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
c70201c
·
verified ·
1 Parent(s): b8f9f85

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/ji2025_chili/pooled/headline.csv +7 -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/ji2025_chili/pooled/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/ji2025_chili/pooled/limma/jobs.csv +77 -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/ji2025_chili/pooled/limma/limma_status.csv +77 -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/ji2025_chili/pooled/headline.csv ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
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
+ ji2025_chili,pooled,pooled,pseudo_full__cal,sc-only fine-tune (+ calibration),other,conditions_pooled_cal.npz@b0274507,0.24531460669665245,0.18723746240705455,0.21846001880719554,0.20647363470913363,0.11046477190864454,0.8933460729084324,0.003023938509812342,0.7836746479091096,0.9418625156081898,0.9702277814744693,0.2406132386350377,0.20242294662813648,0,250,0.0,1,0.1875091880819335,2850,0,4,5,0,250,0.0,8,1.2188097225325678,3048,0,26,5,0,250,0.0,16,4.098107119434081,1476,0,29,5,0.008,0.008422968037325278,0.03,0.016845936074650555,0.034824738631920815,0.033350756915947494,5,0.044000000000000004,0.004687729702048338,0.06000000000000001,0.009375459404096675,0.0651812341821517,0.04588520713568105,5,True
3
+ ji2025_chili,pooled,pooled,pseudo_full__raw,"sc-only fine-tune, real bulk",other,conditions_pooled_raw.npz@a13338f5,0.15313939481653605,0.10830439978340554,0.11160564331800676,0.2398746224459366,0.11053961855512523,0.8933460729084324,0.003023938509812342,0.7836746479091096,0.9418625156081898,0.9702277814744693,0.15305801437089922,0.23420492618112912,0,250,0.011322463768115942,4,0.7031594553072507,2850,1,15,5,0,250,0.031100944780774173,15,2.343864851024169,3048,2,53,5,0,250,0.3448275862068966,20,7.294825089496429,1476,1,55,5,0.016,0.007963147814400334,0.030000000000000006,0.015926295628800668,0.0436794700737889,0.04089966788561035,5,0.044,0.004687729702048338,0.068,0.009375459404096675,0.06530702120731043,0.04590326003768017,5,True
4
+ ji2025_chili,pooled,pooled,real_lora__raw,"LoRA, all training pairs",lora,conditions_pooled_raw.npz@a13338f5,0.47928798340225065,0.3780190147009437,0.45204372964017614,0.2398746224459366,0.11053961855512523,0.8933460729084324,0.003023938509812342,0.7836746479091096,0.9418625156081898,0.9702277814744693,0.4718551446054381,0.23420492618112912,15,250,0.6811673849535764,4,0.7031594553072507,2850,106,15,5,16,250,1.8208467117236171,15,2.343864851024169,3048,325,53,5,18,250,4.027103083680692,20,7.294825089496429,1476,277,55,5,0.08,0.006973330543930659,0.142,0.013946661087861318,0.10177919374755093,0.10571142614004884,5,0.044,0.004687729702048338,0.068,0.009375459404096675,0.06530702120731043,0.04590326003768017,5,True
5
+ ji2025_chili,pooled,pooled,zs__cal,Zero-shot + calibration,zs_cal,conditions_pooled_cal.npz@b0274507,0.14191696206220386,0.11414897963213883,0.11277544159311834,0.20647363470913363,0.11046477190864454,0.8933460729084324,0.003023938509812342,0.7836746479091096,0.9418625156081898,0.9702277814744693,0.1385527091003339,0.20242294662813648,0,250,0.0,1,0.1875091880819335,2850,0,4,5,0,250,0.016134236850596968,8,1.2188097225325678,3048,1,26,5,0,250,0.0,16,4.098107119434081,1476,0,29,5,0.016,0.007605320844155933,0.032,0.015210641688311866,0.017413304087972134,0.0265789887188132,5,0.044000000000000004,0.004687729702048338,0.06000000000000001,0.009375459404096675,0.0651812341821517,0.04588520713568105,5,True
6
+ ji2025_chili,pooled,pooled,zs__pseudo,"Zero-shot, sc pseudobulk input (reference)",other,conditions_pooled_pseudo.npz@089c6d4f,0.1410924404745027,0.11709687646943748,0.03209825877314353,0.598153432228882,0.5062896473544363,0.8933460729084324,0.003023938509812342,0.7836746479091096,0.9418625156081898,0.9702277814744693,0.13997602077209473,0.5805515803282599,5,250,1.626263041428495,41,2.275975931994845,2850,376,1373,5,3,250,1.7896817233011524,48,2.275975931994845,3048,1429,609,5,8,250,8.864688510555947,46,6.880578457167011,1476,682,575,5,0.008,0.00669069181797943,0.026000000000000002,0.01338138363595886,0.028849372037790682,0.022664970158104557,5,0.23600000000000004,0.004551951863989691,0.29400000000000004,0.009103903727979382,0.14068264582276865,0.18495555001140562,5,True
7
+ ji2025_chili,pooled,pooled,zs__raw,"Zero-shot, real bulk",zs_raw,conditions_pooled_raw.npz@a13338f5,0.08352233208682591,0.06859753090005666,0.03286103285000008,0.2398746224459366,0.11053961855512523,0.8933460729084324,0.003023938509812342,0.7836746479091096,0.9418625156081898,0.9702277814744693,0.08396213323162124,0.23420492618112912,0,250,0.04519232207217312,4,0.7031594553072507,2850,3,15,5,0,250,0.022930520522815866,15,2.343864851024169,3048,2,53,5,1,250,1.8449225675315117,20,7.294825089496429,1476,40,55,5,0.012,0.007807708485973291,0.03,0.015615416971946582,0.015571218945527177,0.021739705321558604,5,0.044,0.004687729702048338,0.068,0.009375459404096675,0.06530702120731043,0.04590326003768017,5,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/ji2025_chili/pooled/limma/R.log ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ limma jobs: 76 (76 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/ji2025_chili/pooled/limma/jobs.csv ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ job,offset,n_samples,is_case,filter
2
+ obs|T cell|nonzero,0,33,110000111100001000111100110011111,nonzero
3
+ obs|T cell|filterByExpr,0,33,110000111100001000111100110011111,filterByExpr
4
+ obs|B cell|nonzero,189816,33,110000111100001000111100110011111,nonzero
5
+ obs|B cell|filterByExpr,189816,33,110000111100001000111100110011111,filterByExpr
6
+ obs|Monocyte|nonzero,379632,33,110000111100001000111100110011111,nonzero
7
+ obs|Monocyte|filterByExpr,379632,33,110000111100001000111100110011111,filterByExpr
8
+ obs|NK cell|nonzero,569448,33,110000111100001000111100110011111,nonzero
9
+ obs|NK cell|filterByExpr,569448,33,110000111100001000111100110011111,filterByExpr
10
+ obs|DC|nonzero,759264,31,1100001111000010001111001100111,nonzero
11
+ obs|DC|filterByExpr,759264,31,1100001111000010001111001100111,filterByExpr
12
+ gen:pseudo_full__cal|T cell|nonzero,937576,33,110000111100001000111100110011111,nonzero
13
+ gen:pseudo_full__cal|T cell|filterByExpr,937576,33,110000111100001000111100110011111,filterByExpr
14
+ gen:pseudo_full__cal|B cell|nonzero,1127392,33,110000111100001000111100110011111,nonzero
15
+ gen:pseudo_full__cal|B cell|filterByExpr,1127392,33,110000111100001000111100110011111,filterByExpr
16
+ gen:pseudo_full__cal|Monocyte|nonzero,1317208,33,110000111100001000111100110011111,nonzero
17
+ gen:pseudo_full__cal|Monocyte|filterByExpr,1317208,33,110000111100001000111100110011111,filterByExpr
18
+ gen:pseudo_full__cal|NK cell|nonzero,1507024,33,110000111100001000111100110011111,nonzero
19
+ gen:pseudo_full__cal|NK cell|filterByExpr,1507024,33,110000111100001000111100110011111,filterByExpr
20
+ gen:pseudo_full__cal|DC|nonzero,1696840,33,110000111100001000111100110011111,nonzero
21
+ gen:pseudo_full__cal|DC|filterByExpr,1696840,33,110000111100001000111100110011111,filterByExpr
22
+ bcast:b02745073ef16c9a|nonzero,1886656,33,110000111100001000111100110011111,nonzero
23
+ bcast:b02745073ef16c9a|filterByExpr,1886656,33,110000111100001000111100110011111,filterByExpr
24
+ gen:pseudo_full__raw|T cell|nonzero,2076472,33,110000111100001000111100110011111,nonzero
25
+ gen:pseudo_full__raw|T cell|filterByExpr,2076472,33,110000111100001000111100110011111,filterByExpr
26
+ gen:pseudo_full__raw|B cell|nonzero,2266288,33,110000111100001000111100110011111,nonzero
27
+ gen:pseudo_full__raw|B cell|filterByExpr,2266288,33,110000111100001000111100110011111,filterByExpr
28
+ gen:pseudo_full__raw|Monocyte|nonzero,2456104,33,110000111100001000111100110011111,nonzero
29
+ gen:pseudo_full__raw|Monocyte|filterByExpr,2456104,33,110000111100001000111100110011111,filterByExpr
30
+ gen:pseudo_full__raw|NK cell|nonzero,2645920,33,110000111100001000111100110011111,nonzero
31
+ gen:pseudo_full__raw|NK cell|filterByExpr,2645920,33,110000111100001000111100110011111,filterByExpr
32
+ gen:pseudo_full__raw|DC|nonzero,2835736,32,11000011110000100111100110011111,nonzero
33
+ gen:pseudo_full__raw|DC|filterByExpr,2835736,32,11000011110000100111100110011111,filterByExpr
34
+ bcast:a13338f530600178|nonzero,3019800,33,110000111100001000111100110011111,nonzero
35
+ bcast:a13338f530600178|filterByExpr,3019800,33,110000111100001000111100110011111,filterByExpr
36
+ gen:real_lora__raw|T cell|nonzero,3209616,33,110000111100001000111100110011111,nonzero
37
+ gen:real_lora__raw|T cell|filterByExpr,3209616,33,110000111100001000111100110011111,filterByExpr
38
+ gen:real_lora__raw|B cell|nonzero,3399432,33,110000111100001000111100110011111,nonzero
39
+ gen:real_lora__raw|B cell|filterByExpr,3399432,33,110000111100001000111100110011111,filterByExpr
40
+ gen:real_lora__raw|Monocyte|nonzero,3589248,33,110000111100001000111100110011111,nonzero
41
+ gen:real_lora__raw|Monocyte|filterByExpr,3589248,33,110000111100001000111100110011111,filterByExpr
42
+ gen:real_lora__raw|NK cell|nonzero,3779064,33,110000111100001000111100110011111,nonzero
43
+ gen:real_lora__raw|NK cell|filterByExpr,3779064,33,110000111100001000111100110011111,filterByExpr
44
+ gen:real_lora__raw|DC|nonzero,3968880,33,110000111100001000111100110011111,nonzero
45
+ gen:real_lora__raw|DC|filterByExpr,3968880,33,110000111100001000111100110011111,filterByExpr
46
+ gen:zs__cal|T cell|nonzero,4158696,33,110000111100001000111100110011111,nonzero
47
+ gen:zs__cal|T cell|filterByExpr,4158696,33,110000111100001000111100110011111,filterByExpr
48
+ gen:zs__cal|B cell|nonzero,4348512,33,110000111100001000111100110011111,nonzero
49
+ gen:zs__cal|B cell|filterByExpr,4348512,33,110000111100001000111100110011111,filterByExpr
50
+ gen:zs__cal|Monocyte|nonzero,4538328,33,110000111100001000111100110011111,nonzero
51
+ gen:zs__cal|Monocyte|filterByExpr,4538328,33,110000111100001000111100110011111,filterByExpr
52
+ gen:zs__cal|NK cell|nonzero,4728144,33,110000111100001000111100110011111,nonzero
53
+ gen:zs__cal|NK cell|filterByExpr,4728144,33,110000111100001000111100110011111,filterByExpr
54
+ gen:zs__cal|DC|nonzero,4917960,33,110000111100001000111100110011111,nonzero
55
+ gen:zs__cal|DC|filterByExpr,4917960,33,110000111100001000111100110011111,filterByExpr
56
+ gen:zs__pseudo|T cell|nonzero,5107776,33,110000111100001000111100110011111,nonzero
57
+ gen:zs__pseudo|T cell|filterByExpr,5107776,33,110000111100001000111100110011111,filterByExpr
58
+ gen:zs__pseudo|B cell|nonzero,5297592,33,110000111100001000111100110011111,nonzero
59
+ gen:zs__pseudo|B cell|filterByExpr,5297592,33,110000111100001000111100110011111,filterByExpr
60
+ gen:zs__pseudo|Monocyte|nonzero,5487408,33,110000111100001000111100110011111,nonzero
61
+ gen:zs__pseudo|Monocyte|filterByExpr,5487408,33,110000111100001000111100110011111,filterByExpr
62
+ gen:zs__pseudo|NK cell|nonzero,5677224,33,110000111100001000111100110011111,nonzero
63
+ gen:zs__pseudo|NK cell|filterByExpr,5677224,33,110000111100001000111100110011111,filterByExpr
64
+ gen:zs__pseudo|DC|nonzero,5867040,33,110000111100001000111100110011111,nonzero
65
+ gen:zs__pseudo|DC|filterByExpr,5867040,33,110000111100001000111100110011111,filterByExpr
66
+ bcast:089c6d4f328f65de|nonzero,6056856,33,110000111100001000111100110011111,nonzero
67
+ bcast:089c6d4f328f65de|filterByExpr,6056856,33,110000111100001000111100110011111,filterByExpr
68
+ gen:zs__raw|T cell|nonzero,6246672,33,110000111100001000111100110011111,nonzero
69
+ gen:zs__raw|T cell|filterByExpr,6246672,33,110000111100001000111100110011111,filterByExpr
70
+ gen:zs__raw|B cell|nonzero,6436488,33,110000111100001000111100110011111,nonzero
71
+ gen:zs__raw|B cell|filterByExpr,6436488,33,110000111100001000111100110011111,filterByExpr
72
+ gen:zs__raw|Monocyte|nonzero,6626304,33,110000111100001000111100110011111,nonzero
73
+ gen:zs__raw|Monocyte|filterByExpr,6626304,33,110000111100001000111100110011111,filterByExpr
74
+ gen:zs__raw|NK cell|nonzero,6816120,33,110000111100001000111100110011111,nonzero
75
+ gen:zs__raw|NK cell|filterByExpr,6816120,33,110000111100001000111100110011111,filterByExpr
76
+ gen:zs__raw|DC|nonzero,7005936,33,110000111100001000111100110011111,nonzero
77
+ gen:zs__raw|DC|filterByExpr,7005936,33,110000111100001000111100110011111,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/ji2025_chili/pooled/limma/limma_status.csv ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ "job","status","n_tested","n_sig_fdr05","seconds"
2
+ "obs|T cell|nonzero","ok",5696,334,0.45
3
+ "obs|T cell|filterByExpr","ok",3449,416,0.236
4
+ "obs|B cell|nonzero","ok",5418,199,0.358
5
+ "obs|B cell|filterByExpr","ok",1549,191,0.093
6
+ "obs|Monocyte|nonzero","ok",5699,479,0.357
7
+ "obs|Monocyte|filterByExpr","ok",2984,488,0.202
8
+ "obs|NK cell|nonzero","ok",5516,223,0.387
9
+ "obs|NK cell|filterByExpr","ok",2630,207,0.16
10
+ "obs|DC|nonzero","ok",5168,1813,0.302
11
+ "obs|DC|filterByExpr","ok",925,174,0.074
12
+ "gen:pseudo_full__cal|T cell|nonzero","ok",4222,0,0.268
13
+ "gen:pseudo_full__cal|T cell|filterByExpr","ok",1354,0,0.078
14
+ "gen:pseudo_full__cal|B cell|nonzero","ok",2935,0,0.187
15
+ "gen:pseudo_full__cal|B cell|filterByExpr","ok",466,0,0.045
16
+ "gen:pseudo_full__cal|Monocyte|nonzero","ok",3386,0,0.189
17
+ "gen:pseudo_full__cal|Monocyte|filterByExpr","ok",1031,0,0.083
18
+ "gen:pseudo_full__cal|NK cell|nonzero","ok",2296,0,0.146
19
+ "gen:pseudo_full__cal|NK cell|filterByExpr","ok",129,0,0.016
20
+ "gen:pseudo_full__cal|DC|nonzero","ok",2666,0,0.173
21
+ "gen:pseudo_full__cal|DC|filterByExpr","ok",297,0,0.042
22
+ "bcast:b02745073ef16c9a|nonzero","ok",5541,26,0.4
23
+ "bcast:b02745073ef16c9a|filterByExpr","ok",3853,29,0.24
24
+ "gen:pseudo_full__raw|T cell|nonzero","ok",4417,1,0.298
25
+ "gen:pseudo_full__raw|T cell|filterByExpr","ok",1380,0,0.08
26
+ "gen:pseudo_full__raw|B cell|nonzero","ok",3002,0,0.208
27
+ "gen:pseudo_full__raw|B cell|filterByExpr","ok",435,0,0.047
28
+ "gen:pseudo_full__raw|Monocyte|nonzero","ok",3931,0,0.267
29
+ "gen:pseudo_full__raw|Monocyte|filterByExpr","ok",1393,0,0.094
30
+ "gen:pseudo_full__raw|NK cell|nonzero","ok",2614,0,0.172
31
+ "gen:pseudo_full__raw|NK cell|filterByExpr","ok",164,0,0.034
32
+ "gen:pseudo_full__raw|DC|nonzero","ok",2535,1,0.216
33
+ "gen:pseudo_full__raw|DC|filterByExpr","ok",145,1,0.023
34
+ "bcast:a13338f530600178|nonzero","ok",5541,53,0.408
35
+ "bcast:a13338f530600178|filterByExpr","ok",3794,55,0.206
36
+ "gen:real_lora__raw|T cell|nonzero","ok",4291,73,0.263
37
+ "gen:real_lora__raw|T cell|filterByExpr","ok",1560,27,0.101
38
+ "gen:real_lora__raw|B cell|nonzero","ok",3234,0,0.219
39
+ "gen:real_lora__raw|B cell|filterByExpr","ok",760,0,0.057
40
+ "gen:real_lora__raw|Monocyte|nonzero","ok",3851,215,0.251
41
+ "gen:real_lora__raw|Monocyte|filterByExpr","ok",1504,236,0.101
42
+ "gen:real_lora__raw|NK cell|nonzero","ok",3649,0,0.225
43
+ "gen:real_lora__raw|NK cell|filterByExpr","ok",1246,0,0.088
44
+ "gen:real_lora__raw|DC|nonzero","ok",3147,37,0.245
45
+ "gen:real_lora__raw|DC|filterByExpr","ok",470,14,0.042
46
+ "gen:zs__cal|T cell|nonzero","ok",4326,0,0.264
47
+ "gen:zs__cal|T cell|filterByExpr","ok",1388,0,0.105
48
+ "gen:zs__cal|B cell|nonzero","ok",3313,0,0.179
49
+ "gen:zs__cal|B cell|filterByExpr","ok",803,0,0.062
50
+ "gen:zs__cal|Monocyte|nonzero","ok",3825,0,0.242
51
+ "gen:zs__cal|Monocyte|filterByExpr","ok",1367,0,0.103
52
+ "gen:zs__cal|NK cell|nonzero","ok",3102,1,0.239
53
+ "gen:zs__cal|NK cell|filterByExpr","ok",629,0,0.057
54
+ "gen:zs__cal|DC|nonzero","ok",2485,0,0.166
55
+ "gen:zs__cal|DC|filterByExpr","ok",231,0,0.028
56
+ "gen:zs__pseudo|T cell|nonzero","ok",4318,1299,0.274
57
+ "gen:zs__pseudo|T cell|filterByExpr","ok",1692,410,0.092
58
+ "gen:zs__pseudo|B cell|nonzero","ok",3404,10,0.233
59
+ "gen:zs__pseudo|B cell|filterByExpr","ok",812,46,0.065
60
+ "gen:zs__pseudo|Monocyte|nonzero","ok",3908,88,0.264
61
+ "gen:zs__pseudo|Monocyte|filterByExpr","ok",1591,163,0.098
62
+ "gen:zs__pseudo|NK cell|nonzero","ok",3827,29,0.257
63
+ "gen:zs__pseudo|NK cell|filterByExpr","ok",1386,49,0.083
64
+ "gen:zs__pseudo|DC|nonzero","ok",3396,3,0.273
65
+ "gen:zs__pseudo|DC|filterByExpr","ok",624,14,0.046
66
+ "bcast:089c6d4f328f65de|nonzero","ok",5749,609,0.376
67
+ "bcast:089c6d4f328f65de|filterByExpr","ok",3802,575,0.219
68
+ "gen:zs__raw|T cell|nonzero","ok",4321,0,0.279
69
+ "gen:zs__raw|T cell|filterByExpr","ok",1306,16,0.09
70
+ "gen:zs__raw|B cell|nonzero","ok",3189,0,0.213
71
+ "gen:zs__raw|B cell|filterByExpr","ok",694,0,0.047
72
+ "gen:zs__raw|Monocyte|nonzero","ok",4367,2,0.315
73
+ "gen:zs__raw|Monocyte|filterByExpr","ok",1567,21,0.105
74
+ "gen:zs__raw|NK cell|nonzero","ok",2979,0,0.198
75
+ "gen:zs__raw|NK cell|filterByExpr","ok",272,3,0.026
76
+ "gen:zs__raw|DC|nonzero","ok",2223,0,0.137
77
+ "gen:zs__raw|DC|filterByExpr","ok",120,0,0.029