diff --git "a/landscapes/minigrid_empty_random_dqn.csv" "b/landscapes/minigrid_empty_random_dqn.csv"
--- "a/landscapes/minigrid_empty_random_dqn.csv"
+++ "b/landscapes/minigrid_empty_random_dqn.csv"
@@ -1,44 +1,44 @@
 config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_sampling,hp_config.buffer_size,hp_config.initial_epsilon,hp_config.learning_rate,hp_config.learning_starts,hp_config.target_epsilon,hp_config.use_target_network,hp_config.buffer_alpha,hp_config.buffer_beta,hp_config.buffer_epsilon,hp_config.target_update_interval,seed
-0,10000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,NaN,NaN,NaN,NaN,9
-0,20000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,NaN,NaN,NaN,NaN,9
-0,30000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,NaN,NaN,NaN,NaN,9
-0,40000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,NaN,NaN,NaN,NaN,9
-0,50000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,NaN,NaN,NaN,NaN,9
-0,60000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,NaN,NaN,NaN,NaN,9
-0,70000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,NaN,NaN,NaN,NaN,9
-0,80000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,NaN,NaN,NaN,NaN,9
-0,90000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,NaN,NaN,NaN,NaN,9
-0,100000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,NaN,NaN,NaN,NaN,9
-1,10000,0.06939843,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,NaN,NaN,NaN,NaN,9
-1,20000,0.20010155,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,NaN,NaN,NaN,NaN,9
-1,30000,0.04624219,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,NaN,NaN,NaN,NaN,9
-1,40000,0.08488281,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,NaN,NaN,NaN,NaN,9
-1,50000,0.03089844,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,NaN,NaN,NaN,NaN,9
-1,60000,0.0463125,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,NaN,NaN,NaN,NaN,9
-1,70000,0.05405469,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,NaN,NaN,NaN,NaN,9
-1,80000,0.05384375,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,NaN,NaN,NaN,NaN,9
-1,90000,0.0,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,NaN,NaN,NaN,NaN,9
-1,100000,0.0,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,NaN,NaN,NaN,NaN,9
-2,10000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,NaN,NaN,NaN,NaN,9
-2,20000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,NaN,NaN,NaN,NaN,9
-2,30000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,NaN,NaN,NaN,NaN,9
-2,40000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,NaN,NaN,NaN,NaN,9
-2,50000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,NaN,NaN,NaN,NaN,9
-2,60000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,NaN,NaN,NaN,NaN,9
-2,70000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,NaN,NaN,NaN,NaN,9
-2,80000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,NaN,NaN,NaN,NaN,9
-2,90000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,NaN,NaN,NaN,NaN,9
-2,100000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,NaN,NaN,NaN,NaN,9
-3,10000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,NaN,NaN,NaN,13.0,9
-3,20000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,NaN,NaN,NaN,13.0,9
-3,30000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,NaN,NaN,NaN,13.0,9
-3,40000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,NaN,NaN,NaN,13.0,9
-3,50000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,NaN,NaN,NaN,13.0,9
-3,60000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,NaN,NaN,NaN,13.0,9
-3,70000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,NaN,NaN,NaN,13.0,9
-3,80000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,NaN,NaN,NaN,13.0,9
-3,90000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,NaN,NaN,NaN,13.0,9
-3,100000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,NaN,NaN,NaN,13.0,9
+0,10000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,,,,,9
+0,20000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,,,,,9
+0,30000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,,,,,9
+0,40000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,,,,,9
+0,50000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,,,,,9
+0,60000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,,,,,9
+0,70000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,,,,,9
+0,80000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,,,,,9
+0,90000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,,,,,9
+0,100000,0.0,64,False,603170,0.77244159,0.0001313,1323,0.08807986,False,,,,,9
+1,10000,0.06939843,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,,,,,9
+1,20000,0.20010155,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,,,,,9
+1,30000,0.04624219,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,,,,,9
+1,40000,0.08488281,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,,,,,9
+1,50000,0.03089844,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,,,,,9
+1,60000,0.0463125,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,,,,,9
+1,70000,0.05405469,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,,,,,9
+1,80000,0.05384375,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,,,,,9
+1,90000,0.0,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,,,,,9
+1,100000,0.0,64,False,71987,0.54356465,1.26e-06,1706,0.15585319,False,,,,,9
+2,10000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,,,,,9
+2,20000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,,,,,9
+2,30000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,,,,,9
+2,40000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,,,,,9
+2,50000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,,,,,9
+2,60000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,,,,,9
+2,70000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,,,,,9
+2,80000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,,,,,9
+2,90000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,,,,,9
+2,100000,0.0,32,False,144230,0.97233446,0.00040667,849,0.05364657,False,,,,,9
+3,10000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,9
+3,20000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,9
+3,30000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,9
+3,40000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,9
+3,50000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,9
+3,60000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,9
+3,70000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,9
+3,80000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,9
+3,90000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,9
+3,100000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,9
 4,10000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,9
 4,20000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,9
 4,30000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,9
@@ -59,56 +59,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 5,80000,0.23621094,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,9
 5,90000,0.1076875,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,9
 5,100000,0.702375,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,9
-6,10000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,9
-6,20000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,9
-6,30000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,9
-6,40000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,9
-6,50000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,9
-6,60000,0.5809609,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,9
-6,70000,0.16835937,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,9
-6,80000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,9
-6,90000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,9
-6,100000,0.38374218,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,9
-7,10000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,9
-7,20000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,9
-7,30000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,9
-7,40000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,9
-7,50000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,9
-7,60000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,9
-7,70000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,9
-7,80000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,9
-7,90000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,9
-7,100000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,9
-8,10000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,9
-8,20000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,9
-8,30000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,9
-8,40000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,9
-8,50000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,9
-8,60000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,9
-8,70000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,9
-8,80000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,9
-8,90000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,9
-8,100000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,9
-9,10000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,NaN,NaN,NaN,70.0,9
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-9,100000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,NaN,NaN,NaN,70.0,9
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-10,70000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,NaN,NaN,NaN,43.0,9
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-10,90000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,NaN,NaN,NaN,43.0,9
-10,100000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,NaN,NaN,NaN,43.0,9
+6,10000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,,,,70.0,9
+6,20000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,,,,70.0,9
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+6,90000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,,,,70.0,9
+6,100000,0.38374218,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,,,,70.0,9
+7,10000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,,9
+7,20000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,,9
+7,30000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,,9
+7,40000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,,9
+7,50000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,,9
+7,60000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,,9
+7,70000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,,9
+7,80000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,,9
+7,90000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,,9
+7,100000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,,9
+8,10000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,,9
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+8,100000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,,9
+9,10000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,9
+9,20000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,9
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+9,40000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,9
+9,50000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,9
+9,60000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,9
+9,70000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,9
+9,80000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,9
+9,90000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,9
+9,100000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,9
+10,10000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,9
+10,20000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,9
+10,30000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,9
+10,40000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,9
+10,50000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,9
+10,60000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,9
+10,70000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,9
+10,80000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,9
+10,90000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,9
+10,100000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,9
 11,10000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,9
 11,20000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,9
 11,30000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,9
@@ -119,26 +119,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 11,80000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,9
 11,90000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,9
 11,100000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,9
-12,10000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,9
-12,20000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,9
-12,30000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,9
-12,40000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,9
-12,50000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,9
-12,60000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,9
-12,70000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,9
-12,80000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,9
-12,90000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,9
-12,100000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,9
-13,10000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,9
-13,20000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,9
-13,30000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,9
-13,40000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,9
-13,50000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,9
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-13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,9
+12,10000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,9
+12,20000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,9
+12,30000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,9
+12,40000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,9
+12,50000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,9
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+12,80000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,9
+12,90000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,9
+12,100000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,9
+13,10000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,9
+13,20000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,9
+13,30000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,9
+13,40000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,9
+13,50000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,9
+13,60000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,9
+13,70000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,9
+13,80000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,9
+13,90000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,9
+13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,9
 14,10000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,9
 14,20000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,9
 14,30000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,9
@@ -149,26 +149,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 14,80000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,9
 14,90000,0.950289,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,9
 14,100000,0.951625,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,9
-15,10000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,9
-15,20000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,9
-15,30000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,9
-15,40000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,9
-15,50000,0.10789844,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,9
-15,60000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,9
-15,70000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,9
-15,80000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,9
-15,90000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,9
-15,100000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,9
-16,10000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,9
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-16,50000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,9
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-16,100000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,9
+15,10000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,,,,,9
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+15,100000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,,,,,9
+16,10000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,9
+16,20000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,9
+16,30000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,9
+16,40000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,9
+16,50000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,9
+16,60000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,9
+16,70000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,9
+16,80000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,9
+16,90000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,9
+16,100000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,9
 17,10000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,9
 17,20000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,9
 17,30000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,9
@@ -179,26 +179,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 17,80000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,9
 17,90000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,9
 17,100000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,9
-18,10000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,9
-18,20000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,9
-18,30000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,9
-18,40000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,9
-18,50000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,9
-18,60000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,9
-18,70000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,9
-18,80000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,9
-18,90000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,9
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+19,100000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,9
 20,10000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,9
 20,20000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,9
 20,30000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,9
@@ -209,76 +209,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 20,80000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,9
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 20,100000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,9
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+24,100000,0.0,64,False,369231,0.56845014,0.01289997,388,0.10275248,True,,,,97.0,9
+25,10000,0.0,128,False,333828,0.54055069,0.00010869,475,0.02736504,True,,,,15.0,9
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+27,100000,0.0,32,True,683606,0.84781272,2.616e-05,778,0.03704904,False,0.0662796,0.70002727,0.00013025,,9
 28,10000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,9
 28,20000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,9
 28,30000,0.17596093,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,9
@@ -289,56 +289,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 28,80000,0.68618745,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,9
 28,90000,0.39626563,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,9
 28,100000,0.22142968,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,9
-29,10000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,9
-29,20000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,9
-29,30000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,9
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+33,50000,0.22839844,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,9
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+33,70000,0.275625,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,9
+33,80000,0.22051561,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,9
+33,90000,0.0,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,9
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 34,10000,0.04624219,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,9
 34,20000,0.06946875,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,9
 34,30000,0.06939843,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,9
@@ -349,96 +349,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 34,80000,0.14421874,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,9
 34,90000,0.64532816,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,9
 34,100000,0.13724999,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,9
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 44,10000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,9
 44,20000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,9
 44,30000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,9
@@ -449,56 +449,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 44,80000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,9
 44,90000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,9
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+48,90000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,9
+48,100000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,9
+49,10000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,9
+49,20000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,9
+49,30000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,9
+49,40000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,9
+49,50000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,9
+49,60000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,9
+49,70000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,9
+49,80000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,9
+49,90000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,9
+49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,9
 50,10000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,9
 50,20000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,9
 50,30000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,9
@@ -509,26 +509,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,80000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,9
 50,90000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,9
 50,100000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,9
-51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,9
-51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,9
-51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,9
-51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,9
-51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,9
-51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,9
-51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,9
-51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,9
-51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,9
-51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,9
-52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,9
-52,20000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,9
-52,30000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,9
-52,40000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,9
-52,50000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,9
-52,60000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,9
-52,70000,0.2750625,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,9
-52,80000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,9
-52,90000,0.06946875,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,9
-52,100000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,9
+51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,9
+51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,9
+51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,9
+51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,9
+51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,9
+51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,9
+51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,9
+51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,9
+51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,9
+51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,9
+52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,9
+52,20000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,9
+52,30000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,9
+52,40000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,9
+52,50000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,9
+52,60000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,9
+52,70000,0.2750625,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,9
+52,80000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,9
+52,90000,0.06946875,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,9
+52,100000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,9
 53,10000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,9
 53,20000,0.09248438,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,9
 53,30000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,9
@@ -549,16 +549,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 54,80000,0.74924994,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,9
 54,90000,0.7805,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,9
 54,100000,0.64437497,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,9
-55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,9
-55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,9
-55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,9
-55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,9
-55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,9
-55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,9
-55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,9
-55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,9
-55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,9
-55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,9
+55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,9
+55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,9
+55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,9
+55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,9
+55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,9
+55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,9
+55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,9
+55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,9
+55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,9
+55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,9
 56,10000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,9
 56,20000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,9
 56,30000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,9
@@ -569,16 +569,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 56,80000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,9
 56,90000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,9
 56,100000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,9
-57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,9
-57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,9
-57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,9
-57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,9
-57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,9
-57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,9
-57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,9
-57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,9
-57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,9
-57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,9
+57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,9
+57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,9
+57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,9
+57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,9
+57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,9
+57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,9
+57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,9
+57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,9
+57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,9
+57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,9
 58,10000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,9
 58,20000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,9
 58,30000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,9
@@ -589,26 +589,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 58,80000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,9
 58,90000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,9
 58,100000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,9
-59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,9
-59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,9
-59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,9
-59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,9
-59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,9
-59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,9
-59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,9
-59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,9
-59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,9
-59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,9
-60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,9
-60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,9
-60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,9
-60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,9
-60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,9
-60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,9
-60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,9
-60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,9
-60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,9
-60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,9
+59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,9
+59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,9
+59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,9
+59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,9
+59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,9
+59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,9
+59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,9
+59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,9
+59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,9
+59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,9
+60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,9
+60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,9
+60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,9
+60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,9
+60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,9
+60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,9
+60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,9
+60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,9
+60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,9
+60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,9
 61,10000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,9
 61,20000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,9
 61,30000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,9
@@ -619,16 +619,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 61,80000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,9
 61,90000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,9
 61,100000,0.32158595,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,9
-62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,9
-62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,9
-62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,9
-62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,9
-62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,9
-62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,9
-62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,9
-62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,9
-62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,9
-62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,9
+62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,9
+62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,9
+62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,9
+62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,9
+62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,9
+62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,9
+62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,9
+62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,9
+62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,9
+62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,9
 63,10000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,9
 63,20000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,9
 63,30000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,9
@@ -639,16 +639,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 63,80000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,9
 63,90000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,9
 63,100000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,9
-64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,9
-64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,9
-64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,9
-64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,9
-64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,9
-64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,9
-64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,9
-64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,9
-64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,9
-64,100000,0.3610781,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,9
+64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,9
+64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,9
+64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,9
+64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,9
+64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,9
+64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,9
+64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,9
+64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,9
+64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,9
+64,100000,0.3610781,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,9
 65,10000,0.10782812,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,9
 65,20000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,9
 65,30000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,9
@@ -669,16 +669,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 66,80000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,9
 66,90000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,9
 66,100000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,9
-67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,9
-67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,9
-67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,9
-67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,9
-67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,9
-67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,9
-67,70000,0.13879687,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,9
-67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,9
-67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,9
-67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,9
+67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,9
+67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,9
+67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,9
+67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,9
+67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,9
+67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,9
+67,70000,0.13879687,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,9
+67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,9
+67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,9
+67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,9
 68,10000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,9
 68,20000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,9
 68,30000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,9
@@ -709,46 +709,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,80000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,9
 70,90000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,9
 70,100000,0.01548438,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,9
-71,10000,0.05398437,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,9
-71,20000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,9
-71,30000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,9
-71,40000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,9
-71,50000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,9
-71,60000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,9
-71,70000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,9
-71,80000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,9
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-71,100000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,9
-72,10000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,9
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-73,10000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,9
-73,20000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,9
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 75,10000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,9
 75,20000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,9
 75,30000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,9
@@ -769,56 +769,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,80000,0.39767188,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,9
 76,90000,0.27442968,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,9
 76,100000,0.9672344,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,9
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 82,10000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,9
 82,20000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,9
 82,30000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,9
@@ -829,46 +829,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,80000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,9
 82,90000,0.22889063,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,9
 82,100000,0.67380464,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,9
-83,10000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,9
-83,20000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,9
-83,30000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,9
-83,40000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,9
-83,50000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,9
-83,60000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,9
-83,70000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,9
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-86,20000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,NaN,NaN,NaN,NaN,9
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+83,10000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,,,,,9
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+83,100000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,,,,,9
+84,10000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,,,,76.0,9
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+85,50000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,9
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+85,80000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,9
+85,90000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,9
+85,100000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,9
+86,10000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,9
+86,20000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,9
+86,30000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,9
+86,40000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,9
+86,50000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,9
+86,60000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,9
+86,70000,0.33411717,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,9
+86,80000,0.23684373,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,9
+86,90000,0.728914,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,9
+86,100000,0.2800625,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,9
 87,10000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,9
 87,20000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,9
 87,30000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,9
@@ -879,16 +879,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 87,80000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,9
 87,90000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,9
 87,100000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,9
-88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,9
-88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,9
-88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,9
-88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,9
-88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,9
-88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,9
-88,70000,0.16174218,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,9
-88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,9
-88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,9
-88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,9
+88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,9
+88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,9
+88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,9
+88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,9
+88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,9
+88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,9
+88,70000,0.16174218,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,9
+88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,9
+88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,9
+88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,9
 89,10000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,9
 89,20000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,9
 89,30000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,9
@@ -899,36 +899,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 89,80000,0.36917186,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,9
 89,90000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,9
 89,100000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,9
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-90,20000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,9
-90,30000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,9
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+92,100000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,9
 93,10000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,9
 93,20000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,9
 93,30000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,9
@@ -939,36 +939,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 93,80000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,9
 93,90000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,9
 93,100000,0.10036719,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,9
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-94,30000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,9
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 97,10000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,9
 97,20000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,9
 97,30000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,9
@@ -989,36 +989,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 98,80000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,9
 98,90000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,9
 98,100000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,9
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+99,10000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,,,,,9
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 102,10000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,9
 102,20000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,9
 102,30000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,9
@@ -1049,56 +1049,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 104,80000,0.0,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,9
 104,90000,0.7133047,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,9
 104,100000,0.0,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,9
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-105,20000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,9
-105,30000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,9
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 110,10000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,9
 110,20000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,9
 110,30000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,9
@@ -1119,36 +1119,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 111,80000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,9
 111,90000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,9
 111,100000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,9
-112,10000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,9
-112,20000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,9
-112,30000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,9
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 115,10000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,9
 115,20000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,9
 115,30000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,9
@@ -1159,26 +1159,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 115,80000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,9
 115,90000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,9
 115,100000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,9
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 118,10000,0.06151562,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,9
 118,20000,0.06939843,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,9
 118,30000,0.03857031,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,9
@@ -1189,56 +1189,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 118,80000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,9
 118,90000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,9
 118,100000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,9
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@@ -1249,136 +1249,136 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 138,10000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,9
 138,20000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,9
 138,30000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,9
@@ -1389,56 +1389,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 138,80000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,9
 138,90000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,9
 138,100000,0.09241406,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,9
-139,10000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,9
-139,20000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,9
-139,30000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,9
-139,40000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,9
-139,50000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,9
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+143,100000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,9
 144,10000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,9
 144,20000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,9
 144,30000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,9
@@ -1449,36 +1449,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 144,80000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,9
 144,90000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,9
 144,100000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,9
-145,10000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,9
-145,20000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,9
-145,30000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,9
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+147,60000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,9
+147,70000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,9
+147,80000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,9
+147,90000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,9
+147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,9
 148,10000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,9
 148,20000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,9
 148,30000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,9
@@ -1489,16 +1489,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 148,80000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,9
 148,90000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,9
 148,100000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,9
-149,10000,0.14604688,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,9
-149,20000,0.03857031,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,9
-149,30000,0.06946875,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,9
-149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,9
-149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,9
-149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,9
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-149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,9
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+149,20000,0.03857031,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,9
+149,30000,0.06946875,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,9
+149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,9
+149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,9
+149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,9
+149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,9
+149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,9
+149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,9
+149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,9
 150,10000,0.12324218,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,9
 150,20000,0.07721094,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,9
 150,30000,0.06165625,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,9
@@ -1509,26 +1509,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 150,80000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,9
 150,90000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,9
 150,100000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,9
-151,10000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,9
-151,20000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,9
-151,30000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,9
-151,40000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,9
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+152,100000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,9
 153,10000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,9
 153,20000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,9
 153,30000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,9
@@ -1549,16 +1549,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 154,80000,0.19841407,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,9
 154,90000,0.33425778,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,9
 154,100000,0.2063672,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,9
-155,10000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,9
-155,20000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,9
-155,30000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,9
-155,40000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,9
-155,50000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,9
-155,60000,0.5028359,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,9
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 156,10000,0.1311953,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,9
 156,20000,0.04617187,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,9
 156,30000,0.0385,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,9
@@ -1569,106 +1569,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 156,80000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,9
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 156,100000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,9
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+166,100000,0.0,32,False,415038,0.89564078,0.00403637,983,0.12912894,False,,,,,9
 167,10000,0.06939843,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,9
 167,20000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,9
 167,30000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,9
@@ -1679,26 +1679,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 167,80000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,9
 167,90000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,9
 167,100000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,9
-168,10000,0.05384375,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,9
-168,20000,0.03089844,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,9
-168,30000,0.0463125,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,9
-168,40000,0.06932813,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,9
-168,50000,0.04617187,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,9
-168,60000,0.09241407,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,9
-168,70000,0.03857032,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,9
-168,80000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,9
-168,90000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,9
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-169,20000,0.04617187,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,9
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+169,60000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,9
+169,70000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,9
+169,80000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,9
+169,90000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,9
+169,100000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,9
 170,10000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,9
 170,20000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,9
 170,30000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,9
@@ -1719,26 +1719,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 171,80000,0.9633672,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,9
 171,90000,0.9295078,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,9
 171,100000,0.6231172,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,9
-172,10000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,9
-172,20000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,9
-172,30000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,9
-172,40000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,9
-172,50000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,9
-172,60000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,9
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 174,10000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,9
 174,20000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,9
 174,30000,0.03871094,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,9
@@ -1749,16 +1749,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 174,80000,0.4949453,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,9
 174,90000,0.25873438,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,9
 174,100000,0.27414843,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,9
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 176,10000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,9
 176,20000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,9
 176,30000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,9
@@ -1769,16 +1769,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,80000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,9
 176,90000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,9
 176,100000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,9
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 178,10000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,9
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@@ -1789,166 +1789,166 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 178,80000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,9
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 195,10000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,9
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 195,30000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,9
@@ -1969,26 +1969,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 196,80000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,9
 196,90000,0.08488281,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,9
 196,100000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,9
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-197,20000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,9
-197,30000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,9
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-197,70000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,9
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+198,100000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,9
 199,10000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,9
 199,20000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,9
 199,30000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,9
@@ -1999,16 +1999,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 199,80000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,9
 199,90000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,9
 199,100000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,9
-200,10000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,9
-200,20000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,9
-200,30000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,9
-200,40000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,9
-200,50000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,9
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-200,80000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,9
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+200,50000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,9
+200,60000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,9
+200,70000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,9
+200,80000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,9
+200,90000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,9
+200,100000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,9
 201,10000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,9
 201,20000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,9
 201,30000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,9
@@ -2019,26 +2019,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 201,80000,0.3787422,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,9
 201,90000,0.91994524,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,9
 201,100000,0.6735234,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,9
-202,10000,0.138375,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,9
-202,20000,0.10022656,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,9
-202,30000,0.06946875,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,9
-202,40000,0.06158594,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,9
-202,50000,0.09255469,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,9
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 204,10000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,9
 204,20000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,9
 204,30000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,9
@@ -2049,56 +2049,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 204,80000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,9
 204,90000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,9
 204,100000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,9
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 210,10000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,9
 210,20000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,9
 210,30000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,9
@@ -2109,36 +2109,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 210,80000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,9
 210,90000,0.24289843,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,9
 210,100000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,9
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 214,10000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,9
 214,20000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,9
 214,30000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,9
@@ -2149,86 +2149,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,80000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,9
 214,90000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,9
 214,100000,0.11557031,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,9
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 223,10000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,9
 223,20000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,9
 223,30000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,9
@@ -2249,16 +2249,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 224,80000,0.0,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,9
 224,90000,0.10015625,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,9
 224,100000,0.34333596,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,9
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 226,10000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,9
 226,20000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,9
 226,30000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,9
@@ -2279,66 +2279,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 227,80000,0.61651564,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,9
 227,90000,0.74419534,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,9
 227,100000,0.96160936,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,9
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 234,10000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,9
 234,20000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,9
 234,30000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,9
@@ -2369,56 +2369,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 236,80000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,9
 236,90000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,9
 236,100000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,9
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 242,10000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,9
 242,20000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,9
 242,30000,0.04624219,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,9
@@ -2429,36 +2429,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 242,80000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,9
 242,90000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,9
 242,100000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,9
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+245,100000,0.0,32,False,568263,0.5697526,0.01057962,1964,0.06988661,True,,,,14.0,9
 246,10000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,9
 246,20000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,9
 246,30000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,9
@@ -2469,46 +2469,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 246,80000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,9
 246,90000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,9
 246,100000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,9
-247,10000,0.01541406,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,9
-247,20000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,9
-247,30000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,9
-247,40000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,9
-247,50000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,9
-247,60000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,9
-247,70000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,9
-247,80000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,9
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-247,100000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,9
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+250,60000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,9
+250,70000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,9
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+250,100000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,9
 251,10000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,9
 251,20000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,9
 251,30000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,9
@@ -2519,16 +2519,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 251,80000,0.10775781,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,9
 251,90000,0.2840703,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,9
 251,100000,0.3108203,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,9
-252,10000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,9
-252,20000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,9
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 253,10000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,9
 253,20000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,9
 253,30000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,9
@@ -2539,66 +2539,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 253,80000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,9
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 253,100000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,9
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 4,10000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,0
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@@ -2619,56 +2619,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 5,80000,0.29821876,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,0
 5,90000,0.6235391,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,0
 5,100000,0.7974609,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,0
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+10,100000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,0
 11,10000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,0
 11,20000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,0
 11,30000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,0
@@ -2679,26 +2679,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 11,80000,0.3101172,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,0
 11,90000,0.1367578,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,0
 11,100000,0.18370312,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,0
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-12,30000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,0
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+13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,0
 14,10000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,0
 14,20000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,0
 14,30000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,0
@@ -2709,26 +2709,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 14,80000,0.18314062,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,0
 14,90000,0.89615625,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,0
 14,100000,0.9548594,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,0
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 17,10000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,0
 17,20000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,0
 17,30000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,0
@@ -2739,26 +2739,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 17,80000,0.02301563,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,0
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 17,100000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,0
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 20,10000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,0
 20,20000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,0
 20,30000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,0
@@ -2769,76 +2769,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 20,80000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,0
 20,90000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,0
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@@ -2849,56 +2849,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 28,80000,0.39064062,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,0
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@@ -2909,96 +2909,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 34,80000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,0
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@@ -3009,56 +3009,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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+49,50000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,0
+49,60000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,0
+49,70000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,0
+49,80000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,0
+49,90000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,0
+49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,0
 50,10000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,0
 50,20000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,0
 50,30000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,0
@@ -3069,26 +3069,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,80000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,0
 50,90000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,0
 50,100000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,0
-51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,0
-51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,0
-51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,0
-51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,0
-51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,0
-51,60000,0.01548438,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,0
-51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,0
-51,80000,0.03075781,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,0
-51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,0
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+52,60000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,0
+52,70000,0.29110938,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,0
+52,80000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,0
+52,90000,0.077,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,0
+52,100000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,0
 53,10000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,0
 53,20000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,0
 53,30000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,0
@@ -3109,16 +3109,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 54,80000,0.7822578,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,0
 54,90000,0.9689219,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,0
 54,100000,0.1606875,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,0
-55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,0
-55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,0
-55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,0
-55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,0
-55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,0
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+55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,0
+55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,0
+55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,0
+55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,0
+55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,0
+55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,0
+55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,0
+55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,0
 56,10000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,0
 56,20000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,0
 56,30000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,0
@@ -3129,16 +3129,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 56,80000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,0
 56,90000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,0
 56,100000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,0
-57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,0
-57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,0
-57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,0
-57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,0
-57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,0
-57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,0
-57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,0
-57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,0
-57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,0
-57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,0
+57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,0
+57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,0
+57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,0
+57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,0
+57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,0
+57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,0
+57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,0
+57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,0
+57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,0
+57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,0
 58,10000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,0
 58,20000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,0
 58,30000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,0
@@ -3149,26 +3149,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 58,80000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,0
 58,90000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,0
 58,100000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,0
-59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,0
-59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,0
-59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,0
-59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,0
-59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,0
-59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,0
-59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,0
-59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,0
-59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,0
-59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,0
-60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,0
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-60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,0
-60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,0
+59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,0
+59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,0
+59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,0
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+59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,0
+59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,0
+59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,0
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+59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,0
+59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,0
+60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,0
+60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,0
+60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,0
+60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,0
+60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,0
+60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,0
+60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,0
+60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,0
+60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,0
+60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,0
 61,10000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,0
 61,20000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,0
 61,30000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,0
@@ -3179,16 +3179,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 61,80000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,0
 61,90000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,0
 61,100000,0.16026562,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,0
-62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,0
-62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,0
-62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,0
-62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,0
-62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,0
-62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,0
-62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,0
-62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,0
-62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,0
-62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,0
+62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,0
+62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,0
+62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,0
+62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,0
+62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,0
+62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,0
+62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,0
+62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,0
+62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,0
+62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,0
 63,10000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,0
 63,20000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,0
 63,30000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,0
@@ -3199,16 +3199,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 63,80000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,0
 63,90000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,0
 63,100000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,0
-64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,0
-64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,0
-64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,0
-64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,0
-64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,0
-64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,0
-64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,0
-64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,0
-64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,0
-64,100000,0.280625,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,0
+64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,0
+64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,0
+64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,0
+64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,0
+64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,0
+64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,0
+64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,0
+64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,0
+64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,0
+64,100000,0.280625,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,0
 65,10000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,0
 65,20000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,0
 65,30000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,0
@@ -3229,16 +3229,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 66,80000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,0
 66,90000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,0
 66,100000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,0
-67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,0
-67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,0
-67,30000,0.131125,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,0
-67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,0
-67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,0
-67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,0
-67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,0
-67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,0
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+67,30000,0.131125,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,0
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+67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,0
 68,10000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,0
 68,20000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,0
 68,30000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,0
@@ -3269,46 +3269,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,80000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,0
 70,90000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,0
 70,100000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,0
-71,10000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,0
-71,20000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,0
-71,30000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,0
-71,40000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,0
-71,50000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,0
-71,60000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,0
-71,70000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,0
-71,80000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,0
-71,90000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,0
-71,100000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,0
-72,10000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,0
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-73,10000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,0
-73,20000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,0
-73,30000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,0
-73,40000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,0
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-73,70000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,0
-73,80000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,0
-73,90000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,0
-73,100000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,0
-74,10000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,0
-74,20000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,0
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+74,10000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,0
+74,20000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,0
+74,30000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,0
+74,40000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,0
+74,50000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,0
+74,60000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,0
+74,70000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,0
+74,80000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,0
+74,90000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,0
+74,100000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,0
 75,10000,0.10015625,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,0
 75,20000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,0
 75,30000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,0
@@ -3329,56 +3329,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,80000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,0
 76,90000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,0
 76,100000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,0
-77,10000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,0
-77,20000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,0
-77,30000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,0
-77,40000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,0
-77,50000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,0
-77,60000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,0
-77,70000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,0
-77,80000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,0
-77,90000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,0
-77,100000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,0
-78,10000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,0
-78,20000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,0
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-78,40000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,0
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-78,60000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,0
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-78,80000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,0
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+77,10000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,,,,83.0,0
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+81,100000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,0
 82,10000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,0
 82,20000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,0
 82,30000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,0
@@ -3389,46 +3389,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,80000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,0
 82,90000,0.20552345,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,0
 82,100000,0.59870315,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,0
-83,10000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,0
-83,20000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,0
-83,30000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,0
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+86,100000,0.4385,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,0
 87,10000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,0
 87,20000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,0
 87,30000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,0
@@ -3439,16 +3439,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 87,80000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,0
 87,90000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,0
 87,100000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,0
-88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,0
-88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,0
-88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,0
-88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,0
-88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,0
-88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,0
-88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,0
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-88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,0
+88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,0
+88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,0
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+88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,0
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+88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,0
 89,10000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,0
 89,20000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,0
 89,30000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,0
@@ -3459,36 +3459,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 89,80000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,0
 89,90000,0.04589063,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,0
 89,100000,0.4380781,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,0
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+92,100000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,0
 93,10000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,0
 93,20000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,0
 93,30000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,0
@@ -3499,36 +3499,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 93,80000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,0
 93,90000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,0
 93,100000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,0
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 97,10000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,0
 97,20000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,0
 97,30000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,0
@@ -3549,36 +3549,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 98,80000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,0
 98,90000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,0
 98,100000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,0
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 102,10000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,0
 102,20000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,0
 102,30000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,0
@@ -3609,56 +3609,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 104,80000,0.29603904,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,0
 104,90000,0.0,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,0
 104,100000,0.95710933,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,0
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 110,10000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,0
 110,20000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,0
 110,30000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,0
@@ -3679,36 +3679,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 111,80000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,0
 111,90000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,0
 111,100000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,0
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 115,10000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,0
 115,20000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,0
 115,30000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,0
@@ -3719,26 +3719,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 115,80000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,0
 115,90000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,0
 115,100000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,0
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 118,10000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,0
 118,20000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,0
 118,30000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,0
@@ -3749,56 +3749,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 118,80000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,0
 118,90000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,0
 118,100000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,0
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@@ -3809,136 +3809,136 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -3949,56 +3949,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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+143,100000,0.10008594,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,0
 144,10000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,0
 144,20000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,0
 144,30000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,0
@@ -4009,36 +4009,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 144,80000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,0
 144,90000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,0
 144,100000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,0
-145,10000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,0
-145,20000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,0
-145,30000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,0
-145,40000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,0
-145,50000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,0
-145,60000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,0
-145,70000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,0
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-146,10000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,0
-146,20000,0.06953906,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,0
-146,30000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,0
-146,40000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,0
-146,50000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,0
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+147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,0
 148,10000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,0
 148,20000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,0
 148,30000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,0
@@ -4049,16 +4049,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 148,80000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,0
 148,90000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,0
 148,100000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,0
-149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,0
-149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,0
-149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,0
-149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,0
-149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,0
-149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,0
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+149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,0
+149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,0
+149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,0
 150,10000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,0
 150,20000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,0
 150,30000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,0
@@ -4069,26 +4069,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 150,80000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,0
 150,90000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,0
 150,100000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,0
-151,10000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,0
-151,20000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,0
-151,30000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,0
-151,40000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,0
-151,50000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,0
-151,60000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,0
-151,70000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,0
-151,80000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,0
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-151,100000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,0
-152,10000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,NaN,NaN,NaN,NaN,0
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@@ -4109,16 +4109,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 154,80000,0.49339843,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,0
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 156,10000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,0
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@@ -4129,106 +4129,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 156,80000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,0
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@@ -4239,26 +4239,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 167,80000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,0
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 170,10000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,0
 170,20000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,0
 170,30000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,0
@@ -4279,26 +4279,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 171,80000,0.57300776,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,0
 171,90000,0.95760155,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,0
 171,100000,0.95535153,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,0
-172,10000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,0
-172,20000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,0
-172,30000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,0
-172,40000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,0
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 174,10000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,0
 174,20000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,0
 174,30000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,0
@@ -4309,16 +4309,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 174,80000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,0
 174,90000,0.23374999,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,0
 174,100000,0.91304684,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,0
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-175,20000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,0
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 176,10000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,0
 176,20000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,0
 176,30000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,0
@@ -4329,16 +4329,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,80000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,0
 176,90000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,0
 176,100000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,0
-177,10000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,0
-177,20000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,0
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 178,10000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,0
 178,20000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,0
 178,30000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,0
@@ -4349,166 +4349,166 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 178,80000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,0
 178,90000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,0
 178,100000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,0
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 195,10000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,0
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@@ -4529,26 +4529,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 196,80000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,0
 196,90000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,0
 196,100000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,0
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 199,10000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,0
 199,20000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,0
 199,30000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,0
@@ -4559,16 +4559,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 199,80000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,0
 199,90000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,0
 199,100000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,0
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 201,10000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,0
 201,20000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,0
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@@ -4579,26 +4579,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 201,80000,0.95935935,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,0
 201,90000,0.96153903,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,0
 201,100000,0.7661484,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,0
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 204,10000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,0
 204,20000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,0
 204,30000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,0
@@ -4609,56 +4609,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 204,80000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,0
 204,90000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,0
 204,100000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,0
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 210,10000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,0
 210,20000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,0
 210,30000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,0
@@ -4669,36 +4669,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 210,80000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,0
 210,90000,0.0848125,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,0
 210,100000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,0
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@@ -4709,86 +4709,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -4809,16 +4809,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 224,80000,0.17532814,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,0
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@@ -4839,66 +4839,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -4929,56 +4929,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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+241,100000,0.0,128,False,611164,0.84754402,0.00015484,763,0.18722412,True,,,,65.0,0
 242,10000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,0
 242,20000,0.3047656,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,0
 242,30000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,0
@@ -4989,36 +4989,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 242,80000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,0
 242,90000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,0
 242,100000,0.1846875,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,0
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 246,10000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,0
 246,20000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,0
 246,30000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,0
@@ -5029,46 +5029,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 246,80000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,0
 246,90000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,0
 246,100000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,0
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 251,10000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,0
 251,20000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,0
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@@ -5079,16 +5079,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 251,80000,0.1155,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,0
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 253,10000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,0
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@@ -5099,66 +5099,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 253,80000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,0
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+3,100000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,7
 4,10000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,7
 4,20000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,7
 4,30000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,7
@@ -5179,56 +5179,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 5,80000,0.0,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,7
 5,90000,0.51592964,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,7
 5,100000,0.46876562,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,7
-6,10000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,7
-6,20000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,7
-6,30000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,7
-6,40000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,7
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-6,90000,0.31285936,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,7
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-8,70000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,7
-8,80000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,7
-8,90000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,7
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+10,60000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,7
+10,70000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,7
+10,80000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,7
+10,90000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,7
+10,100000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,7
 11,10000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,7
 11,20000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,7
 11,30000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,7
@@ -5239,26 +5239,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 11,80000,0.16026562,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,7
 11,90000,0.19792187,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,7
 11,100000,0.02322656,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,7
-12,10000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,7
-12,20000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,7
-12,30000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,7
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+13,60000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,7
+13,70000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,7
+13,80000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,7
+13,90000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,7
+13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,7
 14,10000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,7
 14,20000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,7
 14,30000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,7
@@ -5269,26 +5269,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 14,80000,0.7636797,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,7
 14,90000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,7
 14,100000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,7
-15,10000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,7
-15,20000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,7
-15,30000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,7
-15,40000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,7
-15,50000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,7
-15,60000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,7
-15,70000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,7
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-15,100000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,7
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+16,50000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,7
+16,60000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,7
+16,70000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,7
+16,80000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,7
+16,90000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,7
+16,100000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,7
 17,10000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,7
 17,20000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,7
 17,30000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,7
@@ -5299,26 +5299,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 17,80000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,7
 17,90000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,7
 17,100000,0.05391406,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,7
-18,10000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,7
-18,20000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,7
-18,30000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,7
-18,40000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,7
-18,50000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,7
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+19,100000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,7
 20,10000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,7
 20,20000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,7
 20,30000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,7
@@ -5329,76 +5329,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 20,80000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,7
 20,90000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,7
 20,100000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,7
-21,10000,0.0,128,False,903819,0.54171122,0.00057672,1197,0.19242534,True,NaN,NaN,NaN,93.0,7
-21,20000,0.0,128,False,903819,0.54171122,0.00057672,1197,0.19242534,True,NaN,NaN,NaN,93.0,7
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@@ -5409,56 +5409,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 28,80000,0.5260547,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,7
 28,90000,0.16828907,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,7
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 34,10000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,7
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@@ -5469,96 +5469,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 34,80000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,7
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@@ -5569,56 +5569,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 44,80000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,7
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+49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,7
 50,10000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,7
 50,20000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,7
 50,30000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,7
@@ -5629,26 +5629,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,80000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,7
 50,90000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,7
 50,100000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,7
-51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,7
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+52,100000,0.12289062,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,7
 53,10000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,7
 53,20000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,7
 53,30000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,7
@@ -5669,16 +5669,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 54,80000,0.8466719,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,7
 54,90000,0.95732033,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,7
 54,100000,0.93739843,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,7
-55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,7
-55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,7
-55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,7
-55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,7
-55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,7
-55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,7
-55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,7
-55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,7
-55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,7
-55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,7
+55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,7
+55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,7
+55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,7
+55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,7
+55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,7
+55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,7
+55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,7
+55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,7
+55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,7
+55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,7
 56,10000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,7
 56,20000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,7
 56,30000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,7
@@ -5689,16 +5689,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 56,80000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,7
 56,90000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,7
 56,100000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,7
-57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,7
-57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,7
-57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,7
-57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,7
-57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,7
-57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,7
-57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,7
-57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,7
-57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,7
-57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,7
+57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,7
+57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,7
+57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,7
+57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,7
+57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,7
+57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,7
+57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,7
+57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,7
+57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,7
+57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,7
 58,10000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,7
 58,20000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,7
 58,30000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,7
@@ -5709,26 +5709,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 58,80000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,7
 58,90000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,7
 58,100000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,7
-59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,7
-59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,7
-59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,7
-59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,7
-59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,7
-59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,7
-59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,7
-59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,7
-59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,7
-59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,7
-60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,7
-60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,7
-60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,7
-60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,7
-60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,7
-60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,7
-60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,7
-60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,7
-60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,7
-60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,7
+59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,7
+59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,7
+59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,7
+59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,7
+59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,7
+59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,7
+59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,7
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+59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,7
+60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,7
+60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,7
+60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,7
+60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,7
+60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,7
+60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,7
+60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,7
+60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,7
+60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,7
+60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,7
 61,10000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,7
 61,20000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,7
 61,30000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,7
@@ -5739,16 +5739,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 61,80000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,7
 61,90000,0.10782812,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,7
 61,100000,0.00774219,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,7
-62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,7
-62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,7
-62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,7
-62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,7
-62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,7
-62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,7
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+62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,7
+62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,7
+62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,7
+62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,7
+62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,7
+62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,7
+62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,7
+62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,7
+62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,7
+62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,7
 63,10000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,7
 63,20000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,7
 63,30000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,7
@@ -5759,16 +5759,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 63,80000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,7
 63,90000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,7
 63,100000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,7
-64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,7
-64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,7
-64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,7
-64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,7
-64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,7
-64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,7
-64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,7
-64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,7
-64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,7
-64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,7
+64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,7
+64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,7
+64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,7
+64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,7
+64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,7
+64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,7
+64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,7
+64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,7
+64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,7
+64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,7
 65,10000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,7
 65,20000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,7
 65,30000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,7
@@ -5789,16 +5789,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 66,80000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,7
 66,90000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,7
 66,100000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,7
-67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,7
-67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,7
-67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,7
-67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,7
-67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,7
-67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,7
-67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,7
-67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,7
-67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,7
-67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,7
+67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,7
+67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,7
+67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,7
+67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,7
+67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,7
+67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,7
+67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,7
+67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,7
+67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,7
+67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,7
 68,10000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,7
 68,20000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,7
 68,30000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,7
@@ -5829,46 +5829,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,80000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,7
 70,90000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,7
 70,100000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,7
-71,10000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,7
-71,20000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,7
-71,30000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,7
-71,40000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,7
-71,50000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,7
-71,60000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,7
-71,70000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,7
-71,80000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,7
-71,90000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,7
-71,100000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,7
-72,10000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,7
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-73,10000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,7
-73,20000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,7
-73,30000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,7
-73,40000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,7
-73,50000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,7
-73,60000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,7
-73,70000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,7
-73,80000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,7
-73,90000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,7
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-74,10000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,7
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+71,10000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,7
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+71,100000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,7
+72,10000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,,,,45.0,7
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+73,10000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,7
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+73,70000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,7
+73,80000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,7
+73,90000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,7
+73,100000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,7
+74,10000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,7
+74,20000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,7
+74,30000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,7
+74,40000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,7
+74,50000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,7
+74,60000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,7
+74,70000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,7
+74,80000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,7
+74,90000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,7
+74,100000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,7
 75,10000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,7
 75,20000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,7
 75,30000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,7
@@ -5889,56 +5889,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,80000,0.46439844,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,7
 76,90000,0.10726562,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,7
 76,100000,0.51676565,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,7
-77,10000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,7
-77,20000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,7
-77,30000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,7
-77,40000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,7
-77,50000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,7
-77,60000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,7
-77,70000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,7
-77,80000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,7
-77,90000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,7
-77,100000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,7
-78,10000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,7
-78,20000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,7
-78,30000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,7
-78,40000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,7
-78,50000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,7
-78,60000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,7
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 82,10000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,7
 82,20000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,7
 82,30000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,7
@@ -5949,46 +5949,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,80000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,7
 82,90000,0.06144531,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,7
 82,100000,0.24437499,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,7
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+85,60000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,7
+85,70000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,7
+85,80000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,7
+85,90000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,7
+85,100000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,7
+86,10000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,7
+86,20000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,7
+86,30000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,7
+86,40000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,7
+86,50000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,7
+86,60000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,7
+86,70000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,7
+86,80000,0.09973437,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,7
+86,90000,0.6323437,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,7
+86,100000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,7
 87,10000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,7
 87,20000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,7
 87,30000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,7
@@ -5999,16 +5999,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 87,80000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,7
 87,90000,0.03871094,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,7
 87,100000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,7
-88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,7
-88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,7
-88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,7
-88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,7
-88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,7
-88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,7
-88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,7
-88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,7
-88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,7
-88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,7
+88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,7
+88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,7
+88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,7
+88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,7
+88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,7
+88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,7
+88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,7
+88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,7
+88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,7
+88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,7
 89,10000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,7
 89,20000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,7
 89,30000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,7
@@ -6019,36 +6019,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 89,80000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,7
 89,90000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,7
 89,100000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,7
-90,10000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,7
-90,20000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,7
-90,30000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,7
-90,40000,0.1311953,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,7
-90,50000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,7
-90,60000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,7
-90,70000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,7
-90,80000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,7
-90,90000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,7
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+92,20000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,7
+92,30000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,7
+92,40000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,7
+92,50000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,7
+92,60000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,7
+92,70000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,7
+92,80000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,7
+92,90000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,7
+92,100000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,7
 93,10000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,7
 93,20000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,7
 93,30000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,7
@@ -6059,36 +6059,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 93,80000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,7
 93,90000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,7
 93,100000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,7
-94,10000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,7
-94,20000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,7
-94,30000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,7
-94,40000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,7
-94,50000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,7
-94,60000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,7
-94,70000,0.10789844,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,7
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+94,10000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,,,,80.0,7
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+95,10000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,,7
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+95,100000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,,7
+96,10000,0.0,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,7
+96,20000,0.0,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,7
+96,30000,0.0,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,7
+96,40000,0.15224218,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,7
+96,50000,0.57680464,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,7
+96,60000,0.63670313,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,7
+96,70000,0.93619525,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,7
+96,80000,0.96625,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,7
+96,90000,0.96442187,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,7
+96,100000,0.2816797,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,7
 97,10000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,7
 97,20000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,7
 97,30000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,7
@@ -6109,36 +6109,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 98,80000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,7
 98,90000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,7
 98,100000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,7
-99,10000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,7
-99,20000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,7
-99,30000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,7
-99,40000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,7
-99,50000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,7
-99,60000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,7
-99,70000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,7
-99,80000,0.04596094,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,7
-99,90000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,7
-99,100000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,7
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-100,30000,0.0,32,False,888380,0.93015534,0.00184077,705,0.110221,False,NaN,NaN,NaN,NaN,7
-100,40000,0.0,32,False,888380,0.93015534,0.00184077,705,0.110221,False,NaN,NaN,NaN,NaN,7
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-100,100000,0.0,32,False,888380,0.93015534,0.00184077,705,0.110221,False,NaN,NaN,NaN,NaN,7
-101,10000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,NaN,7
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+99,10000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,,,,,7
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+101,40000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,7
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+101,60000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,7
+101,70000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,7
+101,80000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,7
+101,90000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,7
+101,100000,0.7105391,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,7
 102,10000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,7
 102,20000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,7
 102,30000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,7
@@ -6169,56 +6169,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 104,80000,0.07685937,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,7
 104,90000,0.03871094,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,7
 104,100000,0.0,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,7
-105,10000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,7
-105,20000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,7
-105,30000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,7
-105,40000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,7
-105,50000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,7
-105,60000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,7
-105,70000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,7
-105,80000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,7
-105,90000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,7
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 110,10000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,7
 110,20000,0.03082813,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,7
 110,30000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,7
@@ -6239,36 +6239,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 111,80000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,7
 111,90000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,7
 111,100000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,7
-112,10000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,7
-112,20000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,7
-112,30000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,7
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 115,10000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,7
 115,20000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,7
 115,30000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,7
@@ -6279,26 +6279,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 115,80000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,7
 115,90000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,7
 115,100000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,7
-116,10000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,7
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 118,10000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,7
 118,20000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,7
 118,30000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,7
@@ -6309,56 +6309,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 118,80000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,7
 118,90000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,7
 118,100000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,7
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 124,10000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,7
 124,20000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,7
 124,30000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,7
@@ -6369,136 +6369,136 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 124,80000,0.12155468,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,7
 124,90000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,7
 124,100000,0.06897657,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,7
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 138,10000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,7
 138,20000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,7
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@@ -6509,56 +6509,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 138,80000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,7
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+143,100000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,7
 144,10000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,7
 144,20000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,7
 144,30000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,7
@@ -6569,36 +6569,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 144,80000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,7
 144,90000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,7
 144,100000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,7
-145,10000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,7
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+147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,7
 148,10000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,7
 148,20000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,7
 148,30000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,7
@@ -6609,16 +6609,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 148,80000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,7
 148,90000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,7
 148,100000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,7
-149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,7
-149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,7
-149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,7
-149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,7
-149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,7
-149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,7
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+149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,7
+149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,7
+149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,7
+149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,7
+149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,7
+149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,7
+149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,7
+149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,7
+149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,7
+149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,7
 150,10000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,7
 150,20000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,7
 150,30000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,7
@@ -6629,26 +6629,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 150,80000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,7
 150,90000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,7
 150,100000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,7
-151,10000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,7
-151,20000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,7
-151,30000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,7
-151,40000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,7
-151,50000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,7
-151,60000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,7
-151,70000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,7
-151,80000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,7
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+152,60000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,7
+152,70000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,7
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+152,100000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,7
 153,10000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,7
 153,20000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,7
 153,30000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,7
@@ -6669,16 +6669,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 154,80000,0.16878125,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,7
 154,90000,0.6029922,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,7
 154,100000,0.38985938,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,7
-155,10000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,7
-155,20000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,7
-155,30000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,7
-155,40000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,7
-155,50000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,7
-155,60000,0.50726557,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,7
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+155,60000,0.50726557,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,7
+155,70000,0.75635934,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,7
+155,80000,0.96519524,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,7
+155,90000,0.9658984,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,7
+155,100000,0.9670937,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,7
 156,10000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,7
 156,20000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,7
 156,30000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,7
@@ -6689,106 +6689,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 156,80000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,7
 156,90000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,7
 156,100000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,7
-157,10000,0.0,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,7
-157,20000,0.0,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,7
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+166,60000,0.0,32,False,415038,0.89564078,0.00403637,983,0.12912894,False,,,,,7
+166,70000,0.0,32,False,415038,0.89564078,0.00403637,983,0.12912894,False,,,,,7
+166,80000,0.0,32,False,415038,0.89564078,0.00403637,983,0.12912894,False,,,,,7
+166,90000,0.0,32,False,415038,0.89564078,0.00403637,983,0.12912894,False,,,,,7
+166,100000,0.0,32,False,415038,0.89564078,0.00403637,983,0.12912894,False,,,,,7
 167,10000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,7
 167,20000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,7
 167,30000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,7
@@ -6799,26 +6799,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 167,80000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,7
 167,90000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,7
 167,100000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,7
-168,10000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,7
-168,20000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,7
-168,30000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,7
-168,40000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,7
-168,50000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,7
-168,60000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,7
-168,70000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,7
-168,80000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,7
-168,90000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,7
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+169,40000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,7
+169,50000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,7
+169,60000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,7
+169,70000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,7
+169,80000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,7
+169,90000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,7
+169,100000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,7
 170,10000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,7
 170,20000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,7
 170,30000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,7
@@ -6839,26 +6839,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 171,80000,0.95542186,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,7
 171,90000,0.95584375,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,7
 171,100000,0.0,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,7
-172,10000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,7
-172,20000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,7
-172,30000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,7
-172,40000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,7
-172,50000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,7
-172,60000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,7
-172,70000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,7
-172,80000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,7
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+173,80000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,,7
+173,90000,0.17504686,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,,7
+173,100000,0.37965626,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,,7
 174,10000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,7
 174,20000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,7
 174,30000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,7
@@ -6869,16 +6869,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 174,80000,0.9317578,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,7
 174,90000,0.88551563,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,7
 174,100000,0.9448516,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,7
-175,10000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,7
-175,20000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,7
-175,30000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,7
-175,40000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,7
-175,50000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,7
-175,60000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,7
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+175,40000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,7
+175,50000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,7
+175,60000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,7
+175,70000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,7
+175,80000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,7
+175,90000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,7
+175,100000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,7
 176,10000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,7
 176,20000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,7
 176,30000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,7
@@ -6889,16 +6889,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,80000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,7
 176,90000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,7
 176,100000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,7
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+177,90000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,,7
+177,100000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,,7
 178,10000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,7
 178,20000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,7
 178,30000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,7
@@ -6909,166 +6909,166 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 178,80000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,7
 178,90000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,7
 178,100000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,7
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 195,10000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,7
 195,20000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,7
 195,30000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,7
@@ -7089,26 +7089,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 196,80000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,7
 196,90000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,7
 196,100000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,7
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-197,20000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,7
-197,30000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,7
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-197,50000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,7
-197,60000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,7
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 199,10000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,7
 199,20000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,7
 199,30000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,7
@@ -7119,16 +7119,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 199,80000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,7
 199,90000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,7
 199,100000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,7
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-200,50000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,7
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+200,100000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,7
 201,10000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,7
 201,20000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,7
 201,30000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,7
@@ -7139,26 +7139,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 201,80000,0.8607578,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,7
 201,90000,0.953664,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,7
 201,100000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,7
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-202,30000,0.0,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,7
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 204,10000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,7
 204,20000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,7
 204,30000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,7
@@ -7169,56 +7169,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 204,80000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,7
 204,90000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,7
 204,100000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,7
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+209,100000,0.0,32,False,733383,0.83484245,1.208e-05,1765,0.19135774,False,,,,,7
 210,10000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,7
 210,20000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,7
 210,30000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,7
@@ -7229,36 +7229,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 210,80000,0.03096875,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,7
 210,90000,0.08509375,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,7
 210,100000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,7
-211,10000,0.0,64,False,869735,0.99670261,0.00659643,952,0.166953,True,NaN,NaN,NaN,98.0,7
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-211,30000,0.0,64,False,869735,0.99670261,0.00659643,952,0.166953,True,NaN,NaN,NaN,98.0,7
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-211,50000,0.0,64,False,869735,0.99670261,0.00659643,952,0.166953,True,NaN,NaN,NaN,98.0,7
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@@ -7269,86 +7269,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,80000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,7
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 223,10000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,7
 223,20000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,7
 223,30000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,7
@@ -7369,16 +7369,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 224,80000,0.0,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,7
 224,90000,0.0,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,7
 224,100000,0.0,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,7
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 226,10000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,7
 226,20000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,7
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@@ -7399,66 +7399,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 227,80000,0.9463515,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,7
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@@ -7489,56 +7489,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 242,10000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,7
 242,20000,0.1668125,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,7
 242,30000,0.6443047,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,7
@@ -7549,36 +7549,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 242,80000,0.3794453,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,7
 242,90000,0.32855466,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,7
 242,100000,0.40928906,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,7
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 246,10000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,7
 246,20000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,7
 246,30000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,7
@@ -7589,46 +7589,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 246,80000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,7
 246,90000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,7
 246,100000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,7
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 251,10000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,7
 251,20000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,7
 251,30000,0.5666797,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,7
@@ -7639,16 +7639,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 251,80000,0.15203124,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,7
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 251,100000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,7
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 253,10000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,7
 253,20000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,7
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@@ -7659,66 +7659,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 253,80000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,7
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 4,10000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,6
 4,20000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,6
 4,30000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,6
@@ -7739,56 +7739,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 5,80000,0.0,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,6
 5,90000,0.0,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,6
 5,100000,0.83512497,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,6
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-6,90000,0.19904688,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,6
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-7,30000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,6
-7,40000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,6
-7,50000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,6
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-8,90000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,6
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+10,20000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,6
+10,30000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,6
+10,40000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,6
+10,50000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,6
+10,60000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,6
+10,70000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,6
+10,80000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,6
+10,90000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,6
+10,100000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,6
 11,10000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,6
 11,20000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,6
 11,30000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,6
@@ -7799,26 +7799,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 11,80000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,6
 11,90000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,6
 11,100000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,6
-12,10000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,6
-12,20000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,6
-12,30000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,6
-12,40000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,6
-12,50000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,6
-12,60000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,6
-12,70000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,6
-12,80000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,6
-12,90000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,6
-12,100000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,6
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+13,10000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,6
+13,20000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,6
+13,30000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,6
+13,40000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,6
+13,50000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,6
+13,60000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,6
+13,70000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,6
+13,80000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,6
+13,90000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,6
+13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,6
 14,10000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,6
 14,20000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,6
 14,30000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,6
@@ -7829,26 +7829,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 14,80000,0.06172656,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,6
 14,90000,0.8031719,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,6
 14,100000,0.9190937,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,6
-15,10000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,6
-15,20000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,6
-15,30000,0.13865624,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,6
-15,40000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,6
-15,50000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,6
-15,60000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,6
-15,70000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,6
-15,80000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,6
-15,90000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,6
-15,100000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,6
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+16,30000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,6
+16,40000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,6
+16,50000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,6
+16,60000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,6
+16,70000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,6
+16,80000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,6
+16,90000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,6
+16,100000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,6
 17,10000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,6
 17,20000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,6
 17,30000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,6
@@ -7859,26 +7859,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 17,80000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,6
 17,90000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,6
 17,100000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,6
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-18,20000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,6
-18,30000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,6
-18,40000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,6
-18,50000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,6
-18,60000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,6
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 20,10000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,6
 20,20000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,6
 20,30000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,6
@@ -7889,76 +7889,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 20,80000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,6
 20,90000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,6
 20,100000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,6
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+27,80000,0.0,32,True,683606,0.84781272,2.616e-05,778,0.03704904,False,0.0662796,0.70002727,0.00013025,,6
+27,90000,0.0,32,True,683606,0.84781272,2.616e-05,778,0.03704904,False,0.0662796,0.70002727,0.00013025,,6
+27,100000,0.0,32,True,683606,0.84781272,2.616e-05,778,0.03704904,False,0.0662796,0.70002727,0.00013025,,6
 28,10000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,6
 28,20000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,6
 28,30000,0.06925781,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,6
@@ -7969,56 +7969,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 28,80000,0.63241404,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,6
 28,90000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,6
 28,100000,0.37430468,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,6
-29,10000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,6
-29,20000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,6
-29,30000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,6
-29,40000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,6
-29,50000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,6
-29,60000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,6
-29,70000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,6
-29,80000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,6
-29,90000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,6
-29,100000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,6
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-32,10000,0.0,128,False,815713,0.57970723,0.00139474,816,0.01347988,True,NaN,NaN,NaN,96.0,6
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+33,80000,0.0,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,6
+33,90000,0.0,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,6
+33,100000,0.28175,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,6
 34,10000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,6
 34,20000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,6
 34,30000,0.05419531,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,6
@@ -8029,96 +8029,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 34,80000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,6
 34,90000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,6
 34,100000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,6
-35,10000,0.0,128,False,409659,0.58147721,0.00156246,1004,0.19789255,True,NaN,NaN,NaN,67.0,6
-35,20000,0.0,128,False,409659,0.58147721,0.00156246,1004,0.19789255,True,NaN,NaN,NaN,67.0,6
-35,30000,0.0,128,False,409659,0.58147721,0.00156246,1004,0.19789255,True,NaN,NaN,NaN,67.0,6
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+41,70000,0.14576563,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,6
+41,80000,0.02322656,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,6
+41,90000,0.0,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,6
+41,100000,0.0,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,6
+42,10000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,6
+42,20000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,6
+42,30000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,6
+42,40000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,6
+42,50000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,6
+42,60000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,6
+42,70000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,6
+42,80000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,6
+42,90000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,6
+42,100000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,6
+43,10000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,6
+43,20000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,6
+43,30000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,6
+43,40000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,6
+43,50000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,6
+43,60000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,6
+43,70000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,6
+43,80000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,6
+43,90000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,6
+43,100000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,6
 44,10000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,6
 44,20000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,6
 44,30000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,6
@@ -8129,56 +8129,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 44,80000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,6
 44,90000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,6
 44,100000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,6
-45,10000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,6
-45,20000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,6
-45,30000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,6
-45,40000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,6
-45,50000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,6
-45,60000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,6
-45,70000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,6
-45,80000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,6
-45,90000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,6
-45,100000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,6
-46,10000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,6
-46,20000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,6
-46,30000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,6
-46,40000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,6
-46,50000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,6
-46,60000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,6
-46,70000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,6
-46,80000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,6
-46,90000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,6
-46,100000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,6
-47,10000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,6
-47,20000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,6
-47,30000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,6
-47,40000,0.07692969,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,6
-47,50000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,6
-47,60000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,6
-47,70000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,6
-47,80000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,6
-47,90000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,6
-47,100000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,6
-48,10000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,6
-48,20000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,6
-48,30000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,6
-48,40000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,6
-48,50000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,6
-48,60000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,6
-48,70000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,6
-48,80000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,6
-48,90000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,6
-48,100000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,6
-49,10000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,NaN,NaN,NaN,NaN,6
-49,20000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,NaN,NaN,NaN,NaN,6
-49,30000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,NaN,NaN,NaN,NaN,6
-49,40000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,NaN,NaN,NaN,NaN,6
-49,50000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,NaN,NaN,NaN,NaN,6
-49,60000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,NaN,NaN,NaN,NaN,6
-49,70000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,NaN,NaN,NaN,NaN,6
-49,80000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,NaN,NaN,NaN,NaN,6
-49,90000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,NaN,NaN,NaN,NaN,6
-49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,NaN,NaN,NaN,NaN,6
+45,10000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,,,,,6
+45,20000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,,,,,6
+45,30000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,,,,,6
+45,40000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,,,,,6
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+45,80000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,,,,,6
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+45,100000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,,,,,6
+46,10000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,6
+46,20000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,6
+46,30000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,6
+46,40000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,6
+46,50000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,6
+46,60000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,6
+46,70000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,6
+46,80000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,6
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+46,100000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,6
+47,10000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,6
+47,20000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,6
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+47,50000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,6
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+47,80000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,6
+47,90000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,6
+47,100000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,6
+48,10000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,6
+48,20000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,6
+48,30000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,6
+48,40000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,6
+48,50000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,6
+48,60000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,6
+48,70000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,6
+48,80000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,6
+48,90000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,6
+48,100000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,6
+49,10000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,6
+49,20000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,6
+49,30000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,6
+49,40000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,6
+49,50000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,6
+49,60000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,6
+49,70000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,6
+49,80000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,6
+49,90000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,6
+49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,6
 50,10000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,6
 50,20000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,6
 50,30000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,6
@@ -8189,26 +8189,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,80000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,6
 50,90000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,6
 50,100000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,6
-51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,6
-51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,6
-51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,6
-51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,6
-51,50000,0.10733594,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,6
-51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,6
-51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,6
-51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,6
-51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,6
-51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,6
-52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,6
-52,20000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,6
-52,30000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,6
-52,40000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,6
-52,50000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,6
-52,60000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,6
-52,70000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,6
-52,80000,0.08474219,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,6
-52,90000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,6
-52,100000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,6
+51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,6
+51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,6
+51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,6
+51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,6
+51,50000,0.10733594,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,6
+51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,6
+51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,6
+51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,6
+51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,6
+51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,6
+52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,6
+52,20000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,6
+52,30000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,6
+52,40000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,6
+52,50000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,6
+52,60000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,6
+52,70000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,6
+52,80000,0.08474219,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,6
+52,90000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,6
+52,100000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,6
 53,10000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,6
 53,20000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,6
 53,30000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,6
@@ -8229,16 +8229,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 54,80000,0.8620156,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,6
 54,90000,0.9268437,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,6
 54,100000,0.84632033,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,6
-55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,6
-55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,6
-55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,6
-55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,6
-55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,6
-55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,6
-55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,6
-55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,6
-55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,6
-55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,6
+55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,6
+55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,6
+55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,6
+55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,6
+55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,6
+55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,6
+55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,6
+55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,6
+55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,6
+55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,6
 56,10000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,6
 56,20000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,6
 56,30000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,6
@@ -8249,16 +8249,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 56,80000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,6
 56,90000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,6
 56,100000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,6
-57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,6
-57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,6
-57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,6
-57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,6
-57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,6
-57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,6
-57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,6
-57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,6
-57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,6
-57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,6
+57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,6
+57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,6
+57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,6
+57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,6
+57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,6
+57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,6
+57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,6
+57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,6
+57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,6
+57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,6
 58,10000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,6
 58,20000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,6
 58,30000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,6
@@ -8269,26 +8269,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 58,80000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,6
 58,90000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,6
 58,100000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,6
-59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,6
-59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,6
-59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,6
-59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,6
-59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,6
-59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,6
-59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,6
-59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,6
-59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,6
-59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,6
-60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,6
-60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,6
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-60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,6
-60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,6
-60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,6
-60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,6
+59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,6
+59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,6
+59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,6
+59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,6
+59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,6
+59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,6
+59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,6
+59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,6
+59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,6
+59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,6
+60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,6
+60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,6
+60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,6
+60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,6
+60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,6
+60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,6
+60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,6
+60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,6
+60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,6
+60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,6
 61,10000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,6
 61,20000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,6
 61,30000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,6
@@ -8299,16 +8299,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 61,80000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,6
 61,90000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,6
 61,100000,0.2762578,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,6
-62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,6
-62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,6
-62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,6
-62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,6
-62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,6
-62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,6
-62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,6
-62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,6
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+62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,6
 63,10000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,6
 63,20000,0.11557031,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,6
 63,30000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,6
@@ -8319,16 +8319,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 63,80000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,6
 63,90000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,6
 63,100000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,6
-64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,6
-64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,6
-64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,6
-64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,6
-64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,6
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+64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,6
+64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,6
+64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,6
+64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,6
+64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,6
 65,10000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,6
 65,20000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,6
 65,30000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,6
@@ -8349,16 +8349,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 66,80000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,6
 66,90000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,6
 66,100000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,6
-67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,6
-67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,6
-67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,6
-67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,6
-67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,6
-67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,6
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+67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,6
+67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,6
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+67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,6
 68,10000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,6
 68,20000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,6
 68,30000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,6
@@ -8389,46 +8389,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,80000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,6
 70,90000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,6
 70,100000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,6
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-71,20000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,6
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+74,20000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,6
+74,30000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,6
+74,40000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,6
+74,50000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,6
+74,60000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,6
+74,70000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,6
+74,80000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,6
+74,90000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,6
+74,100000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,6
 75,10000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,6
 75,20000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,6
 75,30000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,6
@@ -8449,56 +8449,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,80000,0.08495312,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,6
 76,90000,0.26696873,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,6
 76,100000,0.25760937,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,6
-77,10000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,6
-77,20000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,6
-77,30000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,6
-77,40000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,6
-77,50000,0.15435156,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,6
-77,60000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,6
-77,70000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,6
-77,80000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,6
-77,90000,0.06172656,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,6
-77,100000,0.07721094,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,6
-78,10000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,6
-78,20000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,6
-78,30000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,6
-78,40000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,6
-78,50000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,6
-78,60000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,6
-78,70000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,6
-78,80000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,6
-78,90000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,6
-78,100000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,6
-79,10000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,6
-79,20000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,6
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-79,70000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,6
-79,80000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,6
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-79,100000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,6
-80,10000,0.0,32,False,112405,0.72948493,4.089e-05,648,0.09703426,False,NaN,NaN,NaN,NaN,6
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+77,10000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,,,,83.0,6
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+79,10000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,,,,89.0,6
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+81,10000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,6
+81,20000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,6
+81,30000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,6
+81,40000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,6
+81,50000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,6
+81,60000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,6
+81,70000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,6
+81,80000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,6
+81,90000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,6
+81,100000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,6
 82,10000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,6
 82,20000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,6
 82,30000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,6
@@ -8509,46 +8509,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,80000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,6
 82,90000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,6
 82,100000,0.07742187,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,6
-83,10000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,6
-83,20000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,6
-83,30000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,6
-83,40000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,6
-83,50000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,6
-83,60000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,6
-83,70000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,6
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-85,10000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,NaN,NaN,NaN,7.0,6
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+86,20000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,6
+86,30000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,6
+86,40000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,6
+86,50000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,6
+86,60000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,6
+86,70000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,6
+86,80000,0.01548438,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,6
+86,90000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,6
+86,100000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,6
 87,10000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,6
 87,20000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,6
 87,30000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,6
@@ -8559,16 +8559,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 87,80000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,6
 87,90000,0.25592187,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,6
 87,100000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,6
-88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,6
-88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,6
-88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,6
-88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,6
-88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,6
-88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,6
-88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,6
-88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,6
-88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,6
-88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,6
+88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,6
+88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,6
+88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,6
+88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,6
+88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,6
+88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,6
+88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,6
+88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,6
+88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,6
+88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,6
 89,10000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,6
 89,20000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,6
 89,30000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,6
@@ -8579,36 +8579,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 89,80000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,6
 89,90000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,6
 89,100000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,6
-90,10000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,6
-90,20000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,6
-90,30000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,6
-90,40000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,6
-90,50000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,6
-90,60000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,6
-90,70000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,6
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+92,20000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,6
+92,30000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,6
+92,40000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,6
+92,50000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,6
+92,60000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,6
+92,70000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,6
+92,80000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,6
+92,90000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,6
+92,100000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,6
 93,10000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,6
 93,20000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,6
 93,30000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,6
@@ -8619,36 +8619,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 93,80000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,6
 93,90000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,6
 93,100000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,6
-94,10000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,6
-94,20000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,6
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+96,80000,0.20615625,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,6
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+96,100000,0.9687109,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,6
 97,10000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,6
 97,20000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,6
 97,30000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,6
@@ -8669,36 +8669,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 98,80000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,6
 98,90000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,6
 98,100000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,6
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-99,20000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,6
-99,30000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,6
-99,40000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,6
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 102,10000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,6
 102,20000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,6
 102,30000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,6
@@ -8729,56 +8729,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 104,80000,0.0,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,6
 104,90000,0.06932813,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,6
 104,100000,0.06179687,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,6
-105,10000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,6
-105,20000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,6
-105,30000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,6
-105,40000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,6
-105,50000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,6
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 110,10000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,6
 110,20000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,6
 110,30000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,6
@@ -8799,36 +8799,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 111,80000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,6
 111,90000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,6
 111,100000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,6
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+114,100000,0.0,128,False,580668,0.88743989,0.05250037,75,0.03033262,False,,,,,6
 115,10000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,6
 115,20000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,6
 115,30000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,6
@@ -8839,26 +8839,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 115,80000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,6
 115,90000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,6
 115,100000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,6
-116,10000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,6
-116,20000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,6
-116,30000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,6
-116,40000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,6
-116,50000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,6
-116,60000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,6
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 118,10000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,6
 118,20000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,6
 118,30000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,6
@@ -8869,56 +8869,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 118,80000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,6
 118,90000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,6
 118,100000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,6
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 124,10000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,6
 124,20000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,6
 124,30000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,6
@@ -8929,136 +8929,136 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 124,80000,0.07721093,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,6
 124,90000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,6
 124,100000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,6
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 138,10000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,6
 138,20000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,6
 138,30000,0.0848125,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,6
@@ -9069,56 +9069,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 138,80000,0.08333594,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,6
 138,90000,0.06151563,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,6
 138,100000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,6
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 144,10000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,6
 144,20000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,6
 144,30000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,6
@@ -9129,36 +9129,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 144,80000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,6
 144,90000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,6
 144,100000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,6
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+147,50000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,6
+147,60000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,6
+147,70000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,6
+147,80000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,6
+147,90000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,6
+147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,6
 148,10000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,6
 148,20000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,6
 148,30000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,6
@@ -9169,16 +9169,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 148,80000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,6
 148,90000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,6
 148,100000,0.03089844,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,6
-149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,6
-149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,6
-149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,6
-149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,6
-149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,6
-149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,6
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-149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,6
-149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,6
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+149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,6
+149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,6
+149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,6
+149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,6
+149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,6
+149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,6
+149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,6
+149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,6
+149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,6
+149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,6
 150,10000,0.15294531,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,6
 150,20000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,6
 150,30000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,6
@@ -9189,26 +9189,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 150,80000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,6
 150,90000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,6
 150,100000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,6
-151,10000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,6
-151,20000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,6
-151,30000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,6
-151,40000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,6
-151,50000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,6
-151,60000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,6
-151,70000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,6
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+152,70000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,6
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+152,100000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,6
 153,10000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,6
 153,20000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,6
 153,30000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,6
@@ -9229,16 +9229,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 154,80000,0.0,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,6
 154,90000,0.56948435,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,6
 154,100000,0.6354375,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,6
-155,10000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,6
-155,20000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,6
-155,30000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,6
-155,40000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,6
-155,50000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,6
-155,60000,0.27077344,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,6
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+155,30000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,6
+155,40000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,6
+155,50000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,6
+155,60000,0.27077344,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,6
+155,70000,0.5447812,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,6
+155,80000,0.95359373,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,6
+155,90000,0.8553985,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,6
+155,100000,0.94450784,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,6
 156,10000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,6
 156,20000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,6
 156,30000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,6
@@ -9249,106 +9249,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 156,80000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,6
 156,90000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,6
 156,100000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,6
-157,10000,0.0,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,6
-157,20000,0.0,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,6
-157,30000,0.0,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,6
-157,40000,0.0,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,6
-157,50000,0.0,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,6
-157,60000,0.8808125,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,6
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 167,10000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,6
 167,20000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,6
 167,30000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,6
@@ -9359,26 +9359,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 167,80000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,6
 167,90000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,6
 167,100000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,6
-168,10000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,6
-168,20000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,6
-168,30000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,6
-168,40000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,6
-168,50000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,6
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 170,10000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,6
 170,20000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,6
 170,30000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,6
@@ -9399,26 +9399,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 171,80000,0.74636716,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,6
 171,90000,0.8773515,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,6
 171,100000,0.8512422,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,6
-172,10000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,6
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+173,100000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,,6
 174,10000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,6
 174,20000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,6
 174,30000,0.20017189,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,6
@@ -9429,16 +9429,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 174,80000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,6
 174,90000,0.03096875,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,6
 174,100000,0.06967969,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,6
-175,10000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,6
-175,20000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,6
-175,30000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,6
-175,40000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,6
-175,50000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,6
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+175,10000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,6
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+175,80000,0.15414062,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,6
+175,90000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,6
+175,100000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,6
 176,10000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,6
 176,20000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,6
 176,30000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,6
@@ -9449,16 +9449,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,80000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,6
 176,90000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,6
 176,100000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,6
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 178,10000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,6
 178,20000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,6
 178,30000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,6
@@ -9469,166 +9469,166 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 178,80000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,6
 178,90000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,6
 178,100000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,6
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 195,10000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,6
 195,20000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,6
 195,30000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,6
@@ -9649,26 +9649,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 196,80000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,6
 196,90000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,6
 196,100000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,6
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+198,100000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,6
 199,10000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,6
 199,20000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,6
 199,30000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,6
@@ -9679,16 +9679,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 199,80000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,6
 199,90000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,6
 199,100000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,6
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+200,100000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,6
 201,10000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,6
 201,20000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,6
 201,30000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,6
@@ -9699,26 +9699,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 201,80000,0.9469141,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,6
 201,90000,0.2265,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,6
 201,100000,0.76790625,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,6
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 204,10000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,6
 204,20000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,6
 204,30000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,6
@@ -9729,56 +9729,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 204,80000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,6
 204,90000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,6
 204,100000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,6
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 210,10000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,6
 210,20000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,6
 210,30000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,6
@@ -9789,36 +9789,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 210,80000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,6
 210,90000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,6
 210,100000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,6
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 214,10000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,6
 214,20000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,6
 214,30000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,6
@@ -9829,86 +9829,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,80000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,6
 214,90000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,6
 214,100000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,6
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 223,10000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,6
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@@ -9929,16 +9929,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 224,80000,0.0,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,6
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 224,100000,0.0,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,6
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 226,10000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,6
 226,20000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,6
 226,30000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,6
@@ -9959,66 +9959,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 227,80000,0.5811719,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,6
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 227,100000,0.7793047,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,6
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@@ -10049,56 +10049,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -10109,36 +10109,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 246,10000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,6
 246,20000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,6
 246,30000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,6
@@ -10149,46 +10149,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 246,80000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,6
 246,90000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,6
 246,100000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,6
-247,10000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,6
-247,20000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,6
-247,30000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,6
-247,40000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,6
-247,50000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,6
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+250,40000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,6
+250,50000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,6
+250,60000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,6
+250,70000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,6
+250,80000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,6
+250,90000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,6
+250,100000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,6
 251,10000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,6
 251,20000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,6
 251,30000,0.03842968,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,6
@@ -10199,16 +10199,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 251,80000,0.08502344,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,6
 251,90000,0.2376875,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,6
 251,100000,0.31349218,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,6
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-252,30000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,6
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 253,10000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,6
 253,20000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,6
 253,30000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,6
@@ -10219,66 +10219,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 253,80000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,6
 253,90000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,6
 253,100000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,6
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@@ -10299,56 +10299,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 5,80000,0.0,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,1
 5,90000,0.22051564,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,1
 5,100000,0.4406094,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,1
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+10,10000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,1
+10,20000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,1
+10,30000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,1
+10,40000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,1
+10,50000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,1
+10,60000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,1
+10,70000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,1
+10,80000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,1
+10,90000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,1
+10,100000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,1
 11,10000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,1
 11,20000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,1
 11,30000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,1
@@ -10359,26 +10359,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 11,80000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,1
 11,90000,0.04610156,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,1
 11,100000,0.02322656,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,1
-12,10000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,1
-12,20000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,1
-12,30000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,1
-12,40000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,1
-12,50000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,1
-12,60000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,1
-12,70000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,1
-12,80000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,1
-12,90000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,1
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+13,30000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,1
+13,40000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,1
+13,50000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,1
+13,60000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,1
+13,70000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,1
+13,80000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,1
+13,90000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,1
+13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,1
 14,10000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,1
 14,20000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,1
 14,30000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,1
@@ -10389,26 +10389,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 14,80000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,1
 14,90000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,1
 14,100000,0.40767187,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,1
-15,10000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,1
-15,20000,0.09241407,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,1
-15,30000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,1
-15,40000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,1
-15,50000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,1
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+16,60000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,1
+16,70000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,1
+16,80000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,1
+16,90000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,1
+16,100000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,1
 17,10000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,1
 17,20000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,1
 17,30000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,1
@@ -10419,26 +10419,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 17,80000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,1
 17,90000,0.09114844,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,1
 17,100000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,1
-18,10000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,1
-18,20000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,1
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 20,10000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,1
 20,20000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,1
 20,30000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,1
@@ -10449,76 +10449,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 20,80000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,1
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 20,100000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,1
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 28,10000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,1
 28,20000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,1
 28,30000,0.09220312,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,1
@@ -10529,56 +10529,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 28,80000,0.18440625,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,1
 28,90000,0.367125,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,1
 28,100000,0.11514844,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,1
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 34,10000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,1
 34,20000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,1
 34,30000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,1
@@ -10589,96 +10589,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 34,80000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,1
 34,90000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,1
 34,100000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,1
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 44,10000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,1
 44,20000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,1
 44,30000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,1
@@ -10689,56 +10689,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 44,80000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,1
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 44,100000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,1
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+48,40000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,1
+48,50000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,1
+48,60000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,1
+48,70000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,1
+48,80000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,1
+48,90000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,1
+48,100000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,1
+49,10000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,1
+49,20000,0.077,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,1
+49,30000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,1
+49,40000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,1
+49,50000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,1
+49,60000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,1
+49,70000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,1
+49,80000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,1
+49,90000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,1
+49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,1
 50,10000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,1
 50,20000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,1
 50,30000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,1
@@ -10749,26 +10749,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,80000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,1
 50,90000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,1
 50,100000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,1
-51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,1
-51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,1
-51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,1
-51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,1
-51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,1
-51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,1
-51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,1
-51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,1
-51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,1
-51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,1
-52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,1
-52,20000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,1
-52,30000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,1
-52,40000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,1
-52,50000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,1
-52,60000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,1
-52,70000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,1
-52,80000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,1
-52,90000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,1
-52,100000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,1
+51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,1
+51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,1
+51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,1
+51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,1
+51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,1
+51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,1
+51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,1
+51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,1
+51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,1
+51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,1
+52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,1
+52,20000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,1
+52,30000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,1
+52,40000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,1
+52,50000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,1
+52,60000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,1
+52,70000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,1
+52,80000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,1
+52,90000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,1
+52,100000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,1
 53,10000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,1
 53,20000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,1
 53,30000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,1
@@ -10789,16 +10789,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 54,80000,0.5423203,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,1
 54,90000,0.8224609,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,1
 54,100000,0.839,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,1
-55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,1
-55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,1
-55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,1
-55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,1
-55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,1
-55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,1
-55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,1
-55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,1
-55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,1
-55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,1
+55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,1
+55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,1
+55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,1
+55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,1
+55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,1
+55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,1
+55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,1
+55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,1
+55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,1
+55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,1
 56,10000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,1
 56,20000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,1
 56,30000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,1
@@ -10809,16 +10809,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 56,80000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,1
 56,90000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,1
 56,100000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,1
-57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,1
-57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,1
-57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,1
-57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,1
-57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,1
-57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,1
-57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,1
-57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,1
-57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,1
-57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,1
+57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,1
+57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,1
+57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,1
+57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,1
+57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,1
+57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,1
+57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,1
+57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,1
+57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,1
+57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,1
 58,10000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,1
 58,20000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,1
 58,30000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,1
@@ -10829,26 +10829,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 58,80000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,1
 58,90000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,1
 58,100000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,1
-59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,1
-59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,1
-59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,1
-59,40000,0.0848125,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,1
-59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,1
-59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,1
-59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,1
-59,80000,0.131125,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,1
-59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,1
-59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,1
-60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,1
-60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,1
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-60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,1
-60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,1
-60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,1
-60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,1
-60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,1
+59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,1
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+59,80000,0.131125,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,1
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+60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,1
+60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,1
+60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,1
+60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,1
+60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,1
+60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,1
 61,10000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,1
 61,20000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,1
 61,30000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,1
@@ -10859,16 +10859,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 61,80000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,1
 61,90000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,1
 61,100000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,1
-62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,1
-62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,1
-62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,1
-62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,1
-62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,1
-62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,1
-62,70000,0.13879687,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,1
-62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,1
-62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,1
-62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,1
+62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,1
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+62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,1
+62,70000,0.13879687,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,1
+62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,1
+62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,1
+62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,1
 63,10000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,1
 63,20000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,1
 63,30000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,1
@@ -10879,16 +10879,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 63,80000,0.10022657,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,1
 63,90000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,1
 63,100000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,1
-64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,1
-64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,1
-64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,1
-64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,1
-64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,1
-64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,1
-64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,1
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-64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,1
-64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,1
+64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,1
+64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,1
+64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,1
+64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,1
+64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,1
+64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,1
+64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,1
+64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,1
+64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,1
+64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,1
 65,10000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,1
 65,20000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,1
 65,30000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,1
@@ -10909,16 +10909,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 66,80000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,1
 66,90000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,1
 66,100000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,1
-67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,1
-67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,1
-67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,1
-67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,1
-67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,1
-67,60000,0.18482812,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,1
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+67,60000,0.18482812,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,1
+67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,1
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+67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,1
 68,10000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,1
 68,20000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,1
 68,30000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,1
@@ -10949,46 +10949,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,80000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,1
 70,90000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,1
 70,100000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,1
-71,10000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,1
-71,20000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,1
-71,30000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,1
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-71,50000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,1
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 75,10000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,1
 75,20000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,1
 75,30000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,1
@@ -11009,56 +11009,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,80000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,1
 76,90000,0.14520311,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,1
 76,100000,0.5500625,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,1
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+81,80000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,1
+81,90000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,1
+81,100000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,1
 82,10000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,1
 82,20000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,1
 82,30000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,1
@@ -11069,46 +11069,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,80000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,1
 82,90000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,1
 82,100000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,1
-83,10000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,1
-83,20000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,1
-83,30000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,1
-83,40000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,1
-83,50000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,1
-83,60000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,1
-83,70000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,1
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+86,20000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,1
+86,30000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,1
+86,40000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,1
+86,50000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,1
+86,60000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,1
+86,70000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,1
+86,80000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,1
+86,90000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,1
+86,100000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,1
 87,10000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,1
 87,20000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,1
 87,30000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,1
@@ -11119,16 +11119,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 87,80000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,1
 87,90000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,1
 87,100000,0.20622656,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,1
-88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,1
-88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,1
-88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,1
-88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,1
-88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,1
-88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,1
-88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,1
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+88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,1
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+88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,1
+88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,1
+88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,1
+88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,1
+88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,1
 89,10000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,1
 89,20000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,1
 89,30000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,1
@@ -11139,36 +11139,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 89,80000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,1
 89,90000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,1
 89,100000,0.14583594,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,1
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-90,30000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,1
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+92,100000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,1
 93,10000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,1
 93,20000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,1
 93,30000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,1
@@ -11179,36 +11179,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 93,80000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,1
 93,90000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,1
 93,100000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,1
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 97,10000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,1
 97,20000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,1
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@@ -11229,36 +11229,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 98,80000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,1
 98,90000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,1
 98,100000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,1
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+101,100000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,1
 102,10000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,1
 102,20000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,1
 102,30000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,1
@@ -11289,56 +11289,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 104,80000,0.0,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,1
 104,90000,0.14541405,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,1
 104,100000,0.02322656,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,1
-105,10000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,1
-105,20000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,1
-105,30000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,1
-105,40000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,1
-105,50000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,1
-105,60000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,1
-105,70000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,1
-105,80000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,1
-105,90000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,1
-105,100000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,1
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-107,100000,0.0,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,1
-108,10000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,1
-108,20000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,1
-108,30000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,1
-108,40000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,1
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 110,10000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,1
 110,20000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,1
 110,30000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,1
@@ -11359,36 +11359,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 111,80000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,1
 111,90000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,1
 111,100000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,1
-112,10000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,1
-112,20000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,1
-112,30000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,1
-112,40000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,1
-112,50000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,1
-112,60000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,1
-112,70000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,1
-112,80000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,1
-112,90000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,1
-112,100000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,1
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 115,10000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,1
 115,20000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,1
 115,30000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,1
@@ -11399,26 +11399,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 115,80000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,1
 115,90000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,1
 115,100000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,1
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 118,10000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,1
 118,20000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,1
 118,30000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,1
@@ -11429,56 +11429,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 118,80000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,1
 118,90000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,1
 118,100000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,1
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@@ -11489,136 +11489,136 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 124,80000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,1
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+137,100000,0.0,128,False,799159,0.53899641,0.01058468,136,0.04795811,True,,,,48.0,1
 138,10000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,1
 138,20000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,1
 138,30000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,1
@@ -11629,56 +11629,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 138,80000,0.23057812,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,1
 138,90000,0.29019532,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,1
 138,100000,0.20770311,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,1
-139,10000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,1
-139,20000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,1
-139,30000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,1
-139,40000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,1
-139,50000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,1
-139,60000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,1
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+143,100000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,1
 144,10000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,1
 144,20000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,1
 144,30000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,1
@@ -11689,36 +11689,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 144,80000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,1
 144,90000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,1
 144,100000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,1
-145,10000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,1
-145,20000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,1
-145,30000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,1
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+147,30000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,1
+147,40000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,1
+147,50000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,1
+147,60000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,1
+147,70000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,1
+147,80000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,1
+147,90000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,1
+147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,1
 148,10000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,1
 148,20000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,1
 148,30000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,1
@@ -11729,16 +11729,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 148,80000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,1
 148,90000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,1
 148,100000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,1
-149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,1
-149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,1
-149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,1
-149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,1
-149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,1
-149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,1
-149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,1
-149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,1
-149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,1
-149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,1
+149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,1
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+149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,1
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+149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,1
+149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,1
+149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,1
+149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,1
+149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,1
+149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,1
 150,10000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,1
 150,20000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,1
 150,30000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,1
@@ -11749,26 +11749,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 150,80000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,1
 150,90000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,1
 150,100000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,1
-151,10000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,1
-151,20000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,1
-151,30000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,1
-151,40000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,1
-151,50000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,1
-151,60000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,1
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+152,100000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,1
 153,10000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,1
 153,20000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,1
 153,30000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,1
@@ -11789,16 +11789,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 154,80000,0.0,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,1
 154,90000,0.07692969,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,1
 154,100000,0.6575469,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,1
-155,10000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,1
-155,20000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,1
-155,30000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,1
-155,40000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,1
-155,50000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,1
-155,60000,0.02322656,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,1
-155,70000,0.35952342,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,1
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 156,10000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,1
 156,20000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,1
 156,30000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,1
@@ -11809,106 +11809,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 156,80000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,1
 156,90000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,1
 156,100000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,1
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+166,100000,0.0,32,False,415038,0.89564078,0.00403637,983,0.12912894,False,,,,,1
 167,10000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,1
 167,20000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,1
 167,30000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,1
@@ -11919,26 +11919,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 167,80000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,1
 167,90000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,1
 167,100000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,1
-168,10000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,1
-168,20000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,1
-168,30000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,1
-168,40000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,1
-168,50000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,1
-168,60000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,1
-168,70000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,1
-168,80000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,1
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+169,100000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,1
 170,10000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,1
 170,20000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,1
 170,30000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,1
@@ -11959,26 +11959,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 171,80000,0.0,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,1
 171,90000,0.5432344,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,1
 171,100000,0.8361875,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,1
-172,10000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,1
-172,20000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,1
-172,30000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,1
-172,40000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,1
-172,50000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,1
-172,60000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,1
-172,70000,0.13098437,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,1
-172,80000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,1
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 174,10000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,1
 174,20000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,1
 174,30000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,1
@@ -11989,16 +11989,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 174,80000,0.34474218,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,1
 174,90000,0.13753125,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,1
 174,100000,0.83716404,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,1
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 176,10000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,1
 176,20000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,1
 176,30000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,1
@@ -12009,16 +12009,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,80000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,1
 176,90000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,1
 176,100000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,1
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 178,10000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,1
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@@ -12029,166 +12029,166 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 178,80000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,1
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@@ -12209,26 +12209,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 196,80000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,1
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 199,10000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,1
 199,20000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,1
 199,30000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,1
@@ -12239,16 +12239,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 199,80000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,1
 199,90000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,1
 199,100000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,1
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+200,100000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,1
 201,10000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,1
 201,20000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,1
 201,30000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,1
@@ -12259,26 +12259,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 201,80000,0.80140626,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,1
 201,90000,0.87299216,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,1
 201,100000,0.8406093,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,1
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 204,10000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,1
 204,20000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,1
 204,30000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,1
@@ -12289,56 +12289,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 204,80000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,1
 204,90000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,1
 204,100000,0.12345312,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,1
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 210,10000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,1
 210,20000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,1
 210,30000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,1
@@ -12349,36 +12349,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 210,80000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,1
 210,90000,0.07671875,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,1
 210,100000,0.12275,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,1
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 214,10000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,1
 214,20000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,1
 214,30000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,1
@@ -12389,86 +12389,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,80000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,1
 214,90000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,1
 214,100000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,1
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 223,30000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,1
@@ -12489,16 +12489,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 224,80000,0.08467187,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,1
 224,90000,0.0,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,1
 224,100000,0.0,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,1
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 226,10000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,1
 226,20000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,1
 226,30000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,1
@@ -12519,66 +12519,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 227,80000,0.0,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,1
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 227,100000,0.5090234,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,1
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 234,10000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,1
 234,20000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,1
 234,30000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,1
@@ -12609,56 +12609,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 236,80000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,1
 236,90000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,1
 236,100000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,1
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 242,10000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,1
 242,20000,0.3051172,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,1
 242,30000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,1
@@ -12669,36 +12669,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 242,80000,0.35220313,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,1
 242,90000,0.58053905,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,1
 242,100000,0.30160156,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,1
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+245,100000,0.0,32,False,568263,0.5697526,0.01057962,1964,0.06988661,True,,,,14.0,1
 246,10000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,1
 246,20000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,1
 246,30000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,1
@@ -12709,46 +12709,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 246,80000,0.1311953,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,1
 246,90000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,1
 246,100000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,1
-247,10000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,1
-247,20000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,1
-247,30000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,1
-247,40000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,1
-247,50000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,1
-247,60000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,1
-247,70000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,1
-247,80000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,1
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-247,100000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,1
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+250,100000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,1
 251,10000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,1
 251,20000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,1
 251,30000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,1
@@ -12759,16 +12759,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 251,80000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,1
 251,90000,0.05405469,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,1
 251,100000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,1
-252,10000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,1
-252,20000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,1
-252,30000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,1
-252,40000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,1
-252,50000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,1
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+252,100000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,,,,,1
 253,10000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,1
 253,20000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,1
 253,30000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,1
@@ -12779,66 +12779,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 253,80000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,1
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@@ -12859,56 +12859,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 5,80000,0.27548438,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,8
 5,90000,0.9531016,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,8
 5,100000,0.9580234,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,8
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+10,100000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,8
 11,10000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,8
 11,20000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,8
 11,30000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,8
@@ -12919,26 +12919,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 11,80000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,8
 11,90000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,8
 11,100000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,8
-12,10000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,8
-12,20000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,8
-12,30000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,8
-12,40000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,8
-12,50000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,8
-12,60000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,8
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+13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,8
 14,10000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,8
 14,20000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,8
 14,30000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,8
@@ -12949,26 +12949,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 14,80000,0.90861714,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,8
 14,90000,0.7716328,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,8
 14,100000,0.9599922,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,8
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 17,10000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,8
 17,20000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,8
 17,30000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,8
@@ -12979,26 +12979,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 17,80000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,8
 17,90000,0.10740624,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,8
 17,100000,0.22199218,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,8
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+19,100000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,8
 20,10000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,8
 20,20000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,8
 20,30000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,8
@@ -13009,76 +13009,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 20,80000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,8
 20,90000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,8
 20,100000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,8
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 28,10000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,8
 28,20000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,8
 28,30000,0.32883593,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,8
@@ -13089,56 +13089,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 28,80000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,8
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 28,100000,0.42117968,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,8
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 34,10000,0.03871094,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,8
 34,20000,0.02322656,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,8
 34,30000,0.02322656,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,8
@@ -13149,96 +13149,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 34,80000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,8
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@@ -13249,56 +13249,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 44,80000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,8
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+49,10000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,8
+49,20000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,8
+49,30000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,8
+49,40000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,8
+49,50000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,8
+49,60000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,8
+49,70000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,8
+49,80000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,8
+49,90000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,8
+49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,8
 50,10000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,8
 50,20000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,8
 50,30000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,8
@@ -13309,26 +13309,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,80000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,8
 50,90000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,8
 50,100000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,8
-51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,8
-51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,8
-51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,8
-51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,8
-51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,8
-51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,8
-51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,8
-51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,8
-51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,8
-51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,8
-52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,8
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+52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,8
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+52,40000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,8
+52,50000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,8
+52,60000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,8
+52,70000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,8
+52,80000,0.41055468,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,8
+52,90000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,8
+52,100000,0.22952345,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,8
 53,10000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,8
 53,20000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,8
 53,30000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,8
@@ -13349,16 +13349,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 54,80000,0.8113281,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,8
 54,90000,0.96378905,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,8
 54,100000,0.9637188,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,8
-55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,8
-55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,8
-55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,8
-55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,8
-55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,8
-55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,8
-55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,8
-55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,8
-55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,8
-55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,8
+55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,8
+55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,8
+55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,8
+55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,8
+55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,8
+55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,8
+55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,8
+55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,8
+55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,8
+55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,8
 56,10000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,8
 56,20000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,8
 56,30000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,8
@@ -13369,16 +13369,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 56,80000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,8
 56,90000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,8
 56,100000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,8
-57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,8
-57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,8
-57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,8
-57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,8
-57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,8
-57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,8
-57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,8
-57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,8
-57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,8
-57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,8
+57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,8
+57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,8
+57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,8
+57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,8
+57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,8
+57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,8
+57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,8
+57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,8
+57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,8
+57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,8
 58,10000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,8
 58,20000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,8
 58,30000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,8
@@ -13389,26 +13389,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 58,80000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,8
 58,90000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,8
 58,100000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,8
-59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,8
-59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,8
-59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,8
-59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,8
-59,50000,0.07721093,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,8
-59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,8
-59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,8
-59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,8
-59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,8
-59,100000,0.10022657,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,8
-60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,8
-60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,8
-60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,8
-60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,8
-60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,8
-60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,8
-60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,8
-60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,8
-60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,8
-60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,8
+59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,8
+59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,8
+59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,8
+59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,8
+59,50000,0.07721093,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,8
+59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,8
+59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,8
+59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,8
+59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,8
+59,100000,0.10022657,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,8
+60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,8
+60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,8
+60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,8
+60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,8
+60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,8
+60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,8
+60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,8
+60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,8
+60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,8
+60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,8
 61,10000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,8
 61,20000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,8
 61,30000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,8
@@ -13419,16 +13419,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 61,80000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,8
 61,90000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,8
 61,100000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,8
-62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,8
-62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,8
-62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,8
-62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,8
-62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,8
-62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,8
-62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,8
-62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,8
-62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,8
-62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,8
+62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,8
+62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,8
+62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,8
+62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,8
+62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,8
+62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,8
+62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,8
+62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,8
+62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,8
+62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,8
 63,10000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,8
 63,20000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,8
 63,30000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,8
@@ -13439,16 +13439,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 63,80000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,8
 63,90000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,8
 63,100000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,8
-64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,8
-64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,8
-64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,8
-64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,8
-64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,8
-64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,8
-64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,8
-64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,8
-64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,8
-64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,8
+64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,8
+64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,8
+64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,8
+64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,8
+64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,8
+64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,8
+64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,8
+64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,8
+64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,8
+64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,8
 65,10000,0.03096875,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,8
 65,20000,0.03096875,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,8
 65,30000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,8
@@ -13469,16 +13469,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 66,80000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,8
 66,90000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,8
 66,100000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,8
-67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,8
-67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,8
-67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,8
-67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,8
-67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,8
-67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,8
-67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,8
-67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,8
-67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,8
-67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,8
+67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,8
+67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,8
+67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,8
+67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,8
+67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,8
+67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,8
+67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,8
+67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,8
+67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,8
+67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,8
 68,10000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,8
 68,20000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,8
 68,30000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,8
@@ -13509,46 +13509,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,80000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,8
 70,90000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,8
 70,100000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,8
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 75,10000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,8
 75,20000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,8
 75,30000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,8
@@ -13569,56 +13569,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,80000,0.9568984,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,8
 76,90000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,8
 76,100000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,8
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+81,60000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,8
+81,70000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,8
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+81,90000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,8
+81,100000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,8
 82,10000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,8
 82,20000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,8
 82,30000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,8
@@ -13629,46 +13629,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,80000,0.03089844,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,8
 82,90000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,8
 82,100000,0.94853127,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,8
-83,10000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,8
-83,20000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,8
-83,30000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,8
-83,40000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,8
-83,50000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,8
-83,60000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,8
-83,70000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,8
-83,80000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,8
-83,90000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,8
-83,100000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,8
-84,10000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,8
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+86,60000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,8
+86,70000,0.10001562,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,8
+86,80000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,8
+86,90000,0.40358594,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,8
+86,100000,0.04645313,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,8
 87,10000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,8
 87,20000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,8
 87,30000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,8
@@ -13679,16 +13679,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 87,80000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,8
 87,90000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,8
 87,100000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,8
-88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,8
-88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,8
-88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,8
-88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,8
-88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,8
-88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,8
-88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,8
-88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,8
-88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,8
-88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,8
+88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,8
+88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,8
+88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,8
+88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,8
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+88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,8
+88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,8
+88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,8
+88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,8
 89,10000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,8
 89,20000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,8
 89,30000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,8
@@ -13699,36 +13699,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 89,80000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,8
 89,90000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,8
 89,100000,0.25106248,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,8
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-90,20000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,8
-90,30000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,8
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+92,30000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,8
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+92,60000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,8
+92,70000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,8
+92,80000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,8
+92,90000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,8
+92,100000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,8
 93,10000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,8
 93,20000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,8
 93,30000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,8
@@ -13739,36 +13739,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 93,80000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,8
 93,90000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,8
 93,100000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,8
-94,10000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,8
-94,20000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,8
-94,30000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,8
-94,40000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,8
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 97,10000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,8
 97,20000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,8
 97,30000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,8
@@ -13789,36 +13789,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 98,80000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,8
 98,90000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,8
 98,100000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,8
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 102,10000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,8
 102,20000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,8
 102,30000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,8
@@ -13849,56 +13849,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 104,80000,0.22114843,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,8
 104,90000,0.15836719,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,8
 104,100000,0.1534375,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,8
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+109,100000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,,,,,8
 110,10000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,8
 110,20000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,8
 110,30000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,8
@@ -13919,36 +13919,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 111,80000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,8
 111,90000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,8
 111,100000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,8
-112,10000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,8
-112,20000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,8
-112,30000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,8
-112,40000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,8
-112,50000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,8
-112,60000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,8
-112,70000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,8
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-112,90000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,8
-112,100000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,8
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-113,20000,0.0,32,True,766830,0.84434171,0.00346666,1572,0.05814339,False,0.54791911,0.74223618,0.00067217,NaN,8
-113,30000,0.0,32,True,766830,0.84434171,0.00346666,1572,0.05814339,False,0.54791911,0.74223618,0.00067217,NaN,8
-113,40000,0.0,32,True,766830,0.84434171,0.00346666,1572,0.05814339,False,0.54791911,0.74223618,0.00067217,NaN,8
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+114,100000,0.0,128,False,580668,0.88743989,0.05250037,75,0.03033262,False,,,,,8
 115,10000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,8
 115,20000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,8
 115,30000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,8
@@ -13959,26 +13959,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 115,80000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,8
 115,90000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,8
 115,100000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,8
-116,10000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,8
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-116,30000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,8
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-116,50000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,8
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 118,10000,0.01548438,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,8
 118,20000,0.03096875,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,8
 118,30000,0.05419532,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,8
@@ -13989,56 +13989,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 118,80000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,8
 118,90000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,8
 118,100000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,8
-119,10000,0.0,64,False,397228,0.55334122,0.00011063,606,0.09918799,False,NaN,NaN,NaN,NaN,8
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-119,30000,0.0,64,False,397228,0.55334122,0.00011063,606,0.09918799,False,NaN,NaN,NaN,NaN,8
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@@ -14049,136 +14049,136 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 138,10000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,8
 138,20000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,8
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@@ -14189,56 +14189,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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+143,10000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,8
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+143,30000,0.1311953,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,8
+143,40000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,8
+143,50000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,8
+143,60000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,8
+143,70000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,8
+143,80000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,8
+143,90000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,8
+143,100000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,8
 144,10000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,8
 144,20000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,8
 144,30000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,8
@@ -14249,36 +14249,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 144,80000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,8
 144,90000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,8
 144,100000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,8
-145,10000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,8
-145,20000,0.15407032,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,8
-145,30000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,8
-145,40000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,8
-145,50000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,8
-145,60000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,8
-145,70000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,8
-145,80000,0.07721093,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,8
-145,90000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,8
-145,100000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,8
-146,10000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,8
-146,20000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,8
-146,30000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,8
-146,40000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,8
-146,50000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,8
-146,60000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,8
-146,70000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,8
-146,80000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,8
-146,90000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,8
-146,100000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,8
-147,10000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,8
-147,20000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,8
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-147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,8
+145,10000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,,,,39.0,8
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+147,10000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,8
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+147,30000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,8
+147,40000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,8
+147,50000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,8
+147,60000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,8
+147,70000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,8
+147,80000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,8
+147,90000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,8
+147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,8
 148,10000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,8
 148,20000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,8
 148,30000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,8
@@ -14289,16 +14289,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 148,80000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,8
 148,90000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,8
 148,100000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,8
-149,10000,0.05419532,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,8
-149,20000,0.05419531,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,8
-149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,8
-149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,8
-149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,8
-149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,8
-149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,8
-149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,8
-149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,8
-149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,8
+149,10000,0.05419532,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,8
+149,20000,0.05419531,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,8
+149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,8
+149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,8
+149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,8
+149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,8
+149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,8
+149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,8
+149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,8
+149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,8
 150,10000,0.01548438,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,8
 150,20000,0.05419532,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,8
 150,30000,0.02322656,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,8
@@ -14309,26 +14309,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 150,80000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,8
 150,90000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,8
 150,100000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,8
-151,10000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,8
-151,20000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,8
-151,30000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,8
-151,40000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,8
-151,50000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,8
-151,60000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,8
-151,70000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,8
-151,80000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,8
-151,90000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,8
-151,100000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,8
-152,10000,0.02322656,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,NaN,NaN,NaN,NaN,8
-152,20000,0.03871094,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,NaN,NaN,NaN,NaN,8
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 153,10000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,8
 153,20000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,8
 153,30000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,8
@@ -14349,16 +14349,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 154,80000,0.10001562,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,8
 154,90000,0.5962343,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,8
 154,100000,0.41259375,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,8
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 156,10000,0.02322656,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,8
 156,20000,0.04645313,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,8
 156,30000,0.02322656,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,8
@@ -14369,106 +14369,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 156,80000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,8
 156,90000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,8
 156,100000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,8
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 167,10000,0.04645313,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,8
 167,20000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,8
 167,30000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,8
@@ -14479,26 +14479,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 167,80000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,8
 167,90000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,8
 167,100000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,8
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+169,40000,0.03871094,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,8
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+169,100000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,8
 170,10000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,8
 170,20000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,8
 170,30000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,8
@@ -14519,26 +14519,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 171,80000,0.85813284,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,8
 171,90000,0.6787969,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,8
 171,100000,0.6051719,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,8
-172,10000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,8
-172,20000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,8
-172,30000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,8
-172,40000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,8
-172,50000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,8
-172,60000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,8
-172,70000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,8
-172,80000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,8
-172,90000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,8
-172,100000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,8
-173,10000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,8
-173,20000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,8
-173,30000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,8
-173,40000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,8
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-173,60000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,8
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+173,100000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,,8
 174,10000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,8
 174,20000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,8
 174,30000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,8
@@ -14549,16 +14549,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 174,80000,0.7035,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,8
 174,90000,0.6849922,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,8
 174,100000,0.5291562,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,8
-175,10000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,8
-175,20000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,8
-175,30000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,8
-175,40000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,8
-175,50000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,8
-175,60000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,8
-175,70000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,8
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-175,90000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,8
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+175,80000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,8
+175,90000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,8
+175,100000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,8
 176,10000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,8
 176,20000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,8
 176,30000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,8
@@ -14569,16 +14569,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,80000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,8
 176,90000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,8
 176,100000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,8
-177,10000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,8
-177,20000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,8
-177,30000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,8
-177,40000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,8
-177,50000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,8
-177,60000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,8
-177,70000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,8
-177,80000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,8
-177,90000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,8
-177,100000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,8
+177,10000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,,8
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 178,10000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,8
 178,20000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,8
 178,30000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,8
@@ -14589,166 +14589,166 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 178,80000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,8
 178,90000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,8
 178,100000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,8
-179,10000,0.0,128,False,713540,0.99093211,0.00013835,1805,0.00244892,True,NaN,NaN,NaN,28.0,8
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 195,10000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,8
 195,20000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,8
 195,30000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,8
@@ -14769,26 +14769,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 196,80000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,8
 196,90000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,8
 196,100000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,8
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-197,20000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,8
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 199,10000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,8
 199,20000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,8
 199,30000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,8
@@ -14799,16 +14799,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 199,80000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,8
 199,90000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,8
 199,100000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,8
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+200,100000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,8
 201,10000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,8
 201,20000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,8
 201,30000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,8
@@ -14819,26 +14819,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 201,80000,0.61833596,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,8
 201,90000,0.9285312,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,8
 201,100000,0.9446484,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,8
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 204,10000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,8
 204,20000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,8
 204,30000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,8
@@ -14849,56 +14849,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 204,80000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,8
 204,90000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,8
 204,100000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,8
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 210,10000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,8
 210,20000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,8
 210,30000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,8
@@ -14909,36 +14909,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 210,80000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,8
 210,90000,0.04596094,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,8
 210,100000,0.16054687,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,8
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@@ -14949,86 +14949,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 223,10000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,8
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@@ -15049,16 +15049,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 224,80000,0.05391406,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,8
 224,90000,0.06172656,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,8
 224,100000,0.8214766,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,8
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 226,10000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,8
 226,20000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,8
 226,30000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,8
@@ -15079,66 +15079,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 227,80000,0.9093828,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,8
 227,90000,0.9621016,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,8
 227,100000,0.9590078,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,8
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@@ -15169,56 +15169,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 242,10000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,8
 242,20000,0.17596093,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,8
 242,30000,0.26380467,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,8
@@ -15229,36 +15229,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 242,80000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,8
 242,90000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,8
 242,100000,0.04617187,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,8
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 246,10000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,8
 246,20000,0.17736718,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,8
 246,30000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,8
@@ -15269,46 +15269,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 246,80000,0.15421094,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,8
 246,90000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,8
 246,100000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,8
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 251,10000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,8
 251,20000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,8
 251,30000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,8
@@ -15319,16 +15319,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 251,80000,0.02315625,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,8
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 251,100000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,8
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 253,10000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,8
 253,20000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,8
 253,30000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,8
@@ -15339,66 +15339,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 253,80000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,8
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+3,100000,0.0,64,False,943806,0.84091015,6.274e-05,895,0.13982861,True,,,,13.0,4
 4,10000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,4
 4,20000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,4
 4,30000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,4
@@ -15419,56 +15419,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 5,80000,0.09234375,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,4
 5,90000,0.26696873,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,4
 5,100000,0.24472657,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,4
-6,10000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,4
-6,20000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,4
-6,30000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,4
-6,40000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,4
-6,50000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,4
-6,60000,0.25894532,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,4
-6,70000,0.77952343,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,4
-6,80000,0.0,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,4
-6,90000,0.80880463,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,4
-6,100000,0.39148438,128,False,739531,0.5195939,2.594e-05,246,0.0599319,True,NaN,NaN,NaN,70.0,4
-7,10000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,4
-7,20000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,4
-7,30000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,4
-7,40000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,4
-7,50000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,4
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-7,70000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,4
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-7,90000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,4
-7,100000,0.0,64,True,523736,0.54697026,0.00075811,1904,0.06439522,False,0.14047988,0.71916393,1.44e-06,NaN,4
-8,10000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,4
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-8,80000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,4
-8,90000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,4
-8,100000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,NaN,4
-9,10000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,NaN,NaN,NaN,70.0,4
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+10,10000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,4
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+10,30000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,4
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+10,60000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,4
+10,70000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,4
+10,80000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,4
+10,90000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,4
+10,100000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,4
 11,10000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,4
 11,20000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,4
 11,30000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,4
@@ -15479,26 +15479,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 11,80000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,4
 11,90000,0.18405469,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,4
 11,100000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,4
-12,10000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,4
-12,20000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,4
-12,30000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,4
-12,40000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,4
-12,50000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,4
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-12,70000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,4
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+13,60000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,4
+13,70000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,4
+13,80000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,4
+13,90000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,4
+13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,4
 14,10000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,4
 14,20000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,4
 14,30000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,4
@@ -15509,26 +15509,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 14,80000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,4
 14,90000,0.3872578,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,4
 14,100000,0.9526797,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,4
-15,10000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,4
-15,20000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,4
-15,30000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,4
-15,40000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,4
-15,50000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,4
-15,60000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,4
-15,70000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,4
-15,80000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,4
-15,90000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,4
-15,100000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,4
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+16,30000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,4
+16,40000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,4
+16,50000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,4
+16,60000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,4
+16,70000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,4
+16,80000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,4
+16,90000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,4
+16,100000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,4
 17,10000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,4
 17,20000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,4
 17,30000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,4
@@ -15539,26 +15539,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 17,80000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,4
 17,90000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,4
 17,100000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,4
-18,10000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,4
-18,20000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,4
-18,30000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,4
-18,40000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,4
-18,50000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,4
-18,60000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,4
-18,70000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,4
-18,80000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,4
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+19,70000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,4
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+19,90000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,4
+19,100000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,4
 20,10000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,4
 20,20000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,4
 20,30000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,4
@@ -15569,76 +15569,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 20,80000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,4
 20,90000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,4
 20,100000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,4
-21,10000,0.0,128,False,903819,0.54171122,0.00057672,1197,0.19242534,True,NaN,NaN,NaN,93.0,4
-21,20000,0.0,128,False,903819,0.54171122,0.00057672,1197,0.19242534,True,NaN,NaN,NaN,93.0,4
-21,30000,0.0,128,False,903819,0.54171122,0.00057672,1197,0.19242534,True,NaN,NaN,NaN,93.0,4
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 28,10000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,4
 28,20000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,4
 28,30000,0.14548437,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,4
@@ -15649,56 +15649,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 28,80000,0.23740625,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,4
 28,90000,0.52703905,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,4
 28,100000,0.63713276,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,4
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 34,10000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,4
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@@ -15709,96 +15709,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 34,80000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,4
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@@ -15809,56 +15809,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 44,80000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,4
 44,90000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,4
 44,100000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,4
-45,10000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,4
-45,20000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,4
-45,30000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,4
-45,40000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,4
-45,50000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,4
-45,60000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,4
-45,70000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,4
-45,80000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,4
-45,90000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,4
-45,100000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,4
-46,10000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,4
-46,20000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,4
-46,30000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,4
-46,40000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,4
-46,50000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,4
-46,60000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,4
-46,70000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,4
-46,80000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,4
-46,90000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,4
-46,100000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,4
-47,10000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,4
-47,20000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,4
-47,30000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,4
-47,40000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,4
-47,50000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,4
-47,60000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,4
-47,70000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,4
-47,80000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,4
-47,90000,0.13893749,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,4
-47,100000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,4
-48,10000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,4
-48,20000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,4
-48,30000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,4
-48,40000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,4
-48,50000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,4
-48,60000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,4
-48,70000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,4
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-48,100000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,4
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+45,10000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,,,,,4
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+47,10000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,4
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+48,50000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,4
+48,60000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,4
+48,70000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,4
+48,80000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,4
+48,90000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,4
+48,100000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,4
+49,10000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,4
+49,20000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,4
+49,30000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,4
+49,40000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,4
+49,50000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,4
+49,60000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,4
+49,70000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,4
+49,80000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,4
+49,90000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,4
+49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,4
 50,10000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,4
 50,20000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,4
 50,30000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,4
@@ -15869,26 +15869,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,80000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,4
 50,90000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,4
 50,100000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,4
-51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,4
-51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,4
-51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,4
-51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,4
-51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,4
-51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,4
-51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,4
-51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,4
-51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,4
-51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,4
-52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,4
-52,20000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,4
-52,30000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,4
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-52,70000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,4
-52,80000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,4
-52,90000,0.19109376,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,4
-52,100000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,4
+51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,4
+51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,4
+51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,4
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+51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,4
+51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,4
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+52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,4
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+52,90000,0.19109376,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,4
+52,100000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,4
 53,10000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,4
 53,20000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,4
 53,30000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,4
@@ -15909,16 +15909,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 54,80000,0.9663906,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,4
 54,90000,0.8244922,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,4
 54,100000,0.9455547,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,4
-55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,4
-55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,4
-55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,4
-55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,4
-55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,4
-55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,4
-55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,4
-55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,4
-55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,4
-55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,4
+55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,4
+55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,4
+55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,4
+55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,4
+55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,4
+55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,4
+55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,4
+55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,4
+55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,4
+55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,4
 56,10000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,4
 56,20000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,4
 56,30000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,4
@@ -15929,16 +15929,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 56,80000,0.07685938,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,4
 56,90000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,4
 56,100000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,4
-57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,4
-57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,4
-57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,4
-57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,4
-57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,4
-57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,4
-57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,4
-57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,4
-57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,4
-57,100000,0.1076875,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,4
+57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,4
+57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,4
+57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,4
+57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,4
+57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,4
+57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,4
+57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,4
+57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,4
+57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,4
+57,100000,0.1076875,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,4
 58,10000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,4
 58,20000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,4
 58,30000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,4
@@ -15949,26 +15949,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 58,80000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,4
 58,90000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,4
 58,100000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,4
-59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,4
-59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,4
-59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,4
-59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,4
-59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,4
-59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,4
-59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,4
-59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,4
-59,90000,0.04624219,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,4
-59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,4
-60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,4
-60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,4
-60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,4
-60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,4
-60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,4
-60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,4
-60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,4
-60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,4
-60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,4
-60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,4
+59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,4
+59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,4
+59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,4
+59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,4
+59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,4
+59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,4
+59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,4
+59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,4
+59,90000,0.04624219,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,4
+59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,4
+60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,4
+60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,4
+60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,4
+60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,4
+60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,4
+60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,4
+60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,4
+60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,4
+60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,4
+60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,4
 61,10000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,4
 61,20000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,4
 61,30000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,4
@@ -15979,16 +15979,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 61,80000,0.06158594,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,4
 61,90000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,4
 61,100000,0.5032579,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,4
-62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,4
-62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,4
-62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,4
-62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,4
-62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,4
-62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,4
-62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,4
-62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,4
-62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,4
-62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,4
+62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,4
+62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,4
+62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,4
+62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,4
+62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,4
+62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,4
+62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,4
+62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,4
+62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,4
+62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,4
 63,10000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,4
 63,20000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,4
 63,30000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,4
@@ -15999,16 +15999,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 63,80000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,4
 63,90000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,4
 63,100000,0.19235937,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,4
-64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,4
-64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,4
-64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,4
-64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,4
-64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,4
-64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,4
-64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,4
-64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,4
-64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,4
-64,100000,0.24423438,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,4
+64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,4
+64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,4
+64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,4
+64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,4
+64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,4
+64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,4
+64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,4
+64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,4
+64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,4
+64,100000,0.24423438,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,4
 65,10000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,4
 65,20000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,4
 65,30000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,4
@@ -16029,16 +16029,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 66,80000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,4
 66,90000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,4
 66,100000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,4
-67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,4
-67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,4
-67,30000,0.10796875,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,4
-67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,4
-67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,4
-67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,4
-67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,4
-67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,4
-67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,4
-67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,4
+67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,4
+67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,4
+67,30000,0.10796875,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,4
+67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,4
+67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,4
+67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,4
+67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,4
+67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,4
+67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,4
+67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,4
 68,10000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,4
 68,20000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,4
 68,30000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,4
@@ -16069,46 +16069,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,80000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,4
 70,90000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,4
 70,100000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,4
-71,10000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,4
-71,20000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,4
-71,30000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,4
-71,40000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,4
-71,50000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,4
-71,60000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,4
-71,70000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,4
-71,80000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,4
-71,90000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,4
-71,100000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,4
-72,10000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,4
-72,20000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,4
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-72,100000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,4
-73,10000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,4
-73,20000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,4
-73,30000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,4
-73,40000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,4
-73,50000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,4
-73,60000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,4
-73,70000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,4
-73,80000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,4
-73,90000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,4
-73,100000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,4
-74,10000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,4
-74,20000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,4
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+71,10000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,4
+71,20000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,4
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+71,50000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,4
+71,60000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,4
+71,70000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,4
+71,80000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,4
+71,90000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,4
+71,100000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,4
+72,10000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,,,,45.0,4
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+73,10000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,4
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+73,70000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,4
+73,80000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,4
+73,90000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,4
+73,100000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,4
+74,10000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,4
+74,20000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,4
+74,30000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,4
+74,40000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,4
+74,50000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,4
+74,60000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,4
+74,70000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,4
+74,80000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,4
+74,90000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,4
+74,100000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,4
 75,10000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,4
 75,20000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,4
 75,30000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,4
@@ -16129,56 +16129,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,80000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,4
 76,90000,0.49382034,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,4
 76,100000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,4
-77,10000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,4
-77,20000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,4
-77,30000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,4
-77,40000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,4
-77,50000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,4
-77,60000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,4
-77,70000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,4
-77,80000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,4
-77,90000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,4
-77,100000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,4
-78,10000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,4
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 82,10000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,4
 82,20000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,4
 82,30000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,4
@@ -16189,46 +16189,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,80000,0.49207032,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,4
 82,90000,0.9546484,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,4
 82,100000,0.95296097,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,4
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+84,90000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,,,,76.0,4
+84,100000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,,,,76.0,4
+85,10000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,4
+85,20000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,4
+85,30000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,4
+85,40000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,4
+85,50000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,4
+85,60000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,4
+85,70000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,4
+85,80000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,4
+85,90000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,4
+85,100000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,4
+86,10000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,4
+86,20000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,4
+86,30000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,4
+86,40000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,4
+86,50000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,4
+86,60000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,4
+86,70000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,4
+86,80000,0.10740624,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,4
+86,90000,0.20432812,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,4
+86,100000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,4
 87,10000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,4
 87,20000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,4
 87,30000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,4
@@ -16239,16 +16239,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 87,80000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,4
 87,90000,0.1595625,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,4
 87,100000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,4
-88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,4
-88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,4
-88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,4
-88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,4
-88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,4
-88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,4
-88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,4
-88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,4
-88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,4
-88,100000,0.09255469,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,4
+88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,4
+88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,4
+88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,4
+88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,4
+88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,4
+88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,4
+88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,4
+88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,4
+88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,4
+88,100000,0.09255469,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,4
 89,10000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,4
 89,20000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,4
 89,30000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,4
@@ -16259,36 +16259,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 89,80000,0.13788281,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,4
 89,90000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,4
 89,100000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,4
-90,10000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,4
-90,20000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,4
-90,30000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,4
-90,40000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,4
-90,50000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,4
-90,60000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,4
-90,70000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,4
-90,80000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,4
-90,90000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,4
-90,100000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,4
-91,10000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,NaN,NaN,NaN,NaN,4
-91,20000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,NaN,NaN,NaN,NaN,4
-91,30000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,NaN,NaN,NaN,NaN,4
-91,40000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,NaN,NaN,NaN,NaN,4
-91,50000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,NaN,NaN,NaN,NaN,4
-91,60000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,NaN,NaN,NaN,NaN,4
-91,70000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,NaN,NaN,NaN,NaN,4
-91,80000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,NaN,NaN,NaN,NaN,4
-91,90000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,NaN,NaN,NaN,NaN,4
-91,100000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,NaN,NaN,NaN,NaN,4
-92,10000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,NaN,NaN,NaN,27.0,4
-92,20000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,NaN,NaN,NaN,27.0,4
-92,30000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,NaN,NaN,NaN,27.0,4
-92,40000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,NaN,NaN,NaN,27.0,4
-92,50000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,NaN,NaN,NaN,27.0,4
-92,60000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,NaN,NaN,NaN,27.0,4
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+90,10000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,,,,,4
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+90,30000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,,,,,4
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+91,10000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,,,,,4
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+91,60000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,,,,,4
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+91,80000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,,,,,4
+91,90000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,,,,,4
+91,100000,0.0,128,False,101173,0.87949228,1.22e-06,1981,0.12339655,False,,,,,4
+92,10000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,4
+92,20000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,4
+92,30000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,4
+92,40000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,4
+92,50000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,4
+92,60000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,4
+92,70000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,4
+92,80000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,4
+92,90000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,4
+92,100000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,4
 93,10000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,4
 93,20000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,4
 93,30000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,4
@@ -16299,36 +16299,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 93,80000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,4
 93,90000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,4
 93,100000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,4
-94,10000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,4
-94,20000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,4
-94,30000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,4
-94,40000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,4
-94,50000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,4
-94,60000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,4
-94,70000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,4
-94,80000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,4
-94,90000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,4
-94,100000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,4
-95,10000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,NaN,4
-95,20000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,NaN,4
-95,30000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,NaN,4
-95,40000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,NaN,4
-95,50000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,NaN,4
-95,60000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,NaN,4
-95,70000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,NaN,4
-95,80000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,NaN,4
-95,90000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,NaN,4
-95,100000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,NaN,4
-96,10000,0.0,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,NaN,4
-96,20000,0.0,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,NaN,4
-96,30000,0.0,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,NaN,4
-96,40000,0.03096875,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,NaN,4
-96,50000,0.8803828,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,NaN,4
-96,60000,0.82315624,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,NaN,4
-96,70000,0.5542891,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,NaN,4
-96,80000,0.8471562,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,NaN,4
-96,90000,0.8882656,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,NaN,4
-96,100000,0.48509374,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,NaN,4
+94,10000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,,,,80.0,4
+94,20000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,,,,80.0,4
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+95,10000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,,4
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+95,30000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,,4
+95,40000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,,4
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+95,100000,0.0,32,True,222015,0.84186322,3.25e-06,813,0.0560533,False,0.3563987,0.70934647,1.3e-07,,4
+96,10000,0.0,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,4
+96,20000,0.0,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,4
+96,30000,0.0,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,4
+96,40000,0.03096875,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,4
+96,50000,0.8803828,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,4
+96,60000,0.82315624,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,4
+96,70000,0.5542891,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,4
+96,80000,0.8471562,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,4
+96,90000,0.8882656,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,4
+96,100000,0.48509374,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,4
 97,10000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,4
 97,20000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,4
 97,30000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,4
@@ -16349,36 +16349,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 98,80000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,4
 98,90000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,4
 98,100000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,4
-99,10000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,4
-99,20000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,4
-99,30000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,4
-99,40000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,4
-99,50000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,4
-99,60000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,4
-99,70000,0.09192187,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,4
-99,80000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,4
-99,90000,0.11500781,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,4
-99,100000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,4
-100,10000,0.0,32,False,888380,0.93015534,0.00184077,705,0.110221,False,NaN,NaN,NaN,NaN,4
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-100,30000,0.0,32,False,888380,0.93015534,0.00184077,705,0.110221,False,NaN,NaN,NaN,NaN,4
-100,40000,0.0,32,False,888380,0.93015534,0.00184077,705,0.110221,False,NaN,NaN,NaN,NaN,4
-100,50000,0.0,32,False,888380,0.93015534,0.00184077,705,0.110221,False,NaN,NaN,NaN,NaN,4
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-100,100000,0.0,32,False,888380,0.93015534,0.00184077,705,0.110221,False,NaN,NaN,NaN,NaN,4
-101,10000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,NaN,4
-101,20000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,NaN,4
-101,30000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,NaN,4
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-101,80000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,NaN,4
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+99,10000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,,,,,4
+99,20000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,,,,,4
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+101,60000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,4
+101,70000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,4
+101,80000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,4
+101,90000,0.22107813,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,4
+101,100000,0.24303906,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,4
 102,10000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,4
 102,20000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,4
 102,30000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,4
@@ -16409,56 +16409,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 104,80000,0.07699999,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,4
 104,90000,0.0,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,4
 104,100000,0.0,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,4
-105,10000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,4
-105,20000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,4
-105,30000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,4
-105,40000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,4
-105,50000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,4
-105,60000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,4
-105,70000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,4
-105,80000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,4
-105,90000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,4
-105,100000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,4
-106,10000,0.0,128,False,786408,0.8740114,0.00928617,616,0.16035892,False,NaN,NaN,NaN,NaN,4
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-108,10000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,4
-108,20000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,4
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 110,10000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,4
 110,20000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,4
 110,30000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,4
@@ -16479,36 +16479,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 111,80000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,4
 111,90000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,4
 111,100000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,4
-112,10000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,4
-112,20000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,4
-112,30000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,4
-112,40000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,4
-112,50000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,4
-112,60000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,4
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 115,10000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,4
 115,20000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,4
 115,30000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,4
@@ -16519,26 +16519,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 115,80000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,4
 115,90000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,4
 115,100000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,4
-116,10000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,4
-116,20000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,4
-116,30000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,4
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-116,50000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,4
-116,60000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,4
-116,70000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,4
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 118,10000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,4
 118,20000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,4
 118,30000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,4
@@ -16549,56 +16549,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 118,80000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,4
 118,90000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,4
 118,100000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,4
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 124,10000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,4
 124,20000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,4
 124,30000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,4
@@ -16609,136 +16609,136 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 124,80000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,4
 124,90000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,4
 124,100000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,4
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 138,10000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,4
 138,20000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,4
 138,30000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,4
@@ -16749,56 +16749,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 138,80000,0.15392968,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,4
 138,90000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,4
 138,100000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,4
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+143,60000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,4
+143,70000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,4
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+143,100000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,4
 144,10000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,4
 144,20000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,4
 144,30000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,4
@@ -16809,36 +16809,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 144,80000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,4
 144,90000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,4
 144,100000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,4
-145,10000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,4
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+147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,4
 148,10000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,4
 148,20000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,4
 148,30000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,4
@@ -16849,16 +16849,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 148,80000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,4
 148,90000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,4
 148,100000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,4
-149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,4
-149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,4
-149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,4
-149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,4
-149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,4
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-149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,4
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+149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,4
+149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,4
+149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,4
+149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,4
+149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,4
+149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,4
+149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,4
+149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,4
+149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,4
+149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,4
 150,10000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,4
 150,20000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,4
 150,30000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,4
@@ -16869,26 +16869,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 150,80000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,4
 150,90000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,4
 150,100000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,4
-151,10000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,4
-151,20000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,4
-151,30000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,4
-151,40000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,4
-151,50000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,4
-151,60000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,4
-151,70000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,4
-151,80000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,4
-151,90000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,4
-151,100000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,4
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+152,60000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,4
+152,70000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,4
+152,80000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,4
+152,90000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,4
+152,100000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,4
 153,10000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,4
 153,20000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,4
 153,30000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,4
@@ -16909,16 +16909,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 154,80000,0.50374216,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,4
 154,90000,0.22734374,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,4
 154,100000,0.58687496,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,4
-155,10000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,4
-155,20000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,4
-155,30000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,4
-155,40000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,4
-155,50000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,4
-155,60000,0.48846877,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,4
-155,70000,0.8478672,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,4
-155,80000,0.9014922,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,4
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+155,60000,0.48846877,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,4
+155,70000,0.8478672,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,4
+155,80000,0.9014922,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,4
+155,90000,0.96266407,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,4
+155,100000,0.9602734,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,4
 156,10000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,4
 156,20000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,4
 156,30000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,4
@@ -16929,106 +16929,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 156,80000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,4
 156,90000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,4
 156,100000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,4
-157,10000,0.0,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,4
-157,20000,0.0,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,4
-157,30000,0.0,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,4
-157,40000,0.0,128,True,141789,0.93133303,1.868e-05,1364,0.16352841,False,0.95791366,0.71179407,2.8e-07,NaN,4
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+166,100000,0.0,32,False,415038,0.89564078,0.00403637,983,0.12912894,False,,,,,4
 167,10000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,4
 167,20000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,4
 167,30000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,4
@@ -17039,26 +17039,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 167,80000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,4
 167,90000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,4
 167,100000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,4
-168,10000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,4
-168,20000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,4
-168,30000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,4
-168,40000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,4
-168,50000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,4
-168,60000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,4
-168,70000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,4
-168,80000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,4
-168,90000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,4
-168,100000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,4
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+169,100000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,4
 170,10000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,4
 170,20000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,4
 170,30000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,4
@@ -17079,26 +17079,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 171,80000,0.89664066,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,4
 171,90000,0.830125,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,4
 171,100000,0.92803127,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,4
-172,10000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,4
-172,20000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,4
-172,30000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,4
-172,40000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,4
-172,50000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,4
-172,60000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,4
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-173,10000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,4
-173,20000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,4
-173,30000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,4
-173,40000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,4
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+173,80000,0.48621875,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,,4
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 174,10000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,4
 174,20000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,4
 174,30000,0.94846094,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,4
@@ -17109,16 +17109,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 174,80000,0.62157035,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,4
 174,90000,0.9668125,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,4
 174,100000,0.9215547,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,4
-175,10000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,4
-175,20000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,4
-175,30000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,4
-175,40000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,4
-175,50000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,4
-175,60000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,4
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-175,80000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,4
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 176,10000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,4
 176,20000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,4
 176,30000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,4
@@ -17129,16 +17129,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,80000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,4
 176,90000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,4
 176,100000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,4
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+177,100000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,,4
 178,10000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,4
 178,20000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,4
 178,30000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,4
@@ -17149,166 +17149,166 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 178,80000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,4
 178,90000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,4
 178,100000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,4
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 195,10000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,4
 195,20000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,4
 195,30000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,4
@@ -17329,26 +17329,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 196,80000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,4
 196,90000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,4
 196,100000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,4
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-197,20000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,4
-197,30000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,4
-197,40000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,4
-197,50000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,4
-197,60000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,4
-197,70000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,4
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-197,100000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,4
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+198,100000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,4
 199,10000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,4
 199,20000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,4
 199,30000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,4
@@ -17359,16 +17359,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 199,80000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,4
 199,90000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,4
 199,100000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,4
-200,10000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,4
-200,20000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,4
-200,30000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,4
-200,40000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,4
-200,50000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,4
-200,60000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,4
-200,70000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,4
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+200,70000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,4
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+200,90000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,4
+200,100000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,4
 201,10000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,4
 201,20000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,4
 201,30000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,4
@@ -17379,26 +17379,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 201,80000,0.7360859,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,4
 201,90000,0.55857813,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,4
 201,100000,0.96779686,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,4
-202,10000,0.0,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,4
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 204,10000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,4
 204,20000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,4
 204,30000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,4
@@ -17409,56 +17409,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 204,80000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,4
 204,90000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,4
 204,100000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,4
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 210,10000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,4
 210,20000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,4
 210,30000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,4
@@ -17469,36 +17469,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 210,80000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,4
 210,90000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,4
 210,100000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,4
-211,10000,0.0,64,False,869735,0.99670261,0.00659643,952,0.166953,True,NaN,NaN,NaN,98.0,4
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 214,10000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,4
 214,20000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,4
 214,30000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,4
@@ -17509,86 +17509,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,80000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,4
 214,90000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,4
 214,100000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,4
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 223,10000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,4
 223,20000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,4
 223,30000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,4
@@ -17609,16 +17609,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 224,80000,0.08488281,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,4
 224,90000,0.0,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,4
 224,100000,0.152875,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,4
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 226,10000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,4
 226,20000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,4
 226,30000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,4
@@ -17639,66 +17639,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 227,80000,0.6383203,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,4
 227,90000,0.96231246,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,4
 227,100000,0.91846097,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,4
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@@ -17729,56 +17729,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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+241,100000,0.0,128,False,611164,0.84754402,0.00015484,763,0.18722412,True,,,,65.0,4
 242,10000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,4
 242,20000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,4
 242,30000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,4
@@ -17789,36 +17789,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 242,80000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,4
 242,90000,0.07692969,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,4
 242,100000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,4
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 246,10000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,4
 246,20000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,4
 246,30000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,4
@@ -17829,46 +17829,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 246,80000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,4
 246,90000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,4
 246,100000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,4
-247,10000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,4
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 251,10000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,4
 251,20000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,4
 251,30000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,4
@@ -17879,16 +17879,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 251,80000,0.38274997,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,4
 251,90000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,4
 251,100000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,4
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 253,10000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,4
 253,20000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,4
 253,30000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,4
@@ -17899,66 +17899,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 253,80000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,4
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 253,100000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,4
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 4,10000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,3
 4,20000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,3
 4,30000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,3
@@ -17979,56 +17979,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 5,80000,0.29828906,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,3
 5,90000,0.3805,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,3
 5,100000,0.6956172,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,3
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+8,100000,0.0,64,True,829116,0.50234774,0.00244953,553,0.14730361,False,0.25626561,0.58039576,2.334e-05,,3
+9,10000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,3
+9,20000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,3
+9,30000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,3
+9,40000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,3
+9,50000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,3
+9,60000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,3
+9,70000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,3
+9,80000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,3
+9,90000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,3
+9,100000,0.0,32,False,447691,0.92320434,0.00314338,609,0.16294577,True,,,,70.0,3
+10,10000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,3
+10,20000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,3
+10,30000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,3
+10,40000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,3
+10,50000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,3
+10,60000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,3
+10,70000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,3
+10,80000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,3
+10,90000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,3
+10,100000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,3
 11,10000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,3
 11,20000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,3
 11,30000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,3
@@ -18039,26 +18039,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 11,80000,0.099875,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,3
 11,90000,0.14632812,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,3
 11,100000,0.05419531,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,3
-12,10000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,3
-12,20000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,3
-12,30000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,3
-12,40000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,3
-12,50000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,3
-12,60000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,3
-12,70000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,3
-12,80000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,3
-12,90000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,3
-12,100000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,3
-13,10000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,3
-13,20000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,3
-13,30000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,3
-13,40000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,3
-13,50000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,3
-13,60000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,3
-13,70000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,3
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-13,90000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,3
-13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,NaN,NaN,NaN,NaN,3
+12,10000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,3
+12,20000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,3
+12,30000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,3
+12,40000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,3
+12,50000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,3
+12,60000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,3
+12,70000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,3
+12,80000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,3
+12,90000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,3
+12,100000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,,,,,3
+13,10000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,3
+13,20000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,3
+13,30000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,3
+13,40000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,3
+13,50000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,3
+13,60000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,3
+13,70000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,3
+13,80000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,3
+13,90000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,3
+13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,3
 14,10000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,3
 14,20000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,3
 14,30000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,3
@@ -18069,26 +18069,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 14,80000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,3
 14,90000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,3
 14,100000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,3
-15,10000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,3
-15,20000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,3
-15,30000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,3
-15,40000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,3
-15,50000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,3
-15,60000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,3
-15,70000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,3
-15,80000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,3
-15,90000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,3
-15,100000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,NaN,NaN,NaN,NaN,3
-16,10000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,3
-16,20000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,3
-16,30000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,3
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-16,50000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,3
-16,60000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,3
-16,70000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,3
-16,80000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,3
-16,90000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,3
-16,100000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,NaN,NaN,NaN,18.0,3
+15,10000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,,,,,3
+15,20000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,,,,,3
+15,30000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,,,,,3
+15,40000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,,,,,3
+15,50000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,,,,,3
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+15,90000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,,,,,3
+15,100000,0.0,32,False,577662,0.61894641,0.04688889,1258,0.10759093,False,,,,,3
+16,10000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,3
+16,20000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,3
+16,30000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,3
+16,40000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,3
+16,50000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,3
+16,60000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,3
+16,70000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,3
+16,80000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,3
+16,90000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,3
+16,100000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,3
 17,10000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,3
 17,20000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,3
 17,30000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,3
@@ -18099,26 +18099,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 17,80000,0.14506249,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,3
 17,90000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,3
 17,100000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,3
-18,10000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,3
-18,20000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,3
-18,30000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,3
-18,40000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,3
-18,50000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,3
-18,60000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,3
-18,70000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,3
-18,80000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,3
-18,90000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,3
-18,100000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,3
-19,10000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,NaN,NaN,NaN,59.0,3
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-19,100000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,NaN,NaN,NaN,59.0,3
+18,10000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,,3
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 20,10000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,3
 20,20000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,3
 20,30000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,3
@@ -18129,76 +18129,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 20,80000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,3
 20,90000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,3
 20,100000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,3
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+27,80000,0.0,32,True,683606,0.84781272,2.616e-05,778,0.03704904,False,0.0662796,0.70002727,0.00013025,,3
+27,90000,0.0,32,True,683606,0.84781272,2.616e-05,778,0.03704904,False,0.0662796,0.70002727,0.00013025,,3
+27,100000,0.0,32,True,683606,0.84781272,2.616e-05,778,0.03704904,False,0.0662796,0.70002727,0.00013025,,3
 28,10000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,3
 28,20000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,3
 28,30000,0.08474219,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,3
@@ -18209,56 +18209,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 28,80000,0.0691875,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,3
 28,90000,0.36360937,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,3
 28,100000,0.03864063,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,3
-29,10000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,3
-29,20000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,3
-29,30000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,3
-29,40000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,3
-29,50000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,3
-29,60000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,3
-29,70000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,3
-29,80000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,NaN,NaN,NaN,NaN,3
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-32,10000,0.0,128,False,815713,0.57970723,0.00139474,816,0.01347988,True,NaN,NaN,NaN,96.0,3
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-33,50000,0.19207811,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,NaN,3
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-33,70000,0.40225,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,NaN,3
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+29,10000,0.0,64,False,645933,0.51768122,0.00014191,1045,0.10769932,False,,,,,3
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+33,50000,0.19207811,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,3
+33,60000,0.11507812,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,3
+33,70000,0.40225,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,3
+33,80000,0.38246876,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,3
+33,90000,0.14653906,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,3
+33,100000,0.0,64,True,17335,0.59261616,0.00010146,1904,0.02082337,False,0.87079365,0.45962077,2.03e-06,,3
 34,10000,0.02322656,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,3
 34,20000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,3
 34,30000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,3
@@ -18269,96 +18269,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 34,80000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,3
 34,90000,0.01548438,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,3
 34,100000,0.00774219,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,3
-35,10000,0.0,128,False,409659,0.58147721,0.00156246,1004,0.19789255,True,NaN,NaN,NaN,67.0,3
-35,20000,0.0,128,False,409659,0.58147721,0.00156246,1004,0.19789255,True,NaN,NaN,NaN,67.0,3
-35,30000,0.0,128,False,409659,0.58147721,0.00156246,1004,0.19789255,True,NaN,NaN,NaN,67.0,3
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+40,80000,0.0,32,True,153222,0.70874319,4.53e-06,1237,0.0771788,False,0.96811673,0.55141605,1.26e-06,,3
+40,90000,0.0,32,True,153222,0.70874319,4.53e-06,1237,0.0771788,False,0.96811673,0.55141605,1.26e-06,,3
+40,100000,0.0,32,True,153222,0.70874319,4.53e-06,1237,0.0771788,False,0.96811673,0.55141605,1.26e-06,,3
+41,10000,0.0,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,3
+41,20000,0.0,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,3
+41,30000,0.0,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,3
+41,40000,0.0,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,3
+41,50000,0.0,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,3
+41,60000,0.11592188,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,3
+41,70000,0.1150078,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,3
+41,80000,0.0,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,3
+41,90000,0.0385,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,3
+41,100000,0.0,128,True,552537,0.63582638,0.00018933,823,0.05043428,False,0.31727702,0.37930452,1.259e-05,,3
+42,10000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,3
+42,20000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,3
+42,30000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,3
+42,40000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,3
+42,50000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,3
+42,60000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,3
+42,70000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,3
+42,80000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,3
+42,90000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,3
+42,100000,0.0,64,False,862460,0.52434515,1.854e-05,914,0.02182095,True,,,,72.0,3
+43,10000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,3
+43,20000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,3
+43,30000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,3
+43,40000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,3
+43,50000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,3
+43,60000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,3
+43,70000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,3
+43,80000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,3
+43,90000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,3
+43,100000,0.0,32,True,676574,0.93961738,0.00052287,579,0.00701682,False,0.01780526,0.37895228,1.325e-05,,3
 44,10000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,3
 44,20000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,3
 44,30000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,3
@@ -18369,56 +18369,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 44,80000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,3
 44,90000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,3
 44,100000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,3
-45,10000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,3
-45,20000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,3
-45,30000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,3
-45,40000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,3
-45,50000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,3
-45,60000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,3
-45,70000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,3
-45,80000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,3
-45,90000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,3
-45,100000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,NaN,NaN,NaN,NaN,3
-46,10000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,3
-46,20000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,3
-46,30000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,3
-46,40000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,3
-46,50000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,3
-46,60000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,3
-46,70000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,3
-46,80000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,3
-46,90000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,3
-46,100000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,NaN,NaN,NaN,NaN,3
-47,10000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,3
-47,20000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,3
-47,30000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,3
-47,40000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,3
-47,50000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,3
-47,60000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,3
-47,70000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,3
-47,80000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,3
-47,90000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,3
-47,100000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,NaN,NaN,NaN,31.0,3
-48,10000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,3
-48,20000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,3
-48,30000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,3
-48,40000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,3
-48,50000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,3
-48,60000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,3
-48,70000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,NaN,NaN,NaN,6.0,3
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-49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,NaN,NaN,NaN,NaN,3
+45,10000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,,,,,3
+45,20000,0.0,32,False,600802,0.7943698,0.06514058,34,0.1396,False,,,,,3
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+46,10000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,3
+46,20000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,3
+46,30000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,3
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+46,50000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,3
+46,60000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,3
+46,70000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,3
+46,80000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,3
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+46,100000,0.0,64,False,694270,0.54544287,1.377e-05,840,0.12503564,False,,,,,3
+47,10000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,3
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+47,80000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,3
+47,90000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,3
+47,100000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,3
+48,10000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,3
+48,20000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,3
+48,30000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,3
+48,40000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,3
+48,50000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,3
+48,60000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,3
+48,70000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,3
+48,80000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,3
+48,90000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,3
+48,100000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,3
+49,10000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,3
+49,20000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,3
+49,30000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,3
+49,40000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,3
+49,50000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,3
+49,60000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,3
+49,70000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,3
+49,80000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,3
+49,90000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,3
+49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,3
 50,10000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,3
 50,20000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,3
 50,30000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,3
@@ -18429,26 +18429,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,80000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,3
 50,90000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,3
 50,100000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,3
-51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,3
-51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,3
-51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,3
-51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,3
-51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,3
-51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,3
-51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,3
-51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,3
-51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,3
-51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,3
-52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,3
-52,20000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,3
-52,30000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,3
-52,40000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,3
-52,50000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,3
-52,60000,0.08439062,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,3
-52,70000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,3
-52,80000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,3
-52,90000,0.47425783,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,3
-52,100000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,3
+51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,3
+51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,3
+51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,3
+51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,3
+51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,3
+51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,3
+51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,3
+51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,3
+51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,3
+51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,3
+52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,3
+52,20000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,3
+52,30000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,3
+52,40000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,3
+52,50000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,3
+52,60000,0.08439062,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,3
+52,70000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,3
+52,80000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,3
+52,90000,0.47425783,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,3
+52,100000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,3
 53,10000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,3
 53,20000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,3
 53,30000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,3
@@ -18469,16 +18469,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 54,80000,0.9604843,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,3
 54,90000,0.75417966,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,3
 54,100000,0.7349609,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,3
-55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,3
-55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,3
-55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,3
-55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,3
-55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,3
-55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,3
-55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,3
-55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,3
-55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,3
-55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,3
+55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,3
+55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,3
+55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,3
+55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,3
+55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,3
+55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,3
+55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,3
+55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,3
+55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,3
+55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,3
 56,10000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,3
 56,20000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,3
 56,30000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,3
@@ -18489,16 +18489,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 56,80000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,3
 56,90000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,3
 56,100000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,3
-57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,3
-57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,3
-57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,3
-57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,3
-57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,3
-57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,3
-57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,3
-57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,3
-57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,3
-57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,3
+57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,3
+57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,3
+57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,3
+57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,3
+57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,3
+57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,3
+57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,3
+57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,3
+57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,3
+57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,3
 58,10000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,3
 58,20000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,3
 58,30000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,3
@@ -18509,26 +18509,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 58,80000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,3
 58,90000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,3
 58,100000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,3
-59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,3
-59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,3
-59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,3
-59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,3
-59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,3
-59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,3
-59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,3
-59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,3
-59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,3
-59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,3
-60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,3
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-60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,3
-60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,3
-60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,3
-60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,3
-60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,3
-60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,3
+59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,3
+59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,3
+59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,3
+59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,3
+59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,3
+59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,3
+59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,3
+59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,3
+59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,3
+59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,3
+60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,3
+60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,3
+60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,3
+60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,3
+60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,3
+60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,3
+60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,3
+60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,3
+60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,3
+60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,3
 61,10000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,3
 61,20000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,3
 61,30000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,3
@@ -18539,16 +18539,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 61,80000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,3
 61,90000,0.02322656,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,3
 61,100000,0.19792187,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,3
-62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,3
-62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,3
-62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,3
-62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,3
-62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,3
-62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,3
-62,70000,0.11578125,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,3
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-62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,3
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+62,70000,0.11578125,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,3
+62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,3
+62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,3
+62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,3
 63,10000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,3
 63,20000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,3
 63,30000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,3
@@ -18559,16 +18559,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 63,80000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,3
 63,90000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,3
 63,100000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,3
-64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,3
-64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,3
-64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,3
-64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,3
-64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,3
-64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,3
-64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,3
-64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,3
-64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,3
-64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,3
+64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,3
+64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,3
+64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,3
+64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,3
+64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,3
+64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,3
+64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,3
+64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,3
+64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,3
+64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,3
 65,10000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,3
 65,20000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,3
 65,30000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,3
@@ -18589,16 +18589,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 66,80000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,3
 66,90000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,3
 66,100000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,3
-67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,3
-67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,3
-67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,3
-67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,3
-67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,3
-67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,3
-67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,3
-67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,3
-67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,3
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+67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,3
+67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,3
+67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,3
+67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,3
+67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,3
+67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,3
+67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,3
+67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,3
 68,10000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,3
 68,20000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,3
 68,30000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,3
@@ -18629,46 +18629,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,80000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,3
 70,90000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,3
 70,100000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,3
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-71,20000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,3
-71,30000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,3
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+73,10000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,3
+73,20000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,3
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+74,10000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,3
+74,20000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,3
+74,30000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,3
+74,40000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,3
+74,50000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,3
+74,60000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,3
+74,70000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,3
+74,80000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,3
+74,90000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,3
+74,100000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,3
 75,10000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,3
 75,20000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,3
 75,30000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,3
@@ -18689,56 +18689,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,80000,0.22846875,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,3
 76,90000,0.408375,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,3
 76,100000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,3
-77,10000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,3
-77,20000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,3
-77,30000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,3
-77,40000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,3
-77,50000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,3
-77,60000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,3
-77,70000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,3
-77,80000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,3
-77,90000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,3
-77,100000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,3
-78,10000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,3
-78,20000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,3
-78,30000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,3
-78,40000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,3
-78,50000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,3
-78,60000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,3
-78,70000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,3
-78,80000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,3
-78,90000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,3
-78,100000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,3
-79,10000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,3
-79,20000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,3
-79,30000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,3
-79,40000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,3
-79,50000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,3
-79,60000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,3
-79,70000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,3
-79,80000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,3
-79,90000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,3
-79,100000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,3
-80,10000,0.0,32,False,112405,0.72948493,4.089e-05,648,0.09703426,False,NaN,NaN,NaN,NaN,3
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-80,30000,0.0,32,False,112405,0.72948493,4.089e-05,648,0.09703426,False,NaN,NaN,NaN,NaN,3
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-81,10000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,NaN,NaN,NaN,NaN,3
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-81,70000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,NaN,NaN,NaN,NaN,3
-81,80000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,NaN,NaN,NaN,NaN,3
-81,90000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,NaN,NaN,NaN,NaN,3
-81,100000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,NaN,NaN,NaN,NaN,3
+77,10000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,,,,83.0,3
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+78,10000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,,3
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+79,10000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,,,,89.0,3
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+80,10000,0.0,32,False,112405,0.72948493,4.089e-05,648,0.09703426,False,,,,,3
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+80,100000,0.0,32,False,112405,0.72948493,4.089e-05,648,0.09703426,False,,,,,3
+81,10000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,3
+81,20000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,3
+81,30000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,3
+81,40000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,3
+81,50000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,3
+81,60000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,3
+81,70000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,3
+81,80000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,3
+81,90000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,3
+81,100000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,3
 82,10000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,3
 82,20000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,3
 82,30000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,3
@@ -18749,46 +18749,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,80000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,3
 82,90000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,3
 82,100000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,3
-83,10000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,3
-83,20000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,3
-83,30000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,3
-83,40000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,3
-83,50000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,3
-83,60000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,3
-83,70000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,3
-83,80000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,3
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-83,100000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,3
-84,10000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,3
-84,20000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,3
-84,30000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,3
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+86,100000,0.6825937,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,3
 87,10000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,3
 87,20000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,3
 87,30000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,3
@@ -18799,16 +18799,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 87,80000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,3
 87,90000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,3
 87,100000,0.15336719,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,3
-88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,3
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+88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,3
 89,10000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,3
 89,20000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,3
 89,30000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,3
@@ -18819,36 +18819,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 89,80000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,3
 89,90000,0.10726562,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,3
 89,100000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,3
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+92,80000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,3
+92,90000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,3
+92,100000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,3
 93,10000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,3
 93,20000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,3
 93,30000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,3
@@ -18859,36 +18859,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 93,80000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,3
 93,90000,0.131125,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,3
 93,100000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,3
-94,10000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,3
-94,20000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,3
-94,30000,0.18496874,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,3
-94,40000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,3
-94,50000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,3
-94,60000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,3
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+94,10000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,,,,80.0,3
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+96,80000,0.2828047,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,3
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 97,10000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,3
 97,20000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,3
 97,30000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,3
@@ -18909,36 +18909,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 98,80000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,3
 98,90000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,3
 98,100000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,3
-99,10000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,3
-99,20000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,3
-99,30000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,3
-99,40000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,3
-99,50000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,3
-99,60000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,3
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 102,10000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,3
 102,20000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,3
 102,30000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,3
@@ -18969,56 +18969,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 104,80000,0.22917187,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,3
 104,90000,0.11507812,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,3
 104,100000,0.24254687,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,3
-105,10000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,3
-105,20000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,3
-105,30000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,3
-105,40000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,3
-105,50000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,3
-105,60000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,3
-105,70000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,3
-105,80000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,3
-105,90000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,3
-105,100000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,3
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-106,100000,0.06939843,128,False,786408,0.8740114,0.00928617,616,0.16035892,False,NaN,NaN,NaN,NaN,3
-107,10000,0.03871094,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,3
-107,20000,0.03096875,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,3
-107,30000,0.04645313,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,3
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-107,90000,0.0,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,3
-107,100000,0.0,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,3
-108,10000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,3
-108,20000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,3
-108,30000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,3
-108,40000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,3
-108,50000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,3
-108,60000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,3
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 110,10000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,3
 110,20000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,3
 110,30000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,3
@@ -19039,36 +19039,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 111,80000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,3
 111,90000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,3
 111,100000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,3
-112,10000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,3
-112,20000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,3
-112,30000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,3
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 115,10000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,3
 115,20000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,3
 115,30000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,3
@@ -19079,26 +19079,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 115,80000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,3
 115,90000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,3
 115,100000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,3
-116,10000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,3
-116,20000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,3
-116,30000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,3
-116,40000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,3
-116,50000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,3
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 118,10000,0.04645313,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,3
 118,20000,0.02322656,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,3
 118,30000,0.03096875,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,3
@@ -19109,56 +19109,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 118,80000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,3
 118,90000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,3
 118,100000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,3
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 124,10000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,3
 124,20000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,3
 124,30000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,3
@@ -19169,136 +19169,136 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 124,80000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,3
 124,90000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,3
 124,100000,0.1004375,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,3
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 138,30000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,3
@@ -19309,56 +19309,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 138,80000,0.4380078,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,3
 138,90000,0.33566403,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,3
 138,100000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,3
-139,10000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,3
-139,20000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,3
-139,30000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,3
-139,40000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,3
-139,50000,0.0,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,3
-139,60000,0.2583828,32,True,851351,0.88553867,2.554e-05,773,0.18527927,False,0.61820284,0.22927528,1.5e-07,NaN,3
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+143,100000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,3
 144,10000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,3
 144,20000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,3
 144,30000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,3
@@ -19369,36 +19369,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 144,80000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,3
 144,90000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,3
 144,100000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,3
-145,10000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,3
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+147,70000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,3
+147,80000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,3
+147,90000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,3
+147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,3
 148,10000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,3
 148,20000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,3
 148,30000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,3
@@ -19409,16 +19409,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 148,80000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,3
 148,90000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,3
 148,100000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,3
-149,10000,0.03096875,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,3
-149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,3
-149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,3
-149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,3
-149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,3
-149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,3
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+149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,3
+149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,3
+149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,3
+149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,3
+149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,3
+149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,3
+149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,3
 150,10000,0.03096875,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,3
 150,20000,0.04645313,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,3
 150,30000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,3
@@ -19429,26 +19429,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 150,80000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,3
 150,90000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,3
 150,100000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,3
-151,10000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,3
-151,20000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,3
-151,30000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,3
-151,40000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,3
-151,50000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,3
-151,60000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,3
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+152,100000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,3
 153,10000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,3
 153,20000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,3
 153,30000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,3
@@ -19469,16 +19469,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 154,80000,0.0,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,3
 154,90000,0.0,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,3
 154,100000,0.12978905,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,3
-155,10000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,3
-155,20000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,3
-155,30000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,3
-155,40000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,3
-155,50000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,3
-155,60000,0.39647657,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,3
-155,70000,0.9599922,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,3
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-155,90000,0.9630156,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,3
-155,100000,0.9661094,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,NaN,3
+155,10000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,3
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+155,50000,0.0,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,3
+155,60000,0.39647657,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,3
+155,70000,0.9599922,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,3
+155,80000,0.9602734,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,3
+155,90000,0.9630156,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,3
+155,100000,0.9661094,128,True,481273,0.72729493,1.117e-05,711,0.09137889,False,0.9555135,0.52373642,0.00030227,,3
 156,10000,0.07742187,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,3
 156,20000,0.04645313,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,3
 156,30000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,3
@@ -19489,106 +19489,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 156,80000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,3
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+166,100000,0.0,32,False,415038,0.89564078,0.00403637,983,0.12912894,False,,,,,3
 167,10000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,3
 167,20000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,3
 167,30000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,3
@@ -19599,26 +19599,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 167,80000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,3
 167,90000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,3
 167,100000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,3
-168,10000,0.04645313,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,3
-168,20000,0.04645313,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,3
-168,30000,0.02322656,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,3
-168,40000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,3
-168,50000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,3
-168,60000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,3
-168,70000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,3
-168,80000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,3
-168,90000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,3
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-169,20000,0.04645313,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,3
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+169,100000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,3
 170,10000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,3
 170,20000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,3
 170,30000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,3
@@ -19639,26 +19639,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 171,80000,0.5819453,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,3
 171,90000,0.9541562,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,3
 171,100000,0.93367183,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,3
-172,10000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,3
-172,20000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,3
-172,30000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,3
-172,40000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,3
-172,50000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,3
-172,60000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,3
-172,70000,0.1384453,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,3
-172,80000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,3
-172,90000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,3
-172,100000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,3
-173,10000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,3
-173,20000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,3
-173,30000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,3
-173,40000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,3
-173,50000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,3
-173,60000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,3
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-173,90000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,3
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 174,10000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,3
 174,20000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,3
 174,30000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,3
@@ -19669,16 +19669,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 174,80000,0.41914064,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,3
 174,90000,0.7185625,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,3
 174,100000,0.71469533,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,3
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-175,20000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,3
-175,30000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,3
-175,40000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,3
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+175,100000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,3
 176,10000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,3
 176,20000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,3
 176,30000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,3
@@ -19689,16 +19689,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,80000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,3
 176,90000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,3
 176,100000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,3
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-177,20000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,3
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 178,10000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,3
 178,20000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,3
 178,30000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,3
@@ -19709,166 +19709,166 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 178,80000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,3
 178,90000,0.10789844,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,3
 178,100000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,3
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@@ -19889,26 +19889,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 196,80000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,3
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 196,100000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,3
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+198,60000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,3
+198,70000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,3
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+198,90000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,3
+198,100000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,3
 199,10000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,3
 199,20000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,3
 199,30000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,3
@@ -19919,16 +19919,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 199,80000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,3
 199,90000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,3
 199,100000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,3
-200,10000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,3
-200,20000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,3
-200,30000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,3
-200,40000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,3
-200,50000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,3
-200,60000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,3
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+200,100000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,3
 201,10000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,3
 201,20000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,3
 201,30000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,3
@@ -19939,26 +19939,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 201,80000,0.77523434,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,3
 201,90000,0.8960156,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,3
 201,100000,0.8389375,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,3
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-202,20000,0.03871094,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,3
-202,30000,0.01548438,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,3
-202,40000,0.01548438,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,3
-202,50000,0.0,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,3
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 204,10000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,3
 204,20000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,3
 204,30000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,3
@@ -19969,56 +19969,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 204,80000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,3
 204,90000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,3
 204,100000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,3
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 210,10000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,3
 210,20000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,3
 210,30000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,3
@@ -20029,36 +20029,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 210,80000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,3
 210,90000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,3
 210,100000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,3
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 214,10000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,3
 214,20000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,3
 214,30000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,3
@@ -20069,86 +20069,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,80000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,3
 214,90000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,3
 214,100000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,3
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@@ -20169,16 +20169,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 226,10000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,3
 226,20000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,3
 226,30000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,3
@@ -20199,66 +20199,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 227,80000,0.8920703,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,3
 227,90000,0.9271172,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,3
 227,100000,0.80570316,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,3
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 234,10000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,3
 234,20000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,3
 234,30000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,3
@@ -20289,56 +20289,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 236,80000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,3
 236,90000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,3
 236,100000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,3
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@@ -20349,36 +20349,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 246,10000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,3
 246,20000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,3
 246,30000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,3
@@ -20389,46 +20389,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 246,80000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,3
 246,90000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,3
 246,100000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,3
-247,10000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,3
-247,20000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,3
-247,30000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,3
-247,40000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,3
-247,50000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,3
-247,60000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,3
-247,70000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,3
-247,80000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,3
-247,90000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,3
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+250,30000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,3
+250,40000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,3
+250,50000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,3
+250,60000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,3
+250,70000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,3
+250,80000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,3
+250,90000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,3
+250,100000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,3
 251,10000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,3
 251,20000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,3
 251,30000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,3
@@ -20439,16 +20439,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 251,80000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,3
 251,90000,0.13865626,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,3
 251,100000,0.23071875,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,3
-252,10000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,3
-252,20000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,3
-252,30000,0.07692969,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,3
-252,40000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,3
-252,50000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,3
-252,60000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,3
-252,70000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,3
-252,80000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,3
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+252,30000,0.07692969,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,,,,,3
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+252,80000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,,,,,3
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+252,100000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,,,,,3
 253,10000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,3
 253,20000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,3
 253,30000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,3
@@ -20459,66 +20459,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 253,80000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,3
 253,90000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,3
 253,100000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,3
-254,10000,0.0,32,False,259777,0.69608994,0.00465428,1919,0.15499873,True,NaN,NaN,NaN,37.0,3
-254,20000,0.0,32,False,259777,0.69608994,0.00465428,1919,0.15499873,True,NaN,NaN,NaN,37.0,3
-254,30000,0.0,32,False,259777,0.69608994,0.00465428,1919,0.15499873,True,NaN,NaN,NaN,37.0,3
-254,40000,0.0,32,False,259777,0.69608994,0.00465428,1919,0.15499873,True,NaN,NaN,NaN,37.0,3
-254,50000,0.0,32,False,259777,0.69608994,0.00465428,1919,0.15499873,True,NaN,NaN,NaN,37.0,3
-254,60000,0.0,32,False,259777,0.69608994,0.00465428,1919,0.15499873,True,NaN,NaN,NaN,37.0,3
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 4,20000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,2
 4,30000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,2
@@ -20539,56 +20539,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 5,80000,0.52021873,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,2
 5,90000,0.48938283,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,2
 5,100000,0.7132813,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,2
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+10,60000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,2
+10,70000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,2
+10,80000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,2
+10,90000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,2
+10,100000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,2
 11,10000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,2
 11,20000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,2
 11,30000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,2
@@ -20599,26 +20599,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 11,80000,0.09952344,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,2
 11,90000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,2
 11,100000,0.14527343,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,2
-12,10000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,2
-12,20000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,2
-12,30000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,2
-12,40000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,2
-12,50000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,2
-12,60000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,2
-12,70000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,2
-12,80000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,2
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+13,50000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,2
+13,60000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,2
+13,70000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,2
+13,80000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,2
+13,90000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,2
+13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,2
 14,10000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,2
 14,20000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,2
 14,30000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,2
@@ -20629,26 +20629,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 14,80000,0.95654684,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,2
 14,90000,0.95724994,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,2
 14,100000,0.9556328,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,2
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+16,100000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,2
 17,10000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,2
 17,20000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,2
 17,30000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,2
@@ -20659,26 +20659,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 17,80000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,2
 17,90000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,2
 17,100000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,2
-18,10000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,2
-18,20000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,2
-18,30000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,2
-18,40000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,2
-18,50000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,2
-18,60000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,2
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-18,80000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,2
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+19,60000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,2
+19,70000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,2
+19,80000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,2
+19,90000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,2
+19,100000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,2
 20,10000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,2
 20,20000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,2
 20,30000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,2
@@ -20689,76 +20689,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 20,80000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,2
 20,90000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,2
 20,100000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,2
-21,10000,0.0,128,False,903819,0.54171122,0.00057672,1197,0.19242534,True,NaN,NaN,NaN,93.0,2
-21,20000,0.0,128,False,903819,0.54171122,0.00057672,1197,0.19242534,True,NaN,NaN,NaN,93.0,2
-21,30000,0.0,128,False,903819,0.54171122,0.00057672,1197,0.19242534,True,NaN,NaN,NaN,93.0,2
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 28,10000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,2
 28,20000,0.0,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,2
 28,30000,0.28308594,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,2
@@ -20769,56 +20769,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 28,80000,0.38028905,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,2
 28,90000,0.22952344,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,2
 28,100000,0.24486719,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,2
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 34,10000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,2
 34,20000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,2
 34,30000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,2
@@ -20829,96 +20829,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 34,80000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,2
 34,90000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,2
 34,100000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,2
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 44,10000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,2
 44,20000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,2
 44,30000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,2
@@ -20929,56 +20929,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 44,80000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,2
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+47,10000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,2
+47,20000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,2
+47,30000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,2
+47,40000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,2
+47,50000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,2
+47,60000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,2
+47,70000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,2
+47,80000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,2
+47,90000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,2
+47,100000,0.0,64,False,541850,0.96165303,0.01410869,1984,0.18403678,True,,,,31.0,2
+48,10000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,2
+48,20000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,2
+48,30000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,2
+48,40000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,2
+48,50000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,2
+48,60000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,2
+48,70000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,2
+48,80000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,2
+48,90000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,2
+48,100000,0.0,32,False,446961,0.9539378,6.33e-06,1354,0.08861249,True,,,,6.0,2
+49,10000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,2
+49,20000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,2
+49,30000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,2
+49,40000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,2
+49,50000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,2
+49,60000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,2
+49,70000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,2
+49,80000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,2
+49,90000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,2
+49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,2
 50,10000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,2
 50,20000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,2
 50,30000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,2
@@ -20989,26 +20989,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,80000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,2
 50,90000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,2
 50,100000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,2
-51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,2
-51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,2
-51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,2
-51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,2
-51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,2
-51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,2
-51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,2
-51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,2
-51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,2
-51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,2
-52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,2
-52,20000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,2
-52,30000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,2
-52,40000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,2
-52,50000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,2
-52,60000,0.51268744,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,2
-52,70000,0.20601562,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,2
-52,80000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,2
-52,90000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,2
-52,100000,0.12978905,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,NaN,NaN,NaN,96.0,2
+51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,2
+51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,2
+51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,2
+51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,2
+51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,2
+51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,2
+51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,2
+51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,2
+51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,2
+51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,,2
+52,10000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,2
+52,20000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,2
+52,30000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,2
+52,40000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,2
+52,50000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,2
+52,60000,0.51268744,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,2
+52,70000,0.20601562,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,2
+52,80000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,2
+52,90000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,2
+52,100000,0.12978905,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,2
 53,10000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,2
 53,20000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,2
 53,30000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,2
@@ -21029,16 +21029,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 54,80000,0.9586562,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,2
 54,90000,0.7916328,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,2
 54,100000,0.81591403,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,2
-55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,2
-55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,2
-55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,2
-55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,2
-55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,2
-55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,2
-55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,2
-55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,2
-55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,2
-55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,2
+55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,2
+55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,2
+55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,2
+55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,2
+55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,2
+55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,2
+55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,2
+55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,2
+55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,2
+55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,2
 56,10000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,2
 56,20000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,2
 56,30000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,2
@@ -21049,16 +21049,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 56,80000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,2
 56,90000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,2
 56,100000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,2
-57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,2
-57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,2
-57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,2
-57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,2
-57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,2
-57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,2
-57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,2
-57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,2
-57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,2
-57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,2
+57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,2
+57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,2
+57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,2
+57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,2
+57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,2
+57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,2
+57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,2
+57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,2
+57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,2
+57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,2
 58,10000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,2
 58,20000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,2
 58,30000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,2
@@ -21069,26 +21069,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 58,80000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,2
 58,90000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,2
 58,100000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,2
-59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,2
-59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,2
-59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,2
-59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,2
-59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,2
-59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,2
-59,70000,0.06932813,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,2
-59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,2
-59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,2
-59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,2
-60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,2
-60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,2
-60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,2
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-60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,2
-60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,2
-60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,2
-60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,2
-60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,2
-60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,2
+59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,2
+59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,2
+59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,2
+59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,2
+59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,2
+59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,2
+59,70000,0.06932813,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,2
+59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,2
+59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,2
+59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,2
+60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,2
+60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,2
+60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,2
+60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,2
+60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,2
+60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,2
+60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,2
+60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,2
+60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,2
+60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,2
 61,10000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,2
 61,20000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,2
 61,30000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,2
@@ -21099,16 +21099,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 61,80000,0.21453124,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,2
 61,90000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,2
 61,100000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,2
-62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,2
-62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,2
-62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,2
-62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,2
-62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,2
-62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,2
-62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,2
-62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,2
-62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,2
-62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,2
+62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,2
+62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,2
+62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,2
+62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,2
+62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,2
+62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,2
+62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,2
+62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,2
+62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,2
+62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,2
 63,10000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,2
 63,20000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,2
 63,30000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,2
@@ -21119,16 +21119,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 63,80000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,2
 63,90000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,2
 63,100000,0.07721094,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,2
-64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,2
-64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,2
-64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,2
-64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,2
-64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,2
-64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,2
-64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,2
-64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,2
-64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,2
-64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,2
+64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,2
+64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,2
+64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,2
+64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,2
+64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,2
+64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,2
+64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,2
+64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,2
+64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,2
+64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,2
 65,10000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,2
 65,20000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,2
 65,30000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,2
@@ -21149,16 +21149,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 66,80000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,2
 66,90000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,2
 66,100000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,2
-67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,2
-67,20000,0.11571094,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,2
-67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,2
-67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,2
-67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,2
-67,60000,0.03842968,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,2
-67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,2
-67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,2
-67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,2
-67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,2
+67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,2
+67,20000,0.11571094,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,2
+67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,2
+67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,2
+67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,2
+67,60000,0.03842968,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,2
+67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,2
+67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,2
+67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,2
+67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,2
 68,10000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,2
 68,20000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,2
 68,30000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,2
@@ -21189,46 +21189,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,80000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,2
 70,90000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,2
 70,100000,0.05405469,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,2
-71,10000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,2
-71,20000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,2
-71,30000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,2
-71,40000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,2
-71,50000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,2
-71,60000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,2
-71,70000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,2
-71,80000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,2
-71,90000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,2
-71,100000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,2
-72,10000,0.13872656,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,2
-72,20000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,2
-72,30000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,2
-72,40000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,2
-72,50000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,2
-72,60000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,2
-72,70000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,2
-72,80000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,2
-72,90000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,2
-72,100000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,2
-73,10000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,2
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 75,10000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,2
 75,20000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,2
 75,30000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,2
@@ -21249,56 +21249,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,80000,0.22917187,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,2
 76,90000,0.6818906,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,2
 76,100000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,2
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+80,50000,0.0,32,False,112405,0.72948493,4.089e-05,648,0.09703426,False,,,,,2
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+81,10000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,2
+81,20000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,2
+81,30000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,2
+81,40000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,2
+81,50000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,2
+81,60000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,2
+81,70000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,2
+81,80000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,2
+81,90000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,2
+81,100000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,2
 82,10000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,2
 82,20000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,2
 82,30000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,2
@@ -21309,46 +21309,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,80000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,2
 82,90000,0.30371094,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,2
 82,100000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,2
-83,10000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,2
-83,20000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,2
-83,30000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,2
-83,40000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,2
-83,50000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,2
-83,60000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,2
-83,70000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,2
-83,80000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,2
-83,90000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,2
-83,100000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,2
-84,10000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,2
-84,20000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,2
-84,30000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,2
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-84,60000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,2
-84,70000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,2
-84,80000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,2
-84,90000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,2
-84,100000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,NaN,NaN,NaN,76.0,2
-85,10000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,NaN,NaN,NaN,7.0,2
-85,20000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,NaN,NaN,NaN,7.0,2
-85,30000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,NaN,NaN,NaN,7.0,2
-85,40000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,NaN,NaN,NaN,7.0,2
-85,50000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,NaN,NaN,NaN,7.0,2
-85,60000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,NaN,NaN,NaN,7.0,2
-85,70000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,NaN,NaN,NaN,7.0,2
-85,80000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,NaN,NaN,NaN,7.0,2
-85,90000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,NaN,NaN,NaN,7.0,2
-85,100000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,NaN,NaN,NaN,7.0,2
-86,10000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,NaN,NaN,NaN,NaN,2
-86,20000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,NaN,NaN,NaN,NaN,2
-86,30000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,NaN,NaN,NaN,NaN,2
-86,40000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,NaN,NaN,NaN,NaN,2
-86,50000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,NaN,NaN,NaN,NaN,2
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+83,10000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,,,,,2
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+83,100000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,,,,,2
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+84,50000,0.0,32,False,582748,0.55373628,2.74e-05,935,0.00516906,True,,,,76.0,2
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+85,10000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,2
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+85,40000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,2
+85,50000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,2
+85,60000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,2
+85,70000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,2
+85,80000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,2
+85,90000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,2
+85,100000,0.0,32,False,639991,0.97427015,0.00778719,1738,0.09859356,True,,,,7.0,2
+86,10000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,2
+86,20000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,2
+86,30000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,2
+86,40000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,2
+86,50000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,2
+86,60000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,2
+86,70000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,2
+86,80000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,2
+86,90000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,2
+86,100000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,2
 87,10000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,2
 87,20000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,2
 87,30000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,2
@@ -21359,16 +21359,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 87,80000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,2
 87,90000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,2
 87,100000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,2
-88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,2
-88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,2
-88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,2
-88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,2
-88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,2
-88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,2
-88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,2
-88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,2
-88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,2
-88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,2
+88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,2
+88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,2
+88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,2
+88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,2
+88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,2
+88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,2
+88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,2
+88,80000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,2
+88,90000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,2
+88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,2
 89,10000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,2
 89,20000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,2
 89,30000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,2
@@ -21379,36 +21379,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 89,80000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,2
 89,90000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,2
 89,100000,0.16842967,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,2
-90,10000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,2
-90,20000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,2
-90,30000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,2
-90,40000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,2
-90,50000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,2
-90,60000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,2
-90,70000,0.15421094,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,2
-90,80000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,2
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+92,100000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,2
 93,10000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,2
 93,20000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,2
 93,30000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,2
@@ -21419,36 +21419,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 93,80000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,2
 93,90000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,2
 93,100000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,2
-94,10000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,2
-94,20000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,2
-94,30000,0.0,32,False,3086,0.59945567,0.06034146,677,0.12803963,True,NaN,NaN,NaN,80.0,2
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 97,10000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,2
 97,20000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,2
 97,30000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,2
@@ -21469,36 +21469,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 98,80000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,2
 98,90000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,2
 98,100000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,2
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-101,70000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,NaN,2
-101,80000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,NaN,2
-101,90000,0.84736717,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,NaN,2
-101,100000,0.9641406,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,NaN,2
+99,10000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,,,,,2
+99,20000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,,,,,2
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+101,80000,0.0,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,2
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+101,100000,0.9641406,128,True,627543,0.75122654,7.06e-06,304,0.15487857,False,0.98316914,0.9824253,0.00093469,,2
 102,10000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,2
 102,20000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,2
 102,30000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,2
@@ -21529,56 +21529,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 104,80000,0.0,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,2
 104,90000,0.11507812,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,2
 104,100000,0.3047656,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,2
-105,10000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,2
-105,20000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,2
-105,30000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,2
-105,40000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,2
-105,50000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,2
-105,60000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,2
-105,70000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,2
-105,80000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,2
-105,90000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,2
-105,100000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,2
-106,10000,0.0,128,False,786408,0.8740114,0.00928617,616,0.16035892,False,NaN,NaN,NaN,NaN,2
-106,20000,0.0,128,False,786408,0.8740114,0.00928617,616,0.16035892,False,NaN,NaN,NaN,NaN,2
-106,30000,0.0,128,False,786408,0.8740114,0.00928617,616,0.16035892,False,NaN,NaN,NaN,NaN,2
-106,40000,0.0,128,False,786408,0.8740114,0.00928617,616,0.16035892,False,NaN,NaN,NaN,NaN,2
-106,50000,0.0,128,False,786408,0.8740114,0.00928617,616,0.16035892,False,NaN,NaN,NaN,NaN,2
-106,60000,0.08474219,128,False,786408,0.8740114,0.00928617,616,0.16035892,False,NaN,NaN,NaN,NaN,2
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-106,90000,0.0,128,False,786408,0.8740114,0.00928617,616,0.16035892,False,NaN,NaN,NaN,NaN,2
-106,100000,0.0,128,False,786408,0.8740114,0.00928617,616,0.16035892,False,NaN,NaN,NaN,NaN,2
-107,10000,0.0,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,2
-107,20000,0.0,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,2
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-107,40000,0.0,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,2
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-107,60000,0.0,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,2
-107,70000,0.0,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,2
-107,80000,0.0,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,2
-107,90000,0.0,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,2
-107,100000,0.0,32,False,140626,0.66529815,1.8e-06,678,0.06474493,False,NaN,NaN,NaN,NaN,2
-108,10000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,2
-108,20000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,2
-108,30000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,2
-108,40000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,2
-108,50000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,2
-108,60000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,2
-108,70000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,2
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-108,100000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,NaN,2
-109,10000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,NaN,NaN,NaN,NaN,2
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-109,100000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,NaN,NaN,NaN,NaN,2
+105,10000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,,,,4.0,2
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+108,10000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,,2
+108,20000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,,2
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+108,60000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,,2
+108,70000,0.0,64,True,996076,0.55011672,0.02165572,602,0.08763534,False,0.68073327,0.93848573,3.052e-05,,2
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+109,10000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,,,,,2
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+109,30000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,,,,,2
+109,40000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,,,,,2
+109,50000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,,,,,2
+109,60000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,,,,,2
+109,70000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,,,,,2
+109,80000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,,,,,2
+109,90000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,,,,,2
+109,100000,0.0,128,False,712166,0.52686677,9.574e-05,343,0.16455888,False,,,,,2
 110,10000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,2
 110,20000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,2
 110,30000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,2
@@ -21599,36 +21599,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 111,80000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,2
 111,90000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,2
 111,100000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,2
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 115,10000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,2
 115,20000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,2
 115,30000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,2
@@ -21639,26 +21639,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 115,80000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,2
 115,90000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,2
 115,100000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,2
-116,10000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,2
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-116,30000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,2
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 118,10000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,2
 118,20000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,2
 118,30000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,2
@@ -21669,56 +21669,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 118,80000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,2
 118,90000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,2
 118,100000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,2
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 124,20000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,2
 124,30000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,2
@@ -21729,136 +21729,136 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 124,80000,0.0,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,2
 124,90000,0.3308125,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,2
 124,100000,0.14597657,64,True,378904,0.82893107,6.27e-05,1844,0.1966717,True,0.20168706,0.12112749,1.5e-07,23.0,2
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 138,10000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,2
 138,20000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,2
 138,30000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,2
@@ -21869,56 +21869,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 138,80000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,2
 138,90000,0.09234375,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,2
 138,100000,0.0,128,True,763383,0.93509109,0.00064615,934,0.1196407,True,0.55964194,0.42276461,4e-06,70.0,2
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 144,10000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,2
 144,20000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,2
 144,30000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,2
@@ -21929,36 +21929,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 144,80000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,2
 144,90000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,2
 144,100000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,2
-145,10000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,2
-145,20000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,2
-145,30000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,2
-145,40000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,2
-145,50000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,2
-145,60000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,2
-145,70000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,2
-145,80000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,2
-145,90000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,2
-145,100000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,2
-146,10000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,2
-146,20000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,2
-146,30000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,2
-146,40000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,2
-146,50000,0.12324218,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,2
-146,60000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,2
-146,70000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,2
-146,80000,0.10775781,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,2
-146,90000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,2
-146,100000,0.17715625,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,2
-147,10000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,2
-147,20000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,2
-147,30000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,2
-147,40000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,2
-147,50000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,2
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-147,70000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,2
-147,80000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,2
-147,90000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,2
-147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,2
+145,10000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,,,,39.0,2
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+146,100000,0.17715625,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,,2
+147,10000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,2
+147,20000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,2
+147,30000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,2
+147,40000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,2
+147,50000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,2
+147,60000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,2
+147,70000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,2
+147,80000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,2
+147,90000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,2
+147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,2
 148,10000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,2
 148,20000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,2
 148,30000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,2
@@ -21969,16 +21969,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 148,80000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,2
 148,90000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,2
 148,100000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,2
-149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,2
-149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,2
-149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,2
-149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,2
-149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,2
-149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,2
-149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,2
-149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,2
-149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,2
-149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,2
+149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,2
+149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,2
+149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,2
+149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,2
+149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,2
+149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,2
+149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,2
+149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,2
+149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,2
+149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,2
 150,10000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,2
 150,20000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,2
 150,30000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,2
@@ -21989,26 +21989,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 150,80000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,2
 150,90000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,2
 150,100000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,2
-151,10000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,2
-151,20000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,2
-151,30000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,2
-151,40000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,2
-151,50000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,2
-151,60000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,2
-151,70000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,2
-151,80000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,2
-151,90000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,2
-151,100000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,2
-152,10000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,NaN,NaN,NaN,NaN,2
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+152,10000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,2
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+152,30000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,2
+152,40000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,2
+152,50000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,2
+152,60000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,2
+152,70000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,2
+152,80000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,2
+152,90000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,2
+152,100000,0.0,128,False,874971,0.77783131,3.21e-06,990,0.06342532,False,,,,,2
 153,10000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,2
 153,20000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,2
 153,30000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,2
@@ -22029,16 +22029,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 154,80000,0.0,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,2
 154,90000,0.0,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,2
 154,100000,0.7850156,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,2
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 156,10000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,2
 156,20000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,2
 156,30000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,2
@@ -22049,106 +22049,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 156,80000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,2
 156,90000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,2
 156,100000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,2
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+166,100000,0.0,32,False,415038,0.89564078,0.00403637,983,0.12912894,False,,,,,2
 167,10000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,2
 167,20000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,2
 167,30000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,2
@@ -22159,26 +22159,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 167,80000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,2
 167,90000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,2
 167,100000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,2
-168,10000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,2
-168,20000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,2
-168,30000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,2
-168,40000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,2
-168,50000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,2
-168,60000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,2
-168,70000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,2
-168,80000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,2
-168,90000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,2
-168,100000,0.0,64,False,475409,0.95202541,1.5e-06,370,0.06836438,False,NaN,NaN,NaN,NaN,2
-169,10000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,2
-169,20000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,2
-169,30000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,2
-169,40000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,2
-169,50000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,2
-169,60000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,2
-169,70000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,2
-169,80000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,2
-169,90000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,2
-169,100000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,NaN,2
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+169,50000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,2
+169,60000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,2
+169,70000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,2
+169,80000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,2
+169,90000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,2
+169,100000,0.0,128,True,571989,0.99177771,1.02e-06,298,0.15604309,False,0.77155465,0.5416289,0.00082305,,2
 170,10000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,2
 170,20000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,2
 170,30000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,2
@@ -22199,26 +22199,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 171,80000,0.9666015,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,2
 171,90000,0.96308595,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,2
 171,100000,0.22164062,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,2
-172,10000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,2
-172,20000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,2
-172,30000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,2
-172,40000,0.13105468,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,2
-172,50000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,2
-172,60000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,2
-172,70000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,2
-172,80000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,2
-172,90000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,2
-172,100000,0.10008594,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,2
-173,10000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,2
-173,20000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,2
-173,30000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,2
-173,40000,0.0,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,NaN,2
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+173,80000,0.4931875,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,,2
+173,90000,0.05377344,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,,2
+173,100000,0.3128594,64,True,692870,0.9098449,0.00027683,275,0.17027497,False,0.74253811,0.70761801,0.00074619,,2
 174,10000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,2
 174,20000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,2
 174,30000,0.16920312,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,2
@@ -22229,16 +22229,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 174,80000,0.967375,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,2
 174,90000,0.69864845,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,2
 174,100000,0.5311953,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,2
-175,10000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,2
-175,20000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,2
-175,30000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,2
-175,40000,0.16174218,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,2
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-175,60000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,2
-175,70000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,2
-175,80000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,2
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+175,90000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,2
+175,100000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,,2
 176,10000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,2
 176,20000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,2
 176,30000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,2
@@ -22249,16 +22249,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,80000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,2
 176,90000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,2
 176,100000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,2
-177,10000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,2
-177,20000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,2
-177,30000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,2
-177,40000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,2
-177,50000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,2
-177,60000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,2
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 178,10000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,2
 178,20000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,2
 178,30000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,2
@@ -22269,166 +22269,166 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 178,80000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,2
 178,90000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,2
 178,100000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,2
-179,10000,0.0,128,False,713540,0.99093211,0.00013835,1805,0.00244892,True,NaN,NaN,NaN,28.0,2
-179,20000,0.0,128,False,713540,0.99093211,0.00013835,1805,0.00244892,True,NaN,NaN,NaN,28.0,2
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-181,10000,0.0,64,False,14665,0.80609044,0.00415064,591,0.19475466,False,NaN,NaN,NaN,NaN,2
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 195,10000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,2
 195,20000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,2
 195,30000,0.10789844,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,2
@@ -22449,26 +22449,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 196,80000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,2
 196,90000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,2
 196,100000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,2
-197,10000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,2
-197,20000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,2
-197,30000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,2
-197,40000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,2
-197,50000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,2
-197,60000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,2
-197,70000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,2
-197,80000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,2
-197,90000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,2
-197,100000,0.0,64,False,996105,0.61610488,5.849e-05,538,0.07286157,True,NaN,NaN,NaN,38.0,2
-198,10000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,NaN,NaN,NaN,95.0,2
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+198,40000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,2
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+198,60000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,2
+198,70000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,2
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+198,90000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,2
+198,100000,0.0,128,False,517234,0.88859636,4.13e-06,951,0.02452899,True,,,,95.0,2
 199,10000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,2
 199,20000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,2
 199,30000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,2
@@ -22479,16 +22479,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 199,80000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,2
 199,90000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,2
 199,100000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,2
-200,10000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,2
-200,20000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,2
-200,30000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,2
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-200,50000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,2
-200,60000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,NaN,NaN,NaN,NaN,2
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+200,70000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,2
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+200,90000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,2
+200,100000,0.0,128,False,32597,0.78420952,0.00111124,1970,0.00562409,False,,,,,2
 201,10000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,2
 201,20000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,2
 201,30000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,2
@@ -22499,26 +22499,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 201,80000,0.9217031,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,2
 201,90000,0.9591484,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,2
 201,100000,0.75552344,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,2
-202,10000,0.0,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,2
-202,20000,0.0,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,2
-202,30000,0.0,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,2
-202,40000,0.0,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,2
-202,50000,0.0,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,2
-202,60000,0.0,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,2
-202,70000,0.0,32,False,62306,0.73138061,1.07e-06,1660,0.19014672,True,NaN,NaN,NaN,91.0,2
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 204,10000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,2
 204,20000,0.13098438,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,2
 204,30000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,2
@@ -22529,56 +22529,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 204,80000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,2
 204,90000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,2
 204,100000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,2
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 210,10000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,2
 210,20000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,2
 210,30000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,2
@@ -22589,36 +22589,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 210,80000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,2
 210,90000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,2
 210,100000,0.2599297,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,2
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 214,10000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,2
 214,20000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,2
 214,30000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,2
@@ -22629,86 +22629,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,80000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,2
 214,90000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,2
 214,100000,0.0,32,True,454945,0.9881367,0.05263797,286,0.17663461,True,0.51255912,0.1722708,2.91e-06,75.0,2
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 223,10000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,2
 223,20000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,2
 223,30000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,2
@@ -22729,16 +22729,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 224,80000,0.04638282,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,2
 224,90000,0.22973436,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,2
 224,100000,0.0,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,2
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 226,10000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,2
 226,20000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,2
 226,30000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,2
@@ -22759,66 +22759,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 227,80000,0.7781094,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,2
 227,90000,0.8040781,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,2
 227,100000,0.9661094,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,2
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 234,10000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,2
 234,20000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,2
 234,30000,0.0,64,True,153675,0.95080553,0.08609193,670,0.14098265,True,0.11394083,0.39876538,1.608e-05,13.0,2
@@ -22849,56 +22849,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 236,80000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,2
 236,90000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,2
 236,100000,0.0,64,True,122778,0.96588823,0.09994127,553,0.06105194,True,0.46310793,0.86718532,6.398e-05,85.0,2
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 242,10000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,2
 242,20000,0.49185157,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,2
 242,30000,0.2136875,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,2
@@ -22909,36 +22909,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 242,80000,0.5587891,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,2
 242,90000,0.13014062,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,2
 242,100000,0.5240156,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,2
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+245,60000,0.11571093,32,False,568263,0.5697526,0.01057962,1964,0.06988661,True,,,,14.0,2
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+245,100000,0.0,32,False,568263,0.5697526,0.01057962,1964,0.06988661,True,,,,14.0,2
 246,10000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,2
 246,20000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,2
 246,30000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,2
@@ -22949,46 +22949,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 246,80000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,2
 246,90000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,2
 246,100000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,2
-247,10000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,2
-247,20000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,2
-247,30000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,2
-247,40000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,2
-247,50000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,2
-247,60000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,2
-247,70000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,2
-247,80000,0.0,32,True,56757,0.95250037,4.72e-06,1740,0.07085591,False,0.37139311,0.2750072,2.4e-07,NaN,2
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+250,60000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,2
+250,70000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,2
+250,80000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,2
+250,90000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,2
+250,100000,0.0,64,False,778811,0.9257789,0.01207991,340,0.16584952,True,,,,61.0,2
 251,10000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,2
 251,20000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,2
 251,30000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,2
@@ -22999,16 +22999,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 251,80000,0.06904687,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,2
 251,90000,0.10001562,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,2
 251,100000,0.35776561,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,2
-252,10000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,2
-252,20000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,2
-252,30000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,2
-252,40000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,2
-252,50000,0.0,128,False,148876,0.54284294,0.01117408,1854,0.09910175,False,NaN,NaN,NaN,NaN,2
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 253,10000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,2
 253,20000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,2
 253,30000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,2
@@ -23019,66 +23019,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 253,80000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,2
 253,90000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,2
 253,100000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,2
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 4,10000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,5
 4,20000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,5
 4,30000,0.0,32,True,570637,0.71930076,0.08747203,209,0.04256647,True,0.65657724,0.26075869,7.33e-06,25.0,5
@@ -23099,56 +23099,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 5,80000,0.0,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,5
 5,90000,0.8692031,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,5
 5,100000,0.9592891,32,True,656682,0.56909148,9.61e-06,755,0.16437765,True,0.83956546,0.10513742,0.00080508,47.0,5
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+10,100000,0.0,128,False,956129,0.8219951,0.00013161,1242,0.00481945,True,,,,43.0,5
 11,10000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,5
 11,20000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,5
 11,30000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,5
@@ -23159,26 +23159,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 11,80000,0.09269531,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,5
 11,90000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,5
 11,100000,0.0,32,True,570405,0.79543638,0.00074409,1338,0.13076855,True,0.89758113,0.37388625,5.54e-06,90.0,5
-12,10000,0.0,128,False,101148,0.95974131,0.00372569,2046,0.03074021,False,NaN,NaN,NaN,NaN,5
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+13,100000,0.0,128,False,407790,0.5345835,0.00307004,929,0.14468906,False,,,,,5
 14,10000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,5
 14,20000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,5
 14,30000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,5
@@ -23189,26 +23189,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 14,80000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,5
 14,90000,0.0,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,5
 14,100000,0.95739055,128,True,521527,0.52716899,1e-05,37,0.15894584,True,0.35189816,0.92880048,6.571e-05,4.0,5
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+16,100000,0.0,32,False,739818,0.7452294,1.371e-05,521,0.0125478,True,,,,18.0,5
 17,10000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,5
 17,20000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,5
 17,30000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,5
@@ -23219,26 +23219,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 17,80000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,5
 17,90000,0.0,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,5
 17,100000,0.12232812,32,True,679721,0.72684842,0.00048183,1837,0.19807745,True,0.66644742,0.27068915,1.2e-07,76.0,5
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-18,20000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,5
-18,30000,0.0,32,True,588739,0.91552423,0.00139608,1788,0.05543486,False,0.19377958,0.95326374,5.623e-05,NaN,5
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+19,100000,0.0,128,False,254705,0.60665599,0.00038995,52,0.04228655,True,,,,59.0,5
 20,10000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,5
 20,20000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,5
 20,30000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,5
@@ -23249,76 +23249,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 20,80000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,5
 20,90000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,5
 20,100000,0.0,128,True,517873,0.56603405,0.00383971,811,0.11351884,True,0.15339928,0.49317572,2.65e-06,95.0,5
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@@ -23329,56 +23329,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 28,80000,0.81358594,32,True,588022,0.63641095,7.149e-05,403,0.09251132,True,0.80179793,0.08618688,1.189e-05,31.0,5
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 34,10000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,5
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@@ -23389,96 +23389,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 34,80000,0.0,64,True,16614,0.71439786,2.19e-06,516,0.04501102,True,0.13974468,0.02191586,2.9e-07,62.0,5
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 44,10000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,5
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@@ -23489,56 +23489,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 44,80000,0.0,32,True,25312,0.67130549,0.00129168,571,0.04274024,True,0.58136884,0.69831731,4.873e-05,95.0,5
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+49,30000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,5
+49,40000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,5
+49,50000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,5
+49,60000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,5
+49,70000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,5
+49,80000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,5
+49,90000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,5
+49,100000,0.0,32,False,740151,0.94903118,0.00230628,1083,0.06158483,False,,,,,5
 50,10000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,5
 50,20000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,5
 50,30000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,5
@@ -23549,26 +23549,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,80000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,5
 50,90000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,5
 50,100000,0.0,32,True,680676,0.53160381,0.00108704,978,0.057516,True,0.51936762,0.3742483,6.7e-06,34.0,5
-51,10000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,5
-51,20000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,5
-51,30000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,5
-51,40000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,5
-51,50000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,5
-51,60000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,5
-51,70000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,5
-51,80000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,5
-51,90000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,5
-51,100000,0.0,128,True,97728,0.67169586,0.00090185,1350,0.08005409,False,0.35837407,0.7241926,3.551e-05,NaN,5
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+52,70000,0.21425,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,5
+52,80000,0.0,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,5
+52,90000,0.12310156,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,5
+52,100000,0.31089061,128,False,764803,0.84912424,4.759e-05,302,0.01346456,True,,,,96.0,5
 53,10000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,5
 53,20000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,5
 53,30000,0.0,32,True,590115,0.87269904,0.01740812,1917,0.19670182,True,0.38653183,0.15633059,5.492e-05,66.0,5
@@ -23589,16 +23589,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 54,80000,0.80872655,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,5
 54,90000,0.34354687,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,5
 54,100000,0.19130468,128,True,498291,0.79054096,1.614e-05,346,0.17205659,True,0.47591469,0.12467566,6.73e-06,98.0,5
-55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,5
-55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,5
-55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,5
-55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,5
-55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,5
-55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,5
-55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,5
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-55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,5
-55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,NaN,NaN,NaN,44.0,5
+55,10000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,5
+55,20000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,5
+55,30000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,5
+55,40000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,5
+55,50000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,5
+55,60000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,5
+55,70000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,5
+55,80000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,5
+55,90000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,5
+55,100000,0.0,64,False,118219,0.63562604,0.00010446,819,0.13460531,True,,,,44.0,5
 56,10000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,5
 56,20000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,5
 56,30000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,5
@@ -23609,16 +23609,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 56,80000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,5
 56,90000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,5
 56,100000,0.0,64,True,822589,0.82671058,0.00428265,1100,0.02298495,True,0.41131985,0.32783256,1.3e-07,74.0,5
-57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,5
-57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,5
-57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,5
-57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,5
-57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,5
-57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,5
-57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,5
-57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,5
-57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,5
-57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,NaN,NaN,NaN,37.0,5
+57,10000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,5
+57,20000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,5
+57,30000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,5
+57,40000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,5
+57,50000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,5
+57,60000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,5
+57,70000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,5
+57,80000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,5
+57,90000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,5
+57,100000,0.0,32,False,703522,0.81739316,0.06247572,211,0.17356626,True,,,,37.0,5
 58,10000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,5
 58,20000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,5
 58,30000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,5
@@ -23629,26 +23629,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 58,80000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,5
 58,90000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,5
 58,100000,0.0,32,True,518643,0.92138843,7.346e-05,456,0.01702587,True,0.22918248,0.10901392,1.15e-06,7.0,5
-59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,5
-59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,5
-59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,5
-59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,5
-59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,5
-59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,5
-59,70000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,5
-59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,5
-59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,5
-59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,NaN,NaN,NaN,79.0,5
-60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,5
-60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,5
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-60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,5
-60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,5
-60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,NaN,NaN,NaN,NaN,5
+59,10000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,5
+59,20000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,5
+59,30000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,5
+59,40000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,5
+59,50000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,5
+59,60000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,5
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+59,80000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,5
+59,90000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,5
+59,100000,0.0,32,False,162978,0.7798412,0.00736678,935,0.03152041,True,,,,79.0,5
+60,10000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,5
+60,20000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,5
+60,30000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,5
+60,40000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,5
+60,50000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,5
+60,60000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,5
+60,70000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,5
+60,80000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,5
+60,90000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,5
+60,100000,0.0,128,False,29946,0.94784565,9.18e-05,1799,0.13846617,False,,,,,5
 61,10000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,5
 61,20000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,5
 61,30000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,5
@@ -23659,16 +23659,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 61,80000,0.0,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,5
 61,90000,0.13070312,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,5
 61,100000,0.1758203,64,True,496486,0.84086997,2.436e-05,1074,0.02435868,True,0.05633829,0.97102413,1e-07,18.0,5
-62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,5
-62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,5
-62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,5
-62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,5
-62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,5
-62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,5
-62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,5
-62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,5
-62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,5
-62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,NaN,5
+62,10000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,5
+62,20000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,5
+62,30000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,5
+62,40000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,5
+62,50000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,5
+62,60000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,5
+62,70000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,5
+62,80000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,5
+62,90000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,5
+62,100000,0.0,64,True,882018,0.85981008,0.06791252,1040,0.06078033,False,0.93151053,0.52555382,1.17e-06,,5
 63,10000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,5
 63,20000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,5
 63,30000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,5
@@ -23679,16 +23679,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 63,80000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,5
 63,90000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,5
 63,100000,0.0,64,True,248455,0.65911675,0.01967376,939,0.08947287,True,0.88187134,0.94557651,0.00092803,38.0,5
-64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,5
-64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,5
-64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,5
-64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,5
-64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,5
-64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,5
-64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,5
-64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,5
-64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,5
-64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,NaN,NaN,NaN,85.0,5
+64,10000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,5
+64,20000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,5
+64,30000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,5
+64,40000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,5
+64,50000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,5
+64,60000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,5
+64,70000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,5
+64,80000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,5
+64,90000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,5
+64,100000,0.0,128,False,676021,0.62244474,1.209e-05,340,0.18462857,True,,,,85.0,5
 65,10000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,5
 65,20000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,5
 65,30000,0.0,32,True,843016,0.90901665,3.25e-06,320,0.06153554,True,0.43041637,0.11654153,1.874e-05,25.0,5
@@ -23709,16 +23709,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 66,80000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,5
 66,90000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,5
 66,100000,0.0,64,True,975909,0.9662806,9.099e-05,496,0.05082924,True,0.04959287,0.64330806,4.3e-06,38.0,5
-67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,5
-67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,5
-67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,5
-67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,5
-67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,5
-67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,5
-67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,5
-67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,5
-67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,NaN,NaN,NaN,NaN,5
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+67,10000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,5
+67,20000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,5
+67,30000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,5
+67,40000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,5
+67,50000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,5
+67,60000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,5
+67,70000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,5
+67,80000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,5
+67,90000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,5
+67,100000,0.0,128,False,954381,0.67596812,0.0307407,1577,0.07212751,False,,,,,5
 68,10000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,5
 68,20000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,5
 68,30000,0.0,32,True,745494,0.76345372,0.0002744,1,0.08565494,True,0.21617072,0.93307,7.3e-07,86.0,5
@@ -23749,46 +23749,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,80000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,5
 70,90000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,5
 70,100000,0.0,64,True,108125,0.90866956,0.00023212,1807,0.14692454,True,0.3797759,0.52048196,0.00035995,74.0,5
-71,10000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,5
-71,20000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,5
-71,30000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,5
-71,40000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,5
-71,50000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,5
-71,60000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,5
-71,70000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,5
-71,80000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,5
-71,90000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,5
-71,100000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,NaN,NaN,NaN,34.0,5
-72,10000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,5
-72,20000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,5
-72,30000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,5
-72,40000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,5
-72,50000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,5
-72,60000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,5
-72,70000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,5
-72,80000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,5
-72,90000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,5
-72,100000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,NaN,NaN,NaN,45.0,5
-73,10000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,5
-73,20000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,5
-73,30000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,5
-73,40000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,5
-73,50000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,5
-73,60000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,5
-73,70000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,5
-73,80000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,5
-73,90000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,5
-73,100000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,NaN,5
-74,10000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,5
-74,20000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,5
-74,30000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,5
-74,40000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,5
-74,50000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,5
-74,60000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,5
-74,70000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,5
-74,80000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,5
-74,90000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,5
-74,100000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,NaN,NaN,NaN,42.0,5
+71,10000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,5
+71,20000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,5
+71,30000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,5
+71,40000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,5
+71,50000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,5
+71,60000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,5
+71,70000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,5
+71,80000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,5
+71,90000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,5
+71,100000,0.0,32,False,919590,0.85522788,7.67e-06,990,0.02892289,True,,,,34.0,5
+72,10000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,,,,45.0,5
+72,20000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,,,,45.0,5
+72,30000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,,,,45.0,5
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+72,100000,0.0,64,False,148674,0.62845832,0.02332299,1007,0.17989326,True,,,,45.0,5
+73,10000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,5
+73,20000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,5
+73,30000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,5
+73,40000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,5
+73,50000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,5
+73,60000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,5
+73,70000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,5
+73,80000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,5
+73,90000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,5
+73,100000,0.0,64,True,915058,0.86587209,0.00434245,594,0.11596418,False,0.79763446,0.35108516,0.0001212,,5
+74,10000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,5
+74,20000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,5
+74,30000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,5
+74,40000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,5
+74,50000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,5
+74,60000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,5
+74,70000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,5
+74,80000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,5
+74,90000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,5
+74,100000,0.0,32,False,441893,0.74320522,0.00017452,1163,0.12461268,True,,,,42.0,5
 75,10000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,5
 75,20000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,5
 75,30000,0.0,128,True,212262,0.52969159,0.02399575,1882,0.02490392,True,0.18361835,0.12473948,0.00039762,6.0,5
@@ -23809,56 +23809,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,80000,0.17546874,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,5
 76,90000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,5
 76,100000,0.0,128,True,863611,0.78325305,6.912e-05,701,0.15171546,True,0.66074573,0.52215282,8.71e-06,91.0,5
-77,10000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,5
-77,20000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,5
-77,30000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,5
-77,40000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,5
-77,50000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,5
-77,60000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,5
-77,70000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,5
-77,80000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,5
-77,90000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,5
-77,100000,0.0,64,False,725855,0.51927862,0.00733754,444,0.18072678,True,NaN,NaN,NaN,83.0,5
-78,10000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,5
-78,20000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,5
-78,30000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,5
-78,40000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,5
-78,50000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,5
-78,60000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,5
-78,70000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,5
-78,80000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,5
-78,90000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,5
-78,100000,0.0,32,True,330953,0.90694007,5.03e-06,465,0.01470154,False,0.40128091,0.31773158,7.49e-05,NaN,5
-79,10000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,5
-79,20000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,5
-79,30000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,5
-79,40000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,5
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-79,70000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,5
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-79,100000,0.0,128,False,218464,0.98690935,6.48e-06,595,0.03677926,True,NaN,NaN,NaN,89.0,5
-80,10000,0.0,32,False,112405,0.72948493,4.089e-05,648,0.09703426,False,NaN,NaN,NaN,NaN,5
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+81,60000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,5
+81,70000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,5
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+81,90000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,5
+81,100000,0.0,128,False,999809,0.59862974,0.00047265,594,0.06153054,False,,,,,5
 82,10000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,5
 82,20000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,5
 82,30000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,5
@@ -23869,46 +23869,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,80000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,5
 82,90000,0.12310156,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,5
 82,100000,0.0,128,True,873962,0.91699082,1.173e-05,1580,0.00342206,True,0.23727177,0.51179433,8.86e-05,10.0,5
-83,10000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,5
-83,20000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,5
-83,30000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,5
-83,40000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,5
-83,50000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,5
-83,60000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,5
-83,70000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,5
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-83,100000,0.0,64,False,229436,0.83857057,0.0009213,20,0.09568941,False,NaN,NaN,NaN,NaN,5
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+86,30000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,5
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+86,60000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,5
+86,70000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,5
+86,80000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,5
+86,90000,0.22811718,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,5
+86,100000,0.0,128,False,719677,0.67499642,1.87e-05,543,0.02633151,False,,,,,5
 87,10000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,5
 87,20000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,5
 87,30000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,5
@@ -23919,16 +23919,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 87,80000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,5
 87,90000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,5
 87,100000,0.0,32,True,652481,0.92662299,0.00023803,1985,0.05386088,True,0.48891534,0.26355266,0.00019718,24.0,5
-88,10000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,5
-88,20000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,5
-88,30000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,5
-88,40000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,5
-88,50000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,5
-88,60000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,5
-88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,NaN,NaN,NaN,97.0,5
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+88,70000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,5
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+88,100000,0.0,32,False,715435,0.77902562,0.00334765,857,0.0020567,True,,,,97.0,5
 89,10000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,5
 89,20000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,5
 89,30000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,5
@@ -23939,36 +23939,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 89,80000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,5
 89,90000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,5
 89,100000,0.0,128,True,1687,0.9708339,2.464e-05,380,0.13861011,True,0.2720031,0.97534373,3.613e-05,53.0,5
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-90,30000,0.0,64,False,141837,0.9836689,0.02021227,1265,0.00953833,False,NaN,NaN,NaN,NaN,5
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+92,100000,0.0,128,False,519482,0.53303713,0.00023018,897,0.04135641,True,,,,27.0,5
 93,10000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,5
 93,20000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,5
 93,30000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,5
@@ -23979,36 +23979,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 93,80000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,5
 93,90000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,5
 93,100000,0.0,64,True,906328,0.90818215,0.0005793,1745,0.19251662,True,0.63452349,0.99801406,0.00089445,61.0,5
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+96,100000,0.6742891,32,True,800460,0.9777842,3.826e-05,1694,0.02169418,False,0.75352198,0.16441815,5.06e-06,,5
 97,10000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,5
 97,20000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,5
 97,30000,0.0,32,True,591005,0.71776577,0.00985023,1892,0.06053158,True,0.49140937,0.59226995,0.00086182,70.0,5
@@ -24029,36 +24029,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 98,80000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,5
 98,90000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,5
 98,100000,0.0,64,True,944683,0.56777422,0.00399328,1896,0.13326845,True,0.20700103,0.37380057,6.722e-05,65.0,5
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-99,20000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,5
-99,30000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,5
-99,40000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,5
-99,50000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,5
-99,60000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,5
-99,70000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,5
-99,80000,0.43758595,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,5
-99,90000,0.49994534,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,5
-99,100000,0.0,128,False,816339,0.95572544,2.408e-05,757,0.07659889,False,NaN,NaN,NaN,NaN,5
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 102,10000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,5
 102,20000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,5
 102,30000,0.0,128,True,458767,0.87870328,1.043e-05,1160,0.03797753,True,0.12539303,0.36406264,1e-07,43.0,5
@@ -24089,56 +24089,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 104,80000,0.51438284,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,5
 104,90000,0.0,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,5
 104,100000,0.0,128,True,788133,0.77764705,9.51e-05,1957,0.12006488,True,0.42336381,0.78376591,5.956e-05,92.0,5
-105,10000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,5
-105,20000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,5
-105,30000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,5
-105,40000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,5
-105,50000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,5
-105,60000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,5
-105,70000,0.0,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,5
-105,80000,0.1076875,32,False,460428,0.78680487,0.05959824,2006,0.1724566,True,NaN,NaN,NaN,4.0,5
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 110,10000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,5
 110,20000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,5
 110,30000,0.0,64,True,15260,0.67105194,0.01310263,1774,0.19220169,True,0.0541254,0.91415076,1.66e-06,56.0,5
@@ -24159,36 +24159,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 111,80000,0.0463125,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,5
 111,90000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,5
 111,100000,0.0,128,True,666214,0.70043978,0.00693383,1081,0.0482671,True,0.26547862,0.53699712,6.498e-05,95.0,5
-112,10000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,5
-112,20000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,5
-112,30000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,5
-112,40000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,5
-112,50000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,5
-112,60000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,5
-112,70000,0.0,128,False,169777,0.68703131,0.00011719,1406,0.0598825,True,NaN,NaN,NaN,8.0,5
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 115,10000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,5
 115,20000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,5
 115,30000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,5
@@ -24199,26 +24199,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 115,80000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,5
 115,90000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,5
 115,100000,0.0,128,True,873450,0.72223948,0.00032506,1106,0.12946331,True,0.11009642,0.32519515,4.7e-07,56.0,5
-116,10000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,5
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-116,30000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,5
-116,40000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,5
-116,50000,0.0,32,False,965770,0.81006294,0.00122317,2019,0.17756935,False,NaN,NaN,NaN,NaN,5
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 118,10000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,5
 118,20000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,5
 118,30000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,5
@@ -24229,56 +24229,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 118,80000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,5
 118,90000,0.0,32,True,194062,0.84273357,1.77e-06,208,0.02770055,True,0.30576281,0.26251315,0.0001005,100.0,5
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@@ -24289,136 +24289,136 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -24429,56 +24429,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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+143,50000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,5
+143,60000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,5
+143,70000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,5
+143,80000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,5
+143,90000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,5
+143,100000,0.0,32,False,207264,0.89876318,0.01097101,1899,0.0239967,True,,,,17.0,5
 144,10000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,5
 144,20000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,5
 144,30000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,5
@@ -24489,36 +24489,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 144,80000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,5
 144,90000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,5
 144,100000,0.0,32,True,110594,0.66084881,0.00013582,50,0.0782783,True,0.49864275,0.82748081,0.0001878,9.0,5
-145,10000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,5
-145,20000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,5
-145,30000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,5
-145,40000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,5
-145,50000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,5
-145,60000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,5
-145,70000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,5
-145,80000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,5
-145,90000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,5
-145,100000,0.0,64,False,238753,0.88096326,0.02843294,1651,0.02235291,True,NaN,NaN,NaN,39.0,5
-146,10000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,5
-146,20000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,5
-146,30000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,5
-146,40000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,5
-146,50000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,5
-146,60000,0.1155,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,5
-146,70000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,5
-146,80000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,5
-146,90000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,5
-146,100000,0.0,128,True,155291,0.65634492,0.02640105,1964,0.04229503,False,0.28061525,0.88826023,4.6e-07,NaN,5
-147,10000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,NaN,NaN,NaN,NaN,5
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+147,30000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,5
+147,40000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,5
+147,50000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,5
+147,60000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,5
+147,70000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,5
+147,80000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,5
+147,90000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,5
+147,100000,0.0,32,False,700940,0.92090787,0.00068131,976,0.1247546,False,,,,,5
 148,10000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,5
 148,20000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,5
 148,30000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,5
@@ -24529,16 +24529,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 148,80000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,5
 148,90000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,5
 148,100000,0.0,64,True,75072,0.92223525,0.00721131,1114,0.19588558,True,0.76900261,0.27370669,2.98e-06,22.0,5
-149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,5
-149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,5
-149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,5
-149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,5
-149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,5
-149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,5
-149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,5
-149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,5
-149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,5
-149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,NaN,5
+149,10000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,5
+149,20000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,5
+149,30000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,5
+149,40000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,5
+149,50000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,5
+149,60000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,5
+149,70000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,5
+149,80000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,5
+149,90000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,5
+149,100000,0.0,128,True,840181,0.83078882,1.97e-06,1661,0.12592339,False,0.75123508,0.56550972,0.00022192,,5
 150,10000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,5
 150,20000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,5
 150,30000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,5
@@ -24549,26 +24549,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 150,80000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,5
 150,90000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,5
 150,100000,0.0,64,True,968237,0.61309815,1.2e-06,667,0.10099937,True,0.56365582,0.87553995,6.591e-05,63.0,5
-151,10000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,5
-151,20000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,5
-151,30000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,5
-151,40000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,5
-151,50000,0.0,128,False,824447,0.80387092,0.00027468,27,0.12164612,False,NaN,NaN,NaN,NaN,5
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 153,10000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,5
 153,20000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,5
 153,30000,0.0,64,True,909186,0.59368045,0.00308065,1988,0.03587983,True,0.69678611,0.78136239,9.17e-06,61.0,5
@@ -24589,16 +24589,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 154,80000,0.16047657,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,5
 154,90000,0.2578203,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,5
 154,100000,0.24282813,32,True,112981,0.66071096,2.654e-05,911,0.18609515,True,0.40737436,0.61944125,0.00061126,14.0,5
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 156,10000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,5
 156,20000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,5
 156,30000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,5
@@ -24609,106 +24609,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 156,80000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,5
 156,90000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,5
 156,100000,0.0,64,True,413736,0.76141214,1.67e-06,298,0.1204367,True,0.83895311,0.33367283,2.6e-07,9.0,5
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@@ -24719,26 +24719,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 167,80000,0.0,64,True,577717,0.58483906,6.27e-06,854,0.08593708,True,0.14028088,0.04881843,1.3e-07,28.0,5
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 170,10000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,5
 170,20000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,5
 170,30000,0.0,64,True,410462,0.86125004,1.562e-05,1933,0.13766989,True,0.77130893,0.09233312,0.00079268,5.0,5
@@ -24759,26 +24759,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 171,80000,0.95598435,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,5
 171,90000,0.95746094,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,5
 171,100000,0.8972812,128,True,758072,0.50003685,1.867e-05,1534,0.10693488,True,0.39969345,0.38179386,1.873e-05,67.0,5
-172,10000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,5
-172,20000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,5
-172,30000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,5
-172,40000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,5
-172,50000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,5
-172,60000,0.0,128,True,392644,0.57198827,0.01057097,1461,0.0823268,False,0.66853102,0.17315753,1.3e-07,NaN,5
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 174,10000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,5
 174,20000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,5
 174,30000,0.18391407,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,5
@@ -24789,16 +24789,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 174,80000,0.38718748,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,5
 174,90000,0.9670937,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,5
 174,100000,0.0,128,True,396030,0.61529732,5.249e-05,1943,0.0592216,True,0.5873066,0.2654556,7.83e-06,84.0,5
-175,10000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,5
-175,20000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,5
-175,30000,0.0,32,True,610889,0.77281446,0.07475086,1394,0.1482493,False,0.42029364,0.36182602,1.5e-07,NaN,5
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 176,10000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,5
 176,20000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,5
 176,30000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,5
@@ -24809,16 +24809,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,80000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,5
 176,90000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,5
 176,100000,0.0,32,True,755035,0.76794149,0.00217856,1681,0.04692401,True,0.71127666,0.39883136,1.3e-07,44.0,5
-177,10000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,5
-177,20000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,5
-177,30000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,5
-177,40000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,5
-177,50000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,5
-177,60000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,NaN,5
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+177,90000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,,5
+177,100000,0.0,128,True,332933,0.99476254,0.00166755,749,0.02130189,False,0.71099418,0.92269664,7.4e-07,,5
 178,10000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,5
 178,20000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,5
 178,30000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,5
@@ -24829,166 +24829,166 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 178,80000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,5
 178,90000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,5
 178,100000,0.0,128,True,176947,0.65990367,0.0121374,1105,0.01012422,True,0.68713982,0.54298475,1.949e-05,23.0,5
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 195,10000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,5
 195,20000,0.0,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,5
 195,30000,0.10782812,32,True,625801,0.8113945,0.0155287,1916,0.02925531,True,0.43318679,0.01089425,1.9e-07,23.0,5
@@ -25009,26 +25009,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 196,80000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,5
 196,90000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,5
 196,100000,0.0,64,True,876809,0.66213644,0.04198692,1997,0.09052245,True,0.29874947,0.77857034,1.24e-06,39.0,5
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 199,10000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,5
 199,20000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,5
 199,30000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,5
@@ -25039,16 +25039,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 199,80000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,5
 199,90000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,5
 199,100000,0.0,32,True,811573,0.90780879,0.00564568,589,0.09949935,True,0.19651553,0.4414828,9.003e-05,53.0,5
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 201,10000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,5
 201,20000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,5
 201,30000,0.0,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,5
@@ -25059,26 +25059,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 201,80000,0.9602032,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,5
 201,90000,0.9569688,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,5
 201,100000,0.92958593,128,True,407554,0.52225481,1.735e-05,395,0.04382133,True,0.28464386,0.96265711,2.57e-06,90.0,5
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 204,10000,0.04610156,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,5
 204,20000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,5
 204,30000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,5
@@ -25089,56 +25089,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 204,80000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,5
 204,90000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,5
 204,100000,0.0,64,True,600880,0.6907611,0.0217723,641,0.11574242,True,0.87749932,0.2613775,2.1e-07,75.0,5
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 210,10000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,5
 210,20000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,5
 210,30000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,5
@@ -25149,36 +25149,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 210,80000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,5
 210,90000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,5
 210,100000,0.0,32,True,902024,0.92919907,0.00020333,752,0.18787659,True,0.55800654,0.06395317,5.8e-07,61.0,5
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@@ -25189,86 +25189,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 223,10000,0.0,128,True,580510,0.84679587,0.00232966,1952,0.05838138,True,0.91882436,0.80131259,6.5e-07,58.0,5
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@@ -25289,16 +25289,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 224,80000,0.0,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,5
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 224,100000,0.03096875,128,True,434961,0.78769831,0.00021654,1542,0.00218181,True,0.34420556,0.61307241,0.00012701,8.0,5
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 226,10000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,5
 226,20000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,5
 226,30000,0.0,32,True,154983,0.6224951,0.000922,1254,0.04728777,True,0.48724123,0.45857966,0.00016375,48.0,5
@@ -25319,66 +25319,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 227,80000,0.94557816,128,True,532447,0.91205239,7.74e-06,952,0.12220678,True,0.75919795,0.08820629,0.00061047,47.0,5
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@@ -25409,56 +25409,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 242,10000,0.0,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,5
 242,20000,0.5788516,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,5
 242,30000,0.2895625,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,5
@@ -25469,36 +25469,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 242,80000,0.6723906,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,5
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 242,100000,0.603625,128,True,911637,0.6844246,0.00023443,877,0.024174,True,0.74484885,0.03277747,3.4e-07,3.0,5
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 246,10000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,5
 246,20000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,5
 246,30000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,5
@@ -25509,46 +25509,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 246,80000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,5
 246,90000,0.13858594,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,5
 246,100000,0.0,64,True,35099,0.83225053,0.02179897,691,0.17527727,True,0.24558108,0.90259066,1.082e-05,61.0,5
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 251,10000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,5
 251,20000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,5
 251,30000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,5
@@ -25559,16 +25559,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 251,80000,0.39675778,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,5
 251,90000,0.0,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,5
 251,100000,0.23803905,32,True,315853,0.53508678,0.000319,1974,0.12274489,True,0.95658834,0.39534488,6.167e-05,64.0,5
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 253,10000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,5
 253,20000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,5
 253,30000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,5
@@ -25579,23 +25579,23 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 253,80000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,5
 253,90000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,5
 253,100000,0.0,32,True,302922,0.83860621,0.00077503,677,0.1668623,True,0.26794216,0.56434794,8.18e-06,45.0,5
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