junidude14 commited on
Commit
463ccf6
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1 Parent(s): 50ad2ed

Archive 4 checkpoints (1-4)

Browse files
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/draw4/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/draw4,zs_raw,"Zero-shot, real bulk",zs_raw,all_usable_raw.npz@f0a2b659,0.6360357252245608,0.4640404358901273,0.41878123005453993,0.6565426449733607,0.3680874793505088,0.8855414946003435,0.0020284381489227288,0.7066720786796614,0.9374963598168538,0.9679675503399362,0.6283203819053206,0.6430599838440776,106,250,2.799459681199035,76,2.2729702611677967,2535,4569,2055,5,89,250,2.799459681199035,62,2.2729702611677967,4419,9678,1898,5,103,250,9.08216379462736,65,5.6068956180673055,2946,3482,1644,5,0.10400000000000001,0.00559891936239807,0.154,0.01119783872479614,0.18758045322078173,0.17129338663731233,5,0.196,0.004545940522335593,0.236,0.009091881044671186,0.1856330245238844,0.17783043844007593,5,True
3
+ imperial_eskd,fewshot,fewshot_n5/draw4,zs_pseudo,"Zero-shot, sc pseudobulk input (reference)",other,all_usable_pseudo.npz@df955ec1,0.679204824918958,0.37213571367262444,0.3765233621635744,0.7700277778206431,0.6525490066991577,0.8855414946003435,0.0020284381489227288,0.7066720786796614,0.9374963598168538,0.9679675503399362,0.6664392932228766,0.7564968317783797,96,250,3.019582650512043,111,2.2341465234174036,2535,2152,1887,5,85,250,3.019582650512043,83,2.2341465234174036,4419,5164,990,5,89,250,12.576935907424428,86,5.417430410388218,2946,1827,783,5,0.18,0.006039165301024086,0.246,0.012078330602048172,0.22769346459260395,0.21852261496399022,5,0.33999999999999997,0.004468293046834808,0.362,0.008936586093669615,0.4295786410532396,0.3629436102958021,5,True
4
+ imperial_eskd,fewshot,fewshot_n5/draw4,zs_cal,Zero-shot + calibration,zs_cal,test_cal.npz@54c29b0c,0.6913143741089167,0.41062280061962747,0.4125465066651345,0.6995847348700629,0.46489170814164393,0.8855414946003435,0.0020284381489227288,0.7066720786796614,0.9374963598168538,0.9679675503399362,0.6790482039875911,0.6856644717315514,111,250,2.9771931451016207,96,2.2729702611677967,2535,3767,2030,5,96,250,2.9771931451016207,69,2.2729702611677967,4419,8060,1902,5,105,250,12.28085784778758,68,5.606743541796142,2946,2854,1578,5,0.184,0.0059543862902032415,0.22400000000000003,0.011908772580406483,0.23717741706699122,0.20503842155313579,5,0.21200000000000002,0.004545940522335593,0.22799999999999998,0.009091881044671186,0.2368101456752092,0.20060978549369507,5,True
5
+ imperial_eskd,fewshot,fewshot_n5/draw4,lora5,"LoRA, 5 donors",lora,test_raw.npz@55970c18,0.7492433446082651,0.506714487236052,0.575230848198632,0.6565426449733607,0.3680874793505088,0.8855414946003435,0.0020284381489227288,0.7066720786796614,0.9374963598168538,0.9679675503399362,0.7366777929643822,0.6430599838440776,113,250,3.019659432144148,76,2.2729702611677967,2535,2455,2055,5,103,250,3.019659432144148,62,2.2729702611677967,4419,7248,1898,5,113,250,9.999199937887198,65,5.6068956180673055,2946,1851,1644,5,0.156,0.006039318864288296,0.194,0.012078637728576593,0.2367023576102217,0.19750293866995278,5,0.196,0.004545940522335593,0.236,0.009091881044671186,0.1856330245238844,0.17783043844007593,5,True
6
+ imperial_eskd,fewshot,fewshot_n5/draw4,scsemi5,"scSemiProfiler, 5 donors",scsemi,test_raw.npz@55970c18,0.5963964231394581,0.3265204797992475,0.39590698739173125,0.6565426449733607,0.3680874793505088,0.8855414946003435,0.0020284381489227288,0.7066720786796614,0.9374963598168538,0.9679675503399362,0.5852820437966447,0.6430599838440776,61,250,7.020093319954814,76,2.2729702611677967,2535,1162,2055,5,46,250,6.1246571558878005,62,2.2729702611677967,4419,1248,1898,5,50,250,43.58176474216032,65,5.6068956180673055,2946,633,1644,5,0.20400000000000001,0.014040186639909627,0.176,0.028080373279819253,0.242218560686477,0.17001863792362198,5,0.196,0.004545940522335593,0.236,0.009091881044671186,0.1856330245238844,0.17783043844007593,5,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/draw4/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/draw4/limma/jobs.csv ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ job,offset,n_samples,is_case,filter
2
+ obs|T cell|nonzero,0,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
3
+ obs|T cell|filterByExpr,0,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
4
+ obs|B cell|nonzero,800145,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
5
+ obs|B cell|filterByExpr,800145,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
6
+ obs|Monocyte|nonzero,1600290,134,11111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
7
+ obs|Monocyte|filterByExpr,1600290,134,11111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
8
+ obs|NK cell|nonzero,2394508,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
9
+ obs|NK cell|filterByExpr,2394508,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
10
+ obs|DC|nonzero,3194653,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
11
+ obs|DC|filterByExpr,3194653,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
12
+ gen:zs_raw|T cell|nonzero,3994798,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
13
+ gen:zs_raw|T cell|filterByExpr,3994798,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
14
+ gen:zs_raw|B cell|nonzero,4794943,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
15
+ gen:zs_raw|B cell|filterByExpr,4794943,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
16
+ gen:zs_raw|Monocyte|nonzero,5595088,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
17
+ gen:zs_raw|Monocyte|filterByExpr,5595088,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
18
+ gen:zs_raw|NK cell|nonzero,6395233,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
19
+ gen:zs_raw|NK cell|filterByExpr,6395233,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
20
+ gen:zs_raw|DC|nonzero,7195378,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
21
+ gen:zs_raw|DC|filterByExpr,7195378,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
22
+ bcast:f0a2b659a4596ce7|nonzero,7995523,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
23
+ bcast:f0a2b659a4596ce7|filterByExpr,7995523,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
24
+ gen:zs_pseudo|T cell|nonzero,8795668,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
25
+ gen:zs_pseudo|T cell|filterByExpr,8795668,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
26
+ gen:zs_pseudo|B cell|nonzero,9595813,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
27
+ gen:zs_pseudo|B cell|filterByExpr,9595813,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
28
+ gen:zs_pseudo|Monocyte|nonzero,10395958,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
29
+ gen:zs_pseudo|Monocyte|filterByExpr,10395958,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
30
+ gen:zs_pseudo|NK cell|nonzero,11196103,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
31
+ gen:zs_pseudo|NK cell|filterByExpr,11196103,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
32
+ gen:zs_pseudo|DC|nonzero,11996248,134,11111111111111111111111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
33
+ gen:zs_pseudo|DC|filterByExpr,11996248,134,11111111111111111111111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
34
+ bcast:df955ec13ab46cc7|nonzero,12790466,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
35
+ bcast:df955ec13ab46cc7|filterByExpr,12790466,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
36
+ gen:zs_cal|T cell|nonzero,13590611,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
37
+ gen:zs_cal|T cell|filterByExpr,13590611,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
38
+ gen:zs_cal|B cell|nonzero,14390756,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
39
+ gen:zs_cal|B cell|filterByExpr,14390756,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
40
+ gen:zs_cal|Monocyte|nonzero,15190901,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
41
+ gen:zs_cal|Monocyte|filterByExpr,15190901,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
42
+ gen:zs_cal|NK cell|nonzero,15991046,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
43
+ gen:zs_cal|NK cell|filterByExpr,15991046,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
44
+ gen:zs_cal|DC|nonzero,16791191,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
45
+ gen:zs_cal|DC|filterByExpr,16791191,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
46
+ bcast:54c29b0cfc099fba|nonzero,17591336,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
47
+ bcast:54c29b0cfc099fba|filterByExpr,17591336,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
48
+ gen:lora5|T cell|nonzero,18391481,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
49
+ gen:lora5|T cell|filterByExpr,18391481,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
50
+ gen:lora5|B cell|nonzero,19191626,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
51
+ gen:lora5|B cell|filterByExpr,19191626,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
52
+ gen:lora5|Monocyte|nonzero,19991771,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
53
+ gen:lora5|Monocyte|filterByExpr,19991771,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
54
+ gen:lora5|NK cell|nonzero,20791916,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
55
+ gen:lora5|NK cell|filterByExpr,20791916,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
56
+ gen:lora5|DC|nonzero,21592061,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
57
+ gen:lora5|DC|filterByExpr,21592061,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
58
+ bcast:55970c18927ba5d8|nonzero,22392206,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
59
+ bcast:55970c18927ba5d8|filterByExpr,22392206,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
60
+ gen:scsemi5|T cell|nonzero,23192351,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
61
+ gen:scsemi5|T cell|filterByExpr,23192351,135,111111111111111111011111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
62
+ gen:scsemi5|B cell|nonzero,23992496,133,1111111111111111110111111111101011111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
63
+ gen:scsemi5|B cell|filterByExpr,23992496,133,1111111111111111110111111111101011111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
64
+ gen:scsemi5|Monocyte|nonzero,24780787,134,11111111111111111101111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
65
+ gen:scsemi5|Monocyte|filterByExpr,24780787,134,11111111111111111101111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
66
+ gen:scsemi5|NK cell|nonzero,25575005,134,11111111111111111101111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
67
+ gen:scsemi5|NK cell|filterByExpr,25575005,134,11111111111111111101111111111010111111110000111111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,filterByExpr
68
+ gen:scsemi5|DC|nonzero,26369223,132,111111111111111110111111111101011111111000011111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,nonzero
69
+ gen:scsemi5|DC|filterByExpr,26369223,132,111111111111111110111111111101011111111000011111111111111111111101111011111111110011111011111101100001111011101111011111100000000000,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/draw4/limma/limma_status.csv ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ "job","status","n_tested","n_sig_fdr05","seconds"
2
+ "obs|T cell|nonzero","ok",5743,540,0.777
3
+ "obs|T cell|filterByExpr","ok",3401,639,0.434
4
+ "obs|B cell|nonzero","ok",5634,140,0.753
5
+ "obs|B cell|filterByExpr","ok",2528,268,0.335
6
+ "obs|Monocyte|nonzero","ok",5624,1259,0.704
7
+ "obs|Monocyte|filterByExpr","ok",2387,845,0.305
8
+ "obs|NK cell|nonzero","ok",5565,487,0.739
9
+ "obs|NK cell|filterByExpr","ok",2421,632,0.304
10
+ "obs|DC|nonzero","ok",5419,1993,0.7
11
+ "obs|DC|filterByExpr","ok",1570,562,0.221
12
+ "gen:zs_raw|T cell|nonzero","ok",4883,2872,0.573
13
+ "gen:zs_raw|T cell|filterByExpr","ok",1925,921,0.244
14
+ "gen:zs_raw|B cell|nonzero","ok",4285,286,0.505
15
+ "gen:zs_raw|B cell|filterByExpr","ok",1237,294,0.174
16
+ "gen:zs_raw|Monocyte|nonzero","ok",4991,1422,0.715
17
+ "gen:zs_raw|Monocyte|filterByExpr","ok",2324,1329,0.279
18
+ "gen:zs_raw|NK cell|nonzero","ok",4442,2649,0.525
19
+ "gen:zs_raw|NK cell|filterByExpr","ok",1516,628,0.208
20
+ "gen:zs_raw|DC|nonzero","ok",4009,2449,0.492
21
+ "gen:zs_raw|DC|filterByExpr","ok",880,310,0.193
22
+ "bcast:f0a2b659a4596ce7|nonzero","ok",5822,1898,1.197
23
+ "bcast:f0a2b659a4596ce7|filterByExpr","ok",4130,1644,0.848
24
+ "gen:zs_pseudo|T cell|nonzero","ok",4783,650,0.935
25
+ "gen:zs_pseudo|T cell|filterByExpr","ok",1783,660,0.353
26
+ "gen:zs_pseudo|B cell|nonzero","ok",4025,1666,0.823
27
+ "gen:zs_pseudo|B cell|filterByExpr","ok",1152,183,0.328
28
+ "gen:zs_pseudo|Monocyte|nonzero","ok",4314,494,0.819
29
+ "gen:zs_pseudo|Monocyte|filterByExpr","ok",1571,611,0.331
30
+ "gen:zs_pseudo|NK cell|nonzero","ok",4138,305,0.816
31
+ "gen:zs_pseudo|NK cell|filterByExpr","ok",1324,329,0.308
32
+ "gen:zs_pseudo|DC|nonzero","ok",3639,2049,0.689
33
+ "gen:zs_pseudo|DC|filterByExpr","ok",405,44,0.141
34
+ "bcast:df955ec13ab46cc7|nonzero","ok",5850,990,1.262
35
+ "bcast:df955ec13ab46cc7|filterByExpr","ok",3861,783,0.761
36
+ "gen:zs_cal|T cell|nonzero","ok",4808,2352,0.803
37
+ "gen:zs_cal|T cell|filterByExpr","ok",1771,1007,0.225
38
+ "gen:zs_cal|B cell|nonzero","ok",4111,312,0.641
39
+ "gen:zs_cal|B cell|filterByExpr","ok",1211,372,0.31
40
+ "gen:zs_cal|Monocyte|nonzero","ok",4490,2886,0.817
41
+ "gen:zs_cal|Monocyte|filterByExpr","ok",1708,875,0.446
42
+ "gen:zs_cal|NK cell|nonzero","ok",4073,2329,0.732
43
+ "gen:zs_cal|NK cell|filterByExpr","ok",1285,500,0.332
44
+ "gen:zs_cal|DC|nonzero","ok",3726,181,0.637
45
+ "gen:zs_cal|DC|filterByExpr","ok",475,100,0.182
46
+ "bcast:54c29b0cfc099fba|nonzero","ok",5822,1902,1.164
47
+ "bcast:54c29b0cfc099fba|filterByExpr","ok",3989,1578,0.773
48
+ "gen:lora5|T cell|nonzero","ok",4640,2211,0.833
49
+ "gen:lora5|T cell|filterByExpr","ok",1625,563,0.372
50
+ "gen:lora5|B cell|nonzero","ok",4195,2581,0.813
51
+ "gen:lora5|B cell|filterByExpr","ok",1379,268,0.286
52
+ "gen:lora5|Monocyte|nonzero","ok",4083,489,0.717
53
+ "gen:lora5|Monocyte|filterByExpr","ok",1485,526,0.388
54
+ "gen:lora5|NK cell|nonzero","ok",4102,446,0.729
55
+ "gen:lora5|NK cell|filterByExpr","ok",1376,378,0.284
56
+ "gen:lora5|DC|nonzero","ok",3784,1521,0.733
57
+ "gen:lora5|DC|filterByExpr","ok",818,116,0.128
58
+ "bcast:55970c18927ba5d8|nonzero","ok",5822,1898,1.081
59
+ "bcast:55970c18927ba5d8|filterByExpr","ok",4130,1644,0.868
60
+ "gen:scsemi5|T cell|nonzero","ok",3841,181,0.591
61
+ "gen:scsemi5|T cell|filterByExpr","ok",526,176,0.261
62
+ "gen:scsemi5|B cell|nonzero","ok",1731,19,0.307
63
+ "gen:scsemi5|B cell|filterByExpr","ok",215,51,0.129
64
+ "gen:scsemi5|Monocyte|nonzero","ok",1778,131,0.332
65
+ "gen:scsemi5|Monocyte|filterByExpr","ok",342,207,0.13
66
+ "gen:scsemi5|NK cell|nonzero","ok",2820,80,0.493
67
+ "gen:scsemi5|NK cell|filterByExpr","ok",392,101,0.128
68
+ "gen:scsemi5|DC|nonzero","ok",950,837,0.276
69
+ "gen:scsemi5|DC|filterByExpr","ok",185,98,0.058