Hugging Face's logo

Datasets:
junidude14
/
PBISC-data

Modalities:
Tabular
Text
Formats:
parquet
Languages:
English
Size:
< 1K
Tags:
single-cell-rna-seq
bulk-rna-seq
diffusion
Libraries:
Datasets
pandas
Polars
Dataset card Data Studio Files
xet
 Community
1
junidude14 commited on
Commit
e5be742
·
verified ·
1 Parent(s): 5286a66

Archive 4 checkpoints (1-4)

Browse files
Files changed (4) hide show
  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/draw3/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/draw3/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/draw3/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/draw3/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/draw3/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/draw3,zs_raw,"Zero-shot, real bulk",zs_raw,all_usable_raw.npz@f0a2b659,0.6263448079907197,0.4466874034213724,0.40934538873922566,0.6538959233815048,0.3400012784717775,0.8854442940149607,0.0032600109847487494,0.6928644358625842,0.9378069683558478,0.9681862440679374,0.6190086061208441,0.6407730734380533,107,250,2.7974915496282082,76,2.27046972861356,1951,4301,2000,5,80,250,2.7974915496282082,52,2.27046972861356,5751,9457,1860,5,97,250,9.198071746647361,64,5.696665846513357,2739,3497,1604,5,0.096,0.005594983099256416,0.166,0.011189966198512832,0.17010729226534432,0.16206101115972874,5,0.132,0.00454093945722712,0.194,0.00908187891445424,0.15777393113777632,0.1441301622947529,5,True
3
+ imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,"Zero-shot, sc pseudobulk input (reference)",other,all_usable_pseudo.npz@df955ec1,0.6600322052034482,0.31817696725433425,0.35812783186162606,0.7682869988004754,0.6427879750531248,0.8854442940149607,0.0032600109847487494,0.6928644358625842,0.9378069683558478,0.9681862440679374,0.6476867953332801,0.7552819687724203,99,250,3.020533064550284,109,2.231647652256495,1951,2019,1819,5,80,250,3.020533064550284,73,2.231647652256495,5751,5199,846,5,86,250,13.627855153346317,74,5.503392112491479,2739,1664,669,5,0.152,0.006041066129100568,0.23600000000000004,0.012082132258201136,0.20921982066714237,0.20690002062964014,5,0.308,0.00446329530451299,0.316,0.00892659060902598,0.41383822308007334,0.32805318413067547,5,True
4
+ imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,Zero-shot + calibration,zs_cal,test_cal.npz@40362513,0.6559303794074177,0.32286027515529603,0.3832229224125232,0.6871952944616568,0.44823206695060275,0.8854442940149607,0.0032600109847487494,0.6928644358625842,0.9378069683558478,0.9681862440679374,0.6449498467317288,0.6736674213444316,104,250,3.0456993875130594,91,2.27046972861356,1951,3124,1964,5,79,250,2.946773440650425,57,2.27046972861356,5751,5770,1765,5,92,250,13.655275476564071,71,5.700593366393079,2739,2462,1504,5,0.156,0.006091398775026119,0.21200000000000002,0.012182797550052239,0.1956641061431358,0.17513890570538754,5,0.16799999999999998,0.00454093945722712,0.20800000000000002,0.00908187891445424,0.19719277166750618,0.1713057693809767,5,True
5
+ imperial_eskd,fewshot,fewshot_n5/draw3,lora5,"LoRA, 5 donors",lora,test_raw.npz@1bb5ea46,0.7455905986374256,0.5422123163745884,0.6007400715066787,0.6538959233815048,0.3400012784717775,0.8854442940149607,0.0032600109847487494,0.6928644358625842,0.9378069683558478,0.9681862440679374,0.735590670993942,0.6407730734380533,117,250,3.063719428958561,76,2.27046972861356,1951,1889,2000,5,90,250,3.063719428958561,52,2.27046972861356,5751,4527,1860,5,108,250,10.680543271692553,64,5.696665846513357,2739,1492,1604,5,0.27599999999999997,0.006127438857917121,0.326,0.012254877715834242,0.32526162646321377,0.2660172893403464,5,0.132,0.00454093945722712,0.194,0.00908187891445424,0.15777393113777632,0.1441301622947529,5,True
6
+ imperial_eskd,fewshot,fewshot_n5/draw3,scsemi5,"scSemiProfiler, 5 donors",scsemi,test_raw.npz@1bb5ea46,0.5914775900543578,0.3721417136819536,0.4585372662967641,0.6538959233815048,0.3400012784717775,0.8854442940149607,0.0032600109847487494,0.6928644358625842,0.9378069683558478,0.9681862440679374,0.5819482541816091,0.6407730734380533,60,250,7.1151476681903345,76,2.27046972861356,1951,1912,2000,5,32,250,6.025138910093254,52,2.27046972861356,5751,3338,1860,5,54,250,45.31382346144785,64,5.696665846513357,2739,667,1604,5,0.124,0.014230295336380669,0.16199999999999998,0.028460590672761337,0.16759408800798942,0.1677563970618734,5,0.132,0.00454093945722712,0.194,0.00908187891445424,0.15777393113777632,0.1441301622947529,5,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/draw3/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/draw3/limma/jobs.csv ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ job,offset,n_samples,is_case,filter
2
+ obs|T cell|nonzero,0,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
3
+ obs|T cell|filterByExpr,0,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
4
+ obs|B cell|nonzero,800145,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
5
+ obs|B cell|filterByExpr,800145,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
6
+ obs|Monocyte|nonzero,1600290,134,11111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
7
+ obs|Monocyte|filterByExpr,1600290,134,11111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
8
+ obs|NK cell|nonzero,2394508,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
9
+ obs|NK cell|filterByExpr,2394508,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
10
+ obs|DC|nonzero,3194653,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
11
+ obs|DC|filterByExpr,3194653,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
12
+ gen:zs_raw|T cell|nonzero,3994798,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
13
+ gen:zs_raw|T cell|filterByExpr,3994798,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
14
+ gen:zs_raw|B cell|nonzero,4794943,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
15
+ gen:zs_raw|B cell|filterByExpr,4794943,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
16
+ gen:zs_raw|Monocyte|nonzero,5595088,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
17
+ gen:zs_raw|Monocyte|filterByExpr,5595088,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
18
+ gen:zs_raw|NK cell|nonzero,6395233,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
19
+ gen:zs_raw|NK cell|filterByExpr,6395233,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
20
+ gen:zs_raw|DC|nonzero,7195378,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
21
+ gen:zs_raw|DC|filterByExpr,7195378,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
22
+ bcast:f0a2b659a4596ce7|nonzero,7995523,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
23
+ bcast:f0a2b659a4596ce7|filterByExpr,7995523,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
24
+ gen:zs_pseudo|T cell|nonzero,8795668,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
25
+ gen:zs_pseudo|T cell|filterByExpr,8795668,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
26
+ gen:zs_pseudo|B cell|nonzero,9595813,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
27
+ gen:zs_pseudo|B cell|filterByExpr,9595813,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
28
+ gen:zs_pseudo|Monocyte|nonzero,10395958,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
29
+ gen:zs_pseudo|Monocyte|filterByExpr,10395958,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
30
+ gen:zs_pseudo|NK cell|nonzero,11196103,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
31
+ gen:zs_pseudo|NK cell|filterByExpr,11196103,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
32
+ gen:zs_pseudo|DC|nonzero,11996248,134,11111111111111111111111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
33
+ gen:zs_pseudo|DC|filterByExpr,11996248,134,11111111111111111111111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
34
+ bcast:df955ec13ab46cc7|nonzero,12790466,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
35
+ bcast:df955ec13ab46cc7|filterByExpr,12790466,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
36
+ gen:zs_cal|T cell|nonzero,13590611,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
37
+ gen:zs_cal|T cell|filterByExpr,13590611,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
38
+ gen:zs_cal|B cell|nonzero,14390756,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
39
+ gen:zs_cal|B cell|filterByExpr,14390756,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
40
+ gen:zs_cal|Monocyte|nonzero,15190901,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
41
+ gen:zs_cal|Monocyte|filterByExpr,15190901,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
42
+ gen:zs_cal|NK cell|nonzero,15991046,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
43
+ gen:zs_cal|NK cell|filterByExpr,15991046,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
44
+ gen:zs_cal|DC|nonzero,16791191,133,1111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
45
+ gen:zs_cal|DC|filterByExpr,16791191,133,1111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
46
+ bcast:40362513b4fa1934|nonzero,17579482,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
47
+ bcast:40362513b4fa1934|filterByExpr,17579482,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
48
+ gen:lora5|T cell|nonzero,18379627,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
49
+ gen:lora5|T cell|filterByExpr,18379627,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
50
+ gen:lora5|B cell|nonzero,19179772,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
51
+ gen:lora5|B cell|filterByExpr,19179772,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
52
+ gen:lora5|Monocyte|nonzero,19979917,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
53
+ gen:lora5|Monocyte|filterByExpr,19979917,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
54
+ gen:lora5|NK cell|nonzero,20780062,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
55
+ gen:lora5|NK cell|filterByExpr,20780062,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
56
+ gen:lora5|DC|nonzero,21580207,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
57
+ gen:lora5|DC|filterByExpr,21580207,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
58
+ bcast:1bb5ea46702a37ba|nonzero,22380352,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
59
+ bcast:1bb5ea46702a37ba|filterByExpr,22380352,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
60
+ gen:scsemi5|T cell|nonzero,23180497,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
61
+ gen:scsemi5|T cell|filterByExpr,23180497,135,111111111111111111011111111111010111111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,filterByExpr
62
+ gen:scsemi5|B cell|nonzero,23980642,133,1111111111111111101111111111101011111111000111111111111111111100111101111111111001111101111110110000011110111011101111011111100000000,nonzero
63
+ gen:scsemi5|B cell|filterByExpr,23980642,133,1111111111111111101111111111101011111111000111111111111111111100111101111111111001111101111110110000011110111011101111011111100000000,filterByExpr
64
+ gen:scsemi5|Monocyte|nonzero,24768933,133,1111111111111111101111111111101011111111000111111111111111111100111101111111111001111101111110110000011110111011101111011111000000000,nonzero
65
+ gen:scsemi5|Monocyte|filterByExpr,24768933,133,1111111111111111101111111111101011111111000111111111111111111100111101111111111001111101111110110000011110111011101111011111000000000,filterByExpr
66
+ gen:scsemi5|NK cell|nonzero,25557224,132,111111111111111101111111111101011111111000111111111111111111100111101111111110011111011111101100000111101110111011110111111000000000,nonzero
67
+ gen:scsemi5|NK cell|filterByExpr,25557224,132,111111111111111101111111111101011111111000111111111111111111100111101111111110011111011111101100000111101110111011110111111000000000,filterByExpr
68
+ gen:scsemi5|DC|nonzero,26339588,134,11111111111111111101111111111101011111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,nonzero
69
+ gen:scsemi5|DC|filterByExpr,26339588,134,11111111111111111101111111111101011111110001111111111111111111001111011111111110011111011111101100000111101110111011110111111000000000,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/draw3/limma/limma_status.csv ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ "job","status","n_tested","n_sig_fdr05","seconds"
2
+ "obs|T cell|nonzero","ok",5747,444,0.878
3
+ "obs|T cell|filterByExpr","ok",3399,562,0.488
4
+ "obs|B cell|nonzero","ok",5636,135,0.734
5
+ "obs|B cell|filterByExpr","ok",2479,247,0.356
6
+ "obs|Monocyte|nonzero","ok",5628,2558,0.747
7
+ "obs|Monocyte|filterByExpr","ok",2365,800,0.321
8
+ "obs|NK cell|nonzero","ok",5579,393,0.774
9
+ "obs|NK cell|filterByExpr","ok",2328,549,0.324
10
+ "obs|DC|nonzero","ok",5426,2221,0.741
11
+ "obs|DC|filterByExpr","ok",1553,581,0.234
12
+ "gen:zs_raw|T cell|nonzero","ok",4901,2902,0.63
13
+ "gen:zs_raw|T cell|filterByExpr","ok",1937,964,0.309
14
+ "gen:zs_raw|B cell|nonzero","ok",4283,273,0.548
15
+ "gen:zs_raw|B cell|filterByExpr","ok",1231,267,0.183
16
+ "gen:zs_raw|Monocyte|nonzero","ok",4998,1408,0.692
17
+ "gen:zs_raw|Monocyte|filterByExpr","ok",2316,1330,0.294
18
+ "gen:zs_raw|NK cell|nonzero","ok",4455,2550,0.584
19
+ "gen:zs_raw|NK cell|filterByExpr","ok",1537,666,0.221
20
+ "gen:zs_raw|DC|nonzero","ok",4000,2324,0.514
21
+ "gen:zs_raw|DC|filterByExpr","ok",846,270,0.146
22
+ "bcast:f0a2b659a4596ce7|nonzero","ok",5823,1860,0.816
23
+ "bcast:f0a2b659a4596ce7|filterByExpr","ok",4125,1604,0.566
24
+ "gen:zs_pseudo|T cell|nonzero","ok",4781,532,0.607
25
+ "gen:zs_pseudo|T cell|filterByExpr","ok",1781,589,0.285
26
+ "gen:zs_pseudo|B cell|nonzero","ok",4015,1771,0.495
27
+ "gen:zs_pseudo|B cell|filterByExpr","ok",1154,130,0.167
28
+ "gen:zs_pseudo|Monocyte|nonzero","ok",4318,512,0.571
29
+ "gen:zs_pseudo|Monocyte|filterByExpr","ok",1574,592,0.255
30
+ "gen:zs_pseudo|NK cell|nonzero","ok",4149,263,0.519
31
+ "gen:zs_pseudo|NK cell|filterByExpr","ok",1323,283,0.238
32
+ "gen:zs_pseudo|DC|nonzero","ok",3629,2121,0.422
33
+ "gen:zs_pseudo|DC|filterByExpr","ok",386,70,0.079
34
+ "bcast:df955ec13ab46cc7|nonzero","ok",5846,846,0.851
35
+ "bcast:df955ec13ab46cc7|filterByExpr","ok",3855,669,0.488
36
+ "gen:zs_cal|T cell|nonzero","ok",4820,2275,0.57
37
+ "gen:zs_cal|T cell|filterByExpr","ok",1785,943,0.256
38
+ "gen:zs_cal|B cell|nonzero","ok",3952,197,0.439
39
+ "gen:zs_cal|B cell|filterByExpr","ok",1037,287,0.165
40
+ "gen:zs_cal|Monocyte|nonzero","ok",4364,2748,0.497
41
+ "gen:zs_cal|Monocyte|filterByExpr","ok",1564,711,0.205
42
+ "gen:zs_cal|NK cell|nonzero","ok",4101,507,0.484
43
+ "gen:zs_cal|NK cell|filterByExpr","ok",1322,471,0.179
44
+ "gen:zs_cal|DC|nonzero","ok",3540,43,0.391
45
+ "gen:zs_cal|DC|filterByExpr","ok",401,50,0.083
46
+ "bcast:40362513b4fa1934|nonzero","ok",5823,1765,0.815
47
+ "bcast:40362513b4fa1934|filterByExpr","ok",3967,1504,0.5
48
+ "gen:lora5|T cell|nonzero","ok",4615,1481,0.588
49
+ "gen:lora5|T cell|filterByExpr","ok",1691,329,0.222
50
+ "gen:lora5|B cell|nonzero","ok",3954,2336,0.474
51
+ "gen:lora5|B cell|filterByExpr","ok",1055,275,0.146
52
+ "gen:lora5|Monocyte|nonzero","ok",4094,388,0.49
53
+ "gen:lora5|Monocyte|filterByExpr","ok",1474,433,0.198
54
+ "gen:lora5|NK cell|nonzero","ok",4161,271,0.507
55
+ "gen:lora5|NK cell|filterByExpr","ok",1428,354,0.192
56
+ "gen:lora5|DC|nonzero","ok",3696,51,0.446
57
+ "gen:lora5|DC|filterByExpr","ok",749,101,0.11
58
+ "bcast:1bb5ea46702a37ba|nonzero","ok",5823,1860,0.803
59
+ "bcast:1bb5ea46702a37ba|filterByExpr","ok",4125,1604,0.491
60
+ "gen:scsemi5|T cell|nonzero","ok",3514,2220,0.392
61
+ "gen:scsemi5|T cell|filterByExpr","ok",489,246,0.108
62
+ "gen:scsemi5|B cell|nonzero","ok",1609,18,0.17
63
+ "gen:scsemi5|B cell|filterByExpr","ok",180,47,0.054
64
+ "gen:scsemi5|Monocyte|nonzero","ok",1569,47,0.174
65
+ "gen:scsemi5|Monocyte|filterByExpr","ok",307,89,0.07
66
+ "gen:scsemi5|NK cell|nonzero","ok",2770,216,0.285
67
+ "gen:scsemi5|NK cell|filterByExpr","ok",358,172,0.07
68
+ "gen:scsemi5|DC|nonzero","ok",1063,837,0.131
69
+ "gen:scsemi5|DC|filterByExpr","ok",208,113,0.055