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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/draw1/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/draw1/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/draw1/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/draw1/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/draw1/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/draw1,zs_raw,"Zero-shot, real bulk",zs_raw,all_usable_raw.npz@f0a2b659,0.6356760155549507,0.4487142533387655,0.4157441530673024,0.6611787175621116,0.362695232587028,0.8862675180769447,0.0012876207452377096,0.6933815333423627,0.9380609842223774,0.9682829390377056,0.6283069661702393,0.6478361601353952,106,250,2.800841258706046,86,2.272032322200808,1970,3986,1949,5,99,250,2.800841258706046,70,2.272032322200808,2423,8974,1811,5,108,250,9.160566550709579,73,5.763193809764751,2790,3300,1585,5,0.124,0.005601682517412091,0.17800000000000002,0.011203365034824182,0.21276886574301862,0.1808160943231726,5,0.188,0.004544064644401617,0.21799999999999997,0.009088129288803233,0.19284151624002283,0.16114151960453277,5,True
3
+ imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,"Zero-shot, sc pseudobulk input (reference)",other,all_usable_pseudo.npz@df955ec1,0.669001921013198,0.34656298824527576,0.3703732438889519,0.7756571349776418,0.6471214340747303,0.8862675180769447,0.0012876207452377096,0.6933815333423627,0.9380609842223774,0.9682829390377056,0.6563842218459597,0.762093551341111,102,250,3.028334915991189,107,2.2330013395839585,1970,1945,1616,5,93,250,3.028334915991189,78,2.2330013395839585,2423,3646,759,5,92,250,13.928454137126526,80,5.570952806319716,2790,1716,697,5,0.192,0.006056669831982378,0.23999999999999994,0.012113339663964755,0.24969721169265163,0.21463840577718707,5,0.33999999999999997,0.004466002679167917,0.33199999999999996,0.008932005358335835,0.45972335101125916,0.3512484971057745,5,True
4
+ imperial_eskd,fewshot,fewshot_n5/draw1,zs_cal,Zero-shot + calibration,zs_cal,test_cal.npz@5be18c1d,0.6607779089412783,0.3557890801683363,0.38456084685261105,0.6936000845170623,0.4708124418350974,0.8862675180769447,0.0012876207452377096,0.6933815333423627,0.9380609842223774,0.9682829390377056,0.6487048877974608,0.6800240660259294,104,250,2.9998452337955297,101,2.272032322200808,1970,3081,1951,5,98,250,2.9998452337955297,73,2.272032322200808,2423,5656,1769,5,97,250,12.500839083527332,79,5.757726941165287,2790,2613,1528,5,0.152,0.005999690467591059,0.194,0.011999380935182118,0.23141696793420433,0.1801528061302901,5,0.20800000000000002,0.004544064644401617,0.22399999999999998,0.009088129288803233,0.2542228749190729,0.19924456868197277,5,True
5
+ imperial_eskd,fewshot,fewshot_n5/draw1,lora5,"LoRA, 5 donors",lora,test_raw.npz@c2293bb9,0.7570901930571807,0.5672926951521128,0.6045509566158934,0.6611787175621116,0.362695232587028,0.8862675180769447,0.0012876207452377096,0.6933815333423627,0.9380609842223774,0.9682829390377056,0.7466939219715294,0.6478361601353952,119,250,3.1030400973840466,86,2.272032322200808,1970,3004,1949,5,114,250,3.1030400973840466,70,2.272032322200808,2423,3055,1811,5,115,250,9.792336185981839,73,5.763193809764751,2790,2210,1585,5,0.10800000000000001,0.006206080194768094,0.24400000000000005,0.012412160389536188,0.33883524911750584,0.2522111542276202,5,0.188,0.004544064644401617,0.21799999999999997,0.009088129288803233,0.19284151624002283,0.16114151960453277,5,True
6
+ imperial_eskd,fewshot,fewshot_n5/draw1,scsemi5,"scSemiProfiler, 5 donors",scsemi,test_raw.npz@c2293bb9,0.5327834847462688,0.3943711570242271,0.4320356230622988,0.6611787175621116,0.362695232587028,0.8862675180769447,0.0012876207452377096,0.6933815333423627,0.9380609842223774,0.9682829390377056,0.5313479321672887,0.6478361601353952,32,250,5.032070572492121,86,2.272032322200808,1970,5245,1949,5,37,250,5.032070572492121,70,2.272032322200808,2423,9257,1811,5,37,250,35.06288686945024,73,5.763193809764751,2790,1406,1585,5,0.044,0.010064141144984242,0.066,0.020128282289968484,0.10220762126481572,0.09379310005546446,5,0.188,0.004544064644401617,0.21799999999999997,0.009088129288803233,0.19284151624002283,0.16114151960453277,5,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/draw1/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/draw1/limma/jobs.csv ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ job,offset,n_samples,is_case,filter
2
+ obs|T cell|nonzero,0,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
3
+ obs|T cell|filterByExpr,0,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
4
+ obs|B cell|nonzero,794218,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
5
+ obs|B cell|filterByExpr,794218,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
6
+ obs|Monocyte|nonzero,1588436,133,1111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
7
+ obs|Monocyte|filterByExpr,1588436,133,1111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
8
+ obs|NK cell|nonzero,2376727,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
9
+ obs|NK cell|filterByExpr,2376727,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
10
+ obs|DC|nonzero,3170945,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
11
+ obs|DC|filterByExpr,3170945,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
12
+ gen:zs_raw|T cell|nonzero,3965163,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
13
+ gen:zs_raw|T cell|filterByExpr,3965163,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
14
+ gen:zs_raw|B cell|nonzero,4759381,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
15
+ gen:zs_raw|B cell|filterByExpr,4759381,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
16
+ gen:zs_raw|Monocyte|nonzero,5553599,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
17
+ gen:zs_raw|Monocyte|filterByExpr,5553599,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
18
+ gen:zs_raw|NK cell|nonzero,6347817,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
19
+ gen:zs_raw|NK cell|filterByExpr,6347817,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
20
+ gen:zs_raw|DC|nonzero,7142035,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
21
+ gen:zs_raw|DC|filterByExpr,7142035,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
22
+ bcast:f0a2b659a4596ce7|nonzero,7936253,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
23
+ bcast:f0a2b659a4596ce7|filterByExpr,7936253,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
24
+ gen:zs_pseudo|T cell|nonzero,8730471,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
25
+ gen:zs_pseudo|T cell|filterByExpr,8730471,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
26
+ gen:zs_pseudo|B cell|nonzero,9524689,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
27
+ gen:zs_pseudo|B cell|filterByExpr,9524689,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
28
+ gen:zs_pseudo|Monocyte|nonzero,10318907,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
29
+ gen:zs_pseudo|Monocyte|filterByExpr,10318907,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
30
+ gen:zs_pseudo|NK cell|nonzero,11113125,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
31
+ gen:zs_pseudo|NK cell|filterByExpr,11113125,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
32
+ gen:zs_pseudo|DC|nonzero,11907343,133,1111111111111111111111111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
33
+ gen:zs_pseudo|DC|filterByExpr,11907343,133,1111111111111111111111111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
34
+ bcast:df955ec13ab46cc7|nonzero,12695634,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
35
+ bcast:df955ec13ab46cc7|filterByExpr,12695634,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
36
+ gen:zs_cal|T cell|nonzero,13489852,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
37
+ gen:zs_cal|T cell|filterByExpr,13489852,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
38
+ gen:zs_cal|B cell|nonzero,14284070,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
39
+ gen:zs_cal|B cell|filterByExpr,14284070,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
40
+ gen:zs_cal|Monocyte|nonzero,15078288,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
41
+ gen:zs_cal|Monocyte|filterByExpr,15078288,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
42
+ gen:zs_cal|NK cell|nonzero,15872506,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
43
+ gen:zs_cal|NK cell|filterByExpr,15872506,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
44
+ gen:zs_cal|DC|nonzero,16666724,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
45
+ gen:zs_cal|DC|filterByExpr,16666724,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
46
+ bcast:5be18c1d38d6ceaf|nonzero,17460942,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
47
+ bcast:5be18c1d38d6ceaf|filterByExpr,17460942,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
48
+ gen:lora5|T cell|nonzero,18255160,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
49
+ gen:lora5|T cell|filterByExpr,18255160,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
50
+ gen:lora5|B cell|nonzero,19049378,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
51
+ gen:lora5|B cell|filterByExpr,19049378,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
52
+ gen:lora5|Monocyte|nonzero,19843596,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
53
+ gen:lora5|Monocyte|filterByExpr,19843596,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
54
+ gen:lora5|NK cell|nonzero,20637814,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
55
+ gen:lora5|NK cell|filterByExpr,20637814,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
56
+ gen:lora5|DC|nonzero,21432032,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
57
+ gen:lora5|DC|filterByExpr,21432032,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
58
+ bcast:c2293bb938f0dbf9|nonzero,22226250,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
59
+ bcast:c2293bb938f0dbf9|filterByExpr,22226250,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
60
+ gen:scsemi5|T cell|nonzero,23020468,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
61
+ gen:scsemi5|T cell|filterByExpr,23020468,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
62
+ gen:scsemi5|B cell|nonzero,23814686,133,1111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
63
+ gen:scsemi5|B cell|filterByExpr,23814686,133,1111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
64
+ gen:scsemi5|Monocyte|nonzero,24602977,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
65
+ gen:scsemi5|Monocyte|filterByExpr,24602977,134,11111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
66
+ gen:scsemi5|NK cell|nonzero,25397195,132,111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
67
+ gen:scsemi5|NK cell|filterByExpr,25397195,132,111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,filterByExpr
68
+ gen:scsemi5|DC|nonzero,26179559,132,111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,nonzero
69
+ gen:scsemi5|DC|filterByExpr,26179559,132,111111111111111111101111111101011100001111111111111111111111001111011111111110111110111111011000011110111011101111011111100000000000,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/draw1/limma/limma_status.csv ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ "job","status","n_tested","n_sig_fdr05","seconds"
2
+ "obs|T cell|nonzero","ok",5745,423,0.797
3
+ "obs|T cell|filterByExpr","ok",3430,595,0.436
4
+ "obs|B cell|nonzero","ok",5632,126,0.739
5
+ "obs|B cell|filterByExpr","ok",2394,243,0.311
6
+ "obs|Monocyte|nonzero","ok",5620,910,0.69
7
+ "obs|Monocyte|filterByExpr","ok",2360,779,0.301
8
+ "obs|NK cell|nonzero","ok",5579,438,0.704
9
+ "obs|NK cell|filterByExpr","ok",2397,616,0.32
10
+ "obs|DC|nonzero","ok",5423,526,0.659
11
+ "obs|DC|filterByExpr","ok",1494,557,0.195
12
+ "gen:zs_raw|T cell|nonzero","ok",4896,2694,0.6
13
+ "gen:zs_raw|T cell|filterByExpr","ok",1930,812,0.24
14
+ "gen:zs_raw|B cell|nonzero","ok",4285,252,0.516
15
+ "gen:zs_raw|B cell|filterByExpr","ok",1231,274,0.187
16
+ "gen:zs_raw|Monocyte|nonzero","ok",4975,1344,0.598
17
+ "gen:zs_raw|Monocyte|filterByExpr","ok",2315,1296,0.301
18
+ "gen:zs_raw|NK cell|nonzero","ok",4444,2398,0.554
19
+ "gen:zs_raw|NK cell|filterByExpr","ok",1533,613,0.199
20
+ "gen:zs_raw|DC|nonzero","ok",4004,2286,0.48
21
+ "gen:zs_raw|DC|filterByExpr","ok",867,305,0.149
22
+ "bcast:f0a2b659a4596ce7|nonzero","ok",5823,1811,0.772
23
+ "bcast:f0a2b659a4596ce7|filterByExpr","ok",4116,1585,0.502
24
+ "gen:zs_pseudo|T cell|nonzero","ok",4764,597,0.56
25
+ "gen:zs_pseudo|T cell|filterByExpr","ok",1776,618,0.249
26
+ "gen:zs_pseudo|B cell|nonzero","ok",3989,140,0.445
27
+ "gen:zs_pseudo|B cell|filterByExpr","ok",1109,140,0.153
28
+ "gen:zs_pseudo|Monocyte|nonzero","ok",4297,488,0.518
29
+ "gen:zs_pseudo|Monocyte|filterByExpr","ok",1558,567,0.196
30
+ "gen:zs_pseudo|NK cell|nonzero","ok",4152,281,0.488
31
+ "gen:zs_pseudo|NK cell|filterByExpr","ok",1319,334,0.201
32
+ "gen:zs_pseudo|DC|nonzero","ok",3635,2140,0.384
33
+ "gen:zs_pseudo|DC|filterByExpr","ok",375,57,0.075
34
+ "bcast:df955ec13ab46cc7|nonzero","ok",5846,759,0.752
35
+ "bcast:df955ec13ab46cc7|filterByExpr","ok",3839,697,0.461
36
+ "gen:zs_cal|T cell|nonzero","ok",4792,2179,0.552
37
+ "gen:zs_cal|T cell|filterByExpr","ok",1756,910,0.236
38
+ "gen:zs_cal|B cell|nonzero","ok",4094,271,0.445
39
+ "gen:zs_cal|B cell|filterByExpr","ok",1227,345,0.184
40
+ "gen:zs_cal|Monocyte|nonzero","ok",4446,2636,0.51
41
+ "gen:zs_cal|Monocyte|filterByExpr","ok",1629,806,0.24
42
+ "gen:zs_cal|NK cell|nonzero","ok",4023,481,0.449
43
+ "gen:zs_cal|NK cell|filterByExpr","ok",1225,455,0.167
44
+ "gen:zs_cal|DC|nonzero","ok",3688,89,0.398
45
+ "gen:zs_cal|DC|filterByExpr","ok",469,97,0.087
46
+ "bcast:5be18c1d38d6ceaf|nonzero","ok",5823,1769,0.773
47
+ "bcast:5be18c1d38d6ceaf|filterByExpr","ok",3977,1528,0.485
48
+ "gen:lora5|T cell|nonzero","ok",4664,1689,0.562
49
+ "gen:lora5|T cell|filterByExpr","ok",1719,684,0.217
50
+ "gen:lora5|B cell|nonzero","ok",4064,350,0.486
51
+ "gen:lora5|B cell|filterByExpr","ok",1284,378,0.17
52
+ "gen:lora5|Monocyte|nonzero","ok",3912,446,0.456
53
+ "gen:lora5|Monocyte|filterByExpr","ok",1385,483,0.178
54
+ "gen:lora5|NK cell|nonzero","ok",3877,299,0.447
55
+ "gen:lora5|NK cell|filterByExpr","ok",1221,341,0.184
56
+ "gen:lora5|DC|nonzero","ok",3753,271,0.418
57
+ "gen:lora5|DC|filterByExpr","ok",1040,324,0.143
58
+ "bcast:c2293bb938f0dbf9|nonzero","ok",5823,1811,0.76
59
+ "bcast:c2293bb938f0dbf9|filterByExpr","ok",4116,1585,0.467
60
+ "gen:scsemi5|T cell|nonzero","ok",3941,3383,0.421
61
+ "gen:scsemi5|T cell|filterByExpr","ok",725,625,0.104
62
+ "gen:scsemi5|B cell|nonzero","ok",2442,1753,0.273
63
+ "gen:scsemi5|B cell|filterByExpr","ok",305,163,0.06
64
+ "gen:scsemi5|Monocyte|nonzero","ok",2196,225,0.237
65
+ "gen:scsemi5|Monocyte|filterByExpr","ok",388,256,0.068
66
+ "gen:scsemi5|NK cell|nonzero","ok",2810,2137,0.282
67
+ "gen:scsemi5|NK cell|filterByExpr","ok",367,194,0.072
68
+ "gen:scsemi5|DC|nonzero","ok",1863,1759,0.218
69
+ "gen:scsemi5|DC|filterByExpr","ok",246,168,0.06