wachter,JEM Ensemble,9,0
@@ -38969,36 +38969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,9,0
 5,set_size_penalty,2.067653722822298,MNIST,ECCCo,JEM Ensemble,9,0
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,9,0
-1,distance,52.0,MNIST,Schut,JEM Ensemble,9,0
-1,distance_from_energy,220.36607360839844,MNIST,Schut,JEM Ensemble,9,0
-1,distance_from_targets,341.56524658203125,MNIST,Schut,JEM Ensemble,9,0
-1,redundancy,0.9668367346938775,MNIST,Schut,JEM Ensemble,9,0
-1,set_size_penalty,3.185898729596704,MNIST,Schut,JEM Ensemble,9,0
-1,validity,1.0,MNIST,Schut,JEM Ensemble,9,0
-2,distance,48.0,MNIST,Schut,JEM Ensemble,9,0
-2,distance_from_energy,209.62721252441406,MNIST,Schut,JEM Ensemble,9,0
-2,distance_from_targets,298.750244140625,MNIST,Schut,JEM Ensemble,9,0
-2,redundancy,0.9693877551020408,MNIST,Schut,JEM Ensemble,9,0
-2,set_size_penalty,3.1812803471794657,MNIST,Schut,JEM Ensemble,9,0
-2,validity,1.0,MNIST,Schut,JEM Ensemble,9,0
-3,distance,54.0,MNIST,Schut,JEM Ensemble,9,0
-3,distance_from_energy,210.28443908691406,MNIST,Schut,JEM Ensemble,9,0
-3,distance_from_targets,306.3054504394531,MNIST,Schut,JEM Ensemble,9,0
-3,redundancy,0.9655612244897959,MNIST,Schut,JEM Ensemble,9,0
-3,set_size_penalty,3.384283635110803,MNIST,Schut,JEM Ensemble,9,0
-3,validity,1.0,MNIST,Schut,JEM Ensemble,9,0
-4,distance,50.0,MNIST,Schut,JEM Ensemble,9,0
-4,distance_from_energy,193.21810913085938,MNIST,Schut,JEM Ensemble,9,0
-4,distance_from_targets,296.01751708984375,MNIST,Schut,JEM Ensemble,9,0
-4,redundancy,0.9681122448979592,MNIST,Schut,JEM Ensemble,9,0
-4,set_size_penalty,3.1812313695775236,MNIST,Schut,JEM Ensemble,9,0
-4,validity,1.0,MNIST,Schut,JEM Ensemble,9,0
-5,distance,44.0,MNIST,Schut,JEM Ensemble,9,0
-5,distance_from_energy,213.20233154296875,MNIST,Schut,JEM Ensemble,9,0
-5,distance_from_targets,299.81158447265625,MNIST,Schut,JEM Ensemble,9,0
-5,redundancy,0.9719387755102041,MNIST,Schut,JEM Ensemble,9,0
-5,set_size_penalty,3.206105390745787,MNIST,Schut,JEM Ensemble,9,0
-5,validity,1.0,MNIST,Schut,JEM Ensemble,9,0
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,9,0
+1,distance_from_energy,220.53363037109375,MNIST,Schut,JEM Ensemble,9,0
+1,distance_from_targets,340.2842102050781,MNIST,Schut,JEM Ensemble,9,0
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,0
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,0
+1,validity,0.0,MNIST,Schut,JEM Ensemble,9,0
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,0
+2,distance_from_energy,214.3193359375,MNIST,Schut,JEM Ensemble,9,0
+2,distance_from_targets,300.1841125488281,MNIST,Schut,JEM Ensemble,9,0
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,0
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,0
+2,validity,0.0,MNIST,Schut,JEM Ensemble,9,0
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,9,0
+3,distance_from_energy,216.11021423339844,MNIST,Schut,JEM Ensemble,9,0
+3,distance_from_targets,310.88525390625,MNIST,Schut,JEM Ensemble,9,0
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,0
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,0
+3,validity,0.0,MNIST,Schut,JEM Ensemble,9,0
+4,distance,10.0,MNIST,Schut,JEM Ensemble,9,0
+4,distance_from_energy,195.41412353515625,MNIST,Schut,JEM Ensemble,9,0
+4,distance_from_targets,291.6424865722656,MNIST,Schut,JEM Ensemble,9,0
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,0
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,0
+4,validity,0.0,MNIST,Schut,JEM Ensemble,9,0
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,0
+5,distance_from_energy,218.041015625,MNIST,Schut,JEM Ensemble,9,0
+5,distance_from_targets,301.3985290527344,MNIST,Schut,JEM Ensemble,9,0
+5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,9,0
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,0
+5,validity,0.0,MNIST,Schut,JEM Ensemble,9,0
 6,distance,152.3961181640625,MNIST,Wachter,MLP,9,0
 6,distance_from_energy,355.9801940917969,MNIST,Wachter,MLP,9,0
 6,distance_from_targets,397.85125732421875,MNIST,Wachter,MLP,9,0
@@ -39089,36 +39089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,9,0
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,9,0
 10,validity,1.0,MNIST,ECCCo,MLP,9,0
-6,distance,58.0,MNIST,Schut,MLP,9,0
-6,distance_from_energy,361.9629211425781,MNIST,Schut,MLP,9,0
-6,distance_from_targets,330.17242431640625,MNIST,Schut,MLP,9,0
-6,redundancy,0.9630102040816326,MNIST,Schut,MLP,9,0
-6,set_size_penalty,0.571664105270624,MNIST,Schut,MLP,9,0
-6,validity,1.0,MNIST,Schut,MLP,9,0
-7,distance,42.0,MNIST,Schut,MLP,9,0
-7,distance_from_energy,363.2867431640625,MNIST,Schut,MLP,9,0
-7,distance_from_targets,362.7308654785156,MNIST,Schut,MLP,9,0
-7,redundancy,0.9732142857142857,MNIST,Schut,MLP,9,0
-7,set_size_penalty,0.5703640414324642,MNIST,Schut,MLP,9,0
-7,validity,1.0,MNIST,Schut,MLP,9,0
-8,distance,26.0,MNIST,Schut,MLP,9,0
-8,distance_from_energy,367.29864501953125,MNIST,Schut,MLP,9,0
-8,distance_from_targets,311.6591796875,MNIST,Schut,MLP,9,0
-8,redundancy,0.9834183673469388,MNIST,Schut,MLP,9,0
-8,set_size_penalty,0.5728775123735343,MNIST,Schut,MLP,9,0
-8,validity,1.0,MNIST,Schut,MLP,9,0
-9,distance,42.0,MNIST,Schut,MLP,9,0
-9,distance_from_energy,367.506103515625,MNIST,Schut,MLP,9,0
-9,distance_from_targets,323.9502868652344,MNIST,Schut,MLP,9,0
-9,redundancy,0.9732142857142857,MNIST,Schut,MLP,9,0
-9,set_size_penalty,0.5699388005433077,MNIST,Schut,MLP,9,0
-9,validity,1.0,MNIST,Schut,MLP,9,0
-10,distance,42.0,MNIST,Schut,MLP,9,0
-10,distance_from_energy,374.1138610839844,MNIST,Schut,MLP,9,0
-10,distance_from_targets,346.3219299316406,MNIST,Schut,MLP,9,0
-10,redundancy,0.9732142857142857,MNIST,Schut,MLP,9,0
-10,set_size_penalty,0.5721470922785898,MNIST,Schut,MLP,9,0
-10,validity,1.0,MNIST,Schut,MLP,9,0
+6,distance,10.000001907348633,MNIST,Schut,MLP,9,0
+6,distance_from_energy,373.34893798828125,MNIST,Schut,MLP,9,0
+6,distance_from_targets,326.65264892578125,MNIST,Schut,MLP,9,0
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,0
+6,set_size_penalty,0.0,MNIST,Schut,MLP,9,0
+6,validity,0.0,MNIST,Schut,MLP,9,0
+7,distance,10.000001907348633,MNIST,Schut,MLP,9,0
+7,distance_from_energy,363.0380859375,MNIST,Schut,MLP,9,0
+7,distance_from_targets,353.41387939453125,MNIST,Schut,MLP,9,0
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,0
+7,set_size_penalty,0.0,MNIST,Schut,MLP,9,0
+7,validity,0.0,MNIST,Schut,MLP,9,0
+8,distance,10.000001907348633,MNIST,Schut,MLP,9,0
+8,distance_from_energy,369.7830810546875,MNIST,Schut,MLP,9,0
+8,distance_from_targets,307.5132141113281,MNIST,Schut,MLP,9,0
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,0
+8,set_size_penalty,0.0,MNIST,Schut,MLP,9,0
+8,validity,0.0,MNIST,Schut,MLP,9,0
+9,distance,10.000001907348633,MNIST,Schut,MLP,9,0
+9,distance_from_energy,367.5079040527344,MNIST,Schut,MLP,9,0
+9,distance_from_targets,311.2112731933594,MNIST,Schut,MLP,9,0
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,0
+9,set_size_penalty,0.0,MNIST,Schut,MLP,9,0
+9,validity,0.0,MNIST,Schut,MLP,9,0
+10,distance,10.000001907348633,MNIST,Schut,MLP,9,0
+10,distance_from_energy,378.3524475097656,MNIST,Schut,MLP,9,0
+10,distance_from_targets,337.6194152832031,MNIST,Schut,MLP,9,0
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,0
+10,set_size_penalty,0.0,MNIST,Schut,MLP,9,0
+10,validity,0.0,MNIST,Schut,MLP,9,0
 11,distance,149.06031799316406,MNIST,Wachter,MLP Ensemble,9,0
 11,distance_from_energy,357.51202392578125,MNIST,Wachter,MLP Ensemble,9,0
 11,distance_from_targets,412.3917541503906,MNIST,Wachter,MLP Ensemble,9,0
@@ -39209,36 +39209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,9,0
 15,set_size_penalty,0.2919241971065287,MNIST,ECCCo,MLP Ensemble,9,0
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,9,0
-11,distance,54.0,MNIST,Schut,MLP Ensemble,9,0
-11,distance_from_energy,356.856689453125,MNIST,Schut,MLP Ensemble,9,0
-11,distance_from_targets,361.14385986328125,MNIST,Schut,MLP Ensemble,9,0
-11,redundancy,0.9655612244897959,MNIST,Schut,MLP Ensemble,9,0
-11,set_size_penalty,0.37362386891504507,MNIST,Schut,MLP Ensemble,9,0
-11,validity,1.0,MNIST,Schut,MLP Ensemble,9,0
-12,distance,54.0,MNIST,Schut,MLP Ensemble,9,0
-12,distance_from_energy,364.3602600097656,MNIST,Schut,MLP Ensemble,9,0
-12,distance_from_targets,332.4597473144531,MNIST,Schut,MLP Ensemble,9,0
-12,redundancy,0.9655612244897959,MNIST,Schut,MLP Ensemble,9,0
-12,set_size_penalty,0.3408826815330426,MNIST,Schut,MLP Ensemble,9,0
-12,validity,1.0,MNIST,Schut,MLP Ensemble,9,0
-13,distance,78.0,MNIST,Schut,MLP Ensemble,9,0
-13,distance_from_energy,362.9624938964844,MNIST,Schut,MLP Ensemble,9,0
-13,distance_from_targets,405.2490234375,MNIST,Schut,MLP Ensemble,9,0
-13,redundancy,0.9502551020408163,MNIST,Schut,MLP Ensemble,9,0
-13,set_size_penalty,0.29631562433540126,MNIST,Schut,MLP Ensemble,9,0
-13,validity,1.0,MNIST,Schut,MLP Ensemble,9,0
-14,distance,52.0,MNIST,Schut,MLP Ensemble,9,0
-14,distance_from_energy,371.74639892578125,MNIST,Schut,MLP Ensemble,9,0
-14,distance_from_targets,345.0421447753906,MNIST,Schut,MLP Ensemble,9,0
-14,redundancy,0.9668367346938775,MNIST,Schut,MLP Ensemble,9,0
-14,set_size_penalty,0.31154865203694704,MNIST,Schut,MLP Ensemble,9,0
-14,validity,1.0,MNIST,Schut,MLP Ensemble,9,0
-15,distance,72.0,MNIST,Schut,MLP Ensemble,9,0
-15,distance_from_energy,350.22967529296875,MNIST,Schut,MLP Ensemble,9,0
-15,distance_from_targets,323.56280517578125,MNIST,Schut,MLP Ensemble,9,0
-15,redundancy,0.9540816326530612,MNIST,Schut,MLP Ensemble,9,0
-15,set_size_penalty,0.2979663380194779,MNIST,Schut,MLP Ensemble,9,0
-15,validity,1.0,MNIST,Schut,MLP Ensemble,9,0
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,0
+11,distance_from_energy,363.0473937988281,MNIST,Schut,MLP Ensemble,9,0
+11,distance_from_targets,354.00177001953125,MNIST,Schut,MLP Ensemble,9,0
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,0
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,0
+11,validity,0.0,MNIST,Schut,MLP Ensemble,9,0
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,0
+12,distance_from_energy,373.86834716796875,MNIST,Schut,MLP Ensemble,9,0
+12,distance_from_targets,327.14544677734375,MNIST,Schut,MLP Ensemble,9,0
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,0
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,0
+12,validity,0.0,MNIST,Schut,MLP Ensemble,9,0
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,0
+13,distance_from_energy,373.59259033203125,MNIST,Schut,MLP Ensemble,9,0
+13,distance_from_targets,401.04443359375,MNIST,Schut,MLP Ensemble,9,0
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,0
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,0
+13,validity,0.0,MNIST,Schut,MLP Ensemble,9,0
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,0
+14,distance_from_energy,378.2395324707031,MNIST,Schut,MLP Ensemble,9,0
+14,distance_from_targets,342.8436279296875,MNIST,Schut,MLP Ensemble,9,0
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,0
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,0
+14,validity,0.0,MNIST,Schut,MLP Ensemble,9,0
+15,distance,10.0,MNIST,Schut,MLP Ensemble,9,0
+15,distance_from_energy,369.5523681640625,MNIST,Schut,MLP Ensemble,9,0
+15,distance_from_targets,334.82257080078125,MNIST,Schut,MLP Ensemble,9,0
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,0
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,0
+15,validity,0.0,MNIST,Schut,MLP Ensemble,9,0
 16,distance,136.9902801513672,MNIST,Wachter,JEM,9,0
 16,distance_from_energy,232.20452880859375,MNIST,Wachter,JEM,9,0
 16,distance_from_targets,418.0528869628906,MNIST,Wachter,JEM,9,0
@@ -39329,36 +39329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,9,0
 20,set_size_penalty,4.499954580169699,MNIST,ECCCo,JEM,9,0
 20,validity,1.0,MNIST,ECCCo,JEM,9,0
-16,distance,26.0,MNIST,Schut,JEM,9,0
-16,distance_from_energy,238.44781494140625,MNIST,Schut,JEM,9,0
-16,distance_from_targets,359.6287841796875,MNIST,Schut,JEM,9,0
-16,redundancy,0.9834183673469388,MNIST,Schut,JEM,9,0
-16,set_size_penalty,4.500150187679754,MNIST,Schut,JEM,9,0
-16,validity,1.0,MNIST,Schut,JEM,9,0
-17,distance,18.0,MNIST,Schut,JEM,9,0
-17,distance_from_energy,241.07305908203125,MNIST,Schut,JEM,9,0
-17,distance_from_targets,332.7920837402344,MNIST,Schut,JEM,9,0
-17,redundancy,0.9885204081632653,MNIST,Schut,JEM,9,0
-17,set_size_penalty,4.499984340947411,MNIST,Schut,JEM,9,0
-17,validity,1.0,MNIST,Schut,JEM,9,0
-18,distance,22.0,MNIST,Schut,JEM,9,0
-18,distance_from_energy,196.7225341796875,MNIST,Schut,JEM,9,0
-18,distance_from_targets,272.600830078125,MNIST,Schut,JEM,9,0
-18,redundancy,0.985969387755102,MNIST,Schut,JEM,9,0
-18,set_size_penalty,4.501799217806356,MNIST,Schut,JEM,9,0
-18,validity,1.0,MNIST,Schut,JEM,9,0
-19,distance,30.0,MNIST,Schut,JEM,9,0
-19,distance_from_energy,237.57647705078125,MNIST,Schut,JEM,9,0
-19,distance_from_targets,357.87396240234375,MNIST,Schut,JEM,9,0
-19,redundancy,0.9808673469387755,MNIST,Schut,JEM,9,0
-19,set_size_penalty,4.500068877737355,MNIST,Schut,JEM,9,0
-19,validity,1.0,MNIST,Schut,JEM,9,0
-20,distance,24.0,MNIST,Schut,JEM,9,0
-20,distance_from_energy,179.92697143554688,MNIST,Schut,JEM,9,0
-20,distance_from_targets,258.27960205078125,MNIST,Schut,JEM,9,0
+16,distance,10.0,MNIST,Schut,JEM,9,0
+16,distance_from_energy,235.46414184570312,MNIST,Schut,JEM,9,0
+16,distance_from_targets,352.35845947265625,MNIST,Schut,JEM,9,0
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,0
+16,set_size_penalty,0.0,MNIST,Schut,JEM,9,0
+16,validity,0.0,MNIST,Schut,JEM,9,0
+17,distance,10.000001907348633,MNIST,Schut,JEM,9,0
+17,distance_from_energy,240.83624267578125,MNIST,Schut,JEM,9,0
+17,distance_from_targets,329.2263488769531,MNIST,Schut,JEM,9,0
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,0
+17,set_size_penalty,0.0,MNIST,Schut,JEM,9,0
+17,validity,0.0,MNIST,Schut,JEM,9,0
+18,distance,10.000001907348633,MNIST,Schut,JEM,9,0
+18,distance_from_energy,195.32916259765625,MNIST,Schut,JEM,9,0
+18,distance_from_targets,272.03436279296875,MNIST,Schut,JEM,9,0
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,0
+18,set_size_penalty,0.0,MNIST,Schut,JEM,9,0
+18,validity,0.0,MNIST,Schut,JEM,9,0
+19,distance,10.000001907348633,MNIST,Schut,JEM,9,0
+19,distance_from_energy,235.5021514892578,MNIST,Schut,JEM,9,0
+19,distance_from_targets,349.4655456542969,MNIST,Schut,JEM,9,0
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,0
+19,set_size_penalty,0.0,MNIST,Schut,JEM,9,0
+19,validity,0.0,MNIST,Schut,JEM,9,0
+20,distance,10.000000953674316,MNIST,Schut,JEM,9,0
+20,distance_from_energy,179.27537536621094,MNIST,Schut,JEM,9,0
+20,distance_from_targets,251.59796142578125,MNIST,Schut,JEM,9,0
 20,redundancy,0.9846938775510204,MNIST,Schut,JEM,9,0
-20,set_size_penalty,4.500635333169941,MNIST,Schut,JEM,9,0
-20,validity,1.0,MNIST,Schut,JEM,9,0
+20,set_size_penalty,0.0,MNIST,Schut,JEM,9,0
+20,validity,0.0,MNIST,Schut,JEM,9,0
 1,distance,127.05940246582031,MNIST,Wachter,JEM Ensemble,9,1
 1,distance_from_energy,183.23902893066406,MNIST,Wachter,JEM Ensemble,9,1
 1,distance_from_targets,306.5763244628906,MNIST,Wachter,JEM Ensemble,9,1
@@ -39449,36 +39449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,9,1
 5,set_size_penalty,2.0676493855932856,MNIST,ECCCo,JEM Ensemble,9,1
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,9,1
-1,distance,26.0,MNIST,Schut,JEM Ensemble,9,1
-1,distance_from_energy,160.8473663330078,MNIST,Schut,JEM Ensemble,9,1
-1,distance_from_targets,229.65452575683594,MNIST,Schut,JEM Ensemble,9,1
-1,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,9,1
-1,set_size_penalty,3.3338684150628124,MNIST,Schut,JEM Ensemble,9,1
-1,validity,1.0,MNIST,Schut,JEM Ensemble,9,1
-2,distance,24.0,MNIST,Schut,JEM Ensemble,9,1
-2,distance_from_energy,187.6309051513672,MNIST,Schut,JEM Ensemble,9,1
-2,distance_from_targets,222.7234344482422,MNIST,Schut,JEM Ensemble,9,1
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,1
+1,distance_from_energy,162.87069702148438,MNIST,Schut,JEM Ensemble,9,1
+1,distance_from_targets,227.5836944580078,MNIST,Schut,JEM Ensemble,9,1
+1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,9,1
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,1
+1,validity,0.0,MNIST,Schut,JEM Ensemble,9,1
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,1
+2,distance_from_energy,188.56707763671875,MNIST,Schut,JEM Ensemble,9,1
+2,distance_from_targets,218.03517150878906,MNIST,Schut,JEM Ensemble,9,1
 2,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,9,1
-2,set_size_penalty,2.4497375557813434,MNIST,Schut,JEM Ensemble,9,1
-2,validity,1.0,MNIST,Schut,JEM Ensemble,9,1
-3,distance,24.0,MNIST,Schut,JEM Ensemble,9,1
-3,distance_from_energy,192.5498504638672,MNIST,Schut,JEM Ensemble,9,1
-3,distance_from_targets,233.81210327148438,MNIST,Schut,JEM Ensemble,9,1
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,1
+2,validity,0.0,MNIST,Schut,JEM Ensemble,9,1
+3,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,9,1
+3,distance_from_energy,192.8747100830078,MNIST,Schut,JEM Ensemble,9,1
+3,distance_from_targets,230.4831085205078,MNIST,Schut,JEM Ensemble,9,1
 3,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,9,1
-3,set_size_penalty,2.5365076274083265,MNIST,Schut,JEM Ensemble,9,1
-3,validity,1.0,MNIST,Schut,JEM Ensemble,9,1
-4,distance,38.0,MNIST,Schut,JEM Ensemble,9,1
-4,distance_from_energy,216.97483825683594,MNIST,Schut,JEM Ensemble,9,1
-4,distance_from_targets,289.9952392578125,MNIST,Schut,JEM Ensemble,9,1
-4,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,9,1
-4,set_size_penalty,3.4739200855970855,MNIST,Schut,JEM Ensemble,9,1
-4,validity,1.0,MNIST,Schut,JEM Ensemble,9,1
-5,distance,22.0,MNIST,Schut,JEM Ensemble,9,1
-5,distance_from_energy,165.9820556640625,MNIST,Schut,JEM Ensemble,9,1
-5,distance_from_targets,222.9561767578125,MNIST,Schut,JEM Ensemble,9,1
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,1
+3,validity,0.0,MNIST,Schut,JEM Ensemble,9,1
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,1
+4,distance_from_energy,218.70242309570312,MNIST,Schut,JEM Ensemble,9,1
+4,distance_from_targets,284.8941955566406,MNIST,Schut,JEM Ensemble,9,1
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,1
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,1
+4,validity,0.0,MNIST,Schut,JEM Ensemble,9,1
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,9,1
+5,distance_from_energy,168.8614044189453,MNIST,Schut,JEM Ensemble,9,1
+5,distance_from_targets,221.77159118652344,MNIST,Schut,JEM Ensemble,9,1
 5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,1
-5,set_size_penalty,2.979053900804103,MNIST,Schut,JEM Ensemble,9,1
-5,validity,1.0,MNIST,Schut,JEM Ensemble,9,1
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,1
+5,validity,0.0,MNIST,Schut,JEM Ensemble,9,1
 6,distance,133.0446319580078,MNIST,Wachter,MLP,9,1
 6,distance_from_energy,376.8843688964844,MNIST,Wachter,MLP,9,1
 6,distance_from_targets,307.702880859375,MNIST,Wachter,MLP,9,1
@@ -39569,36 +39569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,9,1
 10,set_size_penalty,0.5677441020768266,MNIST,ECCCo,MLP,9,1
 10,validity,1.0,MNIST,ECCCo,MLP,9,1
-6,distance,34.0,MNIST,Schut,MLP,9,1
-6,distance_from_energy,375.1744384765625,MNIST,Schut,MLP,9,1
-6,distance_from_targets,233.39703369140625,MNIST,Schut,MLP,9,1
-6,redundancy,0.9783163265306123,MNIST,Schut,MLP,9,1
-6,set_size_penalty,0.5709383425869525,MNIST,Schut,MLP,9,1
-6,validity,1.0,MNIST,Schut,MLP,9,1
-7,distance,26.0,MNIST,Schut,MLP,9,1
-7,distance_from_energy,370.1103820800781,MNIST,Schut,MLP,9,1
-7,distance_from_targets,226.2969207763672,MNIST,Schut,MLP,9,1
-7,redundancy,0.9834183673469388,MNIST,Schut,MLP,9,1
-7,set_size_penalty,0.5699434899552731,MNIST,Schut,MLP,9,1
-7,validity,1.0,MNIST,Schut,MLP,9,1
-8,distance,34.0,MNIST,Schut,MLP,9,1
-8,distance_from_energy,387.0360107421875,MNIST,Schut,MLP,9,1
-8,distance_from_targets,238.32281494140625,MNIST,Schut,MLP,9,1
-8,redundancy,0.9783163265306123,MNIST,Schut,MLP,9,1
-8,set_size_penalty,0.570104038799562,MNIST,Schut,MLP,9,1
-8,validity,1.0,MNIST,Schut,MLP,9,1
-9,distance,22.0,MNIST,Schut,MLP,9,1
-9,distance_from_energy,363.67803955078125,MNIST,Schut,MLP,9,1
-9,distance_from_targets,224.0381317138672,MNIST,Schut,MLP,9,1
-9,redundancy,0.985969387755102,MNIST,Schut,MLP,9,1
-9,set_size_penalty,0.570529386283932,MNIST,Schut,MLP,9,1
-9,validity,1.0,MNIST,Schut,MLP,9,1
-10,distance,32.0,MNIST,Schut,MLP,9,1
-10,distance_from_energy,358.77850341796875,MNIST,Schut,MLP,9,1
-10,distance_from_targets,230.9105682373047,MNIST,Schut,MLP,9,1
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,9,1
-10,set_size_penalty,0.5733228258446874,MNIST,Schut,MLP,9,1
-10,validity,1.0,MNIST,Schut,MLP,9,1
+6,distance,10.0,MNIST,Schut,MLP,9,1
+6,distance_from_energy,375.1870422363281,MNIST,Schut,MLP,9,1
+6,distance_from_targets,232.73544311523438,MNIST,Schut,MLP,9,1
+6,redundancy,0.9846938775510204,MNIST,Schut,MLP,9,1
+6,set_size_penalty,0.0,MNIST,Schut,MLP,9,1
+6,validity,0.0,MNIST,Schut,MLP,9,1
+7,distance,10.0,MNIST,Schut,MLP,9,1
+7,distance_from_energy,370.138427734375,MNIST,Schut,MLP,9,1
+7,distance_from_targets,223.5977020263672,MNIST,Schut,MLP,9,1
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,1
+7,set_size_penalty,0.0,MNIST,Schut,MLP,9,1
+7,validity,0.0,MNIST,Schut,MLP,9,1
+8,distance,10.000001907348633,MNIST,Schut,MLP,9,1
+8,distance_from_energy,387.194580078125,MNIST,Schut,MLP,9,1
+8,distance_from_targets,234.2918243408203,MNIST,Schut,MLP,9,1
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,1
+8,set_size_penalty,0.0,MNIST,Schut,MLP,9,1
+8,validity,0.0,MNIST,Schut,MLP,9,1
+9,distance,10.000000953674316,MNIST,Schut,MLP,9,1
+9,distance_from_energy,364.2413635253906,MNIST,Schut,MLP,9,1
+9,distance_from_targets,220.6685791015625,MNIST,Schut,MLP,9,1
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,1
+9,set_size_penalty,0.0,MNIST,Schut,MLP,9,1
+9,validity,0.0,MNIST,Schut,MLP,9,1
+10,distance,10.0,MNIST,Schut,MLP,9,1
+10,distance_from_energy,360.27618408203125,MNIST,Schut,MLP,9,1
+10,distance_from_targets,230.154052734375,MNIST,Schut,MLP,9,1
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,9,1
+10,set_size_penalty,0.0,MNIST,Schut,MLP,9,1
+10,validity,0.0,MNIST,Schut,MLP,9,1
 11,distance,149.1078643798828,MNIST,Wachter,MLP Ensemble,9,1
 11,distance_from_energy,359.85406494140625,MNIST,Wachter,MLP Ensemble,9,1
 11,distance_from_targets,331.1869812011719,MNIST,Wachter,MLP Ensemble,9,1
@@ -39689,36 +39689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,9,1
 15,set_size_penalty,0.2919241971065285,MNIST,ECCCo,MLP Ensemble,9,1
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,9,1
-11,distance,56.0,MNIST,Schut,MLP Ensemble,9,1
-11,distance_from_energy,355.71484375,MNIST,Schut,MLP Ensemble,9,1
-11,distance_from_targets,264.3296203613281,MNIST,Schut,MLP Ensemble,9,1
-11,redundancy,0.9642857142857143,MNIST,Schut,MLP Ensemble,9,1
-11,set_size_penalty,0.3011600633388434,MNIST,Schut,MLP Ensemble,9,1
-11,validity,1.0,MNIST,Schut,MLP Ensemble,9,1
-12,distance,42.0,MNIST,Schut,MLP Ensemble,9,1
-12,distance_from_energy,346.71734619140625,MNIST,Schut,MLP Ensemble,9,1
-12,distance_from_targets,250.6769561767578,MNIST,Schut,MLP Ensemble,9,1
-12,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,9,1
-12,set_size_penalty,0.34978040992363457,MNIST,Schut,MLP Ensemble,9,1
-12,validity,1.0,MNIST,Schut,MLP Ensemble,9,1
-13,distance,30.0,MNIST,Schut,MLP Ensemble,9,1
-13,distance_from_energy,359.43316650390625,MNIST,Schut,MLP Ensemble,9,1
-13,distance_from_targets,222.51710510253906,MNIST,Schut,MLP Ensemble,9,1
-13,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,9,1
-13,set_size_penalty,0.31144034543313937,MNIST,Schut,MLP Ensemble,9,1
-13,validity,1.0,MNIST,Schut,MLP Ensemble,9,1
-14,distance,32.0,MNIST,Schut,MLP Ensemble,9,1
-14,distance_from_energy,351.37762451171875,MNIST,Schut,MLP Ensemble,9,1
-14,distance_from_targets,217.96107482910156,MNIST,Schut,MLP Ensemble,9,1
-14,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,9,1
-14,set_size_penalty,0.3156533057213333,MNIST,Schut,MLP Ensemble,9,1
-14,validity,1.0,MNIST,Schut,MLP Ensemble,9,1
-15,distance,46.0,MNIST,Schut,MLP Ensemble,9,1
-15,distance_from_energy,352.5164489746094,MNIST,Schut,MLP Ensemble,9,1
-15,distance_from_targets,252.73878479003906,MNIST,Schut,MLP Ensemble,9,1
-15,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,9,1
-15,set_size_penalty,0.3267261136260793,MNIST,Schut,MLP Ensemble,9,1
-15,validity,1.0,MNIST,Schut,MLP Ensemble,9,1
+11,distance,10.0,MNIST,Schut,MLP Ensemble,9,1
+11,distance_from_energy,367.42364501953125,MNIST,Schut,MLP Ensemble,9,1
+11,distance_from_targets,265.3345947265625,MNIST,Schut,MLP Ensemble,9,1
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,1
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,1
+11,validity,0.0,MNIST,Schut,MLP Ensemble,9,1
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,1
+12,distance_from_energy,351.91156005859375,MNIST,Schut,MLP Ensemble,9,1
+12,distance_from_targets,251.04522705078125,MNIST,Schut,MLP Ensemble,9,1
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,1
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,1
+12,validity,0.0,MNIST,Schut,MLP Ensemble,9,1
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,1
+13,distance_from_energy,361.44921875,MNIST,Schut,MLP Ensemble,9,1
+13,distance_from_targets,222.0581817626953,MNIST,Schut,MLP Ensemble,9,1
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,1
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,1
+13,validity,0.0,MNIST,Schut,MLP Ensemble,9,1
+14,distance,10.0,MNIST,Schut,MLP Ensemble,9,1
+14,distance_from_energy,358.0760498046875,MNIST,Schut,MLP Ensemble,9,1
+14,distance_from_targets,218.85079956054688,MNIST,Schut,MLP Ensemble,9,1
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,1
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,1
+14,validity,0.0,MNIST,Schut,MLP Ensemble,9,1
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,1
+15,distance_from_energy,360.6731262207031,MNIST,Schut,MLP Ensemble,9,1
+15,distance_from_targets,252.74813842773438,MNIST,Schut,MLP Ensemble,9,1
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,1
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,1
+15,validity,0.0,MNIST,Schut,MLP Ensemble,9,1
 16,distance,145.68231201171875,MNIST,Wachter,JEM,9,1
 16,distance_from_energy,221.80027770996094,MNIST,Wachter,JEM,9,1
 16,distance_from_targets,340.29827880859375,MNIST,Wachter,JEM,9,1
@@ -39809,36 +39809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,9,1
 20,set_size_penalty,4.499954582364154,MNIST,ECCCo,JEM,9,1
 20,validity,1.0,MNIST,ECCCo,JEM,9,1
-16,distance,42.0,MNIST,Schut,JEM,9,1
-16,distance_from_energy,191.8055419921875,MNIST,Schut,JEM,9,1
-16,distance_from_targets,267.1164245605469,MNIST,Schut,JEM,9,1
-16,redundancy,0.9732142857142857,MNIST,Schut,JEM,9,1
-16,set_size_penalty,4.504051878669419,MNIST,Schut,JEM,9,1
-16,validity,1.0,MNIST,Schut,JEM,9,1
-17,distance,30.0,MNIST,Schut,JEM,9,1
-17,distance_from_energy,205.27822875976562,MNIST,Schut,JEM,9,1
-17,distance_from_targets,251.15980529785156,MNIST,Schut,JEM,9,1
-17,redundancy,0.9808673469387755,MNIST,Schut,JEM,9,1
-17,set_size_penalty,4.502084375911559,MNIST,Schut,JEM,9,1
-17,validity,1.0,MNIST,Schut,JEM,9,1
-18,distance,12.0,MNIST,Schut,JEM,9,1
-18,distance_from_energy,178.5203857421875,MNIST,Schut,JEM,9,1
-18,distance_from_targets,216.59548950195312,MNIST,Schut,JEM,9,1
-18,redundancy,0.9923469387755102,MNIST,Schut,JEM,9,1
-18,set_size_penalty,4.500459722293552,MNIST,Schut,JEM,9,1
+16,distance,10.000001907348633,MNIST,Schut,JEM,9,1
+16,distance_from_energy,194.00389099121094,MNIST,Schut,JEM,9,1
+16,distance_from_targets,260.3047180175781,MNIST,Schut,JEM,9,1
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,1
+16,set_size_penalty,0.0,MNIST,Schut,JEM,9,1
+16,validity,0.0,MNIST,Schut,JEM,9,1
+17,distance,10.000001907348633,MNIST,Schut,JEM,9,1
+17,distance_from_energy,201.47828674316406,MNIST,Schut,JEM,9,1
+17,distance_from_targets,239.9984588623047,MNIST,Schut,JEM,9,1
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,9,1
+17,set_size_penalty,0.0,MNIST,Schut,JEM,9,1
+17,validity,0.0,MNIST,Schut,JEM,9,1
+18,distance,10.000001907348633,MNIST,Schut,JEM,9,1
+18,distance_from_energy,178.1533966064453,MNIST,Schut,JEM,9,1
+18,distance_from_targets,215.02081298828125,MNIST,Schut,JEM,9,1
+18,redundancy,0.9834183673469388,MNIST,Schut,JEM,9,1
+18,set_size_penalty,4.915663107691782,MNIST,Schut,JEM,9,1
 18,validity,1.0,MNIST,Schut,JEM,9,1
-19,distance,36.0,MNIST,Schut,JEM,9,1
-19,distance_from_energy,192.97332763671875,MNIST,Schut,JEM,9,1
-19,distance_from_targets,248.796142578125,MNIST,Schut,JEM,9,1
-19,redundancy,0.9770408163265306,MNIST,Schut,JEM,9,1
-19,set_size_penalty,4.500130735992729,MNIST,Schut,JEM,9,1
-19,validity,1.0,MNIST,Schut,JEM,9,1
-20,distance,30.0,MNIST,Schut,JEM,9,1
-20,distance_from_energy,208.16378784179688,MNIST,Schut,JEM,9,1
-20,distance_from_targets,243.0177001953125,MNIST,Schut,JEM,9,1
-20,redundancy,0.9808673469387755,MNIST,Schut,JEM,9,1
-20,set_size_penalty,4.500296346929028,MNIST,Schut,JEM,9,1
-20,validity,1.0,MNIST,Schut,JEM,9,1
+19,distance,10.000000953674316,MNIST,Schut,JEM,9,1
+19,distance_from_energy,189.42974853515625,MNIST,Schut,JEM,9,1
+19,distance_from_targets,241.84872436523438,MNIST,Schut,JEM,9,1
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,1
+19,set_size_penalty,0.0,MNIST,Schut,JEM,9,1
+19,validity,0.0,MNIST,Schut,JEM,9,1
+20,distance,10.000001907348633,MNIST,Schut,JEM,9,1
+20,distance_from_energy,206.93849182128906,MNIST,Schut,JEM,9,1
+20,distance_from_targets,232.1505126953125,MNIST,Schut,JEM,9,1
+20,redundancy,0.9846938775510204,MNIST,Schut,JEM,9,1
+20,set_size_penalty,0.0,MNIST,Schut,JEM,9,1
+20,validity,0.0,MNIST,Schut,JEM,9,1
 1,distance,165.33383178710938,MNIST,Wachter,JEM Ensemble,9,2
 1,distance_from_energy,264.8060607910156,MNIST,Wachter,JEM Ensemble,9,2
 1,distance_from_targets,446.47210693359375,MNIST,Wachter,JEM Ensemble,9,2
@@ -39929,36 +39929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,9,2
 5,set_size_penalty,2.067649402085304,MNIST,ECCCo,JEM Ensemble,9,2
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,9,2
-1,distance,58.0,MNIST,Schut,JEM Ensemble,9,2
-1,distance_from_energy,271.28839111328125,MNIST,Schut,JEM Ensemble,9,2
-1,distance_from_targets,368.5323791503906,MNIST,Schut,JEM Ensemble,9,2
-1,redundancy,0.9630102040816326,MNIST,Schut,JEM Ensemble,9,2
-1,set_size_penalty,3.3816565636438147,MNIST,Schut,JEM Ensemble,9,2
-1,validity,1.0,MNIST,Schut,JEM Ensemble,9,2
-2,distance,52.0,MNIST,Schut,JEM Ensemble,9,2
-2,distance_from_energy,217.0495147705078,MNIST,Schut,JEM Ensemble,9,2
-2,distance_from_targets,275.7145690917969,MNIST,Schut,JEM Ensemble,9,2
-2,redundancy,0.9668367346938775,MNIST,Schut,JEM Ensemble,9,2
-2,set_size_penalty,3.5854537627592933,MNIST,Schut,JEM Ensemble,9,2
-2,validity,1.0,MNIST,Schut,JEM Ensemble,9,2
-3,distance,32.0,MNIST,Schut,JEM Ensemble,9,2
-3,distance_from_energy,205.48458862304688,MNIST,Schut,JEM Ensemble,9,2
-3,distance_from_targets,282.2220764160156,MNIST,Schut,JEM Ensemble,9,2
-3,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,9,2
-3,set_size_penalty,3.3661324822217296,MNIST,Schut,JEM Ensemble,9,2
-3,validity,1.0,MNIST,Schut,JEM Ensemble,9,2
-4,distance,72.0,MNIST,Schut,JEM Ensemble,9,2
-4,distance_from_energy,235.59620666503906,MNIST,Schut,JEM Ensemble,9,2
-4,distance_from_targets,346.06146240234375,MNIST,Schut,JEM Ensemble,9,2
-4,redundancy,0.9540816326530612,MNIST,Schut,JEM Ensemble,9,2
-4,set_size_penalty,3.449058812027353,MNIST,Schut,JEM Ensemble,9,2
-4,validity,1.0,MNIST,Schut,JEM Ensemble,9,2
-5,distance,56.0,MNIST,Schut,JEM Ensemble,9,2
-5,distance_from_energy,223.30494689941406,MNIST,Schut,JEM Ensemble,9,2
-5,distance_from_targets,326.3387451171875,MNIST,Schut,JEM Ensemble,9,2
-5,redundancy,0.9642857142857143,MNIST,Schut,JEM Ensemble,9,2
-5,set_size_penalty,2.9790669767203095,MNIST,Schut,JEM Ensemble,9,2
-5,validity,1.0,MNIST,Schut,JEM Ensemble,9,2
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,2
+1,distance_from_energy,272.9613342285156,MNIST,Schut,JEM Ensemble,9,2
+1,distance_from_targets,362.9658508300781,MNIST,Schut,JEM Ensemble,9,2
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,2
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,2
+1,validity,0.0,MNIST,Schut,JEM Ensemble,9,2
+2,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,9,2
+2,distance_from_energy,218.7626495361328,MNIST,Schut,JEM Ensemble,9,2
+2,distance_from_targets,268.4994812011719,MNIST,Schut,JEM Ensemble,9,2
+2,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,9,2
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,2
+2,validity,0.0,MNIST,Schut,JEM Ensemble,9,2
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,2
+3,distance_from_energy,203.03334045410156,MNIST,Schut,JEM Ensemble,9,2
+3,distance_from_targets,271.9273986816406,MNIST,Schut,JEM Ensemble,9,2
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,2
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,2
+3,validity,0.0,MNIST,Schut,JEM Ensemble,9,2
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,9,2
+4,distance_from_energy,242.61195373535156,MNIST,Schut,JEM Ensemble,9,2
+4,distance_from_targets,354.0220642089844,MNIST,Schut,JEM Ensemble,9,2
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,2
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,2
+4,validity,0.0,MNIST,Schut,JEM Ensemble,9,2
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,2
+5,distance_from_energy,221.77976989746094,MNIST,Schut,JEM Ensemble,9,2
+5,distance_from_targets,314.6349182128906,MNIST,Schut,JEM Ensemble,9,2
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,2
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,2
+5,validity,0.0,MNIST,Schut,JEM Ensemble,9,2
 6,distance,155.0552215576172,MNIST,Wachter,MLP,9,2
 6,distance_from_energy,381.1294250488281,MNIST,Wachter,MLP,9,2
 6,distance_from_targets,397.0219421386719,MNIST,Wachter,MLP,9,2
@@ -40049,36 +40049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,9,2
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,9,2
 10,validity,1.0,MNIST,ECCCo,MLP,9,2
-6,distance,48.0,MNIST,Schut,MLP,9,2
-6,distance_from_energy,365.12054443359375,MNIST,Schut,MLP,9,2
-6,distance_from_targets,308.70037841796875,MNIST,Schut,MLP,9,2
-6,redundancy,0.9693877551020408,MNIST,Schut,MLP,9,2
-6,set_size_penalty,0.5741780613147893,MNIST,Schut,MLP,9,2
-6,validity,1.0,MNIST,Schut,MLP,9,2
-7,distance,36.0,MNIST,Schut,MLP,9,2
-7,distance_from_energy,366.581787109375,MNIST,Schut,MLP,9,2
-7,distance_from_targets,298.8484802246094,MNIST,Schut,MLP,9,2
-7,redundancy,0.9770408163265306,MNIST,Schut,MLP,9,2
-7,set_size_penalty,0.5725225834154979,MNIST,Schut,MLP,9,2
-7,validity,1.0,MNIST,Schut,MLP,9,2
-8,distance,46.0,MNIST,Schut,MLP,9,2
-8,distance_from_energy,383.6291809082031,MNIST,Schut,MLP,9,2
-8,distance_from_targets,304.2582702636719,MNIST,Schut,MLP,9,2
-8,redundancy,0.9706632653061225,MNIST,Schut,MLP,9,2
-8,set_size_penalty,0.5727010859004449,MNIST,Schut,MLP,9,2
-8,validity,1.0,MNIST,Schut,MLP,9,2
-9,distance,34.0,MNIST,Schut,MLP,9,2
-9,distance_from_energy,359.51702880859375,MNIST,Schut,MLP,9,2
-9,distance_from_targets,285.49005126953125,MNIST,Schut,MLP,9,2
-9,redundancy,0.9783163265306123,MNIST,Schut,MLP,9,2
-9,set_size_penalty,0.5736671558517408,MNIST,Schut,MLP,9,2
-9,validity,1.0,MNIST,Schut,MLP,9,2
-10,distance,30.0,MNIST,Schut,MLP,9,2
-10,distance_from_energy,350.82257080078125,MNIST,Schut,MLP,9,2
-10,distance_from_targets,277.9705505371094,MNIST,Schut,MLP,9,2
-10,redundancy,0.9808673469387755,MNIST,Schut,MLP,9,2
-10,set_size_penalty,0.5706695369114403,MNIST,Schut,MLP,9,2
-10,validity,1.0,MNIST,Schut,MLP,9,2
+6,distance,10.000001907348633,MNIST,Schut,MLP,9,2
+6,distance_from_energy,368.6023864746094,MNIST,Schut,MLP,9,2
+6,distance_from_targets,307.4075622558594,MNIST,Schut,MLP,9,2
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,2
+6,set_size_penalty,0.0,MNIST,Schut,MLP,9,2
+6,validity,0.0,MNIST,Schut,MLP,9,2
+7,distance,10.000001907348633,MNIST,Schut,MLP,9,2
+7,distance_from_energy,368.56219482421875,MNIST,Schut,MLP,9,2
+7,distance_from_targets,290.1194152832031,MNIST,Schut,MLP,9,2
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,2
+7,set_size_penalty,0.0,MNIST,Schut,MLP,9,2
+7,validity,0.0,MNIST,Schut,MLP,9,2
+8,distance,10.000001907348633,MNIST,Schut,MLP,9,2
+8,distance_from_energy,388.8036804199219,MNIST,Schut,MLP,9,2
+8,distance_from_targets,290.1855773925781,MNIST,Schut,MLP,9,2
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,2
+8,set_size_penalty,0.0,MNIST,Schut,MLP,9,2
+8,validity,0.0,MNIST,Schut,MLP,9,2
+9,distance,10.000000953674316,MNIST,Schut,MLP,9,2
+9,distance_from_energy,362.1337585449219,MNIST,Schut,MLP,9,2
+9,distance_from_targets,273.7590026855469,MNIST,Schut,MLP,9,2
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,9,2
+9,set_size_penalty,0.0,MNIST,Schut,MLP,9,2
+9,validity,0.0,MNIST,Schut,MLP,9,2
+10,distance,10.000001907348633,MNIST,Schut,MLP,9,2
+10,distance_from_energy,353.0292053222656,MNIST,Schut,MLP,9,2
+10,distance_from_targets,269.1206359863281,MNIST,Schut,MLP,9,2
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,2
+10,set_size_penalty,0.0,MNIST,Schut,MLP,9,2
+10,validity,0.0,MNIST,Schut,MLP,9,2
 11,distance,177.69635009765625,MNIST,Wachter,MLP Ensemble,9,2
 11,distance_from_energy,381.7452392578125,MNIST,Wachter,MLP Ensemble,9,2
 11,distance_from_targets,398.5202941894531,MNIST,Wachter,MLP Ensemble,9,2
@@ -40169,36 +40169,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,9,2
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,9,2
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,9,2
-11,distance,76.0,MNIST,Schut,MLP Ensemble,9,2
-11,distance_from_energy,368.119384765625,MNIST,Schut,MLP Ensemble,9,2
-11,distance_from_targets,312.4458923339844,MNIST,Schut,MLP Ensemble,9,2
-11,redundancy,0.951530612244898,MNIST,Schut,MLP Ensemble,9,2
-11,set_size_penalty,0.31981707891052036,MNIST,Schut,MLP Ensemble,9,2
-11,validity,1.0,MNIST,Schut,MLP Ensemble,9,2
-12,distance,30.0,MNIST,Schut,MLP Ensemble,9,2
-12,distance_from_energy,361.9073181152344,MNIST,Schut,MLP Ensemble,9,2
-12,distance_from_targets,265.17523193359375,MNIST,Schut,MLP Ensemble,9,2
-12,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,9,2
-12,set_size_penalty,0.3026793339335687,MNIST,Schut,MLP Ensemble,9,2
-12,validity,1.0,MNIST,Schut,MLP Ensemble,9,2
-13,distance,26.0,MNIST,Schut,MLP Ensemble,9,2
-13,distance_from_energy,348.12860107421875,MNIST,Schut,MLP Ensemble,9,2
-13,distance_from_targets,246.19825744628906,MNIST,Schut,MLP Ensemble,9,2
-13,redundancy,0.9834183673469388,MNIST,Schut,MLP Ensemble,9,2
-13,set_size_penalty,0.3286636177927762,MNIST,Schut,MLP Ensemble,9,2
-13,validity,1.0,MNIST,Schut,MLP Ensemble,9,2
-14,distance,56.0,MNIST,Schut,MLP Ensemble,9,2
-14,distance_from_energy,361.04913330078125,MNIST,Schut,MLP Ensemble,9,2
-14,distance_from_targets,362.1766357421875,MNIST,Schut,MLP Ensemble,9,2
-14,redundancy,0.9642857142857143,MNIST,Schut,MLP Ensemble,9,2
-14,set_size_penalty,0.31489679306757723,MNIST,Schut,MLP Ensemble,9,2
-14,validity,1.0,MNIST,Schut,MLP Ensemble,9,2
-15,distance,58.0,MNIST,Schut,MLP Ensemble,9,2
-15,distance_from_energy,346.3444519042969,MNIST,Schut,MLP Ensemble,9,2
-15,distance_from_targets,293.2569580078125,MNIST,Schut,MLP Ensemble,9,2
-15,redundancy,0.9630102040816326,MNIST,Schut,MLP Ensemble,9,2
-15,set_size_penalty,0.3184251442167654,MNIST,Schut,MLP Ensemble,9,2
-15,validity,1.0,MNIST,Schut,MLP Ensemble,9,2
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,2
+11,distance_from_energy,381.8329772949219,MNIST,Schut,MLP Ensemble,9,2
+11,distance_from_targets,302.7283935546875,MNIST,Schut,MLP Ensemble,9,2
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,2
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,2
+11,validity,0.0,MNIST,Schut,MLP Ensemble,9,2
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,2
+12,distance_from_energy,358.9485168457031,MNIST,Schut,MLP Ensemble,9,2
+12,distance_from_targets,257.241943359375,MNIST,Schut,MLP Ensemble,9,2
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,2
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,2
+12,validity,0.0,MNIST,Schut,MLP Ensemble,9,2
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,2
+13,distance_from_energy,349.52130126953125,MNIST,Schut,MLP Ensemble,9,2
+13,distance_from_targets,243.10360717773438,MNIST,Schut,MLP Ensemble,9,2
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,2
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,2
+13,validity,0.0,MNIST,Schut,MLP Ensemble,9,2
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,2
+14,distance_from_energy,365.5092468261719,MNIST,Schut,MLP Ensemble,9,2
+14,distance_from_targets,356.28240966796875,MNIST,Schut,MLP Ensemble,9,2
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,2
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,2
+14,validity,0.0,MNIST,Schut,MLP Ensemble,9,2
+15,distance,10.0,MNIST,Schut,MLP Ensemble,9,2
+15,distance_from_energy,357.0512390136719,MNIST,Schut,MLP Ensemble,9,2
+15,distance_from_targets,295.1825866699219,MNIST,Schut,MLP Ensemble,9,2
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,2
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,2
+15,validity,0.0,MNIST,Schut,MLP Ensemble,9,2
 16,distance,159.7437286376953,MNIST,Wachter,JEM,9,2
 16,distance_from_energy,215.45140075683594,MNIST,Wachter,JEM,9,2
 16,distance_from_targets,385.34149169921875,MNIST,Wachter,JEM,9,2
@@ -40289,36 +40289,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,9,2
 20,set_size_penalty,4.499954580173024,MNIST,ECCCo,JEM,9,2
 20,validity,1.0,MNIST,ECCCo,JEM,9,2
-16,distance,30.0,MNIST,Schut,JEM,9,2
-16,distance_from_energy,214.74819946289062,MNIST,Schut,JEM,9,2
-16,distance_from_targets,323.25762939453125,MNIST,Schut,JEM,9,2
-16,redundancy,0.9808673469387755,MNIST,Schut,JEM,9,2
-16,set_size_penalty,4.500603027059383,MNIST,Schut,JEM,9,2
-16,validity,1.0,MNIST,Schut,JEM,9,2
-17,distance,30.0,MNIST,Schut,JEM,9,2
-17,distance_from_energy,241.26055908203125,MNIST,Schut,JEM,9,2
-17,distance_from_targets,349.7693176269531,MNIST,Schut,JEM,9,2
-17,redundancy,0.9808673469387755,MNIST,Schut,JEM,9,2
-17,set_size_penalty,4.500882148865913,MNIST,Schut,JEM,9,2
-17,validity,1.0,MNIST,Schut,JEM,9,2
-18,distance,18.0,MNIST,Schut,JEM,9,2
-18,distance_from_energy,186.36427307128906,MNIST,Schut,JEM,9,2
-18,distance_from_targets,264.41973876953125,MNIST,Schut,JEM,9,2
-18,redundancy,0.9885204081632653,MNIST,Schut,JEM,9,2
-18,set_size_penalty,4.499989250802941,MNIST,Schut,JEM,9,2
-18,validity,1.0,MNIST,Schut,JEM,9,2
-19,distance,62.0,MNIST,Schut,JEM,9,2
-19,distance_from_energy,229.37930297851562,MNIST,Schut,JEM,9,2
-19,distance_from_targets,346.548095703125,MNIST,Schut,JEM,9,2
-19,redundancy,0.9604591836734694,MNIST,Schut,JEM,9,2
-19,set_size_penalty,4.500335677163979,MNIST,Schut,JEM,9,2
-19,validity,1.0,MNIST,Schut,JEM,9,2
-20,distance,36.0,MNIST,Schut,JEM,9,2
-20,distance_from_energy,225.82342529296875,MNIST,Schut,JEM,9,2
-20,distance_from_targets,340.94842529296875,MNIST,Schut,JEM,9,2
-20,redundancy,0.9770408163265306,MNIST,Schut,JEM,9,2
-20,set_size_penalty,4.500045708724067,MNIST,Schut,JEM,9,2
-20,validity,1.0,MNIST,Schut,JEM,9,2
+16,distance,10.000001907348633,MNIST,Schut,JEM,9,2
+16,distance_from_energy,206.39376831054688,MNIST,Schut,JEM,9,2
+16,distance_from_targets,309.00048828125,MNIST,Schut,JEM,9,2
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,2
+16,set_size_penalty,0.0,MNIST,Schut,JEM,9,2
+16,validity,0.0,MNIST,Schut,JEM,9,2
+17,distance,10.000001907348633,MNIST,Schut,JEM,9,2
+17,distance_from_energy,243.5944366455078,MNIST,Schut,JEM,9,2
+17,distance_from_targets,346.7809753417969,MNIST,Schut,JEM,9,2
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,9,2
+17,set_size_penalty,0.0,MNIST,Schut,JEM,9,2
+17,validity,0.0,MNIST,Schut,JEM,9,2
+18,distance,10.000001907348633,MNIST,Schut,JEM,9,2
+18,distance_from_energy,184.18417358398438,MNIST,Schut,JEM,9,2
+18,distance_from_targets,259.04400634765625,MNIST,Schut,JEM,9,2
+18,redundancy,0.9834183673469388,MNIST,Schut,JEM,9,2
+18,set_size_penalty,0.0,MNIST,Schut,JEM,9,2
+18,validity,0.0,MNIST,Schut,JEM,9,2
+19,distance,10.000001907348633,MNIST,Schut,JEM,9,2
+19,distance_from_energy,229.72389221191406,MNIST,Schut,JEM,9,2
+19,distance_from_targets,334.7015075683594,MNIST,Schut,JEM,9,2
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,9,2
+19,set_size_penalty,0.0,MNIST,Schut,JEM,9,2
+19,validity,0.0,MNIST,Schut,JEM,9,2
+20,distance,10.000001907348633,MNIST,Schut,JEM,9,2
+20,distance_from_energy,222.30133056640625,MNIST,Schut,JEM,9,2
+20,distance_from_targets,335.19610595703125,MNIST,Schut,JEM,9,2
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,2
+20,set_size_penalty,0.0,MNIST,Schut,JEM,9,2
+20,validity,0.0,MNIST,Schut,JEM,9,2
 1,distance,123.9793701171875,MNIST,Wachter,JEM Ensemble,9,3
 1,distance_from_energy,206.21607971191406,MNIST,Wachter,JEM Ensemble,9,3
 1,distance_from_targets,344.25518798828125,MNIST,Wachter,JEM Ensemble,9,3
@@ -40409,36 +40409,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,9,3
 5,set_size_penalty,2.0676506169633457,MNIST,ECCCo,JEM Ensemble,9,3
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,9,3
-1,distance,20.0,MNIST,Schut,JEM Ensemble,9,3
-1,distance_from_energy,189.3843994140625,MNIST,Schut,JEM Ensemble,9,3
-1,distance_from_targets,273.0293884277344,MNIST,Schut,JEM Ensemble,9,3
+1,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,9,3
+1,distance_from_energy,185.8501739501953,MNIST,Schut,JEM Ensemble,9,3
+1,distance_from_targets,266.0329895019531,MNIST,Schut,JEM Ensemble,9,3
 1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,3
-1,set_size_penalty,3.246481696275586,MNIST,Schut,JEM Ensemble,9,3
-1,validity,1.0,MNIST,Schut,JEM Ensemble,9,3
-2,distance,30.0,MNIST,Schut,JEM Ensemble,9,3
-2,distance_from_energy,212.3078155517578,MNIST,Schut,JEM Ensemble,9,3
-2,distance_from_targets,295.9440612792969,MNIST,Schut,JEM Ensemble,9,3
-2,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,9,3
-2,set_size_penalty,3.466509783547174,MNIST,Schut,JEM Ensemble,9,3
-2,validity,1.0,MNIST,Schut,JEM Ensemble,9,3
-3,distance,20.0,MNIST,Schut,JEM Ensemble,9,3
-3,distance_from_energy,179.67408752441406,MNIST,Schut,JEM Ensemble,9,3
-3,distance_from_targets,239.5719757080078,MNIST,Schut,JEM Ensemble,9,3
-3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,3
-3,set_size_penalty,2.136166055807591,MNIST,Schut,JEM Ensemble,9,3
-3,validity,1.0,MNIST,Schut,JEM Ensemble,9,3
-4,distance,48.0,MNIST,Schut,JEM Ensemble,9,3
-4,distance_from_energy,228.2015838623047,MNIST,Schut,JEM Ensemble,9,3
-4,distance_from_targets,358.3022155761719,MNIST,Schut,JEM Ensemble,9,3
-4,redundancy,0.9693877551020408,MNIST,Schut,JEM Ensemble,9,3
-4,set_size_penalty,3.180858305482772,MNIST,Schut,JEM Ensemble,9,3
-4,validity,1.0,MNIST,Schut,JEM Ensemble,9,3
-5,distance,42.0,MNIST,Schut,JEM Ensemble,9,3
-5,distance_from_energy,225.54351806640625,MNIST,Schut,JEM Ensemble,9,3
-5,distance_from_targets,323.8406982421875,MNIST,Schut,JEM Ensemble,9,3
-5,redundancy,0.9732142857142857,MNIST,Schut,JEM Ensemble,9,3
-5,set_size_penalty,3.3734763541879005,MNIST,Schut,JEM Ensemble,9,3
-5,validity,1.0,MNIST,Schut,JEM Ensemble,9,3
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,3
+1,validity,0.0,MNIST,Schut,JEM Ensemble,9,3
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,3
+2,distance_from_energy,208.7676544189453,MNIST,Schut,JEM Ensemble,9,3
+2,distance_from_targets,286.0733642578125,MNIST,Schut,JEM Ensemble,9,3
+2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,3
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,3
+2,validity,0.0,MNIST,Schut,JEM Ensemble,9,3
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,3
+3,distance_from_energy,180.6835479736328,MNIST,Schut,JEM Ensemble,9,3
+3,distance_from_targets,237.2726287841797,MNIST,Schut,JEM Ensemble,9,3
+3,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,9,3
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,3
+3,validity,0.0,MNIST,Schut,JEM Ensemble,9,3
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,9,3
+4,distance_from_energy,233.10076904296875,MNIST,Schut,JEM Ensemble,9,3
+4,distance_from_targets,357.03167724609375,MNIST,Schut,JEM Ensemble,9,3
+4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,9,3
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,3
+4,validity,0.0,MNIST,Schut,JEM Ensemble,9,3
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,3
+5,distance_from_energy,228.3339385986328,MNIST,Schut,JEM Ensemble,9,3
+5,distance_from_targets,318.4623107910156,MNIST,Schut,JEM Ensemble,9,3
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,3
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,3
+5,validity,0.0,MNIST,Schut,JEM Ensemble,9,3
 6,distance,147.89657592773438,MNIST,Wachter,MLP,9,3
 6,distance_from_energy,370.1396789550781,MNIST,Wachter,MLP,9,3
 6,distance_from_targets,369.2270812988281,MNIST,Wachter,MLP,9,3
@@ -40529,36 +40529,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,9,3
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,9,3
 10,validity,1.0,MNIST,ECCCo,MLP,9,3
-6,distance,40.0,MNIST,Schut,MLP,9,3
-6,distance_from_energy,389.79962158203125,MNIST,Schut,MLP,9,3
-6,distance_from_targets,305.39019775390625,MNIST,Schut,MLP,9,3
-6,redundancy,0.9744897959183674,MNIST,Schut,MLP,9,3
-6,set_size_penalty,0.5759413161165154,MNIST,Schut,MLP,9,3
-6,validity,1.0,MNIST,Schut,MLP,9,3
-7,distance,12.0,MNIST,Schut,MLP,9,3
-7,distance_from_energy,355.5506591796875,MNIST,Schut,MLP,9,3
-7,distance_from_targets,238.31813049316406,MNIST,Schut,MLP,9,3
-7,redundancy,0.9923469387755102,MNIST,Schut,MLP,9,3
-7,set_size_penalty,0.5690593472417924,MNIST,Schut,MLP,9,3
+6,distance,10.000001907348633,MNIST,Schut,MLP,9,3
+6,distance_from_energy,395.6334228515625,MNIST,Schut,MLP,9,3
+6,distance_from_targets,296.82171630859375,MNIST,Schut,MLP,9,3
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,9,3
+6,set_size_penalty,0.0,MNIST,Schut,MLP,9,3
+6,validity,0.0,MNIST,Schut,MLP,9,3
+7,distance,10.000000953674316,MNIST,Schut,MLP,9,3
+7,distance_from_energy,356.4350280761719,MNIST,Schut,MLP,9,3
+7,distance_from_targets,238.0769805908203,MNIST,Schut,MLP,9,3
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,9,3
+7,set_size_penalty,0.5960123018809029,MNIST,Schut,MLP,9,3
 7,validity,1.0,MNIST,Schut,MLP,9,3
-8,distance,42.0,MNIST,Schut,MLP,9,3
-8,distance_from_energy,392.4165344238281,MNIST,Schut,MLP,9,3
-8,distance_from_targets,285.8682556152344,MNIST,Schut,MLP,9,3
-8,redundancy,0.9732142857142857,MNIST,Schut,MLP,9,3
-8,set_size_penalty,0.5730712362997152,MNIST,Schut,MLP,9,3
-8,validity,1.0,MNIST,Schut,MLP,9,3
-9,distance,62.0,MNIST,Schut,MLP,9,3
-9,distance_from_energy,387.3453063964844,MNIST,Schut,MLP,9,3
-9,distance_from_targets,323.2021789550781,MNIST,Schut,MLP,9,3
-9,redundancy,0.9604591836734694,MNIST,Schut,MLP,9,3
-9,set_size_penalty,0.5721294546471913,MNIST,Schut,MLP,9,3
-9,validity,1.0,MNIST,Schut,MLP,9,3
-10,distance,20.0,MNIST,Schut,MLP,9,3
-10,distance_from_energy,385.4676818847656,MNIST,Schut,MLP,9,3
-10,distance_from_targets,253.5628662109375,MNIST,Schut,MLP,9,3
+8,distance,10.000001907348633,MNIST,Schut,MLP,9,3
+8,distance_from_energy,392.3507080078125,MNIST,Schut,MLP,9,3
+8,distance_from_targets,276.5768737792969,MNIST,Schut,MLP,9,3
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,3
+8,set_size_penalty,0.0,MNIST,Schut,MLP,9,3
+8,validity,0.0,MNIST,Schut,MLP,9,3
+9,distance,10.000000953674316,MNIST,Schut,MLP,9,3
+9,distance_from_energy,387.8653564453125,MNIST,Schut,MLP,9,3
+9,distance_from_targets,312.135498046875,MNIST,Schut,MLP,9,3
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,3
+9,set_size_penalty,0.0,MNIST,Schut,MLP,9,3
+9,validity,0.0,MNIST,Schut,MLP,9,3
+10,distance,10.000001907348633,MNIST,Schut,MLP,9,3
+10,distance_from_energy,387.22113037109375,MNIST,Schut,MLP,9,3
+10,distance_from_targets,249.3410186767578,MNIST,Schut,MLP,9,3
 10,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,3
-10,set_size_penalty,0.5724828747890021,MNIST,Schut,MLP,9,3
-10,validity,1.0,MNIST,Schut,MLP,9,3
+10,set_size_penalty,0.0,MNIST,Schut,MLP,9,3
+10,validity,0.0,MNIST,Schut,MLP,9,3
 11,distance,157.8045654296875,MNIST,Wachter,MLP Ensemble,9,3
 11,distance_from_energy,375.9428405761719,MNIST,Wachter,MLP Ensemble,9,3
 11,distance_from_targets,425.9811706542969,MNIST,Wachter,MLP Ensemble,9,3
@@ -40649,36 +40649,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,9,3
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,9,3
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,9,3
-11,distance,54.0,MNIST,Schut,MLP Ensemble,9,3
-11,distance_from_energy,374.4599609375,MNIST,Schut,MLP Ensemble,9,3
-11,distance_from_targets,357.0573425292969,MNIST,Schut,MLP Ensemble,9,3
-11,redundancy,0.9655612244897959,MNIST,Schut,MLP Ensemble,9,3
-11,set_size_penalty,0.3194319934266563,MNIST,Schut,MLP Ensemble,9,3
-11,validity,1.0,MNIST,Schut,MLP Ensemble,9,3
-12,distance,28.0,MNIST,Schut,MLP Ensemble,9,3
-12,distance_from_energy,335.5047912597656,MNIST,Schut,MLP Ensemble,9,3
-12,distance_from_targets,260.9804992675781,MNIST,Schut,MLP Ensemble,9,3
-12,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,9,3
-12,set_size_penalty,0.29712965474962805,MNIST,Schut,MLP Ensemble,9,3
-12,validity,1.0,MNIST,Schut,MLP Ensemble,9,3
-13,distance,38.0,MNIST,Schut,MLP Ensemble,9,3
-13,distance_from_energy,353.7088928222656,MNIST,Schut,MLP Ensemble,9,3
-13,distance_from_targets,265.431396484375,MNIST,Schut,MLP Ensemble,9,3
-13,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,9,3
-13,set_size_penalty,0.31330038003418914,MNIST,Schut,MLP Ensemble,9,3
-13,validity,1.0,MNIST,Schut,MLP Ensemble,9,3
-14,distance,32.0,MNIST,Schut,MLP Ensemble,9,3
-14,distance_from_energy,353.71307373046875,MNIST,Schut,MLP Ensemble,9,3
-14,distance_from_targets,329.0830993652344,MNIST,Schut,MLP Ensemble,9,3
-14,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,9,3
-14,set_size_penalty,0.3466057897174655,MNIST,Schut,MLP Ensemble,9,3
-14,validity,1.0,MNIST,Schut,MLP Ensemble,9,3
-15,distance,32.0,MNIST,Schut,MLP Ensemble,9,3
-15,distance_from_energy,361.01922607421875,MNIST,Schut,MLP Ensemble,9,3
-15,distance_from_targets,265.81597900390625,MNIST,Schut,MLP Ensemble,9,3
-15,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,9,3
-15,set_size_penalty,0.3324260042478784,MNIST,Schut,MLP Ensemble,9,3
-15,validity,1.0,MNIST,Schut,MLP Ensemble,9,3
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,3
+11,distance_from_energy,376.02105712890625,MNIST,Schut,MLP Ensemble,9,3
+11,distance_from_targets,340.8932189941406,MNIST,Schut,MLP Ensemble,9,3
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,3
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,3
+11,validity,0.0,MNIST,Schut,MLP Ensemble,9,3
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,3
+12,distance_from_energy,335.4797668457031,MNIST,Schut,MLP Ensemble,9,3
+12,distance_from_targets,252.97479248046875,MNIST,Schut,MLP Ensemble,9,3
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,3
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,3
+12,validity,0.0,MNIST,Schut,MLP Ensemble,9,3
+13,distance,10.0,MNIST,Schut,MLP Ensemble,9,3
+13,distance_from_energy,356.320068359375,MNIST,Schut,MLP Ensemble,9,3
+13,distance_from_targets,255.41830444335938,MNIST,Schut,MLP Ensemble,9,3
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,3
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,3
+13,validity,0.0,MNIST,Schut,MLP Ensemble,9,3
+14,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,3
+14,distance_from_energy,355.79803466796875,MNIST,Schut,MLP Ensemble,9,3
+14,distance_from_targets,317.07745361328125,MNIST,Schut,MLP Ensemble,9,3
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,3
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,3
+14,validity,0.0,MNIST,Schut,MLP Ensemble,9,3
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,3
+15,distance_from_energy,362.2713928222656,MNIST,Schut,MLP Ensemble,9,3
+15,distance_from_targets,256.879150390625,MNIST,Schut,MLP Ensemble,9,3
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,3
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,3
+15,validity,0.0,MNIST,Schut,MLP Ensemble,9,3
 16,distance,114.43408966064453,MNIST,Wachter,JEM,9,3
 16,distance_from_energy,219.11021423339844,MNIST,Wachter,JEM,9,3
 16,distance_from_targets,351.5439147949219,MNIST,Wachter,JEM,9,3
@@ -40769,36 +40769,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,9,3
 20,set_size_penalty,4.4999545801697,MNIST,ECCCo,JEM,9,3
 20,validity,1.0,MNIST,ECCCo,JEM,9,3
-16,distance,10.0,MNIST,Schut,JEM,9,3
-16,distance_from_energy,197.5792999267578,MNIST,Schut,JEM,9,3
-16,distance_from_targets,279.7359619140625,MNIST,Schut,JEM,9,3
-16,redundancy,0.9936224489795918,MNIST,Schut,JEM,9,3
-16,set_size_penalty,4.502889048590045,MNIST,Schut,JEM,9,3
+16,distance,9.900001525878906,MNIST,Schut,JEM,9,3
+16,distance_from_energy,197.1596221923828,MNIST,Schut,JEM,9,3
+16,distance_from_targets,276.788818359375,MNIST,Schut,JEM,9,3
+16,redundancy,0.9846938775510204,MNIST,Schut,JEM,9,3
+16,set_size_penalty,4.506529849910874,MNIST,Schut,JEM,9,3
 16,validity,1.0,MNIST,Schut,JEM,9,3
-17,distance,30.0,MNIST,Schut,JEM,9,3
-17,distance_from_energy,238.33497619628906,MNIST,Schut,JEM,9,3
-17,distance_from_targets,289.88507080078125,MNIST,Schut,JEM,9,3
-17,redundancy,0.9808673469387755,MNIST,Schut,JEM,9,3
-17,set_size_penalty,4.505062343964572,MNIST,Schut,JEM,9,3
-17,validity,1.0,MNIST,Schut,JEM,9,3
-18,distance,32.0,MNIST,Schut,JEM,9,3
-18,distance_from_energy,201.16632080078125,MNIST,Schut,JEM,9,3
-18,distance_from_targets,270.971435546875,MNIST,Schut,JEM,9,3
-18,redundancy,0.9795918367346939,MNIST,Schut,JEM,9,3
-18,set_size_penalty,4.501910643790313,MNIST,Schut,JEM,9,3
-18,validity,1.0,MNIST,Schut,JEM,9,3
-19,distance,26.0,MNIST,Schut,JEM,9,3
-19,distance_from_energy,230.27049255371094,MNIST,Schut,JEM,9,3
-19,distance_from_targets,311.8099060058594,MNIST,Schut,JEM,9,3
-19,redundancy,0.9834183673469388,MNIST,Schut,JEM,9,3
-19,set_size_penalty,4.505477937592578,MNIST,Schut,JEM,9,3
-19,validity,1.0,MNIST,Schut,JEM,9,3
-20,distance,32.0,MNIST,Schut,JEM,9,3
-20,distance_from_energy,198.1148223876953,MNIST,Schut,JEM,9,3
-20,distance_from_targets,282.90313720703125,MNIST,Schut,JEM,9,3
-20,redundancy,0.9795918367346939,MNIST,Schut,JEM,9,3
-20,set_size_penalty,4.502124394669634,MNIST,Schut,JEM,9,3
-20,validity,1.0,MNIST,Schut,JEM,9,3
+17,distance,10.000001907348633,MNIST,Schut,JEM,9,3
+17,distance_from_energy,236.3673095703125,MNIST,Schut,JEM,9,3
+17,distance_from_targets,280.7266845703125,MNIST,Schut,JEM,9,3
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,9,3
+17,set_size_penalty,0.0,MNIST,Schut,JEM,9,3
+17,validity,0.0,MNIST,Schut,JEM,9,3
+18,distance,10.000001907348633,MNIST,Schut,JEM,9,3
+18,distance_from_energy,198.55523681640625,MNIST,Schut,JEM,9,3
+18,distance_from_targets,259.5874938964844,MNIST,Schut,JEM,9,3
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,3
+18,set_size_penalty,0.0,MNIST,Schut,JEM,9,3
+18,validity,0.0,MNIST,Schut,JEM,9,3
+19,distance,10.000001907348633,MNIST,Schut,JEM,9,3
+19,distance_from_energy,232.505859375,MNIST,Schut,JEM,9,3
+19,distance_from_targets,309.9884033203125,MNIST,Schut,JEM,9,3
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,9,3
+19,set_size_penalty,0.0,MNIST,Schut,JEM,9,3
+19,validity,0.0,MNIST,Schut,JEM,9,3
+20,distance,10.000000953674316,MNIST,Schut,JEM,9,3
+20,distance_from_energy,198.14425659179688,MNIST,Schut,JEM,9,3
+20,distance_from_targets,276.1553955078125,MNIST,Schut,JEM,9,3
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,3
+20,set_size_penalty,0.0,MNIST,Schut,JEM,9,3
+20,validity,0.0,MNIST,Schut,JEM,9,3
 1,distance,116.9499282836914,MNIST,Wachter,JEM Ensemble,9,4
 1,distance_from_energy,186.23048400878906,MNIST,Wachter,JEM Ensemble,9,4
 1,distance_from_targets,313.37677001953125,MNIST,Wachter,JEM Ensemble,9,4
@@ -40889,35 +40889,35 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,9,4
 5,set_size_penalty,2.067649640233299,MNIST,ECCCo,JEM Ensemble,9,4
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,9,4
-1,distance,16.0,MNIST,Schut,JEM Ensemble,9,4
-1,distance_from_energy,178.5756378173828,MNIST,Schut,JEM Ensemble,9,4
-1,distance_from_targets,248.11561584472656,MNIST,Schut,JEM Ensemble,9,4
-1,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,9,4
-1,set_size_penalty,3.174150775448876,MNIST,Schut,JEM Ensemble,9,4
-1,validity,1.0,MNIST,Schut,JEM Ensemble,9,4
-2,distance,18.0,MNIST,Schut,JEM Ensemble,9,4
-2,distance_from_energy,172.57205200195312,MNIST,Schut,JEM Ensemble,9,4
-2,distance_from_targets,254.1588134765625,MNIST,Schut,JEM Ensemble,9,4
-2,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,9,4
-2,set_size_penalty,2.9764206140747564,MNIST,Schut,JEM Ensemble,9,4
-2,validity,1.0,MNIST,Schut,JEM Ensemble,9,4
-3,distance,10.0,MNIST,Schut,JEM Ensemble,9,4
-3,distance_from_energy,156.47940063476562,MNIST,Schut,JEM Ensemble,9,4
-3,distance_from_targets,246.012939453125,MNIST,Schut,JEM Ensemble,9,4
-3,redundancy,0.9936224489795918,MNIST,Schut,JEM Ensemble,9,4
-3,set_size_penalty,2.93887271213564,MNIST,Schut,JEM Ensemble,9,4
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,4
+1,distance_from_energy,182.2764129638672,MNIST,Schut,JEM Ensemble,9,4
+1,distance_from_targets,246.82003784179688,MNIST,Schut,JEM Ensemble,9,4
+1,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,4
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,4
+1,validity,0.0,MNIST,Schut,JEM Ensemble,9,4
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,4
+2,distance_from_energy,170.18536376953125,MNIST,Schut,JEM Ensemble,9,4
+2,distance_from_targets,248.98219299316406,MNIST,Schut,JEM Ensemble,9,4
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,4
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,4
+2,validity,0.0,MNIST,Schut,JEM Ensemble,9,4
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,4
+3,distance_from_energy,155.1868896484375,MNIST,Schut,JEM Ensemble,9,4
+3,distance_from_targets,243.73382568359375,MNIST,Schut,JEM Ensemble,9,4
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,4
+3,set_size_penalty,3.1683200029915533,MNIST,Schut,JEM Ensemble,9,4
 3,validity,1.0,MNIST,Schut,JEM Ensemble,9,4
-4,distance,18.0,MNIST,Schut,JEM Ensemble,9,4
-4,distance_from_energy,193.7774200439453,MNIST,Schut,JEM Ensemble,9,4
-4,distance_from_targets,242.7867431640625,MNIST,Schut,JEM Ensemble,9,4
-4,redundancy,0.9885204081632653,MNIST,Schut,JEM Ensemble,9,4
-4,set_size_penalty,3.304485027273218,MNIST,Schut,JEM Ensemble,9,4
-4,validity,1.0,MNIST,Schut,JEM Ensemble,9,4
-5,distance,4.0,MNIST,Schut,JEM Ensemble,9,4
-5,distance_from_energy,192.1946258544922,MNIST,Schut,JEM Ensemble,9,4
-5,distance_from_targets,329.03814697265625,MNIST,Schut,JEM Ensemble,9,4
-5,redundancy,0.9974489795918368,MNIST,Schut,JEM Ensemble,9,4
-5,set_size_penalty,2.5269587596348293,MNIST,Schut,JEM Ensemble,9,4
+4,distance,10.0,MNIST,Schut,JEM Ensemble,9,4
+4,distance_from_energy,195.8756103515625,MNIST,Schut,JEM Ensemble,9,4
+4,distance_from_targets,242.77906799316406,MNIST,Schut,JEM Ensemble,9,4
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,4
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,4
+4,validity,0.0,MNIST,Schut,JEM Ensemble,9,4
+5,distance,2.90000057220459,MNIST,Schut,JEM Ensemble,9,4
+5,distance_from_energy,191.52427673339844,MNIST,Schut,JEM Ensemble,9,4
+5,distance_from_targets,327.92431640625,MNIST,Schut,JEM Ensemble,9,4
+5,redundancy,0.9961734693877551,MNIST,Schut,JEM Ensemble,9,4
+5,set_size_penalty,2.5369464082786517,MNIST,Schut,JEM Ensemble,9,4
 5,validity,1.0,MNIST,Schut,JEM Ensemble,9,4
 6,distance,103.17644500732422,MNIST,Wachter,MLP,9,4
 6,distance_from_energy,355.5845642089844,MNIST,Wachter,MLP,9,4
@@ -41009,35 +41009,35 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,9,4
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,9,4
 10,validity,1.0,MNIST,ECCCo,MLP,9,4
-6,distance,8.0,MNIST,Schut,MLP,9,4
-6,distance_from_energy,346.5570068359375,MNIST,Schut,MLP,9,4
-6,distance_from_targets,242.77423095703125,MNIST,Schut,MLP,9,4
-6,redundancy,0.9948979591836735,MNIST,Schut,MLP,9,4
-6,set_size_penalty,0.5702128297828888,MNIST,Schut,MLP,9,4
+6,distance,8.30000114440918,MNIST,Schut,MLP,9,4
+6,distance_from_energy,346.2391052246094,MNIST,Schut,MLP,9,4
+6,distance_from_targets,241.43893432617188,MNIST,Schut,MLP,9,4
+6,redundancy,0.9885204081632653,MNIST,Schut,MLP,9,4
+6,set_size_penalty,0.5717717894193903,MNIST,Schut,MLP,9,4
 6,validity,1.0,MNIST,Schut,MLP,9,4
-7,distance,10.0,MNIST,Schut,MLP,9,4
-7,distance_from_energy,364.43597412109375,MNIST,Schut,MLP,9,4
-7,distance_from_targets,191.31607055664062,MNIST,Schut,MLP,9,4
-7,redundancy,0.9936224489795918,MNIST,Schut,MLP,9,4
-7,set_size_penalty,0.5683634012142975,MNIST,Schut,MLP,9,4
+7,distance,9.600001335144043,MNIST,Schut,MLP,9,4
+7,distance_from_energy,363.0482177734375,MNIST,Schut,MLP,9,4
+7,distance_from_targets,190.72042846679688,MNIST,Schut,MLP,9,4
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,4
+7,set_size_penalty,0.5709794334437257,MNIST,Schut,MLP,9,4
 7,validity,1.0,MNIST,Schut,MLP,9,4
-8,distance,12.0,MNIST,Schut,MLP,9,4
-8,distance_from_energy,360.10858154296875,MNIST,Schut,MLP,9,4
-8,distance_from_targets,217.7764129638672,MNIST,Schut,MLP,9,4
-8,redundancy,0.9923469387755102,MNIST,Schut,MLP,9,4
-8,set_size_penalty,0.5683624127257256,MNIST,Schut,MLP,9,4
+8,distance,10.000001907348633,MNIST,Schut,MLP,9,4
+8,distance_from_energy,358.81658935546875,MNIST,Schut,MLP,9,4
+8,distance_from_targets,216.82066345214844,MNIST,Schut,MLP,9,4
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,4
+8,set_size_penalty,0.5830588359698754,MNIST,Schut,MLP,9,4
 8,validity,1.0,MNIST,Schut,MLP,9,4
-9,distance,18.0,MNIST,Schut,MLP,9,4
-9,distance_from_energy,342.677490234375,MNIST,Schut,MLP,9,4
-9,distance_from_targets,224.10205078125,MNIST,Schut,MLP,9,4
-9,redundancy,0.9885204081632653,MNIST,Schut,MLP,9,4
-9,set_size_penalty,0.5697206542122735,MNIST,Schut,MLP,9,4
-9,validity,1.0,MNIST,Schut,MLP,9,4
-10,distance,12.0,MNIST,Schut,MLP,9,4
-10,distance_from_energy,359.1573486328125,MNIST,Schut,MLP,9,4
-10,distance_from_targets,218.96730041503906,MNIST,Schut,MLP,9,4
-10,redundancy,0.9923469387755102,MNIST,Schut,MLP,9,4
-10,set_size_penalty,0.5689593392808292,MNIST,Schut,MLP,9,4
+9,distance,10.000001907348633,MNIST,Schut,MLP,9,4
+9,distance_from_energy,340.269775390625,MNIST,Schut,MLP,9,4
+9,distance_from_targets,223.28811645507812,MNIST,Schut,MLP,9,4
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,4
+9,set_size_penalty,0.0,MNIST,Schut,MLP,9,4
+9,validity,0.0,MNIST,Schut,MLP,9,4
+10,distance,10.000001907348633,MNIST,Schut,MLP,9,4
+10,distance_from_energy,358.4193420410156,MNIST,Schut,MLP,9,4
+10,distance_from_targets,217.87582397460938,MNIST,Schut,MLP,9,4
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,4
+10,set_size_penalty,0.7419540573064443,MNIST,Schut,MLP,9,4
 10,validity,1.0,MNIST,Schut,MLP,9,4
 11,distance,79.47408294677734,MNIST,Wachter,MLP Ensemble,9,4
 11,distance_from_energy,343.0605163574219,MNIST,Wachter,MLP Ensemble,9,4
@@ -41129,36 +41129,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,9,4
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,9,4
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,9,4
-11,distance,8.0,MNIST,Schut,MLP Ensemble,9,4
-11,distance_from_energy,325.8848571777344,MNIST,Schut,MLP Ensemble,9,4
-11,distance_from_targets,214.00323486328125,MNIST,Schut,MLP Ensemble,9,4
-11,redundancy,0.9948979591836735,MNIST,Schut,MLP Ensemble,9,4
-11,set_size_penalty,0.3009783548245921,MNIST,Schut,MLP Ensemble,9,4
+11,distance,8.100001335144043,MNIST,Schut,MLP Ensemble,9,4
+11,distance_from_energy,325.5797119140625,MNIST,Schut,MLP Ensemble,9,4
+11,distance_from_targets,213.21519470214844,MNIST,Schut,MLP Ensemble,9,4
+11,redundancy,0.9885204081632653,MNIST,Schut,MLP Ensemble,9,4
+11,set_size_penalty,0.3056429454389571,MNIST,Schut,MLP Ensemble,9,4
 11,validity,1.0,MNIST,Schut,MLP Ensemble,9,4
-12,distance,16.0,MNIST,Schut,MLP Ensemble,9,4
-12,distance_from_energy,349.60296630859375,MNIST,Schut,MLP Ensemble,9,4
-12,distance_from_targets,252.173828125,MNIST,Schut,MLP Ensemble,9,4
-12,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,9,4
-12,set_size_penalty,0.30356229144398017,MNIST,Schut,MLP Ensemble,9,4
-12,validity,1.0,MNIST,Schut,MLP Ensemble,9,4
-13,distance,16.0,MNIST,Schut,MLP Ensemble,9,4
-13,distance_from_energy,347.7939758300781,MNIST,Schut,MLP Ensemble,9,4
-13,distance_from_targets,209.8943328857422,MNIST,Schut,MLP Ensemble,9,4
-13,redundancy,0.9897959183673469,MNIST,Schut,MLP Ensemble,9,4
-13,set_size_penalty,0.29439737552017764,MNIST,Schut,MLP Ensemble,9,4
-13,validity,1.0,MNIST,Schut,MLP Ensemble,9,4
-14,distance,20.0,MNIST,Schut,MLP Ensemble,9,4
-14,distance_from_energy,339.15960693359375,MNIST,Schut,MLP Ensemble,9,4
-14,distance_from_targets,224.6794891357422,MNIST,Schut,MLP Ensemble,9,4
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,4
+12,distance_from_energy,350.5390319824219,MNIST,Schut,MLP Ensemble,9,4
+12,distance_from_targets,251.29879760742188,MNIST,Schut,MLP Ensemble,9,4
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,4
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,4
+12,validity,0.0,MNIST,Schut,MLP Ensemble,9,4
+13,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,4
+13,distance_from_energy,348.68280029296875,MNIST,Schut,MLP Ensemble,9,4
+13,distance_from_targets,207.77862548828125,MNIST,Schut,MLP Ensemble,9,4
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,4
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,4
+13,validity,0.0,MNIST,Schut,MLP Ensemble,9,4
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,4
+14,distance_from_energy,339.1528015136719,MNIST,Schut,MLP Ensemble,9,4
+14,distance_from_targets,220.6258544921875,MNIST,Schut,MLP Ensemble,9,4
 14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,4
-14,set_size_penalty,0.3119983232382635,MNIST,Schut,MLP Ensemble,9,4
-14,validity,1.0,MNIST,Schut,MLP Ensemble,9,4
-15,distance,20.0,MNIST,Schut,MLP Ensemble,9,4
-15,distance_from_energy,360.05438232421875,MNIST,Schut,MLP Ensemble,9,4
-15,distance_from_targets,238.2486572265625,MNIST,Schut,MLP Ensemble,9,4
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,4
+14,validity,0.0,MNIST,Schut,MLP Ensemble,9,4
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,4
+15,distance_from_energy,360.449462890625,MNIST,Schut,MLP Ensemble,9,4
+15,distance_from_targets,234.9630584716797,MNIST,Schut,MLP Ensemble,9,4
 15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,4
-15,set_size_penalty,0.2951946010667037,MNIST,Schut,MLP Ensemble,9,4
-15,validity,1.0,MNIST,Schut,MLP Ensemble,9,4
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,4
+15,validity,0.0,MNIST,Schut,MLP Ensemble,9,4
 16,distance,110.37015533447266,MNIST,Wachter,JEM,9,4
 16,distance_from_energy,199.64154052734375,MNIST,Wachter,JEM,9,4
 16,distance_from_targets,313.9704895019531,MNIST,Wachter,JEM,9,4
@@ -41249,35 +41249,35 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,9,4
 20,set_size_penalty,4.499954580507781,MNIST,ECCCo,JEM,9,4
 20,validity,1.0,MNIST,ECCCo,JEM,9,4
-16,distance,10.0,MNIST,Schut,JEM,9,4
-16,distance_from_energy,159.60638427734375,MNIST,Schut,JEM,9,4
-16,distance_from_targets,236.95530700683594,MNIST,Schut,JEM,9,4
-16,redundancy,0.9936224489795918,MNIST,Schut,JEM,9,4
-16,set_size_penalty,4.500921314583869,MNIST,Schut,JEM,9,4
+16,distance,9.700000762939453,MNIST,Schut,JEM,9,4
+16,distance_from_energy,159.3752899169922,MNIST,Schut,JEM,9,4
+16,distance_from_targets,235.5423126220703,MNIST,Schut,JEM,9,4
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,4
+16,set_size_penalty,4.5088344837185295,MNIST,Schut,JEM,9,4
 16,validity,1.0,MNIST,Schut,JEM,9,4
-17,distance,12.0,MNIST,Schut,JEM,9,4
-17,distance_from_energy,211.60765075683594,MNIST,Schut,JEM,9,4
-17,distance_from_targets,340.3380126953125,MNIST,Schut,JEM,9,4
-17,redundancy,0.9923469387755102,MNIST,Schut,JEM,9,4
-17,set_size_penalty,4.501673219788893,MNIST,Schut,JEM,9,4
+17,distance,10.000001907348633,MNIST,Schut,JEM,9,4
+17,distance_from_energy,211.0444793701172,MNIST,Schut,JEM,9,4
+17,distance_from_targets,339.6249694824219,MNIST,Schut,JEM,9,4
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,4
+17,set_size_penalty,4.856208784315393,MNIST,Schut,JEM,9,4
 17,validity,1.0,MNIST,Schut,JEM,9,4
-18,distance,14.0,MNIST,Schut,JEM,9,4
-18,distance_from_energy,167.39215087890625,MNIST,Schut,JEM,9,4
-18,distance_from_targets,231.31414794921875,MNIST,Schut,JEM,9,4
-18,redundancy,0.9910714285714286,MNIST,Schut,JEM,9,4
-18,set_size_penalty,4.500681036048549,MNIST,Schut,JEM,9,4
-18,validity,1.0,MNIST,Schut,JEM,9,4
-19,distance,12.0,MNIST,Schut,JEM,9,4
-19,distance_from_energy,186.07106018066406,MNIST,Schut,JEM,9,4
-19,distance_from_targets,258.1746826171875,MNIST,Schut,JEM,9,4
-19,redundancy,0.9923469387755102,MNIST,Schut,JEM,9,4
-19,set_size_penalty,4.500875984568516,MNIST,Schut,JEM,9,4
+18,distance,10.000001907348633,MNIST,Schut,JEM,9,4
+18,distance_from_energy,169.04368591308594,MNIST,Schut,JEM,9,4
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+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,4
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+18,validity,0.0,MNIST,Schut,JEM,9,4
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+19,distance_from_energy,185.1359405517578,MNIST,Schut,JEM,9,4
+19,distance_from_targets,255.22352600097656,MNIST,Schut,JEM,9,4
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,9,4
+19,set_size_penalty,4.683721505461065,MNIST,Schut,JEM,9,4
 19,validity,1.0,MNIST,Schut,JEM,9,4
-20,distance,4.0,MNIST,Schut,JEM,9,4
-20,distance_from_energy,166.0726318359375,MNIST,Schut,JEM,9,4
-20,distance_from_targets,221.94686889648438,MNIST,Schut,JEM,9,4
-20,redundancy,0.9974489795918368,MNIST,Schut,JEM,9,4
-20,set_size_penalty,4.502779051352611,MNIST,Schut,JEM,9,4
+20,distance,3.8000006675720215,MNIST,Schut,JEM,9,4
+20,distance_from_energy,165.75486755371094,MNIST,Schut,JEM,9,4
+20,distance_from_targets,220.70315551757812,MNIST,Schut,JEM,9,4
+20,redundancy,0.9948979591836735,MNIST,Schut,JEM,9,4
+20,set_size_penalty,4.508215879153163,MNIST,Schut,JEM,9,4
 20,validity,1.0,MNIST,Schut,JEM,9,4
 1,distance,127.7123794555664,MNIST,Wachter,JEM Ensemble,9,5
 1,distance_from_energy,204.7626953125,MNIST,Wachter,JEM Ensemble,9,5
@@ -41369,36 +41369,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,9,5
 5,set_size_penalty,2.067649386658012,MNIST,ECCCo,JEM Ensemble,9,5
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,9,5
-1,distance,26.0,MNIST,Schut,JEM Ensemble,9,5
-1,distance_from_energy,211.54388427734375,MNIST,Schut,JEM Ensemble,9,5
-1,distance_from_targets,264.47271728515625,MNIST,Schut,JEM Ensemble,9,5
-1,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,9,5
-1,set_size_penalty,3.386416435893582,MNIST,Schut,JEM Ensemble,9,5
-1,validity,1.0,MNIST,Schut,JEM Ensemble,9,5
-2,distance,22.0,MNIST,Schut,JEM Ensemble,9,5
-2,distance_from_energy,179.06178283691406,MNIST,Schut,JEM Ensemble,9,5
-2,distance_from_targets,248.22669982910156,MNIST,Schut,JEM Ensemble,9,5
-2,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,5
-2,set_size_penalty,3.1605372245682855,MNIST,Schut,JEM Ensemble,9,5
-2,validity,1.0,MNIST,Schut,JEM Ensemble,9,5
-3,distance,32.0,MNIST,Schut,JEM Ensemble,9,5
-3,distance_from_energy,185.04966735839844,MNIST,Schut,JEM Ensemble,9,5
-3,distance_from_targets,292.530517578125,MNIST,Schut,JEM Ensemble,9,5
-3,redundancy,0.9795918367346939,MNIST,Schut,JEM Ensemble,9,5
-3,set_size_penalty,3.1071330001566455,MNIST,Schut,JEM Ensemble,9,5
-3,validity,1.0,MNIST,Schut,JEM Ensemble,9,5
-4,distance,20.0,MNIST,Schut,JEM Ensemble,9,5
-4,distance_from_energy,234.45596313476562,MNIST,Schut,JEM Ensemble,9,5
-4,distance_from_targets,314.4637145996094,MNIST,Schut,JEM Ensemble,9,5
-4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,5
-4,set_size_penalty,3.3919973610489533,MNIST,Schut,JEM Ensemble,9,5
-4,validity,1.0,MNIST,Schut,JEM Ensemble,9,5
-5,distance,30.0,MNIST,Schut,JEM Ensemble,9,5
-5,distance_from_energy,220.88955688476562,MNIST,Schut,JEM Ensemble,9,5
-5,distance_from_targets,309.45654296875,MNIST,Schut,JEM Ensemble,9,5
-5,redundancy,0.9808673469387755,MNIST,Schut,JEM Ensemble,9,5
-5,set_size_penalty,3.155393889148554,MNIST,Schut,JEM Ensemble,9,5
-5,validity,1.0,MNIST,Schut,JEM Ensemble,9,5
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,5
+1,distance_from_energy,211.40359497070312,MNIST,Schut,JEM Ensemble,9,5
+1,distance_from_targets,256.367919921875,MNIST,Schut,JEM Ensemble,9,5
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,5
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,5
+1,validity,0.0,MNIST,Schut,JEM Ensemble,9,5
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,5
+2,distance_from_energy,174.9551239013672,MNIST,Schut,JEM Ensemble,9,5
+2,distance_from_targets,241.001708984375,MNIST,Schut,JEM Ensemble,9,5
+2,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,9,5
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,5
+2,validity,0.0,MNIST,Schut,JEM Ensemble,9,5
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,5
+3,distance_from_energy,186.6737823486328,MNIST,Schut,JEM Ensemble,9,5
+3,distance_from_targets,287.54229736328125,MNIST,Schut,JEM Ensemble,9,5
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,5
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,5
+3,validity,0.0,MNIST,Schut,JEM Ensemble,9,5
+4,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,9,5
+4,distance_from_energy,233.56886291503906,MNIST,Schut,JEM Ensemble,9,5
+4,distance_from_targets,309.997802734375,MNIST,Schut,JEM Ensemble,9,5
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,5
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,5
+4,validity,0.0,MNIST,Schut,JEM Ensemble,9,5
+5,distance,10.000000953674316,MNIST,Schut,JEM Ensemble,9,5
+5,distance_from_energy,218.37841796875,MNIST,Schut,JEM Ensemble,9,5
+5,distance_from_targets,301.4176940917969,MNIST,Schut,JEM Ensemble,9,5
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,5
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,5
+5,validity,0.0,MNIST,Schut,JEM Ensemble,9,5
 6,distance,122.26170349121094,MNIST,Wachter,MLP,9,5
 6,distance_from_energy,363.8638000488281,MNIST,Wachter,MLP,9,5
 6,distance_from_targets,304.1708068847656,MNIST,Wachter,MLP,9,5
@@ -41489,36 +41489,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,9,5
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,9,5
 10,validity,1.0,MNIST,ECCCo,MLP,9,5
-6,distance,20.0,MNIST,Schut,MLP,9,5
-6,distance_from_energy,355.2608947753906,MNIST,Schut,MLP,9,5
-6,distance_from_targets,231.8285369873047,MNIST,Schut,MLP,9,5
+6,distance,10.000001907348633,MNIST,Schut,MLP,9,5
+6,distance_from_energy,357.2712097167969,MNIST,Schut,MLP,9,5
+6,distance_from_targets,229.7554473876953,MNIST,Schut,MLP,9,5
 6,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,5
-6,set_size_penalty,0.5728555075184909,MNIST,Schut,MLP,9,5
-6,validity,1.0,MNIST,Schut,MLP,9,5
-7,distance,28.0,MNIST,Schut,MLP,9,5
-7,distance_from_energy,383.7143249511719,MNIST,Schut,MLP,9,5
-7,distance_from_targets,342.17022705078125,MNIST,Schut,MLP,9,5
-7,redundancy,0.9821428571428571,MNIST,Schut,MLP,9,5
-7,set_size_penalty,0.5717379981465998,MNIST,Schut,MLP,9,5
-7,validity,1.0,MNIST,Schut,MLP,9,5
-8,distance,30.0,MNIST,Schut,MLP,9,5
-8,distance_from_energy,377.61480712890625,MNIST,Schut,MLP,9,5
-8,distance_from_targets,355.9315490722656,MNIST,Schut,MLP,9,5
-8,redundancy,0.9808673469387755,MNIST,Schut,MLP,9,5
-8,set_size_penalty,0.573754171932614,MNIST,Schut,MLP,9,5
-8,validity,1.0,MNIST,Schut,MLP,9,5
-9,distance,32.0,MNIST,Schut,MLP,9,5
-9,distance_from_energy,375.12847900390625,MNIST,Schut,MLP,9,5
-9,distance_from_targets,290.6346435546875,MNIST,Schut,MLP,9,5
-9,redundancy,0.9795918367346939,MNIST,Schut,MLP,9,5
-9,set_size_penalty,0.5711029668476775,MNIST,Schut,MLP,9,5
-9,validity,1.0,MNIST,Schut,MLP,9,5
-10,distance,46.0,MNIST,Schut,MLP,9,5
-10,distance_from_energy,366.1790771484375,MNIST,Schut,MLP,9,5
-10,distance_from_targets,304.3174743652344,MNIST,Schut,MLP,9,5
-10,redundancy,0.9706632653061225,MNIST,Schut,MLP,9,5
-10,set_size_penalty,0.5701847174034449,MNIST,Schut,MLP,9,5
-10,validity,1.0,MNIST,Schut,MLP,9,5
+6,set_size_penalty,0.0,MNIST,Schut,MLP,9,5
+6,validity,0.0,MNIST,Schut,MLP,9,5
+7,distance,10.0,MNIST,Schut,MLP,9,5
+7,distance_from_energy,380.4754943847656,MNIST,Schut,MLP,9,5
+7,distance_from_targets,332.8244934082031,MNIST,Schut,MLP,9,5
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,9,5
+7,set_size_penalty,0.0,MNIST,Schut,MLP,9,5
+7,validity,0.0,MNIST,Schut,MLP,9,5
+8,distance,10.000000953674316,MNIST,Schut,MLP,9,5
+8,distance_from_energy,376.36175537109375,MNIST,Schut,MLP,9,5
+8,distance_from_targets,344.8280944824219,MNIST,Schut,MLP,9,5
+8,redundancy,0.985969387755102,MNIST,Schut,MLP,9,5
+8,set_size_penalty,0.0,MNIST,Schut,MLP,9,5
+8,validity,0.0,MNIST,Schut,MLP,9,5
+9,distance,10.000001907348633,MNIST,Schut,MLP,9,5
+9,distance_from_energy,380.9342956542969,MNIST,Schut,MLP,9,5
+9,distance_from_targets,286.3193359375,MNIST,Schut,MLP,9,5
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,5
+9,set_size_penalty,0.0,MNIST,Schut,MLP,9,5
+9,validity,0.0,MNIST,Schut,MLP,9,5
+10,distance,10.000000953674316,MNIST,Schut,MLP,9,5
+10,distance_from_energy,372.1219177246094,MNIST,Schut,MLP,9,5
+10,distance_from_targets,291.0652770996094,MNIST,Schut,MLP,9,5
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,9,5
+10,set_size_penalty,0.0,MNIST,Schut,MLP,9,5
+10,validity,0.0,MNIST,Schut,MLP,9,5
 11,distance,121.29698944091797,MNIST,Wachter,MLP Ensemble,9,5
 11,distance_from_energy,354.21136474609375,MNIST,Wachter,MLP Ensemble,9,5
 11,distance_from_targets,346.90411376953125,MNIST,Wachter,MLP Ensemble,9,5
@@ -41609,36 +41609,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,9,5
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,9,5
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,9,5
-11,distance,24.0,MNIST,Schut,MLP Ensemble,9,5
-11,distance_from_energy,355.0273132324219,MNIST,Schut,MLP Ensemble,9,5
-11,distance_from_targets,276.5377197265625,MNIST,Schut,MLP Ensemble,9,5
-11,redundancy,0.9846938775510204,MNIST,Schut,MLP Ensemble,9,5
-11,set_size_penalty,0.3462964621001554,MNIST,Schut,MLP Ensemble,9,5
-11,validity,1.0,MNIST,Schut,MLP Ensemble,9,5
-12,distance,54.0,MNIST,Schut,MLP Ensemble,9,5
-12,distance_from_energy,358.79522705078125,MNIST,Schut,MLP Ensemble,9,5
-12,distance_from_targets,271.4067687988281,MNIST,Schut,MLP Ensemble,9,5
-12,redundancy,0.9655612244897959,MNIST,Schut,MLP Ensemble,9,5
-12,set_size_penalty,0.3971175134345366,MNIST,Schut,MLP Ensemble,9,5
-12,validity,1.0,MNIST,Schut,MLP Ensemble,9,5
-13,distance,42.0,MNIST,Schut,MLP Ensemble,9,5
-13,distance_from_energy,346.5008239746094,MNIST,Schut,MLP Ensemble,9,5
-13,distance_from_targets,269.6393737792969,MNIST,Schut,MLP Ensemble,9,5
-13,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,9,5
-13,set_size_penalty,0.3075426050684875,MNIST,Schut,MLP Ensemble,9,5
-13,validity,1.0,MNIST,Schut,MLP Ensemble,9,5
-14,distance,44.0,MNIST,Schut,MLP Ensemble,9,5
-14,distance_from_energy,373.5299987792969,MNIST,Schut,MLP Ensemble,9,5
-14,distance_from_targets,363.6665954589844,MNIST,Schut,MLP Ensemble,9,5
-14,redundancy,0.9719387755102041,MNIST,Schut,MLP Ensemble,9,5
-14,set_size_penalty,0.3437701269857598,MNIST,Schut,MLP Ensemble,9,5
-14,validity,1.0,MNIST,Schut,MLP Ensemble,9,5
-15,distance,36.0,MNIST,Schut,MLP Ensemble,9,5
-15,distance_from_energy,350.38055419921875,MNIST,Schut,MLP Ensemble,9,5
-15,distance_from_targets,279.44818115234375,MNIST,Schut,MLP Ensemble,9,5
-15,redundancy,0.9770408163265306,MNIST,Schut,MLP Ensemble,9,5
-15,set_size_penalty,0.30339421735080574,MNIST,Schut,MLP Ensemble,9,5
-15,validity,1.0,MNIST,Schut,MLP Ensemble,9,5
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,5
+11,distance_from_energy,357.0707702636719,MNIST,Schut,MLP Ensemble,9,5
+11,distance_from_targets,271.5705871582031,MNIST,Schut,MLP Ensemble,9,5
+11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,9,5
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,5
+11,validity,0.0,MNIST,Schut,MLP Ensemble,9,5
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,5
+12,distance_from_energy,369.2041320800781,MNIST,Schut,MLP Ensemble,9,5
+12,distance_from_targets,275.2987060546875,MNIST,Schut,MLP Ensemble,9,5
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,5
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,5
+12,validity,0.0,MNIST,Schut,MLP Ensemble,9,5
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,5
+13,distance_from_energy,355.8393859863281,MNIST,Schut,MLP Ensemble,9,5
+13,distance_from_targets,269.4846496582031,MNIST,Schut,MLP Ensemble,9,5
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,5
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,5
+13,validity,0.0,MNIST,Schut,MLP Ensemble,9,5
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,5
+14,distance_from_energy,376.3749084472656,MNIST,Schut,MLP Ensemble,9,5
+14,distance_from_targets,350.69091796875,MNIST,Schut,MLP Ensemble,9,5
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,5
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,5
+14,validity,0.0,MNIST,Schut,MLP Ensemble,9,5
+15,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,5
+15,distance_from_energy,356.8906555175781,MNIST,Schut,MLP Ensemble,9,5
+15,distance_from_targets,269.68231201171875,MNIST,Schut,MLP Ensemble,9,5
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,5
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,5
+15,validity,0.0,MNIST,Schut,MLP Ensemble,9,5
 16,distance,119.01828002929688,MNIST,Wachter,JEM,9,5
 16,distance_from_energy,189.51739501953125,MNIST,Wachter,JEM,9,5
 16,distance_from_targets,302.06207275390625,MNIST,Wachter,JEM,9,5
@@ -41729,36 +41729,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,9,5
 20,set_size_penalty,4.499954580170271,MNIST,ECCCo,JEM,9,5
 20,validity,1.0,MNIST,ECCCo,JEM,9,5
-16,distance,12.0,MNIST,Schut,JEM,9,5
-16,distance_from_energy,198.2218780517578,MNIST,Schut,JEM,9,5
-16,distance_from_targets,230.86497497558594,MNIST,Schut,JEM,9,5
-16,redundancy,0.9923469387755102,MNIST,Schut,JEM,9,5
-16,set_size_penalty,4.500580216361397,MNIST,Schut,JEM,9,5
+16,distance,10.000001907348633,MNIST,Schut,JEM,9,5
+16,distance_from_energy,195.70193481445312,MNIST,Schut,JEM,9,5
+16,distance_from_targets,228.23593139648438,MNIST,Schut,JEM,9,5
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,9,5
+16,set_size_penalty,4.769268152380957,MNIST,Schut,JEM,9,5
 16,validity,1.0,MNIST,Schut,JEM,9,5
-17,distance,16.0,MNIST,Schut,JEM,9,5
-17,distance_from_energy,201.31387329101562,MNIST,Schut,JEM,9,5
-17,distance_from_targets,248.64016723632812,MNIST,Schut,JEM,9,5
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,9,5
-17,set_size_penalty,4.500442494073219,MNIST,Schut,JEM,9,5
-17,validity,1.0,MNIST,Schut,JEM,9,5
-18,distance,8.0,MNIST,Schut,JEM,9,5
-18,distance_from_energy,184.65675354003906,MNIST,Schut,JEM,9,5
-18,distance_from_targets,254.56224060058594,MNIST,Schut,JEM,9,5
-18,redundancy,0.9948979591836735,MNIST,Schut,JEM,9,5
-18,set_size_penalty,4.501274893906238,MNIST,Schut,JEM,9,5
+17,distance,10.000000953674316,MNIST,Schut,JEM,9,5
+17,distance_from_energy,199.78298950195312,MNIST,Schut,JEM,9,5
+17,distance_from_targets,243.2089080810547,MNIST,Schut,JEM,9,5
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,9,5
+17,set_size_penalty,0.0,MNIST,Schut,JEM,9,5
+17,validity,0.0,MNIST,Schut,JEM,9,5
+18,distance,7.000001430511475,MNIST,Schut,JEM,9,5
+18,distance_from_energy,184.26416015625,MNIST,Schut,JEM,9,5
+18,distance_from_targets,253.1082000732422,MNIST,Schut,JEM,9,5
+18,redundancy,0.9885204081632653,MNIST,Schut,JEM,9,5
+18,set_size_penalty,4.508588657989248,MNIST,Schut,JEM,9,5
 18,validity,1.0,MNIST,Schut,JEM,9,5
-19,distance,8.0,MNIST,Schut,JEM,9,5
-19,distance_from_energy,191.39830017089844,MNIST,Schut,JEM,9,5
-19,distance_from_targets,269.270263671875,MNIST,Schut,JEM,9,5
-19,redundancy,0.9948979591836735,MNIST,Schut,JEM,9,5
-19,set_size_penalty,4.500180057489342,MNIST,Schut,JEM,9,5
+19,distance,7.100001335144043,MNIST,Schut,JEM,9,5
+19,distance_from_energy,189.6551971435547,MNIST,Schut,JEM,9,5
+19,distance_from_targets,266.1946105957031,MNIST,Schut,JEM,9,5
+19,redundancy,0.9846938775510204,MNIST,Schut,JEM,9,5
+19,set_size_penalty,4.506532625677632,MNIST,Schut,JEM,9,5
 19,validity,1.0,MNIST,Schut,JEM,9,5
-20,distance,18.0,MNIST,Schut,JEM,9,5
-20,distance_from_energy,224.8690948486328,MNIST,Schut,JEM,9,5
-20,distance_from_targets,276.6524963378906,MNIST,Schut,JEM,9,5
-20,redundancy,0.9885204081632653,MNIST,Schut,JEM,9,5
-20,set_size_penalty,4.506233511324598,MNIST,Schut,JEM,9,5
-20,validity,1.0,MNIST,Schut,JEM,9,5
+20,distance,10.000001907348633,MNIST,Schut,JEM,9,5
+20,distance_from_energy,222.87469482421875,MNIST,Schut,JEM,9,5
+20,distance_from_targets,270.2000732421875,MNIST,Schut,JEM,9,5
+20,redundancy,0.9834183673469388,MNIST,Schut,JEM,9,5
+20,set_size_penalty,0.0,MNIST,Schut,JEM,9,5
+20,validity,0.0,MNIST,Schut,JEM,9,5
 1,distance,128.7496795654297,MNIST,Wachter,JEM Ensemble,9,6
 1,distance_from_energy,221.75587463378906,MNIST,Wachter,JEM Ensemble,9,6
 1,distance_from_targets,360.67303466796875,MNIST,Wachter,JEM Ensemble,9,6
@@ -41849,36 +41849,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,9,6
 5,set_size_penalty,2.0676504981374872,MNIST,ECCCo,JEM Ensemble,9,6
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,9,6
-1,distance,24.0,MNIST,Schut,JEM Ensemble,9,6
-1,distance_from_energy,194.3701171875,MNIST,Schut,JEM Ensemble,9,6
-1,distance_from_targets,290.3190002441406,MNIST,Schut,JEM Ensemble,9,6
-1,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,9,6
-1,set_size_penalty,3.2755385592591955,MNIST,Schut,JEM Ensemble,9,6
-1,validity,1.0,MNIST,Schut,JEM Ensemble,9,6
-2,distance,20.0,MNIST,Schut,JEM Ensemble,9,6
-2,distance_from_energy,190.39402770996094,MNIST,Schut,JEM Ensemble,9,6
-2,distance_from_targets,284.3234558105469,MNIST,Schut,JEM Ensemble,9,6
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,6
+1,distance_from_energy,194.59291076660156,MNIST,Schut,JEM Ensemble,9,6
+1,distance_from_targets,286.3336486816406,MNIST,Schut,JEM Ensemble,9,6
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,6
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,6
+1,validity,0.0,MNIST,Schut,JEM Ensemble,9,6
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,6
+2,distance_from_energy,191.9015655517578,MNIST,Schut,JEM Ensemble,9,6
+2,distance_from_targets,282.4271545410156,MNIST,Schut,JEM Ensemble,9,6
 2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,6
-2,set_size_penalty,2.839610359462211,MNIST,Schut,JEM Ensemble,9,6
-2,validity,1.0,MNIST,Schut,JEM Ensemble,9,6
-3,distance,38.0,MNIST,Schut,JEM Ensemble,9,6
-3,distance_from_energy,190.88800048828125,MNIST,Schut,JEM Ensemble,9,6
-3,distance_from_targets,291.70660400390625,MNIST,Schut,JEM Ensemble,9,6
-3,redundancy,0.9757653061224489,MNIST,Schut,JEM Ensemble,9,6
-3,set_size_penalty,3.097707335346384,MNIST,Schut,JEM Ensemble,9,6
-3,validity,1.0,MNIST,Schut,JEM Ensemble,9,6
-4,distance,36.0,MNIST,Schut,JEM Ensemble,9,6
-4,distance_from_energy,200.44790649414062,MNIST,Schut,JEM Ensemble,9,6
-4,distance_from_targets,308.2729797363281,MNIST,Schut,JEM Ensemble,9,6
-4,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,9,6
-4,set_size_penalty,3.1593738178294846,MNIST,Schut,JEM Ensemble,9,6
-4,validity,1.0,MNIST,Schut,JEM Ensemble,9,6
-5,distance,42.0,MNIST,Schut,JEM Ensemble,9,6
-5,distance_from_energy,217.49383544921875,MNIST,Schut,JEM Ensemble,9,6
-5,distance_from_targets,313.24139404296875,MNIST,Schut,JEM Ensemble,9,6
-5,redundancy,0.9732142857142857,MNIST,Schut,JEM Ensemble,9,6
-5,set_size_penalty,2.795578584824395,MNIST,Schut,JEM Ensemble,9,6
-5,validity,1.0,MNIST,Schut,JEM Ensemble,9,6
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,6
+2,validity,0.0,MNIST,Schut,JEM Ensemble,9,6
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,6
+3,distance_from_energy,189.25074768066406,MNIST,Schut,JEM Ensemble,9,6
+3,distance_from_targets,284.48895263671875,MNIST,Schut,JEM Ensemble,9,6
+3,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,6
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,6
+3,validity,0.0,MNIST,Schut,JEM Ensemble,9,6
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,6
+4,distance_from_energy,200.47689819335938,MNIST,Schut,JEM Ensemble,9,6
+4,distance_from_targets,302.4211120605469,MNIST,Schut,JEM Ensemble,9,6
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,6
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,6
+4,validity,0.0,MNIST,Schut,JEM Ensemble,9,6
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,6
+5,distance_from_energy,214.12257385253906,MNIST,Schut,JEM Ensemble,9,6
+5,distance_from_targets,303.87091064453125,MNIST,Schut,JEM Ensemble,9,6
+5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,6
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,6
+5,validity,0.0,MNIST,Schut,JEM Ensemble,9,6
 6,distance,139.7979736328125,MNIST,Wachter,MLP,9,6
 6,distance_from_energy,370.54119873046875,MNIST,Wachter,MLP,9,6
 6,distance_from_targets,367.641357421875,MNIST,Wachter,MLP,9,6
@@ -41969,36 +41969,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,9,6
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,9,6
 10,validity,1.0,MNIST,ECCCo,MLP,9,6
-6,distance,40.0,MNIST,Schut,MLP,9,6
-6,distance_from_energy,348.666259765625,MNIST,Schut,MLP,9,6
-6,distance_from_targets,296.6976318359375,MNIST,Schut,MLP,9,6
-6,redundancy,0.9744897959183674,MNIST,Schut,MLP,9,6
-6,set_size_penalty,0.5697520058714161,MNIST,Schut,MLP,9,6
-6,validity,1.0,MNIST,Schut,MLP,9,6
-7,distance,34.0,MNIST,Schut,MLP,9,6
-7,distance_from_energy,344.0471496582031,MNIST,Schut,MLP,9,6
-7,distance_from_targets,296.4537048339844,MNIST,Schut,MLP,9,6
-7,redundancy,0.9783163265306123,MNIST,Schut,MLP,9,6
-7,set_size_penalty,0.5705440738688938,MNIST,Schut,MLP,9,6
-7,validity,1.0,MNIST,Schut,MLP,9,6
-8,distance,50.0,MNIST,Schut,MLP,9,6
-8,distance_from_energy,360.9176025390625,MNIST,Schut,MLP,9,6
-8,distance_from_targets,270.5548095703125,MNIST,Schut,MLP,9,6
-8,redundancy,0.9681122448979592,MNIST,Schut,MLP,9,6
-8,set_size_penalty,0.5714246885215042,MNIST,Schut,MLP,9,6
-8,validity,1.0,MNIST,Schut,MLP,9,6
-9,distance,20.0,MNIST,Schut,MLP,9,6
-9,distance_from_energy,383.31402587890625,MNIST,Schut,MLP,9,6
-9,distance_from_targets,261.2767333984375,MNIST,Schut,MLP,9,6
-9,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,6
-9,set_size_penalty,0.5728359223879917,MNIST,Schut,MLP,9,6
-9,validity,1.0,MNIST,Schut,MLP,9,6
-10,distance,32.0,MNIST,Schut,MLP,9,6
-10,distance_from_energy,375.7572326660156,MNIST,Schut,MLP,9,6
-10,distance_from_targets,258.8922119140625,MNIST,Schut,MLP,9,6
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,9,6
-10,set_size_penalty,0.5728775649151276,MNIST,Schut,MLP,9,6
-10,validity,1.0,MNIST,Schut,MLP,9,6
+6,distance,10.000001907348633,MNIST,Schut,MLP,9,6
+6,distance_from_energy,354.1619567871094,MNIST,Schut,MLP,9,6
+6,distance_from_targets,298.4254455566406,MNIST,Schut,MLP,9,6
+6,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,6
+6,set_size_penalty,0.0,MNIST,Schut,MLP,9,6
+6,validity,0.0,MNIST,Schut,MLP,9,6
+7,distance,10.000001907348633,MNIST,Schut,MLP,9,6
+7,distance_from_energy,349.5057067871094,MNIST,Schut,MLP,9,6
+7,distance_from_targets,297.08526611328125,MNIST,Schut,MLP,9,6
+7,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,6
+7,set_size_penalty,0.0,MNIST,Schut,MLP,9,6
+7,validity,0.0,MNIST,Schut,MLP,9,6
+8,distance,10.000001907348633,MNIST,Schut,MLP,9,6
+8,distance_from_energy,363.1687927246094,MNIST,Schut,MLP,9,6
+8,distance_from_targets,264.8030700683594,MNIST,Schut,MLP,9,6
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,6
+8,set_size_penalty,0.0,MNIST,Schut,MLP,9,6
+8,validity,0.0,MNIST,Schut,MLP,9,6
+9,distance,10.000001907348633,MNIST,Schut,MLP,9,6
+9,distance_from_energy,383.46441650390625,MNIST,Schut,MLP,9,6
+9,distance_from_targets,259.3915100097656,MNIST,Schut,MLP,9,6
+9,redundancy,0.985969387755102,MNIST,Schut,MLP,9,6
+9,set_size_penalty,0.0,MNIST,Schut,MLP,9,6
+9,validity,0.0,MNIST,Schut,MLP,9,6
+10,distance,10.000001907348633,MNIST,Schut,MLP,9,6
+10,distance_from_energy,375.9169921875,MNIST,Schut,MLP,9,6
+10,distance_from_targets,253.59422302246094,MNIST,Schut,MLP,9,6
+10,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,6
+10,set_size_penalty,0.0,MNIST,Schut,MLP,9,6
+10,validity,0.0,MNIST,Schut,MLP,9,6
 11,distance,144.8616943359375,MNIST,Wachter,MLP Ensemble,9,6
 11,distance_from_energy,356.40960693359375,MNIST,Wachter,MLP Ensemble,9,6
 11,distance_from_targets,328.0636901855469,MNIST,Wachter,MLP Ensemble,9,6
@@ -42089,36 +42089,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,9,6
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,9,6
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,9,6
-11,distance,48.0,MNIST,Schut,MLP Ensemble,9,6
-11,distance_from_energy,375.5439453125,MNIST,Schut,MLP Ensemble,9,6
-11,distance_from_targets,254.36363220214844,MNIST,Schut,MLP Ensemble,9,6
-11,redundancy,0.9693877551020408,MNIST,Schut,MLP Ensemble,9,6
-11,set_size_penalty,0.3164748213691493,MNIST,Schut,MLP Ensemble,9,6
-11,validity,1.0,MNIST,Schut,MLP Ensemble,9,6
-12,distance,32.0,MNIST,Schut,MLP Ensemble,9,6
-12,distance_from_energy,337.8731994628906,MNIST,Schut,MLP Ensemble,9,6
-12,distance_from_targets,252.91822814941406,MNIST,Schut,MLP Ensemble,9,6
-12,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,9,6
-12,set_size_penalty,0.309953418685994,MNIST,Schut,MLP Ensemble,9,6
-12,validity,1.0,MNIST,Schut,MLP Ensemble,9,6
-13,distance,46.0,MNIST,Schut,MLP Ensemble,9,6
-13,distance_from_energy,351.7446594238281,MNIST,Schut,MLP Ensemble,9,6
-13,distance_from_targets,283.0378112792969,MNIST,Schut,MLP Ensemble,9,6
-13,redundancy,0.9706632653061225,MNIST,Schut,MLP Ensemble,9,6
-13,set_size_penalty,0.3852525744872126,MNIST,Schut,MLP Ensemble,9,6
-13,validity,1.0,MNIST,Schut,MLP Ensemble,9,6
-14,distance,38.0,MNIST,Schut,MLP Ensemble,9,6
-14,distance_from_energy,344.33514404296875,MNIST,Schut,MLP Ensemble,9,6
-14,distance_from_targets,252.388427734375,MNIST,Schut,MLP Ensemble,9,6
-14,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,9,6
-14,set_size_penalty,0.31260868892608884,MNIST,Schut,MLP Ensemble,9,6
-14,validity,1.0,MNIST,Schut,MLP Ensemble,9,6
-15,distance,38.0,MNIST,Schut,MLP Ensemble,9,6
-15,distance_from_energy,357.0807800292969,MNIST,Schut,MLP Ensemble,9,6
-15,distance_from_targets,271.02972412109375,MNIST,Schut,MLP Ensemble,9,6
-15,redundancy,0.9757653061224489,MNIST,Schut,MLP Ensemble,9,6
-15,set_size_penalty,0.29836038467290704,MNIST,Schut,MLP Ensemble,9,6
-15,validity,1.0,MNIST,Schut,MLP Ensemble,9,6
+11,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,6
+11,distance_from_energy,379.9707946777344,MNIST,Schut,MLP Ensemble,9,6
+11,distance_from_targets,248.5712432861328,MNIST,Schut,MLP Ensemble,9,6
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,6
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,6
+11,validity,0.0,MNIST,Schut,MLP Ensemble,9,6
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,6
+12,distance_from_energy,342.0163269042969,MNIST,Schut,MLP Ensemble,9,6
+12,distance_from_targets,251.83990478515625,MNIST,Schut,MLP Ensemble,9,6
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,6
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,6
+12,validity,0.0,MNIST,Schut,MLP Ensemble,9,6
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,6
+13,distance_from_energy,357.18414306640625,MNIST,Schut,MLP Ensemble,9,6
+13,distance_from_targets,275.8179626464844,MNIST,Schut,MLP Ensemble,9,6
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,6
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,6
+13,validity,0.0,MNIST,Schut,MLP Ensemble,9,6
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,6
+14,distance_from_energy,348.7447204589844,MNIST,Schut,MLP Ensemble,9,6
+14,distance_from_targets,245.8348388671875,MNIST,Schut,MLP Ensemble,9,6
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,6
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,6
+14,validity,0.0,MNIST,Schut,MLP Ensemble,9,6
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,6
+15,distance_from_energy,366.3048400878906,MNIST,Schut,MLP Ensemble,9,6
+15,distance_from_targets,268.0697937011719,MNIST,Schut,MLP Ensemble,9,6
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,6
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,6
+15,validity,0.0,MNIST,Schut,MLP Ensemble,9,6
 16,distance,124.08988189697266,MNIST,Wachter,JEM,9,6
 16,distance_from_energy,219.3468780517578,MNIST,Wachter,JEM,9,6
 16,distance_from_targets,335.96075439453125,MNIST,Wachter,JEM,9,6
@@ -42209,36 +42209,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,9,6
 20,set_size_penalty,4.499954588230315,MNIST,ECCCo,JEM,9,6
 20,validity,1.0,MNIST,ECCCo,JEM,9,6
-16,distance,16.0,MNIST,Schut,JEM,9,6
-16,distance_from_energy,218.8934783935547,MNIST,Schut,JEM,9,6
-16,distance_from_targets,260.41302490234375,MNIST,Schut,JEM,9,6
-16,redundancy,0.9897959183673469,MNIST,Schut,JEM,9,6
-16,set_size_penalty,4.500100360193637,MNIST,Schut,JEM,9,6
-16,validity,1.0,MNIST,Schut,JEM,9,6
-17,distance,32.0,MNIST,Schut,JEM,9,6
-17,distance_from_energy,185.8921661376953,MNIST,Schut,JEM,9,6
-17,distance_from_targets,255.7530517578125,MNIST,Schut,JEM,9,6
-17,redundancy,0.9795918367346939,MNIST,Schut,JEM,9,6
-17,set_size_penalty,4.501184756642414,MNIST,Schut,JEM,9,6
-17,validity,1.0,MNIST,Schut,JEM,9,6
-18,distance,18.0,MNIST,Schut,JEM,9,6
-18,distance_from_energy,190.91522216796875,MNIST,Schut,JEM,9,6
-18,distance_from_targets,284.68060302734375,MNIST,Schut,JEM,9,6
-18,redundancy,0.9885204081632653,MNIST,Schut,JEM,9,6
-18,set_size_penalty,4.505075547303348,MNIST,Schut,JEM,9,6
-18,validity,1.0,MNIST,Schut,JEM,9,6
-19,distance,12.0,MNIST,Schut,JEM,9,6
-19,distance_from_energy,211.39767456054688,MNIST,Schut,JEM,9,6
-19,distance_from_targets,343.61639404296875,MNIST,Schut,JEM,9,6
-19,redundancy,0.9923469387755102,MNIST,Schut,JEM,9,6
-19,set_size_penalty,4.501996824198101,MNIST,Schut,JEM,9,6
-19,validity,1.0,MNIST,Schut,JEM,9,6
-20,distance,24.0,MNIST,Schut,JEM,9,6
-20,distance_from_energy,198.08790588378906,MNIST,Schut,JEM,9,6
-20,distance_from_targets,274.7265625,MNIST,Schut,JEM,9,6
-20,redundancy,0.9846938775510204,MNIST,Schut,JEM,9,6
-20,set_size_penalty,4.502573423166297,MNIST,Schut,JEM,9,6
-20,validity,1.0,MNIST,Schut,JEM,9,6
+16,distance,10.000001907348633,MNIST,Schut,JEM,9,6
+16,distance_from_energy,214.94686889648438,MNIST,Schut,JEM,9,6
+16,distance_from_targets,254.37725830078125,MNIST,Schut,JEM,9,6
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,6
+16,set_size_penalty,0.0,MNIST,Schut,JEM,9,6
+16,validity,0.0,MNIST,Schut,JEM,9,6
+17,distance,10.000000953674316,MNIST,Schut,JEM,9,6
+17,distance_from_energy,188.34027099609375,MNIST,Schut,JEM,9,6
+17,distance_from_targets,254.1862335205078,MNIST,Schut,JEM,9,6
+17,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,6
+17,set_size_penalty,0.0,MNIST,Schut,JEM,9,6
+17,validity,0.0,MNIST,Schut,JEM,9,6
+18,distance,10.000001907348633,MNIST,Schut,JEM,9,6
+18,distance_from_energy,188.6715087890625,MNIST,Schut,JEM,9,6
+18,distance_from_targets,279.1789245605469,MNIST,Schut,JEM,9,6
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,6
+18,set_size_penalty,0.0,MNIST,Schut,JEM,9,6
+18,validity,0.0,MNIST,Schut,JEM,9,6
+19,distance,10.000001907348633,MNIST,Schut,JEM,9,6
+19,distance_from_energy,209.91355895996094,MNIST,Schut,JEM,9,6
+19,distance_from_targets,343.44268798828125,MNIST,Schut,JEM,9,6
+19,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,6
+19,set_size_penalty,0.0,MNIST,Schut,JEM,9,6
+19,validity,0.0,MNIST,Schut,JEM,9,6
+20,distance,10.000000953674316,MNIST,Schut,JEM,9,6
+20,distance_from_energy,197.62234497070312,MNIST,Schut,JEM,9,6
+20,distance_from_targets,270.2289733886719,MNIST,Schut,JEM,9,6
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,9,6
+20,set_size_penalty,0.0,MNIST,Schut,JEM,9,6
+20,validity,0.0,MNIST,Schut,JEM,9,6
 1,distance,143.7462615966797,MNIST,Wachter,JEM Ensemble,9,7
 1,distance_from_energy,196.7248992919922,MNIST,Wachter,JEM Ensemble,9,7
 1,distance_from_targets,352.9637756347656,MNIST,Wachter,JEM Ensemble,9,7
@@ -42329,36 +42329,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,9,7
 5,set_size_penalty,2.0676896498319604,MNIST,ECCCo,JEM Ensemble,9,7
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,9,7
-1,distance,36.0,MNIST,Schut,JEM Ensemble,9,7
-1,distance_from_energy,179.4324951171875,MNIST,Schut,JEM Ensemble,9,7
-1,distance_from_targets,285.6558532714844,MNIST,Schut,JEM Ensemble,9,7
-1,redundancy,0.9770408163265306,MNIST,Schut,JEM Ensemble,9,7
-1,set_size_penalty,2.7719544440607837,MNIST,Schut,JEM Ensemble,9,7
-1,validity,1.0,MNIST,Schut,JEM Ensemble,9,7
-2,distance,26.0,MNIST,Schut,JEM Ensemble,9,7
-2,distance_from_energy,177.6974639892578,MNIST,Schut,JEM Ensemble,9,7
-2,distance_from_targets,264.8042297363281,MNIST,Schut,JEM Ensemble,9,7
-2,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,9,7
-2,set_size_penalty,2.639977296630168,MNIST,Schut,JEM Ensemble,9,7
-2,validity,1.0,MNIST,Schut,JEM Ensemble,9,7
-3,distance,8.0,MNIST,Schut,JEM Ensemble,9,7
-3,distance_from_energy,136.4911346435547,MNIST,Schut,JEM Ensemble,9,7
-3,distance_from_targets,201.04385375976562,MNIST,Schut,JEM Ensemble,9,7
-3,redundancy,0.9948979591836735,MNIST,Schut,JEM Ensemble,9,7
-3,set_size_penalty,2.771798742859533,MNIST,Schut,JEM Ensemble,9,7
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,7
+1,distance_from_energy,175.0223388671875,MNIST,Schut,JEM Ensemble,9,7
+1,distance_from_targets,272.42071533203125,MNIST,Schut,JEM Ensemble,9,7
+1,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,7
+1,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,7
+1,validity,0.0,MNIST,Schut,JEM Ensemble,9,7
+2,distance,10.0,MNIST,Schut,JEM Ensemble,9,7
+2,distance_from_energy,173.77191162109375,MNIST,Schut,JEM Ensemble,9,7
+2,distance_from_targets,259.7996826171875,MNIST,Schut,JEM Ensemble,9,7
+2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,7
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,7
+2,validity,0.0,MNIST,Schut,JEM Ensemble,9,7
+3,distance,7.500001430511475,MNIST,Schut,JEM Ensemble,9,7
+3,distance_from_energy,135.0671844482422,MNIST,Schut,JEM Ensemble,9,7
+3,distance_from_targets,198.8747100830078,MNIST,Schut,JEM Ensemble,9,7
+3,redundancy,0.9897959183673469,MNIST,Schut,JEM Ensemble,9,7
+3,set_size_penalty,2.774038328703806,MNIST,Schut,JEM Ensemble,9,7
 3,validity,1.0,MNIST,Schut,JEM Ensemble,9,7
-4,distance,12.0,MNIST,Schut,JEM Ensemble,9,7
-4,distance_from_energy,177.81597900390625,MNIST,Schut,JEM Ensemble,9,7
-4,distance_from_targets,275.1466979980469,MNIST,Schut,JEM Ensemble,9,7
-4,redundancy,0.9923469387755102,MNIST,Schut,JEM Ensemble,9,7
-4,set_size_penalty,3.1692539905222183,MNIST,Schut,JEM Ensemble,9,7
+4,distance,10.0,MNIST,Schut,JEM Ensemble,9,7
+4,distance_from_energy,176.83749389648438,MNIST,Schut,JEM Ensemble,9,7
+4,distance_from_targets,272.3052062988281,MNIST,Schut,JEM Ensemble,9,7
+4,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,7
+4,set_size_penalty,3.058793863060777,MNIST,Schut,JEM Ensemble,9,7
 4,validity,1.0,MNIST,Schut,JEM Ensemble,9,7
-5,distance,20.0,MNIST,Schut,JEM Ensemble,9,7
-5,distance_from_energy,178.06973266601562,MNIST,Schut,JEM Ensemble,9,7
-5,distance_from_targets,234.68138122558594,MNIST,Schut,JEM Ensemble,9,7
-5,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,7
-5,set_size_penalty,2.771946980193844,MNIST,Schut,JEM Ensemble,9,7
-5,validity,1.0,MNIST,Schut,JEM Ensemble,9,7
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,7
+5,distance_from_energy,172.5436553955078,MNIST,Schut,JEM Ensemble,9,7
+5,distance_from_targets,227.24676513671875,MNIST,Schut,JEM Ensemble,9,7
+5,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,7
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,7
+5,validity,0.0,MNIST,Schut,JEM Ensemble,9,7
 6,distance,112.73345184326172,MNIST,Wachter,MLP,9,7
 6,distance_from_energy,359.4311828613281,MNIST,Wachter,MLP,9,7
 6,distance_from_targets,284.1001281738281,MNIST,Wachter,MLP,9,7
@@ -42449,36 +42449,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,9,7
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,9,7
 10,validity,1.0,MNIST,ECCCo,MLP,9,7
-6,distance,14.0,MNIST,Schut,MLP,9,7
-6,distance_from_energy,355.3014831542969,MNIST,Schut,MLP,9,7
-6,distance_from_targets,212.94039916992188,MNIST,Schut,MLP,9,7
-6,redundancy,0.9910714285714286,MNIST,Schut,MLP,9,7
-6,set_size_penalty,0.5715495123588026,MNIST,Schut,MLP,9,7
+6,distance,10.000001907348633,MNIST,Schut,MLP,9,7
+6,distance_from_energy,356.7456359863281,MNIST,Schut,MLP,9,7
+6,distance_from_targets,211.06967163085938,MNIST,Schut,MLP,9,7
+6,redundancy,0.985969387755102,MNIST,Schut,MLP,9,7
+6,set_size_penalty,0.69619619625891,MNIST,Schut,MLP,9,7
 6,validity,1.0,MNIST,Schut,MLP,9,7
-7,distance,22.0,MNIST,Schut,MLP,9,7
-7,distance_from_energy,373.4107666015625,MNIST,Schut,MLP,9,7
-7,distance_from_targets,210.2766571044922,MNIST,Schut,MLP,9,7
+7,distance,10.0,MNIST,Schut,MLP,9,7
+7,distance_from_energy,374.4759826660156,MNIST,Schut,MLP,9,7
+7,distance_from_targets,206.2383270263672,MNIST,Schut,MLP,9,7
 7,redundancy,0.985969387755102,MNIST,Schut,MLP,9,7
-7,set_size_penalty,0.5724660210303754,MNIST,Schut,MLP,9,7
-7,validity,1.0,MNIST,Schut,MLP,9,7
-8,distance,26.0,MNIST,Schut,MLP,9,7
-8,distance_from_energy,344.1295166015625,MNIST,Schut,MLP,9,7
-8,distance_from_targets,246.1462860107422,MNIST,Schut,MLP,9,7
-8,redundancy,0.9834183673469388,MNIST,Schut,MLP,9,7
-8,set_size_penalty,0.5693109317865013,MNIST,Schut,MLP,9,7
-8,validity,1.0,MNIST,Schut,MLP,9,7
-9,distance,28.0,MNIST,Schut,MLP,9,7
-9,distance_from_energy,348.30242919921875,MNIST,Schut,MLP,9,7
-9,distance_from_targets,230.99867248535156,MNIST,Schut,MLP,9,7
-9,redundancy,0.9821428571428571,MNIST,Schut,MLP,9,7
-9,set_size_penalty,0.5690707189428743,MNIST,Schut,MLP,9,7
-9,validity,1.0,MNIST,Schut,MLP,9,7
-10,distance,20.0,MNIST,Schut,MLP,9,7
-10,distance_from_energy,355.0291748046875,MNIST,Schut,MLP,9,7
-10,distance_from_targets,231.4445037841797,MNIST,Schut,MLP,9,7
+7,set_size_penalty,0.0,MNIST,Schut,MLP,9,7
+7,validity,0.0,MNIST,Schut,MLP,9,7
+8,distance,10.000001907348633,MNIST,Schut,MLP,9,7
+8,distance_from_energy,347.0751953125,MNIST,Schut,MLP,9,7
+8,distance_from_targets,241.9967498779297,MNIST,Schut,MLP,9,7
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,7
+8,set_size_penalty,0.0,MNIST,Schut,MLP,9,7
+8,validity,0.0,MNIST,Schut,MLP,9,7
+9,distance,10.0,MNIST,Schut,MLP,9,7
+9,distance_from_energy,346.5824279785156,MNIST,Schut,MLP,9,7
+9,distance_from_targets,224.30816650390625,MNIST,Schut,MLP,9,7
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,7
+9,set_size_penalty,0.0,MNIST,Schut,MLP,9,7
+9,validity,0.0,MNIST,Schut,MLP,9,7
+10,distance,10.000001907348633,MNIST,Schut,MLP,9,7
+10,distance_from_energy,355.93572998046875,MNIST,Schut,MLP,9,7
+10,distance_from_targets,229.31898498535156,MNIST,Schut,MLP,9,7
 10,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,7
-10,set_size_penalty,0.5693052624085855,MNIST,Schut,MLP,9,7
-10,validity,1.0,MNIST,Schut,MLP,9,7
+10,set_size_penalty,0.0,MNIST,Schut,MLP,9,7
+10,validity,0.0,MNIST,Schut,MLP,9,7
 11,distance,128.24176025390625,MNIST,Wachter,MLP Ensemble,9,7
 11,distance_from_energy,346.9180603027344,MNIST,Wachter,MLP Ensemble,9,7
 11,distance_from_targets,348.97357177734375,MNIST,Wachter,MLP Ensemble,9,7
@@ -42569,36 +42569,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,9,7
 15,set_size_penalty,0.2919241971065283,MNIST,ECCCo,MLP Ensemble,9,7
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,9,7
-11,distance,32.0,MNIST,Schut,MLP Ensemble,9,7
-11,distance_from_energy,329.4657897949219,MNIST,Schut,MLP Ensemble,9,7
-11,distance_from_targets,279.2871398925781,MNIST,Schut,MLP Ensemble,9,7
-11,redundancy,0.9795918367346939,MNIST,Schut,MLP Ensemble,9,7
-11,set_size_penalty,0.29820679659279503,MNIST,Schut,MLP Ensemble,9,7
-11,validity,1.0,MNIST,Schut,MLP Ensemble,9,7
-12,distance,28.0,MNIST,Schut,MLP Ensemble,9,7
-12,distance_from_energy,360.4404296875,MNIST,Schut,MLP Ensemble,9,7
-12,distance_from_targets,230.24227905273438,MNIST,Schut,MLP Ensemble,9,7
-12,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,9,7
-12,set_size_penalty,0.2952275289545008,MNIST,Schut,MLP Ensemble,9,7
-12,validity,1.0,MNIST,Schut,MLP Ensemble,9,7
-13,distance,20.0,MNIST,Schut,MLP Ensemble,9,7
-13,distance_from_energy,353.88555908203125,MNIST,Schut,MLP Ensemble,9,7
-13,distance_from_targets,229.80320739746094,MNIST,Schut,MLP Ensemble,9,7
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,7
+11,distance_from_energy,335.1790771484375,MNIST,Schut,MLP Ensemble,9,7
+11,distance_from_targets,277.6441345214844,MNIST,Schut,MLP Ensemble,9,7
+11,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,9,7
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,7
+11,validity,0.0,MNIST,Schut,MLP Ensemble,9,7
+12,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,7
+12,distance_from_energy,357.0751037597656,MNIST,Schut,MLP Ensemble,9,7
+12,distance_from_targets,223.48049926757812,MNIST,Schut,MLP Ensemble,9,7
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,7
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,7
+12,validity,0.0,MNIST,Schut,MLP Ensemble,9,7
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,7
+13,distance_from_energy,354.00665283203125,MNIST,Schut,MLP Ensemble,9,7
+13,distance_from_targets,226.9882049560547,MNIST,Schut,MLP Ensemble,9,7
 13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,7
-13,set_size_penalty,0.2943627731051863,MNIST,Schut,MLP Ensemble,9,7
-13,validity,1.0,MNIST,Schut,MLP Ensemble,9,7
-14,distance,30.0,MNIST,Schut,MLP Ensemble,9,7
-14,distance_from_energy,333.4835510253906,MNIST,Schut,MLP Ensemble,9,7
-14,distance_from_targets,269.78656005859375,MNIST,Schut,MLP Ensemble,9,7
-14,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,9,7
-14,set_size_penalty,0.3026262441040828,MNIST,Schut,MLP Ensemble,9,7
-14,validity,1.0,MNIST,Schut,MLP Ensemble,9,7
-15,distance,42.0,MNIST,Schut,MLP Ensemble,9,7
-15,distance_from_energy,348.806640625,MNIST,Schut,MLP Ensemble,9,7
-15,distance_from_targets,267.31964111328125,MNIST,Schut,MLP Ensemble,9,7
-15,redundancy,0.9732142857142857,MNIST,Schut,MLP Ensemble,9,7
-15,set_size_penalty,0.3017457572058324,MNIST,Schut,MLP Ensemble,9,7
-15,validity,1.0,MNIST,Schut,MLP Ensemble,9,7
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,7
+13,validity,0.0,MNIST,Schut,MLP Ensemble,9,7
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,7
+14,distance_from_energy,335.42718505859375,MNIST,Schut,MLP Ensemble,9,7
+14,distance_from_targets,267.7879943847656,MNIST,Schut,MLP Ensemble,9,7
+14,redundancy,0.985969387755102,MNIST,Schut,MLP Ensemble,9,7
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,7
+14,validity,0.0,MNIST,Schut,MLP Ensemble,9,7
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,7
+15,distance_from_energy,348.5551452636719,MNIST,Schut,MLP Ensemble,9,7
+15,distance_from_targets,263.7304382324219,MNIST,Schut,MLP Ensemble,9,7
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,7
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,7
+15,validity,0.0,MNIST,Schut,MLP Ensemble,9,7
 16,distance,115.9086685180664,MNIST,Wachter,JEM,9,7
 16,distance_from_energy,193.2460479736328,MNIST,Wachter,JEM,9,7
 16,distance_from_targets,317.9414978027344,MNIST,Wachter,JEM,9,7
@@ -42689,36 +42689,36 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,9,7
 20,set_size_penalty,4.499954580192395,MNIST,ECCCo,JEM,9,7
 20,validity,1.0,MNIST,ECCCo,JEM,9,7
-16,distance,16.0,MNIST,Schut,JEM,9,7
-16,distance_from_energy,179.60365295410156,MNIST,Schut,JEM,9,7
-16,distance_from_targets,248.50784301757812,MNIST,Schut,JEM,9,7
-16,redundancy,0.9897959183673469,MNIST,Schut,JEM,9,7
-16,set_size_penalty,4.501303966862371,MNIST,Schut,JEM,9,7
-16,validity,1.0,MNIST,Schut,JEM,9,7
-17,distance,12.0,MNIST,Schut,JEM,9,7
-17,distance_from_energy,210.19058227539062,MNIST,Schut,JEM,9,7
-17,distance_from_targets,250.52647399902344,MNIST,Schut,JEM,9,7
-17,redundancy,0.9923469387755102,MNIST,Schut,JEM,9,7
-17,set_size_penalty,4.507771673223571,MNIST,Schut,JEM,9,7
+16,distance,10.000001907348633,MNIST,Schut,JEM,9,7
+16,distance_from_energy,176.89544677734375,MNIST,Schut,JEM,9,7
+16,distance_from_targets,242.64028930664062,MNIST,Schut,JEM,9,7
+16,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,7
+16,set_size_penalty,0.0,MNIST,Schut,JEM,9,7
+16,validity,0.0,MNIST,Schut,JEM,9,7
+17,distance,10.000000953674316,MNIST,Schut,JEM,9,7
+17,distance_from_energy,209.5622100830078,MNIST,Schut,JEM,9,7
+17,distance_from_targets,250.3521728515625,MNIST,Schut,JEM,9,7
+17,redundancy,0.985969387755102,MNIST,Schut,JEM,9,7
+17,set_size_penalty,4.692783935327091,MNIST,Schut,JEM,9,7
 17,validity,1.0,MNIST,Schut,JEM,9,7
-18,distance,14.0,MNIST,Schut,JEM,9,7
-18,distance_from_energy,160.9359588623047,MNIST,Schut,JEM,9,7
-18,distance_from_targets,215.55227661132812,MNIST,Schut,JEM,9,7
-18,redundancy,0.9910714285714286,MNIST,Schut,JEM,9,7
-18,set_size_penalty,4.501323572101459,MNIST,Schut,JEM,9,7
-18,validity,1.0,MNIST,Schut,JEM,9,7
-19,distance,10.0,MNIST,Schut,JEM,9,7
-19,distance_from_energy,159.5350799560547,MNIST,Schut,JEM,9,7
-19,distance_from_targets,205.97940063476562,MNIST,Schut,JEM,9,7
-19,redundancy,0.9936224489795918,MNIST,Schut,JEM,9,7
-19,set_size_penalty,4.500193587993704,MNIST,Schut,JEM,9,7
+18,distance,10.000001907348633,MNIST,Schut,JEM,9,7
+18,distance_from_energy,160.47201538085938,MNIST,Schut,JEM,9,7
+18,distance_from_targets,215.37322998046875,MNIST,Schut,JEM,9,7
+18,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,7
+18,set_size_penalty,0.0,MNIST,Schut,JEM,9,7
+18,validity,0.0,MNIST,Schut,JEM,9,7
+19,distance,9.80000114440918,MNIST,Schut,JEM,9,7
+19,distance_from_energy,159.3768310546875,MNIST,Schut,JEM,9,7
+19,distance_from_targets,204.501708984375,MNIST,Schut,JEM,9,7
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,9,7
+19,set_size_penalty,4.507887510874197,MNIST,Schut,JEM,9,7
 19,validity,1.0,MNIST,Schut,JEM,9,7
-20,distance,14.0,MNIST,Schut,JEM,9,7
-20,distance_from_energy,144.8704833984375,MNIST,Schut,JEM,9,7
-20,distance_from_targets,229.4307098388672,MNIST,Schut,JEM,9,7
-20,redundancy,0.9910714285714286,MNIST,Schut,JEM,9,7
-20,set_size_penalty,4.500396829033319,MNIST,Schut,JEM,9,7
-20,validity,1.0,MNIST,Schut,JEM,9,7
+20,distance,10.000001907348633,MNIST,Schut,JEM,9,7
+20,distance_from_energy,145.72525024414062,MNIST,Schut,JEM,9,7
+20,distance_from_targets,227.06088256835938,MNIST,Schut,JEM,9,7
+20,redundancy,0.9872448979591837,MNIST,Schut,JEM,9,7
+20,set_size_penalty,0.0,MNIST,Schut,JEM,9,7
+20,validity,0.0,MNIST,Schut,JEM,9,7
 1,distance,118.28093719482422,MNIST,Wachter,JEM Ensemble,9,8
 1,distance_from_energy,204.13162231445312,MNIST,Wachter,JEM Ensemble,9,8
 1,distance_from_targets,332.9270324707031,MNIST,Wachter,JEM Ensemble,9,8
@@ -42809,36 +42809,36 @@ sample,variable,value,dataname,generator,model,target,factual
 5,redundancy,0.0,MNIST,ECCCo,JEM Ensemble,9,8
 5,set_size_penalty,2.0676495938545916,MNIST,ECCCo,JEM Ensemble,9,8
 5,validity,1.0,MNIST,ECCCo,JEM Ensemble,9,8
-1,distance,14.0,MNIST,Schut,JEM Ensemble,9,8
-1,distance_from_energy,197.1192626953125,MNIST,Schut,JEM Ensemble,9,8
-1,distance_from_targets,264.42236328125,MNIST,Schut,JEM Ensemble,9,8
-1,redundancy,0.9910714285714286,MNIST,Schut,JEM Ensemble,9,8
-1,set_size_penalty,3.337483023751256,MNIST,Schut,JEM Ensemble,9,8
+1,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,8
+1,distance_from_energy,195.03538513183594,MNIST,Schut,JEM Ensemble,9,8
+1,distance_from_targets,260.4556579589844,MNIST,Schut,JEM Ensemble,9,8
+1,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,9,8
+1,set_size_penalty,3.1938726007832123,MNIST,Schut,JEM Ensemble,9,8
 1,validity,1.0,MNIST,Schut,JEM Ensemble,9,8
-2,distance,20.0,MNIST,Schut,JEM Ensemble,9,8
-2,distance_from_energy,205.3724365234375,MNIST,Schut,JEM Ensemble,9,8
-2,distance_from_targets,310.69488525390625,MNIST,Schut,JEM Ensemble,9,8
-2,redundancy,0.9872448979591837,MNIST,Schut,JEM Ensemble,9,8
-2,set_size_penalty,3.3953568977627535,MNIST,Schut,JEM Ensemble,9,8
-2,validity,1.0,MNIST,Schut,JEM Ensemble,9,8
-3,distance,26.0,MNIST,Schut,JEM Ensemble,9,8
-3,distance_from_energy,200.52694702148438,MNIST,Schut,JEM Ensemble,9,8
-3,distance_from_targets,297.9115905761719,MNIST,Schut,JEM Ensemble,9,8
-3,redundancy,0.9834183673469388,MNIST,Schut,JEM Ensemble,9,8
-3,set_size_penalty,2.7592667151724757,MNIST,Schut,JEM Ensemble,9,8
-3,validity,1.0,MNIST,Schut,JEM Ensemble,9,8
-4,distance,24.0,MNIST,Schut,JEM Ensemble,9,8
-4,distance_from_energy,200.10450744628906,MNIST,Schut,JEM Ensemble,9,8
-4,distance_from_targets,265.0330505371094,MNIST,Schut,JEM Ensemble,9,8
-4,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,9,8
-4,set_size_penalty,3.35565930256056,MNIST,Schut,JEM Ensemble,9,8
-4,validity,1.0,MNIST,Schut,JEM Ensemble,9,8
-5,distance,24.0,MNIST,Schut,JEM Ensemble,9,8
-5,distance_from_energy,189.96656799316406,MNIST,Schut,JEM Ensemble,9,8
-5,distance_from_targets,294.7862548828125,MNIST,Schut,JEM Ensemble,9,8
+2,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,8
+2,distance_from_energy,207.55882263183594,MNIST,Schut,JEM Ensemble,9,8
+2,distance_from_targets,309.9490661621094,MNIST,Schut,JEM Ensemble,9,8
+2,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,9,8
+2,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,8
+2,validity,0.0,MNIST,Schut,JEM Ensemble,9,8
+3,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,8
+3,distance_from_energy,195.74737548828125,MNIST,Schut,JEM Ensemble,9,8
+3,distance_from_targets,283.1939697265625,MNIST,Schut,JEM Ensemble,9,8
+3,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,8
+3,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,8
+3,validity,0.0,MNIST,Schut,JEM Ensemble,9,8
+4,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,8
+4,distance_from_energy,194.4226531982422,MNIST,Schut,JEM Ensemble,9,8
+4,distance_from_targets,252.18157958984375,MNIST,Schut,JEM Ensemble,9,8
+4,redundancy,0.985969387755102,MNIST,Schut,JEM Ensemble,9,8
+4,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,8
+4,validity,0.0,MNIST,Schut,JEM Ensemble,9,8
+5,distance,10.000001907348633,MNIST,Schut,JEM Ensemble,9,8
+5,distance_from_energy,188.00880432128906,MNIST,Schut,JEM Ensemble,9,8
+5,distance_from_targets,287.1727600097656,MNIST,Schut,JEM Ensemble,9,8
 5,redundancy,0.9846938775510204,MNIST,Schut,JEM Ensemble,9,8
-5,set_size_penalty,3.580413874671268,MNIST,Schut,JEM Ensemble,9,8
-5,validity,1.0,MNIST,Schut,JEM Ensemble,9,8
+5,set_size_penalty,0.0,MNIST,Schut,JEM Ensemble,9,8
+5,validity,0.0,MNIST,Schut,JEM Ensemble,9,8
 6,distance,110.20909881591797,MNIST,Wachter,MLP,9,8
 6,distance_from_energy,363.7038269042969,MNIST,Wachter,MLP,9,8
 6,distance_from_targets,320.8043212890625,MNIST,Wachter,MLP,9,8
@@ -42929,36 +42929,36 @@ sample,variable,value,dataname,generator,model,target,factual
 10,redundancy,0.0,MNIST,ECCCo,MLP,9,8
 10,set_size_penalty,0.5677441020768264,MNIST,ECCCo,MLP,9,8
 10,validity,1.0,MNIST,ECCCo,MLP,9,8
-6,distance,8.0,MNIST,Schut,MLP,9,8
-6,distance_from_energy,381.0298767089844,MNIST,Schut,MLP,9,8
-6,distance_from_targets,246.66929626464844,MNIST,Schut,MLP,9,8
-6,redundancy,0.9948979591836735,MNIST,Schut,MLP,9,8
-6,set_size_penalty,0.5709356756408686,MNIST,Schut,MLP,9,8
+6,distance,7.200000762939453,MNIST,Schut,MLP,9,8
+6,distance_from_energy,377.9811706542969,MNIST,Schut,MLP,9,8
+6,distance_from_targets,241.9646759033203,MNIST,Schut,MLP,9,8
+6,redundancy,0.9885204081632653,MNIST,Schut,MLP,9,8
+6,set_size_penalty,0.5744456772460427,MNIST,Schut,MLP,9,8
 6,validity,1.0,MNIST,Schut,MLP,9,8
-7,distance,12.0,MNIST,Schut,MLP,9,8
-7,distance_from_energy,376.675537109375,MNIST,Schut,MLP,9,8
-7,distance_from_targets,250.44044494628906,MNIST,Schut,MLP,9,8
-7,redundancy,0.9923469387755102,MNIST,Schut,MLP,9,8
-7,set_size_penalty,0.5756567055720778,MNIST,Schut,MLP,9,8
+7,distance,10.000001907348633,MNIST,Schut,MLP,9,8
+7,distance_from_energy,376.3243713378906,MNIST,Schut,MLP,9,8
+7,distance_from_targets,249.1392364501953,MNIST,Schut,MLP,9,8
+7,redundancy,0.985969387755102,MNIST,Schut,MLP,9,8
+7,set_size_penalty,0.6165393527961749,MNIST,Schut,MLP,9,8
 7,validity,1.0,MNIST,Schut,MLP,9,8
-8,distance,28.0,MNIST,Schut,MLP,9,8
-8,distance_from_energy,381.9609375,MNIST,Schut,MLP,9,8
-8,distance_from_targets,254.58139038085938,MNIST,Schut,MLP,9,8
-8,redundancy,0.9821428571428571,MNIST,Schut,MLP,9,8
-8,set_size_penalty,0.5699726805693062,MNIST,Schut,MLP,9,8
-8,validity,1.0,MNIST,Schut,MLP,9,8
-9,distance,48.0,MNIST,Schut,MLP,9,8
-9,distance_from_energy,369.4102783203125,MNIST,Schut,MLP,9,8
-9,distance_from_targets,330.3481750488281,MNIST,Schut,MLP,9,8
-9,redundancy,0.9693877551020408,MNIST,Schut,MLP,9,8
-9,set_size_penalty,0.5732398571470558,MNIST,Schut,MLP,9,8
-9,validity,1.0,MNIST,Schut,MLP,9,8
-10,distance,32.0,MNIST,Schut,MLP,9,8
-10,distance_from_energy,358.0762023925781,MNIST,Schut,MLP,9,8
-10,distance_from_targets,295.6779479980469,MNIST,Schut,MLP,9,8
-10,redundancy,0.9795918367346939,MNIST,Schut,MLP,9,8
-10,set_size_penalty,0.5734301184443737,MNIST,Schut,MLP,9,8
-10,validity,1.0,MNIST,Schut,MLP,9,8
+8,distance,10.000000953674316,MNIST,Schut,MLP,9,8
+8,distance_from_energy,379.8830871582031,MNIST,Schut,MLP,9,8
+8,distance_from_targets,245.82672119140625,MNIST,Schut,MLP,9,8
+8,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,8
+8,set_size_penalty,0.0,MNIST,Schut,MLP,9,8
+8,validity,0.0,MNIST,Schut,MLP,9,8
+9,distance,10.000000953674316,MNIST,Schut,MLP,9,8
+9,distance_from_energy,368.8850402832031,MNIST,Schut,MLP,9,8
+9,distance_from_targets,319.503662109375,MNIST,Schut,MLP,9,8
+9,redundancy,0.9872448979591837,MNIST,Schut,MLP,9,8
+9,set_size_penalty,0.0,MNIST,Schut,MLP,9,8
+9,validity,0.0,MNIST,Schut,MLP,9,8
+10,distance,10.000001907348633,MNIST,Schut,MLP,9,8
+10,distance_from_energy,353.85333251953125,MNIST,Schut,MLP,9,8
+10,distance_from_targets,286.5392150878906,MNIST,Schut,MLP,9,8
+10,redundancy,0.985969387755102,MNIST,Schut,MLP,9,8
+10,set_size_penalty,0.0,MNIST,Schut,MLP,9,8
+10,validity,0.0,MNIST,Schut,MLP,9,8
 11,distance,129.1568603515625,MNIST,Wachter,MLP Ensemble,9,8
 11,distance_from_energy,345.2818603515625,MNIST,Wachter,MLP Ensemble,9,8
 11,distance_from_targets,332.1042175292969,MNIST,Wachter,MLP Ensemble,9,8
@@ -43049,36 +43049,36 @@ sample,variable,value,dataname,generator,model,target,factual
 15,redundancy,0.0,MNIST,ECCCo,MLP Ensemble,9,8
 15,set_size_penalty,0.2919241971065287,MNIST,ECCCo,MLP Ensemble,9,8
 15,validity,1.0,MNIST,ECCCo,MLP Ensemble,9,8
-11,distance,28.0,MNIST,Schut,MLP Ensemble,9,8
-11,distance_from_energy,359.79962158203125,MNIST,Schut,MLP Ensemble,9,8
-11,distance_from_targets,265.9626159667969,MNIST,Schut,MLP Ensemble,9,8
-11,redundancy,0.9821428571428571,MNIST,Schut,MLP Ensemble,9,8
-11,set_size_penalty,0.2995998455490876,MNIST,Schut,MLP Ensemble,9,8
-11,validity,1.0,MNIST,Schut,MLP Ensemble,9,8
-12,distance,34.0,MNIST,Schut,MLP Ensemble,9,8
-12,distance_from_energy,365.38934326171875,MNIST,Schut,MLP Ensemble,9,8
-12,distance_from_targets,290.344482421875,MNIST,Schut,MLP Ensemble,9,8
-12,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,9,8
-12,set_size_penalty,0.3646171894243757,MNIST,Schut,MLP Ensemble,9,8
-12,validity,1.0,MNIST,Schut,MLP Ensemble,9,8
-13,distance,30.0,MNIST,Schut,MLP Ensemble,9,8
-13,distance_from_energy,348.8258972167969,MNIST,Schut,MLP Ensemble,9,8
-13,distance_from_targets,266.8466796875,MNIST,Schut,MLP Ensemble,9,8
-13,redundancy,0.9808673469387755,MNIST,Schut,MLP Ensemble,9,8
-13,set_size_penalty,0.29731951395950573,MNIST,Schut,MLP Ensemble,9,8
-13,validity,1.0,MNIST,Schut,MLP Ensemble,9,8
-14,distance,34.0,MNIST,Schut,MLP Ensemble,9,8
-14,distance_from_energy,348.4877624511719,MNIST,Schut,MLP Ensemble,9,8
-14,distance_from_targets,260.1999206542969,MNIST,Schut,MLP Ensemble,9,8
-14,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,9,8
-14,set_size_penalty,0.30342967897141127,MNIST,Schut,MLP Ensemble,9,8
-14,validity,1.0,MNIST,Schut,MLP Ensemble,9,8
-15,distance,34.0,MNIST,Schut,MLP Ensemble,9,8
-15,distance_from_energy,350.2065734863281,MNIST,Schut,MLP Ensemble,9,8
-15,distance_from_targets,251.44375610351562,MNIST,Schut,MLP Ensemble,9,8
-15,redundancy,0.9783163265306123,MNIST,Schut,MLP Ensemble,9,8
-15,set_size_penalty,0.3431491591345057,MNIST,Schut,MLP Ensemble,9,8
-15,validity,1.0,MNIST,Schut,MLP Ensemble,9,8
+11,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,8
+11,distance_from_energy,360.37921142578125,MNIST,Schut,MLP Ensemble,9,8
+11,distance_from_targets,259.38800048828125,MNIST,Schut,MLP Ensemble,9,8
+11,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,8
+11,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,8
+11,validity,0.0,MNIST,Schut,MLP Ensemble,9,8
+12,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,8
+12,distance_from_energy,361.9899597167969,MNIST,Schut,MLP Ensemble,9,8
+12,distance_from_targets,280.36962890625,MNIST,Schut,MLP Ensemble,9,8
+12,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,8
+12,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,8
+12,validity,0.0,MNIST,Schut,MLP Ensemble,9,8
+13,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,8
+13,distance_from_energy,348.6997985839844,MNIST,Schut,MLP Ensemble,9,8
+13,distance_from_targets,261.5426025390625,MNIST,Schut,MLP Ensemble,9,8
+13,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,8
+13,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,8
+13,validity,0.0,MNIST,Schut,MLP Ensemble,9,8
+14,distance,10.000001907348633,MNIST,Schut,MLP Ensemble,9,8
+14,distance_from_energy,351.94500732421875,MNIST,Schut,MLP Ensemble,9,8
+14,distance_from_targets,258.62689208984375,MNIST,Schut,MLP Ensemble,9,8
+14,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,8
+14,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,8
+14,validity,0.0,MNIST,Schut,MLP Ensemble,9,8
+15,distance,10.000000953674316,MNIST,Schut,MLP Ensemble,9,8
+15,distance_from_energy,344.6792907714844,MNIST,Schut,MLP Ensemble,9,8
+15,distance_from_targets,239.34451293945312,MNIST,Schut,MLP Ensemble,9,8
+15,redundancy,0.9872448979591837,MNIST,Schut,MLP Ensemble,9,8
+15,set_size_penalty,0.0,MNIST,Schut,MLP Ensemble,9,8
+15,validity,0.0,MNIST,Schut,MLP Ensemble,9,8
 16,distance,133.4741973876953,MNIST,Wachter,JEM,9,8
 16,distance_from_energy,220.85662841796875,MNIST,Wachter,JEM,9,8
 16,distance_from_targets,327.81378173828125,MNIST,Wachter,JEM,9,8
@@ -43169,33 +43169,33 @@ sample,variable,value,dataname,generator,model,target,factual
 20,redundancy,0.0,MNIST,ECCCo,JEM,9,8
 20,set_size_penalty,4.499954756326897,MNIST,ECCCo,JEM,9,8
 20,validity,1.0,MNIST,ECCCo,JEM,9,8
-16,distance,30.0,MNIST,Schut,JEM,9,8
-16,distance_from_energy,188.6961669921875,MNIST,Schut,JEM,9,8
-16,distance_from_targets,248.83277893066406,MNIST,Schut,JEM,9,8
-16,redundancy,0.9808673469387755,MNIST,Schut,JEM,9,8
-16,set_size_penalty,4.5000828874397465,MNIST,Schut,JEM,9,8
-16,validity,1.0,MNIST,Schut,JEM,9,8
-17,distance,16.0,MNIST,Schut,JEM,9,8
-17,distance_from_energy,227.93492126464844,MNIST,Schut,JEM,9,8
-17,distance_from_targets,278.4090270996094,MNIST,Schut,JEM,9,8
-17,redundancy,0.9897959183673469,MNIST,Schut,JEM,9,8
-17,set_size_penalty,4.500872459420843,MNIST,Schut,JEM,9,8
-17,validity,1.0,MNIST,Schut,JEM,9,8
-18,distance,22.0,MNIST,Schut,JEM,9,8
-18,distance_from_energy,205.4810028076172,MNIST,Schut,JEM,9,8
-18,distance_from_targets,294.1724548339844,MNIST,Schut,JEM,9,8
-18,redundancy,0.985969387755102,MNIST,Schut,JEM,9,8
-18,set_size_penalty,4.500131787741999,MNIST,Schut,JEM,9,8
-18,validity,1.0,MNIST,Schut,JEM,9,8
-19,distance,24.0,MNIST,Schut,JEM,9,8
-19,distance_from_energy,193.1005401611328,MNIST,Schut,JEM,9,8
-19,distance_from_targets,253.69793701171875,MNIST,Schut,JEM,9,8
-19,redundancy,0.9846938775510204,MNIST,Schut,JEM,9,8
-19,set_size_penalty,4.503441145169331,MNIST,Schut,JEM,9,8
-19,validity,1.0,MNIST,Schut,JEM,9,8
-20,distance,30.0,MNIST,Schut,JEM,9,8
-20,distance_from_energy,216.1322784423828,MNIST,Schut,JEM,9,8
-20,distance_from_targets,232.4132843017578,MNIST,Schut,JEM,9,8
-20,redundancy,0.9808673469387755,MNIST,Schut,JEM,9,8
-20,set_size_penalty,4.501772831296558,MNIST,Schut,JEM,9,8
-20,validity,1.0,MNIST,Schut,JEM,9,8
+16,distance,10.000001907348633,MNIST,Schut,JEM,9,8
+16,distance_from_energy,190.29269409179688,MNIST,Schut,JEM,9,8
+16,distance_from_targets,246.7684783935547,MNIST,Schut,JEM,9,8
+16,redundancy,0.985969387755102,MNIST,Schut,JEM,9,8
+16,set_size_penalty,0.0,MNIST,Schut,JEM,9,8
+16,validity,0.0,MNIST,Schut,JEM,9,8
+17,distance,10.000000953674316,MNIST,Schut,JEM,9,8
+17,distance_from_energy,226.8330841064453,MNIST,Schut,JEM,9,8
+17,distance_from_targets,273.67449951171875,MNIST,Schut,JEM,9,8
+17,redundancy,0.9846938775510204,MNIST,Schut,JEM,9,8
+17,set_size_penalty,0.0,MNIST,Schut,JEM,9,8
+17,validity,0.0,MNIST,Schut,JEM,9,8
+18,distance,10.000000953674316,MNIST,Schut,JEM,9,8
+18,distance_from_energy,205.88140869140625,MNIST,Schut,JEM,9,8
+18,distance_from_targets,287.5610656738281,MNIST,Schut,JEM,9,8
+18,redundancy,0.9834183673469388,MNIST,Schut,JEM,9,8
+18,set_size_penalty,0.0,MNIST,Schut,JEM,9,8
+18,validity,0.0,MNIST,Schut,JEM,9,8
+19,distance,10.000001907348633,MNIST,Schut,JEM,9,8
+19,distance_from_energy,190.27296447753906,MNIST,Schut,JEM,9,8
+19,distance_from_targets,244.90853881835938,MNIST,Schut,JEM,9,8
+19,redundancy,0.985969387755102,MNIST,Schut,JEM,9,8
+19,set_size_penalty,0.0,MNIST,Schut,JEM,9,8
+19,validity,0.0,MNIST,Schut,JEM,9,8
+20,distance,10.000001907348633,MNIST,Schut,JEM,9,8
+20,distance_from_energy,219.49024963378906,MNIST,Schut,JEM,9,8
+20,distance_from_targets,226.81069946289062,MNIST,Schut,JEM,9,8
+20,redundancy,0.985969387755102,MNIST,Schut,JEM,9,8
+20,set_size_penalty,0.0,MNIST,Schut,JEM,9,8
+20,validity,0.0,MNIST,Schut,JEM,9,8
diff --git a/artifacts/results/mnist_vae.jls b/artifacts/results/mnist_vae.jls
index 5ff9000fa53400a645669ab7b17def5164cb071a..12bead8bc75c668cf76bbee75526f88785b60288 100644
GIT binary patch
delta 100
zcmZ3q(00*6+lCg#7N!>F7M3lnUNY?$9k_s)8;E&;n0Na{2R`$Y%NP3dGj8{kVco^J
xos*k?hD$rM94ipB0Wmueb8Kgp<1|0Hor8;?k#YMY5w7>z+pV5+F4txB1pwxmAfNyM

delta 100
zcmZ3q(00*6+lCg#7N!>F7M3lnUNYO8o^kGEY`?6-1;pGy%mc){+b`?znV;PLONoEE
w?sl&4d>^#iy<}K{m<@>8ftX{vmkcLR1=lw|M#k;dFF0qoEN^_u$;jvn0HwYq8~^|S

diff --git a/artifacts/results/mnist_vae_weak.jls b/artifacts/results/mnist_vae_weak.jls
index 34682f035c76c4a67638f89ff8dba755a22bb3fb..c81a673624b1d36493bfe580eda7e0ee3a03de7c 100644
GIT binary patch
delta 60
zcmV-C0K@;PwFauS2CzzsmjaprF_V*ucb8h30e6#1ib=Dxqpy0G(U}1;ml2r(Nw;Di
S0k3+OGnxT*vk8l-7y(TuMHvqO

delta 59
zcmV-B0L1^QwFauS2CzzslWB`dlY5GHw*i6ys2H=ci?DjP+XexzdY6(00ZEhcig%Y`
R1_3dXN{TU;ih%)k0Zl2J88QF>

diff --git a/dev/artifacts.jl b/dev/artifacts.jl
index c2df810a..99ffb7f7 100644
--- a/dev/artifacts.jl
+++ b/dev/artifacts.jl
@@ -9,12 +9,16 @@ artifact_toml = LazyArtifacts.find_artifacts_toml(".")
 
 function generate_artifacts(
     datafiles;
-    artifact_name=nothing,
+    artifact_name="artifacts-$VERSION",
     root=".",
     artifact_toml=joinpath(root, "Artifacts.toml"),
     deploy=true,
-    tag="artifacts-$(Int(VERSION.major)).$(Int(VERSION.minor))",
+    tag=nothing,
 )
+    if isnothing(tag)
+        tag = replace(lowercase(artifact_name), " " => "-")
+    end
+
     if deploy && !haskey(ENV, "GITHUB_TOKEN")
         @warn "For automatic github deployment, need GITHUB_TOKEN. Not found in ENV, attemptimg global git config."
     end
@@ -72,15 +76,6 @@ function generate_artifacts(
     end
 end
 
-function create_artifact_name_from_path(
-    datafiles::String, artifact_name::Union{Nothing,String}
-)
-    # Name for hash/artifact:
-    artifact_name =
-        isnothing(artifact_name) ? replace(datafiles, ("/" => "-")) : artifact_name
-    return artifact_name
-end
-
 function get_git_remote_url(repo_path::String=".")
     repo = LibGit2.GitRepo(repo_path)
     origin = LibGit2.get(LibGit2.GitRemote, repo, "origin")
diff --git a/experiments/linearly_separable.jl b/experiments/linearly_separable.jl
index e69de29b..29a554b2 100644
--- a/experiments/linearly_separable.jl
+++ b/experiments/linearly_separable.jl
@@ -0,0 +1,6 @@
+n_obs = Int(1000 / (1.0 - test_size))
+counterfactual_data, test_data = train_test_split(
+    load_blobs(n_obs; cluster_std=0.1, center_box=(-1.0 => 1.0));
+    test_size=test_size
+)
+run_experiment(counterfactual_data, test_data; dataname="Linearly Separable")
\ No newline at end of file
diff --git a/experiments/run_experiments.jl b/experiments/run_experiments.jl
index 0a069850..7e9edcab 100644
--- a/experiments/run_experiments.jl
+++ b/experiments/run_experiments.jl
@@ -1,7 +1,33 @@
+include("setup.jl")
 
-include("linearly_separable.jl")
-include("moons.jl")
-include("circles.jl")
-include("mnist.jl")
-include("gmsc.jl")
+# User inputs:
+if ENV("DATANAME") == "all"
+    datanames = ["linearly_separable", "moons", "circles", "mnist", "gmsc"]
+else
+    datanames = [ENV("DATANAME")]
+end
 
+# Linearly Separable
+if "linearly_separable" in datanames
+    include("linearly_separable.jl")
+end
+
+# Moons
+if "moons" in datanames
+    include("moons.jl")
+end
+
+# Circles
+if "circles" in datanames
+    include("circles.jl")
+end
+
+# MNIST
+if "mnist" in datanames
+    include("mnist.jl")
+end
+
+# GMSC
+if "gmsc" in datanames
+    include("gmsc.jl")
+end
diff --git a/experiments/setup.jl b/experiments/setup.jl
new file mode 100644
index 00000000..c641e286
--- /dev/null
+++ b/experiments/setup.jl
@@ -0,0 +1,242 @@
+# General setup:
+include("$(pwd())/notebooks/setup.jl")
+eval(setup_notebooks)
+output_path = "$(pwd())/replicated"
+isdir(output_path) || mkdir(output_path)
+@info "All results will be saved to $output_path."
+params_path = "$(pwd())/replicated/params"
+isdir(params_path) || mkdir(params_path)
+@info "All parameter choices will be saved to $params_path."
+test_size = 0.2
+
+# Artifacts:
+using LazyArtifacts
+artifact_path = joinpath(artifact"results-paper-submission-1.8.5","results-paper-submission-1.8.5")
+pretrained_path = joinpath(artifact_path, "results")
+
+function run_experiment(
+    counterfactual_data,
+    test_data;
+    dataname,
+    output_path=output_path,
+    params_path=params_path,
+    pretrained_path=pretrained_path,
+    retrain=false,
+    epochs=100,
+    n_hidden=16,
+    activation=Flux.swish,
+    builder=MLJFlux.MLP(
+        hidden=(n_hidden, n_hidden, n_hidden),
+        σ=activation
+    ),
+    n_ens=5,
+    𝒟x=Normal(),
+    sampling_batch_size=50,
+    α=[1.0, 1.0, 1e-1],
+    verbosity=10,
+    sampling_steps=30,
+    use_ensembling=false,
+    coverage=.95,
+    λ₁=0.25,
+    λ₂ = 0.75,
+    λ₃ = 0.75,
+    opt=Flux.Optimise.Descent(0.01),
+    use_class_loss=false,
+    use_variants=true,
+    n_individuals=25,
+)   
+
+    # SETUP ----------
+
+    # Data
+    X, y = CounterfactualExplanations.DataPreprocessing.unpack_data(counterfactual_data)
+    X = table(permutedims(X))
+    labels = counterfactual_data.output_encoder.labels
+    input_dim, n_obs = size(counterfactual_data.X)
+    output_dim = length(unique(labels))
+    save_name = replace(lowercase(dataname), " " => "_")
+
+    # Model parameters:
+    batch_size = minimum([Int(round(n_obs / 10)), 128])
+    _loss = Flux.Losses.crossentropy                # loss function
+    _finaliser = Flux.softmax                       # finaliser function
+
+    # JEM parameters:
+    𝒟y = Categorical(ones(output_dim) ./ output_dim)
+    sampler = ConditionalSampler(
+        𝒟x, 𝒟y,
+        input_size=(input_dim,),
+        batch_size=sampling_batch_size,
+    )
+
+    # MODELS ----------
+
+    # Simple MLP:
+    mlp = NeuralNetworkClassifier(
+        builder=builder,
+        epochs=epochs,
+        batch_size=batch_size,
+        finaliser=_finaliser,
+        loss=_loss,
+    )
+
+    # Deep Ensemble:
+    mlp_ens = EnsembleModel(model=mlp, n=n_ens)
+
+    # Joint Energy Model:
+    jem = JointEnergyClassifier(
+        sampler;
+        builder=builder,
+        epochs=epochs,
+        batch_size=batch_size,
+        finaliser=_finaliser,
+        loss=_loss,
+        jem_training_params=(
+            α=α, verbosity=verbosity,
+        ),
+        sampling_steps=sampling_steps
+    )
+
+    # Deep Ensemble of Joint Energy Models:
+    jem_ens = EnsembleModel(model=jem, n=n_ens)
+
+    # Dictionary of models:
+    if !use_ensembling
+        models = Dict(
+            "MLP" => mlp,
+            "JEM" => jem,
+        )
+    else
+        models = Dict(
+            "MLP" => mlp,
+            "MLP Ensemble" => mlp_ens,
+            "JEM" => jem,
+            "JEM Ensemble" => jem_ens,
+        )
+    end
+
+    # TRAINING ----------
+    function _train(model, X=X, y=labels; cov=coverage, method=:simple_inductive, mod_name="model")
+        conf_model = conformal_model(model; method=method, coverage=cov)
+        mach = machine(conf_model, X, y)
+        @info "Begin training $mod_name."
+        fit!(mach)
+        @info "Finished training $mod_name."
+        M = ECCCo.ConformalModel(mach.model, mach.fitresult)
+        return M
+    end
+    if retrain
+        @info "Retraining models."
+        model_dict = Dict(mod_name => _train(model; mod_name=mod_name) for (mod_name, model) in models)
+        Serialization.serialize(joinpath(output_path, "$(save_name)_models.jls"), model_dict)
+    else
+        @info "Loading pre-trained models."
+        model_dict = Serialization.deserialize(joinpath(pretrained_path, "$(save_name)_models.jls"))
+    end
+
+    params = DataFrame(
+        Dict(
+            :n_obs => Int.(round(n_obs/10)*10),
+            :epochs => epochs,
+            :batch_size => batch_size,
+            :n_hidden => n_hidden,
+            :n_layers => length(model_dict["MLP"].fitresult[1][1])-1,
+            :activation => string(activation),
+            :n_ens => n_ens,
+            :lambda => string(α[3]),
+            :jem_sampling_steps => jem.sampling_steps,
+            :sgld_batch_size => sampler.batch_size,
+            :dataname => dataname,
+        )
+    )
+    CSV.write(joinpath(params_path, "$(save_name)_model_params.csv"), params)
+
+    measure = Dict(
+        :f1score => multiclass_f1score,
+        :acc => accuracy,
+        :precision => multiclass_precision
+    )
+    model_performance = DataFrame()
+    for (mod_name, model) in model_dict
+        # Test performance:
+        _perf = CounterfactualExplanations.Models.model_evaluation(model, test_data, measure=collect(values(measure)))
+        _perf = DataFrame([[p] for p in _perf], collect(keys(measure)))
+        _perf.mod_name .= mod_name
+        _perf.dataname .= dataname
+        model_performance = vcat(model_performance, _perf)
+    end
+    Serialization.serialize(joinpath(output_path, "$(save_name)_model_performance.jls"), model_performance)
+    CSV.write(joinpath(output_path, "$(save_name)_model_performance.csv"), model_performance)
+    @info "Model performance:"
+    println(model_performance)
+    
+    # COUNTERFACTUALS ----------
+    
+    @info "Begin benchmarking counterfactual explanations."
+    Λ = [λ₁, λ₂, λ₃]
+
+    generator_params = DataFrame(
+        Dict(
+            :λ1 => λ₁,
+            :λ2 => λ₂,
+            :λ3 => λ₃,
+            :opt => string(typeof(opt)),
+            :eta => opt.eta,
+            :dataname => dataname,
+        )
+    )
+    CSV.write(joinpath(params_path, "$(save_name)_generator_params.csv"), generator_params)
+
+    # Benchmark generators:
+    if use_variants
+        generator_dict = Dict(
+            "Wachter" => WachterGenerator(λ=λ₁, opt=opt),
+            "REVISE" => REVISEGenerator(λ=λ₁, opt=opt),
+            "Schut" => GreedyGenerator(),
+            "ECCCo" => ECCCoGenerator(λ=Λ, opt=opt, use_class_loss=use_class_loss),
+            "ECCCo (no CP)" => ECCCoGenerator(λ=[λ₁, 0.0, λ₃], opt=opt, use_class_loss=use_class_loss),
+            "ECCCo (no EBM)" => ECCCoGenerator(λ=[λ₁, λ₂, 0.0], opt=opt, use_class_loss=use_class_loss),
+        )
+    else
+        generator_dict = Dict(
+            "Wachter" => WachterGenerator(λ=λ₁, opt=opt),
+            "REVISE" => REVISEGenerator(λ=λ₁, opt=opt),
+            "Schut" => GreedyGenerator(),
+            "ECCCo" => ECCCoGenerator(λ=Λ, opt=opt, use_class_loss=use_class_loss),
+        )
+    end
+
+    # Measures:
+    measures = [
+        CounterfactualExplanations.distance,
+        ECCCo.distance_from_energy,
+        ECCCo.distance_from_targets,
+        CounterfactualExplanations.Evaluation.validity,
+        CounterfactualExplanations.Evaluation.redundancy,
+        ECCCo.set_size_penalty
+    ]
+
+    bmks = []
+    for target in sort(unique(labels))
+        for factual in sort(unique(labels))
+            if factual == target
+                continue
+            end
+            bmk = benchmark(
+                counterfactual_data;
+                models=model_dict,
+                generators=generator_dict,
+                measure=measures,
+                suppress_training=true, dataname=dataname,
+                n_individuals=n_individuals,
+                target=target, factual=factual,
+                initialization=:identity,
+                converge_when=:generator_conditions
+            )
+            push!(bmks, bmk)
+        end
+    end
+    bmk = reduce(vcat, bmks)
+    CSV.write(joinpath(output_path, "$(save_name)_benchmark.csv"), bmk())
+
+end
\ No newline at end of file
diff --git a/notebooks/Manifest.toml b/notebooks/Manifest.toml
index 2eee81f1..2991812e 100644
--- a/notebooks/Manifest.toml
+++ b/notebooks/Manifest.toml
@@ -2,7 +2,7 @@
 
 julia_version = "1.8.5"
 manifest_format = "2.0"
-project_hash = "a2a8b27b3c8c411d9bf595480742a6cbff281867"
+project_hash = "fc9fa528c24eda6abbd1fd80d2b604ef5c0990b8"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
@@ -16,16 +16,16 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.4.4"
 
 [[deps.Accessors]]
-deps = ["Compat", "CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Requires", "StaticArrays", "Test"]
-git-tree-sha1 = "a4f8669e46c8cdf68661fe6bb0f7b89f51dd23cf"
+deps = ["Compat", "CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Requires", "Test"]
+git-tree-sha1 = "2b301c2388067d655fe5e4ca6d4aa53b61f895b4"
 uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
-version = "0.1.30"
+version = "0.1.31"
 
 [[deps.Adapt]]
 deps = ["LinearAlgebra", "Requires"]
-git-tree-sha1 = "cc37d689f599e8df4f464b2fa3870ff7db7492ef"
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.6.1"
+version = "3.6.2"
 
 [[deps.AlgebraOfGraphics]]
 deps = ["Colors", "Dates", "Dictionaries", "FileIO", "GLM", "GeoInterface", "GeometryBasics", "GridLayoutBase", "KernelDensity", "Loess", "Makie", "PlotUtils", "PooledArrays", "RelocatableFolders", "SnoopPrecompile", "StatsBase", "StructArrays", "Tables"]
@@ -50,9 +50,9 @@ version = "1.1.1"
 
 [[deps.ArnoldiMethod]]
 deps = ["LinearAlgebra", "Random", "StaticArrays"]
-git-tree-sha1 = "f87e559f87a45bece9c9ed97458d3afe98b1ebb9"
+git-tree-sha1 = "62e51b39331de8911e4a7ff6f5aaf38a5f4cc0ae"
 uuid = "ec485272-7323-5ecc-a04f-4719b315124d"
-version = "0.1.0"
+version = "0.2.0"
 
 [[deps.Arpack]]
 deps = ["Arpack_jll", "Libdl", "LinearAlgebra", "Logging"]
@@ -67,10 +67,10 @@ uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.1+1"
 
 [[deps.ArrayInterface]]
-deps = ["Adapt", "LinearAlgebra", "Requires", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "38911c7737e123b28182d89027f4216cfc8a9da7"
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "917286faa2abb288796e75b88ca67edc016f3219"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.3"
+version = "7.4.5"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -111,10 +111,10 @@ uuid = "fbb218c0-5317-5bc6-957e-2ee96dd4b1f0"
 version = "0.3.7"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "54b00d1b93791f8e19e31584bd30f2cb6004614b"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.38"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -149,10 +149,10 @@ version = "0.4.2"
 uuid = "8bf52ea8-c179-5cab-976a-9e18b702a9bc"
 
 [[deps.CSV]]
-deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "SentinelArrays", "SnoopPrecompile", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
-git-tree-sha1 = "c700cce799b51c9045473de751e9319bdd1c6e94"
+deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
+git-tree-sha1 = "ed28c86cbde3dc3f53cf76643c2e9bc11d56acc7"
 uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
-version = "0.10.9"
+version = "0.10.10"
 
 [[deps.CUDA]]
 deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"]
@@ -191,10 +191,10 @@ uuid = "159f3aea-2a34-519c-b102-8c37f9878175"
 version = "1.0.5"
 
 [[deps.CairoMakie]]
-deps = ["Base64", "Cairo", "Colors", "FFTW", "FileIO", "FreeType", "GeometryBasics", "LinearAlgebra", "Makie", "SHA", "SnoopPrecompile"]
-git-tree-sha1 = "2aba202861fd2b7603beb80496b6566491229855"
+deps = ["Base64", "Cairo", "Colors", "FFTW", "FileIO", "FreeType", "GeometryBasics", "LinearAlgebra", "Makie", "PrecompileTools", "SHA"]
+git-tree-sha1 = "9e7f01dd16e576ebbdf8b453086f9d0eff814a09"
 uuid = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
-version = "0.10.4"
+version = "0.10.5"
 
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
@@ -239,9 +239,9 @@ version = "1.49.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
 deps = ["LinearAlgebra", "Test"]
@@ -251,15 +251,15 @@ version = "0.1.7"
 
 [[deps.Chemfiles]]
 deps = ["Chemfiles_jll", "DocStringExtensions"]
-git-tree-sha1 = "9126d0271c337ca5ed02ba92f2dec087c4260d4a"
+git-tree-sha1 = "6951fe6a535a07041122a3a6860a63a7a83e081e"
 uuid = "46823bd8-5fb3-5f92-9aa0-96921f3dd015"
-version = "0.10.31"
+version = "0.10.40"
 
 [[deps.Chemfiles_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d4e54b053fc584e7a0f37e9d3a5c4500927b343a"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "f3743181e30d87c23d9c8ebd493b77f43d8f1890"
 uuid = "78a364fa-1a3c-552a-b4bb-8fa0f9c1fcca"
-version = "0.10.3+0"
+version = "0.10.4+0"
 
 [[deps.Cleaner]]
 deps = ["Tables"]
@@ -269,9 +269,9 @@ version = "0.5.0"
 
 [[deps.Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "7ebbd653f74504447f1c33b91cd706a69a1b189f"
+git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.4"
+version = "0.15.2"
 
 [[deps.CodeTracking]]
 deps = ["InteractiveUtils", "UUIDs"]
@@ -338,9 +338,9 @@ uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 version = "1.0.1+0"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
 
 [[deps.ComputationalResources]]
 git-tree-sha1 = "52cb3ec90e8a8bea0e62e275ba577ad0f74821f7"
@@ -349,15 +349,15 @@ version = "0.3.2"
 
 [[deps.ConcurrentUtilities]]
 deps = ["Serialization", "Sockets"]
-git-tree-sha1 = "b306df2650947e9eb100ec125ff8c65ca2053d30"
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
 uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
-version = "2.1.1"
+version = "2.2.0"
 
 [[deps.ConformalPrediction]]
 deps = ["CategoricalArrays", "ChainRules", "Flux", "LinearAlgebra", "MLJBase", "MLJEnsembles", "MLJFlux", "MLJModelInterface", "MLUtils", "NaturalSort", "Plots", "StatsBase"]
 path = "../../ConformalPrediction.jl"
 uuid = "98bfc277-1877-43dc-819b-a3e38c30242f"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
@@ -378,15 +378,15 @@ version = "0.6.2"
 
 [[deps.CoordinateTransformations]]
 deps = ["LinearAlgebra", "StaticArrays"]
-git-tree-sha1 = "681ea870b918e7cff7111da58791d7f718067a19"
+git-tree-sha1 = "f9d7112bfff8a19a3a4ea4e03a8e6a91fe8456bf"
 uuid = "150eb455-5306-5404-9cee-2592286d6298"
-version = "0.6.2"
+version = "0.6.3"
 
 [[deps.CounterfactualExplanations]]
-deps = ["CSV", "CUDA", "CategoricalArrays", "ChainRulesCore", "DataFrames", "Flux", "LaplaceRedux", "LazyArtifacts", "LinearAlgebra", "MLDatasets", "MLJBase", "MLJModels", "MLUtils", "MultivariateStats", "NearestNeighborModels", "Parameters", "PkgTemplates", "Plots", "ProgressMeter", "Random", "Serialization", "SliceMap", "SnoopPrecompile", "Statistics", "StatsBase", "Tables", "UMAP"]
+deps = ["CSV", "CUDA", "CategoricalArrays", "ChainRulesCore", "DataFrames", "Flux", "LaplaceRedux", "LazyArtifacts", "LinearAlgebra", "MLDatasets", "MLJBase", "MLJModels", "MLUtils", "MultivariateStats", "NearestNeighborModels", "Parameters", "Plots", "ProgressMeter", "Random", "Serialization", "SliceMap", "SnoopPrecompile", "Statistics", "StatsBase", "Tables", "UMAP"]
 path = "../../CounterfactualExplanations.jl"
 uuid = "2f13d31b-18db-44c1-bc43-ebaf2cff0be0"
-version = "0.1.10"
+version = "0.1.11"
 
 [[deps.Crayons]]
 git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
@@ -399,9 +399,9 @@ uuid = "dc8bdbbb-1ca9-579f-8c36-e416f6a65cce"
 version = "1.0.2"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataDeps]]
 deps = ["HTTP", "Libdl", "Reexport", "SHA", "p7zip_jll"]
@@ -474,10 +474,10 @@ deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c2614fa3aafe03d1a44b8e16508d9be718b8095a"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "aa8ae1e8e8d4b5ef38a8fbc028fc75f3c5cad73d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.89"
+version = "0.25.94"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
@@ -583,9 +583,9 @@ uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
+git-tree-sha1 = "fa10570aee20250d446c9951b459c63529b1107c"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.11"
+version = "1.0.2"
 
 [[deps.FiniteDiff]]
 deps = ["ArrayInterface", "LinearAlgebra", "Requires", "Setfield", "SparseArrays", "StaticArrays"]
@@ -694,21 +694,21 @@ version = "0.1.4"
 
 [[deps.GPUCompiler]]
 deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Scratch", "TimerOutputs", "UUIDs"]
-git-tree-sha1 = "e9a9173cd77e16509cdf9c1663fda19b22a518b7"
+git-tree-sha1 = "5737dc242dadd392d934ee330c69ceff47f0259c"
 uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
-version = "0.19.3"
+version = "0.19.4"
 
 [[deps.GR]]
 deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Preferences", "Printf", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "UUIDs", "p7zip_jll"]
-git-tree-sha1 = "efaac003187ccc71ace6c755b197284cd4811bfe"
+git-tree-sha1 = "3eeb026e99c84517c35d0309468a63df712d8460"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.72.4"
+version = "0.72.6"
 
 [[deps.GR_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "4486ff47de4c18cb511a0da420efebb314556316"
+git-tree-sha1 = "55297beef80a236708e6a54b134d07fde213cd1b"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.72.4+0"
+version = "0.72.6+0"
 
 [[deps.GZip]]
 deps = ["Libdl"]
@@ -718,9 +718,9 @@ version = "0.5.1"
 
 [[deps.GeoInterface]]
 deps = ["Extents"]
-git-tree-sha1 = "0eb6de0b312688f852f347171aba888658e29f20"
+git-tree-sha1 = "bb198ff907228523f3dee1070ceee63b9359b6ab"
 uuid = "cf35fbd7-0cd7-5166-be24-54bfbe79505f"
-version = "1.3.0"
+version = "1.3.1"
 
 [[deps.GeometryBasics]]
 deps = ["EarCut_jll", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
@@ -794,9 +794,9 @@ version = "1.12.2+2"
 
 [[deps.HTTP]]
 deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "69182f9a2d6add3736b7a06ab6416aafdeec2196"
+git-tree-sha1 = "ba9eca9f8bdb787c6f3cf52cb4a404c0e349a0d1"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.8.0"
+version = "1.9.5"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -812,15 +812,15 @@ version = "0.5.2"
 
 [[deps.HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "432b5b03176f8182bd6841fbfc42c718506a2d5f"
+git-tree-sha1 = "84204eae2dd237500835990bcade263e27674a93"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.15"
+version = "0.3.16"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "0ade27f0c49cebd8db2523c4eeccf779407cf12c"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.9"
+version = "0.4.10"
 
 [[deps.ImageAxes]]
 deps = ["AxisArrays", "ImageBase", "ImageCore", "Reexport", "SimpleTraits"]
@@ -854,9 +854,9 @@ version = "0.2.16"
 
 [[deps.ImageFiltering]]
 deps = ["CatIndices", "ComputationalResources", "DataStructures", "FFTViews", "FFTW", "ImageBase", "ImageCore", "LinearAlgebra", "OffsetArrays", "Reexport", "SnoopPrecompile", "SparseArrays", "StaticArrays", "Statistics", "TiledIteration"]
-git-tree-sha1 = "f265e53558fbbf23e0d54e4fab7106c0f2a9e576"
+git-tree-sha1 = "c3630289f3591711f5add6ef1347bc20f1bb8d27"
 uuid = "6a3955dd-da59-5b1f-98d4-e7296123deb5"
-version = "0.7.3"
+version = "0.7.4"
 
 [[deps.ImageIO]]
 deps = ["FileIO", "IndirectArrays", "JpegTurbo", "LazyModules", "Netpbm", "OpenEXR", "PNGFiles", "QOI", "Sixel", "TiffImages", "UUIDs"]
@@ -896,9 +896,9 @@ version = "0.3.5"
 
 [[deps.ImageSegmentation]]
 deps = ["Clustering", "DataStructures", "Distances", "Graphs", "ImageCore", "ImageFiltering", "ImageMorphology", "LinearAlgebra", "MetaGraphs", "RegionTrees", "SimpleWeightedGraphs", "StaticArrays", "Statistics"]
-git-tree-sha1 = "fb0b597b4928e29fed0597724cfbb5940974f8ca"
+git-tree-sha1 = "44664eea5408828c03e5addb84fa4f916132fc26"
 uuid = "80713f31-8817-5129-9cf8-209ff8fb23e1"
-version = "1.8.0"
+version = "1.8.1"
 
 [[deps.ImageShow]]
 deps = ["Base64", "ColorSchemes", "FileIO", "ImageBase", "ImageCore", "OffsetArrays", "StackViews"]
@@ -914,9 +914,9 @@ version = "0.9.5"
 
 [[deps.Images]]
 deps = ["Base64", "FileIO", "Graphics", "ImageAxes", "ImageBase", "ImageContrastAdjustment", "ImageCore", "ImageDistances", "ImageFiltering", "ImageIO", "ImageMagick", "ImageMetadata", "ImageMorphology", "ImageQualityIndexes", "ImageSegmentation", "ImageShow", "ImageTransformations", "IndirectArrays", "IntegralArrays", "Random", "Reexport", "SparseArrays", "StaticArrays", "Statistics", "StatsBase", "TiledIteration"]
-git-tree-sha1 = "03d1301b7ec885b266c0f816f338368c6c0b81bd"
+git-tree-sha1 = "5fa9f92e1e2918d9d1243b1131abe623cdf98be7"
 uuid = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
-version = "0.25.2"
+version = "0.25.3"
 
 [[deps.Imath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -1050,7 +1050,7 @@ version = "1.12.0"
 deps = ["CategoricalArrays", "ChainRulesCore", "ComputationalResources", "Distributions", "Flux", "MLJFlux", "MLJModelInterface", "MLUtils", "PkgTemplates", "ProgressMeter", "Random", "StatsBase", "Tables", "Zygote"]
 path = "../../JointEnergyModels.jl"
 uuid = "48c56d24-211d-4463-bbc0-7a701b291131"
-version = "0.1.0"
+version = "0.1.1"
 
 [[deps.JpegTurbo]]
 deps = ["CEnum", "FileIO", "ImageCore", "JpegTurbo_jll", "TOML"]
@@ -1101,9 +1101,9 @@ version = "3.0.0+1"
 
 [[deps.LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "a8960cae30b42b66dd41808beb76490519f6f9e2"
+git-tree-sha1 = "26a31cdd9f1f4ea74f649a7bf249703c687a953d"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.0.0"
+version = "5.1.0"
 
 [[deps.LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
@@ -1213,12 +1213,6 @@ git-tree-sha1 = "7f3efec06033682db852f8b3bc3c1d2b0a0ab066"
 uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
 version = "2.36.0+0"
 
-[[deps.LightGraphs]]
-deps = ["ArnoldiMethod", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"]
-git-tree-sha1 = "432428df5f360964040ed60418dd5601ecd240b6"
-uuid = "093fc24a-ae57-5d10-9952-331d41423f4d"
-version = "1.3.5"
-
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "libblastrampoline_jll"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
@@ -1252,9 +1246,9 @@ version = "0.10.0"
 
 [[deps.LsqFit]]
 deps = ["Distributions", "ForwardDiff", "LinearAlgebra", "NLSolversBase", "OptimBase", "Random", "StatsBase"]
-git-tree-sha1 = "91aa1442e63a77f101aff01dec5a821a17f43922"
+git-tree-sha1 = "00f475f85c50584b12268675072663dfed5594b2"
 uuid = "2fda8390-95c7-5789-9bda-21331edee243"
-version = "0.12.1"
+version = "0.13.0"
 
 [[deps.MAT]]
 deps = ["BufferedStreams", "CodecZlib", "HDF5", "SparseArrays"]
@@ -1282,9 +1276,9 @@ version = "0.21.11"
 
 [[deps.MLJEnsembles]]
 deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Distributed", "Distributions", "MLJBase", "MLJModelInterface", "ProgressMeter", "Random", "ScientificTypesBase", "StatsBase"]
-git-tree-sha1 = "bb8a1056b1d8b40f2f27167fc3ef6412a6719fbf"
+git-tree-sha1 = "95b306ef8108067d26dfde9ff3457d59911cc0d6"
 uuid = "50ed68f4-41fd-4504-931a-ed422449fee0"
-version = "0.3.2"
+version = "0.3.3"
 
 [[deps.MLJFlux]]
 deps = ["CategoricalArrays", "ColorTypes", "ComputationalResources", "Flux", "MLJModelInterface", "Metalhead", "ProgressMeter", "Random", "Statistics", "Tables"]
@@ -1300,9 +1294,9 @@ version = "1.8.0"
 
 [[deps.MLJModels]]
 deps = ["CategoricalArrays", "CategoricalDistributions", "Combinatorics", "Dates", "Distances", "Distributions", "InteractiveUtils", "LinearAlgebra", "MLJModelInterface", "Markdown", "OrderedCollections", "Parameters", "Pkg", "PrettyPrinting", "REPL", "Random", "RelocatableFolders", "ScientificTypes", "StatisticalTraits", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "21acf47dc53ccc3d68e38ac7629756cd09b599f5"
+git-tree-sha1 = "6a1166e463cf0210364e84f334c79ecf9ac6f51f"
 uuid = "d491faf4-2d78-11e9-2867-c94bc002c0b7"
-version = "0.16.6"
+version = "0.16.7"
 
 [[deps.MLStyle]]
 git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8"
@@ -1322,10 +1316,10 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.Makie]]
-deps = ["Animations", "Base64", "ColorBrewer", "ColorSchemes", "ColorTypes", "Colors", "Contour", "Distributions", "DocStringExtensions", "Downloads", "FFMPEG", "FileIO", "FixedPointNumbers", "Formatting", "FreeType", "FreeTypeAbstraction", "GeometryBasics", "GridLayoutBase", "ImageIO", "InteractiveUtils", "IntervalSets", "Isoband", "KernelDensity", "LaTeXStrings", "LinearAlgebra", "MakieCore", "Markdown", "Match", "MathTeXEngine", "MiniQhull", "Observables", "OffsetArrays", "Packing", "PlotUtils", "PolygonOps", "Printf", "Random", "RelocatableFolders", "Setfield", "Showoff", "SignedDistanceFields", "SnoopPrecompile", "SparseArrays", "StableHashTraits", "Statistics", "StatsBase", "StatsFuns", "StructArrays", "TriplotBase", "UnicodeFun"]
-git-tree-sha1 = "74657542dc85c3b72b8a5a9392d57713d8b7a999"
+deps = ["Animations", "Base64", "ColorBrewer", "ColorSchemes", "ColorTypes", "Colors", "Contour", "Distributions", "DocStringExtensions", "Downloads", "FFMPEG", "FileIO", "FixedPointNumbers", "Formatting", "FreeType", "FreeTypeAbstraction", "GeometryBasics", "GridLayoutBase", "ImageIO", "InteractiveUtils", "IntervalSets", "Isoband", "KernelDensity", "LaTeXStrings", "LinearAlgebra", "MacroTools", "MakieCore", "Markdown", "Match", "MathTeXEngine", "MiniQhull", "Observables", "OffsetArrays", "Packing", "PlotUtils", "PolygonOps", "PrecompileTools", "Printf", "REPL", "Random", "RelocatableFolders", "Setfield", "Showoff", "SignedDistanceFields", "SparseArrays", "StableHashTraits", "Statistics", "StatsBase", "StatsFuns", "StructArrays", "TriplotBase", "UnicodeFun"]
+git-tree-sha1 = "3a9ca622a78dcbab3a034df35d1acd3ca7ad487d"
 uuid = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
-version = "0.19.4"
+version = "0.19.5"
 
 [[deps.MakieCore]]
 deps = ["Observables"]
@@ -1334,9 +1328,9 @@ uuid = "20f20a25-4f0e-4fdf-b5d1-57303727442b"
 version = "0.6.3"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.MarchingCubes]]
 deps = ["PrecompileTools", "StaticArrays"]
@@ -1483,16 +1477,16 @@ uuid = "c020b1a1-e9b0-503a-9c33-f039bfc54a85"
 version = "1.0.0"
 
 [[deps.NearestNeighborDescent]]
-deps = ["DataStructures", "Distances", "LightGraphs", "Random", "Reexport", "SparseArrays"]
-git-tree-sha1 = "8f41eced4332166c3548bda137779c38975ac4af"
+deps = ["DataStructures", "Distances", "Graphs", "Random", "Reexport", "SparseArrays"]
+git-tree-sha1 = "b7d4bd2ab58f0c3a001fd6eedc2e0aac8e278152"
 uuid = "dd2c4c9e-a32f-5b2f-b342-08c2f244fce8"
-version = "0.3.5"
+version = "0.3.6"
 
 [[deps.NearestNeighborModels]]
 deps = ["Distances", "FillArrays", "InteractiveUtils", "LinearAlgebra", "MLJModelInterface", "NearestNeighbors", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "c2179f9d8de066c481b889a1426068c5831bb10b"
+git-tree-sha1 = "e411143a8362926e4284a54e745972e939fbab78"
 uuid = "636a865e-7cf4-491e-846c-de09b730eb36"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.NearestNeighbors]]
 deps = ["Distances", "StaticArrays"]
@@ -1557,9 +1551,9 @@ version = "0.8.1+0"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "7fb975217aea8f1bb360cf1dde70bad2530622d2"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1638,10 +1632,10 @@ uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a"
 version = "0.12.3"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "478ac6c952fddd4399e71d4779797c538d0ff2bf"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "a5aef8d4a6e8d81f171b2bd4be5265b01384c74c"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.8"
+version = "2.5.10"
 
 [[deps.Pickle]]
 deps = ["DataStructures", "InternedStrings", "Serialization", "SparseArrays", "Strided", "StringEncodings", "ZipFile"]
@@ -1667,9 +1661,9 @@ version = "1.8.0"
 
 [[deps.PkgTemplates]]
 deps = ["Dates", "InteractiveUtils", "LibGit2", "Mocking", "Mustache", "Parameters", "Pkg", "REPL", "UUIDs"]
-git-tree-sha1 = "b8e88d61d55607c07ac1ed9dabf474cfab8490b9"
+git-tree-sha1 = "c3d05325a4a66b83c707dead080797d271c4af22"
 uuid = "14b8a8f1-9102-5b29-a752-f990bacb7fe1"
-version = "0.7.34"
+version = "0.7.36"
 
 [[deps.PkgVersion]]
 deps = ["Pkg"]
@@ -1691,9 +1685,9 @@ version = "1.3.5"
 
 [[deps.Plots]]
 deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "6c7f47fd112001fc95ea1569c2757dffd9e81328"
+git-tree-sha1 = "d03ef538114b38f89d66776f2d8fdc0280f90621"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.11"
+version = "1.38.12"
 
 [[deps.PolygonOps]]
 git-tree-sha1 = "77b3d3605fc1cd0b42d95eba87dfcd2bf67d5ff6"
@@ -1708,9 +1702,9 @@ version = "1.4.2"
 
 [[deps.PrecompileTools]]
 deps = ["Preferences"]
-git-tree-sha1 = "d0984cc886c48e5a165705ce65236dc2ec467b91"
+git-tree-sha1 = "259e206946c293698122f63e2b513a7c99a244e8"
 uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.Preferences]]
 deps = ["TOML"]
@@ -1724,9 +1718,9 @@ uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98"
 version = "0.2.0"
 
 [[deps.PrettyPrinting]]
-git-tree-sha1 = "4be53d093e9e37772cc89e1009e8f6ad10c4681b"
+git-tree-sha1 = "22a601b04a154ca38867b991d5017469dc75f2db"
 uuid = "54e16d92-306c-5ea0-a30b-337be88ac337"
-version = "0.4.0"
+version = "0.4.1"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
@@ -1763,10 +1757,10 @@ uuid = "460c41e3-6112-5d7f-b78c-b6823adb3f2d"
 version = "1.0.0+1"
 
 [[deps.Qhull_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "238dd7e2cc577281976b9681702174850f8d4cbc"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "be2449911f4d6cfddacdf7efc895eceda3eee5c1"
 uuid = "784f63db-0788-585a-bace-daefebcd302b"
-version = "8.0.1001+0"
+version = "8.0.1003+0"
 
 [[deps.Qt5Base_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "xkbcommon_jll"]
@@ -1871,20 +1865,20 @@ uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
 version = "0.4.0+0"
 
 [[deps.Rotations]]
-deps = ["LinearAlgebra", "Quaternions", "Random", "StaticArrays", "Statistics"]
-git-tree-sha1 = "72a6abdcd088764878b473102df7c09bbc0548de"
+deps = ["LinearAlgebra", "Quaternions", "Random", "StaticArrays"]
+git-tree-sha1 = "54ccb4dbab4b1f69beb255a2c0ca5f65a9c82f08"
 uuid = "6038ab10-8711-5258-84ad-4b1120ba62dc"
-version = "1.4.0"
+version = "1.5.1"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 version = "0.7.0"
 
 [[deps.SIMD]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "8b20084a97b004588125caebf418d8cab9e393d1"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "0e270732477b9e551d884e6b07e23bb2ec947790"
 uuid = "fdea26ae-647d-5447-a871-4b548cad5224"
-version = "3.4.4"
+version = "3.4.5"
 
 [[deps.ScanByte]]
 deps = ["Libdl", "SIMD"]
@@ -2024,9 +2018,9 @@ version = "0.1.1"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "c262c8e978048c2b095be1672c9bee55b4619521"
+git-tree-sha1 = "8982b3607a212b070a5e46eea83eb62b4744ae12"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.24"
+version = "1.5.25"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -2142,9 +2136,9 @@ version = "0.1.1"
 
 [[deps.Term]]
 deps = ["AbstractTrees", "CodeTracking", "Dates", "Highlights", "InteractiveUtils", "Logging", "Markdown", "MyterialColors", "OrderedCollections", "Parameters", "PrecompileTools", "ProgressLogging", "REPL", "Tables", "UUIDs", "Unicode", "UnicodeFun"]
-git-tree-sha1 = "8c39ff5ca61d233243048801f8a7f5039e98cd06"
+git-tree-sha1 = "7952fafaecea040260bdc4be2afff92c411c23ce"
 uuid = "22787eb5-b846-44ae-b979-8e399b8463ab"
-version = "2.0.3"
+version = "2.0.4"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -2176,9 +2170,9 @@ version = "0.5.23"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "eee09af86d519b1f9bf76126de77e2c8716b1c72"
+git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.24"
+version = "0.2.25"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -2188,9 +2182,9 @@ version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.76"
 
 [[deps.TriplotBase]]
 git-tree-sha1 = "4d4ed7f294cda19382ff7de4c137d24d16adc89b"
@@ -2204,9 +2198,9 @@ version = "1.3.0"
 
 [[deps.UMAP]]
 deps = ["Arpack", "Distances", "LinearAlgebra", "LsqFit", "NearestNeighborDescent", "Random", "SparseArrays"]
-git-tree-sha1 = "2a6991639e93fcbbdb8a0476b521a6ac9700ee97"
+git-tree-sha1 = "accad220f075445f68caa6488be728957a5d82d6"
 uuid = "c4f8c510-2410-5be4-91d7-4fbaeb39457e"
-version = "0.1.9"
+version = "0.1.10"
 
 [[deps.URIs]]
 git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
@@ -2233,9 +2227,9 @@ version = "0.4.1"
 
 [[deps.UnicodePlots]]
 deps = ["ColorSchemes", "ColorTypes", "Contour", "Crayons", "Dates", "LinearAlgebra", "MarchingCubes", "NaNMath", "PrecompileTools", "Printf", "Requires", "SparseArrays", "StaticArrays", "StatsBase"]
-git-tree-sha1 = "9fbe3fb6c4bbe4cafb5ce4d15bbec82f0077e1d5"
+git-tree-sha1 = "5e3a9796dfae26edbe5a2cc436b230c86a8ab0c4"
 uuid = "b8865327-cd53-5732-bb35-84acbb429228"
-version = "3.5.2"
+version = "3.5.3"
 
 [[deps.UnsafeAtomics]]
 git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
@@ -2444,10 +2438,10 @@ uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
 version = "1.5.5+0"
 
 [[deps.Zygote]]
-deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "Random", "Requires", "SnoopPrecompile", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "987ae5554ca90e837594a0f30325eeb5e7303d1e"
+deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
+git-tree-sha1 = "ebac1ae9f048c669317ad48c9bed815790a468d8"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.6.60"
+version = "0.6.61"
 
 [[deps.ZygoteRules]]
 deps = ["ChainRulesCore", "MacroTools"]
diff --git a/notebooks/Project.toml b/notebooks/Project.toml
index 14694dc2..b622d9d7 100644
--- a/notebooks/Project.toml
+++ b/notebooks/Project.toml
@@ -16,6 +16,7 @@ ECCCo = "0232c203-4013-4b0d-ad96-43e3e11ac3bf"
 Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
 Images = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
 JointEnergyModels = "48c56d24-211d-4463-bbc0-7a701b291131"
+LazyArtifacts = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
 MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458"
 MLJBase = "a7f614a8-145f-11e9-1d2a-a57a1082229d"
 MLJEnsembles = "50ed68f4-41fd-4504-931a-ed422449fee0"
-- 
GitLab