diff --git "a/official_protocol_clip_metrics.csv" "b/official_protocol_clip_metrics.csv"
--- "a/official_protocol_clip_metrics.csv"
+++ "b/official_protocol_clip_metrics.csv"
@@ -59,6 +59,549 @@ held_out_algorithmic,major_scratch,18,ep0014,scn0042,92,27,65,0.7065217391304348
 held_out_algorithmic,base,19,ep0017,scn0016,263,6,257,0.9771863117870723,0.38411565800284625,1.7845142763749937,0.0072335232980549335,0.007402400951832533
 held_out_algorithmic,improved,19,ep0017,scn0016,263,6,257,0.9771863117870723,0.07296898202056742,0.19376960019717565,0.0017174092354252934,0.0017575046513229609
 held_out_algorithmic,major_scratch,19,ep0017,scn0016,263,6,257,0.9771863117870723,0.07299652606360475,0.1884764159829388,0.0017166563775390387,0.0017567339818924665
+held_out_algorithmic,base,20,ep0017,scn0018,68,6,62,0.9117647058823529,0.18124308437108994,1.4354043337400666,0.02675079181790352,0.029339581727981567
+held_out_algorithmic,improved,20,ep0017,scn0018,68,6,62,0.9117647058823529,0.08612535562780169,0.23881732272205394,0.007911021821200848,0.008676603436470032
+held_out_algorithmic,major_scratch,20,ep0017,scn0018,68,6,62,0.9117647058823529,0.08606841994656457,0.23881700541121267,0.007912516593933105,0.00867824349552393
+held_out_algorithmic,base,21,ep0017,scn0047,162,16,146,0.9012345679012346,0.04102737143297087,0.0024432099310747186,0.0006497295689769089,0.0007209327886812389
+held_out_algorithmic,improved,21,ep0017,scn0047,162,16,146,0.9012345679012346,0.04383671304888346,0.0019131845853714714,0.0006203173543326557,0.0006882972666062415
+held_out_algorithmic,major_scratch,21,ep0017,scn0047,162,16,146,0.9012345679012346,0.0438462154601108,0.00191084032477552,0.0006217199261300266,0.0006898536230437458
+held_out_algorithmic,base,22,ep0022,scn0008,140,5,135,0.9642857142857143,0.12259245085549521,0.14385823779927545,0.0017366294050589204,0.0018009488703683019
+held_out_algorithmic,improved,22,ep0022,scn0008,140,5,135,0.9642857142857143,0.09928446382909388,0.21678201494325236,0.0012402728898450732,0.0012862090952694416
+held_out_algorithmic,major_scratch,22,ep0022,scn0008,140,5,135,0.9642857142857143,0.09928039237335845,0.2015713810219409,0.0012403252767398953,0.0012862632283940911
+held_out_algorithmic,base,23,ep0022,scn0011,133,8,125,0.9398496240601504,1.0842190689320186,3.172714891740876,0.036768704652786255,0.039121899753808975
+held_out_algorithmic,improved,23,ep0022,scn0011,133,8,125,0.9398496240601504,0.20502619884854598,1.1304951844997,0.010374858975410461,0.011038850992918015
+held_out_algorithmic,major_scratch,23,ep0022,scn0011,133,8,125,0.9398496240601504,0.20496262550997218,1.1295356350804584,0.010373560711741447,0.01103746797889471
+held_out_algorithmic,base,24,ep0022,scn0026,105,6,99,0.9428571428571428,0.37154417191076716,0.037981986628158416,0.0012486046180129051,0.001324277720414102
+held_out_algorithmic,improved,24,ep0022,scn0026,105,6,99,0.9428571428571428,0.44332429547922325,0.1559120986348022,0.0013971530133858323,0.0014818290947005153
+held_out_algorithmic,major_scratch,24,ep0022,scn0026,105,6,99,0.9428571428571428,0.441719971118717,0.1824346436688266,0.001379825989715755,0.0014634518884122372
+held_out_algorithmic,base,25,ep0028,scn0014,279,22,257,0.921146953405018,0.5901936022782804,1.724979566338781,0.025169486179947853,0.027324071153998375
+held_out_algorithmic,improved,25,ep0028,scn0014,279,22,257,0.921146953405018,0.05685746682228452,0.19577350970063542,0.007762611377984285,0.008427116088569164
+held_out_algorithmic,major_scratch,25,ep0028,scn0014,279,22,257,0.921146953405018,0.05694137007795449,0.1959631776713401,0.007764129433780909,0.008428764529526234
+held_out_algorithmic,base,26,ep0029,scn0045,292,17,275,0.9417808219178082,1.427254511983853,6.277336428683511,0.05125027149915695,0.05441847816109657
+held_out_algorithmic,improved,26,ep0029,scn0045,292,17,275,0.9417808219178082,0.2329126654211007,0.7308977510537057,0.00692859897390008,0.007356912363320589
+held_out_algorithmic,major_scratch,26,ep0029,scn0045,292,17,275,0.9417808219178082,0.2017154050342502,0.7773982573653585,0.006865601986646652,0.00729002058506012
+held_out_algorithmic,base,27,ep0031,scn0020,102,8,94,0.9215686274509803,0.21272206844555008,0.0726070800986951,0.003127899719402194,0.0033941040746867657
+held_out_algorithmic,improved,27,ep0031,scn0020,102,8,94,0.9215686274509803,0.199793036337252,0.13723793970594023,0.004380112513899803,0.004752888344228268
+held_out_algorithmic,major_scratch,27,ep0031,scn0020,102,8,94,0.9215686274509803,0.19819508189404453,0.13691990953043415,0.004386806394904852,0.004760151728987694
+held_out_algorithmic,base,28,ep0031,scn0035,100,10,90,0.9,0.3572644392649333,0.7365788845032173,0.011723006144165993,0.013025561347603798
+held_out_algorithmic,improved,28,ep0031,scn0035,100,10,90,0.9,0.1160889709437335,0.18056380666901617,0.003728586947545409,0.004142874851822853
+held_out_algorithmic,major_scratch,28,ep0031,scn0035,100,10,90,0.9,0.10066350076414421,0.13401821804604996,0.00439875852316618,0.004887509625405073
+held_out_algorithmic,base,29,ep0032,scn0017b,780,167,613,0.7858974358974359,1.0422695982550818,7.283129640075533,0.011925434693694115,0.015174288302659988
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+held_out_algorithmic,major_scratch,29,ep0032,scn0017b,780,167,613,0.7858974358974359,0.5317461800645106,3.9650869697287368,0.006433078087866306,0.008185645565390587
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+held_out_algorithmic,improved,31,ep0033,scn0045,95,4,91,0.9578947368421052,0.04329472595883399,0.08777276301532747,0.0015073632821440697,0.0015736209461465478
+held_out_algorithmic,major_scratch,31,ep0033,scn0045,95,4,91,0.9578947368421052,0.04219492809059694,0.08776704884584736,0.0015015401877462864,0.001567541970871389
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+held_out_algorithmic,major_scratch,33,ep0035,scn0040,66,11,55,0.8333333333333334,0.0962403110663096,0.1981267540709767,0.006784284487366676,0.008141141384840012
+held_out_algorithmic,base,34,ep0036,scn0039,147,21,126,0.8571428571428571,0.47794026531368855,0.9063715866553612,0.0200051162391901,0.023339303210377693
+held_out_algorithmic,improved,34,ep0036,scn0039,147,21,126,0.8571428571428571,0.22545387048319163,0.4881965791042368,0.011400324292480946,0.013300377875566483
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+held_out_algorithmic,base,35,ep0036,scn0066,143,18,125,0.8741258741258742,0.5192049059477992,3.2694464172370883,0.022361841052770615,0.025581946596503258
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+held_out_algorithmic,major_scratch,37,ep0041,scn0003,265,14,251,0.9471698113207547,0.13878386088441855,0.19982068346549858,0.004066918045282364,0.004293758422136307
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+held_out_algorithmic,improved,38,ep0041,scn0043,151,21,130,0.8609271523178808,0.26523706071517045,0.43588598552156976,0.007709234952926636,0.008954571560025215
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+held_out_algorithmic,improved,40,ep0043,scn0058,36,3,33,0.9166666666666666,0.023680324691372948,0.0007850165027124816,8.656617137603462e-05,9.443582530366257e-05
+held_out_algorithmic,major_scratch,40,ep0043,scn0058,36,3,33,0.9166666666666666,0.02372803391158782,0.0001874056889453391,8.760865603107959e-05,9.557307930663228e-05
+held_out_algorithmic,base,41,ep0045,scn0066,140,9,131,0.9357142857142857,0.15248031620265676,0.11122995252124754,0.003468637354671955,0.0037069409154355526
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+held_out_algorithmic,major_scratch,49,ep0openingv2,scn0003b,185,10,175,0.9459459459459459,0.3196192789880723,0.5977156082804128,0.007752395700663328,0.008195389993488789
+held_out_algorithmic,base,50,ep0pa021,scn0011b,170,17,153,0.9,0.7674166970961803,3.2945858976645135,0.05632027983665466,0.06257808953523636
+held_out_algorithmic,improved,50,ep0pa021,scn0011b,170,17,153,0.9,0.482280884965046,1.9827934106226746,0.021084757521748543,0.023427505046129227
+held_out_algorithmic,major_scratch,50,ep0pa021,scn0011b,170,17,153,0.9,0.48024833693697644,1.5238325800873433,0.021045615896582603,0.02338401786983013
+held_out_algorithmic,base,51,ep0pa022c,scn0008,98,40,58,0.5918367346938775,0.6317893880255082,0.6926150012358778,0.01370169222354889,0.023151136934757233
+held_out_algorithmic,improved,51,ep0pa022c,scn0008,98,40,58,0.5918367346938775,0.6819139789132511,0.8621916883367632,0.013323805294930935,0.022512635216116905
+held_out_algorithmic,major_scratch,51,ep0pa022c,scn0008,98,40,58,0.5918367346938775,0.42205019558177276,0.28376644490741465,0.011119293048977852,0.018787771463394165
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 held_out_random,base,0,ep0001,scn0029,132,22,110,0.8333333333333334,0.11837995973856826,0.31456006552125615,0.002530273050069809,0.0030363276600837708
 held_out_random,improved,0,ep0001,scn0029,132,22,110,0.8333333333333334,0.03007269591877335,0.16773771457925443,0.0009666995028965175,0.0011600394500419497
 held_out_random,major_scratch,0,ep0001,scn0029,132,22,110,0.8333333333333334,0.03021920923339693,0.22719903346807147,0.0009225935791619122,0.0011071121552959085
@@ -119,6 +662,549 @@ held_out_random,major_scratch,18,ep0014,scn0042,92,10,82,0.8913043478260869,0.54
 held_out_random,base,19,ep0017,scn0016,263,22,241,0.9163498098859315,0.03250250209767911,0.3963438106142985,0.0031489375978708267,0.003436392406001687
 held_out_random,improved,19,ep0017,scn0016,263,22,241,0.9163498098859315,0.03582255152636619,0.3453605549369698,0.0012538115261122584,0.0013682673452422023
 held_out_random,major_scratch,19,ep0017,scn0016,263,22,241,0.9163498098859315,0.03580366348841165,0.3407181414776427,0.0012540105963125825,0.0013684845762327313
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 production,base,0,ep0014,scn0014,257,52,205,0.7976653696498055,0.4951585664714198,1.7835226986320352,0.022816505283117294,0.028604108840227127
 production,improved,0,ep0014,scn0014,257,52,205,0.7976653696498055,0.21193486279792817,0.7280051445525751,0.010775289498269558,0.01350853405892849
 production,major_scratch,0,ep0014,scn0014,257,52,205,0.7976653696498055,0.2024221179721701,0.7279966412056085,0.010699337348341942,0.013413315638899803
@@ -179,3 +1265,111 @@ production,major_scratch,18,ep003,scn00100392,14,10,4,0.2857142857142857,0.02984
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