Archive 4 checkpoints (1-4)

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/imperial_eskd/pooled/cat.csv

@@ -0,0 +1,361 @@
+dataset,design,unit,arm,predictor,celltype,k,k_eff,cat_same_sign,cat_any_sign,chance_same_sign,chance_any_sign,G_both,pred_defined,n_tested_obs,n_tested_pred
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,T cell,10,10,0.1,0.1,0.0010611205432937182,0.0021222410865874364,4712,True,5755,4715
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,T cell,20,20,0.2,0.2,0.0021222410865874364,0.004244482173174873,4712,True,5755,4715
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,T cell,50,50,0.26,0.26,0.005305602716468591,0.010611205432937181,4712,True,5755,4715
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,T cell,100,100,0.37,0.37,0.010611205432937181,0.021222410865874362,4712,True,5755,4715
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,T cell,200,200,0.515,0.515,0.021222410865874362,0.042444821731748725,4712,True,5755,4715
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,T cell,500,500,0.506,0.506,0.05305602716468591,0.10611205432937182,4712,True,5755,4715
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,10,10,0.2,0.2,0.000884016973125884,0.001768033946251768,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,20,20,0.35,0.35,0.001768033946251768,0.003536067892503536,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,50,50,0.24,0.24,0.00442008486562942,0.00884016973125884,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,100,100,0.28,0.28,0.00884016973125884,0.01768033946251768,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,200,200,0.35,0.35,0.01768033946251768,0.03536067892503536,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,500,500,0.336,0.338,0.0442008486562942,0.0884016973125884,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,B cell,10,10,0.2,0.2,0.0012330456226880395,0.002466091245376079,4055,True,5645,4057
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,B cell,20,20,0.25,0.25,0.002466091245376079,0.004932182490752158,4055,True,5645,4057
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,B cell,50,50,0.34,0.34,0.006165228113440197,0.012330456226880395,4055,True,5645,4057
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,B cell,100,100,0.33,0.33,0.012330456226880395,0.02466091245376079,4055,True,5645,4057
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,B cell,200,200,0.265,0.265,0.02466091245376079,0.04932182490752158,4055,True,5645,4057
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,B cell,500,500,0.244,0.246,0.06165228113440197,0.12330456226880394,4055,True,5645,4057
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,10,10,0.1,0.1,0.0009012256669069935,0.001802451333813987,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,20,20,0.25,0.25,0.001802451333813987,0.003604902667627974,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,50,50,0.2,0.2,0.004506128334534967,0.009012256669069935,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,100,100,0.22,0.22,0.009012256669069935,0.01802451333813987,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,200,200,0.245,0.245,0.01802451333813987,0.03604902667627974,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,500,500,0.25,0.252,0.04506128334534967,0.09012256669069935,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,Monocyte,10,10,0.3,0.3,0.00119019281123542,0.00238038562247084,4201,True,5631,4202
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,Monocyte,20,20,0.2,0.2,0.00238038562247084,0.00476077124494168,4201,True,5631,4202
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,Monocyte,50,50,0.22,0.22,0.005950964056177101,0.011901928112354201,4201,True,5631,4202
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,Monocyte,100,100,0.33,0.33,0.011901928112354201,0.023803856224708403,4201,True,5631,4202
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,Monocyte,200,200,0.42,0.42,0.023803856224708403,0.047607712449416806,4201,True,5631,4202
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,Monocyte,500,500,0.448,0.45,0.05950964056177101,0.11901928112354201,4201,True,5631,4202
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,10,10,0.1,0.1,0.0009031791907514451,0.0018063583815028901,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,20,20,0.1,0.1,0.0018063583815028901,0.0036127167630057803,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,50,50,0.16,0.16,0.004515895953757226,0.009031791907514452,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,100,100,0.16,0.16,0.009031791907514452,0.018063583815028903,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,200,200,0.2,0.2,0.018063583815028903,0.036127167630057806,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,500,500,0.25,0.256,0.045158959537572256,0.09031791907514451,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,NK cell,10,10,0.1,0.1,0.0012315270935960591,0.0024630541871921183,4060,True,5591,4062
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,NK cell,20,20,0.25,0.25,0.0024630541871921183,0.0049261083743842365,4060,True,5591,4062
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,NK cell,50,50,0.34,0.34,0.006157635467980296,0.012315270935960592,4060,True,5591,4062
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,NK cell,100,100,0.43,0.43,0.012315270935960592,0.024630541871921183,4060,True,5591,4062
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,NK cell,200,200,0.545,0.545,0.024630541871921183,0.04926108374384237,4060,True,5591,4062
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,NK cell,500,500,0.488,0.49,0.06157635467980296,0.12315270935960591,4060,True,5591,4062
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,10,10,0.2,0.2,0.0009100837277029487,0.0018201674554058974,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,20,20,0.3,0.3,0.0018201674554058974,0.0036403349108117948,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,50,50,0.22,0.22,0.004550418638514743,0.009100837277029487,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,100,100,0.24,0.24,0.009100837277029487,0.018201674554058973,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,200,200,0.325,0.325,0.018201674554058973,0.03640334910811795,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,500,500,0.344,0.348,0.04550418638514744,0.09100837277029487,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,DC,10,10,0.2,0.2,0.0012648621300278269,0.0025297242600556538,3953,True,5437,3957
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,DC,20,20,0.3,0.3,0.0025297242600556538,0.0050594485201113076,3953,True,5437,3957
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,DC,50,50,0.24,0.24,0.006324310650139135,0.01264862130027827,3953,True,5437,3957
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,DC,100,100,0.31,0.31,0.01264862130027827,0.02529724260055654,3953,True,5437,3957
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,DC,200,200,0.36,0.36,0.02529724260055654,0.05059448520111308,3953,True,5437,3957
+imperial_eskd,pooled,pooled,pseudo_full__cal,generated:pseudo_full__cal,DC,500,500,0.302,0.322,0.06324310650139135,0.1264862130027827,3953,True,5437,3957
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,10,10,0.1,0.1,0.0009356287425149701,0.0018712574850299401,5344,True,5437,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,20,20,0.2,0.2,0.0018712574850299401,0.0037425149700598802,5344,True,5437,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,50,50,0.18,0.18,0.00467814371257485,0.0093562874251497,5344,True,5437,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,100,100,0.18,0.18,0.0093562874251497,0.0187125748502994,5344,True,5437,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,200,200,0.23,0.23,0.0187125748502994,0.0374251497005988,5344,True,5437,5823
+imperial_eskd,pooled,pooled,pseudo_full__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,500,500,0.248,0.25,0.046781437125748504,0.09356287425149701,5344,True,5437,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,T cell,10,10,0.0,0.0,0.0010442773600668337,0.0020885547201336674,4788,True,5755,4790
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,T cell,20,20,0.15,0.15,0.0020885547201336674,0.004177109440267335,4788,True,5755,4790
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,T cell,50,50,0.14,0.14,0.0052213868003341685,0.010442773600668337,4788,True,5755,4790
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,T cell,100,100,0.17,0.17,0.010442773600668337,0.020885547201336674,4788,True,5755,4790
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,T cell,200,200,0.21,0.215,0.020885547201336674,0.04177109440267335,4788,True,5755,4790
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,T cell,500,500,0.206,0.234,0.052213868003341685,0.10442773600668337,4788,True,5755,4790
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,10,10,0.0,0.0,0.000884016973125884,0.001768033946251768,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,20,20,0.1,0.1,0.001768033946251768,0.003536067892503536,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,50,50,0.2,0.2,0.00442008486562942,0.00884016973125884,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,100,100,0.25,0.25,0.00884016973125884,0.01768033946251768,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,200,200,0.315,0.315,0.01768033946251768,0.03536067892503536,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,500,500,0.346,0.35,0.0442008486562942,0.0884016973125884,5656,True,5755,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,B cell,10,10,0.3,0.3,0.0011742602160638798,0.0023485204321277596,4258,True,5645,4263
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,B cell,20,20,0.15,0.15,0.0023485204321277596,0.004697040864255519,4258,True,5645,4263
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,B cell,50,50,0.24,0.24,0.0058713010803193985,0.011742602160638797,4258,True,5645,4263
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,B cell,100,100,0.29,0.29,0.011742602160638797,0.023485204321277594,4258,True,5645,4263
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,B cell,200,200,0.23,0.24,0.023485204321277594,0.04697040864255519,4258,True,5645,4263
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,B cell,500,500,0.19,0.226,0.058713010803193987,0.11742602160638797,4258,True,5645,4263
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,10,10,0.1,0.1,0.0009012256669069935,0.001802451333813987,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,20,20,0.1,0.1,0.001802451333813987,0.003604902667627974,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,50,50,0.18,0.18,0.004506128334534967,0.009012256669069935,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,100,100,0.22,0.22,0.009012256669069935,0.01802451333813987,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,200,200,0.24,0.24,0.01802451333813987,0.03604902667627974,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,500,500,0.244,0.246,0.04506128334534967,0.09012256669069935,5548,True,5645,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,Monocyte,10,10,0.0,0.0,0.0011488970588235295,0.002297794117647059,4352,True,5631,4358
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,Monocyte,20,20,0.0,0.0,0.002297794117647059,0.004595588235294118,4352,True,5631,4358
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,Monocyte,50,50,0.06,0.06,0.0057444852941176475,0.011488970588235295,4352,True,5631,4358
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,Monocyte,100,100,0.14,0.14,0.011488970588235295,0.02297794117647059,4352,True,5631,4358
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,Monocyte,200,200,0.2,0.2,0.02297794117647059,0.04595588235294118,4352,True,5631,4358
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,Monocyte,500,500,0.356,0.356,0.05744485294117647,0.11488970588235294,4352,True,5631,4358
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,10,10,0.0,0.0,0.0009031791907514451,0.0018063583815028901,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,20,20,0.05,0.05,0.0018063583815028901,0.0036127167630057803,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,50,50,0.14,0.14,0.004515895953757226,0.009031791907514452,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,100,100,0.22,0.22,0.009031791907514452,0.018063583815028903,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,200,200,0.255,0.255,0.018063583815028903,0.036127167630057806,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,500,500,0.274,0.28,0.045158959537572256,0.09031791907514451,5536,True,5631,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,NK cell,10,10,0.1,0.1,0.0011042402826855124,0.002208480565371025,4528,True,5591,4537
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,NK cell,20,20,0.15,0.15,0.002208480565371025,0.00441696113074205,4528,True,5591,4537
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,NK cell,50,50,0.28,0.28,0.005521201413427562,0.011042402826855124,4528,True,5591,4537
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,NK cell,100,100,0.27,0.27,0.011042402826855124,0.022084805653710248,4528,True,5591,4537
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,NK cell,200,200,0.23,0.235,0.022084805653710248,0.044169611307420496,4528,True,5591,4537
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,NK cell,500,500,0.202,0.22,0.055212014134275615,0.11042402826855123,4528,True,5591,4537
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,10,10,0.2,0.2,0.0009100837277029487,0.0018201674554058974,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,20,20,0.15,0.15,0.0018201674554058974,0.0036403349108117948,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,50,50,0.18,0.18,0.004550418638514743,0.009100837277029487,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,100,100,0.21,0.21,0.009100837277029487,0.018201674554058973,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,200,200,0.31,0.31,0.018201674554058973,0.03640334910811795,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,500,500,0.346,0.352,0.04550418638514744,0.09100837277029487,5494,True,5591,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,DC,10,10,0.0,0.0,0.001281722635221738,0.002563445270443476,3901,True,5437,3904
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,DC,20,20,0.1,0.1,0.002563445270443476,0.005126890540886952,3901,True,5437,3904
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,DC,50,50,0.12,0.12,0.00640861317610869,0.01281722635221738,3901,True,5437,3904
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,DC,100,100,0.13,0.13,0.01281722635221738,0.02563445270443476,3901,True,5437,3904
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,DC,200,200,0.115,0.125,0.02563445270443476,0.05126890540886952,3901,True,5437,3904
+imperial_eskd,pooled,pooled,pseudo_full__raw,generated:pseudo_full__raw,DC,500,500,0.104,0.114,0.0640861317610869,0.1281722635221738,3901,True,5437,3904
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,10,10,0.1,0.1,0.0009356287425149701,0.0018712574850299401,5344,True,5437,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,20,20,0.05,0.05,0.0018712574850299401,0.0037425149700598802,5344,True,5437,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,50,50,0.14,0.14,0.00467814371257485,0.0093562874251497,5344,True,5437,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,100,100,0.17,0.17,0.0093562874251497,0.0187125748502994,5344,True,5437,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,200,200,0.225,0.225,0.0187125748502994,0.0374251497005988,5344,True,5437,5823
+imperial_eskd,pooled,pooled,pseudo_full__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,500,500,0.258,0.26,0.046781437125748504,0.09356287425149701,5344,True,5437,5823
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,T cell,10,10,0.0,0.0,0.0010590976488032196,0.0021181952976064393,4721,True,5755,4722
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,T cell,20,20,0.15,0.15,0.0021181952976064393,0.004236390595212879,4721,True,5755,4722
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,T cell,50,50,0.32,0.32,0.005295488244016098,0.010590976488032196,4721,True,5755,4722
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,T cell,100,100,0.37,0.37,0.010590976488032196,0.021181952976064393,4721,True,5755,4722
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,T cell,200,200,0.49,0.49,0.021181952976064393,0.042363905952128786,4721,True,5755,4722
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,T cell,500,500,0.466,0.468,0.052954882440160986,0.10590976488032197,4721,True,5755,4722
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,10,10,0.0,0.0,0.000884016973125884,0.001768033946251768,5656,True,5755,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,20,20,0.1,0.1,0.001768033946251768,0.003536067892503536,5656,True,5755,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,50,50,0.2,0.2,0.00442008486562942,0.00884016973125884,5656,True,5755,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,100,100,0.25,0.25,0.00884016973125884,0.01768033946251768,5656,True,5755,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,200,200,0.315,0.315,0.01768033946251768,0.03536067892503536,5656,True,5755,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,T cell,500,500,0.346,0.35,0.0442008486562942,0.0884016973125884,5656,True,5755,5823
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,B cell,10,10,0.0,0.0,0.0011862396204033216,0.002372479240806643,4215,True,5645,4215
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,B cell,20,20,0.2,0.2,0.002372479240806643,0.004744958481613286,4215,True,5645,4215
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,B cell,50,50,0.12,0.12,0.005931198102016607,0.011862396204033215,4215,True,5645,4215
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,B cell,100,100,0.08,0.08,0.011862396204033215,0.02372479240806643,4215,True,5645,4215
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,B cell,200,200,0.085,0.085,0.02372479240806643,0.04744958481613286,4215,True,5645,4215
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,B cell,500,500,0.086,0.088,0.05931198102016608,0.11862396204033215,4215,True,5645,4215
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,10,10,0.1,0.1,0.0009012256669069935,0.001802451333813987,5548,True,5645,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,20,20,0.1,0.1,0.001802451333813987,0.003604902667627974,5548,True,5645,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,50,50,0.18,0.18,0.004506128334534967,0.009012256669069935,5548,True,5645,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,100,100,0.22,0.22,0.009012256669069935,0.01802451333813987,5548,True,5645,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,200,200,0.24,0.24,0.01802451333813987,0.03604902667627974,5548,True,5645,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,B cell,500,500,0.244,0.246,0.04506128334534967,0.09012256669069935,5548,True,5645,5823
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,Monocyte,10,10,0.2,0.2,0.0012212994626282364,0.002442598925256473,4094,True,5631,4096
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,Monocyte,20,20,0.15,0.15,0.002442598925256473,0.004885197850512946,4094,True,5631,4096
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,Monocyte,50,50,0.12,0.12,0.006106497313141182,0.012212994626282364,4094,True,5631,4096
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,Monocyte,100,100,0.25,0.25,0.012212994626282364,0.024425989252564728,4094,True,5631,4096
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,Monocyte,200,200,0.385,0.385,0.024425989252564728,0.048851978505129456,4094,True,5631,4096
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,Monocyte,500,500,0.474,0.474,0.06106497313141182,0.12212994626282364,4094,True,5631,4096
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,10,10,0.0,0.0,0.0009031791907514451,0.0018063583815028901,5536,True,5631,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,20,20,0.05,0.05,0.0018063583815028901,0.0036127167630057803,5536,True,5631,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,50,50,0.14,0.14,0.004515895953757226,0.009031791907514452,5536,True,5631,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,100,100,0.22,0.22,0.009031791907514452,0.018063583815028903,5536,True,5631,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,200,200,0.255,0.255,0.018063583815028903,0.036127167630057806,5536,True,5631,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,Monocyte,500,500,0.274,0.28,0.045158959537572256,0.09031791907514451,5536,True,5631,5823
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,NK cell,10,10,0.2,0.2,0.001201345506967804,0.002402691013935608,4162,True,5591,4163
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,NK cell,20,20,0.1,0.1,0.002402691013935608,0.004805382027871216,4162,True,5591,4163
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,NK cell,50,50,0.16,0.16,0.006006727534839019,0.012013455069678039,4162,True,5591,4163
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,NK cell,100,100,0.38,0.38,0.012013455069678039,0.024026910139356077,4162,True,5591,4163
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,NK cell,200,200,0.585,0.585,0.024026910139356077,0.048053820278712155,4162,True,5591,4163
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,NK cell,500,500,0.504,0.506,0.060067275348390195,0.12013455069678039,4162,True,5591,4163
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,10,10,0.2,0.2,0.0009100837277029487,0.0018201674554058974,5494,True,5591,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,20,20,0.15,0.15,0.0018201674554058974,0.0036403349108117948,5494,True,5591,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,50,50,0.18,0.18,0.004550418638514743,0.009100837277029487,5494,True,5591,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,100,100,0.21,0.21,0.009100837277029487,0.018201674554058973,5494,True,5591,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,200,200,0.31,0.31,0.018201674554058973,0.03640334910811795,5494,True,5591,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,NK cell,500,500,0.346,0.352,0.04550418638514744,0.09100837277029487,5494,True,5591,5823
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,DC,10,10,0.1,0.1,0.0013041210224308817,0.0026082420448617634,3834,True,5437,3836
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,DC,20,20,0.15,0.15,0.0026082420448617634,0.005216484089723527,3834,True,5437,3836
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,DC,50,50,0.26,0.26,0.006520605112154408,0.013041210224308816,3834,True,5437,3836
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,DC,100,100,0.44,0.44,0.013041210224308816,0.02608242044861763,3834,True,5437,3836
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,DC,200,200,0.52,0.52,0.02608242044861763,0.05216484089723526,3834,True,5437,3836
+imperial_eskd,pooled,pooled,real_lora__raw,generated:real_lora__raw,DC,500,500,0.466,0.466,0.06520605112154408,0.13041210224308816,3834,True,5437,3836
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,10,10,0.1,0.1,0.0009356287425149701,0.0018712574850299401,5344,True,5437,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,20,20,0.05,0.05,0.0018712574850299401,0.0037425149700598802,5344,True,5437,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,50,50,0.14,0.14,0.00467814371257485,0.0093562874251497,5344,True,5437,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,100,100,0.17,0.17,0.0093562874251497,0.0187125748502994,5344,True,5437,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,200,200,0.225,0.225,0.0187125748502994,0.0374251497005988,5344,True,5437,5823
+imperial_eskd,pooled,pooled,real_lora__raw,broadcast:conditions_pooled_raw.npz@7fbfb797,DC,500,500,0.258,0.26,0.046781437125748504,0.09356287425149701,5344,True,5437,5823
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,T cell,10,10,0.0,0.0,0.0010407993338884263,0.0020815986677768525,4804,True,5755,4812
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,T cell,20,20,0.0,0.0,0.0020815986677768525,0.004163197335553705,4804,True,5755,4812
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,T cell,50,50,0.04,0.04,0.005203996669442132,0.010407993338884263,4804,True,5755,4812
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,T cell,100,100,0.14,0.14,0.010407993338884263,0.020815986677768527,4804,True,5755,4812
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,T cell,200,200,0.2,0.205,0.020815986677768527,0.041631973355537054,4804,True,5755,4812
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,T cell,500,500,0.242,0.248,0.05203996669442131,0.10407993338884262,4804,True,5755,4812
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,10,10,0.2,0.2,0.000884016973125884,0.001768033946251768,5656,True,5755,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,20,20,0.35,0.35,0.001768033946251768,0.003536067892503536,5656,True,5755,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,50,50,0.24,0.24,0.00442008486562942,0.00884016973125884,5656,True,5755,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,100,100,0.28,0.28,0.00884016973125884,0.01768033946251768,5656,True,5755,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,200,200,0.35,0.35,0.01768033946251768,0.03536067892503536,5656,True,5755,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,T cell,500,500,0.336,0.338,0.0442008486562942,0.0884016973125884,5656,True,5755,5823
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,B cell,10,10,0.0,0.0,0.0012351778656126482,0.0024703557312252965,4048,True,5645,4052
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,B cell,20,20,0.2,0.2,0.0024703557312252965,0.004940711462450593,4048,True,5645,4052
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,B cell,50,50,0.18,0.18,0.006175889328063241,0.012351778656126482,4048,True,5645,4052
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,B cell,100,100,0.22,0.22,0.012351778656126482,0.024703557312252964,4048,True,5645,4052
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,B cell,200,200,0.25,0.25,0.024703557312252964,0.04940711462450593,4048,True,5645,4052
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,B cell,500,500,0.242,0.248,0.06175889328063241,0.12351778656126482,4048,True,5645,4052
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,10,10,0.1,0.1,0.0009012256669069935,0.001802451333813987,5548,True,5645,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,20,20,0.25,0.25,0.001802451333813987,0.003604902667627974,5548,True,5645,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,50,50,0.2,0.2,0.004506128334534967,0.009012256669069935,5548,True,5645,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,100,100,0.22,0.22,0.009012256669069935,0.01802451333813987,5548,True,5645,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,200,200,0.245,0.245,0.01802451333813987,0.03604902667627974,5548,True,5645,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,B cell,500,500,0.25,0.252,0.04506128334534967,0.09012256669069935,5548,True,5645,5823
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,Monocyte,10,10,0.0,0.0,0.001122334455667789,0.002244668911335578,4455,True,5631,4469
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,Monocyte,20,20,0.1,0.1,0.002244668911335578,0.004489337822671156,4455,True,5631,4469
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,Monocyte,50,50,0.14,0.14,0.005611672278338945,0.01122334455667789,4455,True,5631,4469
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,Monocyte,100,100,0.18,0.18,0.01122334455667789,0.02244668911335578,4455,True,5631,4469
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,Monocyte,200,200,0.275,0.275,0.02244668911335578,0.04489337822671156,4455,True,5631,4469
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,Monocyte,500,500,0.36,0.364,0.05611672278338945,0.1122334455667789,4455,True,5631,4469
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,10,10,0.1,0.1,0.0009031791907514451,0.0018063583815028901,5536,True,5631,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,20,20,0.1,0.1,0.0018063583815028901,0.0036127167630057803,5536,True,5631,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,50,50,0.16,0.16,0.004515895953757226,0.009031791907514452,5536,True,5631,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,100,100,0.16,0.16,0.009031791907514452,0.018063583815028903,5536,True,5631,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,200,200,0.2,0.2,0.018063583815028903,0.036127167630057806,5536,True,5631,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,Monocyte,500,500,0.25,0.256,0.045158959537572256,0.09031791907514451,5536,True,5631,5823
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,NK cell,10,10,0.1,0.1,0.0012236906510034262,0.0024473813020068525,4086,True,5591,4095
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,NK cell,20,20,0.15,0.15,0.0024473813020068525,0.004894762604013705,4086,True,5591,4095
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,NK cell,50,50,0.26,0.26,0.006118453255017132,0.012236906510034264,4086,True,5591,4095
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,NK cell,100,100,0.34,0.34,0.012236906510034264,0.024473813020068527,4086,True,5591,4095
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,NK cell,200,200,0.365,0.37,0.024473813020068527,0.048947626040137054,4086,True,5591,4095
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,NK cell,500,500,0.366,0.378,0.06118453255017132,0.12236906510034264,4086,True,5591,4095
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,10,10,0.2,0.2,0.0009100837277029487,0.0018201674554058974,5494,True,5591,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,20,20,0.3,0.3,0.0018201674554058974,0.0036403349108117948,5494,True,5591,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,50,50,0.22,0.22,0.004550418638514743,0.009100837277029487,5494,True,5591,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,100,100,0.24,0.24,0.009100837277029487,0.018201674554058973,5494,True,5591,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,200,200,0.325,0.325,0.018201674554058973,0.03640334910811795,5494,True,5591,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,NK cell,500,500,0.344,0.348,0.04550418638514744,0.09100837277029487,5494,True,5591,5823
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,DC,10,10,0.1,0.1,0.0013365410318096765,0.002673082063619353,3741,True,5437,3744
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,DC,20,20,0.15,0.15,0.002673082063619353,0.005346164127238706,3741,True,5437,3744
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,DC,50,50,0.16,0.16,0.006682705159048383,0.013365410318096765,3741,True,5437,3744
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,DC,100,100,0.29,0.29,0.013365410318096765,0.02673082063619353,3741,True,5437,3744
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,DC,200,200,0.32,0.325,0.02673082063619353,0.05346164127238706,3741,True,5437,3744
+imperial_eskd,pooled,pooled,zs__cal,generated:zs__cal,DC,500,500,0.284,0.294,0.06682705159048383,0.13365410318096765,3741,True,5437,3744
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,10,10,0.1,0.1,0.0009356287425149701,0.0018712574850299401,5344,True,5437,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,20,20,0.2,0.2,0.0018712574850299401,0.0037425149700598802,5344,True,5437,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,50,50,0.18,0.18,0.00467814371257485,0.0093562874251497,5344,True,5437,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,100,100,0.18,0.18,0.0093562874251497,0.0187125748502994,5344,True,5437,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,200,200,0.23,0.23,0.0187125748502994,0.0374251497005988,5344,True,5437,5823
+imperial_eskd,pooled,pooled,zs__cal,broadcast:conditions_pooled_cal.npz@79135860,DC,500,500,0.248,0.25,0.046781437125748504,0.09356287425149701,5344,True,5437,5823
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,T cell,10,10,0.0,0.0,0.0010501995379122034,0.002100399075824407,4761,True,5755,4771
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,T cell,20,20,0.05,0.05,0.002100399075824407,0.004200798151648814,4761,True,5755,4771
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,T cell,50,50,0.24,0.24,0.005250997689561016,0.010501995379122032,4761,True,5755,4771
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,T cell,100,100,0.29,0.29,0.010501995379122032,0.021003990758244065,4761,True,5755,4771
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,T cell,200,200,0.34,0.34,0.021003990758244065,0.04200798151648813,4761,True,5755,4771
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,T cell,500,500,0.314,0.316,0.05250997689561017,0.10501995379122034,4761,True,5755,4771
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,T cell,10,10,0.5,0.5,0.0008688097306689834,0.0017376194613379669,5755,True,5755,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,T cell,20,20,0.5,0.5,0.0017376194613379669,0.0034752389226759338,5755,True,5755,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,T cell,50,50,0.48,0.48,0.004344048653344918,0.008688097306689836,5755,True,5755,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,T cell,100,100,0.44,0.44,0.008688097306689836,0.01737619461337967,5755,True,5755,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,T cell,200,200,0.47,0.47,0.01737619461337967,0.03475238922675934,5755,True,5755,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,T cell,500,500,0.498,0.498,0.043440486533449174,0.08688097306689835,5755,True,5755,5851
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,B cell,10,10,0.0,0.0,0.0012351778656126482,0.0024703557312252965,4048,True,5645,4054
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,B cell,20,20,0.25,0.25,0.0024703557312252965,0.004940711462450593,4048,True,5645,4054
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,B cell,50,50,0.24,0.24,0.006175889328063241,0.012351778656126482,4048,True,5645,4054
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,B cell,100,100,0.32,0.32,0.012351778656126482,0.024703557312252964,4048,True,5645,4054
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,B cell,200,200,0.255,0.255,0.024703557312252964,0.04940711462450593,4048,True,5645,4054
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,B cell,500,500,0.2,0.2,0.06175889328063241,0.12351778656126482,4048,True,5645,4054
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,B cell,10,10,0.3,0.3,0.0008857395925597874,0.001771479185119575,5645,True,5645,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,B cell,20,20,0.3,0.3,0.001771479185119575,0.00354295837023915,5645,True,5645,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,B cell,50,50,0.28,0.28,0.0044286979627989375,0.008857395925597875,5645,True,5645,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,B cell,100,100,0.33,0.33,0.008857395925597875,0.01771479185119575,5645,True,5645,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,B cell,200,200,0.345,0.345,0.01771479185119575,0.0354295837023915,5645,True,5645,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,B cell,500,500,0.358,0.358,0.04428697962798937,0.08857395925597875,5645,True,5645,5851
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,Monocyte,10,10,0.0,0.0,0.001150483202945237,0.002300966405890474,4346,True,5631,4360
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,Monocyte,20,20,0.2,0.2,0.002300966405890474,0.004601932811780948,4346,True,5631,4360
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,Monocyte,50,50,0.14,0.14,0.005752416014726185,0.01150483202945237,4346,True,5631,4360
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,Monocyte,100,100,0.24,0.24,0.01150483202945237,0.02300966405890474,4346,True,5631,4360
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,Monocyte,200,200,0.365,0.365,0.02300966405890474,0.04601932811780948,4346,True,5631,4360
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,Monocyte,500,500,0.436,0.436,0.05752416014726185,0.1150483202945237,4346,True,5631,4360
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,Monocyte,10,10,0.3,0.3,0.000887941751021133,0.001775883502042266,5631,True,5631,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,Monocyte,20,20,0.25,0.25,0.001775883502042266,0.003551767004084532,5631,True,5631,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,Monocyte,50,50,0.24,0.24,0.004439708755105665,0.00887941751021133,5631,True,5631,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,Monocyte,100,100,0.29,0.29,0.00887941751021133,0.01775883502042266,5631,True,5631,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,Monocyte,200,200,0.29,0.29,0.01775883502042266,0.03551767004084532,5631,True,5631,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,Monocyte,500,500,0.326,0.328,0.04439708755105665,0.0887941751021133,5631,True,5631,5851
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,NK cell,10,10,0.1,0.1,0.001205109664979513,0.002410219329959026,4149,True,5591,4157
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,NK cell,20,20,0.15,0.15,0.002410219329959026,0.004820438659918052,4149,True,5591,4157
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,NK cell,50,50,0.26,0.26,0.006025548324897566,0.012051096649795132,4149,True,5591,4157
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,NK cell,100,100,0.4,0.4,0.012051096649795132,0.024102193299590263,4149,True,5591,4157
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,NK cell,200,200,0.415,0.42,0.024102193299590263,0.048204386599180526,4149,True,5591,4157
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,NK cell,500,500,0.37,0.38,0.06025548324897566,0.12051096649795132,4149,True,5591,4157
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,NK cell,10,10,0.3,0.3,0.0008942944017170453,0.0017885888034340906,5591,True,5591,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,NK cell,20,20,0.35,0.35,0.0017885888034340906,0.003577177606868181,5591,True,5591,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,NK cell,50,50,0.4,0.4,0.004471472008585226,0.008942944017170452,5591,True,5591,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,NK cell,100,100,0.44,0.44,0.008942944017170452,0.017885888034340904,5591,True,5591,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,NK cell,200,200,0.44,0.44,0.017885888034340904,0.03577177606868181,5591,True,5591,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,NK cell,500,500,0.506,0.506,0.04471472008585226,0.08942944017170452,5591,True,5591,5851
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,DC,10,10,0.2,0.2,0.0013736263736263737,0.0027472527472527475,3640,True,5437,3645
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,DC,20,20,0.15,0.15,0.0027472527472527475,0.005494505494505495,3640,True,5437,3645
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,DC,50,50,0.16,0.16,0.006868131868131868,0.013736263736263736,3640,True,5437,3645
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,DC,100,100,0.25,0.26,0.013736263736263736,0.027472527472527472,3640,True,5437,3645
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,DC,200,200,0.195,0.205,0.027472527472527472,0.054945054945054944,3640,True,5437,3645
+imperial_eskd,pooled,pooled,zs__pseudo,generated:zs__pseudo,DC,500,500,0.172,0.184,0.06868131868131869,0.13736263736263737,3640,True,5437,3645
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,DC,10,10,0.2,0.2,0.0009196247930844216,0.0018392495861688431,5437,True,5437,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,DC,20,20,0.35,0.35,0.0018392495861688431,0.0036784991723376862,5437,True,5437,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,DC,50,50,0.34,0.34,0.004598123965422108,0.009196247930844215,5437,True,5437,5851
+imperial_eskd,pooled,pooled,zs__pseudo,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,DC,100,100,0.34,0.34,0.009196247930844215,0.01839249586168843,5437,True,5437,5851
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paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/imperial_eskd/pooled/ceiling.csv

@@ -0,0 +1,51 @@
+dataset,design,unit,predictor,arm,celltype,n_genes,pearson_mean,pearson_sd,spearman_mean,spearman_sd,pearson_s20260926,spearman_s20260926,pearson_s20260927,spearman_s20260927,pearson_s20260928,spearman_s20260928,pearson_s20260929,spearman_s20260929,pearson_s20260930,spearman_s20260930,sb_reliability_pearson,noise_free_ceiling_pearson,sb_reliability_spearman,noise_free_ceiling_spearman,min_n_case_donors_A,min_n_control_donors_A,min_n_case_donors_B,min_n_control_donors_B,mean_n_cells_A,mean_n_cells_B,condition_sha256
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+imperial_eskd,pooled,pooled,generated:real_lora__raw,real_lora__raw,NK cell,2964.0,0.8173689818687075,0.00404867441233142,0.5794677259886519,0.006229003116479913,0.8201295438227532,0.5831836947502446,0.8219519147633622,0.5799027876387469,0.8152312886228943,0.5750357303102275,0.8178339112607175,0.5874031480185077,0.8116982508738104,0.571813269225533,,,,,,,,,,,
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+imperial_eskd,pooled,pooled,generated:zs__cal,zs__cal,B cell,3184.0,0.5929032610284222,0.018325268583496857,0.2984125909482286,0.014537897302938687,0.6136746328261613,0.30415570838829625,0.5665495598352266,0.2759404385163206,0.5997531246123398,0.314053794489537,0.6014773837334697,0.30453243091333254,0.5830616041349136,0.29338058243365633,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__cal,zs__cal,Monocyte,2877.0,0.7051966854910094,0.0033895065955959203,0.49333782748795835,0.006777385558456258,0.6997397864411511,0.48650991483680156,0.7046338373908424,0.4869095330794035,0.7061927730738539,0.4927769387770666,0.7087691062480638,0.5001520463109781,0.7066479243011358,0.500340704435542,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__cal,zs__cal,NK cell,2964.0,0.694108342119598,0.002202001079623779,0.37825179438371953,0.006030923903636842,0.6953025911112789,0.38328709117378357,0.697344043925986,0.37201663991465755,0.6924610837211257,0.385988825659381,0.6933930467529249,0.37510118053084895,0.6920409450866742,0.3748652346399269,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__pseudo,zs__pseudo,T cell,3031.0,0.6960131682500517,0.004046829513950397,0.28512358226209555,0.004654777268205426,0.6896453061367627,0.27763500051614476,0.6994102388084985,0.2840342575331345,0.6946550014242621,0.2892368977293586,0.697128123088649,0.2884776331246055,0.6992271717920854,0.2862341224072344,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__pseudo,zs__pseudo,B cell,3184.0,0.5599061739158483,0.016915136946390713,0.23345888369053114,0.011874249689119001,0.5779962894215285,0.23763300579792934,0.5386774780102827,0.21822664230693484,0.5687295740783,0.24959292451849183,0.5687378088457605,0.23546828404746245,0.5453897192233699,0.22637356178183718,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__pseudo,zs__pseudo,Monocyte,2877.0,0.7046828384895724,0.0041380863280628954,0.5041081592250041,0.007051703007007403,0.6974077610311906,0.49710319544335174,0.7076002751629981,0.5046467387867558,0.7057163353579448,0.49861963273516363,0.7068264511517952,0.514982685520801,0.7058633697439334,0.5051885436389482,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__pseudo,zs__pseudo,NK cell,2964.0,0.7178758692894601,0.002706930194395074,0.36637667378544336,0.0052254090283733855,0.7207904040339359,0.37221164056270484,0.7203398694255316,0.3620414964071369,0.7153534537668371,0.37091899791797145,0.7149810468655611,0.36039819234834614,0.7179145723554351,0.3663130416910575,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__raw,zs__raw,T cell,3031.0,0.6160005498624969,0.002949523862797591,0.44352795558084884,0.003005713840813912,0.6142302546594901,0.44563675117647783,0.6142573277310687,0.4405947105662915,0.6131650150394168,0.43990426210435774,0.619639029700393,0.4459283443153904,0.6187111221821157,0.4455757097417269,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__raw,zs__raw,B cell,3184.0,0.5918391936623576,0.014196343563127592,0.4167578327657412,0.007598202933338663,0.6093496664988556,0.4267456006828509,0.5701035264004132,0.4082584446951753,0.5928256624311357,0.41008908677675643,0.5966889588958393,0.42007098747339944,0.5902281540855444,0.4186250442005239,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__raw,zs__raw,Monocyte,2877.0,0.7043658173802615,0.003922985913375914,0.4957000784016081,0.004277472133765843,0.7006456549685328,0.49228031691605906,0.710401416219391,0.4977321850300931,0.7060988645013097,0.5021618284711509,0.7025568084390778,0.49199354150958824,0.702126342772996,0.4943325200811494,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__raw,zs__raw,NK cell,2964.0,0.6330753057069959,0.0028132720782719296,0.4357807851264862,0.006839533527445387,0.6347790171312829,0.43615467370482863,0.6331913468362139,0.4256663040982022,0.6324039835764024,0.43680068396275545,0.6362180638182491,0.44491653318157737,0.6287841171728309,0.43536573068506773,,,,,,,,,,,
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_cal.npz@79135860,,T cell,3031.0,0.6825500635400694,0.006118372036464515,0.3884492675094378,0.006126527757651573,0.6774321447468167,0.3858092350703815,0.6798799471726544,0.37883983132592924,0.6897005462860755,0.39291601014282773,0.6885733402196083,0.3928833701988492,0.6771643392751919,0.3917978908092013,,,,,,,,,,,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_cal.npz@79135860,,B cell,3184.0,0.642971684876889,0.01674620051717318,0.3864032297208233,0.012575566393043497,0.6564236759646296,0.40673320339861524,0.6301998453651444,0.3761802638400069,0.6433089362924174,0.3876014539970245,0.6621738139745623,0.3757795603877463,0.6227521527876916,0.3857216669807236,,,,,,,,,,,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_cal.npz@79135860,,Monocyte,2877.0,0.7068444134342723,0.005168668517306834,0.49147107463446843,0.004739990592671237,0.71260196185601,0.4875378479386164,0.712330055655861,0.49650136813681056,0.7035959286319137,0.48884605663224906,0.7021025511779485,0.48770526649723384,0.7035915698496281,0.49676483396743215,,,,,,,,,,,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_cal.npz@79135860,,NK cell,2964.0,0.6767950296133514,0.0036296816983421125,0.44467126909412,0.006965494590799224,0.6744443855155741,0.4475091930353168,0.6803087795571363,0.43346136595328333,0.6810081498871555,0.45037146898466274,0.6752523650455305,0.4425218153133347,0.6729614680613601,0.44949250218400266,,,,,,,,,,,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_raw.npz@7fbfb797,,T cell,3031.0,0.6293602031170562,0.002933003408832908,0.23142060841155804,0.005758412397622767,0.6257412262555833,0.22685393178502083,0.6276904084933326,0.22374695215226645,0.6325767978944378,0.2369021613790202,0.6321328668738077,0.2347302071115994,0.6286597160681199,0.23486978962988325,,,,,,,,,,,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_raw.npz@7fbfb797,,B cell,3184.0,0.5986783996533287,0.011755213067927678,0.28632705243696177,0.012325822040674452,0.6129604609178549,0.3035680264174967,0.58630599501354,0.2727767709188901,0.6017815418993087,0.2935856978198424,0.6054857776067969,0.2781868338076747,0.5868582228291431,0.28351793322090474,,,,,,,,,,,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_raw.npz@7fbfb797,,Monocyte,2877.0,0.7125505614936012,0.0038712262416043027,0.508220128397703,0.003998056255909717,0.7105831097198295,0.5061606807757073,0.7194221396402314,0.5082829241142178,0.7101826681699608,0.5037789709726521,0.7111540706817197,0.5083369391145457,0.7114108192562643,0.5145411270113925,,,,,,,,,,,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_raw.npz@7fbfb797,,NK cell,2964.0,0.6509647141144865,0.0024805007514697593,0.34692293419964704,0.010584406574944121,0.6498718151043331,0.3444137713547861,0.6506981540883262,0.33103510121647445,0.6526251904698361,0.3568096407490931,0.6476092432103879,0.34591309845463797,0.6540191676995488,0.35644305922324343,,,,,,,,,,,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,,T cell,3031.0,0.8077257870858909,0.003333456690501065,0.7097975827324652,0.004089897246379909,0.8053143190713427,0.7100855123941154,0.8059508588042171,0.704395655147857,0.8121107935171482,0.7158507710785755,0.8104755328466732,0.7087973349295367,0.8047774311900733,0.7098586401122412,,,,,,,,,,,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,,B cell,3184.0,0.7507667260989287,0.007573667151795198,0.6129347730876108,0.01399681185213628,0.7577314622590079,0.6178819866172071,0.7398623398410559,0.6058215661466194,0.7508815226135671,0.6123923266364298,0.7579089051006146,0.5955192266111005,0.747449400680398,0.6330587594266971,,,,,,,,,,,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,,Monocyte,2877.0,0.7364684943080109,0.003187043322557862,0.5196881520673022,0.004446030114585183,0.7384707782882719,0.5142079889383967,0.739904161876598,0.5253223184306435,0.737791459373679,0.5230313694951173,0.7327633865892416,0.5179265486593815,0.7334126854122635,0.5179525348129724,,,,,,,,,,,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,,NK cell,2964.0,0.7685622388842362,0.002651659908414448,0.6653999580772594,0.004585301396878961,0.767549993000581,0.6719224567871653,0.7711660695508463,0.6591217368096831,0.7696974144471215,0.6663071667192638,0.7699660224812999,0.6653964546152392,0.7644316949413327,0.6642519754549453,,,,,,,,,,,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f
+imperial_eskd,pooled,pooled,split_half_A_vs_B,,mean4,,0.895725697380963,0.00229684690007292,0.7113574423831496,0.004250975542879832,0.896094911382793,0.7146038614437662,0.8972200554581177,0.7114501066947374,0.8977568104005508,0.7133105460929985,0.8956522400443738,0.7133973446122726,0.8919044696189792,0.7040253530719732,0.9434803243393834,0.9711000682817799,0.824729591538146,0.9067728698682163,,,,,,,
+imperial_eskd,pooled,pooled,generated:pseudo_full__cal,pseudo_full__cal,mean4,,0.7945519633779939,0.0030629698061909465,0.5575656043448254,0.0051336402858247025,0.7964157896591366,0.5618289100752855,0.7899339725082595,0.5490831206474612,0.7961811906896544,0.5570237839662207,0.7972870254533164,0.5585930286926152,0.7929418385796032,0.5612991783425445,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:pseudo_full__raw,pseudo_full__raw,mean4,,0.46000379546943365,0.002923404136947031,0.1740511786319563,0.00490878965870312,0.45980098269861214,0.17458303859459767,0.45749085499590647,0.16600318542993575,0.4587017689453851,0.1785734098202553,0.46501789865264953,0.17733691337664437,0.45900747205461534,0.17375934593834846,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:real_lora__raw,real_lora__raw,mean4,,0.8058407411844704,0.0022870770925529174,0.6039883150179997,0.0033719336886926933,0.8079003783872295,0.6063961814385352,0.8022854716281598,0.5984101599447553,0.8070349380711412,0.6056884355419963,0.8071248832889253,0.606239150632578,0.8048580345468951,0.6032076475321329,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__cal,zs__cal,mean4,,0.6669352779810005,0.003502361689168151,0.3596183147097885,0.006000019779676275,0.6693896092204548,0.3581754403320246,0.6616410922898968,0.3503859502938489,0.668121749223944,0.3665115488118359,0.6702357777442874,0.36251282443422106,0.6652881614264199,0.36050580967701185,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__pseudo,zs__pseudo,mean4,,0.6696195124862332,0.002595502694061397,0.34726682474076853,0.0038062956285051276,0.6714599401558544,0.3461457105800327,0.6665069653518277,0.3422372837584905,0.671113591156836,0.35209211322524636,0.6719183574879415,0.34983169876030373,0.6670987082787059,0.34602731737976933,,,,,,,,,,,
+imperial_eskd,pooled,pooled,generated:zs__raw,zs__raw,mean4,,0.6363202166530278,0.0031003097121729962,0.4479416629686711,0.0030602261199771043,0.6397511483145404,0.45020433562005413,0.6319884042967717,0.44306291109744056,0.6361233813870661,0.4472389653287551,0.6387757152133897,0.4507273516199889,0.6349624340533717,0.448474751177117,,,,,,,,,,,
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_cal.npz@79135860,,mean4,,0.6772902978661455,0.005120884533749408,0.42774871023971234,0.004572855940920077,0.6802255420207576,0.43189736986073246,0.675679656937699,0.4212457073140075,0.6794033902743906,0.429933747439191,0.6820255176044124,0.424722503099291,0.669117382493468,0.4309442234853399,,,,,,,,,,,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_raw.npz@7fbfb797,,mean4,,0.6478884695946181,0.0020931732177192504,0.34322268086146746,0.0056918797897527905,0.6497891529994002,0.34524910258325275,0.6460291743088575,0.3339604371004622,0.6492915496083859,0.34776911773015196,0.649095489593178,0.34179176962211444,0.645236981463269,0.347342977271356,,,,,,,,,,,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46
+imperial_eskd,pooled,pooled,broadcast:conditions_pooled_pseudo.npz@34f4b1ba,,mean4,,0.7658808115942666,0.002377639403036627,0.6269551164911593,0.0039813238541988255,0.7672666381548009,0.6285244861842212,0.7642208575181794,0.6236653191337007,0.767620297487879,0.6293954084823467,0.7677784617544573,0.6219098912038145,0.7625178030560169,0.631280477451714,,,,,,,,,,,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/imperial_eskd/pooled/contrast.csv

@@ -0,0 +1,61 @@
+dataset,design,unit,arm,celltype,statistic,label,n_genes,pearson_r_generated,spearman_r_generated,pearson_r_broadcast,spearman_r_broadcast,partial_r_generated_given_broadcast,r_generated_vs_broadcast,condition,condition_sha256,pearson_r_generated_scorer,pearson_r_broadcast_scorer,partial_r_generated_given_broadcast_scorer,r_generated_vs_broadcast_scorer
+imperial_eskd,pooled,pooled,pseudo_full__cal,T cell,mean_cp10k,sc-only fine-tune (+ calibration),3031.0,0.8848483011506901,0.7288281245145117,0.6888413778223454,0.398702743828427,0.7729378765286802,0.7203777949742206,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.8848483011506901,0.6888413778223454,0.7729378765286802,0.7203777949742206
+imperial_eskd,pooled,pooled,pseudo_full__cal,T cell,pseudobulk_log1p_cpm,sc-only fine-tune (+ calibration),3031.0,0.7299931277435124,0.6028079314243944,0.6268388504920823,0.4498725925820592,0.5528230429232016,0.6321005077332793,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.7299931277435124,0.6268388504920823,0.5528230429232016,0.6321005077332793
+imperial_eskd,pooled,pooled,pseudo_full__cal,B cell,mean_cp10k,sc-only fine-tune (+ calibration),3184.0,0.7487438993461623,0.48845000685264345,0.6701440867276545,0.41807801734309824,0.5314560658993777,0.692830660480726,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.7487438993461623,0.6701440867276545,0.5314560658993777,0.692830660480726
+imperial_eskd,pooled,pooled,pseudo_full__cal,B cell,pseudobulk_log1p_cpm,sc-only fine-tune (+ calibration),3184.0,0.4616625292869262,0.3762293386926584,0.4862909630576156,0.37132475333437553,0.3010654585516051,0.4726110020075354,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.4616625292869262,0.4862909630576156,0.3010654585516051,0.4726110020075354
+imperial_eskd,pooled,pooled,pseudo_full__cal,Monocyte,mean_cp10k,sc-only fine-tune (+ calibration),2877.0,0.8081154505660144,0.5989501046692012,0.713036187225092,0.5105015463045068,0.6133433150173797,0.7065575985162079,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.8081154505660144,0.713036187225092,0.6133433150173797,0.7065575985162079
+imperial_eskd,pooled,pooled,pseudo_full__cal,Monocyte,pseudobulk_log1p_cpm,sc-only fine-tune (+ calibration),2877.0,0.6800232700049991,0.5508246421731897,0.7096457965153855,0.5657799338536386,0.43395723413955645,0.6203252573140389,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.6800232700049991,0.7096457965153855,0.4339572341395564,0.6203252573140389
+imperial_eskd,pooled,pooled,pseudo_full__cal,NK cell,mean_cp10k,sc-only fine-tune (+ calibration),2964.0,0.7910609594473825,0.5070071371771213,0.6884115431935782,0.46464021232509545,0.600270543955743,0.6933852394650271,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.7910609594473825,0.6884115431935782,0.600270543955743,0.6933852394650271
+imperial_eskd,pooled,pooled,pseudo_full__cal,NK cell,pseudobulk_log1p_cpm,sc-only fine-tune (+ calibration),2964.0,0.5293934186669329,0.4155322355430365,0.5973747473526615,0.43460929057549286,0.34176364867636505,0.48495169126478527,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.5293934186669329,0.5973747473526615,0.341763648676365,0.4849516912647852
+imperial_eskd,pooled,pooled,pseudo_full__raw,T cell,mean_cp10k,"sc-only fine-tune, real bulk",3031.0,0.4076398650770448,0.055848967049812404,0.6352016868529187,0.23524650991702134,0.07734281792156134,0.5640977352956436,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.4076398650770448,0.6352016868529187,0.0773428179215613,0.5640977352956436
+imperial_eskd,pooled,pooled,pseudo_full__raw,T cell,pseudobulk_log1p_cpm,"sc-only fine-tune, real bulk",3031.0,0.2751147681152302,0.14253855694540343,0.6294466207665587,0.445728805171921,-0.0027797095901184944,0.44015525734667504,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.2751147681152302,0.6294466207665587,-0.0027797095901184,0.440155257346675
+imperial_eskd,pooled,pooled,pseudo_full__raw,B cell,mean_cp10k,"sc-only fine-tune, real bulk",3184.0,0.4353684921252161,0.1480618283796516,0.6290331452237995,0.31350578379141075,0.29699728970048617,0.34803105735438533,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.4353684921252161,0.6290331452237995,0.2969972897004861,0.3480310573543853
+imperial_eskd,pooled,pooled,pseudo_full__raw,B cell,pseudobulk_log1p_cpm,"sc-only fine-tune, real bulk",3184.0,0.2277486952164396,0.13853300811935776,0.4870645233040134,0.3784169938931688,0.09979385746331366,0.29671018686090167,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.2277486952164396,0.4870645233040134,0.0997938574633136,0.2967101868609016
+imperial_eskd,pooled,pooled,pseudo_full__raw,Monocyte,mean_cp10k,"sc-only fine-tune, real bulk",2877.0,0.5657082688497017,0.3493271425024536,0.7184291928055079,0.5281513008470065,0.37857040686563304,0.4624279089476892,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.5657082688497017,0.7184291928055079,0.378570406865633,0.4624279089476892
+imperial_eskd,pooled,pooled,pseudo_full__raw,Monocyte,pseudobulk_log1p_cpm,"sc-only fine-tune, real bulk",2877.0,0.5471562099355685,0.42761623888242956,0.7066219687885489,0.5612828483943736,0.33202000287028804,0.48325028500535566,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.5471562099355685,0.7066219687885489,0.332020002870288,0.4832502850053556
+imperial_eskd,pooled,pooled,pseudo_full__raw,NK cell,mean_cp10k,"sc-only fine-tune, real bulk",2964.0,0.4665162820440572,0.16803934077706253,0.6597572279517877,0.35877128710378403,0.20394547613716865,0.5068541304227524,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.4665162820440572,0.6597572279517877,0.2039454761371686,0.5068541304227524
+imperial_eskd,pooled,pooled,pseudo_full__raw,NK cell,pseudobulk_log1p_cpm,"sc-only fine-tune, real bulk",2964.0,0.26087789349948465,0.15438933172339736,0.5964102520780005,0.43186165104896884,0.05369713115646128,0.3702819993544896,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.2608778934994846,0.5964102520780005,0.0536971311564612,0.3702819993544896
+imperial_eskd,pooled,pooled,real_lora__raw,T cell,mean_cp10k,"LoRA, all training pairs",3031.0,0.9027790174333769,0.7905431210838749,0.6352016868529187,0.23524650991702134,0.8472906288083482,0.5877518692723338,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.9027790174333769,0.6352016868529187,0.8472906288083482,0.5877518692723338
+imperial_eskd,pooled,pooled,real_lora__raw,T cell,pseudobulk_log1p_cpm,"LoRA, all training pairs",3031.0,0.765743727466784,0.6441930403343891,0.6294466207665587,0.445728805171921,0.6117894423654843,0.6300369657549857,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.765743727466784,0.6294466207665587,0.6117894423654843,0.6300369657549857
+imperial_eskd,pooled,pooled,real_lora__raw,B cell,mean_cp10k,"LoRA, all training pairs",3184.0,0.7547396689809686,0.5156702820999801,0.6290331452237995,0.31350578379141075,0.614997734311165,0.5815408846210544,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.7547396689809686,0.6290331452237995,0.614997734311165,0.5815408846210544
+imperial_eskd,pooled,pooled,real_lora__raw,B cell,pseudobulk_log1p_cpm,"LoRA, all training pairs",3184.0,0.4863704316269806,0.4095111036504756,0.4870645233040134,0.3784169938931688,0.3360242014496571,0.4652146024398206,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.4863704316269806,0.4870645233040134,0.3360242014496571,0.4652146024398206
+imperial_eskd,pooled,pooled,real_lora__raw,Monocyte,mean_cp10k,"LoRA, all training pairs",2877.0,0.7881093043981986,0.6072993946420504,0.7184291928055079,0.5281513008470065,0.5811602577785634,0.6893686443853461,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.7881093043981986,0.7184291928055079,0.5811602577785634,0.6893686443853461
+imperial_eskd,pooled,pooled,real_lora__raw,Monocyte,pseudobulk_log1p_cpm,"LoRA, all training pairs",2877.0,0.7052265992535318,0.578725907960001,0.7066219687885489,0.5612828483943736,0.4749395133771157,0.627860509880865,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.7052265992535318,0.7066219687885489,0.4749395133771157,0.627860509880865
+imperial_eskd,pooled,pooled,real_lora__raw,NK cell,mean_cp10k,"LoRA, all training pairs",2964.0,0.8293512428968308,0.6113200487418278,0.6597572279517877,0.35877128710378403,0.7162772793176346,0.6115360049950445,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.8293512428968308,0.6597572279517877,0.7162772793176346,0.6115360049950445
+imperial_eskd,pooled,pooled,real_lora__raw,NK cell,pseudobulk_log1p_cpm,"LoRA, all training pairs",2964.0,0.5912306021644277,0.46512242751576416,0.5964102520780005,0.43186165104896884,0.41004305118724227,0.5199059346458468,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.5912306021644277,0.5964102520780005,0.4100430511872422,0.5199059346458468
+imperial_eskd,pooled,pooled,zs__cal,T cell,mean_cp10k,Zero-shot + calibration,3031.0,0.6792035874839493,0.27233186658351005,0.6888413778223454,0.398702743828427,0.4133395170009095,0.6587394649476076,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.6792035874839493,0.6888413778223454,0.4133395170009095,0.6587394649476076
+imperial_eskd,pooled,pooled,zs__cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3031.0,0.5104950722680739,0.28533083802596143,0.6268388504920823,0.4498725925820592,0.18037109767195567,0.6426187180661838,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.5104950722680739,0.6268388504920823,0.1803710976719556,0.6426187180661838
+imperial_eskd,pooled,pooled,zs__cal,B cell,mean_cp10k,Zero-shot + calibration,3184.0,0.6195515718458725,0.3221411268863511,0.6701440867276545,0.41807801734309824,0.32309566729079053,0.6537000443701454,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.6195515718458725,0.6701440867276545,0.3230956672907905,0.6537000443701454
+imperial_eskd,pooled,pooled,zs__cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3184.0,0.45243740300330815,0.36154693208948246,0.4862909630576156,0.37132475333437553,0.27066760972124254,0.5128663982224904,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.4524374030033081,0.4862909630576156,0.2706676097212425,0.5128663982224904
+imperial_eskd,pooled,pooled,zs__cal,Monocyte,mean_cp10k,Zero-shot + calibration,2877.0,0.7112034044232861,0.5122756633345408,0.713036187225092,0.5105015463045068,0.44235270634805884,0.6775053543981203,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.7112034044232861,0.713036187225092,0.4423527063480588,0.6775053543981203
+imperial_eskd,pooled,pooled,zs__cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,2877.0,0.6204418679198265,0.4658764372163851,0.7096457965153855,0.5657799338536386,0.3202622016900222,0.6264572278802871,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.6204418679198265,0.7096457965153855,0.3202622016900222,0.6264572278802871
+imperial_eskd,pooled,pooled,zs__cal,NK cell,mean_cp10k,Zero-shot + calibration,2964.0,0.704852921803418,0.3915416618198207,0.6884115431935782,0.46464021232509545,0.4684278082124469,0.6479678686768773,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.704852921803418,0.6884115431935782,0.4684278082124469,0.6479678686768773
+imperial_eskd,pooled,pooled,zs__cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2964.0,0.5006092744150954,0.3390604276437371,0.5973747473526615,0.43460929057549286,0.2533357812224004,0.5551360091273111,conditions_pooled_cal.npz@79135860,79135860513d3de98f65d3736a7b7bd14528fc9a1c5c543776da29d38256df51,0.5006092744150954,0.5973747473526615,0.2533357812224004,0.5551360091273111
+imperial_eskd,pooled,pooled,zs__pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3031.0,0.6997534258966933,0.28972201563838074,0.8150441257036548,0.7302341999259134,0.3771215901012278,0.6562661071556127,conditions_pooled_pseudo.npz@34f4b1ba,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f,0.6997534258966933,0.8150441257036548,0.3771215901012278,0.6562661071556127
+imperial_eskd,pooled,pooled,zs__pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3031.0,0.5671709228469273,0.3548945672274107,0.7785983353965179,0.6773230585085287,0.18721622231675852,0.6087399642276013,conditions_pooled_pseudo.npz@34f4b1ba,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f,0.5671709228469273,0.7785983353965179,0.1872162223167585,0.6087399642276013
+imperial_eskd,pooled,pooled,zs__pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3184.0,0.5858091490328222,0.2525620783224778,0.7770148116848428,0.6514117341420005,0.2279083657800658,0.6072244941625623,conditions_pooled_pseudo.npz@34f4b1ba,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f,0.5858091490328222,0.7770148116848428,0.2279083657800658,0.6072244941625623
+imperial_eskd,pooled,pooled,zs__pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3184.0,0.4346076544577525,0.36109875676471226,0.5249040549149747,0.4481835416657636,0.27431139386092107,0.42542370263493606,conditions_pooled_pseudo.npz@34f4b1ba,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f,0.4346076544577525,0.5249040549149747,0.274311393860921,0.425423702634936
+imperial_eskd,pooled,pooled,zs__pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2877.0,0.7103117732603884,0.5250138069330117,0.743069562648292,0.5386384574176585,0.3884579422690625,0.709308044801537,conditions_pooled_pseudo.npz@34f4b1ba,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f,0.7103117732603884,0.743069562648292,0.3884579422690625,0.709308044801537
+imperial_eskd,pooled,pooled,zs__pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2877.0,0.6304128783272298,0.4803249381652955,0.6693689651199325,0.5220350735288365,0.3810125524132803,0.6051332487942979,conditions_pooled_pseudo.npz@34f4b1ba,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f,0.6304128783272298,0.6693689651199325,0.3810125524132803,0.6051332487942979
+imperial_eskd,pooled,pooled,zs__pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2964.0,0.7303271335029867,0.38392896339043253,0.7794035747524484,0.7027676988202772,0.4987963592775409,0.6235825060732587,conditions_pooled_pseudo.npz@34f4b1ba,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f,0.7303271335029867,0.7794035747524484,0.4987963592775409,0.6235825060732587
+imperial_eskd,pooled,pooled,zs__pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2964.0,0.5064353414539989,0.3397937148714412,0.7387714241031788,0.6350767028524636,0.22752308694957482,0.5065481773333562,conditions_pooled_pseudo.npz@34f4b1ba,34f4b1ba6a109ee37b0ae414bbe54f1146b4f960dbfa407ad781a6c5d859323f,0.5064353414539989,0.7387714241031788,0.2275230869495748,0.5065481773333562
+imperial_eskd,pooled,pooled,zs__raw,T cell,mean_cp10k,"Zero-shot, real bulk",3031.0,0.6189519002602352,0.45107229345975836,0.6352016868529187,0.23524650991702134,0.43344417459223045,0.5262801774689012,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.6189519002602352,0.6352016868529187,0.4334441745922304,0.5262801774689012
+imperial_eskd,pooled,pooled,zs__raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3031.0,0.4322027334997524,0.2804273812315625,0.6294466207665587,0.445728805171921,0.1657100101975574,0.5107694526890987,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.4322027334997524,0.6294466207665587,0.1657100101975574,0.5107694526890987
+imperial_eskd,pooled,pooled,zs__raw,B cell,mean_cp10k,"Zero-shot, real bulk",3184.0,0.6066822436269592,0.43591691150474515,0.6290331452237995,0.31350578379141075,0.472451880945789,0.4402148951937486,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.6066822436269592,0.6290331452237995,0.472451880945789,0.4402148951937486
+imperial_eskd,pooled,pooled,zs__raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3184.0,0.34974091210081876,0.253637603545992,0.4870645233040134,0.3784169938931688,0.20168732682430474,0.3841593028351691,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.3497409121008187,0.4870645233040134,0.2016873268243047,0.3841593028351691
+imperial_eskd,pooled,pooled,zs__raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",2877.0,0.7098915853439938,0.5140774862210875,0.7184291928055079,0.5281513008470065,0.4148225979614668,0.7021271557230668,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.7098915853439938,0.7184291928055079,0.4148225979614668,0.7021271557230668
+imperial_eskd,pooled,pooled,zs__raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2877.0,0.6584104905094897,0.5558398015069065,0.7066219687885489,0.5612828483943736,0.3651399763214942,0.6557075925034059,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.6584104905094897,0.7066219687885489,0.3651399763214942,0.6557075925034059
+imperial_eskd,pooled,pooled,zs__raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2964.0,0.6404093191693508,0.45443471468809454,0.6597572279517877,0.35877128710378403,0.4061671420404735,0.600869022332451,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.6404093191693508,0.6597572279517877,0.4061671420404735,0.600869022332451
+imperial_eskd,pooled,pooled,zs__raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2964.0,0.45036120582568573,0.3534008521312136,0.5964102520780005,0.43186165104896884,0.20413184171578716,0.5205449141673071,conditions_pooled_raw.npz@7fbfb797,7fbfb797c40ba266a5a22a572250f7df20b3119772eb426fb9a794de2f36ca46,0.4503612058256857,0.5964102520780005,0.2041318417157871,0.5205449141673071
+imperial_eskd,pooled,pooled,pseudo_full__cal,mean4,mean_cp10k,sc-only fine-tune (+ calibration),,0.8081921526275624,0.5808088433033695,0.6901082987421676,0.4479806299502819,0.6295019503502952,0.7032878233590454,,,0.8081921526275624,0.6901082987421676,0.6295019503502952,0.7032878233590454
+imperial_eskd,pooled,pooled,pseudo_full__cal,mean4,pseudobulk_log1p_cpm,sc-only fine-tune (+ calibration),,0.6002680864255927,0.4863485369583197,0.6050375893544362,0.4553966425863915,0.40740234607268205,0.5524971145799097,,,0.6002680864255927,0.6050375893544362,0.407402346072682,0.5524971145799097
+imperial_eskd,pooled,pooled,pseudo_full__raw,mean4,mean_cp10k,"sc-only fine-tune, real bulk",,0.46880822702400493,0.18031931967724504,0.6606053132085035,0.35891872041480566,0.2392139976562123,0.47035270800511764,,,0.46880822702400493,0.6606053132085035,0.23921399765621226,0.47035270800511764
+imperial_eskd,pooled,pooled,pseudo_full__raw,mean4,pseudobulk_log1p_cpm,"sc-only fine-tune, real bulk",,0.3277243916916807,0.215769283917647,0.6048858412342804,0.45432257462710807,0.12068282047498613,0.39759943214185545,,,0.3277243916916807,0.6048858412342804,0.12068282047498609,0.39759943214185545
+imperial_eskd,pooled,pooled,real_lora__raw,mean4,mean_cp10k,"LoRA, all training pairs",,0.8187448084273437,0.6312082116419333,0.6606053132085035,0.35891872041480566,0.6899314750539278,0.6175493508184446,,,0.8187448084273437,0.6606053132085035,0.6899314750539278,0.6175493508184446
+imperial_eskd,pooled,pooled,real_lora__raw,mean4,pseudobulk_log1p_cpm,"LoRA, all training pairs",,0.637142840127931,0.5243881198651574,0.6048858412342804,0.45432257462710807,0.4581990520948749,0.5607545031803796,,,0.637142840127931,0.6048858412342804,0.4581990520948748,0.5607545031803796
+imperial_eskd,pooled,pooled,zs__cal,mean4,mean_cp10k,Zero-shot + calibration,,0.6787028713891314,0.37457257965605567,0.6901082987421676,0.4479806299502819,0.41180392471305144,0.6594781830981877,,,0.6787028713891314,0.6901082987421676,0.4118039247130514,0.6594781830981877
+imperial_eskd,pooled,pooled,zs__cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.520995904401576,0.3629536587438915,0.6050375893544362,0.4553966425863915,0.2561591725764052,0.5842695883240681,,,0.520995904401576,0.6050375893544362,0.2561591725764052,0.5842695883240681
+imperial_eskd,pooled,pooled,zs__pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.6815503704232228,0.3628067160710757,0.7786330186973096,0.6557630225764625,0.37307106435697424,0.6490952880482427,,,0.6815503704232228,0.7786330186973096,0.37307106435697424,0.6490952880482427
+imperial_eskd,pooled,pooled,zs__pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.5346566992714772,0.3840279942572149,0.677910694883651,0.5706545941388981,0.2675158138851337,0.5364612732475478,,,0.5346566992714772,0.677910694883651,0.2675158138851337,0.5364612732475478
+imperial_eskd,pooled,pooled,zs__raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.6439837621001347,0.4638753514684214,0.6606053132085035,0.35891872041480566,0.43172144888499,0.5673728126795419,,,0.6439837621001347,0.6606053132085035,0.4317214488849899,0.5673728126795419
+imperial_eskd,pooled,pooled,zs__raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.47267883548393663,0.3608264096039186,0.6048858412342804,0.45432257462710807,0.23416728876478587,0.5177953155487451,,,0.4726788354839366,0.6048858412342804,0.23416728876478587,0.5177953155487451

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/imperial_eskd/pooled/deg_limma.csv

@@ -0,0 +1,91 @@
+dataset,design,unit,arm,celltype,method,deg_scored,pred_defined,overlap,overlap_scorer,obs_list_size,gen_list_size,n_sig_obs,n_sig_gen,n_tested_obs,n_tested_gen,G_both,chance_overlap,broadcast_overlap,broadcast_overlap_scorer,broadcast_list_size,n_sig_broadcast,n_tested_broadcast,G_both_broadcast,broadcast_chance_overlap,condition
+imperial_eskd,pooled,pooled,pseudo_full__cal,T cell,welch,True,True,37,37.0,50,50,1057,738,5755,4715,4712,0.530560271646859,20,20.0,50,2083,5823,5656,0.442008486562942,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,B cell,welch,True,True,21,21.0,50,50,298,597,5645,4057,4055,0.6165228113440198,17,17.0,50,2083,5823,5548,0.45061283345349673,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,Monocyte,welch,True,True,30,30.0,50,50,349,824,5631,4202,4201,0.59509640561771,26,26.0,50,2083,5823,5536,0.4515895953757225,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,NK cell,welch,True,True,23,23.0,50,50,427,305,5591,4062,4060,0.6157635467980296,19,19.0,50,2083,5823,5494,0.4550418638514743,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,DC,welch,True,True,18,18.0,50,50,341,339,5437,3957,3953,0.6324310650139134,15,15.0,50,2083,5823,5344,0.46781437125748504,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__raw,T cell,welch,True,True,9,9.0,50,50,1057,855,5755,4790,4788,0.5221386800334169,17,17.0,50,2242,5823,5656,0.442008486562942,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,pseudo_full__raw,B cell,welch,True,True,8,8.0,50,50,298,191,5645,4263,4258,0.5871301080319399,14,14.0,50,2242,5823,5548,0.45061283345349673,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,pseudo_full__raw,Monocyte,welch,True,True,20,20.0,50,50,349,1079,5631,4358,4352,0.5744485294117647,22,22.0,50,2242,5823,5536,0.4515895953757225,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,pseudo_full__raw,NK cell,welch,True,True,7,7.0,50,50,427,598,5591,4537,4528,0.5521201413427562,16,16.0,50,2242,5823,5494,0.4550418638514743,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,pseudo_full__raw,DC,welch,True,True,10,10.0,50,50,341,441,5437,3904,3901,0.6408613176108691,15,15.0,50,2242,5823,5344,0.46781437125748504,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,real_lora__raw,T cell,welch,True,True,37,37.0,50,50,1057,987,5755,4722,4721,0.5295488244016098,17,17.0,50,2242,5823,5656,0.442008486562942,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,real_lora__raw,B cell,welch,True,True,21,21.0,50,50,298,741,5645,4215,4215,0.5931198102016607,14,14.0,50,2242,5823,5548,0.45061283345349673,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,real_lora__raw,Monocyte,welch,True,True,31,31.0,50,50,349,585,5631,4096,4094,0.6106497313141183,22,22.0,50,2242,5823,5536,0.4515895953757225,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,real_lora__raw,NK cell,welch,True,True,31,31.0,50,50,427,564,5591,4163,4162,0.6006727534839019,16,16.0,50,2242,5823,5494,0.4550418638514743,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,real_lora__raw,DC,welch,True,True,23,23.0,50,50,341,128,5437,3836,3834,0.6520605112154408,15,15.0,50,2242,5823,5344,0.46781437125748504,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,zs__cal,T cell,welch,True,True,29,29.0,50,50,1057,1237,5755,4812,4804,0.5203996669442131,20,20.0,50,2083,5823,5656,0.442008486562942,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,zs__cal,B cell,welch,True,True,20,20.0,50,50,298,535,5645,4052,4048,0.6175889328063241,17,17.0,50,2083,5823,5548,0.45061283345349673,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,zs__cal,Monocyte,welch,True,True,27,27.0,50,50,349,1105,5631,4469,4455,0.5611672278338945,26,26.0,50,2083,5823,5536,0.4515895953757225,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,zs__cal,NK cell,welch,True,True,21,21.0,50,50,427,600,5591,4095,4086,0.6118453255017132,19,19.0,50,2083,5823,5494,0.4550418638514743,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,zs__cal,DC,welch,True,True,14,14.0,50,50,341,87,5437,3744,3741,0.6682705159048383,15,15.0,50,2083,5823,5344,0.46781437125748504,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,zs__pseudo,T cell,welch,True,True,29,29.0,50,50,1057,689,5755,4771,4761,0.5250997689561017,22,22.0,50,1922,5851,5755,0.43440486533449174,conditions_pooled_pseudo.npz@34f4b1ba
+imperial_eskd,pooled,pooled,zs__pseudo,B cell,welch,True,True,16,16.0,50,50,298,431,5645,4054,4048,0.6175889328063241,18,18.0,50,1922,5851,5645,0.4428697962798937,conditions_pooled_pseudo.npz@34f4b1ba
+imperial_eskd,pooled,pooled,zs__pseudo,Monocyte,welch,True,True,25,25.0,50,50,349,699,5631,4360,4346,0.5752416014726185,28,28.0,50,1922,5851,5631,0.4439708755105665,conditions_pooled_pseudo.npz@34f4b1ba
+imperial_eskd,pooled,pooled,zs__pseudo,NK cell,welch,True,True,22,22.0,50,50,427,392,5591,4157,4149,0.6025548324897566,22,22.0,50,1922,5851,5591,0.4471472008585226,conditions_pooled_pseudo.npz@34f4b1ba
+imperial_eskd,pooled,pooled,zs__pseudo,DC,welch,True,True,9,9.0,50,50,341,82,5437,3645,3640,0.6868131868131868,22,22.0,50,1922,5851,5437,0.4598123965422108,conditions_pooled_pseudo.npz@34f4b1ba
+imperial_eskd,pooled,pooled,zs__raw,T cell,welch,True,True,29,29.0,50,50,1057,1357,5755,4908,4884,0.5118755118755118,17,17.0,50,2242,5823,5656,0.442008486562942,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,zs__raw,B cell,welch,True,True,18,18.0,50,50,298,561,5645,4315,4300,0.5813953488372093,14,14.0,50,2242,5823,5548,0.45061283345349673,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,zs__raw,Monocyte,welch,True,True,27,27.0,50,50,349,1433,5631,5028,4950,0.5050505050505051,22,22.0,50,2242,5823,5536,0.4515895953757225,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,zs__raw,NK cell,welch,True,True,20,20.0,50,50,427,893,5591,4452,4426,0.5648441030275644,16,16.0,50,2242,5823,5494,0.4550418638514743,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,zs__raw,DC,welch,True,True,12,12.0,50,50,341,331,5437,3957,3933,0.6356470887363336,15,15.0,50,2242,5823,5344,0.46781437125748504,conditions_pooled_raw.npz@7fbfb797
+imperial_eskd,pooled,pooled,pseudo_full__cal,T cell,limma_voom_nonzero,True,True,26,,50,50,569,715,5755,4715,4712,0.530560271646859,16,,50,2099,5823,5656,0.442008486562942,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,B cell,limma_voom_nonzero,True,True,22,,50,50,128,1646,5645,4057,4055,0.6165228113440198,8,,50,2099,5823,5548,0.45061283345349673,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,Monocyte,limma_voom_nonzero,True,True,23,,50,50,1588,2519,5631,4202,4201,0.59509640561771,18,,50,2099,5823,5536,0.4515895953757225,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,NK cell,limma_voom_nonzero,True,True,27,,50,50,530,283,5591,4062,4060,0.6157635467980296,15,,50,2099,5823,5494,0.4550418638514743,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,DC,limma_voom_nonzero,True,True,16,,50,50,2065,377,5437,3957,3953,0.6324310650139134,15,,50,2099,5823,5344,0.46781437125748504,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,T cell,limma_voom_filterByExpr,True,True,29,,50,50,683,573,3443,1563,1563,1.599488163787588,16,,50,1732,4013,3265,0.7656967840735069,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,B cell,limma_voom_filterByExpr,True,True,22,,50,50,284,254,2505,982,981,2.5484199796126403,10,,50,1732,4013,2399,1.0421008753647354,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,Monocyte,limma_voom_filterByExpr,True,True,26,,50,50,901,565,2348,1362,1351,1.8504811250925242,21,,50,1732,4013,2277,1.0979358805445762,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,NK cell,limma_voom_filterByExpr,True,True,18,,50,50,653,317,2418,992,992,2.5201612903225805,14,,50,1732,4013,2340,1.0683760683760684,conditions_pooled_cal.npz@79135860
+imperial_eskd,pooled,pooled,pseudo_full__cal,DC,limma_voom_filterByExpr,True,True,24,,50,50,619,236,1508,883,877,2.8506271379703536,14,,50,1732,4013,1462,1.7099863201094392,conditions_pooled_cal.npz@79135860
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