## [[1]]

## 
## [[2]]

## 
## [[3]]

## 
## [[4]]

## 
## [[5]]

## 
## [[6]]

## 
## [[7]]

## 
## [[8]]

## 
## [[9]]

## 
## [[10]]

## 
## [[11]]

## 
## [[12]]

UMAP re-clustering, to do an unsupervised visualization of the clustering of the doublets. #selecting gene names for features

## [[1]]

## 
## [[2]]

## 
## [[3]]

## 
## [[4]]

## 
## [[5]]

## 
## [[6]]

## 
## [[7]]

## 
## [[8]]

## 
## [[9]]

## 
## [[10]]

## 
## [[11]]

## 
## [[12]]

## $`11`
##                     scDblFinder.class
## sample               singlet doublet
##   CB113T02X__batch11     282      10
##   CB115T01X__batch11     425      20
##   CB132T01X__batch11     188      13
##   CB132T04X__batch11     465      27
##   CB138T01X__batch11     220      11
##   CB138T04X__batch11     558      31
##   CB140T04X__batch11     411      20
##   CB238T01X__batch11     413      18
##   CB238T03X__batch11     392      16
##   CB272T01X__batch11     240       4
##   CB324T01X__batch11     440      13
##   CB352T01X__batch11     292      11
##   DR079T01X__batch11     543      16
##   NA__batch11            649      59
##   P001T01X__batch11      457      15
##   S009T01X__batch11      490      19
##   S009T02X__batch11      474      18
##   S009T03X__batch11      690      32
## 
## $`13`
##                     scDblFinder.class
## sample               singlet doublet
##   CB117T01X__batch13     726      34
##   CB117T04X__batch13     636      20
##   CB120T01X__batch13     375      27
##   CB120T04X__batch13     467      19
##   CB131T01X__batch13     250      11
##   CB131T04X__batch13     143       8
##   CB232T01X__batch13     898      49
##   CB269T01X__batch13      97       4
##   CB350T02X__batch13      21       3
##   DR037T01X__batch13     208       9
##   DR037T07X__batch13      91       5
##   NA__batch13            964     208
##   P001T01X__batch13      338       8
##   S015T01X__batch13      669      20
##   S015T02X__batch13      424      16
##   V005T01X__batch13      475      16
##   V006T01X__batch13      485      12
##   V007T01X__batch13      429      28
## 
## $`10`
##                     scDblFinder.class
## sample               singlet doublet
##   CB118T01X__batch10     569      25
##   CB128T04X__batch10     681      43
##   CB162T01X__batch10     602      20
##   CB162T04X__batch10     578      17
##   CB169T01X__batch10     606      25
##   CB169T04X__batch10     139       6
##   CB219T01X__batch10     603      27
##   CB229T04X__batch10     402      20
##   CB235T01X__batch10     670      37
##   CB235T04X__batch10     685      23
##   CB236T01X__batch10     222       6
##   CB298T01X__batch10     440      20
##   CB322T01X__batch10     397      16
##   NA__batch10            867     162
##   P001T01X__batch10      208      13
##   S018T01X__batch10      415      17
##   S018T02X__batch10      393      10
##   V011T01X__batch10      423      11
## 
## $`14`
##                     scDblFinder.class
## sample               singlet doublet
##   CB119T01X__batch14     403       8
##   CB119T04X__batch14     346      17
##   CB150T01X__batch14     465      14
##   CB150T04X__batch14     492      29
##   CB156T01X__batch14     552      18
##   CB268T01X__batch14      46       2
##   CB346T01X__batch14     611      24
##   DR007T01X__batch14     414      17
##   DR019T01X__batch14     263      12
##   DR075T01X__batch14     398      10
##   NA__batch14           1514     249
##   P001T01X__batch14      121       4
##   S020T02X__batch14      401      11
##   S020T03X__batch14      192      10
##   S035T01X__batch14      659      24
##   V008T01X__batch14      236       8
##   V009T01X__batch14      206       7
##   V017T01X__batch14       34       1
## 
## $`8`
##                    scDblFinder.class
## sample              singlet doublet
##   CB129T01X__batch8     417      17
##   CB129T04X__batch8     162       5
##   CB130T04X__batch8     836      47
##   CB151T01X__batch8     300      20
##   CB157T04X__batch8     173       5
##   CB189T01X__batch8     510      22
##   CB189T04X__batch8     276      13
##   CB196T01X__batch8     415      22
##   CB196T04X__batch8     301      13
##   CB233T01X__batch8     571      24
##   CB266T01X__batch8     221       7
##   CB291T01X__batch8     292      15
##   CB327T01X__batch8     382      18
##   CB343T01X__batch8     438      22
##   CB343T03X__batch8     369      15
##   NA__batch8            892     146
##   P001T01X__batch8      370      13
##   S030T02X__batch8      464      23
##   S030T03X__batch8      330      20
## 
## $`9`
##                    scDblFinder.class
## sample              singlet doublet
##   CB136T01X__batch9     281       8
##   CB139T01X__batch9     560      30
##   CB163T01X__batch9     378      14
##   CB163T04X__batch9     388      14
##   CB177T01X__batch9     488      25
##   CB177T04X__batch9     458      15
##   CB200T01X__batch9     286       9
##   CB200T04X__batch9     410      13
##   CB234T01X__batch9     116       3
##   CB239T01X__batch9     341      14
##   CB274T01X__batch9     317      14
##   CB348T02X__batch9     149       4
##   CB348T03X__batch9     109       7
##   NA__batch9            541      67
##   P001T01X__batch9      521      16
##   S026T01X__batch9      108       4
##   S026T02X__batch9       89       1
##   S026T03X__batch9      119       6
##   V003T01X__batch9      467      12
## 
## $`12`
##                     scDblFinder.class
## sample               singlet doublet
##   CB141T01X__batch12     454      20
##   CB141T04X__batch12     538      23
##   CB155T01X__batch12     470      16
##   CB155T04X__batch12     174      12
##   CB194T01X__batch12     726      33
##   CB194T04X__batch12     494      22
##   CB204T01X__batch12     140       7
##   CB309T01X__batch12     390      14
##   CB320T01X__batch12     390      10
##   CB351T01X__batch12     138       5
##   DR056T01X__batch12     277       9
##   DR056T03X__batch12     347      19
##   NA__batch12            670      90
##   P001T01X__batch12      404      14
##   S005T01X__batch12      494      14
##   S005T02X__batch12      565      23
##   S012T01X__batch12      364      17
##   S012T02X__batch12      491      13
##   V004T01X__batch12      383       6
## 
## $`5`
##                    scDblFinder.class
## sample              singlet doublet
##   DR003T01X__batch5     478      14
##   DR024T01X__batch5     590      24
##   DR026T01X__batch5     280       8
##   DR029T01X__batch5     474      26
##   DR029T07X__batch5      70       0
##   DR051T01X__batch5     320      22
##   DR057T01X__batch5     365      19
##   DR057T07X__batch5     209      11
##   DR066T01X__batch5     462      13
##   DR066T07X__batch5     327      15
##   DS042T01X__batch5     340       9
##   DS087T01X__batch5     475      15
##   DS092T01X__batch5     385      12
##   NA__batch5            614      93
##   P001T01X__batch5      388      11
##   S007T02X__batch5       90       4
##   S019T01X__batch5      439       9
## 
## $`7`
##                    scDblFinder.class
## sample              singlet doublet
##   DR008T01X__batch7     495      22
##   DR015T01X__batch7     640      40
##   DR030T01X__batch7     237      13
##   DR033T01X__batch7     318      19
##   DR036T01X__batch7     591      28
##   DR036T07X__batch7     580      36
##   DR043T01X__batch7     271       8
##   DR043T07X__batch7     574      26
##   DR060T01X__batch7     444      26
##   DR060T07X__batch7     422      34
##   DR063T01X__batch7     193       5
##   DR072T01X__batch7      94       8
##   DR072T07X__batch7     359      12
##   DS097T01X__batch7     320      14
##   DS099T01X__batch7     489      15
##   NA__batch7           1281     189
##   P001T01X__batch7      459      18
##   S017T01X__batch7      813      46
## 
## $`6`
##                    scDblFinder.class
## sample              singlet doublet
##   DR009T01X__batch6     376      17
##   DR009T03X__batch6      68       4
##   DR011T01X__batch6     570      19
##   DR011T05X__batch6     523      26
##   DR031T01X__batch6     371      28
##   DR032T01X__batch6     283      20
##   DR038T01X__batch6     504      33
##   DR039T01X__batch6     426      14
##   DR039T07X__batch6     176       8
##   DR044T01X__batch6     265      15
##   DR044T07X__batch6     315      16
##   DR055T01X__batch6     607      36
##   DR064T01X__batch6     251      15
##   DS082T01X__batch6     720      28
##   DS094T01X__batch6     490      22
##   DS098T01X__batch6     472      15
##   NA__batch6           1041     196
##   S013T01X__batch6      337      11
## 
## $`4`
##                    scDblFinder.class
## sample              singlet doublet
##   DR012T01X__batch4     212      10
##   DR013T01X__batch4     105       2
##   DR014T01X__batch4     209       7
##   DR016T01X__batch4     877      55
##   DR028T01X__batch4     652      28
##   DR033T07X__batch4     522      21
##   DR052T01X__batch4     232       8
##   DR052T07X__batch4      73       4
##   DR054T01X__batch4     437      37
##   DR061T01X__batch4     374      22
##   DS001T01X__batch4     671      23
##   NA__batch4           1252     162
##   P001T01X__batch4      442      15
##   S001T02X__batch4      169      11
##   S001T03X__batch4      493      16
##   V008T01X__batch4      547      27
##   V009T01X__batch4      348      13
## 
## $`3`
##                   scDblFinder.class
## sample             singlet doublet
##   NA__batch3           928     162
##   P001T01X__batch3     591      13
##   S003T02X__batch3     427      15
##   S004T01X__batch3     404      16
##   S004T03X__batch3     426      17
##   S004T05X__batch3     678      23
##   S006T01X__batch3     123       2
##   S006T03X__batch3     402      18
##   S006T05X__batch3     342       9
##   S008T01X__batch3     419      12
##   S008T03X__batch3     613      26
##   S010T01X__batch3     766      31
##   S011T01X__batch3     172       4
##   S014T01X__batch3     167       4
##   S022T01X__batch3     411      22
##   S023T01X__batch3     373      12
##   V005T01X__batch3     465       6
##   V006T01X__batch3     608      15
##   V007T01X__batch3     707      10

## [[1]]

## 
## [[2]]

## 
## [[3]]

## 
## [[4]]

## 
## [[5]]

## 
## [[6]]

## 
## [[7]]

## 
## [[8]]

## 
## [[9]]

## 
## [[10]]

## 
## [[11]]

## 
## [[12]]