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  1. 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/fewshot_n5/draw2/headline.csv +6 -0
  2. 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/fewshot_n5/draw2/limma/R.log +3 -0
  3. 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/fewshot_n5/draw2/limma/jobs.csv +69 -0
  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/fewshot_n5/draw2/limma/limma_status.csv +69 -0
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/fewshot_n5/draw2/headline.csv ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ dataset,design,unit,arm,label,role,condition,pearson_r,spearman_r,partial_r,broadcast_pearson_r,broadcast_spearman_r,splithalf_r_AB,splithalf_r_AB_sd,splithalf_spearman_AB,sb_reliability,noise_free_ceiling,r_generated_vs_halfB,r_broadcast_vs_halfB,welch_top50,welch_top50_max,welch_top50_chance,welch_top50_broadcast,welch_top50_broadcast_chance,welch_n_sig_obs,welch_n_sig_gen,welch_n_sig_broadcast_per_type,welch_types_scored,limma_top50,limma_top50_max,limma_top50_chance,limma_top50_broadcast,limma_top50_broadcast_chance,limma_n_sig_obs,limma_n_sig_gen,limma_n_sig_broadcast_per_type,limma_types_scored,limma_fbe_top50,limma_fbe_top50_max,limma_fbe_top50_chance,limma_fbe_top50_broadcast,limma_fbe_top50_broadcast_chance,limma_fbe_n_sig_obs,limma_fbe_n_sig_gen,limma_fbe_n_sig_broadcast_per_type,limma_fbe_types_scored,cat50,cat50_chance,cat100,cat100_chance,rbo,rbo_up_down,cat_types,broadcast_cat50,broadcast_cat50_chance,broadcast_cat100,broadcast_cat100_chance,broadcast_rbo,broadcast_rbo_up_down,broadcast_cat_types,repro_pass
2
+ imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,"Zero-shot, real bulk",zs_raw,all_usable_raw.npz@f0a2b659,0.6353606812973676,0.4476900715769193,0.4321835821562259,0.6433613217171205,0.3608915450886033,0.8814001291127382,0.0018555694483643587,0.6903180029733533,0.9352746268080159,0.9668378796067383,0.6262848962100946,0.6296794753209507,97,250,2.7964606290016922,65,2.2711045124444174,1703,3890,2026,5,86,250,2.7964606290016922,56,2.2711045124444174,2758,8830,1809,5,103,250,8.9979647172064,56,5.680651702354793,2732,3073,1630,5,0.088,0.005592921258003384,0.146,0.011185842516006768,0.19679651212223034,0.16138432024764002,5,0.136,0.004542209024888835,0.172,0.00908441804977767,0.12486848611876762,0.1330738262083956,5,True
3
+ imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,"Zero-shot, sc pseudobulk input (reference)",other,all_usable_pseudo.npz@df955ec1,0.6661284530133308,0.3482155383969302,0.3784310586146379,0.7565909728327256,0.6275913165896061,0.8814001291127382,0.0018555694483643587,0.6903180029733533,0.9352746268080159,0.9668378796067383,0.6520589800245592,0.7423804986481907,93,250,3.0337325200790852,103,2.232105335754297,1703,1887,1316,5,85,250,3.0337325200790852,74,2.232105335754297,2758,5023,587,5,84,250,12.659123309416644,71,5.4909824961935625,2732,1639,674,5,0.188,0.006067465040158171,0.23400000000000004,0.012134930080316342,0.22988725475201224,0.21504441993809292,5,0.33599999999999997,0.004464210671508593,0.344,0.008928421343017186,0.40052011822686884,0.330036525565205,5,True
4
+ imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,Zero-shot + calibration,zs_cal,test_cal.npz@96eda824,0.6695480865844681,0.3824212909728353,0.41727258074383233,0.6833474514827617,0.45281513074590335,0.8814001291127382,0.0018555694483643587,0.6903180029733533,0.9352746268080159,0.9668378796067383,0.6556711682003702,0.6690504706602854,96,250,3.0091236559061754,80,2.2711045124444174,1703,3095,1940,5,85,250,3.0091236559061754,57,2.2711045124444174,2758,5521,1786,5,92,250,12.79276902733484,57,5.662541252678123,2732,2474,1561,5,0.132,0.006018247311812351,0.198,0.012036494623624702,0.19988242107613824,0.17427729226556804,5,0.15599999999999997,0.004542209024888835,0.16999999999999998,0.00908441804977767,0.1658294607839429,0.15275506747486994,5,True
5
+ imperial_eskd,fewshot,fewshot_n5/draw2,lora5,"LoRA, 5 donors",lora,test_raw.npz@11ba7c4e,0.7139546009415169,0.5266587951057378,0.5764372157359006,0.6433613217171205,0.3608915450886033,0.8814001291127382,0.0018555694483643587,0.6903180029733533,0.9352746268080159,0.9668378796067383,0.701997794045564,0.6296794753209507,103,250,3.0798397007948206,65,2.2711045124444174,1703,2880,2026,5,89,250,3.0798397007948206,56,2.2711045124444174,2758,6828,1809,5,100,250,10.231180015151681,56,5.680651702354793,2732,1979,1630,5,0.128,0.00615967940158964,0.23800000000000004,0.01231935880317928,0.28473756150206103,0.22499912756373944,5,0.136,0.004542209024888835,0.172,0.00908441804977767,0.12486848611876762,0.1330738262083956,5,True
6
+ imperial_eskd,fewshot,fewshot_n5/draw2,scsemi5,"scSemiProfiler, 5 donors",scsemi,test_raw.npz@11ba7c4e,0.5623860563967511,0.38789560970423964,0.43096134383288925,0.6433613217171205,0.3608915450886033,0.8814001291127382,0.0018555694483643587,0.6903180029733533,0.9352746268080159,0.9668378796067383,0.5580163861328865,0.6296794753209507,40,250,5.229417453116198,65,2.2711045124444174,1703,3188,2026,5,26,250,4.511978159517963,56,2.2711045124444174,2758,2745,1809,5,27,250,32.348270058287945,56,5.680651702354793,2732,610,1630,5,0.12400000000000003,0.010458834906232397,0.134,0.020917669812464793,0.15962958670879557,0.12145432935660545,5,0.136,0.004542209024888835,0.172,0.00908441804977767,0.12486848611876762,0.1330738262083956,5,True
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/fewshot_n5/draw2/limma/R.log ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ limma jobs: 68 (68 ok)
2
+
3
+ --- stderr ---
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/fewshot_n5/draw2/limma/jobs.csv ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ job,offset,n_samples,is_case,filter
2
+ obs|T cell|nonzero,0,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
3
+ obs|T cell|filterByExpr,0,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
4
+ obs|B cell|nonzero,794218,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
5
+ obs|B cell|filterByExpr,794218,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
6
+ obs|Monocyte|nonzero,1588436,133,1111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
7
+ obs|Monocyte|filterByExpr,1588436,133,1111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
8
+ obs|NK cell|nonzero,2376727,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
9
+ obs|NK cell|filterByExpr,2376727,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
10
+ obs|DC|nonzero,3170945,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
11
+ obs|DC|filterByExpr,3170945,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
12
+ gen:zs_raw|T cell|nonzero,3965163,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
13
+ gen:zs_raw|T cell|filterByExpr,3965163,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
14
+ gen:zs_raw|B cell|nonzero,4759381,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
15
+ gen:zs_raw|B cell|filterByExpr,4759381,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
16
+ gen:zs_raw|Monocyte|nonzero,5553599,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
17
+ gen:zs_raw|Monocyte|filterByExpr,5553599,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
18
+ gen:zs_raw|NK cell|nonzero,6347817,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
19
+ gen:zs_raw|NK cell|filterByExpr,6347817,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
20
+ gen:zs_raw|DC|nonzero,7142035,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
21
+ gen:zs_raw|DC|filterByExpr,7142035,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
22
+ bcast:f0a2b659a4596ce7|nonzero,7936253,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
23
+ bcast:f0a2b659a4596ce7|filterByExpr,7936253,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
24
+ gen:zs_pseudo|T cell|nonzero,8730471,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
25
+ gen:zs_pseudo|T cell|filterByExpr,8730471,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
26
+ gen:zs_pseudo|B cell|nonzero,9524689,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
27
+ gen:zs_pseudo|B cell|filterByExpr,9524689,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
28
+ gen:zs_pseudo|Monocyte|nonzero,10318907,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
29
+ gen:zs_pseudo|Monocyte|filterByExpr,10318907,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
30
+ gen:zs_pseudo|NK cell|nonzero,11113125,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
31
+ gen:zs_pseudo|NK cell|filterByExpr,11113125,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
32
+ gen:zs_pseudo|DC|nonzero,11907343,133,1111111111111111111111111111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
33
+ gen:zs_pseudo|DC|filterByExpr,11907343,133,1111111111111111111111111111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
34
+ bcast:df955ec13ab46cc7|nonzero,12695634,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
35
+ bcast:df955ec13ab46cc7|filterByExpr,12695634,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
36
+ gen:zs_cal|T cell|nonzero,13489852,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
37
+ gen:zs_cal|T cell|filterByExpr,13489852,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
38
+ gen:zs_cal|B cell|nonzero,14284070,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
39
+ gen:zs_cal|B cell|filterByExpr,14284070,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
40
+ gen:zs_cal|Monocyte|nonzero,15078288,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
41
+ gen:zs_cal|Monocyte|filterByExpr,15078288,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
42
+ gen:zs_cal|NK cell|nonzero,15872506,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
43
+ gen:zs_cal|NK cell|filterByExpr,15872506,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
44
+ gen:zs_cal|DC|nonzero,16666724,133,1111111111111111111111110111111111101111000011111111111111111111110011110111111111100111110111110110000111101110111011111100000000000,nonzero
45
+ gen:zs_cal|DC|filterByExpr,16666724,133,1111111111111111111111110111111111101111000011111111111111111111110011110111111111100111110111110110000111101110111011111100000000000,filterByExpr
46
+ bcast:96eda82411244395|nonzero,17455015,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
47
+ bcast:96eda82411244395|filterByExpr,17455015,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
48
+ gen:lora5|T cell|nonzero,18249233,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
49
+ gen:lora5|T cell|filterByExpr,18249233,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
50
+ gen:lora5|B cell|nonzero,19043451,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
51
+ gen:lora5|B cell|filterByExpr,19043451,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
52
+ gen:lora5|Monocyte|nonzero,19837669,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
53
+ gen:lora5|Monocyte|filterByExpr,19837669,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
54
+ gen:lora5|NK cell|nonzero,20631887,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
55
+ gen:lora5|NK cell|filterByExpr,20631887,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
56
+ gen:lora5|DC|nonzero,21426105,133,1111111111111111111111110111111111101111000011111111111111111111110011110111111111100111110111111011000011110110111011111100000000000,nonzero
57
+ gen:lora5|DC|filterByExpr,21426105,133,1111111111111111111111110111111111101111000011111111111111111111110011110111111111100111110111111011000011110110111011111100000000000,filterByExpr
58
+ bcast:11ba7c4e0f734b8e|nonzero,22214396,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
59
+ bcast:11ba7c4e0f734b8e|filterByExpr,22214396,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
60
+ gen:scsemi5|T cell|nonzero,23008614,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
61
+ gen:scsemi5|T cell|filterByExpr,23008614,134,11111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
62
+ gen:scsemi5|B cell|nonzero,23802832,133,1111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
63
+ gen:scsemi5|B cell|filterByExpr,23802832,133,1111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
64
+ gen:scsemi5|Monocyte|nonzero,24591123,133,1111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
65
+ gen:scsemi5|Monocyte|filterByExpr,24591123,133,1111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
66
+ gen:scsemi5|NK cell|nonzero,25379414,133,1111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
67
+ gen:scsemi5|NK cell|filterByExpr,25379414,133,1111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
68
+ gen:scsemi5|DC|nonzero,26167705,132,111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,nonzero
69
+ gen:scsemi5|DC|filterByExpr,26167705,132,111111111111111111111101111111111011110000111111111111111111111100111101111111111001111101111110110000111101110111011111100000000000,filterByExpr
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/fewshot_n5/draw2/limma/limma_status.csv ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ "job","status","n_tested","n_sig_fdr05","seconds"
2
+ "obs|T cell|nonzero","ok",5752,402,0.784
3
+ "obs|T cell|filterByExpr","ok",3496,562,0.45
4
+ "obs|B cell|nonzero","ok",5639,124,0.704
5
+ "obs|B cell|filterByExpr","ok",2565,256,0.325
6
+ "obs|Monocyte|nonzero","ok",5620,1141,0.702
7
+ "obs|Monocyte|filterByExpr","ok",2319,761,0.282
8
+ "obs|NK cell|nonzero","ok",5582,465,0.699
9
+ "obs|NK cell|filterByExpr","ok",2401,635,0.294
10
+ "obs|DC|nonzero","ok",5418,626,0.647
11
+ "obs|DC|filterByExpr","ok",1511,518,0.196
12
+ "gen:zs_raw|T cell|nonzero","ok",4910,2776,0.577
13
+ "gen:zs_raw|T cell|filterByExpr","ok",1971,806,0.265
14
+ "gen:zs_raw|B cell|nonzero","ok",4300,224,0.513
15
+ "gen:zs_raw|B cell|filterByExpr","ok",1282,248,0.17
16
+ "gen:zs_raw|Monocyte|nonzero","ok",4966,1275,0.59
17
+ "gen:zs_raw|Monocyte|filterByExpr","ok",2298,1226,0.299
18
+ "gen:zs_raw|NK cell|nonzero","ok",4449,2395,0.539
19
+ "gen:zs_raw|NK cell|filterByExpr","ok",1537,571,0.196
20
+ "gen:zs_raw|DC|nonzero","ok",4010,2160,0.485
21
+ "gen:zs_raw|DC|filterByExpr","ok",887,222,0.152
22
+ "bcast:f0a2b659a4596ce7|nonzero","ok",5823,1809,0.79
23
+ "bcast:f0a2b659a4596ce7|filterByExpr","ok",4130,1630,0.535
24
+ "gen:zs_pseudo|T cell|nonzero","ok",4772,599,0.581
25
+ "gen:zs_pseudo|T cell|filterByExpr","ok",1789,613,0.244
26
+ "gen:zs_pseudo|B cell|nonzero","ok",4001,1604,0.471
27
+ "gen:zs_pseudo|B cell|filterByExpr","ok",1154,144,0.156
28
+ "gen:zs_pseudo|Monocyte|nonzero","ok",4284,436,0.496
29
+ "gen:zs_pseudo|Monocyte|filterByExpr","ok",1555,529,0.242
30
+ "gen:zs_pseudo|NK cell|nonzero","ok",4126,267,0.489
31
+ "gen:zs_pseudo|NK cell|filterByExpr","ok",1321,314,0.199
32
+ "gen:zs_pseudo|DC|nonzero","ok",3619,2117,0.398
33
+ "gen:zs_pseudo|DC|filterByExpr","ok",355,39,0.078
34
+ "bcast:df955ec13ab46cc7|nonzero","ok",5850,587,0.793
35
+ "bcast:df955ec13ab46cc7|filterByExpr","ok",3843,674,0.48
36
+ "gen:zs_cal|T cell|nonzero","ok",4784,2074,0.57
37
+ "gen:zs_cal|T cell|filterByExpr","ok",1766,904,0.253
38
+ "gen:zs_cal|B cell|nonzero","ok",4015,224,0.45
39
+ "gen:zs_cal|B cell|filterByExpr","ok",1157,299,0.138
40
+ "gen:zs_cal|Monocyte|nonzero","ok",4414,2544,0.514
41
+ "gen:zs_cal|Monocyte|filterByExpr","ok",1644,755,0.209
42
+ "gen:zs_cal|NK cell|nonzero","ok",4129,623,0.487
43
+ "gen:zs_cal|NK cell|filterByExpr","ok",1320,464,0.188
44
+ "gen:zs_cal|DC|nonzero","ok",3646,56,0.48
45
+ "gen:zs_cal|DC|filterByExpr","ok",441,52,0.158
46
+ "bcast:96eda82411244395|nonzero","ok",5823,1786,0.864
47
+ "bcast:96eda82411244395|filterByExpr","ok",4076,1561,0.584
48
+ "gen:lora5|T cell|nonzero","ok",4621,2432,0.642
49
+ "gen:lora5|T cell|filterByExpr","ok",1659,734,0.244
50
+ "gen:lora5|B cell|nonzero","ok",4012,2081,0.513
51
+ "gen:lora5|B cell|filterByExpr","ok",1168,239,0.21
52
+ "gen:lora5|Monocyte|nonzero","ok",4049,1948,0.522
53
+ "gen:lora5|Monocyte|filterByExpr","ok",1453,538,0.263
54
+ "gen:lora5|NK cell|nonzero","ok",3995,212,0.514
55
+ "gen:lora5|NK cell|filterByExpr","ok",1250,257,0.191
56
+ "gen:lora5|DC|nonzero","ok",3727,155,0.51
57
+ "gen:lora5|DC|filterByExpr","ok",905,211,0.154
58
+ "bcast:11ba7c4e0f734b8e|nonzero","ok",5823,1809,0.93
59
+ "bcast:11ba7c4e0f734b8e|filterByExpr","ok",4130,1630,0.546
60
+ "gen:scsemi5|T cell|nonzero","ok",3563,593,0.457
61
+ "gen:scsemi5|T cell|filterByExpr","ok",474,363,0.098
62
+ "gen:scsemi5|B cell|nonzero","ok",2325,1973,0.271
63
+ "gen:scsemi5|B cell|filterByExpr","ok",165,18,0.064
64
+ "gen:scsemi5|Monocyte|nonzero","ok",2444,106,0.307
65
+ "gen:scsemi5|Monocyte|filterByExpr","ok",403,144,0.087
66
+ "gen:scsemi5|NK cell|nonzero","ok",2720,11,0.357
67
+ "gen:scsemi5|NK cell|filterByExpr","ok",349,29,0.081
68
+ "gen:scsemi5|DC|nonzero","ok",1658,62,0.214
69
+ "gen:scsemi5|DC|filterByExpr","ok",222,56,0.069