CellTriage / outputs /reports /protocol_shift_folds.csv
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CellTriage QC operator console - inference only, CPU-bound classical ML
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scheme,feature_set,repeat,fold,n_train,n_test,rmse_log10,mape_raw,spearman,escape_rate,overkill_rate,yield,coverage,interval_width,cost_per_cell
cell_grouped,all,0,0,99,25,0.06897065653405364,10.443736531840292,0.9063281567924025,0.07692307692307693,0.15384615384615385,0.52,0.76,0.13072299125562203,6.44
cell_grouped,all,0,1,99,25,0.059945458634691,7.982209709218433,0.9546153846153845,0.0,0.09523809523809523,0.84,0.92,0.16370933356395412,6.44
cell_grouped,all,0,2,99,25,0.04830392768042104,9.298531845176335,0.9497980556538379,0.058823529411764705,0.0,0.68,0.92,0.16864388759251625,6.92
cell_grouped,all,0,3,99,25,0.038066540490837616,7.246371969544336,0.9507692307692308,0.10526315789473684,0.0,0.76,0.84,0.11776834763282107,7.4
cell_grouped,all,0,4,100,24,0.09986812533639254,13.801132077475847,0.9530434782608694,0.06666666666666667,0.0,0.625,0.9583333333333334,0.2584150360777402,5.833333333333333
cell_grouped,all,1,0,99,25,0.04522668432435956,7.539391816405133,0.9040200205696715,0.0,0.0,0.72,0.96,0.2877194828455121,6.12
cell_grouped,all,1,1,99,25,0.0626241992757153,10.627066916028884,0.9551837068402104,0.13333333333333333,0.07692307692307693,0.6,0.8,0.12545298929807736,8.04
cell_grouped,all,1,2,99,25,0.10516335371317176,15.513848458017485,0.9784615384615385,0.0625,0.0,0.64,0.88,0.13398270435046644,5.0
cell_grouped,all,1,3,99,25,0.055031126364233456,9.585154576653844,0.9592307692307691,0.0625,0.0,0.64,0.92,0.2427380916623596,8.04
cell_grouped,all,1,4,100,24,0.044278027458587464,8.45270415337772,0.9177904304508281,0.0,0.05263157894736842,0.75,1.0,0.18318893324595287,5.833333333333333
cell_grouped,all,2,0,99,25,0.040174184132349314,6.7289060937304415,0.9707692307692307,0.11764705882352941,0.0625,0.68,0.96,0.16000717044095847,8.84
cell_grouped,all,2,1,99,25,0.041843396797030113,8.573916364297386,0.9523076923076922,0.23809523809523808,0.0,0.84,1.0,0.25126391778343127,7.72
cell_grouped,all,2,2,99,25,0.10751346769122058,16.83187642383987,0.87,0.0,0.0,0.64,0.96,0.21375142951148174,6.6
cell_grouped,all,2,3,99,25,0.08929403284038892,13.797738232010085,0.9309482765015341,0.10526315789473684,0.05555555555555555,0.76,0.92,0.4067719304166335,9.48
cell_grouped,all,2,4,100,24,0.059770465367862284,10.329765386367477,0.9417391304347826,0.0,0.0,0.5416666666666666,0.8333333333333334,0.1607665050015994,5.0
cell_grouped,all,3,0,99,25,0.04055752087945256,7.86213775792067,0.8974803012719335,0.058823529411764705,0.0,0.68,0.96,0.16539384599987184,9.0
cell_grouped,all,3,1,99,25,0.046442674213890395,7.966213526577364,0.9546153846153845,0.0,0.058823529411764705,0.68,0.88,0.16225923037062362,6.44
cell_grouped,all,3,2,99,25,0.04599891872740019,7.329937959658128,0.9432583363560998,0.05555555555555555,0.0,0.72,0.92,0.17001330456123576,5.32
cell_grouped,all,3,3,99,25,0.08945897546449674,14.393151918203612,0.8423076923076923,0.1875,0.14285714285714285,0.64,0.88,0.27662327455714575,6.12
cell_grouped,all,3,4,100,24,0.09231794159505835,14.619788476019382,0.9669565217391304,0.058823529411764705,0.0,0.7083333333333334,0.875,0.1710996992642997,7.0
cell_grouped,no_recipe,0,0,99,25,0.07329389499823412,11.703850944653206,0.9213310422401545,0.07692307692307693,0.15384615384615385,0.52,0.84,0.18763144021754385,6.44
cell_grouped,no_recipe,0,1,99,25,0.06103261622396647,8.043404664049552,0.9623076923076924,0.047619047619047616,0.047619047619047616,0.84,0.96,0.17504847892076736,5.64
cell_grouped,no_recipe,0,2,99,25,0.044853390030519746,8.800181456681647,0.960954047397038,0.058823529411764705,0.0,0.68,0.92,0.1542633546054386,6.12
cell_grouped,no_recipe,0,3,99,25,0.037507331508768116,7.398046468814848,0.9561538461538461,0.10526315789473684,0.0,0.76,0.92,0.11694231887151751,5.0
cell_grouped,no_recipe,0,4,100,24,0.10351371891887821,14.692368998218615,0.9539130434782607,0.0,0.0,0.5833333333333334,0.9583333333333334,0.2832510258731986,6.5
cell_grouped,no_recipe,1,0,99,25,0.04681595347142243,7.825445595078209,0.8970956119014782,0.0,0.0,0.72,0.96,0.2735769946236051,6.12
cell_grouped,no_recipe,1,1,99,25,0.063797935624171,10.822573476336347,0.9605693580265828,0.13333333333333333,0.07692307692307693,0.6,0.84,0.1472406085803577,8.04
cell_grouped,no_recipe,1,2,99,25,0.10425838596576202,15.513804983532001,0.9746153846153847,0.058823529411764705,0.0,0.68,0.92,0.14983453853204942,5.0
cell_grouped,no_recipe,1,3,99,25,0.05140067853287904,9.217946590298713,0.9561538461538461,0.11764705882352941,0.0,0.68,0.96,0.21306738656328417,7.4
cell_grouped,no_recipe,1,4,100,24,0.045322520588853756,8.1912181285248,0.9556329742656252,0.0,0.05263157894736842,0.75,0.9583333333333334,0.16431567396347013,6.166666666666667
cell_grouped,no_recipe,2,0,99,25,0.04084883544712336,7.068748327210756,0.9615384615384615,0.0625,0.0625,0.64,0.92,0.16115829300374873,6.44
cell_grouped,no_recipe,2,1,99,25,0.040781315732101656,8.2679458077125,0.9538461538461538,0.14285714285714285,0.0,0.84,1.0,0.24102816374222602,7.72
cell_grouped,no_recipe,2,2,99,25,0.11157109788700997,16.765728679825667,0.8784615384615384,0.0,0.0,0.64,0.96,0.2334932012090709,6.6
cell_grouped,no_recipe,2,3,99,25,0.0872595455672332,13.648886959163157,0.9359492383174515,0.10526315789473684,0.1111111111111111,0.76,0.96,0.4295288848657215,9.48
cell_grouped,no_recipe,2,4,100,24,0.060272368157773266,9.550495219762523,0.9634782608695651,0.0,0.0,0.5416666666666666,0.875,0.15675969784701316,5.0
cell_grouped,no_recipe,3,0,99,25,0.04458911598218737,8.883265280585473,0.8828621051946367,0.058823529411764705,0.0,0.68,0.96,0.16585254628880275,8.2
cell_grouped,no_recipe,3,1,99,25,0.04770261701121434,8.360230969788924,0.93,0.0,0.0,0.68,0.92,0.17051796068858938,5.64
cell_grouped,no_recipe,3,2,99,25,0.04968128880995292,7.42990651471625,0.9505674343947482,0.05555555555555555,0.0,0.72,0.88,0.18933710891577782,5.32
cell_grouped,no_recipe,3,3,99,25,0.08802516619636815,13.909828887594147,0.8323076923076923,0.1875,0.14285714285714285,0.64,0.88,0.27928285856615354,6.12
cell_grouped,no_recipe,3,4,100,24,0.09472996391670263,14.401570612705703,0.9739130434782608,0.058823529411764705,0.0,0.7083333333333334,0.7916666666666666,0.14684717697536076,6.166666666666667
batch_holdout,all,0,0,84,40,0.12326138486560122,18.77356648786142,0.7900365922750353,0.0,0.1794871794871795,0.95,0.425,0.13519903071464512,7.2
batch_holdout,no_recipe,0,0,84,40,0.06811132256625076,10.767600682133597,0.8368514906891481,0.0,0.05128205128205128,0.975,0.775,0.14462684934505443,6.5
recipe_holdout,all,0,0,98,25,0.049220835620901786,9.340637949088213,0.7959223074717661,0.0,0.0,0.76,0.88,0.15102759362633744,5.0
recipe_holdout,all,0,1,98,25,0.10168765044385351,16.976227744819738,0.8938461538461538,0.0,0.0,0.56,0.92,0.21373612000403241,5.8
recipe_holdout,all,0,2,98,25,0.03568430322325856,7.066040909446439,0.9728794178811486,0.058823529411764705,0.0,0.68,1.0,0.3384587590130037,6.6
recipe_holdout,all,0,3,99,24,0.07691493247248467,11.397809997302355,0.8573913043478261,0.2,0.16666666666666666,0.625,0.7916666666666666,0.1341201356347108,6.833333333333333
recipe_holdout,all,0,4,99,24,0.10626164799311574,14.580244298948006,0.9043478260869565,0.05,0.2,0.8333333333333334,0.8333333333333334,0.24747425671476098,7.833333333333333
recipe_holdout,no_recipe,0,0,98,25,0.05445408918961087,10.354633481415771,0.812848639771794,0.0,0.0,0.76,0.8,0.15328304427614636,5.0
recipe_holdout,no_recipe,0,1,98,25,0.10240521039396167,17.40958673901162,0.883076923076923,0.0,0.07142857142857142,0.52,0.88,0.2285809156607579,6.12
recipe_holdout,no_recipe,0,2,98,25,0.039012887050119564,7.628987060474253,0.9478746088015619,0.15789473684210525,0.0,0.76,1.0,0.319022664276984,7.4
recipe_holdout,no_recipe,0,3,99,24,0.06403934574343138,10.09381291122086,0.8660869565217391,0.14285714285714285,0.0,0.5833333333333334,0.8333333333333334,0.13413639684433587,6.833333333333333
recipe_holdout,no_recipe,0,4,99,24,0.10644579651292506,13.638856179966078,0.9269565217391305,0.05,0.25,0.8333333333333334,0.8333333333333334,0.28009404397725124,7.833333333333333