diff --git "a/rs/atari_phoenix_dqn.csv" "b/rs/atari_phoenix_dqn.csv"
--- "a/rs/atari_phoenix_dqn.csv"
+++ "b/rs/atari_phoenix_dqn.csv"
@@ -1,481 +1,481 @@
-config_id,training_steps,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,optimization_seed,seed
-0,10000000,1055.0781,64,True,955722,0.57143341,1.01e-06,28504,0.01028647,False,0.05598591,0.96597571,5.76e-06,,42,0
-0,10000000,4471.6406,64,True,955722,0.57143341,1.01e-06,28504,0.01028647,False,0.05598591,0.96597571,5.76e-06,,42,1
-0,10000000,4006.4062,64,True,955722,0.57143341,1.01e-06,28504,0.01028647,False,0.05598591,0.96597571,5.76e-06,,42,2
-1,10000000,411.25,32,True,197793,0.96093712,8.778e-05,9595,0.03388812,True,0.7317171,0.86447239,2e-06,613.0,42,0
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-1,10000000,221.71875,32,True,197793,0.96093712,8.778e-05,9595,0.03388812,True,0.7317171,0.86447239,2e-06,613.0,42,2
-2,10000000,612.2656,16,True,219993,0.51571459,1.764e-05,10938,0.12524646,False,0.80936575,0.43283671,4.67e-06,,42,0
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-19,10000000,17.1875,16,False,486987,0.6988832,6.87e-05,26627,0.17082156,True,,,,592.0,45,1
-19,10000000,17.03125,16,False,486987,0.6988832,6.87e-05,26627,0.17082156,True,,,,592.0,45,2
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-27,10000000,857.8125,16,False,90767,0.76534557,6.56e-06,15883,0.10994409,True,,,,1923.0,45,2
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-31,10000000,17.03125,16,True,490611,0.55751484,0.08168719,24664,0.13528732,True,0.32081606,0.72775454,7.452e-05,660.0,45,2
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-1,10000000,17.03125,32,False,373781,0.82853814,0.00249302,31784,0.18237157,False,,,,,44,2
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-2,10000000,2372.8906,64,True,953994,0.60430254,1.54e-06,18277,0.1357826,True,0.80272739,0.11989336,9.536e-05,286.0,44,2
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-3,10000000,17.03125,32,False,996307,0.99326097,0.0007336,18912,0.02704446,True,,,,764.0,44,2
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-6,10000000,117.96875,64,True,905933,0.68259777,2.201e-05,2577,0.0164435,False,0.42224099,0.95876342,4.844e-05,,44,2
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-7,10000000,2349.2969,32,False,517087,0.66923875,6.94e-06,7381,0.00677783,False,,,,,44,1
-7,10000000,1764.375,32,False,517087,0.66923875,6.94e-06,7381,0.00677783,False,,,,,44,2
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-8,10000000,2714.6875,32,True,689164,0.54086339,0.00374298,29297,0.10460269,False,0.67268371,0.23836616,0.0001286,,44,1
-8,10000000,3040.7812,32,True,689164,0.54086339,0.00374298,29297,0.10460269,False,0.67268371,0.23836616,0.0001286,,44,2
-9,10000000,4231.875,64,True,537645,0.8682593,0.00319804,10845,0.00659377,True,0.40360285,0.37012879,7.836e-05,1870.0,44,0
-9,10000000,2734.4531,64,True,537645,0.8682593,0.00319804,10845,0.00659377,True,0.40360285,0.37012879,7.836e-05,1870.0,44,1
-9,10000000,4055.3906,64,True,537645,0.8682593,0.00319804,10845,0.00659377,True,0.40360285,0.37012879,7.836e-05,1870.0,44,2
-10,10000000,3895.8594,64,False,96307,0.81979662,1.797e-05,10496,0.01193474,False,,,,,44,0
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-10,10000000,1219.5312,64,False,96307,0.81979662,1.797e-05,10496,0.01193474,False,,,,,44,2
-11,10000000,17.34375,32,False,283653,0.86240061,0.03779499,31630,0.11523619,True,,,,1867.0,44,0
-11,10000000,434.21875,32,False,283653,0.86240061,0.03779499,31630,0.11523619,True,,,,1867.0,44,1
-11,10000000,28.59375,32,False,283653,0.86240061,0.03779499,31630,0.11523619,True,,,,1867.0,44,2
-12,10000000,309.375,64,False,433521,0.8482017,3.535e-05,5877,0.17358523,True,,,,153.0,44,0
-12,10000000,162.65625,64,False,433521,0.8482017,3.535e-05,5877,0.17358523,True,,,,153.0,44,1
-12,10000000,606.1719,64,False,433521,0.8482017,3.535e-05,5877,0.17358523,True,,,,153.0,44,2
-13,10000000,17.34375,32,False,478425,0.75842209,9.46e-06,27435,0.19079576,True,,,,1262.0,44,0
-13,10000000,17.1875,32,False,478425,0.75842209,9.46e-06,27435,0.19079576,True,,,,1262.0,44,1
-13,10000000,282.34375,32,False,478425,0.75842209,9.46e-06,27435,0.19079576,True,,,,1262.0,44,2
-14,10000000,3363.5938,32,False,441090,0.72533733,6.42e-06,2150,0.05900273,True,,,,256.0,44,0
-14,10000000,772.03125,32,False,441090,0.72533733,6.42e-06,2150,0.05900273,True,,,,256.0,44,1
-14,10000000,1620.625,32,False,441090,0.72533733,6.42e-06,2150,0.05900273,True,,,,256.0,44,2
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-15,10000000,796.4844,64,True,598870,0.68280764,0.07641403,22427,0.05413298,False,0.5483089,0.02878665,7.989e-05,,44,1
-15,10000000,566.5625,64,True,598870,0.68280764,0.07641403,22427,0.05413298,False,0.5483089,0.02878665,7.989e-05,,44,2
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-16,10000000,35.625,16,False,313123,0.80690893,0.00346318,15561,0.19232679,True,,,,47.0,44,1
-16,10000000,17.03125,16,False,313123,0.80690893,0.00346318,15561,0.19232679,True,,,,47.0,44,2
-17,10000000,39.21875,32,False,519866,0.92492878,4.072e-05,12819,0.02197567,False,,,,,44,0
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-18,10000000,17.1875,64,True,115229,0.60494726,0.00012996,14588,0.12162383,True,0.86229748,0.50834524,4.312e-05,1507.0,44,1
-18,10000000,17.03125,64,True,115229,0.60494726,0.00012996,14588,0.12162383,True,0.86229748,0.50834524,4.312e-05,1507.0,44,2
-19,10000000,2032.5,64,False,222963,0.80905051,0.03469657,18830,0.00876797,True,,,,1795.0,44,0
-19,10000000,1530.3125,64,False,222963,0.80905051,0.03469657,18830,0.00876797,True,,,,1795.0,44,1
-19,10000000,493.67188,64,False,222963,0.80905051,0.03469657,18830,0.00876797,True,,,,1795.0,44,2
-20,10000000,6815.3906,32,True,365369,0.80144093,0.00013133,30855,0.11925091,True,0.86674628,0.14042078,4.431e-05,1510.0,44,0
-20,10000000,8242.891,32,True,365369,0.80144093,0.00013133,30855,0.11925091,True,0.86674628,0.14042078,4.431e-05,1510.0,44,1
-20,10000000,4051.25,32,True,365369,0.80144093,0.00013133,30855,0.11925091,True,0.86674628,0.14042078,4.431e-05,1510.0,44,2
-21,10000000,41.25,32,True,988112,0.99655393,0.00070161,31154,0.07583851,False,0.20648897,0.36309968,5.5e-07,,44,0
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-21,10000000,138.90625,32,True,988112,0.99655393,0.00070161,31154,0.07583851,False,0.20648897,0.36309968,5.5e-07,,44,2
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-22,10000000,7252.9688,16,True,776702,0.96007593,6.92e-06,27043,0.02226595,False,0.01421499,0.97037268,0.00012732,,44,2
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-23,10000000,17.03125,32,False,811258,0.80786877,0.00865559,19484,0.15374119,False,,,,,44,2
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-30,10000000,40.15625,32,False,618432,0.79282833,0.01354785,20284,0.06091387,True,,,,1315.0,44,1
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-4,10000000,87.03125,64,True,986125,0.52123872,0.00054487,25405,0.11223161,False,0.04849239,0.71561607,2.642e-05,,43,1
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-5,10000000,65.78125,32,True,909958,0.90860779,0.01269545,24109,0.14323636,True,0.65142926,0.49566474,4.99e-06,1661.0,43,2
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-6,10000000,17.03125,32,True,521987,0.8028128,0.02629745,19795,0.02227117,True,0.87938607,0.33230572,8.9e-07,174.0,43,2
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-8,10000000,4683.5938,32,True,29675,0.53125466,0.06410809,24200,0.16508688,True,0.59551776,0.04225788,0.00049898,1262.0,43,2
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-9,10000000,83.90625,32,False,522427,0.69483074,0.02143603,1353,0.13615251,True,,,,1103.0,43,1
-9,10000000,103.75,32,False,522427,0.69483074,0.02143603,1353,0.13615251,True,,,,1103.0,43,2
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-10,10000000,1362.1094,16,False,835572,0.84696132,0.00532658,25794,0.12273959,True,,,,1044.0,43,1
-10,10000000,530.7031,16,False,835572,0.84696132,0.00532658,25794,0.12273959,True,,,,1044.0,43,2
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-11,10000000,185.625,16,True,886405,0.52217686,0.00106021,3534,0.00214077,True,0.13110547,0.37082164,1.02e-06,1321.0,43,1
-11,10000000,575.5469,16,True,886405,0.52217686,0.00106021,3534,0.00214077,True,0.13110547,0.37082164,1.02e-06,1321.0,43,2
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-12,10000000,1643.6719,16,False,40974,0.71669072,8.39e-06,29508,0.19165032,False,,,,,43,2
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-14,10000000,41.09375,32,False,86524,0.54829672,4.56e-06,24278,0.01546573,False,,,,,43,2
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-16,10000000,41.09375,32,True,263118,0.90042067,4.06e-06,15192,0.09810727,False,0.62576684,0.6031775,1.1e-07,,43,2
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-20,10000000,4447.3438,64,True,309592,0.66128216,0.00243535,27038,0.03243551,False,0.83828921,0.426142,4.33e-06,,43,1
-20,10000000,720.0781,64,True,309592,0.66128216,0.00243535,27038,0.03243551,False,0.83828921,0.426142,4.33e-06,,43,2
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-21,10000000,17.1875,64,True,14300,0.72725195,1.41e-06,7423,0.15671813,False,0.84967346,0.71861951,0.00025535,,43,1
-21,10000000,17.03125,64,True,14300,0.72725195,1.41e-06,7423,0.15671813,False,0.84967346,0.71861951,0.00025535,,43,2
-22,10000000,504.29688,16,False,362133,0.60239117,0.00056521,16553,0.06996877,True,,,,1204.0,43,0
-22,10000000,194.6875,16,False,362133,0.60239117,0.00056521,16553,0.06996877,True,,,,1204.0,43,1
-22,10000000,28.59375,16,False,362133,0.60239117,0.00056521,16553,0.06996877,True,,,,1204.0,43,2
-23,10000000,92.96875,64,True,615516,0.63515592,0.01897334,6800,0.04840641,False,0.44865698,0.7892503,0.00010748,,43,0
-23,10000000,27.34375,64,True,615516,0.63515592,0.01897334,6800,0.04840641,False,0.44865698,0.7892503,0.00010748,,43,1
-23,10000000,50.0,64,True,615516,0.63515592,0.01897334,6800,0.04840641,False,0.44865698,0.7892503,0.00010748,,43,2
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-24,10000000,50.78125,64,False,655725,0.73328222,0.00397626,24187,0.06502308,True,,,,1449.0,43,1
-24,10000000,17.03125,64,False,655725,0.73328222,0.00397626,24187,0.06502308,True,,,,1449.0,43,2
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-25,10000000,2052.4219,32,False,478783,0.50117456,0.002578,10568,0.02003157,True,,,,1760.0,43,1
-25,10000000,134.84375,32,False,478783,0.50117456,0.002578,10568,0.02003157,True,,,,1760.0,43,2
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-26,10000000,17.03125,16,True,205199,0.83317693,7.33e-06,23193,0.10044832,False,0.33835477,0.11600581,1.1e-07,,43,2
-27,10000000,3670.4688,64,False,491678,0.95829349,0.04364099,2072,0.09788585,True,,,,1811.0,43,0
-27,10000000,1944.1406,64,False,491678,0.95829349,0.04364099,2072,0.09788585,True,,,,1811.0,43,1
-27,10000000,7432.1094,64,False,491678,0.95829349,0.04364099,2072,0.09788585,True,,,,1811.0,43,2
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-28,10000000,17.1875,16,True,598049,0.50588515,0.00047871,14754,0.19859327,False,0.72856534,0.91522617,1.7e-06,,43,1
-28,10000000,66.875,16,True,598049,0.50588515,0.00047871,14754,0.19859327,False,0.72856534,0.91522617,1.7e-06,,43,2
-29,10000000,17.34375,16,False,468890,0.94374673,0.00037777,18063,0.13849062,True,,,,1526.0,43,0
-29,10000000,28.4375,16,False,468890,0.94374673,0.00037777,18063,0.13849062,True,,,,1526.0,43,1
-29,10000000,51.5625,16,False,468890,0.94374673,0.00037777,18063,0.13849062,True,,,,1526.0,43,2
-30,10000000,17.34375,16,True,48288,0.84898584,0.0002189,2844,0.16873621,False,0.6910254,0.78473274,0.00018696,,43,0
-30,10000000,17.1875,16,True,48288,0.84898584,0.0002189,2844,0.16873621,False,0.6910254,0.78473274,0.00018696,,43,1
-30,10000000,17.03125,16,True,48288,0.84898584,0.0002189,2844,0.16873621,False,0.6910254,0.78473274,0.00018696,,43,2
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-31,10000000,17.1875,16,True,129956,0.9498252,1.692e-05,7418,0.18443085,False,0.49892234,0.55635934,3.4e-07,,43,1
-31,10000000,28.59375,16,True,129956,0.9498252,1.692e-05,7418,0.18443085,False,0.49892234,0.55635934,3.4e-07,,43,2
-0,10000000,10077.266,32,False,970139,0.69703109,2.821e-05,14580,0.11164017,False,,,,,46,0
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-0,10000000,5005.078,32,False,970139,0.69703109,2.821e-05,14580,0.11164017,False,,,,,46,2
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-1,10000000,3403.5156,64,False,265797,0.56244353,0.03486935,21398,0.06981488,True,,,,1734.0,46,1
-1,10000000,3712.5781,64,False,265797,0.56244353,0.03486935,21398,0.06981488,True,,,,1734.0,46,2
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