dat genefilter num_genes dimreduce dims method k resolution ari silhouette
Zhengmix4eq dev 60 glmpca 10 kmeans 2 NA 0.325941018216306 0.492536023735256
Zhengmix4eq dev 60 glmpca 10 kmeans 3 NA 0.700090328895001 0.598707141636019
Zhengmix4eq dev 60 glmpca 10 kmeans 4 NA 0.809796541635499 0.462678250677544
Zhengmix4eq dev 60 glmpca 10 kmeans 5 NA 0.718549913203161 0.390917927754619
Zhengmix4eq dev 60 glmpca 10 kmeans 6 NA 0.734731464915183 0.364245318983742
Zhengmix4eq dev 60 glmpca 10 kmeans 7 NA 0.66374377914336 0.28558310038898
Zhengmix4eq dev 60 glmpca 10 kmeans 8 NA 0.584549024182599 0.267955061346032
Zhengmix4eq dev 60 glmpca 10 kmeans 9 NA 0.55554876574761 0.276968114842472
Zhengmix4eq dev 60 glmpca 10 kmeans 10 NA 0.519335821404984 0.258566606539858
Zhengmix4eq dev 60 glmpca 10 mclust 2 NA 0.494833982537766 0.441643377082376
Zhengmix4eq dev 60 glmpca 10 mclust 3 NA 0.702599820884996 0.597804837271165
Zhengmix4eq dev 60 glmpca 10 mclust 4 NA 0.893059347931031 0.451713588667046
Zhengmix4eq dev 60 glmpca 10 mclust 5 NA 0.956592668810233 0.376005320798093
Zhengmix4eq dev 60 glmpca 10 mclust 6 NA 0.829111002482149 0.307084859268414
Zhengmix4eq dev 60 glmpca 10 mclust 7 NA 0.774234084916739 0.262878938612353
Zhengmix4eq dev 60 glmpca 10 mclust 8 NA 0.740011454144327 0.223020938717812
Zhengmix4eq dev 60 glmpca 10 mclust 9 NA 0.66767960455651 0.134351323189758
Zhengmix4eq dev 60 glmpca 10 mclust 10 NA 0.572840237146468 0.101740879713737
Zhengmix4eq dev 60 glmpca 10 seurat 3 0.05 0.701710502032909 0.597968345433751
Zhengmix4eq dev 60 glmpca 10 seurat 3 0.1 0.701710502032909 0.597968345433751
Zhengmix4eq dev 60 glmpca 10 seurat 5 0.2 0.905316523511431 0.417794927457826
Zhengmix4eq dev 60 glmpca 10 seurat 5 0.5 0.905002142488819 0.417600795053546
Zhengmix4eq dev 60 glmpca 10 seurat 9 0.8 0.653227619782832 0.26000261346749
Zhengmix4eq dev 60 glmpca 10 seurat 10 1 0.567326772298013 0.234503163655765
Zhengmix4eq dev 60 glmpca 10 seurat 12 1.2 0.468467756253686 0.205481537698646
Zhengmix4eq dev 60 glmpca 10 seurat 13 1.5 0.399838450147247 0.180123225338532
Zhengmix4eq dev 60 glmpca 10 seurat 14 2 0.387150363838892 0.185704040600022
Zhengmix4eq dev 60 glmpca 30 kmeans 2 NA 0.326674368359257 0.388520493093284
Zhengmix4eq dev 60 glmpca 30 kmeans 3 NA 0.694301354417014 0.431972042203773
Zhengmix4eq dev 60 glmpca 30 kmeans 4 NA 0.706212994047075 0.311851587438576
Zhengmix4eq dev 60 glmpca 30 kmeans 5 NA 0.726282802159417 0.297602468478767
Zhengmix4eq dev 60 glmpca 30 kmeans 6 NA 0.626017837239745 0.245314992388478
Zhengmix4eq dev 60 glmpca 30 kmeans 7 NA 0.566860002104777 0.229816971923169
Zhengmix4eq dev 60 glmpca 30 kmeans 8 NA 0.581936883773437 0.230430397790062
Zhengmix4eq dev 60 glmpca 30 kmeans 9 NA 0.556561113707419 0.229012522069652
Zhengmix4eq dev 60 glmpca 30 kmeans 10 NA 0.438980399843321 0.12879916475347
Zhengmix4eq dev 60 glmpca 30 seurat 3 0.05 0.705262756610338 0.432547633528168
Zhengmix4eq dev 60 glmpca 30 seurat 3 0.1 0.705262756610338 0.432547633528168
Zhengmix4eq dev 60 glmpca 30 seurat 4 0.2 0.694245390484715 0.336982253841771
Zhengmix4eq dev 60 glmpca 30 seurat 5 0.5 0.74984036615525 0.227933402675748
Zhengmix4eq dev 60 glmpca 30 seurat 6 0.8 0.747489063069363 0.21973939329105
Zhengmix4eq dev 60 glmpca 30 seurat 7 1 0.598668342676213 0.149157460470112
Zhengmix4eq dev 60 glmpca 30 seurat 10 1.2 0.466991211047851 0.0853130541824936
Zhengmix4eq dev 60 glmpca 30 seurat 12 1.5 0.437537138596935 0.0946021321282005
Zhengmix4eq dev 60 glmpca 30 seurat 14 2 0.336203779752903 0.0756274390592484
Zhengmix4eq dev 60 pca_log 10 kmeans 2 NA 0.325941018216306 0.485364297223849
Zhengmix4eq dev 60 pca_log 10 kmeans 3 NA 0.703968688080115 0.487874681882865
Zhengmix4eq dev 60 pca_log 10 kmeans 4 NA 0.80295708036342 0.384746683768293
Zhengmix4eq dev 60 pca_log 10 kmeans 5 NA 0.721427910256679 0.335762295747302
Zhengmix4eq dev 60 pca_log 10 kmeans 6 NA 0.683126023713738 0.293876915660424
Zhengmix4eq dev 60 pca_log 10 kmeans 7 NA 0.668843621376508 0.294143617261754
Zhengmix4eq dev 60 pca_log 10 kmeans 8 NA 0.639299533337864 0.276291726151316
Zhengmix4eq dev 60 pca_log 10 kmeans 9 NA 0.582918198263491 0.282439110308981
Zhengmix4eq dev 60 pca_log 10 kmeans 10 NA 0.57604247512795 0.278152058581798
Zhengmix4eq dev 60 pca_log 10 mclust 2 NA 0.278660135915517 0.362518608586586
Zhengmix4eq dev 60 pca_log 10 mclust 3 NA 0.591088783148392 0.417495614346276
Zhengmix4eq dev 60 pca_log 10 mclust 4 NA 0.562223160356793 0.409068761061402
Zhengmix4eq dev 60 pca_log 10 mclust 5 NA 0.615531198504584 0.315839654176252
Zhengmix4eq dev 60 pca_log 10 mclust 6 NA 0.568676745144386 0.262057799030001
Zhengmix4eq dev 60 pca_log 10 mclust 7 NA 0.520641899997092 0.146226679539712
Zhengmix4eq dev 60 pca_log 10 mclust 8 NA 0.562430956768478 0.130187479797976
Zhengmix4eq dev 60 pca_log 10 mclust 9 NA 0.518281057591501 0.131284735434499
Zhengmix4eq dev 60 pca_log 10 mclust 10 NA 0.451753306552471 0.10598114701525
Zhengmix4eq dev 60 pca_log 10 seurat 3 0.05 0.692873497153681 0.483561024069654
Zhengmix4eq dev 60 pca_log 10 seurat 3 0.1 0.692873497153681 0.483561024069654
Zhengmix4eq dev 60 pca_log 10 seurat 5 0.2 0.879794085199675 0.331776933036485
Zhengmix4eq dev 60 pca_log 10 seurat 8 0.5 0.765044118386979 0.231390201034188
Zhengmix4eq dev 60 pca_log 10 seurat 12 0.8 0.547990544406135 0.114612837879489
Zhengmix4eq dev 60 pca_log 10 seurat 13 1 0.50808972888408 0.119122374002445
Zhengmix4eq dev 60 pca_log 10 seurat 13 1.2 0.496419964361691 0.119503746692706
Zhengmix4eq dev 60 pca_log 10 seurat 14 1.5 0.461109434852944 0.127134117600506
Zhengmix4eq dev 60 pca_log 10 seurat 17 2 0.388664103709936 0.125432446394555
Zhengmix4eq dev 60 pca_log 30 kmeans 2 NA 0.325941018216306 0.38279275130347
Zhengmix4eq dev 60 pca_log 30 kmeans 3 NA 0.703968688080115 0.310179866120427
Zhengmix4eq dev 60 pca_log 30 kmeans 4 NA 0.819249999587162 0.211609259782922
Zhengmix4eq dev 60 pca_log 30 kmeans 5 NA 0.741937463498421 0.20364790154079
Zhengmix4eq dev 60 pca_log 30 kmeans 6 NA 0.664441078936402 0.172006720313516
Zhengmix4eq dev 60 pca_log 30 kmeans 7 NA 0.646465881820736 0.167078681222205
Zhengmix4eq dev 60 pca_log 30 kmeans 8 NA 0.648222333854401 0.168218105776339
Zhengmix4eq dev 60 pca_log 30 kmeans 9 NA 0.632830923446934 0.143366965068899
Zhengmix4eq dev 60 pca_log 30 kmeans 10 NA 0.540851750574856 0.128518363427141
Zhengmix4eq dev 60 pca_log 30 seurat 5 0.05 0.607671335870491 0.211807066627401
Zhengmix4eq dev 60 pca_log 30 seurat 6 0.1 0.604744286857277 0.233760822819514
Zhengmix4eq dev 60 pca_log 30 seurat 8 0.2 0.562972290363609 0.157655435193016
Zhengmix4eq dev 60 pca_log 30 seurat 11 0.5 0.538695619620979 0.137538610753778
Zhengmix4eq dev 60 pca_log 30 seurat 13 0.8 0.40319587011925 0.107808816437896
Zhengmix4eq dev 60 pca_log 30 seurat 14 1 0.34557704406415 0.0850424394503937
Zhengmix4eq dev 60 pca_log 30 seurat 17 1.2 0.315753943752794 0.0608193427611012
Zhengmix4eq dev 60 pca_log 30 seurat 19 1.5 0.273269464464061 0.0541415324233717
Zhengmix4eq dev 60 pca_log 30 seurat 23 2 0.249878206295178 0.0544787075939577
Zhengmix4eq dev 60 pca_rd 10 kmeans 2 NA 0.323473325673175 0.463455437720034
Zhengmix4eq dev 60 pca_rd 10 kmeans 3 NA 0.70244508304782 0.416223604340088
Zhengmix4eq dev 60 pca_rd 10 kmeans 4 NA 0.685220510049095 0.435267925679724
Zhengmix4eq dev 60 pca_rd 10 kmeans 5 NA 0.886463308773784 0.420920147249209
Zhengmix4eq dev 60 pca_rd 10 kmeans 6 NA 0.875567813706246 0.399117508191824
Zhengmix4eq dev 60 pca_rd 10 kmeans 7 NA 0.84951872013464 0.393104323935833
Zhengmix4eq dev 60 pca_rd 10 kmeans 8 NA 0.801920346159645 0.327350680124953
Zhengmix4eq dev 60 pca_rd 10 kmeans 9 NA 0.756209912895722 0.304491961715795
Zhengmix4eq dev 60 pca_rd 10 kmeans 10 NA 0.750726391693028 0.304984845324923
Zhengmix4eq dev 60 pca_rd 10 mclust 2 NA 0.495328950779136 0.30491568208577
Zhengmix4eq dev 60 pca_rd 10 mclust 3 NA 0.334759323134115 0.385203523823901
Zhengmix4eq dev 60 pca_rd 10 mclust 4 NA 0.647525688924086 0.406898027444741
Zhengmix4eq dev 60 pca_rd 10 mclust 5 NA 0.895342605265207 0.386661280153182
Zhengmix4eq dev 60 pca_rd 10 mclust 6 NA 0.857962020707686 0.371527650575495
Zhengmix4eq dev 60 pca_rd 10 mclust 7 NA 0.804200481021697 0.341889074507185
Zhengmix4eq dev 60 pca_rd 10 mclust 8 NA 0.755510317585896 0.301524623000795
Zhengmix4eq dev 60 pca_rd 10 mclust 9 NA 0.661531792541421 0.2171125080581
Zhengmix4eq dev 60 pca_rd 10 mclust 10 NA 0.633573847313975 0.190993393385982
Zhengmix4eq dev 60 pca_rd 10 seurat 3 0.05 0.700989816908098 0.415897525915692
Zhengmix4eq dev 60 pca_rd 10 seurat 4 0.1 0.966375125076818 0.394362079034743
Zhengmix4eq dev 60 pca_rd 10 seurat 6 0.2 0.924384649377496 0.405592398486657
Zhengmix4eq dev 60 pca_rd 10 seurat 6 0.5 0.924384649377496 0.405592398486657
Zhengmix4eq dev 60 pca_rd 10 seurat 7 0.8 0.813782619842986 0.341213863641211
Zhengmix4eq dev 60 pca_rd 10 seurat 8 1 0.788214749748466 0.350360773720224
Zhengmix4eq dev 60 pca_rd 10 seurat 10 1.2 0.746347266467457 0.285396438346892
Zhengmix4eq dev 60 pca_rd 10 seurat 11 1.5 0.640172326884288 0.228699330109116
Zhengmix4eq dev 60 pca_rd 10 seurat 14 2 0.459564454771492 0.134827843454229
Zhengmix4eq dev 60 pca_rd 30 kmeans 2 NA 0.322743889468901 0.371085057268412
Zhengmix4eq dev 60 pca_rd 30 kmeans 3 NA 0.70244508304782 0.290877266212864
Zhengmix4eq dev 60 pca_rd 30 kmeans 4 NA 0.685531063338761 0.30607342465671
Zhengmix4eq dev 60 pca_rd 30 kmeans 5 NA 0.882479039675618 0.281879746131775
Zhengmix4eq dev 60 pca_rd 30 kmeans 6 NA 0.876928697434799 0.259851591160804
Zhengmix4eq dev 60 pca_rd 30 kmeans 7 NA 0.818863642879035 0.197871205019402
Zhengmix4eq dev 60 pca_rd 30 kmeans 8 NA 0.790856402497169 0.192332563778897
Zhengmix4eq dev 60 pca_rd 30 kmeans 9 NA 0.745300945099293 0.175253895821643
Zhengmix4eq dev 60 pca_rd 30 kmeans 10 NA 0.741129273577663 0.175618432710985
Zhengmix4eq dev 60 pca_rd 30 seurat 3 0.05 0.700989816908098 0.290821290943598
Zhengmix4eq dev 60 pca_rd 30 seurat 4 0.1 0.959376391338844 0.261051651599304
Zhengmix4eq dev 60 pca_rd 30 seurat 6 0.2 0.9184302452926 0.270076250736
Zhengmix4eq dev 60 pca_rd 30 seurat 6 0.5 0.917830716669462 0.269656093212401
Zhengmix4eq dev 60 pca_rd 30 seurat 7 0.8 0.911432816938455 0.269945731796149
Zhengmix4eq dev 60 pca_rd 30 seurat 8 1 0.903082381235149 0.265179630608052
Zhengmix4eq dev 60 pca_rd 30 seurat 8 1.2 0.831144424672976 0.235878697911293
Zhengmix4eq dev 60 pca_rd 30 seurat 10 1.5 0.739808944483594 0.167900234325208
Zhengmix4eq dev 60 pca_rd 30 seurat 10 2 0.732882672351519 0.163998115190464
Zhengmix4eq dev 60 pca_rp 10 kmeans 2 NA 0.322358187025549 0.45855074466218
Zhengmix4eq dev 60 pca_rp 10 kmeans 3 NA 0.698997032460673 0.382377371951517
Zhengmix4eq dev 60 pca_rp 10 kmeans 4 NA 0.682703985674358 0.405992304689166
Zhengmix4eq dev 60 pca_rp 10 kmeans 5 NA 0.887079373466076 0.415951615175382
Zhengmix4eq dev 60 pca_rp 10 kmeans 6 NA 0.880607597771688 0.402286531958809
Zhengmix4eq dev 60 pca_rp 10 kmeans 7 NA 0.880782022625901 0.403822231687114
Zhengmix4eq dev 60 pca_rp 10 kmeans 8 NA 0.826237040190014 0.338697286207561
Zhengmix4eq dev 60 pca_rp 10 kmeans 9 NA 0.80737024594205 0.327213571760693
Zhengmix4eq dev 60 pca_rp 10 kmeans 10 NA 0.769800135157178 0.310168462175291
Zhengmix4eq dev 60 pca_rp 10 mclust 2 NA 0.482515695169277 0.282382724122608
Zhengmix4eq dev 60 pca_rp 10 mclust 3 NA 0.648519248601206 0.347432352969562
Zhengmix4eq dev 60 pca_rp 10 mclust 4 NA 0.64749225942504 0.37765349070544
Zhengmix4eq dev 60 pca_rp 10 mclust 5 NA 0.900431442339445 0.387430748707981
Zhengmix4eq dev 60 pca_rp 10 mclust 6 NA 0.882799629104441 0.362484812671895
Zhengmix4eq dev 60 pca_rp 10 mclust 7 NA 0.803341723185075 0.342107508446647
Zhengmix4eq dev 60 pca_rp 10 mclust 8 NA 0.697016848645005 0.21283945241508
Zhengmix4eq dev 60 pca_rp 10 mclust 9 NA 0.735608223417341 0.209978924791065
Zhengmix4eq dev 60 pca_rp 10 mclust 10 NA 0.648717590123967 0.183658795629316
Zhengmix4eq dev 60 pca_rp 10 seurat 4 0.05 0.96571824179128 0.38540063292661
Zhengmix4eq dev 60 pca_rp 10 seurat 4 0.1 0.96571824179128 0.38540063292661
Zhengmix4eq dev 60 pca_rp 10 seurat 5 0.2 0.948823489998175 0.409727807107473
Zhengmix4eq dev 60 pca_rp 10 seurat 6 0.5 0.941664622125701 0.414333000637948
Zhengmix4eq dev 60 pca_rp 10 seurat 8 0.8 0.815466803804553 0.318728683147487
Zhengmix4eq dev 60 pca_rp 10 seurat 9 1 0.76300790253875 0.292684122922869
Zhengmix4eq dev 60 pca_rp 10 seurat 10 1.2 0.65082499977559 0.235059769316122
Zhengmix4eq dev 60 pca_rp 10 seurat 11 1.5 0.599236917713772 0.203554190392828
Zhengmix4eq dev 60 pca_rp 10 seurat 14 2 0.416211750512988 0.141384828408231
Zhengmix4eq dev 60 pca_rp 30 kmeans 2 NA 0.322358187025549 0.364145903739626
Zhengmix4eq dev 60 pca_rp 30 kmeans 3 NA 0.699234015968332 0.252559178622544
Zhengmix4eq dev 60 pca_rp 30 kmeans 4 NA 0.682940589345864 0.271553514379629
Zhengmix4eq dev 60 pca_rp 30 kmeans 5 NA 0.887079373466076 0.268622539852198
Zhengmix4eq dev 60 pca_rp 30 kmeans 6 NA 0.880576214502526 0.252293692734938
Zhengmix4eq dev 60 pca_rp 30 kmeans 7 NA 0.880769743479367 0.254009439369817
Zhengmix4eq dev 60 pca_rp 30 kmeans 8 NA 0.78963501248941 0.189602277037117
Zhengmix4eq dev 60 pca_rp 30 kmeans 9 NA 0.737040827417875 0.160245441048682
Zhengmix4eq dev 60 pca_rp 30 kmeans 10 NA 0.685551775233457 0.136628622589458
Zhengmix4eq dev 60 pca_rp 30 seurat 3 0.05 0.700751042698552 0.252197797301789
Zhengmix4eq dev 60 pca_rp 30 seurat 4 0.1 0.963871116143461 0.245091183283952
Zhengmix4eq dev 60 pca_rp 30 seurat 5 0.2 0.946960381774761 0.264430218672473
Zhengmix4eq dev 60 pca_rp 30 seurat 5 0.5 0.946960381774761 0.264430218672473
Zhengmix4eq dev 60 pca_rp 30 seurat 6 0.8 0.941682299274416 0.265713233935892
Zhengmix4eq dev 60 pca_rp 30 seurat 7 1 0.884679242814453 0.249549194645979
Zhengmix4eq dev 60 pca_rp 30 seurat 8 1.2 0.813008975280003 0.193208009287336
Zhengmix4eq dev 60 pca_rp 30 seurat 9 1.5 0.75180740705109 0.169680059354526
Zhengmix4eq dev 60 pca_rp 30 seurat 11 2 0.559693254978356 0.0931397409751701
Zhengmix4eq dev 60 zinbwave 10 kmeans 2 NA 0.302257773864102 0.232156808505082
Zhengmix4eq dev 60 zinbwave 10 kmeans 3 NA 0.613289287631088 0.237685715479576
Zhengmix4eq dev 60 zinbwave 10 kmeans 4 NA 0.566961626318314 0.20101087074361
Zhengmix4eq dev 60 zinbwave 10 kmeans 5 NA 0.564576930978318 0.187824236852383
Zhengmix4eq dev 60 zinbwave 10 kmeans 6 NA 0.569255831414854 0.184207336333125
Zhengmix4eq dev 60 zinbwave 10 kmeans 7 NA 0.462283988142797 0.145730414705596
Zhengmix4eq dev 60 zinbwave 10 kmeans 8 NA 0.406462448962402 0.142510428378815
Zhengmix4eq dev 60 zinbwave 10 kmeans 9 NA 0.376655390672291 0.14373394618389
Zhengmix4eq dev 60 zinbwave 10 kmeans 10 NA 0.395603551019106 0.146545535826298
Zhengmix4eq dev 60 zinbwave 10 mclust 2 NA 0.324768657839654 0.233744441597522
Zhengmix4eq dev 60 zinbwave 10 mclust 3 NA 0.697792140657491 0.229949322466017
Zhengmix4eq dev 60 zinbwave 10 mclust 4 NA 0.85520823863376 0.182702539226963
Zhengmix4eq dev 60 zinbwave 10 mclust 5 NA 0.825311748794214 0.159004202202051
Zhengmix4eq dev 60 zinbwave 10 mclust 6 NA 0.784494427217414 0.129076155398454
Zhengmix4eq dev 60 zinbwave 10 mclust 7 NA 0.688513126870587 0.0968612894034413
Zhengmix4eq dev 60 zinbwave 10 mclust 8 NA 0.664036848534637 0.112930089146495
Zhengmix4eq dev 60 zinbwave 10 mclust 9 NA 0.663050629766389 0.0822155521488574
Zhengmix4eq dev 60 zinbwave 10 mclust 10 NA 0.643871758446659 0.0553232242684334
Zhengmix4eq dev 60 zinbwave 10 seurat 3 0.05 0.697040497826053 0.232671258640159
Zhengmix4eq dev 60 zinbwave 10 seurat 4 0.1 0.68330073882256 0.23147158662587
Zhengmix4eq dev 60 zinbwave 10 seurat 4 0.2 0.68330073882256 0.23147158662587
Zhengmix4eq dev 60 zinbwave 10 seurat 5 0.5 0.891488884703375 0.191704191777922
Zhengmix4eq dev 60 zinbwave 10 seurat 7 0.8 0.725705065061218 0.182712289689885
Zhengmix4eq dev 60 zinbwave 10 seurat 8 1 0.621610033499706 0.137736943985739
Zhengmix4eq dev 60 zinbwave 10 seurat 8 1.2 0.613093418541546 0.139528925884556
Zhengmix4eq dev 60 zinbwave 10 seurat 9 1.5 0.535682138441761 0.135534246246842
Zhengmix4eq dev 60 zinbwave 10 seurat 12 2 0.410686715467815 0.105637240063754
Zhengmix4eq dev 60 zinbwave 30 kmeans 2 NA 0.319520716899509 0.0987374919167694
Zhengmix4eq dev 60 zinbwave 30 kmeans 3 NA 0.581890363567036 0.0935759726636052
Zhengmix4eq dev 60 zinbwave 30 kmeans 4 NA 0.602487920965905 0.083920355286975
Zhengmix4eq dev 60 zinbwave 30 kmeans 5 NA 0.590053821682224 0.0834720782392802
Zhengmix4eq dev 60 zinbwave 30 kmeans 6 NA 0.505527687524498 0.05999015580296
Zhengmix4eq dev 60 zinbwave 30 kmeans 7 NA 0.499585920979588 0.0585748950177715
Zhengmix4eq dev 60 zinbwave 30 kmeans 8 NA 0.379246421758652 0.0492049831286058
Zhengmix4eq dev 60 zinbwave 30 kmeans 9 NA 0.356695617374638 0.0454284642377514
Zhengmix4eq dev 60 zinbwave 30 kmeans 10 NA 0.344827106554745 0.0421921907604645
Zhengmix4eq dev 60 zinbwave 30 seurat 2 0.05 0.322293060931155 0.0967157970012708
Zhengmix4eq dev 60 zinbwave 30 seurat 2 0.1 0.322293060931155 0.0967157970012708
Zhengmix4eq dev 60 zinbwave 30 seurat 3 0.2 0.668938417058254 0.0787870104185122
Zhengmix4eq dev 60 zinbwave 30 seurat 3 0.5 0.665120213650252 0.0787511098882851
Zhengmix4eq dev 60 zinbwave 30 seurat 4 0.8 0.648048392223775 -0.0657355935040072
Zhengmix4eq dev 60 zinbwave 30 seurat 5 1 0.677261431931315 -0.050337048431614
Zhengmix4eq dev 60 zinbwave 30 seurat 5 1.2 0.715822320761806 -0.0542831581136778
Zhengmix4eq dev 60 zinbwave 30 seurat 7 1.5 0.57486087236455 -0.0621207708905109
Zhengmix4eq dev 60 zinbwave 30 seurat 9 2 0.435345659989052 -0.0530152421203756
Zhengmix4eq dev 300 glmpca 10 kmeans 2 NA 0.32185057472203 0.539470802936969
Zhengmix4eq dev 300 glmpca 10 kmeans 3 NA 0.703389674140809 0.595190762122787
Zhengmix4eq dev 300 glmpca 10 kmeans 4 NA 0.910458005640944 0.557536566194985
Zhengmix4eq dev 300 glmpca 10 kmeans 5 NA 0.86787194144238 0.484258247552766
Zhengmix4eq dev 300 glmpca 10 kmeans 6 NA 0.812744480090727 0.416656510940032
Zhengmix4eq dev 300 glmpca 10 kmeans 7 NA 0.725892032034943 0.327721008023631
Zhengmix4eq dev 300 glmpca 10 kmeans 8 NA 0.690008234923924 0.305635335161833
Zhengmix4eq dev 300 glmpca 10 kmeans 9 NA 0.661684930100658 0.272521346992769
Zhengmix4eq dev 300 glmpca 10 kmeans 10 NA 0.553040959395004 0.215248998152634
Zhengmix4eq dev 300 glmpca 10 mclust 2 NA 0.494336610411095 0.429949098013251
Zhengmix4eq dev 300 glmpca 10 mclust 3 NA 0.702194595262929 0.594879365767596
Zhengmix4eq dev 300 glmpca 10 mclust 4 NA 0.949699548609935 0.534737175639121
Zhengmix4eq dev 300 glmpca 10 mclust 5 NA 0.954878133486699 0.523263190927687
Zhengmix4eq dev 300 glmpca 10 mclust 6 NA 0.899360958123333 0.42788481625313
Zhengmix4eq dev 300 glmpca 10 mclust 7 NA 0.811991829726766 0.363537675245768
Zhengmix4eq dev 300 glmpca 10 mclust 8 NA 0.759957210615274 0.318114987589512
Zhengmix4eq dev 300 glmpca 10 mclust 9 NA 0.748482336524516 0.272807608528335
Zhengmix4eq dev 300 glmpca 10 mclust 10 NA 0.645683733987905 0.161391877019994
Zhengmix4eq dev 300 glmpca 10 seurat 4 0.05 0.976138073398938 0.549980444198444
Zhengmix4eq dev 300 glmpca 10 seurat 4 0.1 0.976138073398938 0.549980444198444
Zhengmix4eq dev 300 glmpca 10 seurat 5 0.2 0.958389080806946 0.507413212652086
Zhengmix4eq dev 300 glmpca 10 seurat 5 0.5 0.95808894718801 0.507016537985109
Zhengmix4eq dev 300 glmpca 10 seurat 8 0.8 0.757300893811761 0.306558276255237
Zhengmix4eq dev 300 glmpca 10 seurat 8 1 0.749756111247974 0.304357577762574
Zhengmix4eq dev 300 glmpca 10 seurat 10 1.2 0.580400746302276 0.208974982174745
Zhengmix4eq dev 300 glmpca 10 seurat 10 1.5 0.576457082734131 0.208137622262089
Zhengmix4eq dev 300 glmpca 10 seurat 12 2 0.474119138203271 0.160571537477803
Zhengmix4eq dev 300 glmpca 30 kmeans 2 NA 0.326233240857712 0.478015755861554
Zhengmix4eq dev 300 glmpca 30 kmeans 3 NA 0.706398337254722 0.505796613681958
Zhengmix4eq dev 300 glmpca 30 kmeans 4 NA 0.891808063416605 0.417451356883709
Zhengmix4eq dev 300 glmpca 30 kmeans 5 NA 0.876534197187959 0.369504452454218
Zhengmix4eq dev 300 glmpca 30 kmeans 6 NA 0.793760301565025 0.28224591480852
Zhengmix4eq dev 300 glmpca 30 kmeans 7 NA 0.768099375523904 0.215090560106004
Zhengmix4eq dev 300 glmpca 30 kmeans 8 NA 0.687025403760783 0.169670221627111
Zhengmix4eq dev 300 glmpca 30 kmeans 9 NA 0.662953529015021 0.145152315440531
Zhengmix4eq dev 300 glmpca 30 kmeans 10 NA 0.615375629834285 0.137655441351716
Zhengmix4eq dev 300 glmpca 30 seurat 4 0.05 0.960876470851986 0.412893357395403
Zhengmix4eq dev 300 glmpca 30 seurat 4 0.1 0.960876470851986 0.412893357395403
Zhengmix4eq dev 300 glmpca 30 seurat 5 0.2 0.944426988379999 0.348514245005207
Zhengmix4eq dev 300 glmpca 30 seurat 5 0.5 0.944426988379999 0.348514245005207
Zhengmix4eq dev 300 glmpca 30 seurat 7 0.8 0.865494085540652 0.228245667849648
Zhengmix4eq dev 300 glmpca 30 seurat 7 1 0.820767691151603 0.227271274400309
Zhengmix4eq dev 300 glmpca 30 seurat 7 1.2 0.818611135172345 0.226175356165971
Zhengmix4eq dev 300 glmpca 30 seurat 7 1.5 0.814743540889413 0.22531421870902
Zhengmix4eq dev 300 glmpca 30 seurat 11 2 0.570759041210864 0.0937337408068038
Zhengmix4eq dev 300 pca_log 10 kmeans 2 NA 0.318514605281657 0.484895010911324
Zhengmix4eq dev 300 pca_log 10 kmeans 3 NA 0.701072596497212 0.421057847102592
Zhengmix4eq dev 300 pca_log 10 kmeans 4 NA 0.926336371050536 0.386347725455665
Zhengmix4eq dev 300 pca_log 10 kmeans 5 NA 0.871850316215208 0.351796502281533
Zhengmix4eq dev 300 pca_log 10 kmeans 6 NA 0.793753030108708 0.317527106310312
Zhengmix4eq dev 300 pca_log 10 kmeans 7 NA 0.721313162211838 0.302145513096621
Zhengmix4eq dev 300 pca_log 10 kmeans 8 NA 0.681520727490683 0.275645941673419
Zhengmix4eq dev 300 pca_log 10 kmeans 9 NA 0.643815226926777 0.269707167143969
Zhengmix4eq dev 300 pca_log 10 kmeans 10 NA 0.554114927642137 0.22496542411145
Zhengmix4eq dev 300 pca_log 10 mclust 2 NA 0.491360045736055 0.313616939955657
Zhengmix4eq dev 300 pca_log 10 mclust 3 NA 0.673384731110647 0.401271569747683
Zhengmix4eq dev 300 pca_log 10 mclust 4 NA 0.963153541945448 0.378212335710556
Zhengmix4eq dev 300 pca_log 10 mclust 5 NA 0.921360944152961 0.377233296467025
Zhengmix4eq dev 300 pca_log 10 mclust 6 NA 0.858282685970305 0.327947964143081
Zhengmix4eq dev 300 pca_log 10 mclust 7 NA 0.822314585409391 0.294101876144133
Zhengmix4eq dev 300 pca_log 10 mclust 8 NA 0.725486696050158 0.260283119208522
Zhengmix4eq dev 300 pca_log 10 mclust 9 NA 0.720516015291828 0.256341547323671
Zhengmix4eq dev 300 pca_log 10 mclust 10 NA 0.636307770901959 0.183402334147514
Zhengmix4eq dev 300 pca_log 10 seurat 4 0.05 0.976828975752313 0.382361150986824
Zhengmix4eq dev 300 pca_log 10 seurat 4 0.1 0.976828975752313 0.382361150986824
Zhengmix4eq dev 300 pca_log 10 seurat 5 0.2 0.959362620607762 0.374038614599403
Zhengmix4eq dev 300 pca_log 10 seurat 6 0.5 0.937375278162462 0.356546803388105
Zhengmix4eq dev 300 pca_log 10 seurat 8 0.8 0.764098159936967 0.228078288653643
Zhengmix4eq dev 300 pca_log 10 seurat 9 1 0.673637503653606 0.233280313479883
Zhengmix4eq dev 300 pca_log 10 seurat 10 1.2 0.601467836965229 0.233192102982839
Zhengmix4eq dev 300 pca_log 10 seurat 12 1.5 0.555035714321021 0.187700325121078
Zhengmix4eq dev 300 pca_log 10 seurat 15 2 0.42054736178565 0.146933571872255
Zhengmix4eq dev 300 pca_log 30 kmeans 2 NA 0.318514605281657 0.396970069837821
Zhengmix4eq dev 300 pca_log 30 kmeans 3 NA 0.702442671869653 0.284732402867024
Zhengmix4eq dev 300 pca_log 30 kmeans 4 NA 0.934118195325807 0.24044894186718
Zhengmix4eq dev 300 pca_log 30 kmeans 5 NA 0.872010567186875 0.20757390213348
Zhengmix4eq dev 300 pca_log 30 kmeans 6 NA 0.792927134302511 0.17374371172446
Zhengmix4eq dev 300 pca_log 30 kmeans 7 NA 0.722396075909013 0.166215725331524
Zhengmix4eq dev 300 pca_log 30 kmeans 8 NA 0.681833858256563 0.153896872233996
Zhengmix4eq dev 300 pca_log 30 kmeans 9 NA 0.644141130599314 0.141945865024374
Zhengmix4eq dev 300 pca_log 30 kmeans 10 NA 0.55330198072712 0.102326460100136
Zhengmix4eq dev 300 pca_log 30 seurat 3 0.05 0.704616621510903 0.284877091106997
Zhengmix4eq dev 300 pca_log 30 seurat 4 0.1 0.971022116459962 0.237025798391054
Zhengmix4eq dev 300 pca_log 30 seurat 5 0.2 0.953187330511256 0.222931943362958
Zhengmix4eq dev 300 pca_log 30 seurat 6 0.5 0.93143192473614 0.203644480003707
Zhengmix4eq dev 300 pca_log 30 seurat 6 0.8 0.931806231443989 0.203719322246322
Zhengmix4eq dev 300 pca_log 30 seurat 7 1 0.846775015938061 0.122370485402469
Zhengmix4eq dev 300 pca_log 30 seurat 9 1.2 0.748263696163455 0.0695112305197752
Zhengmix4eq dev 300 pca_log 30 seurat 11 1.5 0.614929085770255 0.0805829666268029
Zhengmix4eq dev 300 pca_log 30 seurat 11 2 0.60230727367803 0.0803706483206314
Zhengmix4eq dev 300 pca_rd 10 kmeans 2 NA 0.325650916481312 0.462414273216319
Zhengmix4eq dev 300 pca_rd 10 kmeans 3 NA 0.705758160045809 0.388395409746807
Zhengmix4eq dev 300 pca_rd 10 kmeans 4 NA 0.961450180006357 0.446374761157801
Zhengmix4eq dev 300 pca_rd 10 kmeans 5 NA 0.944160644052355 0.465173623314372
Zhengmix4eq dev 300 pca_rd 10 kmeans 6 NA 0.902072106486381 0.455173523686939
Zhengmix4eq dev 300 pca_rd 10 kmeans 7 NA 0.855704849506155 0.387953692581737
Zhengmix4eq dev 300 pca_rd 10 kmeans 8 NA 0.815783815981461 0.3701987163881
Zhengmix4eq dev 300 pca_rd 10 kmeans 9 NA 0.806727850133911 0.364154642055443
Zhengmix4eq dev 300 pca_rd 10 kmeans 10 NA 0.757479741279377 0.327696627996238
Zhengmix4eq dev 300 pca_rd 10 mclust 2 NA 0.495328950779136 0.289894206562108
Zhengmix4eq dev 300 pca_rd 10 mclust 3 NA 0.69745427144483 0.391445069274363
Zhengmix4eq dev 300 pca_rd 10 mclust 4 NA 0.675993617342641 0.406496555777093
Zhengmix4eq dev 300 pca_rd 10 mclust 5 NA 0.940083000492597 0.457919471560474
Zhengmix4eq dev 300 pca_rd 10 mclust 6 NA 0.903088437821342 0.426095213928794
Zhengmix4eq dev 300 pca_rd 10 mclust 7 NA 0.830048905633267 0.400254557595683
Zhengmix4eq dev 300 pca_rd 10 mclust 8 NA 0.774049172426564 0.310636596539239
Zhengmix4eq dev 300 pca_rd 10 mclust 9 NA 0.705348859446061 0.282996281089287
Zhengmix4eq dev 300 pca_rd 10 mclust 10 NA 0.657036159468073 0.21832338208516
Zhengmix4eq dev 300 pca_rd 10 seurat 4 0.05 0.980748121726504 0.446217860896077
Zhengmix4eq dev 300 pca_rd 10 seurat 4 0.1 0.980748121726504 0.446217860896077
Zhengmix4eq dev 300 pca_rd 10 seurat 5 0.2 0.963977931592844 0.464950254470059
Zhengmix4eq dev 300 pca_rd 10 seurat 6 0.5 0.903400980200937 0.454485910845348
Zhengmix4eq dev 300 pca_rd 10 seurat 7 0.8 0.836861978928557 0.409056376795338
Zhengmix4eq dev 300 pca_rd 10 seurat 8 1 0.820999673814486 0.369432319295377
Zhengmix4eq dev 300 pca_rd 10 seurat 9 1.2 0.764456435847684 0.327875525965404
Zhengmix4eq dev 300 pca_rd 10 seurat 10 1.5 0.662317678583499 0.238596573981575
Zhengmix4eq dev 300 pca_rd 10 seurat 14 2 0.429050696471451 0.121322841002582
Zhengmix4eq dev 300 pca_rd 30 kmeans 2 NA 0.325650916481312 0.366172844338531
Zhengmix4eq dev 300 pca_rd 30 kmeans 3 NA 0.705758160045809 0.265448018245875
Zhengmix4eq dev 300 pca_rd 30 kmeans 4 NA 0.961450180006357 0.294434897058537
Zhengmix4eq dev 300 pca_rd 30 kmeans 5 NA 0.944160644052355 0.309460373703026
Zhengmix4eq dev 300 pca_rd 30 kmeans 6 NA 0.902857684842187 0.297846371848477
Zhengmix4eq dev 300 pca_rd 30 kmeans 7 NA 0.8524854431175 0.238259743317996
Zhengmix4eq dev 300 pca_rd 30 kmeans 8 NA 0.818374421197624 0.229725234995444
Zhengmix4eq dev 300 pca_rd 30 kmeans 9 NA 0.804422016728133 0.221675630545099
Zhengmix4eq dev 300 pca_rd 30 kmeans 10 NA 0.759437531839479 0.196297433255936
Zhengmix4eq dev 300 pca_rd 30 seurat 4 0.05 0.981403611482146 0.294526237634678
Zhengmix4eq dev 300 pca_rd 30 seurat 4 0.1 0.981403611482146 0.294526237634678
Zhengmix4eq dev 300 pca_rd 30 seurat 5 0.2 0.964638928761952 0.309504190064862
Zhengmix4eq dev 300 pca_rd 30 seurat 6 0.5 0.943642041339583 0.302078857827139
Zhengmix4eq dev 300 pca_rd 30 seurat 7 0.8 0.880286501378523 0.292704579971456
Zhengmix4eq dev 300 pca_rd 30 seurat 7 1 0.879140641726595 0.292277188369708
Zhengmix4eq dev 300 pca_rd 30 seurat 7 1.2 0.845694760890743 0.270039431975352
Zhengmix4eq dev 300 pca_rd 30 seurat 8 1.5 0.832915222150801 0.233828261200531
Zhengmix4eq dev 300 pca_rd 30 seurat 8 2 0.782831870798522 0.201529324444968
Zhengmix4eq dev 300 pca_rp 10 kmeans 2 NA 0.324488140098945 0.459037060511065
Zhengmix4eq dev 300 pca_rp 10 kmeans 3 NA 0.672064251774725 0.375728337673396
Zhengmix4eq dev 300 pca_rp 10 kmeans 4 NA 0.959522449759864 0.428927954646601
Zhengmix4eq dev 300 pca_rp 10 kmeans 5 NA 0.942539981936273 0.450457960893238
Zhengmix4eq dev 300 pca_rp 10 kmeans 6 NA 0.904472881565467 0.452027642417064
Zhengmix4eq dev 300 pca_rp 10 kmeans 7 NA 0.849964753664998 0.387312611291244
Zhengmix4eq dev 300 pca_rp 10 kmeans 8 NA 0.842647840085851 0.385105152068462
Zhengmix4eq dev 300 pca_rp 10 kmeans 9 NA 0.804032956466392 0.368518274425879
Zhengmix4eq dev 300 pca_rp 10 kmeans 10 NA 0.754390180990716 0.32540688359086
Zhengmix4eq dev 300 pca_rp 10 mclust 2 NA 0.485000770158296 0.270151910461611
Zhengmix4eq dev 300 pca_rp 10 mclust 3 NA 0.467036553473741 0.273389873034249
Zhengmix4eq dev 300 pca_rp 10 mclust 4 NA 0.67895707031822 0.384634696258758
Zhengmix4eq dev 300 pca_rp 10 mclust 5 NA 0.941876687309823 0.447106691418868
Zhengmix4eq dev 300 pca_rp 10 mclust 6 NA 0.874827517938386 0.423970901798062
Zhengmix4eq dev 300 pca_rp 10 mclust 7 NA 0.82525848812203 0.349119446352486
Zhengmix4eq dev 300 pca_rp 10 mclust 8 NA 0.828392910964467 0.306583781682997
Zhengmix4eq dev 300 pca_rp 10 mclust 9 NA 0.688388823937321 0.224394846765347
Zhengmix4eq dev 300 pca_rp 10 mclust 10 NA 0.596323258999355 0.150625440806535
Zhengmix4eq dev 300 pca_rp 10 seurat 4 0.05 0.981393723905046 0.429303663810384
Zhengmix4eq dev 300 pca_rp 10 seurat 4 0.1 0.981393723905046 0.429303663810384
Zhengmix4eq dev 300 pca_rp 10 seurat 5 0.2 0.964629094841446 0.450814904472254
Zhengmix4eq dev 300 pca_rp 10 seurat 6 0.5 0.902843535412254 0.450208000084512
Zhengmix4eq dev 300 pca_rp 10 seurat 7 0.8 0.877993908028103 0.440721245158915
Zhengmix4eq dev 300 pca_rp 10 seurat 8 1 0.822863682328151 0.373462128391801
Zhengmix4eq dev 300 pca_rp 10 seurat 9 1.2 0.763660758137039 0.324269195887122
Zhengmix4eq dev 300 pca_rp 10 seurat 10 1.5 0.643337863172847 0.2314323465085
Zhengmix4eq dev 300 pca_rp 10 seurat 13 2 0.469914726873725 0.132911426054432
Zhengmix4eq dev 300 pca_rp 30 kmeans 2 NA 0.325219748507262 0.362963176929478
Zhengmix4eq dev 300 pca_rp 30 kmeans 3 NA 0.672838874342184 0.260549180648148
Zhengmix4eq dev 300 pca_rp 30 kmeans 4 NA 0.96015447451162 0.269033407962569
Zhengmix4eq dev 300 pca_rp 30 kmeans 5 NA 0.943177150405276 0.286175950941973
Zhengmix4eq dev 300 pca_rp 30 kmeans 6 NA 0.904686674918755 0.285736100783386
Zhengmix4eq dev 300 pca_rp 30 kmeans 7 NA 0.851187053790037 0.234015963163935
Zhengmix4eq dev 300 pca_rp 30 kmeans 8 NA 0.843292906775565 0.232374102674617
Zhengmix4eq dev 300 pca_rp 30 kmeans 9 NA 0.807593092217686 0.221448167924075
Zhengmix4eq dev 300 pca_rp 30 kmeans 10 NA 0.757264287918787 0.194007117194679
Zhengmix4eq dev 300 pca_rp 30 seurat 4 0.05 0.98073357477939 0.269388407556052
Zhengmix4eq dev 300 pca_rp 30 seurat 4 0.1 0.98073357477939 0.269388407556052
Zhengmix4eq dev 300 pca_rp 30 seurat 5 0.2 0.963963416606848 0.286521119643289
Zhengmix4eq dev 300 pca_rp 30 seurat 6 0.5 0.943590961142665 0.279675540273962
Zhengmix4eq dev 300 pca_rp 30 seurat 7 0.8 0.880031372756158 0.279888649765011
Zhengmix4eq dev 300 pca_rp 30 seurat 7 1 0.879390536450994 0.279882965329945
Zhengmix4eq dev 300 pca_rp 30 seurat 7 1.2 0.845629123413714 0.262769060234528
Zhengmix4eq dev 300 pca_rp 30 seurat 8 1.5 0.833637192315179 0.229673154809231
Zhengmix4eq dev 300 pca_rp 30 seurat 8 2 0.793593203396312 0.205489687573776
Zhengmix4eq dev 300 zinbwave 10 kmeans 2 NA 0.325500487448545 0.24188907499542
Zhengmix4eq dev 300 zinbwave 10 kmeans 3 NA 0.705421070099367 0.287308614645686
Zhengmix4eq dev 300 zinbwave 10 kmeans 4 NA 0.977532677116814 0.28190565817294
Zhengmix4eq dev 300 zinbwave 10 kmeans 5 NA 0.95998584567249 0.294956862481795
Zhengmix4eq dev 300 zinbwave 10 kmeans 6 NA 0.868853379698592 0.26884121301723
Zhengmix4eq dev 300 zinbwave 10 kmeans 7 NA 0.760307607822018 0.260649231527033
Zhengmix4eq dev 300 zinbwave 10 kmeans 8 NA 0.718219868547275 0.255969560528778
Zhengmix4eq dev 300 zinbwave 10 kmeans 9 NA 0.645553726622528 0.225575471547833
Zhengmix4eq dev 300 zinbwave 10 kmeans 10 NA 0.54353308952779 0.165982677505828
Zhengmix4eq dev 300 zinbwave 10 mclust 2 NA 0.494833982537766 0.198587799160248
Zhengmix4eq dev 300 zinbwave 10 mclust 3 NA 0.704780357121581 0.287168073332687
Zhengmix4eq dev 300 zinbwave 10 mclust 4 NA 0.986717068604807 0.281596133079502
Zhengmix4eq dev 300 zinbwave 10 mclust 5 NA 0.978373069941871 0.279362622489963
Zhengmix4eq dev 300 zinbwave 10 mclust 6 NA 0.864840189916683 0.222789188095072
Zhengmix4eq dev 300 zinbwave 10 mclust 7 NA 0.803669346733133 0.18356548524581
Zhengmix4eq dev 300 zinbwave 10 mclust 8 NA 0.776109391522975 0.223939212537817
Zhengmix4eq dev 300 zinbwave 10 mclust 9 NA 0.77695753976556 0.182488563332821
Zhengmix4eq dev 300 zinbwave 10 mclust 10 NA 0.675828578880495 0.174932396956272
Zhengmix4eq dev 300 zinbwave 10 seurat 4 0.05 0.979422979856517 0.28169955172883
Zhengmix4eq dev 300 zinbwave 10 seurat 4 0.1 0.979422979856517 0.28169955172883
Zhengmix4eq dev 300 zinbwave 10 seurat 5 0.2 0.967483912907737 0.291625187718366
Zhengmix4eq dev 300 zinbwave 10 seurat 6 0.5 0.962553775632827 0.293513284111781
Zhengmix4eq dev 300 zinbwave 10 seurat 7 0.8 0.874260150723708 0.26789138948333
Zhengmix4eq dev 300 zinbwave 10 seurat 7 1 0.862760362210766 0.268067731357254
Zhengmix4eq dev 300 zinbwave 10 seurat 8 1.2 0.771774531388782 0.254977083866907
Zhengmix4eq dev 300 zinbwave 10 seurat 11 1.5 0.57809484105162 0.14444152321616
Zhengmix4eq dev 300 zinbwave 10 seurat 14 2 0.43619268755585 0.12871789548327
Zhengmix4eq dev 300 zinbwave 30 kmeans 2 NA 0.32185057472203 0.112507271570741
Zhengmix4eq dev 300 zinbwave 30 kmeans 3 NA 0.704040952019098 0.0697739415286828
Zhengmix4eq dev 300 zinbwave 30 kmeans 4 NA 0.951972924450718 0.0493987470730828
Zhengmix4eq dev 300 zinbwave 30 kmeans 5 NA 0.868579583325737 0.053497110743873
Zhengmix4eq dev 300 zinbwave 30 kmeans 6 NA 0.772539362363341 0.0459210145498648
Zhengmix4eq dev 300 zinbwave 30 kmeans 7 NA 0.613351017380665 0.036467946389706
Zhengmix4eq dev 300 zinbwave 30 kmeans 8 NA 0.574954948040298 0.0366932167754529
Zhengmix4eq dev 300 zinbwave 30 kmeans 9 NA 0.495823968062868 0.0359577585814449
Zhengmix4eq dev 300 zinbwave 30 kmeans 10 NA 0.495493626894601 0.0357005325070329
Zhengmix4eq dev 300 zinbwave 30 seurat 3 0.05 0.7019390558154 0.0693433025354745
Zhengmix4eq dev 300 zinbwave 30 seurat 3 0.1 0.7019390558154 0.0693433025354745
Zhengmix4eq dev 300 zinbwave 30 seurat 3 0.2 0.7019390558154 0.0693433025354745
Zhengmix4eq dev 300 zinbwave 30 seurat 5 0.5 0.88970619334716 0.0471907167844131
Zhengmix4eq dev 300 zinbwave 30 seurat 5 0.8 0.895430903661102 0.0473219517879201
Zhengmix4eq dev 300 zinbwave 30 seurat 5 1 0.897162837310605 0.0473348806042554
Zhengmix4eq dev 300 zinbwave 30 seurat 5 1.2 0.901813933297641 0.0474697620203635
Zhengmix4eq dev 300 zinbwave 30 seurat 6 1.5 0.862877404077612 0.0220221487819861
Zhengmix4eq dev 300 zinbwave 30 seurat 7 2 0.843493918490208 0.0292667056596987
Zhengmix4eq dev 1500 glmpca 10 kmeans 2 NA 0.323307769487958 0.501525966403428
Zhengmix4eq dev 1500 glmpca 10 kmeans 3 NA 0.705588900750937 0.597053541263284
Zhengmix4eq dev 1500 glmpca 10 kmeans 4 NA 0.950809957533244 0.561624095683588
Zhengmix4eq dev 1500 glmpca 10 kmeans 5 NA 0.931021197741371 0.534805901518257
Zhengmix4eq dev 1500 glmpca 10 kmeans 6 NA 0.888617107920654 0.500307084038543
Zhengmix4eq dev 1500 glmpca 10 kmeans 7 NA 0.815778862792408 0.425053868243931
Zhengmix4eq dev 1500 glmpca 10 kmeans 8 NA 0.731855406667534 0.335276922147166
Zhengmix4eq dev 1500 glmpca 10 kmeans 9 NA 0.687465794814752 0.303404394793785
Zhengmix4eq dev 1500 glmpca 10 kmeans 10 NA 0.650460116366577 0.268546855130073
Zhengmix4eq dev 1500 glmpca 10 mclust 2 NA 0.495328950779136 0.429760753478845
Zhengmix4eq dev 1500 glmpca 10 mclust 3 NA 0.70729496384681 0.596936503955089
Zhengmix4eq dev 1500 glmpca 10 mclust 4 NA 0.948975145100967 0.546689534191666
Zhengmix4eq dev 1500 glmpca 10 mclust 5 NA 0.95551617115056 0.541657697048739
Zhengmix4eq dev 1500 glmpca 10 mclust 6 NA 0.894315430669698 0.464545911454683
Zhengmix4eq dev 1500 glmpca 10 mclust 7 NA 0.816623036984647 0.418069254813689
Zhengmix4eq dev 1500 glmpca 10 mclust 8 NA 0.811091714859429 0.334954222100332
Zhengmix4eq dev 1500 glmpca 10 mclust 9 NA 0.732186977991369 0.27055446032482
Zhengmix4eq dev 1500 glmpca 10 mclust 10 NA 0.600671077952307 0.146182305258967
Zhengmix4eq dev 1500 glmpca 10 seurat 4 0.05 0.980720816015188 0.559008951569125
Zhengmix4eq dev 1500 glmpca 10 seurat 4 0.1 0.980720816015188 0.559008951569125
Zhengmix4eq dev 1500 glmpca 10 seurat 5 0.2 0.962413856628004 0.530409788692961
Zhengmix4eq dev 1500 glmpca 10 seurat 7 0.5 0.829748086879503 0.42561527174728
Zhengmix4eq dev 1500 glmpca 10 seurat 7 0.8 0.823178783015459 0.421809627326949
Zhengmix4eq dev 1500 glmpca 10 seurat 8 1 0.762983121489961 0.331381905673715
Zhengmix4eq dev 1500 glmpca 10 seurat 9 1.2 0.707619992276428 0.29785286687274
Zhengmix4eq dev 1500 glmpca 10 seurat 10 1.5 0.595514126491015 0.211169083636592
Zhengmix4eq dev 1500 glmpca 10 seurat 12 2 0.473221883527914 0.156628572253352
Zhengmix4eq dev 1500 glmpca 30 kmeans 2 NA 0.322578710475005 0.415563156109982
Zhengmix4eq dev 1500 glmpca 30 kmeans 3 NA 0.705347973010857 0.434348178023309
Zhengmix4eq dev 1500 glmpca 30 kmeans 4 NA 0.957053253084944 0.362413327151505
Zhengmix4eq dev 1500 glmpca 30 kmeans 5 NA 0.93288948059569 0.305081569503998
Zhengmix4eq dev 1500 glmpca 30 kmeans 6 NA 0.881107697456926 0.273300543880086
Zhengmix4eq dev 1500 glmpca 30 kmeans 7 NA 0.80419368512238 0.196942148359436
Zhengmix4eq dev 1500 glmpca 30 kmeans 8 NA 0.724937670156209 0.155580542778075
Zhengmix4eq dev 1500 glmpca 30 kmeans 9 NA 0.682325412696134 0.143504644029716
Zhengmix4eq dev 1500 glmpca 30 kmeans 10 NA 0.649208717751103 0.140377088817282
Zhengmix4eq dev 1500 glmpca 30 seurat 4 0.05 0.978163907289602 0.361039291198225
Zhengmix4eq dev 1500 glmpca 30 seurat 4 0.1 0.978163907289602 0.361039291198225
Zhengmix4eq dev 1500 glmpca 30 seurat 4 0.2 0.978163907289602 0.361039291198225
Zhengmix4eq dev 1500 glmpca 30 seurat 6 0.5 0.944208699147251 0.250419191298195
Zhengmix4eq dev 1500 glmpca 30 seurat 6 0.8 0.898678158330605 0.240557925936643
Zhengmix4eq dev 1500 glmpca 30 seurat 7 1 0.835281114953845 0.213363264397627
Zhengmix4eq dev 1500 glmpca 30 seurat 7 1.2 0.833042046464429 0.212707325059892
Zhengmix4eq dev 1500 glmpca 30 seurat 8 1.5 0.781700874233351 0.196614501107199
Zhengmix4eq dev 1500 glmpca 30 seurat 9 2 0.719661516362388 0.142402517070876
Zhengmix4eq dev 1500 pca_log 10 kmeans 2 NA 0.293065062062216 0.430320144965769
Zhengmix4eq dev 1500 pca_log 10 kmeans 3 NA 0.669352329596519 0.400971683965039
Zhengmix4eq dev 1500 pca_log 10 kmeans 4 NA 0.658201871180929 0.429273995486084
Zhengmix4eq dev 1500 pca_log 10 kmeans 5 NA 0.781023041020568 0.399058008636875
Zhengmix4eq dev 1500 pca_log 10 kmeans 6 NA 0.728664332557172 0.401630114343503
Zhengmix4eq dev 1500 pca_log 10 kmeans 7 NA 0.659789441052812 0.359584923541315
Zhengmix4eq dev 1500 pca_log 10 kmeans 8 NA 0.725977154304524 0.355079605423586
Zhengmix4eq dev 1500 pca_log 10 kmeans 9 NA 0.620117926687302 0.324029342274367
Zhengmix4eq dev 1500 pca_log 10 kmeans 10 NA 0.625872400786111 0.31662732944073
Zhengmix4eq dev 1500 pca_log 10 mclust 2 NA 0.492349372880078 0.301728114204065
Zhengmix4eq dev 1500 pca_log 10 mclust 3 NA 0.706001487035153 0.400507533435923
Zhengmix4eq dev 1500 pca_log 10 mclust 4 NA 0.676785178477765 0.418434361207232
Zhengmix4eq dev 1500 pca_log 10 mclust 5 NA 0.926364719723983 0.392018730281918
Zhengmix4eq dev 1500 pca_log 10 mclust 6 NA 0.874197398305305 0.347244358575283
Zhengmix4eq dev 1500 pca_log 10 mclust 7 NA 0.80726017633268 0.335980085405361
Zhengmix4eq dev 1500 pca_log 10 mclust 8 NA 0.721171454059984 0.302425934405246
Zhengmix4eq dev 1500 pca_log 10 mclust 9 NA 0.673013026328894 0.287300559655997
Zhengmix4eq dev 1500 pca_log 10 mclust 10 NA 0.599432326495199 0.260694260767841
Zhengmix4eq dev 1500 pca_log 10 seurat 4 0.05 0.978773599112201 0.36191353718133
Zhengmix4eq dev 1500 pca_log 10 seurat 4 0.1 0.978773599112201 0.36191353718133
Zhengmix4eq dev 1500 pca_log 10 seurat 5 0.2 0.961008727526943 0.384334346226817
Zhengmix4eq dev 1500 pca_log 10 seurat 8 0.5 0.786956763398045 0.32081220218446
Zhengmix4eq dev 1500 pca_log 10 seurat 10 0.8 0.603067305643979 0.276147131098836
Zhengmix4eq dev 1500 pca_log 10 seurat 11 1 0.592657946912041 0.272976140950498
Zhengmix4eq dev 1500 pca_log 10 seurat 11 1.2 0.576991503532514 0.269335129672774
Zhengmix4eq dev 1500 pca_log 10 seurat 12 1.5 0.548748119988233 0.273895134538861
Zhengmix4eq dev 1500 pca_log 10 seurat 16 2 0.397146839879371 0.18036318982777
Zhengmix4eq dev 1500 pca_log 30 kmeans 2 NA 0.293065062062216 0.329188737684475
Zhengmix4eq dev 1500 pca_log 30 kmeans 3 NA 0.669352329596519 0.276199177668334
Zhengmix4eq dev 1500 pca_log 30 kmeans 4 NA 0.658501061624631 0.291500138152107
Zhengmix4eq dev 1500 pca_log 30 kmeans 5 NA 0.782505378483386 0.262370147902565
Zhengmix4eq dev 1500 pca_log 30 kmeans 6 NA 0.729524079886413 0.260616119078328
Zhengmix4eq dev 1500 pca_log 30 kmeans 7 NA 0.659391689322453 0.217671293515279
Zhengmix4eq dev 1500 pca_log 30 kmeans 8 NA 0.727898127184537 0.208531665843791
Zhengmix4eq dev 1500 pca_log 30 kmeans 9 NA 0.622936844898253 0.175469023104624
Zhengmix4eq dev 1500 pca_log 30 kmeans 10 NA 0.650257904832263 0.184978972970764
Zhengmix4eq dev 1500 pca_log 30 seurat 3 0.05 0.704127455812313 0.275543496266455
Zhengmix4eq dev 1500 pca_log 30 seurat 4 0.1 0.977468016585078 0.232818301165983
Zhengmix4eq dev 1500 pca_log 30 seurat 5 0.2 0.959992864500105 0.251284248803148
Zhengmix4eq dev 1500 pca_log 30 seurat 6 0.5 0.945131459515505 0.257905160645314
Zhengmix4eq dev 1500 pca_log 30 seurat 9 0.8 0.766733845164382 0.19502706763827
Zhengmix4eq dev 1500 pca_log 30 seurat 10 1 0.688210902854124 0.178478856328172
Zhengmix4eq dev 1500 pca_log 30 seurat 10 1.2 0.687438569370966 0.178128847185128
Zhengmix4eq dev 1500 pca_log 30 seurat 12 1.5 0.587985562355339 0.140550252583741
Zhengmix4eq dev 1500 pca_log 30 seurat 13 2 0.541239824696974 0.140961631116142
Zhengmix4eq dev 1500 pca_rd 10 kmeans 2 NA 0.326239521033047 0.460194254264821
Zhengmix4eq dev 1500 pca_rd 10 kmeans 3 NA 0.706327019480046 0.417422677307383
Zhengmix4eq dev 1500 pca_rd 10 kmeans 4 NA 0.962140657730176 0.468962370069574
Zhengmix4eq dev 1500 pca_rd 10 kmeans 5 NA 0.945126160522648 0.491193924574276
Zhengmix4eq dev 1500 pca_rd 10 kmeans 6 NA 0.911915311728986 0.486574686684673
Zhengmix4eq dev 1500 pca_rd 10 kmeans 7 NA 0.895585549021259 0.478174781869678
Zhengmix4eq dev 1500 pca_rd 10 kmeans 8 NA 0.874261552213565 0.489556082425631
Zhengmix4eq dev 1500 pca_rd 10 kmeans 9 NA 0.868956880882502 0.490174819659017
Zhengmix4eq dev 1500 pca_rd 10 kmeans 10 NA 0.860731230165158 0.485703918811707
Zhengmix4eq dev 1500 pca_rd 10 mclust 2 NA 0.00342788460164076 0.396049666713323
Zhengmix4eq dev 1500 pca_rd 10 mclust 3 NA 0.30410484037629 0.444370263261794
Zhengmix4eq dev 1500 pca_rd 10 mclust 4 NA 0.65916631852014 0.429042450314343
Zhengmix4eq dev 1500 pca_rd 10 mclust 5 NA 0.932803009126446 0.488225130698876
Zhengmix4eq dev 1500 pca_rd 10 mclust 6 NA 0.859489393041865 0.450099357511802
Zhengmix4eq dev 1500 pca_rd 10 mclust 7 NA 0.828168948286357 0.442950760642888
Zhengmix4eq dev 1500 pca_rd 10 mclust 8 NA 0.775897440043594 0.363296189224074
Zhengmix4eq dev 1500 pca_rd 10 mclust 9 NA 0.730314503813999 0.288858374976152
Zhengmix4eq dev 1500 pca_rd 10 mclust 10 NA 0.648570983497801 0.212104992402856
Zhengmix4eq dev 1500 pca_rd 10 seurat 4 0.05 0.980722399561496 0.468749870890899
Zhengmix4eq dev 1500 pca_rd 10 seurat 5 0.1 0.970054231366686 0.485229661964538
Zhengmix4eq dev 1500 pca_rd 10 seurat 5 0.2 0.970054231366686 0.485229661964538
Zhengmix4eq dev 1500 pca_rd 10 seurat 7 0.5 0.883098780383572 0.477402085467199
Zhengmix4eq dev 1500 pca_rd 10 seurat 8 0.8 0.808508624701723 0.426373502852012
Zhengmix4eq dev 1500 pca_rd 10 seurat 8 1 0.808336218981805 0.426328239386155
Zhengmix4eq dev 1500 pca_rd 10 seurat 10 1.2 0.639401691315851 0.282505303876362
Zhengmix4eq dev 1500 pca_rd 10 seurat 11 1.5 0.557710298682292 0.209262105115944
Zhengmix4eq dev 1500 pca_rd 10 seurat 11 2 0.517621992531779 0.162065452939721
Zhengmix4eq dev 1500 pca_rd 30 kmeans 2 NA 0.326239521033047 0.357991511532229
Zhengmix4eq dev 1500 pca_rd 30 kmeans 3 NA 0.706327019480046 0.280424609955855
Zhengmix4eq dev 1500 pca_rd 30 kmeans 4 NA 0.965947408806224 0.301145885582065
Zhengmix4eq dev 1500 pca_rd 30 kmeans 5 NA 0.948975464801721 0.319621715079378
Zhengmix4eq dev 1500 pca_rd 30 kmeans 6 NA 0.914079114133363 0.31296091985555
Zhengmix4eq dev 1500 pca_rd 30 kmeans 7 NA 0.904468560839748 0.311083424982353
Zhengmix4eq dev 1500 pca_rd 30 kmeans 8 NA 0.877591036301387 0.315977113493013
Zhengmix4eq dev 1500 pca_rd 30 kmeans 9 NA 0.869090837892342 0.313897578960178
Zhengmix4eq dev 1500 pca_rd 30 kmeans 10 NA 0.823776556382415 0.261172467473823
Zhengmix4eq dev 1500 pca_rd 30 seurat 4 0.05 0.982034663374785 0.300928194754059
Zhengmix4eq dev 1500 pca_rd 30 seurat 5 0.1 0.971396009814249 0.314523981885621
Zhengmix4eq dev 1500 pca_rd 30 seurat 5 0.2 0.971396009814249 0.314523981885621
Zhengmix4eq dev 1500 pca_rd 30 seurat 6 0.5 0.955736356215896 0.315255459893336
Zhengmix4eq dev 1500 pca_rd 30 seurat 7 0.8 0.881504573417787 0.310183283343007
Zhengmix4eq dev 1500 pca_rd 30 seurat 8 1 0.825059506624459 0.281468841618829
Zhengmix4eq dev 1500 pca_rd 30 seurat 8 1.2 0.820836100754009 0.279437832574068
Zhengmix4eq dev 1500 pca_rd 30 seurat 8 1.5 0.801334828479393 0.262591404796252
Zhengmix4eq dev 1500 pca_rd 30 seurat 9 2 0.735582455451853 0.217822095754277
Zhengmix4eq dev 1500 pca_rp 10 kmeans 2 NA 0.325219748507262 0.466883336646785
Zhengmix4eq dev 1500 pca_rp 10 kmeans 3 NA 0.706649103886545 0.404623947330088
Zhengmix4eq dev 1500 pca_rp 10 kmeans 4 NA 0.943419212198699 0.462666392498397
Zhengmix4eq dev 1500 pca_rp 10 kmeans 5 NA 0.9253532990819 0.485197610679593
Zhengmix4eq dev 1500 pca_rp 10 kmeans 6 NA 0.911205772212101 0.489719488556261
Zhengmix4eq dev 1500 pca_rp 10 kmeans 7 NA 0.904864349196611 0.488506058294848
Zhengmix4eq dev 1500 pca_rp 10 kmeans 8 NA 0.895104345432751 0.484744207888693
Zhengmix4eq dev 1500 pca_rp 10 kmeans 9 NA 0.865992534867258 0.486868777998259
Zhengmix4eq dev 1500 pca_rp 10 kmeans 10 NA 0.85762983100512 0.484168298467105
Zhengmix4eq dev 1500 pca_rp 10 mclust 2 NA 0.489404508207752 0.29637206071105
Zhengmix4eq dev 1500 pca_rp 10 mclust 3 NA 0.470197670968694 0.30340075827139
Zhengmix4eq dev 1500 pca_rp 10 mclust 4 NA 0.679684970385745 0.431434704437827
Zhengmix4eq dev 1500 pca_rp 10 mclust 5 NA 0.95271417527673 0.489274286612894
Zhengmix4eq dev 1500 pca_rp 10 mclust 6 NA 0.885522463727775 0.472580358206462
Zhengmix4eq dev 1500 pca_rp 10 mclust 7 NA 0.866047413405357 0.419374254098353
Zhengmix4eq dev 1500 pca_rp 10 mclust 8 NA 0.781342475800677 0.375025383190545
Zhengmix4eq dev 1500 pca_rp 10 mclust 9 NA 0.747974805391205 0.292642135678727
Zhengmix4eq dev 1500 pca_rp 10 mclust 10 NA 0.65795118035915 0.245426578071758
Zhengmix4eq dev 1500 pca_rp 10 seurat 4 0.05 0.981388583886621 0.464086735643083
Zhengmix4eq dev 1500 pca_rp 10 seurat 5 0.1 0.970757568201761 0.480543791301026
Zhengmix4eq dev 1500 pca_rp 10 seurat 5 0.2 0.970757568201761 0.480543791301026
Zhengmix4eq dev 1500 pca_rp 10 seurat 7 0.5 0.877602608509117 0.476159387387293
Zhengmix4eq dev 1500 pca_rp 10 seurat 8 0.8 0.828544744068586 0.439734925814733
Zhengmix4eq dev 1500 pca_rp 10 seurat 8 1 0.804077718167603 0.420032926233891
Zhengmix4eq dev 1500 pca_rp 10 seurat 8 1.2 0.802134224662992 0.417961822682625
Zhengmix4eq dev 1500 pca_rp 10 seurat 10 1.5 0.639931375103119 0.270883840182115
Zhengmix4eq dev 1500 pca_rp 10 seurat 13 2 0.42676911783565 0.118801454390059
Zhengmix4eq dev 1500 pca_rp 30 kmeans 2 NA 0.325219748507262 0.361581211465423
Zhengmix4eq dev 1500 pca_rp 30 kmeans 3 NA 0.706649103886545 0.249528782505122
Zhengmix4eq dev 1500 pca_rp 30 kmeans 4 NA 0.951440245242819 0.2738345531767
Zhengmix4eq dev 1500 pca_rp 30 kmeans 5 NA 0.934068664806885 0.291075433753322
Zhengmix4eq dev 1500 pca_rp 30 kmeans 6 NA 0.909280452409984 0.291840566531101
Zhengmix4eq dev 1500 pca_rp 30 kmeans 7 NA 0.905669610096598 0.293337524376425
Zhengmix4eq dev 1500 pca_rp 30 kmeans 8 NA 0.897298643057032 0.291769587792548
Zhengmix4eq dev 1500 pca_rp 30 kmeans 9 NA 0.869486785716324 0.293661210292859
Zhengmix4eq dev 1500 pca_rp 30 kmeans 10 NA 0.809807512920542 0.245785412324718
Zhengmix4eq dev 1500 pca_rp 30 seurat 4 0.05 0.982055226004667 0.274275949463594
Zhengmix4eq dev 1500 pca_rp 30 seurat 4 0.1 0.982055226004667 0.274275949463594
Zhengmix4eq dev 1500 pca_rp 30 seurat 5 0.2 0.971439088586826 0.287081493182521
Zhengmix4eq dev 1500 pca_rp 30 seurat 6 0.5 0.945533992819354 0.29073566042824
Zhengmix4eq dev 1500 pca_rp 30 seurat 7 0.8 0.877989936544637 0.290126578214228
Zhengmix4eq dev 1500 pca_rp 30 seurat 7 1 0.86639212372275 0.286998057330096
Zhengmix4eq dev 1500 pca_rp 30 seurat 7 1.2 0.859603148746847 0.283902587036548
Zhengmix4eq dev 1500 pca_rp 30 seurat 8 1.5 0.816057271081878 0.257051662197392
Zhengmix4eq dev 1500 pca_rp 30 seurat 9 2 0.74784893113907 0.216156782185481
Zhengmix4eq dev 1500 zinbwave 10 kmeans 2 NA 0.325500487448545 0.251469672346311
Zhengmix4eq dev 1500 zinbwave 10 kmeans 3 NA 0.703888773547015 0.286838998415561
Zhengmix4eq dev 1500 zinbwave 10 kmeans 4 NA 0.976213316138187 0.279197121558932
Zhengmix4eq dev 1500 zinbwave 10 kmeans 5 NA 0.958245732020175 0.292865771031698
Zhengmix4eq dev 1500 zinbwave 10 kmeans 6 NA 0.875034704462229 0.267952853451027
Zhengmix4eq dev 1500 zinbwave 10 kmeans 7 NA 0.802685037698617 0.269150679003201
Zhengmix4eq dev 1500 zinbwave 10 kmeans 8 NA 0.717809777767184 0.220792133175036
Zhengmix4eq dev 1500 zinbwave 10 kmeans 9 NA 0.664781915931708 0.21235200270618
Zhengmix4eq dev 1500 zinbwave 10 kmeans 10 NA 0.551575383540168 0.176211352266307
Zhengmix4eq dev 1500 zinbwave 10 mclust 2 NA 0.495328950779136 0.212688260763112
Zhengmix4eq dev 1500 zinbwave 10 mclust 3 NA 0.706725617412624 0.285924398130876
Zhengmix4eq dev 1500 zinbwave 10 mclust 4 NA 0.950377804738718 0.280168618881252
Zhengmix4eq dev 1500 zinbwave 10 mclust 5 NA 0.95791556449389 0.2882353847256
Zhengmix4eq dev 1500 zinbwave 10 mclust 6 NA 0.940039290185497 0.248957112648422
Zhengmix4eq dev 1500 zinbwave 10 mclust 7 NA 0.821561741512615 0.248856707929942
Zhengmix4eq dev 1500 zinbwave 10 mclust 8 NA 0.806205539416219 0.207616282412279
Zhengmix4eq dev 1500 zinbwave 10 mclust 9 NA 0.745872419585764 0.177686706461366
Zhengmix4eq dev 1500 zinbwave 10 mclust 10 NA 0.641718736763579 0.123033887125416
Zhengmix4eq dev 1500 zinbwave 10 seurat 4 0.05 0.977433696244103 0.277864483998428
Zhengmix4eq dev 1500 zinbwave 10 seurat 5 0.1 0.965820091807973 0.288454100485633
Zhengmix4eq dev 1500 zinbwave 10 seurat 5 0.2 0.965820091807973 0.288454100485633
Zhengmix4eq dev 1500 zinbwave 10 seurat 6 0.5 0.961517785770589 0.2918611114773
Zhengmix4eq dev 1500 zinbwave 10 seurat 7 0.8 0.839363262543274 0.270843530586374
Zhengmix4eq dev 1500 zinbwave 10 seurat 9 1 0.718317016453772 0.214007483022302
Zhengmix4eq dev 1500 zinbwave 10 seurat 11 1.2 0.604772779807281 0.166680930031553
Zhengmix4eq dev 1500 zinbwave 10 seurat 13 1.5 0.509113445804613 0.169103327889661
Zhengmix4eq dev 1500 zinbwave 10 seurat 14 2 0.440528329692182 0.151113219262151
Zhengmix4eq dev 1500 zinbwave 30 kmeans 2 NA 0.29141202216836 0.100376105560327
Zhengmix4eq dev 1500 zinbwave 30 kmeans 3 NA 0.684496854261698 0.0502649920820784
Zhengmix4eq dev 1500 zinbwave 30 kmeans 4 NA 0.944383503219019 0.0357458380593817
Zhengmix4eq dev 1500 zinbwave 30 kmeans 5 NA 0.895752045324196 0.0399757329330045
Zhengmix4eq dev 1500 zinbwave 30 kmeans 6 NA 0.794669788587663 0.0390295806561634
Zhengmix4eq dev 1500 zinbwave 30 kmeans 7 NA 0.785065070875696 0.0399911251544387
Zhengmix4eq dev 1500 zinbwave 30 kmeans 8 NA 0.707919439108336 0.041193612037543
Zhengmix4eq dev 1500 zinbwave 30 kmeans 9 NA 0.573441512402413 0.0298693265155343
Zhengmix4eq dev 1500 zinbwave 30 kmeans 10 NA 0.538228884910082 0.0334972943055763
Zhengmix4eq dev 1500 zinbwave 30 seurat 3 0.05 0.690029350257128 0.0482447409614217
Zhengmix4eq dev 1500 zinbwave 30 seurat 3 0.1 0.691382470164994 0.0482337566105015
Zhengmix4eq dev 1500 zinbwave 30 seurat 3 0.2 0.692972770916456 0.0481411523948377
Zhengmix4eq dev 1500 zinbwave 30 seurat 4 0.5 0.925067361174574 0.0359665512877896
Zhengmix4eq dev 1500 zinbwave 30 seurat 5 0.8 0.917927653558487 0.0391857747564862
Zhengmix4eq dev 1500 zinbwave 30 seurat 5 1 0.91918530499909 0.0389516083034667
Zhengmix4eq dev 1500 zinbwave 30 seurat 6 1.2 0.887225447591411 0.00844930045601328
Zhengmix4eq dev 1500 zinbwave 30 seurat 7 1.5 0.871691166239991 0.0193433987536107
Zhengmix4eq dev 1500 zinbwave 30 seurat 10 2 0.720965039517709 0.000928569379381483
Zhengmix4eq expr 60 glmpca 10 kmeans 2 NA 0.301997929106525 0.408824925192127
Zhengmix4eq expr 60 glmpca 10 kmeans 3 NA 0.569367151371252 0.312689342539329
Zhengmix4eq expr 60 glmpca 10 kmeans 4 NA 0.792350499199976 0.227888599176408
Zhengmix4eq expr 60 glmpca 10 kmeans 5 NA 0.790254025464386 0.219622186657214
Zhengmix4eq expr 60 glmpca 10 kmeans 6 NA 0.761552325545204 0.217944520175593
Zhengmix4eq expr 60 glmpca 10 kmeans 7 NA 0.681776671831779 0.17582992741585
Zhengmix4eq expr 60 glmpca 10 kmeans 8 NA 0.650527764095298 0.174368919875121
Zhengmix4eq expr 60 glmpca 10 kmeans 9 NA 0.560006791552569 0.161721309427197
Zhengmix4eq expr 60 glmpca 10 kmeans 10 NA 0.546748884247123 0.163556168982109
Zhengmix4eq expr 60 glmpca 10 mclust 2 NA 0.462884367390883 0.252829959104483
Zhengmix4eq expr 60 glmpca 10 mclust 3 NA 0.662005021866865 0.301253747330744
Zhengmix4eq expr 60 glmpca 10 mclust 4 NA 0.906444934981873 0.22169623768155
Zhengmix4eq expr 60 glmpca 10 mclust 5 NA 0.802495399633986 0.202759076156598
Zhengmix4eq expr 60 glmpca 10 mclust 6 NA 0.790169947636203 0.18539905939758
Zhengmix4eq expr 60 glmpca 10 mclust 7 NA 0.775921369050302 0.148833112926542
Zhengmix4eq expr 60 glmpca 10 mclust 8 NA 0.662458109161751 0.126604857452539
Zhengmix4eq expr 60 glmpca 10 mclust 9 NA 0.658572930551467 0.126322370306741
Zhengmix4eq expr 60 glmpca 10 mclust 10 NA 0.607799934581112 0.097339522231025
Zhengmix4eq expr 60 glmpca 10 seurat 3 0.05 0.655775156068882 0.302249257570451
Zhengmix4eq expr 60 glmpca 10 seurat 3 0.1 0.655432757698943 0.302397393272612
Zhengmix4eq expr 60 glmpca 10 seurat 5 0.2 0.910448738788524 0.179530320067268
Zhengmix4eq expr 60 glmpca 10 seurat 5 0.5 0.906244020123789 0.187787742616895
Zhengmix4eq expr 60 glmpca 10 seurat 6 0.8 0.827226865599381 0.1932582324492
Zhengmix4eq expr 60 glmpca 10 seurat 6 1 0.825405516974873 0.19996150809852
Zhengmix4eq expr 60 glmpca 10 seurat 7 1.2 0.738499864798228 0.186384435787661
Zhengmix4eq expr 60 glmpca 10 seurat 10 1.5 0.608792519814322 0.137751249189008
Zhengmix4eq expr 60 glmpca 10 seurat 13 2 0.468563223493635 0.113074836172702
Zhengmix4eq expr 60 glmpca 30 kmeans 2 NA 0.289025500940763 0.32456225539215
Zhengmix4eq expr 60 glmpca 30 kmeans 3 NA 0.568663159788872 0.169893279169739
Zhengmix4eq expr 60 glmpca 30 kmeans 4 NA 0.748247037479741 0.101300884013564
Zhengmix4eq expr 60 glmpca 30 kmeans 5 NA 0.676698827745756 0.0903218081947759
Zhengmix4eq expr 60 glmpca 30 kmeans 6 NA 0.661633384976176 0.0825117484158685
Zhengmix4eq expr 60 glmpca 30 kmeans 7 NA 0.646685831453175 0.081923102986366
Zhengmix4eq expr 60 glmpca 30 kmeans 8 NA 0.617188665345165 0.0823343452566673
Zhengmix4eq expr 60 glmpca 30 kmeans 9 NA 0.596627584678071 0.0836132771278581
Zhengmix4eq expr 60 glmpca 30 kmeans 10 NA 0.558028327830325 0.0760161537145082
Zhengmix4eq expr 60 glmpca 30 seurat 2 0.05 0.470325626870641 0.174689359485651
Zhengmix4eq expr 60 glmpca 30 seurat 3 0.1 0.652026241389159 0.154882082301293
Zhengmix4eq expr 60 glmpca 30 seurat 4 0.2 0.873133928267882 0.0909702769394297
Zhengmix4eq expr 60 glmpca 30 seurat 5 0.5 0.855367171162439 0.0613238186372026
Zhengmix4eq expr 60 glmpca 30 seurat 6 0.8 0.840262114992236 0.0629167190165458
Zhengmix4eq expr 60 glmpca 30 seurat 7 1 0.815949440067284 0.0597624633817986
Zhengmix4eq expr 60 glmpca 30 seurat 8 1.2 0.811096413218215 0.0598352771871704
Zhengmix4eq expr 60 glmpca 30 seurat 9 1.5 0.718987844118647 0.0761065252215885
Zhengmix4eq expr 60 glmpca 30 seurat 12 2 0.564140614060539 0.0393410290572126
Zhengmix4eq expr 60 pca_log 10 kmeans 2 NA 0.180379449931241 0.502261359073823
Zhengmix4eq expr 60 pca_log 10 kmeans 3 NA 0.415092854952484 0.239612799715752
Zhengmix4eq expr 60 pca_log 10 kmeans 4 NA 0.466669057213398 0.231291764779216
Zhengmix4eq expr 60 pca_log 10 kmeans 5 NA 0.456207038755033 0.235412523886918
Zhengmix4eq expr 60 pca_log 10 kmeans 6 NA 0.465474722808453 0.232100690425272
Zhengmix4eq expr 60 pca_log 10 kmeans 7 NA 0.455302318525045 0.21459387806127
Zhengmix4eq expr 60 pca_log 10 kmeans 8 NA 0.446629444723486 0.217059715010372
Zhengmix4eq expr 60 pca_log 10 kmeans 9 NA 0.461317465293494 0.148354952709686
Zhengmix4eq expr 60 pca_log 10 kmeans 10 NA 0.421920408972243 0.207851333118807
Zhengmix4eq expr 60 pca_log 10 mclust 2 NA 0.200320331798529 0.361381613394254
Zhengmix4eq expr 60 pca_log 10 mclust 3 NA 0.191039088859772 0.223446819311265
Zhengmix4eq expr 60 pca_log 10 mclust 4 NA 0.378694740866952 0.113662458694645
Zhengmix4eq expr 60 pca_log 10 mclust 5 NA 0.346006677396049 0.0960822940935646
Zhengmix4eq expr 60 pca_log 10 mclust 6 NA 0.470713049592088 0.0340092743966898
Zhengmix4eq expr 60 pca_log 10 mclust 7 NA 0.426056659951063 0.0274516420682212
Zhengmix4eq expr 60 pca_log 10 mclust 8 NA 0.463069923032219 0.0388656207318791
Zhengmix4eq expr 60 pca_log 10 mclust 9 NA 0.426462004838211 0.0274379780197301
Zhengmix4eq expr 60 pca_log 10 mclust 10 NA 0.392861531463486 0.0262824572895302
Zhengmix4eq expr 60 pca_log 10 seurat 2 0.05 0.446072209750377 0.205839024192837
Zhengmix4eq expr 60 pca_log 10 seurat 3 0.1 0.439763955359461 0.199729589158045
Zhengmix4eq expr 60 pca_log 10 seurat 6 0.2 0.585757458165258 0.172063790494632
Zhengmix4eq expr 60 pca_log 10 seurat 8 0.5 0.667755636552735 0.0688282934877362
Zhengmix4eq expr 60 pca_log 10 seurat 9 0.8 0.610390564032465 0.0877794109827187
Zhengmix4eq expr 60 pca_log 10 seurat 10 1 0.60347212678614 0.0915311360676064
Zhengmix4eq expr 60 pca_log 10 seurat 11 1.2 0.594634982023161 0.0878408439199523
Zhengmix4eq expr 60 pca_log 10 seurat 12 1.5 0.533544143526563 0.0837844276695078
Zhengmix4eq expr 60 pca_log 10 seurat 13 2 0.427062401136045 0.037200399007456
Zhengmix4eq expr 60 pca_log 30 kmeans 2 NA 0.180379449931241 0.458395550385047
Zhengmix4eq expr 60 pca_log 30 kmeans 3 NA 0.39148545847647 0.144797068642506
Zhengmix4eq expr 60 pca_log 30 kmeans 4 NA 0.445885022923033 0.124891800579673
Zhengmix4eq expr 60 pca_log 30 kmeans 5 NA 0.464013437720403 0.119533337546517
Zhengmix4eq expr 60 pca_log 30 kmeans 6 NA 0.464631257760752 0.119949838842367
Zhengmix4eq expr 60 pca_log 30 kmeans 7 NA 0.45265450834144 0.125788289125084
Zhengmix4eq expr 60 pca_log 30 kmeans 8 NA 0.449171918961907 0.104345102962663
Zhengmix4eq expr 60 pca_log 30 kmeans 9 NA 0.46159791834073 0.100529053219167
Zhengmix4eq expr 60 pca_log 30 kmeans 10 NA 0.447439130420618 0.100538494180208
Zhengmix4eq expr 60 pca_log 30 seurat 3 0.05 0.410227251953904 0.0925331783587475
Zhengmix4eq expr 60 pca_log 30 seurat 3 0.1 0.410227251953904 0.0925331783587475
Zhengmix4eq expr 60 pca_log 30 seurat 5 0.2 0.45276802569754 -0.00370568513032568
Zhengmix4eq expr 60 pca_log 30 seurat 9 0.5 0.627446274315199 -0.0217434460667848
Zhengmix4eq expr 60 pca_log 30 seurat 10 0.8 0.606842279496642 -0.00526483326334101
Zhengmix4eq expr 60 pca_log 30 seurat 11 1 0.606705627898029 -0.00128445470805786
Zhengmix4eq expr 60 pca_log 30 seurat 12 1.2 0.597190743352129 0.00402075494639573
Zhengmix4eq expr 60 pca_log 30 seurat 13 1.5 0.589999826714123 0.00511602541888567
Zhengmix4eq expr 60 pca_log 30 seurat 17 2 0.488627930640054 -0.0313378028458522
Zhengmix4eq expr 60 pca_rd 10 kmeans 2 NA 0.306710887835886 0.288125235103331
Zhengmix4eq expr 60 pca_rd 10 kmeans 3 NA 0.63681511019711 0.293360421207691
Zhengmix4eq expr 60 pca_rd 10 kmeans 4 NA 0.881970629168985 0.234936490781531
Zhengmix4eq expr 60 pca_rd 10 kmeans 5 NA 0.846643768144533 0.241508778493195
Zhengmix4eq expr 60 pca_rd 10 kmeans 6 NA 0.793097610349703 0.221184961751999
Zhengmix4eq expr 60 pca_rd 10 kmeans 7 NA 0.789590668171739 0.222089493062602
Zhengmix4eq expr 60 pca_rd 10 kmeans 8 NA 0.68651128206599 0.19481249273942
Zhengmix4eq expr 60 pca_rd 10 kmeans 9 NA 0.609785818210773 0.169974658269553
Zhengmix4eq expr 60 pca_rd 10 kmeans 10 NA 0.51289588889248 0.119473539636165
Zhengmix4eq expr 60 pca_rd 10 mclust 2 NA 0.477629371312761 0.229036105452365
Zhengmix4eq expr 60 pca_rd 10 mclust 3 NA 0.662231490891181 0.290435818602383
Zhengmix4eq expr 60 pca_rd 10 mclust 4 NA 0.897596289846521 0.232998126225084
Zhengmix4eq expr 60 pca_rd 10 mclust 5 NA 0.905079735515972 0.242008512619876
Zhengmix4eq expr 60 pca_rd 10 mclust 6 NA 0.85858079506309 0.224267258047763
Zhengmix4eq expr 60 pca_rd 10 mclust 7 NA 0.791542621567099 0.206387231246327
Zhengmix4eq expr 60 pca_rd 10 mclust 8 NA 0.756935193113835 0.202959893286597
Zhengmix4eq expr 60 pca_rd 10 mclust 9 NA 0.710459990012795 0.166056158699133
Zhengmix4eq expr 60 pca_rd 10 mclust 10 NA 0.619220804552453 0.140579612868927
Zhengmix4eq expr 60 pca_rd 10 seurat 3 0.05 0.656540203479041 0.291555513046925
Zhengmix4eq expr 60 pca_rd 10 seurat 3 0.1 0.656540203479041 0.291555513046925
Zhengmix4eq expr 60 pca_rd 10 seurat 4 0.2 0.889789595705029 0.233313763809868
Zhengmix4eq expr 60 pca_rd 10 seurat 5 0.5 0.901168048059907 0.242230845418849
Zhengmix4eq expr 60 pca_rd 10 seurat 5 0.8 0.855441058738978 0.240650255436002
Zhengmix4eq expr 60 pca_rd 10 seurat 5 1 0.855196184669279 0.240578536648421
Zhengmix4eq expr 60 pca_rd 10 seurat 7 1.2 0.800649618082823 0.220932016791671
Zhengmix4eq expr 60 pca_rd 10 seurat 8 1.5 0.716012402810794 0.181541617946373
Zhengmix4eq expr 60 pca_rd 10 seurat 11 2 0.509559546081064 0.109713526031301
Zhengmix4eq expr 60 pca_rd 30 kmeans 2 NA 0.306759081851442 0.182434784538608
Zhengmix4eq expr 60 pca_rd 30 kmeans 3 NA 0.637916580837685 0.164380149287402
Zhengmix4eq expr 60 pca_rd 30 kmeans 4 NA 0.882602707210916 0.113135998017861
Zhengmix4eq expr 60 pca_rd 30 kmeans 5 NA 0.848074642952656 0.11560361100574
Zhengmix4eq expr 60 pca_rd 30 kmeans 6 NA 0.833037250849945 0.109001149231368
Zhengmix4eq expr 60 pca_rd 30 kmeans 7 NA 0.792327255720987 0.102676528272349
Zhengmix4eq expr 60 pca_rd 30 kmeans 8 NA 0.690980893598864 0.0891527609892234
Zhengmix4eq expr 60 pca_rd 30 kmeans 9 NA 0.603014985626825 0.0662368203746093
Zhengmix4eq expr 60 pca_rd 30 kmeans 10 NA 0.517271751295827 0.0509003378607889
Zhengmix4eq expr 60 pca_rd 30 seurat 3 0.05 0.647718474976794 0.163793672284895
Zhengmix4eq expr 60 pca_rd 30 seurat 3 0.1 0.647718474976794 0.163793672284895
Zhengmix4eq expr 60 pca_rd 30 seurat 3 0.2 0.647718474976794 0.163793672284895
Zhengmix4eq expr 60 pca_rd 30 seurat 5 0.5 0.9000956962587 0.117616054854564
Zhengmix4eq expr 60 pca_rd 30 seurat 5 0.8 0.898502978001383 0.117712154527172
Zhengmix4eq expr 60 pca_rd 30 seurat 5 1 0.899132865857883 0.117726367466038
Zhengmix4eq expr 60 pca_rd 30 seurat 5 1.2 0.853815898806628 0.114765490309085
Zhengmix4eq expr 60 pca_rd 30 seurat 7 1.5 0.798829813658452 0.102116837451685
Zhengmix4eq expr 60 pca_rd 30 seurat 7 2 0.797035276036722 0.101755529860175
Zhengmix4eq expr 60 pca_rp 10 kmeans 2 NA 0.307579816866992 0.277302086826417
Zhengmix4eq expr 60 pca_rp 10 kmeans 3 NA 0.641176856682893 0.290531639839146
Zhengmix4eq expr 60 pca_rp 10 kmeans 4 NA 0.866579242249326 0.235825839768777
Zhengmix4eq expr 60 pca_rp 10 kmeans 5 NA 0.839986622739569 0.245749447016534
Zhengmix4eq expr 60 pca_rp 10 kmeans 6 NA 0.783275717481419 0.221169722466641
Zhengmix4eq expr 60 pca_rp 10 kmeans 7 NA 0.779268981595285 0.222895076337512
Zhengmix4eq expr 60 pca_rp 10 kmeans 8 NA 0.692942065702925 0.188464922535944
Zhengmix4eq expr 60 pca_rp 10 kmeans 9 NA 0.607953674116216 0.173551764435766
Zhengmix4eq expr 60 pca_rp 10 kmeans 10 NA 0.510471702403661 0.121880292032136
Zhengmix4eq expr 60 pca_rp 10 mclust 2 NA 0.306786123432062 0.276877367482596
Zhengmix4eq expr 60 pca_rp 10 mclust 3 NA 0.6585450644163 0.287943111482828
Zhengmix4eq expr 60 pca_rp 10 mclust 4 NA 0.891257853922399 0.233834680558471
Zhengmix4eq expr 60 pca_rp 10 mclust 5 NA 0.898368859588964 0.245238440002756
Zhengmix4eq expr 60 pca_rp 10 mclust 6 NA 0.862131898033221 0.235255052175569
Zhengmix4eq expr 60 pca_rp 10 mclust 7 NA 0.776834672788194 0.181424215313741
Zhengmix4eq expr 60 pca_rp 10 mclust 8 NA 0.758463799835082 0.202283259129461
Zhengmix4eq expr 60 pca_rp 10 mclust 9 NA 0.692824819871486 0.0978627192499508
Zhengmix4eq expr 60 pca_rp 10 mclust 10 NA 0.636065119159295 0.0999217028248481
Zhengmix4eq expr 60 pca_rp 10 seurat 3 0.05 0.657422572269329 0.288788534398674
Zhengmix4eq expr 60 pca_rp 10 seurat 3 0.1 0.657422572269329 0.288788534398674
Zhengmix4eq expr 60 pca_rp 10 seurat 4 0.2 0.891702418496984 0.234486092177784
Zhengmix4eq expr 60 pca_rp 10 seurat 5 0.5 0.902720026022477 0.244837247309335
Zhengmix4eq expr 60 pca_rp 10 seurat 5 0.8 0.854541480972374 0.243934821097521
Zhengmix4eq expr 60 pca_rp 10 seurat 5 1 0.854541480972374 0.243934821097521
Zhengmix4eq expr 60 pca_rp 10 seurat 6 1.2 0.79596553529022 0.218712230879021
Zhengmix4eq expr 60 pca_rp 10 seurat 8 1.5 0.711192834520125 0.185908150905577
Zhengmix4eq expr 60 pca_rp 10 seurat 11 2 0.504384016170557 0.113651577592859
Zhengmix4eq expr 60 pca_rp 30 kmeans 2 NA 0.30687818328501 0.170758245778516
Zhengmix4eq expr 60 pca_rp 30 kmeans 3 NA 0.64044343549351 0.161605805855111
Zhengmix4eq expr 60 pca_rp 30 kmeans 4 NA 0.866589810224939 0.115993353814021
Zhengmix4eq expr 60 pca_rp 30 kmeans 5 NA 0.839645483783779 0.119999930421566
Zhengmix4eq expr 60 pca_rp 30 kmeans 6 NA 0.822201686169611 0.110739730207555
Zhengmix4eq expr 60 pca_rp 30 kmeans 7 NA 0.782477295756347 0.104250237123895
Zhengmix4eq expr 60 pca_rp 30 kmeans 8 NA 0.696076753092224 0.0834793029257091
Zhengmix4eq expr 60 pca_rp 30 kmeans 9 NA 0.608947911422874 0.0572287695672497
Zhengmix4eq expr 60 pca_rp 30 kmeans 10 NA 0.512530579664812 0.0520433473431772
Zhengmix4eq expr 60 pca_rp 30 seurat 3 0.05 0.646145793353939 0.160838334171244
Zhengmix4eq expr 60 pca_rp 30 seurat 3 0.1 0.646145793353939 0.160838334171244
Zhengmix4eq expr 60 pca_rp 30 seurat 3 0.2 0.646913779168955 0.16077023759924
Zhengmix4eq expr 60 pca_rp 30 seurat 5 0.5 0.889257691333958 0.121927370360779
Zhengmix4eq expr 60 pca_rp 30 seurat 5 0.8 0.890160434126418 0.121971574793742
Zhengmix4eq expr 60 pca_rp 30 seurat 5 1 0.889503389393862 0.122064793909779
Zhengmix4eq expr 60 pca_rp 30 seurat 5 1.2 0.845072170996934 0.118604467859599
Zhengmix4eq expr 60 pca_rp 30 seurat 6 1.5 0.843985589512096 0.113134956452661
Zhengmix4eq expr 60 pca_rp 30 seurat 8 2 0.705237406764461 0.081603171978375
Zhengmix4eq expr 60 zinbwave 10 kmeans 2 NA 0.289907647392773 0.181506554897391
Zhengmix4eq expr 60 zinbwave 10 kmeans 3 NA 0.434250357800168 0.103469521881044
Zhengmix4eq expr 60 zinbwave 10 kmeans 4 NA 0.771934798318572 0.10032576239874
Zhengmix4eq expr 60 zinbwave 10 kmeans 5 NA 0.619666663362709 0.0947103468574424
Zhengmix4eq expr 60 zinbwave 10 kmeans 6 NA 0.540470105475205 0.102860647348675
Zhengmix4eq expr 60 zinbwave 10 kmeans 7 NA 0.515975970720315 0.10899624443224
Zhengmix4eq expr 60 zinbwave 10 kmeans 8 NA 0.491448569121578 0.111203540478405
Zhengmix4eq expr 60 zinbwave 10 kmeans 9 NA 0.483901903985715 0.111819578022705
Zhengmix4eq expr 60 zinbwave 10 kmeans 10 NA 0.416309480083393 0.0959530731980129
Zhengmix4eq expr 60 zinbwave 10 mclust 2 NA 0.461572082105265 0.0965291276479748
Zhengmix4eq expr 60 zinbwave 10 mclust 3 NA 0.656577100045801 0.114528700099418
Zhengmix4eq expr 60 zinbwave 10 mclust 4 NA 0.905663348424859 0.0880505972785484
Zhengmix4eq expr 60 zinbwave 10 mclust 5 NA 0.855888108899775 0.0903713341940703
Zhengmix4eq expr 60 zinbwave 10 mclust 6 NA 0.743010334203199 0.0439057036889199
Zhengmix4eq expr 60 zinbwave 10 mclust 7 NA 0.735965632826417 0.0366868641285324
Zhengmix4eq expr 60 zinbwave 10 mclust 8 NA 0.661447590296415 0.0597086040086416
Zhengmix4eq expr 60 zinbwave 10 mclust 9 NA 0.58965082498018 0.0620107604497628
Zhengmix4eq expr 60 zinbwave 10 mclust 10 NA 0.556993895635494 0.0476950433122743
Zhengmix4eq expr 60 zinbwave 10 seurat 2 0.05 0.314905981006398 0.176187519997147
Zhengmix4eq expr 60 zinbwave 10 seurat 3 0.1 0.658196438819742 0.110647974536414
Zhengmix4eq expr 60 zinbwave 10 seurat 4 0.2 0.888104851842838 0.090953397574848
Zhengmix4eq expr 60 zinbwave 10 seurat 5 0.5 0.872272512190423 0.0731088526645276
Zhengmix4eq expr 60 zinbwave 10 seurat 5 0.8 0.866527077479272 0.0913990981601086
Zhengmix4eq expr 60 zinbwave 10 seurat 7 1 0.711803366394845 0.0791955874725397
Zhengmix4eq expr 60 zinbwave 10 seurat 8 1.2 0.629299002299725 0.0521180761494071
Zhengmix4eq expr 60 zinbwave 10 seurat 9 1.5 0.531563892576328 0.0751291978539225
Zhengmix4eq expr 60 zinbwave 10 seurat 11 2 0.478253086457524 0.055914990041391
Zhengmix4eq expr 60 zinbwave 30 kmeans 2 NA 0.0613044740334685 0.062958877372153
Zhengmix4eq expr 60 zinbwave 30 kmeans 3 NA 0.108825740711399 0.0221437168749335
Zhengmix4eq expr 60 zinbwave 30 kmeans 4 NA 0.13443683555661 0.00037177749863072
Zhengmix4eq expr 60 zinbwave 30 kmeans 5 NA 0.139435015251116 -0.00172339726597361
Zhengmix4eq expr 60 zinbwave 30 kmeans 6 NA 0.111928938014072 -0.00372342282999951
Zhengmix4eq expr 60 zinbwave 30 kmeans 7 NA 0.110853335229895 -0.00859901671283566
Zhengmix4eq expr 60 zinbwave 30 kmeans 8 NA 0.104527230346216 -0.013318294484754
Zhengmix4eq expr 60 zinbwave 30 kmeans 9 NA 0.11325554909379 -0.0177551581618601
Zhengmix4eq expr 60 zinbwave 30 kmeans 10 NA 0.11832263251496 -0.0155423964541433
Zhengmix4eq expr 60 zinbwave 30 seurat 1 0.05 0 0
Zhengmix4eq expr 60 zinbwave 30 seurat 1 0.1 0 0
Zhengmix4eq expr 60 zinbwave 30 seurat 1 0.2 0 0
Zhengmix4eq expr 60 zinbwave 30 seurat 4 0.5 0.203832223375881 -0.0191243269674963
Zhengmix4eq expr 60 zinbwave 30 seurat 6 0.8 0.294987903264944 -0.0674541399429576
Zhengmix4eq expr 60 zinbwave 30 seurat 7 1 0.237279771666238 -0.0687830115993251
Zhengmix4eq expr 60 zinbwave 30 seurat 8 1.2 0.236803127231857 -0.0785603624304458
Zhengmix4eq expr 60 zinbwave 30 seurat 11 1.5 0.21309604557479 -0.0907242963795132
Zhengmix4eq expr 60 zinbwave 30 seurat 19 2 0.213489134268399 -0.110553893296571
Zhengmix4eq expr 300 glmpca 10 kmeans 2 NA 0.324037751897631 0.52653159270232
Zhengmix4eq expr 300 glmpca 10 kmeans 3 NA 0.699191135218016 0.571296512478971
Zhengmix4eq expr 300 glmpca 10 kmeans 4 NA 0.91357147807286 0.565960042171202
Zhengmix4eq expr 300 glmpca 10 kmeans 5 NA 0.887034388227612 0.514848003998386
Zhengmix4eq expr 300 glmpca 10 kmeans 6 NA 0.862515162780772 0.462141659637104
Zhengmix4eq expr 300 glmpca 10 kmeans 7 NA 0.772192998291997 0.373546140161049
Zhengmix4eq expr 300 glmpca 10 kmeans 8 NA 0.738081401697054 0.332454842255485
Zhengmix4eq expr 300 glmpca 10 kmeans 9 NA 0.655798248368432 0.265996448588063
Zhengmix4eq expr 300 glmpca 10 kmeans 10 NA 0.550182161759644 0.205134431351189
Zhengmix4eq expr 300 glmpca 10 mclust 2 NA 0.32185057472203 0.526621309035153
Zhengmix4eq expr 300 glmpca 10 mclust 3 NA 0.702449666508926 0.571319174171504
Zhengmix4eq expr 300 glmpca 10 mclust 4 NA 0.953556109172619 0.545986803812562
Zhengmix4eq expr 300 glmpca 10 mclust 5 NA 0.960119647203937 0.530386888806289
Zhengmix4eq expr 300 glmpca 10 mclust 6 NA 0.903407143666315 0.433066316275755
Zhengmix4eq expr 300 glmpca 10 mclust 7 NA 0.837177913630938 0.368929784309971
Zhengmix4eq expr 300 glmpca 10 mclust 8 NA 0.764105818779099 0.271479823285286
Zhengmix4eq expr 300 glmpca 10 mclust 9 NA 0.745816418724758 0.271519127008387
Zhengmix4eq expr 300 glmpca 10 mclust 10 NA 0.634209535628539 0.127843608899857
Zhengmix4eq expr 300 glmpca 10 seurat 4 0.05 0.977454365653366 0.558556904427015
Zhengmix4eq expr 300 glmpca 10 seurat 4 0.1 0.977454365653366 0.558556904427015
Zhengmix4eq expr 300 glmpca 10 seurat 5 0.2 0.959436691352638 0.516235089908649
Zhengmix4eq expr 300 glmpca 10 seurat 6 0.5 0.902264222195187 0.479130806425763
Zhengmix4eq expr 300 glmpca 10 seurat 7 0.8 0.858948901019682 0.40231712185191
Zhengmix4eq expr 300 glmpca 10 seurat 9 1 0.701824308540263 0.252336395268125
Zhengmix4eq expr 300 glmpca 10 seurat 10 1.2 0.587661052025795 0.199061838500347
Zhengmix4eq expr 300 glmpca 10 seurat 11 1.5 0.52477528214415 0.192398733999904
Zhengmix4eq expr 300 glmpca 10 seurat 12 2 0.479464457728324 0.170833116693416
Zhengmix4eq expr 300 glmpca 30 kmeans 2 NA 0.325500487448545 0.463721962761946
Zhengmix4eq expr 300 glmpca 30 kmeans 3 NA 0.705830537663789 0.476894086786103
Zhengmix4eq expr 300 glmpca 30 kmeans 4 NA 0.891241001970215 0.387776104371005
Zhengmix4eq expr 300 glmpca 30 kmeans 5 NA 0.88401546299414 0.351431127022078
Zhengmix4eq expr 300 glmpca 30 kmeans 6 NA 0.853863818281441 0.277513447863371
Zhengmix4eq expr 300 glmpca 30 kmeans 7 NA 0.770042400299804 0.189222644397656
Zhengmix4eq expr 300 glmpca 30 kmeans 8 NA 0.66132432043559 0.150415245834661
Zhengmix4eq expr 300 glmpca 30 kmeans 9 NA 0.574613432340823 0.11367163793019
Zhengmix4eq expr 300 glmpca 30 kmeans 10 NA 0.55303282015919 0.103799637068958
Zhengmix4eq expr 300 glmpca 30 seurat 4 0.05 0.960876964279122 0.381926008807945
Zhengmix4eq expr 300 glmpca 30 seurat 4 0.1 0.960876964279122 0.381926008807945
Zhengmix4eq expr 300 glmpca 30 seurat 4 0.2 0.960876964279122 0.381926008807945
Zhengmix4eq expr 300 glmpca 30 seurat 5 0.5 0.944121690946672 0.317799912908943
Zhengmix4eq expr 300 glmpca 30 seurat 7 0.8 0.856482125466507 0.217383976018494
Zhengmix4eq expr 300 glmpca 30 seurat 7 1 0.849353799619354 0.215904527075532
Zhengmix4eq expr 300 glmpca 30 seurat 7 1.2 0.84752614274631 0.215665454016644
Zhengmix4eq expr 300 glmpca 30 seurat 8 1.5 0.761655842229916 0.152573653539806
Zhengmix4eq expr 300 glmpca 30 seurat 9 2 0.650589437050105 0.106465241238715
Zhengmix4eq expr 300 pca_log 10 kmeans 2 NA 0.293615259793289 0.468808916478182
Zhengmix4eq expr 300 pca_log 10 kmeans 3 NA 0.681293301502575 0.388039469225326
Zhengmix4eq expr 300 pca_log 10 kmeans 4 NA 0.829946002197399 0.353623489777394
Zhengmix4eq expr 300 pca_log 10 kmeans 5 NA 0.854413270856165 0.320345730298621
Zhengmix4eq expr 300 pca_log 10 kmeans 6 NA 0.786620826912609 0.305950529555088
Zhengmix4eq expr 300 pca_log 10 kmeans 7 NA 0.698023963195498 0.292967612878066
Zhengmix4eq expr 300 pca_log 10 kmeans 8 NA 0.659000596938614 0.267447711719941
Zhengmix4eq expr 300 pca_log 10 kmeans 9 NA 0.602097593044688 0.255230727818467
Zhengmix4eq expr 300 pca_log 10 kmeans 10 NA 0.551057854816047 0.223361728744511
Zhengmix4eq expr 300 pca_log 10 mclust 2 NA 0.491853641895665 0.296110761705985
Zhengmix4eq expr 300 pca_log 10 mclust 3 NA 0.642630828941284 0.347050868688745
Zhengmix4eq expr 300 pca_log 10 mclust 4 NA 0.959938018060608 0.340403679200725
Zhengmix4eq expr 300 pca_log 10 mclust 5 NA 0.90502373980523 0.306187382278172
Zhengmix4eq expr 300 pca_log 10 mclust 6 NA 0.827526173057395 0.251379081131059
Zhengmix4eq expr 300 pca_log 10 mclust 7 NA 0.806012613688134 0.263597637151241
Zhengmix4eq expr 300 pca_log 10 mclust 8 NA 0.728583636000157 0.239122396502891
Zhengmix4eq expr 300 pca_log 10 mclust 9 NA 0.682064308405287 0.203570323599048
Zhengmix4eq expr 300 pca_log 10 mclust 10 NA 0.588252043706918 0.167284212327559
Zhengmix4eq expr 300 pca_log 10 seurat 4 0.05 0.980142704420798 0.344332668567663
Zhengmix4eq expr 300 pca_log 10 seurat 4 0.1 0.980142704420798 0.344332668567663
Zhengmix4eq expr 300 pca_log 10 seurat 5 0.2 0.96116915178926 0.340329524460206
Zhengmix4eq expr 300 pca_log 10 seurat 6 0.5 0.8955450051946 0.324830842751303
Zhengmix4eq expr 300 pca_log 10 seurat 9 0.8 0.735799258992734 0.232961265066561
Zhengmix4eq expr 300 pca_log 10 seurat 10 1 0.665315733447859 0.237326990877346
Zhengmix4eq expr 300 pca_log 10 seurat 11 1.2 0.589059711887511 0.212369555495327
Zhengmix4eq expr 300 pca_log 10 seurat 12 1.5 0.561049891067971 0.189092154637689
Zhengmix4eq expr 300 pca_log 10 seurat 15 2 0.421385534455766 0.138779241463001
Zhengmix4eq expr 300 pca_log 30 kmeans 2 NA 0.293615259793289 0.374902239759716
Zhengmix4eq expr 300 pca_log 30 kmeans 3 NA 0.681293301502575 0.249009042182487
Zhengmix4eq expr 300 pca_log 30 kmeans 4 NA 0.827027774466437 0.212810566041569
Zhengmix4eq expr 300 pca_log 30 kmeans 5 NA 0.859542010897643 0.179943266487514
Zhengmix4eq expr 300 pca_log 30 kmeans 6 NA 0.789703177220561 0.170253593961746
Zhengmix4eq expr 300 pca_log 30 kmeans 7 NA 0.705731604789075 0.161066910457712
Zhengmix4eq expr 300 pca_log 30 kmeans 8 NA 0.655940437754071 0.13770008995332
Zhengmix4eq expr 300 pca_log 30 kmeans 9 NA 0.60446706792125 0.122788920006773
Zhengmix4eq expr 300 pca_log 30 kmeans 10 NA 0.583750076028952 0.120192877024799
Zhengmix4eq expr 300 pca_log 30 seurat 3 0.05 0.705431079655235 0.247038400657226
Zhengmix4eq expr 300 pca_log 30 seurat 4 0.1 0.964681096645919 0.202914998430792
Zhengmix4eq expr 300 pca_log 30 seurat 5 0.2 0.944963153769526 0.19418424437449
Zhengmix4eq expr 300 pca_log 30 seurat 6 0.5 0.878783455674038 0.175001072566795
Zhengmix4eq expr 300 pca_log 30 seurat 6 0.8 0.876652689252134 0.174763924609578
Zhengmix4eq expr 300 pca_log 30 seurat 8 1 0.774206168672582 0.0858524128147263
Zhengmix4eq expr 300 pca_log 30 seurat 8 1.2 0.763460730954348 0.085692806977012
Zhengmix4eq expr 300 pca_log 30 seurat 10 1.5 0.63894520362736 0.0936873080510228
Zhengmix4eq expr 300 pca_log 30 seurat 11 2 0.577182992274207 0.075290170331651
Zhengmix4eq expr 300 pca_rd 10 kmeans 2 NA 0.32507709022671 0.440562678377249
Zhengmix4eq expr 300 pca_rd 10 kmeans 3 NA 0.680185181287132 0.373579235099653
Zhengmix4eq expr 300 pca_rd 10 kmeans 4 NA 0.960823427615554 0.425200061112648
Zhengmix4eq expr 300 pca_rd 10 kmeans 5 NA 0.942578869648514 0.443903660643294
Zhengmix4eq expr 300 pca_rd 10 kmeans 6 NA 0.899759739252826 0.4384323111484
Zhengmix4eq expr 300 pca_rd 10 kmeans 7 NA 0.886679609517524 0.426882203661368
Zhengmix4eq expr 300 pca_rd 10 kmeans 8 NA 0.848838492102406 0.409865714826009
Zhengmix4eq expr 300 pca_rd 10 kmeans 9 NA 0.797917499243529 0.337555323251758
Zhengmix4eq expr 300 pca_rd 10 kmeans 10 NA 0.755684281983697 0.306186998469846
Zhengmix4eq expr 300 pca_rd 10 mclust 2 NA 0.495328950779136 0.277891430703817
Zhengmix4eq expr 300 pca_rd 10 mclust 3 NA 0.69743186669281 0.369357201070069
Zhengmix4eq expr 300 pca_rd 10 mclust 4 NA 0.680215435127271 0.386715534075514
Zhengmix4eq expr 300 pca_rd 10 mclust 5 NA 0.934362137300622 0.435729029729555
Zhengmix4eq expr 300 pca_rd 10 mclust 6 NA 0.861225216402033 0.405764218523416
Zhengmix4eq expr 300 pca_rd 10 mclust 7 NA 0.821658709459163 0.375164028658417
Zhengmix4eq expr 300 pca_rd 10 mclust 8 NA 0.785977961005282 0.309646242176577
Zhengmix4eq expr 300 pca_rd 10 mclust 9 NA 0.699953027413489 0.193688988302616
Zhengmix4eq expr 300 pca_rd 10 mclust 10 NA 0.707507884035087 0.243309569692453
Zhengmix4eq expr 300 pca_rd 10 seurat 4 0.05 0.983394438485436 0.424695018510017
Zhengmix4eq expr 300 pca_rd 10 seurat 4 0.1 0.983394438485436 0.424695018510017
Zhengmix4eq expr 300 pca_rd 10 seurat 5 0.2 0.9669290243798 0.443049539865482
Zhengmix4eq expr 300 pca_rd 10 seurat 6 0.5 0.904109076311913 0.43594212118932
Zhengmix4eq expr 300 pca_rd 10 seurat 7 0.8 0.880661129233043 0.430183623742102
Zhengmix4eq expr 300 pca_rd 10 seurat 8 1 0.837201392712481 0.361010957401676
Zhengmix4eq expr 300 pca_rd 10 seurat 9 1.2 0.781199616365839 0.320388544826827
Zhengmix4eq expr 300 pca_rd 10 seurat 10 1.5 0.667952633419764 0.231845042167592
Zhengmix4eq expr 300 pca_rd 10 seurat 12 2 0.52663366158958 0.155605504586952
Zhengmix4eq expr 300 pca_rd 30 kmeans 2 NA 0.32507709022671 0.336875660404221
Zhengmix4eq expr 300 pca_rd 30 kmeans 3 NA 0.680968482008626 0.257809802276184
Zhengmix4eq expr 300 pca_rd 30 kmeans 4 NA 0.960823427615554 0.269953672206279
Zhengmix4eq expr 300 pca_rd 30 kmeans 5 NA 0.942578869648514 0.284435453017149
Zhengmix4eq expr 300 pca_rd 30 kmeans 6 NA 0.899570414701902 0.277242858073499
Zhengmix4eq expr 300 pca_rd 30 kmeans 7 NA 0.890361203270493 0.271848917214213
Zhengmix4eq expr 300 pca_rd 30 kmeans 8 NA 0.857352206827852 0.262767821413971
Zhengmix4eq expr 300 pca_rd 30 kmeans 9 NA 0.803700650788635 0.200490699697489
Zhengmix4eq expr 300 pca_rd 30 kmeans 10 NA 0.757493164791935 0.175659655503352
Zhengmix4eq expr 300 pca_rd 30 seurat 4 0.05 0.980731702851341 0.26965609942782
Zhengmix4eq expr 300 pca_rd 30 seurat 4 0.1 0.980731702851341 0.26965609942782
Zhengmix4eq expr 300 pca_rd 30 seurat 5 0.2 0.964262791026696 0.283931837573599
Zhengmix4eq expr 300 pca_rd 30 seurat 6 0.5 0.944793613893969 0.278387617505722
Zhengmix4eq expr 300 pca_rd 30 seurat 7 0.8 0.877183110720552 0.27134289960556
Zhengmix4eq expr 300 pca_rd 30 seurat 7 1 0.874241406783256 0.271036272394321
Zhengmix4eq expr 300 pca_rd 30 seurat 7 1.2 0.872910962287561 0.270406584569079
Zhengmix4eq expr 300 pca_rd 30 seurat 7 1.5 0.831771813297806 0.245582766447088
Zhengmix4eq expr 300 pca_rd 30 seurat 8 2 0.813773417501153 0.203064794997135
Zhengmix4eq expr 300 pca_rp 10 kmeans 2 NA 0.323955047776096 0.439412792239856
Zhengmix4eq expr 300 pca_rp 10 kmeans 3 NA 0.674304978764865 0.374940435774711
Zhengmix4eq expr 300 pca_rp 10 kmeans 4 NA 0.958925222406162 0.406277146571965
Zhengmix4eq expr 300 pca_rp 10 kmeans 5 NA 0.941291035693365 0.427996815157363
Zhengmix4eq expr 300 pca_rp 10 kmeans 6 NA 0.901277464324395 0.433262403923668
Zhengmix4eq expr 300 pca_rp 10 kmeans 7 NA 0.894172020484934 0.431009653310469
Zhengmix4eq expr 300 pca_rp 10 kmeans 8 NA 0.842008285224225 0.361690474553839
Zhengmix4eq expr 300 pca_rp 10 kmeans 9 NA 0.808301534515458 0.348054355384773
Zhengmix4eq expr 300 pca_rp 10 kmeans 10 NA 0.760185048320998 0.309356501287004
Zhengmix4eq expr 300 pca_rp 10 mclust 2 NA 0.490880409665995 0.261268191400845
Zhengmix4eq expr 300 pca_rp 10 mclust 3 NA 0.70171823996403 0.336333407297655
Zhengmix4eq expr 300 pca_rp 10 mclust 4 NA 0.674849763905969 0.360958748617237
Zhengmix4eq expr 300 pca_rp 10 mclust 5 NA 0.938472628684073 0.42316255243985
Zhengmix4eq expr 300 pca_rp 10 mclust 6 NA 0.869045633886639 0.407324463109018
Zhengmix4eq expr 300 pca_rp 10 mclust 7 NA 0.845776116165497 0.332486988752786
Zhengmix4eq expr 300 pca_rp 10 mclust 8 NA 0.774122079072569 0.298620605733287
Zhengmix4eq expr 300 pca_rp 10 mclust 9 NA 0.667579663464538 0.204123499525718
Zhengmix4eq expr 300 pca_rp 10 mclust 10 NA 0.650471830745778 0.199874503693276
Zhengmix4eq expr 300 pca_rp 10 seurat 4 0.05 0.981393723905046 0.406583305723474
Zhengmix4eq expr 300 pca_rp 10 seurat 4 0.1 0.981393723905046 0.406583305723474
Zhengmix4eq expr 300 pca_rp 10 seurat 5 0.2 0.964930140433336 0.428055841916794
Zhengmix4eq expr 300 pca_rp 10 seurat 6 0.5 0.901544856136784 0.430666382088149
Zhengmix4eq expr 300 pca_rp 10 seurat 7 0.8 0.882025735804958 0.426255963721302
Zhengmix4eq expr 300 pca_rp 10 seurat 8 1 0.843626470467497 0.366440612792467
Zhengmix4eq expr 300 pca_rp 10 seurat 9 1.2 0.745932007017322 0.275339750310996
Zhengmix4eq expr 300 pca_rp 10 seurat 10 1.5 0.655150013721684 0.222427649656675
Zhengmix4eq expr 300 pca_rp 10 seurat 12 2 0.486723005238329 0.148816870333632
Zhengmix4eq expr 300 pca_rp 30 kmeans 2 NA 0.323955047776096 0.336861069097196
Zhengmix4eq expr 300 pca_rp 30 kmeans 3 NA 0.676181083511793 0.252702500182016
Zhengmix4eq expr 300 pca_rp 30 kmeans 4 NA 0.958278316832357 0.243881017603362
Zhengmix4eq expr 300 pca_rp 30 kmeans 5 NA 0.940638590582051 0.26063906988315
Zhengmix4eq expr 300 pca_rp 30 kmeans 6 NA 0.90189828324914 0.263092279948993
Zhengmix4eq expr 300 pca_rp 30 kmeans 7 NA 0.895350665820615 0.261928169218818
Zhengmix4eq expr 300 pca_rp 30 kmeans 8 NA 0.837346392955016 0.205925585493246
Zhengmix4eq expr 300 pca_rp 30 kmeans 9 NA 0.807732313946965 0.198297684502004
Zhengmix4eq expr 300 pca_rp 30 kmeans 10 NA 0.752386948617789 0.170606833168012
Zhengmix4eq expr 300 pca_rp 30 seurat 4 0.05 0.979422703426007 0.244348389680768
Zhengmix4eq expr 300 pca_rp 30 seurat 4 0.1 0.979422703426007 0.244348389680768
Zhengmix4eq expr 300 pca_rp 30 seurat 5 0.2 0.962942962995873 0.26096091607794
Zhengmix4eq expr 300 pca_rp 30 seurat 5 0.5 0.962942962995873 0.26096091607794
Zhengmix4eq expr 300 pca_rp 30 seurat 7 0.8 0.875569322555758 0.256539983932475
Zhengmix4eq expr 300 pca_rp 30 seurat 7 1 0.875503266836982 0.256232728180273
Zhengmix4eq expr 300 pca_rp 30 seurat 7 1.2 0.843813758223261 0.241551755621704
Zhengmix4eq expr 300 pca_rp 30 seurat 8 1.5 0.833318231773957 0.207694170309845
Zhengmix4eq expr 300 pca_rp 30 seurat 9 2 0.790292882294624 0.188980916567239
Zhengmix4eq expr 300 zinbwave 10 kmeans 2 NA 0.324768657839654 0.242703362462935
Zhengmix4eq expr 300 zinbwave 10 kmeans 3 NA 0.704367438586855 0.283298175562795
Zhengmix4eq expr 300 zinbwave 10 kmeans 4 NA 0.935342826891206 0.262599001732012
Zhengmix4eq expr 300 zinbwave 10 kmeans 5 NA 0.847500804532168 0.247312805061731
Zhengmix4eq expr 300 zinbwave 10 kmeans 6 NA 0.82658115692179 0.25794095179166
Zhengmix4eq expr 300 zinbwave 10 kmeans 7 NA 0.760704957509309 0.255795820125271
Zhengmix4eq expr 300 zinbwave 10 kmeans 8 NA 0.66852257379327 0.202676574406203
Zhengmix4eq expr 300 zinbwave 10 kmeans 9 NA 0.631496245790412 0.195421986785067
Zhengmix4eq expr 300 zinbwave 10 kmeans 10 NA 0.524435872331557 0.162616259122827
Zhengmix4eq expr 300 zinbwave 10 mclust 2 NA 0.494328081702168 0.202842802851355
Zhengmix4eq expr 300 zinbwave 10 mclust 3 NA 0.705262183655291 0.283103613967937
Zhengmix4eq expr 300 zinbwave 10 mclust 4 NA 0.951025081582317 0.2610820752303
Zhengmix4eq expr 300 zinbwave 10 mclust 5 NA 0.954933694234797 0.26566574607944
Zhengmix4eq expr 300 zinbwave 10 mclust 6 NA 0.865457334421119 0.20815552407058
Zhengmix4eq expr 300 zinbwave 10 mclust 7 NA 0.806354522242962 0.173349240730633
Zhengmix4eq expr 300 zinbwave 10 mclust 8 NA 0.745382210984712 0.121443521171381
Zhengmix4eq expr 300 zinbwave 10 mclust 9 NA 0.718148748154381 0.120877812372935
Zhengmix4eq expr 300 zinbwave 10 mclust 10 NA 0.686230995450488 0.112816360201749
Zhengmix4eq expr 300 zinbwave 10 seurat 3 0.05 0.704127838301844 0.283049059161293
Zhengmix4eq expr 300 zinbwave 10 seurat 4 0.1 0.977476031431557 0.259873207651918
Zhengmix4eq expr 300 zinbwave 10 seurat 5 0.2 0.962723238169673 0.2693288888639
Zhengmix4eq expr 300 zinbwave 10 seurat 6 0.5 0.957758426243742 0.270690465344489
Zhengmix4eq expr 300 zinbwave 10 seurat 7 0.8 0.872022229265367 0.256964475823119
Zhengmix4eq expr 300 zinbwave 10 seurat 8 1 0.780963287631038 0.248332368697918
Zhengmix4eq expr 300 zinbwave 10 seurat 8 1.2 0.779894398473014 0.248152350354865
Zhengmix4eq expr 300 zinbwave 10 seurat 10 1.5 0.635330634352018 0.159028210541679
Zhengmix4eq expr 300 zinbwave 10 seurat 12 2 0.51075913133801 0.135635001288598
Zhengmix4eq expr 300 zinbwave 30 kmeans 2 NA 0.29141202216836 0.114397762011822
Zhengmix4eq expr 300 zinbwave 30 kmeans 3 NA 0.672684488969708 0.0540013570438874
Zhengmix4eq expr 300 zinbwave 30 kmeans 4 NA 0.926593531319509 0.0313842748337172
Zhengmix4eq expr 300 zinbwave 30 kmeans 5 NA 0.871407938175572 0.0372373810270247
Zhengmix4eq expr 300 zinbwave 30 kmeans 6 NA 0.692941816637121 0.0261005152070384
Zhengmix4eq expr 300 zinbwave 30 kmeans 7 NA 0.584260679403661 0.02565060857871
Zhengmix4eq expr 300 zinbwave 30 kmeans 8 NA 0.547083445043301 0.0291313771157218
Zhengmix4eq expr 300 zinbwave 30 kmeans 9 NA 0.458514385548796 0.0270578266153913
Zhengmix4eq expr 300 zinbwave 30 kmeans 10 NA 0.444020985591836 0.0285877594747138
Zhengmix4eq expr 300 zinbwave 30 seurat 3 0.05 0.696919721536527 0.0529610727537364
Zhengmix4eq expr 300 zinbwave 30 seurat 3 0.1 0.697724328311518 0.0529571999527611
Zhengmix4eq expr 300 zinbwave 30 seurat 3 0.2 0.697724328311518 0.0529571999527611
Zhengmix4eq expr 300 zinbwave 30 seurat 4 0.5 0.68579026025981 0.0470425582475452
Zhengmix4eq expr 300 zinbwave 30 seurat 5 0.8 0.873050758348223 0.0290634387650076
Zhengmix4eq expr 300 zinbwave 30 seurat 5 1 0.882691624397038 0.0292604667404906
Zhengmix4eq expr 300 zinbwave 30 seurat 5 1.2 0.892512318980321 0.0293707085417389
Zhengmix4eq expr 300 zinbwave 30 seurat 6 1.5 0.895872971491389 0.0270216544039933
Zhengmix4eq expr 300 zinbwave 30 seurat 8 2 0.697572063006947 0.00747820565860587
Zhengmix4eq expr 1500 glmpca 10 kmeans 2 NA 0.322578710475005 0.517911210339514
Zhengmix4eq expr 1500 glmpca 10 kmeans 3 NA 0.704454822265348 0.588874068225009
Zhengmix4eq expr 1500 glmpca 10 kmeans 4 NA 0.917667152503578 0.559726622540496
Zhengmix4eq expr 1500 glmpca 10 kmeans 5 NA 0.893337394138954 0.526883142230884
Zhengmix4eq expr 1500 glmpca 10 kmeans 6 NA 0.872043655431443 0.498944541400024
Zhengmix4eq expr 1500 glmpca 10 kmeans 7 NA 0.810983636354498 0.408191366292719
Zhengmix4eq expr 1500 glmpca 10 kmeans 8 NA 0.786559667310516 0.380659375800414
Zhengmix4eq expr 1500 glmpca 10 kmeans 9 NA 0.69819657116379 0.286044683414023
Zhengmix4eq expr 1500 glmpca 10 kmeans 10 NA 0.58532540060567 0.214940105727078
Zhengmix4eq expr 1500 glmpca 10 mclust 2 NA 0.495328950779136 0.445823251903547
Zhengmix4eq expr 1500 glmpca 10 mclust 3 NA 0.699989818283401 0.585848604845488
Zhengmix4eq expr 1500 glmpca 10 mclust 4 NA 0.952810838968947 0.546540436146866
Zhengmix4eq expr 1500 glmpca 10 mclust 5 NA 0.956693916512369 0.537753296089744
Zhengmix4eq expr 1500 glmpca 10 mclust 6 NA 0.889557764263097 0.425569186652311
Zhengmix4eq expr 1500 glmpca 10 mclust 7 NA 0.852602534589674 0.469428901448661
Zhengmix4eq expr 1500 glmpca 10 mclust 8 NA 0.795652829509174 0.366295574890644
Zhengmix4eq expr 1500 glmpca 10 mclust 9 NA 0.760397073427157 0.341401084785388
Zhengmix4eq expr 1500 glmpca 10 mclust 10 NA 0.669092487583585 0.216335047489131
Zhengmix4eq expr 1500 glmpca 10 seurat 4 0.05 0.980754047343082 0.553990021139612
Zhengmix4eq expr 1500 glmpca 10 seurat 4 0.1 0.980754047343082 0.553990021139612
Zhengmix4eq expr 1500 glmpca 10 seurat 5 0.2 0.96790409594205 0.52989295775915
Zhengmix4eq expr 1500 glmpca 10 seurat 7 0.5 0.857119818151478 0.421564155325659
Zhengmix4eq expr 1500 glmpca 10 seurat 7 0.8 0.854434687248469 0.418604862166001
Zhengmix4eq expr 1500 glmpca 10 seurat 8 1 0.803725556415453 0.390093717993494
Zhengmix4eq expr 1500 glmpca 10 seurat 9 1.2 0.730891959959683 0.294326393695339
Zhengmix4eq expr 1500 glmpca 10 seurat 11 1.5 0.56000427831994 0.194572069666001
Zhengmix4eq expr 1500 glmpca 10 seurat 14 2 0.418265903512046 0.15235550386246
Zhengmix4eq expr 1500 glmpca 30 kmeans 2 NA 0.322578710475005 0.406728582880609
Zhengmix4eq expr 1500 glmpca 30 kmeans 3 NA 0.705347973010857 0.432514044208368
Zhengmix4eq expr 1500 glmpca 30 kmeans 4 NA 0.947690718414503 0.364958402677465
Zhengmix4eq expr 1500 glmpca 30 kmeans 5 NA 0.924470137149008 0.309759911663267
Zhengmix4eq expr 1500 glmpca 30 kmeans 6 NA 0.878253123293106 0.274964794633613
Zhengmix4eq expr 1500 glmpca 30 kmeans 7 NA 0.80033108103658 0.192695589918313
Zhengmix4eq expr 1500 glmpca 30 kmeans 8 NA 0.717125491655333 0.149802174900629
Zhengmix4eq expr 1500 glmpca 30 kmeans 9 NA 0.6778827054692 0.135099012997397
Zhengmix4eq expr 1500 glmpca 30 kmeans 10 NA 0.645526388755609 0.132728482127228
Zhengmix4eq expr 1500 glmpca 30 seurat 4 0.05 0.971691613693882 0.363433627249244
Zhengmix4eq expr 1500 glmpca 30 seurat 4 0.1 0.971691613693882 0.363433627249244
Zhengmix4eq expr 1500 glmpca 30 seurat 4 0.2 0.971691613693882 0.363433627249244
Zhengmix4eq expr 1500 glmpca 30 seurat 6 0.5 0.932374775540793 0.244712027743892
Zhengmix4eq expr 1500 glmpca 30 seurat 6 0.8 0.929605195377919 0.241202550887575
Zhengmix4eq expr 1500 glmpca 30 seurat 7 1 0.836211721083888 0.208152332842124
Zhengmix4eq expr 1500 glmpca 30 seurat 7 1.2 0.834253096039832 0.207826051887127
Zhengmix4eq expr 1500 glmpca 30 seurat 7 1.5 0.826707212173382 0.206264415143305
Zhengmix4eq expr 1500 glmpca 30 seurat 7 2 0.820771498443636 0.205054563371659
Zhengmix4eq expr 1500 pca_log 10 kmeans 2 NA 0.290170910442806 0.428039326342454
Zhengmix4eq expr 1500 pca_log 10 kmeans 3 NA 0.665474692516081 0.393095805015239
Zhengmix4eq expr 1500 pca_log 10 kmeans 4 NA 0.654397831450032 0.422383916782028
Zhengmix4eq expr 1500 pca_log 10 kmeans 5 NA 0.847450358121232 0.398320213056401
Zhengmix4eq expr 1500 pca_log 10 kmeans 6 NA 0.732118558753705 0.396584040239743
Zhengmix4eq expr 1500 pca_log 10 kmeans 7 NA 0.662541493197378 0.354845199427309
Zhengmix4eq expr 1500 pca_log 10 kmeans 8 NA 0.717583894205493 0.349377353983927
Zhengmix4eq expr 1500 pca_log 10 kmeans 9 NA 0.613873855357751 0.317804559545559
Zhengmix4eq expr 1500 pca_log 10 kmeans 10 NA 0.623958999576228 0.312135593588374
Zhengmix4eq expr 1500 pca_log 10 mclust 2 NA 0.492349372880078 0.298227941464209
Zhengmix4eq expr 1500 pca_log 10 mclust 3 NA 0.702521407693067 0.390448843316579
Zhengmix4eq expr 1500 pca_log 10 mclust 4 NA 0.677524297451628 0.407544686699499
Zhengmix4eq expr 1500 pca_log 10 mclust 5 NA 0.926104717950069 0.38899925832416
Zhengmix4eq expr 1500 pca_log 10 mclust 6 NA 0.878476283528098 0.355686233801454
Zhengmix4eq expr 1500 pca_log 10 mclust 7 NA 0.79455533994559 0.321392809525563
Zhengmix4eq expr 1500 pca_log 10 mclust 8 NA 0.724955669142384 0.285096301878616
Zhengmix4eq expr 1500 pca_log 10 mclust 9 NA 0.697438750488341 0.271369824408433
Zhengmix4eq expr 1500 pca_log 10 mclust 10 NA 0.691689573638974 0.248590419759258
Zhengmix4eq expr 1500 pca_log 10 seurat 4 0.05 0.974859067948672 0.359265801039165
Zhengmix4eq expr 1500 pca_log 10 seurat 4 0.1 0.974859067948672 0.359265801039165
Zhengmix4eq expr 1500 pca_log 10 seurat 5 0.2 0.957059801481324 0.381324237546044
Zhengmix4eq expr 1500 pca_log 10 seurat 8 0.5 0.782984918887375 0.318695941089074
Zhengmix4eq expr 1500 pca_log 10 seurat 10 0.8 0.600198745110621 0.275178572361464
Zhengmix4eq expr 1500 pca_log 10 seurat 11 1 0.590337568768002 0.271401008498627
Zhengmix4eq expr 1500 pca_log 10 seurat 12 1.2 0.564457201927005 0.275151746093023
Zhengmix4eq expr 1500 pca_log 10 seurat 13 1.5 0.514799434297762 0.268388138726274
Zhengmix4eq expr 1500 pca_log 10 seurat 15 2 0.439294134773356 0.208246831547158
Zhengmix4eq expr 1500 pca_log 30 kmeans 2 NA 0.290170910442806 0.325417169568566
Zhengmix4eq expr 1500 pca_log 30 kmeans 3 NA 0.665474692516081 0.268041218643509
Zhengmix4eq expr 1500 pca_log 30 kmeans 4 NA 0.654488495623291 0.283900326247628
Zhengmix4eq expr 1500 pca_log 30 kmeans 5 NA 0.7865784912908 0.259901707632
Zhengmix4eq expr 1500 pca_log 30 kmeans 6 NA 0.730107982807558 0.25593997497144
Zhengmix4eq expr 1500 pca_log 30 kmeans 7 NA 0.660048298766451 0.213237626068336
Zhengmix4eq expr 1500 pca_log 30 kmeans 8 NA 0.716784750166046 0.204382807355821
Zhengmix4eq expr 1500 pca_log 30 kmeans 9 NA 0.610206573364208 0.171461672986582
Zhengmix4eq expr 1500 pca_log 30 kmeans 10 NA 0.63121747390871 0.175899264188611
Zhengmix4eq expr 1500 pca_log 30 seurat 3 0.05 0.703804717518855 0.267098024735946
Zhengmix4eq expr 1500 pca_log 30 seurat 4 0.1 0.977480016237608 0.231710829023662
Zhengmix4eq expr 1500 pca_log 30 seurat 5 0.2 0.95972220906125 0.250072494011735
Zhengmix4eq expr 1500 pca_log 30 seurat 6 0.5 0.906354021868326 0.253822328951446
Zhengmix4eq expr 1500 pca_log 30 seurat 9 0.8 0.776576656909431 0.198429005677478
Zhengmix4eq expr 1500 pca_log 30 seurat 9 1 0.773748633843333 0.197046357059662
Zhengmix4eq expr 1500 pca_log 30 seurat 10 1.2 0.696696542894754 0.182606449769052
Zhengmix4eq expr 1500 pca_log 30 seurat 10 1.5 0.618052479916149 0.145701389472783
Zhengmix4eq expr 1500 pca_log 30 seurat 12 2 0.580617028872254 0.138753400064454
Zhengmix4eq expr 1500 pca_rd 10 kmeans 2 NA 0.326095634385001 0.455408499772655
Zhengmix4eq expr 1500 pca_rd 10 kmeans 3 NA 0.706327019480046 0.409434624644619
Zhengmix4eq expr 1500 pca_rd 10 kmeans 4 NA 0.965311229826828 0.464256337295251
Zhengmix4eq expr 1500 pca_rd 10 kmeans 5 NA 0.948333524553064 0.485769436623311
Zhengmix4eq expr 1500 pca_rd 10 kmeans 6 NA 0.909201256789403 0.479725671349155
Zhengmix4eq expr 1500 pca_rd 10 kmeans 7 NA 0.896366203040176 0.473983644680607
Zhengmix4eq expr 1500 pca_rd 10 kmeans 8 NA 0.868948725071916 0.478621968338582
Zhengmix4eq expr 1500 pca_rd 10 kmeans 9 NA 0.828641659196147 0.431186241033149
Zhengmix4eq expr 1500 pca_rd 10 kmeans 10 NA 0.825917027658204 0.429804834458793
Zhengmix4eq expr 1500 pca_rd 10 mclust 2 NA 0.491386879049838 0.30099151610884
Zhengmix4eq expr 1500 pca_rd 10 mclust 3 NA 0.466926796780444 0.302082638564903
Zhengmix4eq expr 1500 pca_rd 10 mclust 4 NA 0.65843488221508 0.419941921180798
Zhengmix4eq expr 1500 pca_rd 10 mclust 5 NA 0.934323533779147 0.481608825098694
Zhengmix4eq expr 1500 pca_rd 10 mclust 6 NA 0.913734651741796 0.472538643726649
Zhengmix4eq expr 1500 pca_rd 10 mclust 7 NA 0.812818679600142 0.379938542123766
Zhengmix4eq expr 1500 pca_rd 10 mclust 8 NA 0.791666673303757 0.399803438212696
Zhengmix4eq expr 1500 pca_rd 10 mclust 9 NA 0.731241125199072 0.286484725275188
Zhengmix4eq expr 1500 pca_rd 10 mclust 10 NA 0.679672602201723 0.257260374602385
Zhengmix4eq expr 1500 pca_rd 10 seurat 4 0.05 0.982706669142699 0.463884631018435
Zhengmix4eq expr 1500 pca_rd 10 seurat 4 0.1 0.982706669142699 0.463884631018435
Zhengmix4eq expr 1500 pca_rd 10 seurat 5 0.2 0.972048972221269 0.47965662728029
Zhengmix4eq expr 1500 pca_rd 10 seurat 7 0.5 0.877042160777566 0.477444114385444
Zhengmix4eq expr 1500 pca_rd 10 seurat 8 0.8 0.810824673021175 0.413664312889171
Zhengmix4eq expr 1500 pca_rd 10 seurat 8 1 0.80669728731623 0.408472506871221
Zhengmix4eq expr 1500 pca_rd 10 seurat 8 1.2 0.805059405490382 0.407094237909673
Zhengmix4eq expr 1500 pca_rd 10 seurat 10 1.5 0.625187212474764 0.255066353824921
Zhengmix4eq expr 1500 pca_rd 10 seurat 12 2 0.493803560233571 0.134868142865829
Zhengmix4eq expr 1500 pca_rd 30 kmeans 2 NA 0.326095634385001 0.352370856964288
Zhengmix4eq expr 1500 pca_rd 30 kmeans 3 NA 0.706327019480046 0.273282010044987
Zhengmix4eq expr 1500 pca_rd 30 kmeans 4 NA 0.965947408806224 0.297003965455574
Zhengmix4eq expr 1500 pca_rd 30 kmeans 5 NA 0.948975464801721 0.314732797546331
Zhengmix4eq expr 1500 pca_rd 30 kmeans 6 NA 0.90625913246064 0.307263499063251
Zhengmix4eq expr 1500 pca_rd 30 kmeans 7 NA 0.897039475101307 0.30506935681574
Zhengmix4eq expr 1500 pca_rd 30 kmeans 8 NA 0.871513730766451 0.309154293054993
Zhengmix4eq expr 1500 pca_rd 30 kmeans 9 NA 0.827038777056414 0.266391245757078
Zhengmix4eq expr 1500 pca_rd 30 kmeans 10 NA 0.817282732141841 0.253006214220556
Zhengmix4eq expr 1500 pca_rd 30 seurat 4 0.05 0.984038077557576 0.296556034416523
Zhengmix4eq expr 1500 pca_rd 30 seurat 4 0.1 0.984038077557576 0.296556034416523
Zhengmix4eq expr 1500 pca_rd 30 seurat 4 0.2 0.984038077557576 0.296556034416523
Zhengmix4eq expr 1500 pca_rd 30 seurat 5 0.5 0.967542537401813 0.313373373707321
Zhengmix4eq expr 1500 pca_rd 30 seurat 7 0.8 0.882055869034135 0.306010154132412
Zhengmix4eq expr 1500 pca_rd 30 seurat 7 1 0.835934258757917 0.286026732256542
Zhengmix4eq expr 1500 pca_rd 30 seurat 7 1.2 0.833872308758776 0.28466322430946
Zhengmix4eq expr 1500 pca_rd 30 seurat 7 1.5 0.825085186837311 0.279241815543782
Zhengmix4eq expr 1500 pca_rd 30 seurat 9 2 0.697775668229267 0.1785818928736
Zhengmix4eq expr 1500 pca_rp 10 kmeans 2 NA 0.325952279721244 0.461608137382318
Zhengmix4eq expr 1500 pca_rp 10 kmeans 3 NA 0.669712827720009 0.38919245744764
Zhengmix4eq expr 1500 pca_rp 10 kmeans 4 NA 0.952148508041586 0.456456300388675
Zhengmix4eq expr 1500 pca_rp 10 kmeans 5 NA 0.932522221146723 0.47787539804644
Zhengmix4eq expr 1500 pca_rp 10 kmeans 6 NA 0.912254728120425 0.482544092380444
Zhengmix4eq expr 1500 pca_rp 10 kmeans 7 NA 0.897785692755153 0.477320599717192
Zhengmix4eq expr 1500 pca_rp 10 kmeans 8 NA 0.895929024675496 0.47703583382054
Zhengmix4eq expr 1500 pca_rp 10 kmeans 9 NA 0.866832756163428 0.475710040227398
Zhengmix4eq expr 1500 pca_rp 10 kmeans 10 NA 0.815809913527291 0.413173123008037
Zhengmix4eq expr 1500 pca_rp 10 mclust 2 NA 0.324686101501677 0.462086646463292
Zhengmix4eq expr 1500 pca_rp 10 mclust 3 NA 0.470046381839008 0.297745453973358
Zhengmix4eq expr 1500 pca_rp 10 mclust 4 NA 0.679763992139243 0.421368096546017
Zhengmix4eq expr 1500 pca_rp 10 mclust 5 NA 0.947507123408136 0.480198182265553
Zhengmix4eq expr 1500 pca_rp 10 mclust 6 NA 0.876585484802188 0.455356332236164
Zhengmix4eq expr 1500 pca_rp 10 mclust 7 NA 0.838253922287329 0.398868021110044
Zhengmix4eq expr 1500 pca_rp 10 mclust 8 NA 0.790830721465978 0.373273709637699
Zhengmix4eq expr 1500 pca_rp 10 mclust 9 NA 0.732881066630227 0.2729633653634
Zhengmix4eq expr 1500 pca_rp 10 mclust 10 NA 0.657106495757822 0.236369498991739
Zhengmix4eq expr 1500 pca_rp 10 seurat 4 0.05 0.981393723905046 0.456892679617089
Zhengmix4eq expr 1500 pca_rp 10 seurat 4 0.1 0.981393723905046 0.456892679617089
Zhengmix4eq expr 1500 pca_rp 10 seurat 5 0.2 0.964028797309595 0.47814716823339
Zhengmix4eq expr 1500 pca_rp 10 seurat 7 0.5 0.874492205882735 0.475224298144396
Zhengmix4eq expr 1500 pca_rp 10 seurat 7 0.8 0.830597572883381 0.438835499652867
Zhengmix4eq expr 1500 pca_rp 10 seurat 7 1 0.828416705145915 0.435731197695584
Zhengmix4eq expr 1500 pca_rp 10 seurat 8 1.2 0.800394267336152 0.398265786604999
Zhengmix4eq expr 1500 pca_rp 10 seurat 10 1.5 0.634821562851307 0.23396847891736
Zhengmix4eq expr 1500 pca_rp 10 seurat 13 2 0.437158201780157 0.119724944721475
Zhengmix4eq expr 1500 pca_rp 30 kmeans 2 NA 0.325952279721244 0.355600611474381
Zhengmix4eq expr 1500 pca_rp 30 kmeans 3 NA 0.671255286318827 0.257841586424823
Zhengmix4eq expr 1500 pca_rp 30 kmeans 4 NA 0.957139525345986 0.268227001976486
Zhengmix4eq expr 1500 pca_rp 30 kmeans 5 NA 0.938169624880454 0.28448114711086
Zhengmix4eq expr 1500 pca_rp 30 kmeans 6 NA 0.906322272554706 0.285657516423289
Zhengmix4eq expr 1500 pca_rp 30 kmeans 7 NA 0.898721092695524 0.285873287145864
Zhengmix4eq expr 1500 pca_rp 30 kmeans 8 NA 0.843781110631109 0.238750863462533
Zhengmix4eq expr 1500 pca_rp 30 kmeans 9 NA 0.813885764866657 0.238952433572066
Zhengmix4eq expr 1500 pca_rp 30 kmeans 10 NA 0.810842860859727 0.239307049714693
Zhengmix4eq expr 1500 pca_rp 30 seurat 4 0.05 0.984055785658333 0.267847852093965
Zhengmix4eq expr 1500 pca_rp 30 seurat 4 0.1 0.984055785658333 0.267847852093965
Zhengmix4eq expr 1500 pca_rp 30 seurat 5 0.2 0.967613838298899 0.283860252868052
Zhengmix4eq expr 1500 pca_rp 30 seurat 6 0.5 0.947505741218868 0.282199065176595
Zhengmix4eq expr 1500 pca_rp 30 seurat 7 0.8 0.88032652785586 0.283485846935823
Zhengmix4eq expr 1500 pca_rp 30 seurat 7 1 0.878653432223093 0.283036719376007
Zhengmix4eq expr 1500 pca_rp 30 seurat 7 1.2 0.855219872534241 0.269578367601928
Zhengmix4eq expr 1500 pca_rp 30 seurat 8 1.5 0.810822007612878 0.229115904267332
Zhengmix4eq expr 1500 pca_rp 30 seurat 9 2 0.736102644565499 0.18509419583294
Zhengmix4eq expr 1500 zinbwave 10 kmeans 2 NA 0.324768657839654 0.248491584565733
Zhengmix4eq expr 1500 zinbwave 10 kmeans 3 NA 0.704454822265348 0.280770290152303
Zhengmix4eq expr 1500 zinbwave 10 kmeans 4 NA 0.974277064205359 0.278358902745441
Zhengmix4eq expr 1500 zinbwave 10 kmeans 5 NA 0.956294964744876 0.292748840885726
Zhengmix4eq expr 1500 zinbwave 10 kmeans 6 NA 0.872907859764615 0.268206568772878
Zhengmix4eq expr 1500 zinbwave 10 kmeans 7 NA 0.802705156350702 0.269605233046166
Zhengmix4eq expr 1500 zinbwave 10 kmeans 8 NA 0.716360290309355 0.221025213363255
Zhengmix4eq expr 1500 zinbwave 10 kmeans 9 NA 0.661612741791694 0.213629116056353
Zhengmix4eq expr 1500 zinbwave 10 kmeans 10 NA 0.549598915346931 0.178077448763939
Zhengmix4eq expr 1500 zinbwave 10 mclust 2 NA 0.495328950779136 0.209692486711783
Zhengmix4eq expr 1500 zinbwave 10 mclust 3 NA 0.706725617412624 0.279851606360361
Zhengmix4eq expr 1500 zinbwave 10 mclust 4 NA 0.951770372323798 0.279949508435228
Zhengmix4eq expr 1500 zinbwave 10 mclust 5 NA 0.958929055578819 0.287828109862091
Zhengmix4eq expr 1500 zinbwave 10 mclust 6 NA 0.905446571450571 0.264499490524714
Zhengmix4eq expr 1500 zinbwave 10 mclust 7 NA 0.890341554922212 0.222511627773296
Zhengmix4eq expr 1500 zinbwave 10 mclust 8 NA 0.803961222086067 0.204350108654674
Zhengmix4eq expr 1500 zinbwave 10 mclust 9 NA 0.753855798689449 0.199400051441551
Zhengmix4eq expr 1500 zinbwave 10 mclust 10 NA 0.668938139567623 0.136061616411437
Zhengmix4eq expr 1500 zinbwave 10 seurat 4 0.05 0.979433479664503 0.276924824700248
Zhengmix4eq expr 1500 zinbwave 10 seurat 4 0.1 0.979433479664503 0.276924824700248
Zhengmix4eq expr 1500 zinbwave 10 seurat 5 0.2 0.967494354167491 0.287923488089
Zhengmix4eq expr 1500 zinbwave 10 seurat 5 0.5 0.962265822193347 0.287675987862989
Zhengmix4eq expr 1500 zinbwave 10 seurat 7 0.8 0.834709334257274 0.272577145952132
Zhengmix4eq expr 1500 zinbwave 10 seurat 9 1 0.778531986965003 0.232911221658314
Zhengmix4eq expr 1500 zinbwave 10 seurat 11 1.2 0.630549807554664 0.175205547194997
Zhengmix4eq expr 1500 zinbwave 10 seurat 12 1.5 0.554820014799714 0.177267478461946
Zhengmix4eq expr 1500 zinbwave 10 seurat 15 2 0.401868031622732 0.140305011108798
Zhengmix4eq expr 1500 zinbwave 30 kmeans 2 NA 0.29141202216836 0.103724450253986
Zhengmix4eq expr 1500 zinbwave 30 kmeans 3 NA 0.705107771735417 0.0454914541487608
Zhengmix4eq expr 1500 zinbwave 30 kmeans 4 NA 0.978188585946968 0.0287452665408497
Zhengmix4eq expr 1500 zinbwave 30 kmeans 5 NA 0.890278333578637 0.0343772377091767
Zhengmix4eq expr 1500 zinbwave 30 kmeans 6 NA 0.883110277277875 0.0384717253115565
Zhengmix4eq expr 1500 zinbwave 30 kmeans 7 NA 0.78736916740065 0.0362366289098166
Zhengmix4eq expr 1500 zinbwave 30 kmeans 8 NA 0.697617015276833 0.0372063428775675
Zhengmix4eq expr 1500 zinbwave 30 kmeans 9 NA 0.665497548273596 0.040475244249224
Zhengmix4eq expr 1500 zinbwave 30 kmeans 10 NA 0.53301992881132 0.0325586756087812
Zhengmix4eq expr 1500 zinbwave 30 seurat 3 0.05 0.691815840648672 0.0453978267917218
Zhengmix4eq expr 1500 zinbwave 30 seurat 3 0.1 0.692613307991233 0.0454092997860791
Zhengmix4eq expr 1500 zinbwave 30 seurat 3 0.2 0.694225556091236 0.0455015198400593
Zhengmix4eq expr 1500 zinbwave 30 seurat 4 0.5 0.934123121082655 0.0294466326418834
Zhengmix4eq expr 1500 zinbwave 30 seurat 5 0.8 0.923301034782678 0.0333753438997131
Zhengmix4eq expr 1500 zinbwave 30 seurat 5 1 0.92391248295893 0.0333529656288924
Zhengmix4eq expr 1500 zinbwave 30 seurat 5 1.2 0.927383705628635 0.0332921196108642
Zhengmix4eq expr 1500 zinbwave 30 seurat 7 1.5 0.897048136540397 0.000566070771894823
Zhengmix4eq expr 1500 zinbwave 30 seurat 9 2 0.6953730529494 -0.00511616540910687
Zhengmix4eq hvg 60 glmpca 10 kmeans 2 NA 0.329287326530758 0.334341576854144
Zhengmix4eq hvg 60 glmpca 10 kmeans 3 NA 0.691307585921183 0.352512988422776
Zhengmix4eq hvg 60 glmpca 10 kmeans 4 NA 0.686122326072799 0.316708028304305
Zhengmix4eq hvg 60 glmpca 10 kmeans 5 NA 0.655804910004696 0.29604935593828
Zhengmix4eq hvg 60 glmpca 10 kmeans 6 NA 0.570953530409558 0.275128479624962
Zhengmix4eq hvg 60 glmpca 10 kmeans 7 NA 0.467248336832168 0.212837034487362
Zhengmix4eq hvg 60 glmpca 10 kmeans 8 NA 0.449425915964389 0.217899548048937
Zhengmix4eq hvg 60 glmpca 10 kmeans 9 NA 0.436230033198798 0.226124793245576
Zhengmix4eq hvg 60 glmpca 10 kmeans 10 NA 0.424479570435317 0.229802244686258
Zhengmix4eq hvg 60 glmpca 10 mclust 2 NA 0.317501140866743 0.332697113045254
Zhengmix4eq hvg 60 glmpca 10 mclust 3 NA 0.392810507563867 0.210782497467081
Zhengmix4eq hvg 60 glmpca 10 mclust 4 NA 0.617589820547784 0.244188312346162
Zhengmix4eq hvg 60 glmpca 10 mclust 5 NA 0.649143322991039 0.206224613479255
Zhengmix4eq hvg 60 glmpca 10 mclust 6 NA 0.613814368384215 0.198168431554022
Zhengmix4eq hvg 60 glmpca 10 mclust 7 NA 0.611315507858628 0.204086217591104
Zhengmix4eq hvg 60 glmpca 10 mclust 8 NA 0.487510935737156 0.0550906904163726
Zhengmix4eq hvg 60 glmpca 10 mclust 9 NA 0.49894994498842 0.101702973191481
Zhengmix4eq hvg 60 glmpca 10 mclust 10 NA 0.397692900755151 0.0536074179217576
Zhengmix4eq hvg 60 glmpca 10 seurat 6 0.05 0.642729840506449 0.182710247786424
Zhengmix4eq hvg 60 glmpca 10 seurat 7 0.1 0.639973435105731 0.185562283593221
Zhengmix4eq hvg 60 glmpca 10 seurat 9 0.2 0.65257205489423 0.20682657407991
Zhengmix4eq hvg 60 glmpca 10 seurat 17 0.5 0.487448196408212 0.177675122309776
Zhengmix4eq hvg 60 glmpca 10 seurat 22 0.8 0.322908850682409 0.183375060806523
Zhengmix4eq hvg 60 glmpca 10 seurat 22 1 0.322601756295236 0.18356246659184
Zhengmix4eq hvg 60 glmpca 10 seurat 22 1.2 0.320879712606925 0.182652989563746
Zhengmix4eq hvg 60 glmpca 10 seurat 25 1.5 0.267318960268172 0.18513314456461
Zhengmix4eq hvg 60 glmpca 10 seurat 27 2 0.219665406300206 0.185597018805849
Zhengmix4eq hvg 60 glmpca 30 kmeans 2 NA 0.327701519604917 0.374386193849934
Zhengmix4eq hvg 60 glmpca 30 kmeans 3 NA 0.702052686815809 0.358713439235039
Zhengmix4eq hvg 60 glmpca 30 kmeans 4 NA 0.750621161588627 0.241305883992665
Zhengmix4eq hvg 60 glmpca 30 kmeans 5 NA 0.693231698310636 0.213048679000541
Zhengmix4eq hvg 60 glmpca 30 kmeans 6 NA 0.668040205510424 0.209435267915094
Zhengmix4eq hvg 60 glmpca 30 kmeans 7 NA 0.62989369644242 0.208732385641792
Zhengmix4eq hvg 60 glmpca 30 kmeans 8 NA 0.596518010723785 0.194501953085585
Zhengmix4eq hvg 60 glmpca 30 kmeans 9 NA 0.566336545322707 0.200004476164261
Zhengmix4eq hvg 60 glmpca 30 kmeans 10 NA 0.519510905420914 0.200218474036816
Zhengmix4eq hvg 60 glmpca 30 seurat 4 0.05 0.700144903957506 0.224215872232858
Zhengmix4eq hvg 60 glmpca 30 seurat 6 0.1 0.657092949916617 0.143021859670284
Zhengmix4eq hvg 60 glmpca 30 seurat 11 0.2 0.645889446595526 0.154801663788524
Zhengmix4eq hvg 60 glmpca 30 seurat 18 0.5 0.418485046426095 0.110243686939182
Zhengmix4eq hvg 60 glmpca 30 seurat 22 0.8 0.32434034280713 0.1121907402836
Zhengmix4eq hvg 60 glmpca 30 seurat 25 1 0.293914838160788 0.129243731237642
Zhengmix4eq hvg 60 glmpca 30 seurat 26 1.2 0.293025754739312 0.133482213434978
Zhengmix4eq hvg 60 glmpca 30 seurat 27 1.5 0.23224744439383 0.108664494067889
Zhengmix4eq hvg 60 glmpca 30 seurat 30 2 0.222943451173608 0.123673667521645
Zhengmix4eq hvg 60 pca_log 10 kmeans 2 NA 0.324037751897631 0.502234506817994
Zhengmix4eq hvg 60 pca_log 10 kmeans 3 NA 0.696685140056042 0.516694849192862
Zhengmix4eq hvg 60 pca_log 10 kmeans 4 NA 0.695697651707278 0.520836766794365
Zhengmix4eq hvg 60 pca_log 10 kmeans 5 NA 0.667190820945982 0.524506166454919
Zhengmix4eq hvg 60 pca_log 10 kmeans 6 NA 0.696016040430044 0.451513270331778
Zhengmix4eq hvg 60 pca_log 10 kmeans 7 NA 0.665998924831758 0.463727216682709
Zhengmix4eq hvg 60 pca_log 10 kmeans 8 NA 0.651697108535241 0.469847871579651
Zhengmix4eq hvg 60 pca_log 10 kmeans 9 NA 0.624907924254613 0.460685801255496
Zhengmix4eq hvg 60 pca_log 10 kmeans 10 NA 0.619336697167201 0.390241115296254
Zhengmix4eq hvg 60 pca_log 10 mclust 2 NA 0.203432298823511 0.285139776462777
Zhengmix4eq hvg 60 pca_log 10 mclust 3 NA 0.391077722622253 0.351779877250022
Zhengmix4eq hvg 60 pca_log 10 mclust 4 NA 0.369791067937958 0.346441146967097
Zhengmix4eq hvg 60 pca_log 10 mclust 5 NA 0.316840652779803 0.207011839851151
Zhengmix4eq hvg 60 pca_log 10 mclust 6 NA 0.307839762528191 0.0489726489759385
Zhengmix4eq hvg 60 pca_log 10 mclust 7 NA 0.279317434271825 0.0411203728749634
Zhengmix4eq hvg 60 pca_log 10 mclust 8 NA 0.314683097770297 0.0756933995389329
Zhengmix4eq hvg 60 pca_log 10 mclust 9 NA 0.228540593165664 0.00504991280458537
Zhengmix4eq hvg 60 pca_log 10 mclust 10 NA 0.237526727379949 0.0234321305287265
Zhengmix4eq hvg 60 pca_log 10 seurat 9 0.05 0.55370913250416 -0.00575241469933173
Zhengmix4eq hvg 60 pca_log 10 seurat 13 0.1 0.495461501649249 0.1004220320305
Zhengmix4eq hvg 60 pca_log 10 seurat 18 0.2 0.315835868105898 0.097204521074671
Zhengmix4eq hvg 60 pca_log 10 seurat 25 0.5 0.208238339212893 0.118341420433983
Zhengmix4eq hvg 60 pca_log 10 seurat 30 0.8 0.178174601860699 0.151214889850147
Zhengmix4eq hvg 60 pca_log 10 seurat 34 1 0.16199812850104 0.113822018941225
Zhengmix4eq hvg 60 pca_log 10 seurat 35 1.2 0.162677890862621 0.124088433334422
Zhengmix4eq hvg 60 pca_log 10 seurat 40 1.5 0.137901950318424 0.160336115630912
Zhengmix4eq hvg 60 pca_log 10 seurat 45 2 0.121221626848185 0.170434589512647
Zhengmix4eq hvg 60 pca_log 30 kmeans 2 NA 0.324037751897631 0.428944679990912
Zhengmix4eq hvg 60 pca_log 30 kmeans 3 NA 0.696685140056042 0.386149059106262
Zhengmix4eq hvg 60 pca_log 30 kmeans 4 NA 0.69315830509905 0.394995804944827
Zhengmix4eq hvg 60 pca_log 30 kmeans 5 NA 0.67910204436781 0.405047514893558
Zhengmix4eq hvg 60 pca_log 30 kmeans 6 NA 0.645336986639961 0.382787199226172
Zhengmix4eq hvg 60 pca_log 30 kmeans 7 NA 0.650439548167843 0.413857703284196
Zhengmix4eq hvg 60 pca_log 30 kmeans 8 NA 0.675073660674146 0.282964458065378
Zhengmix4eq hvg 60 pca_log 30 kmeans 9 NA 0.624762651583976 0.428797366780033
Zhengmix4eq hvg 60 pca_log 30 kmeans 10 NA 0.621058717593047 0.437193395177693
Zhengmix4eq hvg 60 pca_log 30 seurat 9 0.05 0.288482285900862 -0.00505492504241515
Zhengmix4eq hvg 60 pca_log 30 seurat 12 0.1 0.299155237844427 0.00974561766308893
Zhengmix4eq hvg 60 pca_log 30 seurat 18 0.2 0.274076595549656 0.0921765635425269
Zhengmix4eq hvg 60 pca_log 30 seurat 29 0.5 0.178806888311389 0.109518436769087
Zhengmix4eq hvg 60 pca_log 30 seurat 33 0.8 0.163610199658195 0.116745700447669
Zhengmix4eq hvg 60 pca_log 30 seurat 36 1 0.15637818139921 0.121648041843875
Zhengmix4eq hvg 60 pca_log 30 seurat 39 1.2 0.135589510764477 0.13349869041451
Zhengmix4eq hvg 60 pca_log 30 seurat 41 1.5 0.133566780546596 0.144833808785655
Zhengmix4eq hvg 60 pca_log 30 seurat 45 2 0.124307822992886 0.173634814305748
Zhengmix4eq hvg 60 pca_rd 10 kmeans 2 NA 0.294171842725821 0.452641919357126
Zhengmix4eq hvg 60 pca_rd 10 kmeans 3 NA 0.663474551625882 0.487248496186117
Zhengmix4eq hvg 60 pca_rd 10 kmeans 4 NA 0.676248259331448 0.499748982958504
Zhengmix4eq hvg 60 pca_rd 10 kmeans 5 NA 0.676850050846575 0.503727869337061
Zhengmix4eq hvg 60 pca_rd 10 kmeans 6 NA 0.662728473876267 0.504967293494321
Zhengmix4eq hvg 60 pca_rd 10 kmeans 7 NA 0.663776037789443 0.515231298394935
Zhengmix4eq hvg 60 pca_rd 10 kmeans 8 NA 0.687684432576771 0.364937773236357
Zhengmix4eq hvg 60 pca_rd 10 kmeans 9 NA 0.68126294871872 0.36838208105335
Zhengmix4eq hvg 60 pca_rd 10 kmeans 10 NA 0.668042702805008 0.384651654795608
Zhengmix4eq hvg 60 pca_rd 10 mclust 2 NA 0.293315193302854 0.167665422798469
Zhengmix4eq hvg 60 pca_rd 10 mclust 3 NA 0.427594939155675 0.293592446596057
Zhengmix4eq hvg 60 pca_rd 10 mclust 4 NA 0.346175574675981 0.203080550339644
Zhengmix4eq hvg 60 pca_rd 10 mclust 5 NA 0.39896417389751 0.17281522186715
Zhengmix4eq hvg 60 pca_rd 10 mclust 6 NA 0.407499983118291 0.122373583204969
Zhengmix4eq hvg 60 pca_rd 10 mclust 7 NA 0.387218621240523 0.0999391608794373
Zhengmix4eq hvg 60 pca_rd 10 mclust 8 NA 0.386507506287187 0.118864087391408
Zhengmix4eq hvg 60 pca_rd 10 mclust 9 NA 0.367685210483399 0.0592615307750781
Zhengmix4eq hvg 60 pca_rd 10 mclust 10 NA 0.343741461781016 0.0426754079296724
Zhengmix4eq hvg 60 pca_rd 10 seurat 4 0.05 0.672462854110808 0.459730099626335
Zhengmix4eq hvg 60 pca_rd 10 seurat 6 0.1 0.643727055123474 0.431742275415333
Zhengmix4eq hvg 60 pca_rd 10 seurat 7 0.2 0.637974832362999 0.424982135255192
Zhengmix4eq hvg 60 pca_rd 10 seurat 11 0.5 0.539133269874636 0.280537990894815
Zhengmix4eq hvg 60 pca_rd 10 seurat 14 0.8 0.380522500992555 0.173333117633015
Zhengmix4eq hvg 60 pca_rd 10 seurat 17 1 0.350429161892951 0.180808900394013
Zhengmix4eq hvg 60 pca_rd 10 seurat 18 1.2 0.3317097102602 0.187073010763819
Zhengmix4eq hvg 60 pca_rd 10 seurat 20 1.5 0.275263267955199 0.155424652001014
Zhengmix4eq hvg 60 pca_rd 10 seurat 22 2 0.241519085061242 0.0943579750269373
Zhengmix4eq hvg 60 pca_rd 30 kmeans 2 NA 0.294171842725821 0.398342583914828
Zhengmix4eq hvg 60 pca_rd 30 kmeans 3 NA 0.66349572140889 0.372631905990708
Zhengmix4eq hvg 60 pca_rd 30 kmeans 4 NA 0.676009709836789 0.377030941527549
Zhengmix4eq hvg 60 pca_rd 30 kmeans 5 NA 0.676699118324291 0.380147192628216
Zhengmix4eq hvg 60 pca_rd 30 kmeans 6 NA 0.677176624922462 0.381174485938533
Zhengmix4eq hvg 60 pca_rd 30 kmeans 7 NA 0.665853530107436 0.386712425721811
Zhengmix4eq hvg 60 pca_rd 30 kmeans 8 NA 0.662407020494226 0.388960081985121
Zhengmix4eq hvg 60 pca_rd 30 kmeans 9 NA 0.661131684250186 0.40798989553529
Zhengmix4eq hvg 60 pca_rd 30 kmeans 10 NA 0.653991729195903 0.398659567158342
Zhengmix4eq hvg 60 pca_rd 30 seurat 3 0.05 0.534383294163887 0.274206932146177
Zhengmix4eq hvg 60 pca_rd 30 seurat 6 0.1 0.57971960402248 0.329166508842599
Zhengmix4eq hvg 60 pca_rd 30 seurat 9 0.2 0.566244662560155 0.353651757720401
Zhengmix4eq hvg 60 pca_rd 30 seurat 13 0.5 0.472783354857369 0.206543651480268
Zhengmix4eq hvg 60 pca_rd 30 seurat 19 0.8 0.349617627853927 0.125959585324085
Zhengmix4eq hvg 60 pca_rd 30 seurat 21 1 0.315839722076711 0.116409653719666
Zhengmix4eq hvg 60 pca_rd 30 seurat 21 1.2 0.300522233107472 0.116833264073164
Zhengmix4eq hvg 60 pca_rd 30 seurat 24 1.5 0.284203805350889 0.116187741050515
Zhengmix4eq hvg 60 pca_rd 30 seurat 26 2 0.249579646704979 0.0935949135466941
Zhengmix4eq hvg 60 pca_rp 10 kmeans 2 NA 0.28756895861271 0.456110142179316
Zhengmix4eq hvg 60 pca_rp 10 kmeans 3 NA 0.659448904447212 0.461679286911942
Zhengmix4eq hvg 60 pca_rp 10 kmeans 4 NA 0.679849860213552 0.474239330053453
Zhengmix4eq hvg 60 pca_rp 10 kmeans 5 NA 0.680696982800642 0.47912892730994
Zhengmix4eq hvg 60 pca_rp 10 kmeans 6 NA 0.678177510690687 0.481788117958739
Zhengmix4eq hvg 60 pca_rp 10 kmeans 7 NA 0.694331848836085 0.39857852604272
Zhengmix4eq hvg 60 pca_rp 10 kmeans 8 NA 0.676538937140926 0.489014073630604
Zhengmix4eq hvg 60 pca_rp 10 kmeans 9 NA 0.692669036263943 0.405855765089022
Zhengmix4eq hvg 60 pca_rp 10 kmeans 10 NA 0.69328366719014 0.413459470258769
Zhengmix4eq hvg 60 pca_rp 10 mclust 2 NA 0.209085764978091 0.247305961079288
Zhengmix4eq hvg 60 pca_rp 10 mclust 3 NA 0.171607291477089 0.178060580471744
Zhengmix4eq hvg 60 pca_rp 10 mclust 4 NA 0.412605689404007 0.265664317755024
Zhengmix4eq hvg 60 pca_rp 10 mclust 5 NA 0.418635712856506 0.267945127521438
Zhengmix4eq hvg 60 pca_rp 10 mclust 6 NA 0.487508004867604 0.255821114554095
Zhengmix4eq hvg 60 pca_rp 10 mclust 7 NA 0.435555870885533 0.153188795744091
Zhengmix4eq hvg 60 pca_rp 10 mclust 8 NA 0.419621966320654 0.143739864375765
Zhengmix4eq hvg 60 pca_rp 10 mclust 9 NA 0.394505070309719 0.131864523568851
Zhengmix4eq hvg 60 pca_rp 10 mclust 10 NA 0.340592392419801 0.0230927244918705
Zhengmix4eq hvg 60 pca_rp 10 seurat 3 0.05 0.68251974757832 0.440969499890751
Zhengmix4eq hvg 60 pca_rp 10 seurat 4 0.1 0.666209890652107 0.47128287719975
Zhengmix4eq hvg 60 pca_rp 10 seurat 7 0.2 0.64415412808324 0.367986826981338
Zhengmix4eq hvg 60 pca_rp 10 seurat 11 0.5 0.595820424428059 0.251375443756305
Zhengmix4eq hvg 60 pca_rp 10 seurat 13 0.8 0.395917300472745 0.181759999903376
Zhengmix4eq hvg 60 pca_rp 10 seurat 15 1 0.378960347292961 0.182029702545568
Zhengmix4eq hvg 60 pca_rp 10 seurat 15 1.2 0.377968822851722 0.181939644563189
Zhengmix4eq hvg 60 pca_rp 10 seurat 17 1.5 0.360646853862958 0.175290707341059
Zhengmix4eq hvg 60 pca_rp 10 seurat 22 2 0.252335095660281 0.126041031963016
Zhengmix4eq hvg 60 pca_rp 30 kmeans 2 NA 0.28756895861271 0.412252504412332
Zhengmix4eq hvg 60 pca_rp 30 kmeans 3 NA 0.659707031042211 0.354798095997358
Zhengmix4eq hvg 60 pca_rp 30 kmeans 4 NA 0.680091242989862 0.359266815779042
Zhengmix4eq hvg 60 pca_rp 30 kmeans 5 NA 0.680387025240454 0.364476965324905
Zhengmix4eq hvg 60 pca_rp 30 kmeans 6 NA 0.678668290081464 0.373304102341766
Zhengmix4eq hvg 60 pca_rp 30 kmeans 7 NA 0.678839061976348 0.375402885136154
Zhengmix4eq hvg 60 pca_rp 30 kmeans 8 NA 0.678924113311112 0.377076461648896
Zhengmix4eq hvg 60 pca_rp 30 kmeans 9 NA 0.605592506982293 0.365912217738608
Zhengmix4eq hvg 60 pca_rp 30 kmeans 10 NA 0.605629311961979 0.365640700581127
Zhengmix4eq hvg 60 pca_rp 30 seurat 3 0.05 0.587539760368678 0.2885095657734
Zhengmix4eq hvg 60 pca_rp 30 seurat 5 0.1 0.631664217914086 0.343973553490977
Zhengmix4eq hvg 60 pca_rp 30 seurat 7 0.2 0.596260623375135 0.344878545143903
Zhengmix4eq hvg 60 pca_rp 30 seurat 10 0.5 0.606349637037518 0.272205366183557
Zhengmix4eq hvg 60 pca_rp 30 seurat 14 0.8 0.44782983401009 0.11399437027133
Zhengmix4eq hvg 60 pca_rp 30 seurat 17 1 0.32639738589538 0.102292592005497
Zhengmix4eq hvg 60 pca_rp 30 seurat 18 1.2 0.324622222143021 0.108880066105424
Zhengmix4eq hvg 60 pca_rp 30 seurat 18 1.5 0.325195171073945 0.105564553073276
Zhengmix4eq hvg 60 pca_rp 30 seurat 25 2 0.230148164377899 0.0329107538580458
Zhengmix4eq hvg 60 zinbwave 10 kmeans 2 NA 0.313046203041101 0.12412144213235
Zhengmix4eq hvg 60 zinbwave 10 kmeans 3 NA 0.644461221254816 0.165459758106894
Zhengmix4eq hvg 60 zinbwave 10 kmeans 4 NA 0.618877533803339 0.168084830461919
Zhengmix4eq hvg 60 zinbwave 10 kmeans 5 NA 0.541765126131631 0.17643348421005
Zhengmix4eq hvg 60 zinbwave 10 kmeans 6 NA 0.513237201027411 0.182920631313035
Zhengmix4eq hvg 60 zinbwave 10 kmeans 7 NA 0.494173613495115 0.177164459052605
Zhengmix4eq hvg 60 zinbwave 10 kmeans 8 NA 0.461745460066807 0.178786963547252
Zhengmix4eq hvg 60 zinbwave 10 kmeans 9 NA 0.453354990680701 0.180977758908812
Zhengmix4eq hvg 60 zinbwave 10 kmeans 10 NA 0.437973598903954 0.186367122551194
Zhengmix4eq hvg 60 zinbwave 10 mclust 2 NA 0.301135601775113 0.103347968888387
Zhengmix4eq hvg 60 zinbwave 10 mclust 3 NA 0.329199462726733 0.0167227816427143
Zhengmix4eq hvg 60 zinbwave 10 mclust 4 NA 0.560171412732903 0.0816473285270951
Zhengmix4eq hvg 60 zinbwave 10 mclust 5 NA 0.576842340643999 0.0515575101499197
Zhengmix4eq hvg 60 zinbwave 10 mclust 6 NA 0.565925489954537 -0.00701237605510575
Zhengmix4eq hvg 60 zinbwave 10 mclust 7 NA 0.487240407227637 -0.0724269702784459
Zhengmix4eq hvg 60 zinbwave 10 mclust 8 NA 0.481199897525581 -0.0300050227777281
Zhengmix4eq hvg 60 zinbwave 10 mclust 9 NA 0.394811694222388 -0.031209136752061
Zhengmix4eq hvg 60 zinbwave 10 mclust 10 NA 0.413010153090921 -0.0740049926627799
Zhengmix4eq hvg 60 zinbwave 10 seurat 3 0.05 0.67672916443379 0.157926939698392
Zhengmix4eq hvg 60 zinbwave 10 seurat 3 0.1 0.677525585483463 0.157971043086755
Zhengmix4eq hvg 60 zinbwave 10 seurat 5 0.2 0.636161229613805 0.136395151816111
Zhengmix4eq hvg 60 zinbwave 10 seurat 8 0.5 0.587045883995004 0.0626354150487454
Zhengmix4eq hvg 60 zinbwave 10 seurat 11 0.8 0.470495281949076 0.034620335290218
Zhengmix4eq hvg 60 zinbwave 10 seurat 14 1 0.440053487826489 0.0455902292648727
Zhengmix4eq hvg 60 zinbwave 10 seurat 19 1.2 0.325431243876741 0.0534602752906614
Zhengmix4eq hvg 60 zinbwave 10 seurat 20 1.5 0.239366617124909 0.0531609986631847
Zhengmix4eq hvg 60 zinbwave 10 seurat 21 2 0.221221575678758 0.0546199510781688
Zhengmix4eq hvg 60 zinbwave 30 kmeans 2 NA 0.322341263335465 0.153272021075635
Zhengmix4eq hvg 60 zinbwave 30 kmeans 3 NA 0.693058971975437 0.188283530702023
Zhengmix4eq hvg 60 zinbwave 30 kmeans 4 NA 0.732745537129745 0.129706089600187
Zhengmix4eq hvg 60 zinbwave 30 kmeans 5 NA 0.643784211500462 0.136449584158217
Zhengmix4eq hvg 60 zinbwave 30 kmeans 6 NA 0.580162456176339 0.136319854991054
Zhengmix4eq hvg 60 zinbwave 30 kmeans 7 NA 0.455554120131658 0.116129770070811
Zhengmix4eq hvg 60 zinbwave 30 kmeans 8 NA 0.456994496153191 0.129891091949422
Zhengmix4eq hvg 60 zinbwave 30 kmeans 9 NA 0.435375138991434 0.12215468081584
Zhengmix4eq hvg 60 zinbwave 30 kmeans 10 NA 0.354258967685628 0.105984330814432
Zhengmix4eq hvg 60 zinbwave 30 seurat 4 0.05 0.68789329261315 -0.0762267744788726
Zhengmix4eq hvg 60 zinbwave 30 seurat 5 0.1 0.675560826959476 -0.0398100713146837
Zhengmix4eq hvg 60 zinbwave 30 seurat 12 0.2 0.519895293789108 -0.00822649391876219
Zhengmix4eq hvg 60 zinbwave 30 seurat 22 0.5 0.263322794785323 0.0560679082611474
Zhengmix4eq hvg 60 zinbwave 30 seurat 25 0.8 0.235420579110985 0.0834653852703795
Zhengmix4eq hvg 60 zinbwave 30 seurat 26 1 0.23224251787114 0.0836821415305845
Zhengmix4eq hvg 60 zinbwave 30 seurat 28 1.2 0.216473536299115 0.0877399593932373
Zhengmix4eq hvg 60 zinbwave 30 seurat 29 1.5 0.213777172014946 0.0939986166432788
Zhengmix4eq hvg 60 zinbwave 30 seurat 32 2 0.196094239532996 0.106969458506081
Zhengmix4eq hvg 300 glmpca 10 kmeans 2 NA 0.326233240857712 0.463495637273075
Zhengmix4eq hvg 300 glmpca 10 kmeans 3 NA 0.699932710550928 0.389778012740211
Zhengmix4eq hvg 300 glmpca 10 kmeans 4 NA 0.791279337875184 0.330676835693841
Zhengmix4eq hvg 300 glmpca 10 kmeans 5 NA 0.699039570947681 0.259227908254688
Zhengmix4eq hvg 300 glmpca 10 kmeans 6 NA 0.614842150787196 0.243500020151512
Zhengmix4eq hvg 300 glmpca 10 kmeans 7 NA 0.504003837933666 0.209078839345573
Zhengmix4eq hvg 300 glmpca 10 kmeans 8 NA 0.510420884159562 0.211737770376017
Zhengmix4eq hvg 300 glmpca 10 kmeans 9 NA 0.475978255222469 0.206838893264021
Zhengmix4eq hvg 300 glmpca 10 kmeans 10 NA 0.457308481647197 0.195573230074854
Zhengmix4eq hvg 300 glmpca 10 mclust 2 NA 0.323307769487958 0.463037214783304
Zhengmix4eq hvg 300 glmpca 10 mclust 3 NA 0.704850929565934 0.387583133552926
Zhengmix4eq hvg 300 glmpca 10 mclust 4 NA 0.672216715670382 0.367114048004895
Zhengmix4eq hvg 300 glmpca 10 mclust 5 NA 0.857146355242644 0.303005088849121
Zhengmix4eq hvg 300 glmpca 10 mclust 6 NA 0.738547391620622 0.216085759604196
Zhengmix4eq hvg 300 glmpca 10 mclust 7 NA 0.767261556990179 0.24800586696834
Zhengmix4eq hvg 300 glmpca 10 mclust 8 NA 0.703547915917588 0.16186005937086
Zhengmix4eq hvg 300 glmpca 10 mclust 9 NA 0.631558705917515 0.170345572920882
Zhengmix4eq hvg 300 glmpca 10 mclust 10 NA 0.535359851029704 0.0875303185565731
Zhengmix4eq hvg 300 glmpca 10 seurat 3 0.05 0.705177829426489 0.388874845262288
Zhengmix4eq hvg 300 glmpca 10 seurat 4 0.1 0.692338741964857 0.342858871844043
Zhengmix4eq hvg 300 glmpca 10 seurat 4 0.2 0.692338741964857 0.342858871844043
Zhengmix4eq hvg 300 glmpca 10 seurat 5 0.5 0.879652544227723 0.288286863237348
Zhengmix4eq hvg 300 glmpca 10 seurat 8 0.8 0.654285290472833 0.207688465431228
Zhengmix4eq hvg 300 glmpca 10 seurat 10 1 0.505825254963105 0.195402175991751
Zhengmix4eq hvg 300 glmpca 10 seurat 10 1.2 0.503770577386203 0.194381582990584
Zhengmix4eq hvg 300 glmpca 10 seurat 13 1.5 0.387699137529966 0.167197686654434
Zhengmix4eq hvg 300 glmpca 10 seurat 14 2 0.371954828359133 0.15960348157619
Zhengmix4eq hvg 300 glmpca 30 kmeans 2 NA 0.326672141632571 0.376372959679407
Zhengmix4eq hvg 300 glmpca 30 kmeans 3 NA 0.704009980407233 0.265738781730654
Zhengmix4eq hvg 300 glmpca 30 kmeans 4 NA 0.697839904193353 0.219828180574017
Zhengmix4eq hvg 300 glmpca 30 kmeans 5 NA 0.607588680712034 0.154277569594122
Zhengmix4eq hvg 300 glmpca 30 kmeans 6 NA 0.559228581693553 0.148242526380747
Zhengmix4eq hvg 300 glmpca 30 kmeans 7 NA 0.455890396478252 0.120581375705463
Zhengmix4eq hvg 300 glmpca 30 kmeans 8 NA 0.447135357504362 0.117972940983737
Zhengmix4eq hvg 300 glmpca 30 kmeans 9 NA 0.410971348626467 0.115505958212041
Zhengmix4eq hvg 300 glmpca 30 kmeans 10 NA 0.39536047116907 0.115346454851302
Zhengmix4eq hvg 300 glmpca 30 seurat 3 0.05 0.702253676188076 0.265281901456416
Zhengmix4eq hvg 300 glmpca 30 seurat 3 0.1 0.702253676188076 0.265281901456416
Zhengmix4eq hvg 300 glmpca 30 seurat 3 0.2 0.702253676188076 0.265281901456416
Zhengmix4eq hvg 300 glmpca 30 seurat 4 0.5 0.690038245595432 0.158362888753366
Zhengmix4eq hvg 300 glmpca 30 seurat 6 0.8 0.611977527924599 0.129459521307647
Zhengmix4eq hvg 300 glmpca 30 seurat 7 1 0.586222977280607 0.116358013011418
Zhengmix4eq hvg 300 glmpca 30 seurat 8 1.2 0.471991995307441 0.0827454447555366
Zhengmix4eq hvg 300 glmpca 30 seurat 10 1.5 0.421361009404212 0.0857143002361917
Zhengmix4eq hvg 300 glmpca 30 seurat 13 2 0.32967372726557 0.0701428363271447
Zhengmix4eq hvg 300 pca_log 10 kmeans 2 NA 0.324037751897631 0.597648592578603
Zhengmix4eq hvg 300 pca_log 10 kmeans 3 NA 0.702342756025858 0.613296198422467
Zhengmix4eq hvg 300 pca_log 10 kmeans 4 NA 0.702587472511635 0.614009606711139
Zhengmix4eq hvg 300 pca_log 10 kmeans 5 NA 0.644835575174374 0.578529919266949
Zhengmix4eq hvg 300 pca_log 10 kmeans 6 NA 0.64145326903481 0.574871171737998
Zhengmix4eq hvg 300 pca_log 10 kmeans 7 NA 0.670487855589517 0.436685032766996
Zhengmix4eq hvg 300 pca_log 10 kmeans 8 NA 0.677113696460896 0.430844197494936
Zhengmix4eq hvg 300 pca_log 10 kmeans 9 NA 0.676112187113222 0.430452092024152
Zhengmix4eq hvg 300 pca_log 10 kmeans 10 NA 0.632436985802539 0.388663756546101
Zhengmix4eq hvg 300 pca_log 10 mclust 2 NA 0.408190477189894 0.362241350473955
Zhengmix4eq hvg 300 pca_log 10 mclust 3 NA 0.633426069717615 0.547466111013185
Zhengmix4eq hvg 300 pca_log 10 mclust 4 NA 0.558285893109014 0.479633295254709
Zhengmix4eq hvg 300 pca_log 10 mclust 5 NA 0.570337537580621 0.283018962723035
Zhengmix4eq hvg 300 pca_log 10 mclust 6 NA 0.529085615676445 0.241819423683305
Zhengmix4eq hvg 300 pca_log 10 mclust 7 NA 0.586371364080629 0.300393669005323
Zhengmix4eq hvg 300 pca_log 10 mclust 8 NA 0.459219031424538 0.143026649022503
Zhengmix4eq hvg 300 pca_log 10 mclust 9 NA 0.433835555783113 0.121237651757063
Zhengmix4eq hvg 300 pca_log 10 mclust 10 NA 0.449787223274495 0.104271843324378
Zhengmix4eq hvg 300 pca_log 10 seurat 4 0.05 0.695472558902844 0.581235469668061
Zhengmix4eq hvg 300 pca_log 10 seurat 4 0.1 0.695472558902844 0.581235469668061
Zhengmix4eq hvg 300 pca_log 10 seurat 4 0.2 0.695472558902844 0.581235469668061
Zhengmix4eq hvg 300 pca_log 10 seurat 6 0.5 0.6730130070935 0.378052401304469
Zhengmix4eq hvg 300 pca_log 10 seurat 8 0.8 0.539728408355907 0.261696598957442
Zhengmix4eq hvg 300 pca_log 10 seurat 9 1 0.495370633065312 0.231381720733446
Zhengmix4eq hvg 300 pca_log 10 seurat 10 1.2 0.42600673129635 0.169732258265032
Zhengmix4eq hvg 300 pca_log 10 seurat 13 1.5 0.339324981349755 0.121060851361514
Zhengmix4eq hvg 300 pca_log 10 seurat 15 2 0.315854844114387 0.104389584309651
Zhengmix4eq hvg 300 pca_log 30 kmeans 2 NA 0.324037751897631 0.48513686834139
Zhengmix4eq hvg 300 pca_log 30 kmeans 3 NA 0.702342756025858 0.389692087173019
Zhengmix4eq hvg 300 pca_log 30 kmeans 4 NA 0.7029060979709 0.391675815399022
Zhengmix4eq hvg 300 pca_log 30 kmeans 5 NA 0.702259292970892 0.393388812771572
Zhengmix4eq hvg 300 pca_log 30 kmeans 6 NA 0.646701649407241 0.39080452947918
Zhengmix4eq hvg 300 pca_log 30 kmeans 7 NA 0.700478555901393 0.397127659976762
Zhengmix4eq hvg 300 pca_log 30 kmeans 8 NA 0.696348216202485 0.263273215707008
Zhengmix4eq hvg 300 pca_log 30 kmeans 9 NA 0.700630733417043 0.251076035700866
Zhengmix4eq hvg 300 pca_log 30 kmeans 10 NA 0.641064653363024 0.253666573938543
Zhengmix4eq hvg 300 pca_log 30 seurat 3 0.05 0.701713203102156 0.385658855492469
Zhengmix4eq hvg 300 pca_log 30 seurat 4 0.1 0.693978801294756 0.376011517461396
Zhengmix4eq hvg 300 pca_log 30 seurat 4 0.2 0.692814844962056 0.375745316979597
Zhengmix4eq hvg 300 pca_log 30 seurat 5 0.5 0.728148514264833 0.205687423285175
Zhengmix4eq hvg 300 pca_log 30 seurat 7 0.8 0.656668975281214 0.178021500985722
Zhengmix4eq hvg 300 pca_log 30 seurat 7 1 0.649318914902841 0.174510388044551
Zhengmix4eq hvg 300 pca_log 30 seurat 8 1.2 0.617241502872514 0.128466755204124
Zhengmix4eq hvg 300 pca_log 30 seurat 10 1.5 0.502976831848167 0.0991249560805166
Zhengmix4eq hvg 300 pca_log 30 seurat 13 2 0.378379834356347 -0.00996701185177649
Zhengmix4eq hvg 300 pca_rd 10 kmeans 2 NA 0.318947261536325 0.58821380815262
Zhengmix4eq hvg 300 pca_rd 10 kmeans 3 NA 0.682371367046464 0.576886064476466
Zhengmix4eq hvg 300 pca_rd 10 kmeans 4 NA 0.684000835764204 0.596418685241532
Zhengmix4eq hvg 300 pca_rd 10 kmeans 5 NA 0.684456602539064 0.603416141764452
Zhengmix4eq hvg 300 pca_rd 10 kmeans 6 NA 0.684230420510185 0.607153917087598
Zhengmix4eq hvg 300 pca_rd 10 kmeans 7 NA 0.685231785838356 0.608614476569267
Zhengmix4eq hvg 300 pca_rd 10 kmeans 8 NA 0.748655202727947 0.42960873369598
Zhengmix4eq hvg 300 pca_rd 10 kmeans 9 NA 0.748655780399359 0.43001148037577
Zhengmix4eq hvg 300 pca_rd 10 kmeans 10 NA 0.747968226967589 0.432575831613216
Zhengmix4eq hvg 300 pca_rd 10 mclust 2 NA 0.415256793430033 0.330385732438029
Zhengmix4eq hvg 300 pca_rd 10 mclust 3 NA 0.452490983650249 0.354454314626391
Zhengmix4eq hvg 300 pca_rd 10 mclust 4 NA 0.566728259543387 0.46336682826768
Zhengmix4eq hvg 300 pca_rd 10 mclust 5 NA 0.605661058675471 0.312167049298592
Zhengmix4eq hvg 300 pca_rd 10 mclust 6 NA 0.641748908157144 0.295204720127781
Zhengmix4eq hvg 300 pca_rd 10 mclust 7 NA 0.55876585594411 0.282025280701159
Zhengmix4eq hvg 300 pca_rd 10 mclust 8 NA 0.594643199568635 0.252658124583692
Zhengmix4eq hvg 300 pca_rd 10 mclust 9 NA 0.571437315369337 0.195420349955371
Zhengmix4eq hvg 300 pca_rd 10 mclust 10 NA 0.534332581099786 0.163807931530919
Zhengmix4eq hvg 300 pca_rd 10 seurat 3 0.05 0.702436746335579 0.572617473559207
Zhengmix4eq hvg 300 pca_rd 10 seurat 4 0.1 0.695470089283093 0.552499766677262
Zhengmix4eq hvg 300 pca_rd 10 seurat 5 0.2 0.678205833691079 0.575293195719753
Zhengmix4eq hvg 300 pca_rd 10 seurat 8 0.5 0.611549684850529 0.296438008518235
Zhengmix4eq hvg 300 pca_rd 10 seurat 9 0.8 0.551493815162551 0.257167646306325
Zhengmix4eq hvg 300 pca_rd 10 seurat 10 1 0.538466908043851 0.227446087404683
Zhengmix4eq hvg 300 pca_rd 10 seurat 12 1.2 0.434380248229195 0.158757206423988
Zhengmix4eq hvg 300 pca_rd 10 seurat 13 1.5 0.415327523562264 0.122237207280879
Zhengmix4eq hvg 300 pca_rd 10 seurat 18 2 0.294360076487242 0.0857594214778903
Zhengmix4eq hvg 300 pca_rd 30 kmeans 2 NA 0.318947261536325 0.486274567838198
Zhengmix4eq hvg 300 pca_rd 30 kmeans 3 NA 0.682371367046464 0.371801266278269
Zhengmix4eq hvg 300 pca_rd 30 kmeans 4 NA 0.684000835764204 0.380624615453901
Zhengmix4eq hvg 300 pca_rd 30 kmeans 5 NA 0.683826031640875 0.383170422051037
Zhengmix4eq hvg 300 pca_rd 30 kmeans 6 NA 0.684546676148833 0.384387104032001
Zhengmix4eq hvg 300 pca_rd 30 kmeans 7 NA 0.79417716065384 0.266754975422015
Zhengmix4eq hvg 300 pca_rd 30 kmeans 8 NA 0.793571463758286 0.270014059467181
Zhengmix4eq hvg 300 pca_rd 30 kmeans 9 NA 0.804799535204112 0.264598974055668
Zhengmix4eq hvg 300 pca_rd 30 kmeans 10 NA 0.804121145422702 0.266659501361876
Zhengmix4eq hvg 300 pca_rd 30 seurat 3 0.05 0.699768733997884 0.363857544572281
Zhengmix4eq hvg 300 pca_rd 30 seurat 3 0.1 0.69808399120894 0.364877857870358
Zhengmix4eq hvg 300 pca_rd 30 seurat 4 0.2 0.832540000122109 0.234692470770786
Zhengmix4eq hvg 300 pca_rd 30 seurat 6 0.5 0.833006693611194 0.244043410477576
Zhengmix4eq hvg 300 pca_rd 30 seurat 8 0.8 0.68523011978662 0.164115622203819
Zhengmix4eq hvg 300 pca_rd 30 seurat 9 1 0.662318973274904 0.136400382728619
Zhengmix4eq hvg 300 pca_rd 30 seurat 9 1.2 0.651145710461535 0.132200491569808
Zhengmix4eq hvg 300 pca_rd 30 seurat 12 1.5 0.598104070010069 0.0971857419987927
Zhengmix4eq hvg 300 pca_rd 30 seurat 17 2 0.40853790750928 0.0624896874689077
Zhengmix4eq hvg 300 pca_rp 10 kmeans 2 NA 0.318947261536325 0.610443698081263
Zhengmix4eq hvg 300 pca_rp 10 kmeans 3 NA 0.679861589288249 0.604535440791125
Zhengmix4eq hvg 300 pca_rp 10 kmeans 4 NA 0.683092015792852 0.628152000010664
Zhengmix4eq hvg 300 pca_rp 10 kmeans 5 NA 0.682782842744357 0.630195451382567
Zhengmix4eq hvg 300 pca_rp 10 kmeans 6 NA 0.685239948368695 0.641997200288687
Zhengmix4eq hvg 300 pca_rp 10 kmeans 7 NA 0.73720263209413 0.492639205495668
Zhengmix4eq hvg 300 pca_rp 10 kmeans 8 NA 0.740457607667279 0.489532426089929
Zhengmix4eq hvg 300 pca_rp 10 kmeans 9 NA 0.743250447978958 0.496001974016149
Zhengmix4eq hvg 300 pca_rp 10 kmeans 10 NA 0.749201044528449 0.491718151820159
Zhengmix4eq hvg 300 pca_rp 10 mclust 2 NA 0.397467316400445 0.329304118395119
Zhengmix4eq hvg 300 pca_rp 10 mclust 3 NA 0.333796902976543 0.281798877153065
Zhengmix4eq hvg 300 pca_rp 10 mclust 4 NA 0.616300838055616 0.499982414333061
Zhengmix4eq hvg 300 pca_rp 10 mclust 5 NA 0.646206490650459 0.423538848958938
Zhengmix4eq hvg 300 pca_rp 10 mclust 6 NA 0.575874235147859 0.366232050351508
Zhengmix4eq hvg 300 pca_rp 10 mclust 7 NA 0.566474290596609 0.26852267569417
Zhengmix4eq hvg 300 pca_rp 10 mclust 8 NA 0.558396184819173 0.320016063925063
Zhengmix4eq hvg 300 pca_rp 10 mclust 9 NA 0.564662540484126 0.206951371672695
Zhengmix4eq hvg 300 pca_rp 10 mclust 10 NA 0.493709904302654 0.16603691632015
Zhengmix4eq hvg 300 pca_rp 10 seurat 3 0.05 0.702194595262929 0.600737304737005
Zhengmix4eq hvg 300 pca_rp 10 seurat 5 0.1 0.675254514539654 0.56113516577145
Zhengmix4eq hvg 300 pca_rp 10 seurat 7 0.2 0.763846669637201 0.45117295298339
Zhengmix4eq hvg 300 pca_rp 10 seurat 7 0.5 0.779688145814768 0.437198482107796
Zhengmix4eq hvg 300 pca_rp 10 seurat 11 0.8 0.519297128936858 0.174179827611891
Zhengmix4eq hvg 300 pca_rp 10 seurat 12 1 0.46783275604684 0.152405397481411
Zhengmix4eq hvg 300 pca_rp 10 seurat 14 1.2 0.378310096105485 0.141369099027639
Zhengmix4eq hvg 300 pca_rp 10 seurat 16 1.5 0.337128256528307 0.106598832957843
Zhengmix4eq hvg 300 pca_rp 10 seurat 18 2 0.301867525779151 0.105492882392337
Zhengmix4eq hvg 300 pca_rp 30 kmeans 2 NA 0.318947261536325 0.504889205352392
Zhengmix4eq hvg 300 pca_rp 30 kmeans 3 NA 0.680200782396599 0.391641658884307
Zhengmix4eq hvg 300 pca_rp 30 kmeans 4 NA 0.683424584943781 0.403358056294089
Zhengmix4eq hvg 300 pca_rp 30 kmeans 5 NA 0.683115500786766 0.404955562910767
Zhengmix4eq hvg 300 pca_rp 30 kmeans 6 NA 0.682940160856262 0.40797438224526
Zhengmix4eq hvg 300 pca_rp 30 kmeans 7 NA 0.685321883456709 0.411054484691722
Zhengmix4eq hvg 300 pca_rp 30 kmeans 8 NA 0.788378781790661 0.318565179211809
Zhengmix4eq hvg 300 pca_rp 30 kmeans 9 NA 0.788379534213198 0.318764541278969
Zhengmix4eq hvg 300 pca_rp 30 kmeans 10 NA 0.79474345382698 0.323170115821948
Zhengmix4eq hvg 300 pca_rp 30 seurat 3 0.05 0.695832269922193 0.384933242223259
Zhengmix4eq hvg 300 pca_rp 30 seurat 3 0.1 0.695832269922193 0.384933242223259
Zhengmix4eq hvg 300 pca_rp 30 seurat 5 0.2 0.789667437066856 0.290281999075478
Zhengmix4eq hvg 300 pca_rp 30 seurat 7 0.5 0.818271247861641 0.264221303100218
Zhengmix4eq hvg 300 pca_rp 30 seurat 10 0.8 0.718923091582315 0.185722668283018
Zhengmix4eq hvg 300 pca_rp 30 seurat 10 1 0.711912512150998 0.183865700661268
Zhengmix4eq hvg 300 pca_rp 30 seurat 12 1.2 0.570171780292413 0.0882282326162014
Zhengmix4eq hvg 300 pca_rp 30 seurat 12 1.5 0.56132418612223 0.0755760088151141
Zhengmix4eq hvg 300 pca_rp 30 seurat 15 2 0.426970520217199 0.0616517710620732
Zhengmix4eq hvg 300 zinbwave 10 kmeans 2 NA 0.321560308581648 0.170779983786514
Zhengmix4eq hvg 300 zinbwave 10 kmeans 3 NA 0.681446224851775 0.181250269374153
Zhengmix4eq hvg 300 zinbwave 10 kmeans 4 NA 0.718543612672733 0.179204016434955
Zhengmix4eq hvg 300 zinbwave 10 kmeans 5 NA 0.663867084673076 0.173446530468901
Zhengmix4eq hvg 300 zinbwave 10 kmeans 6 NA 0.585191488619828 0.151766948351361
Zhengmix4eq hvg 300 zinbwave 10 kmeans 7 NA 0.472716378386563 0.134477810461324
Zhengmix4eq hvg 300 zinbwave 10 kmeans 8 NA 0.452624739787376 0.132122239226863
Zhengmix4eq hvg 300 zinbwave 10 kmeans 9 NA 0.43207229389985 0.132883150463652
Zhengmix4eq hvg 300 zinbwave 10 kmeans 10 NA 0.387745070217464 0.12954914537905
Zhengmix4eq hvg 300 zinbwave 10 mclust 2 NA 0.319751121266789 0.16767621592892
Zhengmix4eq hvg 300 zinbwave 10 mclust 3 NA 0.698287720214689 0.177936816095548
Zhengmix4eq hvg 300 zinbwave 10 mclust 4 NA 0.641068092726051 0.145025415283316
Zhengmix4eq hvg 300 zinbwave 10 mclust 5 NA 0.723821174285908 0.134880836786685
Zhengmix4eq hvg 300 zinbwave 10 mclust 6 NA 0.696848401613058 0.0997200832300183
Zhengmix4eq hvg 300 zinbwave 10 mclust 7 NA 0.517475813313043 0.052129821507734
Zhengmix4eq hvg 300 zinbwave 10 mclust 8 NA 0.64955355878807 0.0799062005787613
Zhengmix4eq hvg 300 zinbwave 10 mclust 9 NA 0.518182675199678 0.0549011016933936
Zhengmix4eq hvg 300 zinbwave 10 mclust 10 NA 0.597935318689675 0.0813312076532806
Zhengmix4eq hvg 300 zinbwave 10 seurat 3 0.05 0.700877296234038 0.17858564422189
Zhengmix4eq hvg 300 zinbwave 10 seurat 3 0.1 0.700877296234038 0.17858564422189
Zhengmix4eq hvg 300 zinbwave 10 seurat 3 0.2 0.700552021961206 0.178527374180691
Zhengmix4eq hvg 300 zinbwave 10 seurat 5 0.5 0.800799779291308 0.166355571085636
Zhengmix4eq hvg 300 zinbwave 10 seurat 7 0.8 0.744519663358877 0.16288254065789
Zhengmix4eq hvg 300 zinbwave 10 seurat 7 1 0.741300003961512 0.163160356738147
Zhengmix4eq hvg 300 zinbwave 10 seurat 9 1.2 0.53061202384969 0.128129780426997
Zhengmix4eq hvg 300 zinbwave 10 seurat 12 1.5 0.427002668706452 0.121856124094981
Zhengmix4eq hvg 300 zinbwave 10 seurat 14 2 0.386168558727732 0.117492095362604
Zhengmix4eq hvg 300 zinbwave 30 kmeans 2 NA 0.32991086949875 0.0634958498598122
Zhengmix4eq hvg 300 zinbwave 30 kmeans 3 NA 0.696219351016371 0.081156653801567
Zhengmix4eq hvg 300 zinbwave 30 kmeans 4 NA 0.656246935110487 0.0830673752908694
Zhengmix4eq hvg 300 zinbwave 30 kmeans 5 NA 0.55078024996666 0.0787692637962487
Zhengmix4eq hvg 300 zinbwave 30 kmeans 6 NA 0.525853245194267 0.0772275161325368
Zhengmix4eq hvg 300 zinbwave 30 kmeans 7 NA 0.524153679230335 0.0755989479983177
Zhengmix4eq hvg 300 zinbwave 30 kmeans 8 NA 0.404817846915412 0.045466122659764
Zhengmix4eq hvg 300 zinbwave 30 kmeans 9 NA 0.389182254060197 0.0464861126243668
Zhengmix4eq hvg 300 zinbwave 30 kmeans 10 NA 0.347300499528399 0.0447734226797572
Zhengmix4eq hvg 300 zinbwave 30 seurat 2 0.05 0.322584456292721 0.0627847567408321
Zhengmix4eq hvg 300 zinbwave 30 seurat 2 0.1 0.322584456292721 0.0627847567408321
Zhengmix4eq hvg 300 zinbwave 30 seurat 3 0.2 0.673910383791211 0.079481207600777
Zhengmix4eq hvg 300 zinbwave 30 seurat 3 0.5 0.672013955968078 0.0793739162271383
Zhengmix4eq hvg 300 zinbwave 30 seurat 4 0.8 0.655643536424702 -0.0300707786179781
Zhengmix4eq hvg 300 zinbwave 30 seurat 5 1 0.648340248876279 -0.022106010630442
Zhengmix4eq hvg 300 zinbwave 30 seurat 5 1.2 0.650265143745019 -0.0208872528886299
Zhengmix4eq hvg 300 zinbwave 30 seurat 5 1.5 0.65273249123373 -0.0252919831963436
Zhengmix4eq hvg 300 zinbwave 30 seurat 8 2 0.421797104067796 -0.016864748701573
Zhengmix4eq hvg 1500 glmpca 10 kmeans 2 NA 0.326233240857712 0.626947725585263
Zhengmix4eq hvg 1500 glmpca 10 kmeans 3 NA 0.706400124041378 0.49792382766799
Zhengmix4eq hvg 1500 glmpca 10 kmeans 4 NA 0.891394281185468 0.44495389004385
Zhengmix4eq hvg 1500 glmpca 10 kmeans 5 NA 0.855454471945822 0.422446743958187
Zhengmix4eq hvg 1500 glmpca 10 kmeans 6 NA 0.758716293356673 0.364681963364536
Zhengmix4eq hvg 1500 glmpca 10 kmeans 7 NA 0.655162201145807 0.252263924820929
Zhengmix4eq hvg 1500 glmpca 10 kmeans 8 NA 0.641878112920457 0.256756374957182
Zhengmix4eq hvg 1500 glmpca 10 kmeans 9 NA 0.542382518358521 0.21669490263151
Zhengmix4eq hvg 1500 glmpca 10 kmeans 10 NA 0.510077979360412 0.215170322552398
Zhengmix4eq hvg 1500 glmpca 10 mclust 2 NA 0.322578710475005 0.626312166346556
Zhengmix4eq hvg 1500 glmpca 10 mclust 3 NA 0.70502153149416 0.497483277536697
Zhengmix4eq hvg 1500 glmpca 10 mclust 4 NA 0.945953010303057 0.41950801286715
Zhengmix4eq hvg 1500 glmpca 10 mclust 5 NA 0.955279549334231 0.424276794914424
Zhengmix4eq hvg 1500 glmpca 10 mclust 6 NA 0.859297282201405 0.323114050438177
Zhengmix4eq hvg 1500 glmpca 10 mclust 7 NA 0.821914512750412 0.29907043047152
Zhengmix4eq hvg 1500 glmpca 10 mclust 8 NA 0.748710598256003 0.253437106416956
Zhengmix4eq hvg 1500 glmpca 10 mclust 9 NA 0.685357968923854 0.151138367645144
Zhengmix4eq hvg 1500 glmpca 10 mclust 10 NA 0.564624598151653 0.101454550172637
Zhengmix4eq hvg 1500 glmpca 10 seurat 3 0.05 0.705588900750937 0.497795403931014
Zhengmix4eq hvg 1500 glmpca 10 seurat 5 0.1 0.939555778339173 0.385565853261033
Zhengmix4eq hvg 1500 glmpca 10 seurat 5 0.2 0.939555778339173 0.385565853261033
Zhengmix4eq hvg 1500 glmpca 10 seurat 5 0.5 0.939555778339173 0.385565853261033
Zhengmix4eq hvg 1500 glmpca 10 seurat 7 0.8 0.762926707543784 0.263739893411494
Zhengmix4eq hvg 1500 glmpca 10 seurat 9 1 0.604005824485845 0.194018728165815
Zhengmix4eq hvg 1500 glmpca 10 seurat 10 1.2 0.539211749821979 0.187176592056823
Zhengmix4eq hvg 1500 glmpca 10 seurat 12 1.5 0.478409122369564 0.18082072010293
Zhengmix4eq hvg 1500 glmpca 10 seurat 14 2 0.41469775204773 0.173421423553992
Zhengmix4eq hvg 1500 glmpca 30 kmeans 2 NA 0.326233240857712 0.440757748221197
Zhengmix4eq hvg 1500 glmpca 30 kmeans 3 NA 0.705423015838685 0.253299837731376
Zhengmix4eq hvg 1500 glmpca 30 kmeans 4 NA 0.871597757844752 0.217709279788131
Zhengmix4eq hvg 1500 glmpca 30 kmeans 5 NA 0.782501791077491 0.151336346097545
Zhengmix4eq hvg 1500 glmpca 30 kmeans 6 NA 0.751275464396688 0.150121569486527
Zhengmix4eq hvg 1500 glmpca 30 kmeans 7 NA 0.644152709397348 0.118372928806174
Zhengmix4eq hvg 1500 glmpca 30 kmeans 8 NA 0.528810992425138 0.0823941815290603
Zhengmix4eq hvg 1500 glmpca 30 kmeans 9 NA 0.491123225785286 0.0770929900043055
Zhengmix4eq hvg 1500 glmpca 30 kmeans 10 NA 0.470254340277622 0.077163541939001
Zhengmix4eq hvg 1500 glmpca 30 seurat 3 0.05 0.70421957571846 0.252949591762137
Zhengmix4eq hvg 1500 glmpca 30 seurat 3 0.1 0.70421957571846 0.252949591762137
Zhengmix4eq hvg 1500 glmpca 30 seurat 5 0.2 0.872047975767409 0.152032026331489
Zhengmix4eq hvg 1500 glmpca 30 seurat 5 0.5 0.873431072425296 0.151484314727676
Zhengmix4eq hvg 1500 glmpca 30 seurat 5 0.8 0.878357040113792 0.151294708259996
Zhengmix4eq hvg 1500 glmpca 30 seurat 5 1 0.87778694224785 0.151304647105926
Zhengmix4eq hvg 1500 glmpca 30 seurat 5 1.2 0.878554324529658 0.151661326272848
Zhengmix4eq hvg 1500 glmpca 30 seurat 6 1.5 0.824724737663171 0.102640773385438
Zhengmix4eq hvg 1500 glmpca 30 seurat 9 2 0.560500726782308 0.0678080695358293
Zhengmix4eq hvg 1500 pca_log 10 kmeans 2 NA 0.325500487448545 0.572373772177277
Zhengmix4eq hvg 1500 pca_log 10 kmeans 3 NA 0.705588900750937 0.51093374073357
Zhengmix4eq hvg 1500 pca_log 10 kmeans 4 NA 0.675469943080006 0.519359221553523
Zhengmix4eq hvg 1500 pca_log 10 kmeans 5 NA 0.80097123026359 0.468217472055726
Zhengmix4eq hvg 1500 pca_log 10 kmeans 6 NA 0.799416906099266 0.471432879842238
Zhengmix4eq hvg 1500 pca_log 10 kmeans 7 NA 0.749052711088723 0.429004653152425
Zhengmix4eq hvg 1500 pca_log 10 kmeans 8 NA 0.749051936095549 0.429266547821974
Zhengmix4eq hvg 1500 pca_log 10 kmeans 9 NA 0.793838653128165 0.476761223341554
Zhengmix4eq hvg 1500 pca_log 10 kmeans 10 NA 0.753132559452508 0.454323521447012
Zhengmix4eq hvg 1500 pca_log 10 mclust 2 NA 0.317513657958176 0.536546356387039
Zhengmix4eq hvg 1500 pca_log 10 mclust 3 NA 0.684818192190317 0.495019215420941
Zhengmix4eq hvg 1500 pca_log 10 mclust 4 NA 0.687793263359683 0.347152168588925
Zhengmix4eq hvg 1500 pca_log 10 mclust 5 NA 0.659222307104069 0.359930125448114
Zhengmix4eq hvg 1500 pca_log 10 mclust 6 NA 0.797483938425255 0.373262701073621
Zhengmix4eq hvg 1500 pca_log 10 mclust 7 NA 0.724460220160449 0.300090202472392
Zhengmix4eq hvg 1500 pca_log 10 mclust 8 NA 0.699711139446023 0.212693622117844
Zhengmix4eq hvg 1500 pca_log 10 mclust 9 NA 0.662214902261628 0.198287408944634
Zhengmix4eq hvg 1500 pca_log 10 mclust 10 NA 0.65318424878348 0.187224925246274
Zhengmix4eq hvg 1500 pca_log 10 seurat 4 0.05 0.941793909392027 0.435871903635887
Zhengmix4eq hvg 1500 pca_log 10 seurat 5 0.1 0.929986987757007 0.443290590801175
Zhengmix4eq hvg 1500 pca_log 10 seurat 5 0.2 0.929986987757007 0.443290590801175
Zhengmix4eq hvg 1500 pca_log 10 seurat 6 0.5 0.873524743789986 0.419356902317402
Zhengmix4eq hvg 1500 pca_log 10 seurat 9 0.8 0.640605959597132 0.285924663281663
Zhengmix4eq hvg 1500 pca_log 10 seurat 9 1 0.606199829724898 0.255610740928039
Zhengmix4eq hvg 1500 pca_log 10 seurat 11 1.2 0.533971178732307 0.216513888144599
Zhengmix4eq hvg 1500 pca_log 10 seurat 12 1.5 0.490765104974823 0.197527276347772
Zhengmix4eq hvg 1500 pca_log 10 seurat 14 2 0.442283474529923 0.162238348379286
Zhengmix4eq hvg 1500 pca_log 30 kmeans 2 NA 0.325500487448545 0.502457113092257
Zhengmix4eq hvg 1500 pca_log 30 kmeans 3 NA 0.705588900750937 0.354342009379138
Zhengmix4eq hvg 1500 pca_log 30 kmeans 4 NA 0.677601216628154 0.363760305549556
Zhengmix4eq hvg 1500 pca_log 30 kmeans 5 NA 0.677300659964034 0.365007062613641
Zhengmix4eq hvg 1500 pca_log 30 kmeans 6 NA 0.805228819247084 0.300574034926514
Zhengmix4eq hvg 1500 pca_log 30 kmeans 7 NA 0.805228080682946 0.300767640680842
Zhengmix4eq hvg 1500 pca_log 30 kmeans 8 NA 0.804551349765397 0.304906844622533
Zhengmix4eq hvg 1500 pca_log 30 kmeans 9 NA 0.751914804861557 0.288017488145443
Zhengmix4eq hvg 1500 pca_log 30 kmeans 10 NA 0.739787997279415 0.287809666519882
Zhengmix4eq hvg 1500 pca_log 30 seurat 3 0.05 0.70421340107316 0.353232569262004
Zhengmix4eq hvg 1500 pca_log 30 seurat 4 0.1 0.947498944564977 0.267401492707393
Zhengmix4eq hvg 1500 pca_log 30 seurat 4 0.2 0.947498944564977 0.267401492707393
Zhengmix4eq hvg 1500 pca_log 30 seurat 5 0.5 0.935370894297391 0.273366256887344
Zhengmix4eq hvg 1500 pca_log 30 seurat 6 0.8 0.853045162954079 0.236793928366135
Zhengmix4eq hvg 1500 pca_log 30 seurat 8 1 0.709515048173888 0.133847051872427
Zhengmix4eq hvg 1500 pca_log 30 seurat 8 1.2 0.692836610244319 0.123475500784531
Zhengmix4eq hvg 1500 pca_log 30 seurat 8 1.5 0.638172591715685 0.117424201441322
Zhengmix4eq hvg 1500 pca_log 30 seurat 12 2 0.551649841736846 0.0880862494321467
Zhengmix4eq hvg 1500 pca_rd 10 kmeans 2 NA 0.321123362091183 0.561379917419995
Zhengmix4eq hvg 1500 pca_rd 10 kmeans 3 NA 0.702516496796758 0.428188842448235
Zhengmix4eq hvg 1500 pca_rd 10 kmeans 4 NA 0.686183642048694 0.448806152084729
Zhengmix4eq hvg 1500 pca_rd 10 kmeans 5 NA 0.895755966721084 0.469363012896023
Zhengmix4eq hvg 1500 pca_rd 10 kmeans 6 NA 0.886423746225522 0.470956667563345
Zhengmix4eq hvg 1500 pca_rd 10 kmeans 7 NA 0.886101998401743 0.472526639923014
Zhengmix4eq hvg 1500 pca_rd 10 kmeans 8 NA 0.833586734655895 0.401624432822115
Zhengmix4eq hvg 1500 pca_rd 10 kmeans 9 NA 0.789513324157771 0.427696051241111
Zhengmix4eq hvg 1500 pca_rd 10 kmeans 10 NA 0.789401598675693 0.43034750757653
Zhengmix4eq hvg 1500 pca_rd 10 mclust 2 NA 0.324757797918318 0.554749875691409
Zhengmix4eq hvg 1500 pca_rd 10 mclust 3 NA 0.620693652968333 0.344518992320113
Zhengmix4eq hvg 1500 pca_rd 10 mclust 4 NA 0.665193159484454 0.440699571478609
Zhengmix4eq hvg 1500 pca_rd 10 mclust 5 NA 0.632087834632097 0.327437720332391
Zhengmix4eq hvg 1500 pca_rd 10 mclust 6 NA 0.725429430363125 0.298075899109068
Zhengmix4eq hvg 1500 pca_rd 10 mclust 7 NA 0.712434313866141 0.295766774217712
Zhengmix4eq hvg 1500 pca_rd 10 mclust 8 NA 0.695771861949732 0.251680185862599
Zhengmix4eq hvg 1500 pca_rd 10 mclust 9 NA 0.670434102958592 0.22969500127972
Zhengmix4eq hvg 1500 pca_rd 10 mclust 10 NA 0.635759372943998 0.217515913073326
Zhengmix4eq hvg 1500 pca_rd 10 seurat 3 0.05 0.701316589964384 0.425198568673044
Zhengmix4eq hvg 1500 pca_rd 10 seurat 5 0.1 0.93956459454474 0.459222395337484
Zhengmix4eq hvg 1500 pca_rd 10 seurat 5 0.2 0.93956459454474 0.459222395337484
Zhengmix4eq hvg 1500 pca_rd 10 seurat 8 0.5 0.767884390366406 0.380618948715059
Zhengmix4eq hvg 1500 pca_rd 10 seurat 9 0.8 0.639899232082386 0.30135767524032
Zhengmix4eq hvg 1500 pca_rd 10 seurat 11 1 0.565809384456265 0.273302774220173
Zhengmix4eq hvg 1500 pca_rd 10 seurat 11 1.2 0.564898155794758 0.284740592003515
Zhengmix4eq hvg 1500 pca_rd 10 seurat 13 1.5 0.468501000371541 0.211439894321487
Zhengmix4eq hvg 1500 pca_rd 10 seurat 15 2 0.416196334821703 0.161770370305054
Zhengmix4eq hvg 1500 pca_rd 30 kmeans 2 NA 0.32185057472203 0.494276640432323
Zhengmix4eq hvg 1500 pca_rd 30 kmeans 3 NA 0.702516496796758 0.289744684490299
Zhengmix4eq hvg 1500 pca_rd 30 kmeans 4 NA 0.686183642048694 0.304328882294752
Zhengmix4eq hvg 1500 pca_rd 30 kmeans 5 NA 0.895718549102353 0.30450230897955
Zhengmix4eq hvg 1500 pca_rd 30 kmeans 6 NA 0.895389362751585 0.305753754188563
Zhengmix4eq hvg 1500 pca_rd 30 kmeans 7 NA 0.895050317701215 0.308956402192509
Zhengmix4eq hvg 1500 pca_rd 30 kmeans 8 NA 0.895049607680818 0.309235053161031
Zhengmix4eq hvg 1500 pca_rd 30 kmeans 9 NA 0.867418894386059 0.29178999029785
Zhengmix4eq hvg 1500 pca_rd 30 kmeans 10 NA 0.819706503464505 0.27190762338005
Zhengmix4eq hvg 1500 pca_rd 30 seurat 3 0.05 0.701229318128435 0.288006159110562
Zhengmix4eq hvg 1500 pca_rd 30 seurat 5 0.1 0.9459269469037 0.295141370050342
Zhengmix4eq hvg 1500 pca_rd 30 seurat 5 0.2 0.9459269469037 0.295141370050342
Zhengmix4eq hvg 1500 pca_rd 30 seurat 5 0.5 0.945297974595342 0.295526614297358
Zhengmix4eq hvg 1500 pca_rd 30 seurat 8 0.8 0.795936068644154 0.245241857337212
Zhengmix4eq hvg 1500 pca_rd 30 seurat 8 1 0.733464009824129 0.207031813863914
Zhengmix4eq hvg 1500 pca_rd 30 seurat 8 1.2 0.723420920183356 0.188537895838053
Zhengmix4eq hvg 1500 pca_rd 30 seurat 10 1.5 0.603667000964277 0.124609609852182
Zhengmix4eq hvg 1500 pca_rd 30 seurat 12 2 0.522616223281057 0.109320716526594
Zhengmix4eq hvg 1500 pca_rp 10 kmeans 2 NA 0.3222881190419 0.593104591602139
Zhengmix4eq hvg 1500 pca_rp 10 kmeans 3 NA 0.703001310196368 0.472958968327151
Zhengmix4eq hvg 1500 pca_rp 10 kmeans 4 NA 0.686683526895785 0.492091046197777
Zhengmix4eq hvg 1500 pca_rp 10 kmeans 5 NA 0.841876482069068 0.532477003066242
Zhengmix4eq hvg 1500 pca_rp 10 kmeans 6 NA 0.841541275002605 0.534319010797159
Zhengmix4eq hvg 1500 pca_rp 10 kmeans 7 NA 0.840538289785728 0.538101365088414
Zhengmix4eq hvg 1500 pca_rp 10 kmeans 8 NA 0.857756401381975 0.513921000325603
Zhengmix4eq hvg 1500 pca_rp 10 kmeans 9 NA 0.769629634379638 0.463089021146333
Zhengmix4eq hvg 1500 pca_rp 10 kmeans 10 NA 0.781704485374626 0.444280450173982
Zhengmix4eq hvg 1500 pca_rp 10 mclust 2 NA 0.321668143770043 0.567192360706946
Zhengmix4eq hvg 1500 pca_rp 10 mclust 3 NA 0.689891063291684 0.457136936901986
Zhengmix4eq hvg 1500 pca_rp 10 mclust 4 NA 0.681927454030332 0.363693223547104
Zhengmix4eq hvg 1500 pca_rp 10 mclust 5 NA 0.643743607675329 0.380756539126243
Zhengmix4eq hvg 1500 pca_rp 10 mclust 6 NA 0.722848130244581 0.380866691370208
Zhengmix4eq hvg 1500 pca_rp 10 mclust 7 NA 0.75971709805708 0.370881591916
Zhengmix4eq hvg 1500 pca_rp 10 mclust 8 NA 0.688168166852342 0.306957663517368
Zhengmix4eq hvg 1500 pca_rp 10 mclust 9 NA 0.675555545189197 0.213906910602676
Zhengmix4eq hvg 1500 pca_rp 10 mclust 10 NA 0.592588239656956 0.142623618315712
Zhengmix4eq hvg 1500 pca_rp 10 seurat 3 0.05 0.701316589964384 0.470792758895931
Zhengmix4eq hvg 1500 pca_rp 10 seurat 4 0.1 0.94539124832009 0.498130782572585
Zhengmix4eq hvg 1500 pca_rp 10 seurat 5 0.2 0.929851003518797 0.516875045298309
Zhengmix4eq hvg 1500 pca_rp 10 seurat 6 0.5 0.861895487708768 0.498014653337096
Zhengmix4eq hvg 1500 pca_rp 10 seurat 8 0.8 0.736028067755805 0.37455544526803
Zhengmix4eq hvg 1500 pca_rp 10 seurat 9 1 0.62607542433533 0.284213339720289
Zhengmix4eq hvg 1500 pca_rp 10 seurat 10 1.2 0.559485527035122 0.195877094944431
Zhengmix4eq hvg 1500 pca_rp 10 seurat 10 1.5 0.557515428981772 0.193493860855404
Zhengmix4eq hvg 1500 pca_rp 10 seurat 17 2 0.357767529979138 0.141234322780453
Zhengmix4eq hvg 1500 pca_rp 30 kmeans 2 NA 0.3222881190419 0.514657075621493
Zhengmix4eq hvg 1500 pca_rp 30 kmeans 3 NA 0.703001310196368 0.304828758776884
Zhengmix4eq hvg 1500 pca_rp 30 kmeans 4 NA 0.68697618111272 0.317706256272059
Zhengmix4eq hvg 1500 pca_rp 30 kmeans 5 NA 0.864787696951388 0.338205619431132
Zhengmix4eq hvg 1500 pca_rp 30 kmeans 6 NA 0.864454949740512 0.339621059667444
Zhengmix4eq hvg 1500 pca_rp 30 kmeans 7 NA 0.864122457849791 0.340990113810442
Zhengmix4eq hvg 1500 pca_rp 30 kmeans 8 NA 0.863790221566441 0.342234141464596
Zhengmix4eq hvg 1500 pca_rp 30 kmeans 9 NA 0.863126876423929 0.344533159622155
Zhengmix4eq hvg 1500 pca_rp 30 kmeans 10 NA 0.862134323459297 0.347923287509414
Zhengmix4eq hvg 1500 pca_rp 30 seurat 3 0.05 0.701316589964384 0.300998949214606
Zhengmix4eq hvg 1500 pca_rp 30 seurat 4 0.1 0.957391348056998 0.315181455345175
Zhengmix4eq hvg 1500 pca_rp 30 seurat 5 0.2 0.941020081548626 0.328224876748588
Zhengmix4eq hvg 1500 pca_rp 30 seurat 6 0.5 0.883047677301251 0.309633008969114
Zhengmix4eq hvg 1500 pca_rp 30 seurat 6 0.8 0.879734825941267 0.306800048306838
Zhengmix4eq hvg 1500 pca_rp 30 seurat 7 1 0.79597196454395 0.20800457058115
Zhengmix4eq hvg 1500 pca_rp 30 seurat 9 1.2 0.735351205689889 0.168540303791138
Zhengmix4eq hvg 1500 pca_rp 30 seurat 9 1.5 0.727168445377049 0.160261329739875
Zhengmix4eq hvg 1500 pca_rp 30 seurat 10 2 0.558089029570823 0.0852067715393437
Zhengmix4eq hvg 1500 zinbwave 10 kmeans 2 NA 0.321123362091183 0.228675698759904
Zhengmix4eq hvg 1500 zinbwave 10 kmeans 3 NA 0.701382840470303 0.189952385932064
Zhengmix4eq hvg 1500 zinbwave 10 kmeans 4 NA 0.941321496294448 0.196571776289785
Zhengmix4eq hvg 1500 zinbwave 10 kmeans 5 NA 0.924655413075275 0.208487977338535
Zhengmix4eq hvg 1500 zinbwave 10 kmeans 6 NA 0.848203374185275 0.194784919147871
Zhengmix4eq hvg 1500 zinbwave 10 kmeans 7 NA 0.761415762595242 0.193007351382182
Zhengmix4eq hvg 1500 zinbwave 10 kmeans 8 NA 0.653397073892514 0.174093287814558
Zhengmix4eq hvg 1500 zinbwave 10 kmeans 9 NA 0.621456174351297 0.173839293981745
Zhengmix4eq hvg 1500 zinbwave 10 kmeans 10 NA 0.588070405342471 0.171377732592164
Zhengmix4eq hvg 1500 zinbwave 10 mclust 2 NA 0.495328950779136 0.151690833036758
Zhengmix4eq hvg 1500 zinbwave 10 mclust 3 NA 0.705916248256906 0.188031837733876
Zhengmix4eq hvg 1500 zinbwave 10 mclust 4 NA 0.970855721915015 0.191527524932232
Zhengmix4eq hvg 1500 zinbwave 10 mclust 5 NA 0.948564273221465 0.202431485117004
Zhengmix4eq hvg 1500 zinbwave 10 mclust 6 NA 0.865136595250801 0.184167501035593
Zhengmix4eq hvg 1500 zinbwave 10 mclust 7 NA 0.774346864289205 0.149789998852519
Zhengmix4eq hvg 1500 zinbwave 10 mclust 8 NA 0.832434986230152 0.142419528318256
Zhengmix4eq hvg 1500 zinbwave 10 mclust 9 NA 0.775793691212157 0.153563053139829
Zhengmix4eq hvg 1500 zinbwave 10 mclust 10 NA 0.691789273968134 0.103527701116354
Zhengmix4eq hvg 1500 zinbwave 10 seurat 3 0.05 0.704782055993148 0.188298917483543
Zhengmix4eq hvg 1500 zinbwave 10 seurat 5 0.1 0.947801035277751 0.204323301127223
Zhengmix4eq hvg 1500 zinbwave 10 seurat 5 0.2 0.947487617839564 0.204539988504371
Zhengmix4eq hvg 1500 zinbwave 10 seurat 5 0.5 0.947487617839564 0.204539988504371
Zhengmix4eq hvg 1500 zinbwave 10 seurat 5 0.8 0.947487617839564 0.204539988504371
Zhengmix4eq hvg 1500 zinbwave 10 seurat 7 1 0.772556702944475 0.175172662589772
Zhengmix4eq hvg 1500 zinbwave 10 seurat 8 1.2 0.710714504833189 0.157392064317431
Zhengmix4eq hvg 1500 zinbwave 10 seurat 12 1.5 0.516489519759976 0.125268315159074
Zhengmix4eq hvg 1500 zinbwave 10 seurat 14 2 0.439436229604231 0.106226322201715
Zhengmix4eq hvg 1500 zinbwave 30 kmeans 2 NA 0.323307769487958 0.114881568155635
Zhengmix4eq hvg 1500 zinbwave 30 kmeans 3 NA 0.703080046650413 0.0531351032059399
Zhengmix4eq hvg 1500 zinbwave 30 kmeans 4 NA 0.956270865425846 0.0413157021087813
Zhengmix4eq hvg 1500 zinbwave 30 kmeans 5 NA 0.874736578760221 0.0470590295222056
Zhengmix4eq hvg 1500 zinbwave 30 kmeans 6 NA 0.712210200042093 0.0380939805541543
Zhengmix4eq hvg 1500 zinbwave 30 kmeans 7 NA 0.673791131864822 0.0389301765032702
Zhengmix4eq hvg 1500 zinbwave 30 kmeans 8 NA 0.566669200331199 0.0356738220823115
Zhengmix4eq hvg 1500 zinbwave 30 kmeans 9 NA 0.515750140879312 0.0355410746173659
Zhengmix4eq hvg 1500 zinbwave 30 kmeans 10 NA 0.505421775630675 0.03599210425728
Zhengmix4eq hvg 1500 zinbwave 30 seurat 3 0.05 0.699457944855541 0.0527412446512824
Zhengmix4eq hvg 1500 zinbwave 30 seurat 3 0.1 0.699457944855541 0.0527412446512824
Zhengmix4eq hvg 1500 zinbwave 30 seurat 3 0.2 0.699457944855541 0.0527412446512824
Zhengmix4eq hvg 1500 zinbwave 30 seurat 4 0.5 0.91072174645026 0.0413242483647214
Zhengmix4eq hvg 1500 zinbwave 30 seurat 5 0.8 0.903567347339223 0.0362985696141856
Zhengmix4eq hvg 1500 zinbwave 30 seurat 5 1 0.905652756856025 0.0371356315160206
Zhengmix4eq hvg 1500 zinbwave 30 seurat 5 1.2 0.906831023854621 0.0370752705379317
Zhengmix4eq hvg 1500 zinbwave 30 seurat 7 1.5 0.837299321055249 0.0162131798123051
Zhengmix4eq hvg 1500 zinbwave 30 seurat 8 2 0.726306014204765 0.0133943216183277
Zhengmix4uneq dev 60 glmpca 10 kmeans 2 NA 0.537134354999187 0.546861671070104
Zhengmix4uneq dev 60 glmpca 10 kmeans 3 NA 0.798586229354753 0.547567646972518
Zhengmix4uneq dev 60 glmpca 10 kmeans 4 NA 0.653219386398704 0.437696060065771
Zhengmix4uneq dev 60 glmpca 10 kmeans 5 NA 0.590116873564887 0.394737723579216
Zhengmix4uneq dev 60 glmpca 10 kmeans 6 NA 0.465920310305919 0.270739635144807
Zhengmix4uneq dev 60 glmpca 10 kmeans 7 NA 0.429620738232265 0.266750836946732
Zhengmix4uneq dev 60 glmpca 10 kmeans 8 NA 0.3939919622288 0.221361318578066
Zhengmix4uneq dev 60 glmpca 10 kmeans 9 NA 0.36007823738164 0.211410642847085
Zhengmix4uneq dev 60 glmpca 10 kmeans 10 NA 0.359718124605638 0.211430525926181
Zhengmix4uneq dev 60 glmpca 10 mclust 2 NA 0.526540487796334 0.546230241539344
Zhengmix4uneq dev 60 glmpca 10 mclust 3 NA 0.828593921188618 0.550784493700295
Zhengmix4uneq dev 60 glmpca 10 mclust 4 NA 0.7428523634072 0.393628399218005
Zhengmix4uneq dev 60 glmpca 10 mclust 5 NA 0.701693889803336 0.36100560322719
Zhengmix4uneq dev 60 glmpca 10 mclust 6 NA 0.684345769570643 0.29510143257737
Zhengmix4uneq dev 60 glmpca 10 mclust 7 NA 0.572640649775782 0.227620797092083
Zhengmix4uneq dev 60 glmpca 10 mclust 8 NA 0.552012982626043 0.29734689139707
Zhengmix4uneq dev 60 glmpca 10 mclust 9 NA 0.479844264217318 0.129496884852599
Zhengmix4uneq dev 60 glmpca 10 mclust 10 NA 0.418774332753914 0.118813123467785
Zhengmix4uneq dev 60 glmpca 10 seurat 3 0.05 0.832715188767508 0.552113759410622
Zhengmix4uneq dev 60 glmpca 10 seurat 3 0.1 0.832715188767508 0.552113759410622
Zhengmix4uneq dev 60 glmpca 10 seurat 5 0.2 0.651616171142502 0.370509920784532
Zhengmix4uneq dev 60 glmpca 10 seurat 6 0.5 0.572661877141665 0.312510923602385
Zhengmix4uneq dev 60 glmpca 10 seurat 8 0.8 0.455719523266812 0.231794591190268
Zhengmix4uneq dev 60 glmpca 10 seurat 11 1 0.381801701314363 0.192565314123975
Zhengmix4uneq dev 60 glmpca 10 seurat 13 1.2 0.332143913599934 0.173382379096256
Zhengmix4uneq dev 60 glmpca 10 seurat 15 1.5 0.254479563742186 0.146055677291969
Zhengmix4uneq dev 60 glmpca 10 seurat 16 2 0.236173380577779 0.143922740010798
Zhengmix4uneq dev 60 glmpca 30 kmeans 2 NA 0.539906134556886 0.42464686953387
Zhengmix4uneq dev 60 glmpca 30 kmeans 3 NA 0.786218225439893 0.398336349844657
Zhengmix4uneq dev 60 glmpca 30 kmeans 4 NA 0.658279174521544 0.322000351575543
Zhengmix4uneq dev 60 glmpca 30 kmeans 5 NA 0.58946051784911 0.285418299763289
Zhengmix4uneq dev 60 glmpca 30 kmeans 6 NA 0.556558048360845 0.282109718897043
Zhengmix4uneq dev 60 glmpca 30 kmeans 7 NA 0.524576206730891 0.255685459884642
Zhengmix4uneq dev 60 glmpca 30 kmeans 8 NA 0.498755508358527 0.244491174047935
Zhengmix4uneq dev 60 glmpca 30 kmeans 9 NA 0.358328962141318 0.119328587503817
Zhengmix4uneq dev 60 glmpca 30 kmeans 10 NA 0.347947882295853 0.121123107299481
Zhengmix4uneq dev 60 glmpca 30 seurat 3 0.05 0.837317560293878 0.406617372518544
Zhengmix4uneq dev 60 glmpca 30 seurat 3 0.1 0.837317560293878 0.406617372518544
Zhengmix4uneq dev 60 glmpca 30 seurat 4 0.2 0.825231410366265 0.277170499719119
Zhengmix4uneq dev 60 glmpca 30 seurat 5 0.5 0.636638520559393 0.193873559784979
Zhengmix4uneq dev 60 glmpca 30 seurat 8 0.8 0.500628772990561 0.122352363892587
Zhengmix4uneq dev 60 glmpca 30 seurat 11 1 0.366375460558642 0.131109609526345
Zhengmix4uneq dev 60 glmpca 30 seurat 12 1.2 0.335421031927864 0.107925231490302
Zhengmix4uneq dev 60 glmpca 30 seurat 14 1.5 0.273863845929793 0.0792297302400308
Zhengmix4uneq dev 60 glmpca 30 seurat 17 2 0.227024700638355 0.0716562431890032
Zhengmix4uneq dev 60 pca_log 10 kmeans 2 NA 0.53154936861948 0.486246270962859
Zhengmix4uneq dev 60 pca_log 10 kmeans 3 NA 0.830192353471043 0.47568008091365
Zhengmix4uneq dev 60 pca_log 10 kmeans 4 NA 0.647077888606218 0.334765835821373
Zhengmix4uneq dev 60 pca_log 10 kmeans 5 NA 0.522251997885081 0.256813354490417
Zhengmix4uneq dev 60 pca_log 10 kmeans 6 NA 0.521721705705283 0.252085463689584
Zhengmix4uneq dev 60 pca_log 10 kmeans 7 NA 0.446243898323972 0.249475549078394
Zhengmix4uneq dev 60 pca_log 10 kmeans 8 NA 0.410207728427591 0.236425837798104
Zhengmix4uneq dev 60 pca_log 10 kmeans 9 NA 0.387347500870871 0.210962767981958
Zhengmix4uneq dev 60 pca_log 10 kmeans 10 NA 0.377629523835764 0.214087594075349
Zhengmix4uneq dev 60 pca_log 10 mclust 2 NA 0.521675116257007 0.354950668958668
Zhengmix4uneq dev 60 pca_log 10 mclust 3 NA 0.519240771585134 0.314107798339959
Zhengmix4uneq dev 60 pca_log 10 mclust 4 NA 0.637055862661723 0.394097217764583
Zhengmix4uneq dev 60 pca_log 10 mclust 5 NA 0.480516929362478 0.229291586637471
Zhengmix4uneq dev 60 pca_log 10 mclust 6 NA 0.42728349715013 0.206441483745105
Zhengmix4uneq dev 60 pca_log 10 mclust 7 NA 0.375848176433784 0.135398456389112
Zhengmix4uneq dev 60 pca_log 10 mclust 8 NA 0.351168405817296 0.133801885228291
Zhengmix4uneq dev 60 pca_log 10 mclust 9 NA 0.314043337142734 0.126705345584045
Zhengmix4uneq dev 60 pca_log 10 mclust 10 NA 0.305791778527184 0.07219994474424
Zhengmix4uneq dev 60 pca_log 10 seurat 5 0.05 0.79180976903007 0.410548460427292
Zhengmix4uneq dev 60 pca_log 10 seurat 5 0.1 0.791526977050205 0.412025571775724
Zhengmix4uneq dev 60 pca_log 10 seurat 7 0.2 0.562340211468871 0.231928895310481
Zhengmix4uneq dev 60 pca_log 10 seurat 11 0.5 0.450443751163836 0.184686268953622
Zhengmix4uneq dev 60 pca_log 10 seurat 14 0.8 0.407211215923321 0.151359984198017
Zhengmix4uneq dev 60 pca_log 10 seurat 16 1 0.288448697381686 0.112060606099911
Zhengmix4uneq dev 60 pca_log 10 seurat 17 1.2 0.27931292432403 0.109417532500198
Zhengmix4uneq dev 60 pca_log 10 seurat 19 1.5 0.239048072964781 0.102186211025681
Zhengmix4uneq dev 60 pca_log 10 seurat 24 2 0.19321084149404 0.0996576523496825
Zhengmix4uneq dev 60 pca_log 30 kmeans 2 NA 0.53154936861948 0.374773817038266
Zhengmix4uneq dev 60 pca_log 30 kmeans 3 NA 0.830556325422924 0.309950513371752
Zhengmix4uneq dev 60 pca_log 30 kmeans 4 NA 0.64806734749649 0.1840713322609
Zhengmix4uneq dev 60 pca_log 30 kmeans 5 NA 0.524495884188073 0.14962448308102
Zhengmix4uneq dev 60 pca_log 30 kmeans 6 NA 0.524584817143013 0.145762512392977
Zhengmix4uneq dev 60 pca_log 30 kmeans 7 NA 0.448648639775531 0.136017822059572
Zhengmix4uneq dev 60 pca_log 30 kmeans 8 NA 0.420501151527803 0.129610631676136
Zhengmix4uneq dev 60 pca_log 30 kmeans 9 NA 0.399545724151047 0.126012884432246
Zhengmix4uneq dev 60 pca_log 30 kmeans 10 NA 0.382242239441311 0.1148317741307
Zhengmix4uneq dev 60 pca_log 30 seurat 4 0.05 0.739621275804288 0.288867069733398
Zhengmix4uneq dev 60 pca_log 30 seurat 8 0.1 0.440112267521841 0.0819493938621507
Zhengmix4uneq dev 60 pca_log 30 seurat 10 0.2 0.356364853185425 0.0902099411252279
Zhengmix4uneq dev 60 pca_log 30 seurat 17 0.5 0.255002233088523 0.0879482889862952
Zhengmix4uneq dev 60 pca_log 30 seurat 19 0.8 0.233785697943843 0.0989078813752363
Zhengmix4uneq dev 60 pca_log 30 seurat 25 1 0.178100769677734 0.0560153136837997
Zhengmix4uneq dev 60 pca_log 30 seurat 27 1.2 0.169975664681258 0.0595095163073543
Zhengmix4uneq dev 60 pca_log 30 seurat 31 1.5 0.157238534093846 0.0700341900670705
Zhengmix4uneq dev 60 pca_log 30 seurat 36 2 0.139279942927819 0.0778381027252605
Zhengmix4uneq dev 60 pca_rd 10 kmeans 2 NA 0.528424536319116 0.460103097955367
Zhengmix4uneq dev 60 pca_rd 10 kmeans 3 NA 0.829820108395499 0.42420478414313
Zhengmix4uneq dev 60 pca_rd 10 kmeans 4 NA 0.813662585051395 0.442682164447385
Zhengmix4uneq dev 60 pca_rd 10 kmeans 5 NA 0.626043080080446 0.375590420775745
Zhengmix4uneq dev 60 pca_rd 10 kmeans 6 NA 0.584615210143854 0.34085265395073
Zhengmix4uneq dev 60 pca_rd 10 kmeans 7 NA 0.600381813486963 0.334745838847515
Zhengmix4uneq dev 60 pca_rd 10 kmeans 8 NA 0.591903103825876 0.33922993332483
Zhengmix4uneq dev 60 pca_rd 10 kmeans 9 NA 0.506911583932782 0.242976870656493
Zhengmix4uneq dev 60 pca_rd 10 kmeans 10 NA 0.490804872145616 0.244388886164336
Zhengmix4uneq dev 60 pca_rd 10 mclust 2 NA 0.283301448367992 0.227998477357202
Zhengmix4uneq dev 60 pca_rd 10 mclust 3 NA 0.832487296434755 0.425109275579796
Zhengmix4uneq dev 60 pca_rd 10 mclust 4 NA 0.774471165437659 0.417686542373206
Zhengmix4uneq dev 60 pca_rd 10 mclust 5 NA 0.740215088771086 0.306384193812724
Zhengmix4uneq dev 60 pca_rd 10 mclust 6 NA 0.83075745031627 0.317844643219683
Zhengmix4uneq dev 60 pca_rd 10 mclust 7 NA 0.639799225152014 0.29720509921646
Zhengmix4uneq dev 60 pca_rd 10 mclust 8 NA 0.555541285161034 0.294143700119389
Zhengmix4uneq dev 60 pca_rd 10 mclust 9 NA 0.49911351323957 0.209589033645178
Zhengmix4uneq dev 60 pca_rd 10 mclust 10 NA 0.488607508000902 0.228486714773093
Zhengmix4uneq dev 60 pca_rd 10 seurat 3 0.05 0.830987462125937 0.425354972595229
Zhengmix4uneq dev 60 pca_rd 10 seurat 4 0.1 0.967835731544294 0.33111323072314
Zhengmix4uneq dev 60 pca_rd 10 seurat 5 0.2 0.949652447381275 0.349720777184567
Zhengmix4uneq dev 60 pca_rd 10 seurat 8 0.5 0.568294300589009 0.321020665124675
Zhengmix4uneq dev 60 pca_rd 10 seurat 8 0.8 0.555481041235592 0.310016139615044
Zhengmix4uneq dev 60 pca_rd 10 seurat 9 1 0.551986855688441 0.264289922988033
Zhengmix4uneq dev 60 pca_rd 10 seurat 10 1.2 0.499528232054833 0.235893353546757
Zhengmix4uneq dev 60 pca_rd 10 seurat 11 1.5 0.444478208993779 0.209585082721193
Zhengmix4uneq dev 60 pca_rd 10 seurat 16 2 0.28946650552132 0.14847922004947
Zhengmix4uneq dev 60 pca_rd 30 kmeans 2 NA 0.528424536319116 0.357035795565112
Zhengmix4uneq dev 60 pca_rd 30 kmeans 3 NA 0.829820108395499 0.298329391091502
Zhengmix4uneq dev 60 pca_rd 30 kmeans 4 NA 0.813662585051395 0.313168530971473
Zhengmix4uneq dev 60 pca_rd 30 kmeans 5 NA 0.626277393347486 0.252640147209784
Zhengmix4uneq dev 60 pca_rd 30 kmeans 6 NA 0.600099373360086 0.220515100174863
Zhengmix4uneq dev 60 pca_rd 30 kmeans 7 NA 0.50634365752157 0.138744849043412
Zhengmix4uneq dev 60 pca_rd 30 kmeans 8 NA 0.506576238594509 0.131050016542488
Zhengmix4uneq dev 60 pca_rd 30 kmeans 9 NA 0.497361905890213 0.134517021352073
Zhengmix4uneq dev 60 pca_rd 30 kmeans 10 NA 0.48314648750516 0.135968505693392
Zhengmix4uneq dev 60 pca_rd 30 seurat 3 0.05 0.830374740384558 0.299070041382018
Zhengmix4uneq dev 60 pca_rd 30 seurat 3 0.1 0.830374740384558 0.299070041382018
Zhengmix4uneq dev 60 pca_rd 30 seurat 6 0.2 0.940869718101289 0.234972846132049
Zhengmix4uneq dev 60 pca_rd 30 seurat 7 0.5 0.739679641085121 0.224139580649417
Zhengmix4uneq dev 60 pca_rd 30 seurat 8 0.8 0.56337110740145 0.200315878417279
Zhengmix4uneq dev 60 pca_rd 30 seurat 8 1 0.562184939272724 0.19970434447778
Zhengmix4uneq dev 60 pca_rd 30 seurat 10 1.2 0.551601659206172 0.157658528912813
Zhengmix4uneq dev 60 pca_rd 30 seurat 11 1.5 0.492671607560204 0.126289561353328
Zhengmix4uneq dev 60 pca_rd 30 seurat 11 2 0.474944995958905 0.12067100388134
Zhengmix4uneq dev 60 pca_rp 10 kmeans 2 NA 0.525977394845137 0.448932924732099
Zhengmix4uneq dev 60 pca_rp 10 kmeans 3 NA 0.828015554164559 0.38915980993933
Zhengmix4uneq dev 60 pca_rp 10 kmeans 4 NA 0.810979772178459 0.412358765586019
Zhengmix4uneq dev 60 pca_rp 10 kmeans 5 NA 0.625841829073899 0.375040553306336
Zhengmix4uneq dev 60 pca_rp 10 kmeans 6 NA 0.613086740360802 0.342511820902213
Zhengmix4uneq dev 60 pca_rp 10 kmeans 7 NA 0.613728898190782 0.343891871891542
Zhengmix4uneq dev 60 pca_rp 10 kmeans 8 NA 0.528948552711326 0.253675503267292
Zhengmix4uneq dev 60 pca_rp 10 kmeans 9 NA 0.516322955768018 0.245846495988491
Zhengmix4uneq dev 60 pca_rp 10 kmeans 10 NA 0.501313952266737 0.252653730946734
Zhengmix4uneq dev 60 pca_rp 10 mclust 2 NA 0.0289659173817026 0.339839250734643
Zhengmix4uneq dev 60 pca_rp 10 mclust 3 NA 0.520777870119315 0.436234668087334
Zhengmix4uneq dev 60 pca_rp 10 mclust 4 NA 0.771212226195688 0.386864523342729
Zhengmix4uneq dev 60 pca_rp 10 mclust 5 NA 0.694946361429027 0.289377690311884
Zhengmix4uneq dev 60 pca_rp 10 mclust 6 NA 0.699112296879032 0.289006973213677
Zhengmix4uneq dev 60 pca_rp 10 mclust 7 NA 0.654271132972896 0.295195438261957
Zhengmix4uneq dev 60 pca_rp 10 mclust 8 NA 0.563435030903344 0.279274515718741
Zhengmix4uneq dev 60 pca_rp 10 mclust 9 NA 0.470712432724409 0.16565372011568
Zhengmix4uneq dev 60 pca_rp 10 mclust 10 NA 0.440917523234342 0.137764990849943
Zhengmix4uneq dev 60 pca_rp 10 seurat 3 0.05 0.828774753878209 0.388990821109676
Zhengmix4uneq dev 60 pca_rp 10 seurat 5 0.1 0.946314136533987 0.346285309229547
Zhengmix4uneq dev 60 pca_rp 10 seurat 5 0.2 0.945256215906416 0.346286479022871
Zhengmix4uneq dev 60 pca_rp 10 seurat 8 0.5 0.568670672602071 0.31947767119937
Zhengmix4uneq dev 60 pca_rp 10 seurat 8 0.8 0.567360688686333 0.318775874693985
Zhengmix4uneq dev 60 pca_rp 10 seurat 10 1 0.50219166128528 0.242398815452945
Zhengmix4uneq dev 60 pca_rp 10 seurat 10 1.2 0.473607402633301 0.228770598105031
Zhengmix4uneq dev 60 pca_rp 10 seurat 13 1.5 0.39046948074798 0.189246184797154
Zhengmix4uneq dev 60 pca_rp 10 seurat 16 2 0.277295644880423 0.134085632767878
Zhengmix4uneq dev 60 pca_rp 30 kmeans 2 NA 0.525977394845137 0.341001540368831
Zhengmix4uneq dev 60 pca_rp 30 kmeans 3 NA 0.828111857943338 0.256454380109965
Zhengmix4uneq dev 60 pca_rp 30 kmeans 4 NA 0.811076595986387 0.275109295583342
Zhengmix4uneq dev 60 pca_rp 30 kmeans 5 NA 0.625902821716048 0.240541395901804
Zhengmix4uneq dev 60 pca_rp 30 kmeans 6 NA 0.620255123182717 0.210385930826615
Zhengmix4uneq dev 60 pca_rp 30 kmeans 7 NA 0.516309448307967 0.139197913771392
Zhengmix4uneq dev 60 pca_rp 30 kmeans 8 NA 0.516181707756081 0.140853421847781
Zhengmix4uneq dev 60 pca_rp 30 kmeans 9 NA 0.495265632139598 0.130963042436244
Zhengmix4uneq dev 60 pca_rp 30 kmeans 10 NA 0.483120272279386 0.135266180944317
Zhengmix4uneq dev 60 pca_rp 30 seurat 3 0.05 0.827691067817863 0.255884741849854
Zhengmix4uneq dev 60 pca_rp 30 seurat 4 0.1 0.810650488960983 0.274564925848358
Zhengmix4uneq dev 60 pca_rp 30 seurat 5 0.2 0.947101774912356 0.219723291057817
Zhengmix4uneq dev 60 pca_rp 30 seurat 6 0.5 0.743949996669154 0.213936078261599
Zhengmix4uneq dev 60 pca_rp 30 seurat 8 0.8 0.597606096334226 0.198577847236986
Zhengmix4uneq dev 60 pca_rp 30 seurat 9 1 0.526922187941361 0.131922468753615
Zhengmix4uneq dev 60 pca_rp 30 seurat 10 1.2 0.501083259541594 0.132735971039028
Zhengmix4uneq dev 60 pca_rp 30 seurat 10 1.5 0.490401636351583 0.129004968033489
Zhengmix4uneq dev 60 pca_rp 30 seurat 14 2 0.37724868219343 0.0966314671776648
Zhengmix4uneq dev 60 zinbwave 10 kmeans 2 NA 0.501711296152373 0.227679618360906
Zhengmix4uneq dev 60 zinbwave 10 kmeans 3 NA 0.702679093853252 0.212923996662443
Zhengmix4uneq dev 60 zinbwave 10 kmeans 4 NA 0.662794949812479 0.211432763064044
Zhengmix4uneq dev 60 zinbwave 10 kmeans 5 NA 0.564413852432638 0.172642697749767
Zhengmix4uneq dev 60 zinbwave 10 kmeans 6 NA 0.447292840760312 0.151503978723526
Zhengmix4uneq dev 60 zinbwave 10 kmeans 7 NA 0.390698874211292 0.152772124742222
Zhengmix4uneq dev 60 zinbwave 10 kmeans 8 NA 0.38927411771227 0.156018347195737
Zhengmix4uneq dev 60 zinbwave 10 kmeans 9 NA 0.391085387189157 0.160998504095052
Zhengmix4uneq dev 60 zinbwave 10 kmeans 10 NA 0.348308166173032 0.15336986775381
Zhengmix4uneq dev 60 zinbwave 10 mclust 2 NA 0.533476012291392 0.229449353366322
Zhengmix4uneq dev 60 zinbwave 10 mclust 3 NA 0.615186391259543 0.172090320065731
Zhengmix4uneq dev 60 zinbwave 10 mclust 4 NA 0.696863508778486 0.192717872621235
Zhengmix4uneq dev 60 zinbwave 10 mclust 5 NA 0.582506166028786 0.109900478173419
Zhengmix4uneq dev 60 zinbwave 10 mclust 6 NA 0.540837198427984 0.114418270596993
Zhengmix4uneq dev 60 zinbwave 10 mclust 7 NA 0.521134791272564 0.0396880372172142
Zhengmix4uneq dev 60 zinbwave 10 mclust 8 NA 0.491697459422636 0.0747716939935123
Zhengmix4uneq dev 60 zinbwave 10 mclust 9 NA 0.388308809698597 0.0268300736011079
Zhengmix4uneq dev 60 zinbwave 10 mclust 10 NA 0.403493322484127 0.0152907034828207
Zhengmix4uneq dev 60 zinbwave 10 seurat 3 0.05 0.831503651893323 0.220210955128645
Zhengmix4uneq dev 60 zinbwave 10 seurat 4 0.1 0.81693129217113 0.226297710876409
Zhengmix4uneq dev 60 zinbwave 10 seurat 4 0.2 0.817941765595295 0.226354381961885
Zhengmix4uneq dev 60 zinbwave 10 seurat 6 0.5 0.900299848733617 0.178595800139426
Zhengmix4uneq dev 60 zinbwave 10 seurat 10 0.8 0.434786380014025 0.150832768957033
Zhengmix4uneq dev 60 zinbwave 10 seurat 10 1 0.430654604499665 0.151437102223004
Zhengmix4uneq dev 60 zinbwave 10 seurat 10 1.2 0.425032174655069 0.148290818168262
Zhengmix4uneq dev 60 zinbwave 10 seurat 13 1.5 0.309993706438408 0.112265280888088
Zhengmix4uneq dev 60 zinbwave 10 seurat 17 2 0.253011942917979 0.104517144288037
Zhengmix4uneq dev 60 zinbwave 30 kmeans 2 NA 0.503960912594667 0.0890207003895878
Zhengmix4uneq dev 60 zinbwave 30 kmeans 3 NA 0.503047799276981 0.0844238876660457
Zhengmix4uneq dev 60 zinbwave 30 kmeans 4 NA 0.533107991114691 0.0850893035311256
Zhengmix4uneq dev 60 zinbwave 30 kmeans 5 NA 0.482363185721771 0.0793553392424185
Zhengmix4uneq dev 60 zinbwave 30 kmeans 6 NA 0.456764380249403 0.0763908430319706
Zhengmix4uneq dev 60 zinbwave 30 kmeans 7 NA 0.327541221544418 0.0493062272709253
Zhengmix4uneq dev 60 zinbwave 30 kmeans 8 NA 0.323203797659476 0.0447964778023139
Zhengmix4uneq dev 60 zinbwave 30 kmeans 9 NA 0.292972122081764 0.0426065237045789
Zhengmix4uneq dev 60 zinbwave 30 kmeans 10 NA 0.285331084985244 0.0397132687570168
Zhengmix4uneq dev 60 zinbwave 30 seurat 2 0.05 0.531348517778961 0.0840525755714729
Zhengmix4uneq dev 60 zinbwave 30 seurat 2 0.1 0.531003825727827 0.0841268353623104
Zhengmix4uneq dev 60 zinbwave 30 seurat 3 0.2 0.805853607906749 0.0784993025269574
Zhengmix4uneq dev 60 zinbwave 30 seurat 4 0.5 0.784288413501356 -0.094068580887739
Zhengmix4uneq dev 60 zinbwave 30 seurat 6 0.8 0.599082713126319 -0.078181697900319
Zhengmix4uneq dev 60 zinbwave 30 seurat 6 1 0.599539834331231 -0.0792246096928173
Zhengmix4uneq dev 60 zinbwave 30 seurat 7 1.2 0.5887016184278 -0.0749204183654845
Zhengmix4uneq dev 60 zinbwave 30 seurat 9 1.5 0.423712449325084 -0.0557984630245043
Zhengmix4uneq dev 60 zinbwave 30 seurat 11 2 0.28686107200746 -0.0602983770655775
Zhengmix4uneq dev 300 glmpca 10 kmeans 2 NA 0.533620695518023 0.579261187115217
Zhengmix4uneq dev 300 glmpca 10 kmeans 3 NA 0.837758847252892 0.606134953934381
Zhengmix4uneq dev 300 glmpca 10 kmeans 4 NA 0.719348934023573 0.477350145902811
Zhengmix4uneq dev 300 glmpca 10 kmeans 5 NA 0.652958853336777 0.4661428005113
Zhengmix4uneq dev 300 glmpca 10 kmeans 6 NA 0.612347654041546 0.382012849750295
Zhengmix4uneq dev 300 glmpca 10 kmeans 7 NA 0.582883303988394 0.354731854878632
Zhengmix4uneq dev 300 glmpca 10 kmeans 8 NA 0.480230181952625 0.276636332812749
Zhengmix4uneq dev 300 glmpca 10 kmeans 9 NA 0.438169258951479 0.259044549347362
Zhengmix4uneq dev 300 glmpca 10 kmeans 10 NA 0.398637580875215 0.182828709373437
Zhengmix4uneq dev 300 glmpca 10 mclust 2 NA 0.594363670065535 0.417140198066684
Zhengmix4uneq dev 300 glmpca 10 mclust 3 NA 0.829296498514803 0.605438030829733
Zhengmix4uneq dev 300 glmpca 10 mclust 4 NA 0.975912325330532 0.480386553489325
Zhengmix4uneq dev 300 glmpca 10 mclust 5 NA 0.931983156120406 0.454392766546349
Zhengmix4uneq dev 300 glmpca 10 mclust 6 NA 0.692404441155419 0.400804538846244
Zhengmix4uneq dev 300 glmpca 10 mclust 7 NA 0.61018527210593 0.229055350794152
Zhengmix4uneq dev 300 glmpca 10 mclust 8 NA 0.582087042064169 0.324399132063236
Zhengmix4uneq dev 300 glmpca 10 mclust 9 NA 0.532820914600737 0.297317128849748
Zhengmix4uneq dev 300 glmpca 10 mclust 10 NA 0.422409881589677 0.20499893981703
Zhengmix4uneq dev 300 glmpca 10 seurat 4 0.05 0.971111819996856 0.482695810637473
Zhengmix4uneq dev 300 glmpca 10 seurat 4 0.1 0.971111819996856 0.482695810637473
Zhengmix4uneq dev 300 glmpca 10 seurat 5 0.2 0.954554496810197 0.422741771110866
Zhengmix4uneq dev 300 glmpca 10 seurat 7 0.5 0.607091253180245 0.377698240924102
Zhengmix4uneq dev 300 glmpca 10 seurat 9 0.8 0.51554963069125 0.273595804456101
Zhengmix4uneq dev 300 glmpca 10 seurat 10 1 0.497716955257581 0.216260482720206
Zhengmix4uneq dev 300 glmpca 10 seurat 11 1.2 0.459980641987473 0.201650552876574
Zhengmix4uneq dev 300 glmpca 10 seurat 12 1.5 0.426064465242713 0.182998021266106
Zhengmix4uneq dev 300 glmpca 10 seurat 15 2 0.291892831725732 0.139245235465996
Zhengmix4uneq dev 300 glmpca 30 kmeans 2 NA 0.534167356038579 0.514777131502651
Zhengmix4uneq dev 300 glmpca 30 kmeans 3 NA 0.837149629279807 0.488723040899226
Zhengmix4uneq dev 300 glmpca 30 kmeans 4 NA 0.708518392570636 0.377179955205714
Zhengmix4uneq dev 300 glmpca 30 kmeans 5 NA 0.643488318608071 0.338321209957569
Zhengmix4uneq dev 300 glmpca 30 kmeans 6 NA 0.531346168467656 0.190939997782224
Zhengmix4uneq dev 300 glmpca 30 kmeans 7 NA 0.497466601324737 0.171691053105401
Zhengmix4uneq dev 300 glmpca 30 kmeans 8 NA 0.466507868218412 0.169175982614912
Zhengmix4uneq dev 300 glmpca 30 kmeans 9 NA 0.433995279662097 0.113175355102369
Zhengmix4uneq dev 300 glmpca 30 kmeans 10 NA 0.398106822497842 0.111435354446841
Zhengmix4uneq dev 300 glmpca 30 seurat 3 0.05 0.838368835295883 0.488796875975258
Zhengmix4uneq dev 300 glmpca 30 seurat 4 0.1 0.969945779941969 0.367126443353169
Zhengmix4uneq dev 300 glmpca 30 seurat 5 0.2 0.955925014722272 0.295130278408935
Zhengmix4uneq dev 300 glmpca 30 seurat 6 0.5 0.769032022586537 0.252053687964841
Zhengmix4uneq dev 300 glmpca 30 seurat 7 0.8 0.630257058225387 0.246736277176807
Zhengmix4uneq dev 300 glmpca 30 seurat 8 1 0.607962686445221 0.194677521185004
Zhengmix4uneq dev 300 glmpca 30 seurat 9 1.2 0.521832649524981 0.11234734874692
Zhengmix4uneq dev 300 glmpca 30 seurat 9 1.5 0.514405138010828 0.110479746662733
Zhengmix4uneq dev 300 glmpca 30 seurat 12 2 0.356620796669124 0.0887437352327087
Zhengmix4uneq dev 300 pca_log 10 kmeans 2 NA 0.523850105136207 0.484696390009644
Zhengmix4uneq dev 300 pca_log 10 kmeans 3 NA 0.826180289808698 0.428610517679367
Zhengmix4uneq dev 300 pca_log 10 kmeans 4 NA 0.745996964153086 0.377187985957285
Zhengmix4uneq dev 300 pca_log 10 kmeans 5 NA 0.574868031676135 0.284369249442477
Zhengmix4uneq dev 300 pca_log 10 kmeans 6 NA 0.578801934311279 0.291480934764767
Zhengmix4uneq dev 300 pca_log 10 kmeans 7 NA 0.517653253708959 0.278633747766674
Zhengmix4uneq dev 300 pca_log 10 kmeans 8 NA 0.466058455749368 0.243475631694609
Zhengmix4uneq dev 300 pca_log 10 kmeans 9 NA 0.443942936387727 0.245055739702151
Zhengmix4uneq dev 300 pca_log 10 kmeans 10 NA 0.4044770889236 0.220717911421655
Zhengmix4uneq dev 300 pca_log 10 mclust 2 NA 0.646656927258662 0.36916648539843
Zhengmix4uneq dev 300 pca_log 10 mclust 3 NA 0.821878890581654 0.425780068434904
Zhengmix4uneq dev 300 pca_log 10 mclust 4 NA 0.64937130622416 0.317624817083766
Zhengmix4uneq dev 300 pca_log 10 mclust 5 NA 0.621216408975624 0.287820342520839
Zhengmix4uneq dev 300 pca_log 10 mclust 6 NA 0.709194108278121 0.286978902069518
Zhengmix4uneq dev 300 pca_log 10 mclust 7 NA 0.665728919960852 0.291743596114245
Zhengmix4uneq dev 300 pca_log 10 mclust 8 NA 0.593929504564167 0.245654123504239
Zhengmix4uneq dev 300 pca_log 10 mclust 9 NA 0.527855718650815 0.196313054971422
Zhengmix4uneq dev 300 pca_log 10 mclust 10 NA 0.478493640706972 0.179679316794739
Zhengmix4uneq dev 300 pca_log 10 seurat 3 0.05 0.833603526986021 0.426758557549983
Zhengmix4uneq dev 300 pca_log 10 seurat 4 0.1 0.964058440724664 0.296089905657751
Zhengmix4uneq dev 300 pca_log 10 seurat 5 0.2 0.947003649283715 0.284320992288945
Zhengmix4uneq dev 300 pca_log 10 seurat 8 0.5 0.511278280885148 0.247496483301144
Zhengmix4uneq dev 300 pca_log 10 seurat 10 0.8 0.466164037434876 0.217158845770641
Zhengmix4uneq dev 300 pca_log 10 seurat 11 1 0.450383597314423 0.220930139443125
Zhengmix4uneq dev 300 pca_log 10 seurat 12 1.2 0.407600713446607 0.212391427640101
Zhengmix4uneq dev 300 pca_log 10 seurat 12 1.5 0.403934468609825 0.214031735704456
Zhengmix4uneq dev 300 pca_log 10 seurat 17 2 0.273847436705521 0.131629553678316
Zhengmix4uneq dev 300 pca_log 30 kmeans 2 NA 0.523850105136207 0.384674927209031
Zhengmix4uneq dev 300 pca_log 30 kmeans 3 NA 0.826180289808698 0.291738098312436
Zhengmix4uneq dev 300 pca_log 30 kmeans 4 NA 0.746491181416774 0.243025662009933
Zhengmix4uneq dev 300 pca_log 30 kmeans 5 NA 0.573653238932154 0.164913094769342
Zhengmix4uneq dev 300 pca_log 30 kmeans 6 NA 0.579698315780247 0.169800962391514
Zhengmix4uneq dev 300 pca_log 30 kmeans 7 NA 0.520255333242973 0.156535768446198
Zhengmix4uneq dev 300 pca_log 30 kmeans 8 NA 0.483751093880197 0.138964886437215
Zhengmix4uneq dev 300 pca_log 30 kmeans 9 NA 0.453945650402938 0.128636010431646
Zhengmix4uneq dev 300 pca_log 30 kmeans 10 NA 0.423461144953579 0.10820669721179
Zhengmix4uneq dev 300 pca_log 30 seurat 3 0.05 0.833906372132216 0.290005282897108
Zhengmix4uneq dev 300 pca_log 30 seurat 3 0.1 0.833906372132216 0.290005282897108
Zhengmix4uneq dev 300 pca_log 30 seurat 5 0.2 0.949428764278802 0.15935463524756
Zhengmix4uneq dev 300 pca_log 30 seurat 8 0.5 0.734500241387823 0.167914840207325
Zhengmix4uneq dev 300 pca_log 30 seurat 10 0.8 0.499901256657018 0.11901660897079
Zhengmix4uneq dev 300 pca_log 30 seurat 10 1 0.4955907660285 0.118604318563509
Zhengmix4uneq dev 300 pca_log 30 seurat 11 1.2 0.447225270916857 0.101230928367913
Zhengmix4uneq dev 300 pca_log 30 seurat 11 1.5 0.443678112476939 0.100400595161691
Zhengmix4uneq dev 300 pca_log 30 seurat 13 2 0.376351610886826 0.0783103479471979
Zhengmix4uneq dev 300 pca_rd 10 kmeans 2 NA 0.531436951306854 0.462965905978167
Zhengmix4uneq dev 300 pca_rd 10 kmeans 3 NA 0.915292603981472 0.418211699976009
Zhengmix4uneq dev 300 pca_rd 10 kmeans 4 NA 0.897634892060505 0.43480279349083
Zhengmix4uneq dev 300 pca_rd 10 kmeans 5 NA 0.62723606268507 0.393930412709509
Zhengmix4uneq dev 300 pca_rd 10 kmeans 6 NA 0.761499177668978 0.420591746104098
Zhengmix4uneq dev 300 pca_rd 10 kmeans 7 NA 0.719261046507289 0.40216512422848
Zhengmix4uneq dev 300 pca_rd 10 kmeans 8 NA 0.605988712027283 0.366992323559139
Zhengmix4uneq dev 300 pca_rd 10 kmeans 9 NA 0.521441699014655 0.263728246289327
Zhengmix4uneq dev 300 pca_rd 10 kmeans 10 NA 0.5189162373375 0.266859526760565
Zhengmix4uneq dev 300 pca_rd 10 mclust 2 NA 0.536558563162404 0.463003055007935
Zhengmix4uneq dev 300 pca_rd 10 mclust 3 NA 0.501981341315648 0.459175626187624
Zhengmix4uneq dev 300 pca_rd 10 mclust 4 NA 0.785759654006951 0.437753533530634
Zhengmix4uneq dev 300 pca_rd 10 mclust 5 NA 0.928435254345368 0.430111985972704
Zhengmix4uneq dev 300 pca_rd 10 mclust 6 NA 0.70457125829998 0.372797259298398
Zhengmix4uneq dev 300 pca_rd 10 mclust 7 NA 0.600336672673593 0.346985107057666
Zhengmix4uneq dev 300 pca_rd 10 mclust 8 NA 0.586941468387623 0.328029018753223
Zhengmix4uneq dev 300 pca_rd 10 mclust 9 NA 0.53459593545982 0.242806736183546
Zhengmix4uneq dev 300 pca_rd 10 mclust 10 NA 0.497764263417845 0.275581020777373
Zhengmix4uneq dev 300 pca_rd 10 seurat 4 0.05 0.974392182596664 0.415369384236899
Zhengmix4uneq dev 300 pca_rd 10 seurat 4 0.1 0.974392182596664 0.415369384236899
Zhengmix4uneq dev 300 pca_rd 10 seurat 5 0.2 0.957672309140343 0.43236063441535
Zhengmix4uneq dev 300 pca_rd 10 seurat 6 0.5 0.752167534704483 0.415765383591383
Zhengmix4uneq dev 300 pca_rd 10 seurat 8 0.8 0.554009646870412 0.328519002421214
Zhengmix4uneq dev 300 pca_rd 10 seurat 10 1 0.477957177031947 0.255147276151051
Zhengmix4uneq dev 300 pca_rd 10 seurat 11 1.2 0.451674794005925 0.238019592378699
Zhengmix4uneq dev 300 pca_rd 10 seurat 13 1.5 0.351004597018778 0.187625109070071
Zhengmix4uneq dev 300 pca_rd 10 seurat 15 2 0.303053509448524 0.176337176397251
Zhengmix4uneq dev 300 pca_rd 30 kmeans 2 NA 0.531436951306854 0.359914827893257
Zhengmix4uneq dev 300 pca_rd 30 kmeans 3 NA 0.915082094890641 0.295200146893816
Zhengmix4uneq dev 300 pca_rd 30 kmeans 4 NA 0.898242405541364 0.30835413604751
Zhengmix4uneq dev 300 pca_rd 30 kmeans 5 NA 0.62798687845879 0.272297527974412
Zhengmix4uneq dev 300 pca_rd 30 kmeans 6 NA 0.761913728995405 0.281286878004488
Zhengmix4uneq dev 300 pca_rd 30 kmeans 7 NA 0.717339700911433 0.264102443809334
Zhengmix4uneq dev 300 pca_rd 30 kmeans 8 NA 0.634325071220524 0.179425276238374
Zhengmix4uneq dev 300 pca_rd 30 kmeans 9 NA 0.520186692593107 0.157180853815004
Zhengmix4uneq dev 300 pca_rd 30 kmeans 10 NA 0.513574033698328 0.155895565389401
Zhengmix4uneq dev 300 pca_rd 30 seurat 4 0.05 0.973656212894969 0.282003652311183
Zhengmix4uneq dev 300 pca_rd 30 seurat 4 0.1 0.973656212894969 0.282003652311183
Zhengmix4uneq dev 300 pca_rd 30 seurat 5 0.2 0.95771096917264 0.295541410847989
Zhengmix4uneq dev 300 pca_rd 30 seurat 6 0.5 0.769602572749704 0.282217306010889
Zhengmix4uneq dev 300 pca_rd 30 seurat 7 0.8 0.750223134587435 0.275829808105872
Zhengmix4uneq dev 300 pca_rd 30 seurat 9 1 0.528906583924378 0.143349711884538
Zhengmix4uneq dev 300 pca_rd 30 seurat 9 1.2 0.526952722766432 0.142588237620551
Zhengmix4uneq dev 300 pca_rd 30 seurat 10 1.5 0.508184527930172 0.142665187761315
Zhengmix4uneq dev 300 pca_rd 30 seurat 11 2 0.420839036359841 0.125808266484155
Zhengmix4uneq dev 300 pca_rp 10 kmeans 2 NA 0.530891739877134 0.453259181160975
Zhengmix4uneq dev 300 pca_rp 10 kmeans 3 NA 0.909578220056977 0.405293098650653
Zhengmix4uneq dev 300 pca_rp 10 kmeans 4 NA 0.892482140413937 0.424878681822914
Zhengmix4uneq dev 300 pca_rp 10 kmeans 5 NA 0.71442846791418 0.403349617712608
Zhengmix4uneq dev 300 pca_rp 10 kmeans 6 NA 0.766228167214845 0.421974741572895
Zhengmix4uneq dev 300 pca_rp 10 kmeans 7 NA 0.725003414340067 0.406033763424889
Zhengmix4uneq dev 300 pca_rp 10 kmeans 8 NA 0.64722334635356 0.31021401943118
Zhengmix4uneq dev 300 pca_rp 10 kmeans 9 NA 0.527052590158884 0.266975181422396
Zhengmix4uneq dev 300 pca_rp 10 kmeans 10 NA 0.521167352704087 0.267366304571154
Zhengmix4uneq dev 300 pca_rp 10 mclust 2 NA 0.529076845532056 0.45431280706335
Zhengmix4uneq dev 300 pca_rp 10 mclust 3 NA 0.488600575142276 0.451273799064915
Zhengmix4uneq dev 300 pca_rp 10 mclust 4 NA 0.783321817603424 0.416064402551286
Zhengmix4uneq dev 300 pca_rp 10 mclust 5 NA 0.927445483687002 0.422365799278797
Zhengmix4uneq dev 300 pca_rp 10 mclust 6 NA 0.777743724361704 0.406256537850479
Zhengmix4uneq dev 300 pca_rp 10 mclust 7 NA 0.600220594158973 0.340127881865942
Zhengmix4uneq dev 300 pca_rp 10 mclust 8 NA 0.585775433643774 0.318517682256623
Zhengmix4uneq dev 300 pca_rp 10 mclust 9 NA 0.517242486976132 0.216584773378533
Zhengmix4uneq dev 300 pca_rp 10 mclust 10 NA 0.491295439132257 0.213080751632778
Zhengmix4uneq dev 300 pca_rp 10 seurat 4 0.05 0.971825013220765 0.401429039627106
Zhengmix4uneq dev 300 pca_rp 10 seurat 4 0.1 0.971825013220765 0.401429039627106
Zhengmix4uneq dev 300 pca_rp 10 seurat 5 0.2 0.956227942562895 0.421233478439906
Zhengmix4uneq dev 300 pca_rp 10 seurat 6 0.5 0.747580812043187 0.414931223546872
Zhengmix4uneq dev 300 pca_rp 10 seurat 9 0.8 0.519540978949389 0.260428315483332
Zhengmix4uneq dev 300 pca_rp 10 seurat 9 1 0.514901232267359 0.258615899732578
Zhengmix4uneq dev 300 pca_rp 10 seurat 11 1.2 0.42056543678789 0.216884157649969
Zhengmix4uneq dev 300 pca_rp 10 seurat 12 1.5 0.387612350141065 0.20029549149139
Zhengmix4uneq dev 300 pca_rp 10 seurat 17 2 0.24686389714272 0.133097063617772
Zhengmix4uneq dev 300 pca_rp 30 kmeans 2 NA 0.530891739877134 0.347620111082004
Zhengmix4uneq dev 300 pca_rp 30 kmeans 3 NA 0.907740061925421 0.273908051376368
Zhengmix4uneq dev 300 pca_rp 30 kmeans 4 NA 0.890631922809066 0.289555965178598
Zhengmix4uneq dev 300 pca_rp 30 kmeans 5 NA 0.715671814467619 0.26827990243063
Zhengmix4uneq dev 300 pca_rp 30 kmeans 6 NA 0.767433116643364 0.271647625643757
Zhengmix4uneq dev 300 pca_rp 30 kmeans 7 NA 0.726147979964815 0.259329177735097
Zhengmix4uneq dev 300 pca_rp 30 kmeans 8 NA 0.642538567574312 0.185130562824413
Zhengmix4uneq dev 300 pca_rp 30 kmeans 9 NA 0.520121538369454 0.152159915143599
Zhengmix4uneq dev 300 pca_rp 30 kmeans 10 NA 0.515701702631698 0.154752843203037
Zhengmix4uneq dev 300 pca_rp 30 seurat 4 0.05 0.972715866165023 0.25912977281147
Zhengmix4uneq dev 300 pca_rp 30 seurat 4 0.1 0.972350960742199 0.25908201564989
Zhengmix4uneq dev 300 pca_rp 30 seurat 5 0.2 0.956390081764992 0.275024612498513
Zhengmix4uneq dev 300 pca_rp 30 seurat 6 0.5 0.759600499251118 0.269378251379088
Zhengmix4uneq dev 300 pca_rp 30 seurat 7 0.8 0.748995532073067 0.264098043454075
Zhengmix4uneq dev 300 pca_rp 30 seurat 9 1 0.522191364950388 0.135287756372355
Zhengmix4uneq dev 300 pca_rp 30 seurat 10 1.2 0.509202417108371 0.141001827189355
Zhengmix4uneq dev 300 pca_rp 30 seurat 11 1.5 0.447096301387716 0.128137779487775
Zhengmix4uneq dev 300 pca_rp 30 seurat 11 2 0.429963276819029 0.120725486043092
Zhengmix4uneq dev 300 zinbwave 10 kmeans 2 NA 0.535462911533113 0.252413213079641
Zhengmix4uneq dev 300 zinbwave 10 kmeans 3 NA 0.835336506801263 0.301386772613115
Zhengmix4uneq dev 300 zinbwave 10 kmeans 4 NA 0.917755517152391 0.26662438939216
Zhengmix4uneq dev 300 zinbwave 10 kmeans 5 NA 0.730887302646287 0.252689915909234
Zhengmix4uneq dev 300 zinbwave 10 kmeans 6 NA 0.625024031097949 0.209657843327409
Zhengmix4uneq dev 300 zinbwave 10 kmeans 7 NA 0.521397893089618 0.204607249750417
Zhengmix4uneq dev 300 zinbwave 10 kmeans 8 NA 0.492402069719711 0.195136907746474
Zhengmix4uneq dev 300 zinbwave 10 kmeans 9 NA 0.456360508995007 0.171718002728757
Zhengmix4uneq dev 300 zinbwave 10 kmeans 10 NA 0.396604391173217 0.161409647578308
Zhengmix4uneq dev 300 zinbwave 10 mclust 2 NA 0.599927157142576 0.194558177219145
Zhengmix4uneq dev 300 zinbwave 10 mclust 3 NA 0.828221851202419 0.30013341317878
Zhengmix4uneq dev 300 zinbwave 10 mclust 4 NA 0.786043518555215 0.240628990507685
Zhengmix4uneq dev 300 zinbwave 10 mclust 5 NA 0.896416203863786 0.271706684469409
Zhengmix4uneq dev 300 zinbwave 10 mclust 6 NA 0.682350005237211 0.225289927394854
Zhengmix4uneq dev 300 zinbwave 10 mclust 7 NA 0.656137311525353 0.201410902495543
Zhengmix4uneq dev 300 zinbwave 10 mclust 8 NA 0.55868490402242 0.206118918609419
Zhengmix4uneq dev 300 zinbwave 10 mclust 9 NA 0.562931303986523 0.186296963497875
Zhengmix4uneq dev 300 zinbwave 10 mclust 10 NA 0.423855094605308 0.130629142720244
Zhengmix4uneq dev 300 zinbwave 10 seurat 4 0.05 0.978991274207319 0.269195143030576
Zhengmix4uneq dev 300 zinbwave 10 seurat 4 0.1 0.978991274207319 0.269195143030576
Zhengmix4uneq dev 300 zinbwave 10 seurat 5 0.2 0.963114690306701 0.276628678435668
Zhengmix4uneq dev 300 zinbwave 10 seurat 6 0.5 0.781684140403009 0.263231154697947
Zhengmix4uneq dev 300 zinbwave 10 seurat 9 0.8 0.460312021489911 0.174628548269372
Zhengmix4uneq dev 300 zinbwave 10 seurat 9 1 0.45832352899962 0.177252755394202
Zhengmix4uneq dev 300 zinbwave 10 seurat 10 1.2 0.401546605614142 0.149477645017829
Zhengmix4uneq dev 300 zinbwave 10 seurat 12 1.5 0.34827352701013 0.151979277560733
Zhengmix4uneq dev 300 zinbwave 10 seurat 13 2 0.326603038630425 0.12388454652892
Zhengmix4uneq dev 300 zinbwave 30 kmeans 2 NA 0.536918954378301 0.101066807001579
Zhengmix4uneq dev 300 zinbwave 30 kmeans 3 NA 0.837466965540743 0.0778401011168934
Zhengmix4uneq dev 300 zinbwave 30 kmeans 4 NA 0.719082603213512 0.04785369474946
Zhengmix4uneq dev 300 zinbwave 30 kmeans 5 NA 0.597154955790592 0.051488931447975
Zhengmix4uneq dev 300 zinbwave 30 kmeans 6 NA 0.579738308479586 0.0493021648721281
Zhengmix4uneq dev 300 zinbwave 30 kmeans 7 NA 0.493938190728892 0.0479009740147991
Zhengmix4uneq dev 300 zinbwave 30 kmeans 8 NA 0.451244428759616 0.0467576339986203
Zhengmix4uneq dev 300 zinbwave 30 kmeans 9 NA 0.396286975366358 0.0440881442890512
Zhengmix4uneq dev 300 zinbwave 30 kmeans 10 NA 0.368301457330944 0.0462914436164143
Zhengmix4uneq dev 300 zinbwave 30 seurat 3 0.05 0.835257065967658 0.0768461854937062
Zhengmix4uneq dev 300 zinbwave 30 seurat 3 0.1 0.835257065967658 0.0768461854937062
Zhengmix4uneq dev 300 zinbwave 30 seurat 4 0.2 0.969611846313069 0.0542702010251077
Zhengmix4uneq dev 300 zinbwave 30 seurat 5 0.5 0.94395581553204 0.0542245322175161
Zhengmix4uneq dev 300 zinbwave 30 seurat 6 0.8 0.944312807035772 0.0420281891990185
Zhengmix4uneq dev 300 zinbwave 30 seurat 6 1 0.920992732040177 0.0431896715804602
Zhengmix4uneq dev 300 zinbwave 30 seurat 6 1.2 0.90746999360744 0.0434888456399712
Zhengmix4uneq dev 300 zinbwave 30 seurat 8 1.5 0.60964736315695 0.0251658736990976
Zhengmix4uneq dev 300 zinbwave 30 seurat 10 2 0.467584230743688 0.00869752656401942
Zhengmix4uneq dev 1500 glmpca 10 kmeans 2 NA 0.533074324753399 0.581635344117313
Zhengmix4uneq dev 1500 glmpca 10 kmeans 3 NA 0.834417694819096 0.585948285745197
Zhengmix4uneq dev 1500 glmpca 10 kmeans 4 NA 0.734505964548346 0.469843518353555
Zhengmix4uneq dev 1500 glmpca 10 kmeans 5 NA 0.683382252130128 0.451808781577494
Zhengmix4uneq dev 1500 glmpca 10 kmeans 6 NA 0.659161571204403 0.419042440285573
Zhengmix4uneq dev 1500 glmpca 10 kmeans 7 NA 0.613671900467809 0.402221866531846
Zhengmix4uneq dev 1500 glmpca 10 kmeans 8 NA 0.498646114994565 0.279544656882822
Zhengmix4uneq dev 1500 glmpca 10 kmeans 9 NA 0.471614689375034 0.231213406618181
Zhengmix4uneq dev 1500 glmpca 10 kmeans 10 NA 0.42584813911722 0.213818485805563
Zhengmix4uneq dev 1500 glmpca 10 mclust 2 NA 0.527083379085806 0.581511182832007
Zhengmix4uneq dev 1500 glmpca 10 mclust 3 NA 0.838368835295883 0.58514048095122
Zhengmix4uneq dev 1500 glmpca 10 mclust 4 NA 0.956934097677423 0.481368749443198
Zhengmix4uneq dev 1500 glmpca 10 mclust 5 NA 0.922272973930981 0.481280605918802
Zhengmix4uneq dev 1500 glmpca 10 mclust 6 NA 0.760403341109465 0.43731924671205
Zhengmix4uneq dev 1500 glmpca 10 mclust 7 NA 0.624264485329802 0.413838889915245
Zhengmix4uneq dev 1500 glmpca 10 mclust 8 NA 0.604522763381627 0.24185403015182
Zhengmix4uneq dev 1500 glmpca 10 mclust 9 NA 0.651834130806188 0.330718741706607
Zhengmix4uneq dev 1500 glmpca 10 mclust 10 NA 0.452153768781288 0.168715561173151
Zhengmix4uneq dev 1500 glmpca 10 seurat 4 0.05 0.984228575275149 0.493270403105991
Zhengmix4uneq dev 1500 glmpca 10 seurat 4 0.1 0.984228575275149 0.493270403105991
Zhengmix4uneq dev 1500 glmpca 10 seurat 5 0.2 0.961441491869838 0.461704197780823
Zhengmix4uneq dev 1500 glmpca 10 seurat 7 0.5 0.621674253036219 0.400047367755138
Zhengmix4uneq dev 1500 glmpca 10 seurat 9 0.8 0.509481555184453 0.242742477437377
Zhengmix4uneq dev 1500 glmpca 10 seurat 9 1 0.505079697198021 0.229688424754275
Zhengmix4uneq dev 1500 glmpca 10 seurat 10 1.2 0.477824928846784 0.221045251603418
Zhengmix4uneq dev 1500 glmpca 10 seurat 12 1.5 0.355046620207753 0.18773426648282
Zhengmix4uneq dev 1500 glmpca 10 seurat 13 2 0.324834371543344 0.179422072868425
Zhengmix4uneq dev 1500 glmpca 30 kmeans 2 NA 0.528170032004709 0.475523830003826
Zhengmix4uneq dev 1500 glmpca 30 kmeans 3 NA 0.83114487356371 0.465350959659065
Zhengmix4uneq dev 1500 glmpca 30 kmeans 4 NA 0.743854823895097 0.340247533714261
Zhengmix4uneq dev 1500 glmpca 30 kmeans 5 NA 0.688207805288328 0.316415970538049
Zhengmix4uneq dev 1500 glmpca 30 kmeans 6 NA 0.660054961872518 0.247704613131106
Zhengmix4uneq dev 1500 glmpca 30 kmeans 7 NA 0.606386739289094 0.241146616578482
Zhengmix4uneq dev 1500 glmpca 30 kmeans 8 NA 0.492695493597156 0.172463897962347
Zhengmix4uneq dev 1500 glmpca 30 kmeans 9 NA 0.464479691591388 0.122321951033709
Zhengmix4uneq dev 1500 glmpca 30 kmeans 10 NA 0.431896832718974 0.109881160257648
Zhengmix4uneq dev 1500 glmpca 30 seurat 4 0.05 0.975535121276406 0.354314867336475
Zhengmix4uneq dev 1500 glmpca 30 seurat 4 0.1 0.975168954211825 0.35438482271626
Zhengmix4uneq dev 1500 glmpca 30 seurat 5 0.2 0.965308790540578 0.293224351288535
Zhengmix4uneq dev 1500 glmpca 30 seurat 7 0.5 0.628745544580654 0.248224673475802
Zhengmix4uneq dev 1500 glmpca 30 seurat 8 0.8 0.617666857522079 0.217850558540114
Zhengmix4uneq dev 1500 glmpca 30 seurat 8 1 0.595365647603623 0.196493112437237
Zhengmix4uneq dev 1500 glmpca 30 seurat 9 1.2 0.534285395503628 0.132006317421119
Zhengmix4uneq dev 1500 glmpca 30 seurat 9 1.5 0.523696363128224 0.128476292500768
Zhengmix4uneq dev 1500 glmpca 30 seurat 10 2 0.495078870959908 0.118837644855783
Zhengmix4uneq dev 1500 pca_log 10 kmeans 2 NA 0.491594581529424 0.444084541079305
Zhengmix4uneq dev 1500 pca_log 10 kmeans 3 NA 0.412696928389613 0.376126339250374
Zhengmix4uneq dev 1500 pca_log 10 kmeans 4 NA 0.739231982795476 0.438272226732847
Zhengmix4uneq dev 1500 pca_log 10 kmeans 5 NA 0.609850137975359 0.378033278189041
Zhengmix4uneq dev 1500 pca_log 10 kmeans 6 NA 0.519950229300717 0.316698229364229
Zhengmix4uneq dev 1500 pca_log 10 kmeans 7 NA 0.496788630570651 0.300152326219842
Zhengmix4uneq dev 1500 pca_log 10 kmeans 8 NA 0.479655776209054 0.303518718176555
Zhengmix4uneq dev 1500 pca_log 10 kmeans 9 NA 0.521490626949825 0.310300244935705
Zhengmix4uneq dev 1500 pca_log 10 kmeans 10 NA 0.459830292490936 0.312872233221246
Zhengmix4uneq dev 1500 pca_log 10 mclust 2 NA 0.527083379085806 0.447056773341809
Zhengmix4uneq dev 1500 pca_log 10 mclust 3 NA 0.786959156882899 0.445486514897171
Zhengmix4uneq dev 1500 pca_log 10 mclust 4 NA 0.773179199861013 0.434174914927585
Zhengmix4uneq dev 1500 pca_log 10 mclust 5 NA 0.917407190415358 0.349899591489662
Zhengmix4uneq dev 1500 pca_log 10 mclust 6 NA 0.730497028514556 0.33488301736971
Zhengmix4uneq dev 1500 pca_log 10 mclust 7 NA 0.656838696011014 0.275020463320046
Zhengmix4uneq dev 1500 pca_log 10 mclust 8 NA 0.590148786254422 0.321479120988752
Zhengmix4uneq dev 1500 pca_log 10 mclust 9 NA 0.466439786742483 0.250740388146169
Zhengmix4uneq dev 1500 pca_log 10 mclust 10 NA 0.467115388576242 0.242880462544817
Zhengmix4uneq dev 1500 pca_log 10 seurat 4 0.05 0.974598115856545 0.315845789138061
Zhengmix4uneq dev 1500 pca_log 10 seurat 4 0.1 0.974598115856545 0.315845789138061
Zhengmix4uneq dev 1500 pca_log 10 seurat 5 0.2 0.957080175709015 0.33584919609225
Zhengmix4uneq dev 1500 pca_log 10 seurat 10 0.5 0.450110397541509 0.285908803094039
Zhengmix4uneq dev 1500 pca_log 10 seurat 11 0.8 0.446796276841581 0.288233235266302
Zhengmix4uneq dev 1500 pca_log 10 seurat 11 1 0.443426694302718 0.287304005786914
Zhengmix4uneq dev 1500 pca_log 10 seurat 12 1.2 0.374226928381236 0.25839862073491
Zhengmix4uneq dev 1500 pca_log 10 seurat 13 1.5 0.328895674811541 0.220701196004478
Zhengmix4uneq dev 1500 pca_log 10 seurat 17 2 0.264915414226686 0.193721025438624
Zhengmix4uneq dev 1500 pca_log 30 kmeans 2 NA 0.491594581529424 0.342477953975351
Zhengmix4uneq dev 1500 pca_log 30 kmeans 3 NA 0.409627547179282 0.267212882786051
Zhengmix4uneq dev 1500 pca_log 30 kmeans 4 NA 0.739617970322873 0.308233180026854
Zhengmix4uneq dev 1500 pca_log 30 kmeans 5 NA 0.609557305083186 0.262230332052149
Zhengmix4uneq dev 1500 pca_log 30 kmeans 6 NA 0.519419176205984 0.199892545360526
Zhengmix4uneq dev 1500 pca_log 30 kmeans 7 NA 0.497351760923469 0.18259609295962
Zhengmix4uneq dev 1500 pca_log 30 kmeans 8 NA 0.479419896237788 0.183408252410618
Zhengmix4uneq dev 1500 pca_log 30 kmeans 9 NA 0.522936373861874 0.180906082114303
Zhengmix4uneq dev 1500 pca_log 30 kmeans 10 NA 0.459435343641683 0.180519015842513
Zhengmix4uneq dev 1500 pca_log 30 seurat 3 0.05 0.832668843645308 0.301672188983673
Zhengmix4uneq dev 1500 pca_log 30 seurat 4 0.1 0.973869198927366 0.206482577497849
Zhengmix4uneq dev 1500 pca_log 30 seurat 5 0.2 0.957101528845909 0.223195771422339
Zhengmix4uneq dev 1500 pca_log 30 seurat 8 0.5 0.613797187638444 0.160264681471728
Zhengmix4uneq dev 1500 pca_log 30 seurat 10 0.8 0.466048522124785 0.154842209402925
Zhengmix4uneq dev 1500 pca_log 30 seurat 11 1 0.440252491817449 0.162693853233222
Zhengmix4uneq dev 1500 pca_log 30 seurat 11 1.2 0.435435019874747 0.161299941510539
Zhengmix4uneq dev 1500 pca_log 30 seurat 11 1.5 0.404698834240639 0.148177879485082
Zhengmix4uneq dev 1500 pca_log 30 seurat 11 2 0.397352721776025 0.145827557060066
Zhengmix4uneq dev 1500 pca_rd 10 kmeans 2 NA 0.535809075821881 0.464910328117483
Zhengmix4uneq dev 1500 pca_rd 10 kmeans 3 NA 0.916434180155681 0.43763821387729
Zhengmix4uneq dev 1500 pca_rd 10 kmeans 4 NA 0.656943337677192 0.417729615981844
Zhengmix4uneq dev 1500 pca_rd 10 kmeans 5 NA 0.638556194018114 0.437165291678359
Zhengmix4uneq dev 1500 pca_rd 10 kmeans 6 NA 0.770539300373935 0.452883048499556
Zhengmix4uneq dev 1500 pca_rd 10 kmeans 7 NA 0.770128200063222 0.455145418954803
Zhengmix4uneq dev 1500 pca_rd 10 kmeans 8 NA 0.73332997759659 0.44007857286033
Zhengmix4uneq dev 1500 pca_rd 10 kmeans 9 NA 0.676581835662397 0.367433790986908
Zhengmix4uneq dev 1500 pca_rd 10 kmeans 10 NA 0.562202125893618 0.318780613803834
Zhengmix4uneq dev 1500 pca_rd 10 mclust 2 NA 0.530693046132924 0.466979623616794
Zhengmix4uneq dev 1500 pca_rd 10 mclust 3 NA 0.503523436675853 0.461269418627699
Zhengmix4uneq dev 1500 pca_rd 10 mclust 4 NA 0.787906555725436 0.458851729571407
Zhengmix4uneq dev 1500 pca_rd 10 mclust 5 NA 0.932947845013715 0.458283042055701
Zhengmix4uneq dev 1500 pca_rd 10 mclust 6 NA 0.742587543048786 0.413701806914639
Zhengmix4uneq dev 1500 pca_rd 10 mclust 7 NA 0.658387305601522 0.356812843684521
Zhengmix4uneq dev 1500 pca_rd 10 mclust 8 NA 0.595765079864983 0.310993163811005
Zhengmix4uneq dev 1500 pca_rd 10 mclust 9 NA 0.546749746460487 0.306803828346483
Zhengmix4uneq dev 1500 pca_rd 10 mclust 10 NA 0.46885565408313 0.240739484980679
Zhengmix4uneq dev 1500 pca_rd 10 seurat 4 0.05 0.985068877545984 0.440710594235069
Zhengmix4uneq dev 1500 pca_rd 10 seurat 5 0.1 0.975745702356499 0.454566420783986
Zhengmix4uneq dev 1500 pca_rd 10 seurat 7 0.2 0.789038528791502 0.450787645815533
Zhengmix4uneq dev 1500 pca_rd 10 seurat 8 0.5 0.604572945107616 0.3820696393633
Zhengmix4uneq dev 1500 pca_rd 10 seurat 11 0.8 0.510117269952978 0.308710987106361
Zhengmix4uneq dev 1500 pca_rd 10 seurat 11 1 0.501943205591571 0.300528855147775
Zhengmix4uneq dev 1500 pca_rd 10 seurat 12 1.2 0.435558698566511 0.225521477324891
Zhengmix4uneq dev 1500 pca_rd 10 seurat 13 1.5 0.389379842612054 0.223503199314877
Zhengmix4uneq dev 1500 pca_rd 10 seurat 18 2 0.255174966279381 0.142990309874903
Zhengmix4uneq dev 1500 pca_rd 30 kmeans 2 NA 0.535809075821881 0.355532282096744
Zhengmix4uneq dev 1500 pca_rd 30 kmeans 3 NA 0.918101202968462 0.308697047638065
Zhengmix4uneq dev 1500 pca_rd 30 kmeans 4 NA 0.656513350647685 0.293181447359594
Zhengmix4uneq dev 1500 pca_rd 30 kmeans 5 NA 0.637820267358977 0.309216800148539
Zhengmix4uneq dev 1500 pca_rd 30 kmeans 6 NA 0.770994309004604 0.305816421707872
Zhengmix4uneq dev 1500 pca_rd 30 kmeans 7 NA 0.771597897429171 0.30826567321919
Zhengmix4uneq dev 1500 pca_rd 30 kmeans 8 NA 0.72873248048124 0.295857379109652
Zhengmix4uneq dev 1500 pca_rd 30 kmeans 9 NA 0.665006066963286 0.224917254486177
Zhengmix4uneq dev 1500 pca_rd 30 kmeans 10 NA 0.53530350948889 0.194247401935428
Zhengmix4uneq dev 1500 pca_rd 30 seurat 4 0.05 0.980466263507009 0.297337488010357
Zhengmix4uneq dev 1500 pca_rd 30 seurat 5 0.1 0.970837524624245 0.308788179208196
Zhengmix4uneq dev 1500 pca_rd 30 seurat 6 0.2 0.965127181093667 0.317744087841805
Zhengmix4uneq dev 1500 pca_rd 30 seurat 7 0.5 0.749735702426231 0.301303790317172
Zhengmix4uneq dev 1500 pca_rd 30 seurat 8 0.8 0.735513714950344 0.300269566834369
Zhengmix4uneq dev 1500 pca_rd 30 seurat 9 1.2 0.495316896530017 0.150630763348268
Zhengmix4uneq dev 1500 pca_rd 30 seurat 10 1 0.534648967900824 0.193769820185926
Zhengmix4uneq dev 1500 pca_rd 30 seurat 10 1.5 0.47286193045157 0.152695631403007
Zhengmix4uneq dev 1500 pca_rd 30 seurat 11 2 0.460010440301708 0.142067197043599
Zhengmix4uneq dev 1500 pca_rp 10 kmeans 2 NA 0.531982452616753 0.465858978103633
Zhengmix4uneq dev 1500 pca_rp 10 kmeans 3 NA 0.907073701493084 0.430821104120707
Zhengmix4uneq dev 1500 pca_rp 10 kmeans 4 NA 0.892609639762032 0.454200794586212
Zhengmix4uneq dev 1500 pca_rp 10 kmeans 5 NA 0.640387413734072 0.438175938051639
Zhengmix4uneq dev 1500 pca_rp 10 kmeans 6 NA 0.772272910114544 0.454646065304445
Zhengmix4uneq dev 1500 pca_rp 10 kmeans 7 NA 0.769365206500737 0.457137943216692
Zhengmix4uneq dev 1500 pca_rp 10 kmeans 8 NA 0.765227494881775 0.457840798392369
Zhengmix4uneq dev 1500 pca_rp 10 kmeans 9 NA 0.697173086342663 0.426335347630964
Zhengmix4uneq dev 1500 pca_rp 10 kmeans 10 NA 0.59359787644418 0.401753498080532
Zhengmix4uneq dev 1500 pca_rp 10 mclust 2 NA 0.533304783864182 0.469325823598619
Zhengmix4uneq dev 1500 pca_rp 10 mclust 3 NA 0.29009847152182 0.225320173872543
Zhengmix4uneq dev 1500 pca_rp 10 mclust 4 NA 0.789379212575055 0.458730707104569
Zhengmix4uneq dev 1500 pca_rp 10 mclust 5 NA 0.935559375673082 0.458261547037469
Zhengmix4uneq dev 1500 pca_rp 10 mclust 6 NA 0.762394751786698 0.436744513970087
Zhengmix4uneq dev 1500 pca_rp 10 mclust 7 NA 0.728474964006589 0.38812464214257
Zhengmix4uneq dev 1500 pca_rp 10 mclust 8 NA 0.651227140612703 0.346751845835685
Zhengmix4uneq dev 1500 pca_rp 10 mclust 9 NA 0.561911952166285 0.330164668122212
Zhengmix4uneq dev 1500 pca_rp 10 mclust 10 NA 0.507432210006875 0.32030180736153
Zhengmix4uneq dev 1500 pca_rp 10 seurat 4 0.05 0.984332344611787 0.433719979585738
Zhengmix4uneq dev 1500 pca_rp 10 seurat 5 0.1 0.974639417526967 0.448142699118779
Zhengmix4uneq dev 1500 pca_rp 10 seurat 6 0.2 0.788480907458062 0.451475764574767
Zhengmix4uneq dev 1500 pca_rp 10 seurat 8 0.5 0.614916921077875 0.382064595907431
Zhengmix4uneq dev 1500 pca_rp 10 seurat 10 0.8 0.48443867856184 0.27673065065737
Zhengmix4uneq dev 1500 pca_rp 10 seurat 11 1 0.465108382922977 0.243295232101291
Zhengmix4uneq dev 1500 pca_rp 10 seurat 11 1.2 0.446141555832787 0.240844263922233
Zhengmix4uneq dev 1500 pca_rp 10 seurat 13 1.5 0.349648571146528 0.204288768106744
Zhengmix4uneq dev 1500 pca_rp 10 seurat 15 2 0.313520345810595 0.191075472411406
Zhengmix4uneq dev 1500 pca_rp 30 kmeans 2 NA 0.531982452616753 0.349042795036957
Zhengmix4uneq dev 1500 pca_rp 30 kmeans 3 NA 0.910530485706621 0.282304041513282
Zhengmix4uneq dev 1500 pca_rp 30 kmeans 4 NA 0.895194836997941 0.30021723803456
Zhengmix4uneq dev 1500 pca_rp 30 kmeans 5 NA 0.640420373939329 0.286876326538487
Zhengmix4uneq dev 1500 pca_rp 30 kmeans 6 NA 0.772706038725147 0.284125545441343
Zhengmix4uneq dev 1500 pca_rp 30 kmeans 7 NA 0.771713413833656 0.287006423193993
Zhengmix4uneq dev 1500 pca_rp 30 kmeans 8 NA 0.732351234614542 0.278318737961363
Zhengmix4uneq dev 1500 pca_rp 30 kmeans 9 NA 0.688147889953207 0.210877666497621
Zhengmix4uneq dev 1500 pca_rp 30 kmeans 10 NA 0.596898563693901 0.245463882837523
Zhengmix4uneq dev 1500 pca_rp 30 seurat 4 0.05 0.976543288293515 0.267730442736338
Zhengmix4uneq dev 1500 pca_rp 30 seurat 5 0.1 0.966916128156922 0.279457111690744
Zhengmix4uneq dev 1500 pca_rp 30 seurat 5 0.2 0.959826163265178 0.283082252859642
Zhengmix4uneq dev 1500 pca_rp 30 seurat 7 0.5 0.734340630733397 0.272701524286005
Zhengmix4uneq dev 1500 pca_rp 30 seurat 8 0.8 0.597634701156934 0.228669207037165
Zhengmix4uneq dev 1500 pca_rp 30 seurat 9 1 0.586542269144307 0.235288581348807
Zhengmix4uneq dev 1500 pca_rp 30 seurat 10 1.2 0.513917537164303 0.172198098625469
Zhengmix4uneq dev 1500 pca_rp 30 seurat 10 1.5 0.476738784735633 0.145565320235342
Zhengmix4uneq dev 1500 pca_rp 30 seurat 11 2 0.433121881818109 0.127017999445008
Zhengmix4uneq dev 1500 zinbwave 10 kmeans 2 NA 0.531982452616753 0.276963465234376
Zhengmix4uneq dev 1500 zinbwave 10 kmeans 3 NA 0.834417694819096 0.327317351215576
Zhengmix4uneq dev 1500 zinbwave 10 kmeans 4 NA 0.727178174341361 0.270793627570671
Zhengmix4uneq dev 1500 zinbwave 10 kmeans 5 NA 0.606671398764259 0.267787196444559
Zhengmix4uneq dev 1500 zinbwave 10 kmeans 6 NA 0.634420884109633 0.280713640383143
Zhengmix4uneq dev 1500 zinbwave 10 kmeans 7 NA 0.614473587226676 0.291642381229209
Zhengmix4uneq dev 1500 zinbwave 10 kmeans 8 NA 0.496824598068823 0.2225545068
Zhengmix4uneq dev 1500 zinbwave 10 kmeans 9 NA 0.438614218461771 0.211469990342521
Zhengmix4uneq dev 1500 zinbwave 10 kmeans 10 NA 0.430928165996334 0.216469991706793
Zhengmix4uneq dev 1500 zinbwave 10 mclust 2 NA 0.527083379085806 0.27605977869013
Zhengmix4uneq dev 1500 zinbwave 10 mclust 3 NA 0.829200358720661 0.325431348996845
Zhengmix4uneq dev 1500 zinbwave 10 mclust 4 NA 0.980520536586845 0.294633451266903
Zhengmix4uneq dev 1500 zinbwave 10 mclust 5 NA 0.930509213489694 0.302557799684329
Zhengmix4uneq dev 1500 zinbwave 10 mclust 6 NA 0.701795143681264 0.263791241666465
Zhengmix4uneq dev 1500 zinbwave 10 mclust 7 NA 0.668120509582661 0.208331172547406
Zhengmix4uneq dev 1500 zinbwave 10 mclust 8 NA 0.569353459697667 0.210048398880425
Zhengmix4uneq dev 1500 zinbwave 10 mclust 9 NA 0.540289511907174 0.237216418700069
Zhengmix4uneq dev 1500 zinbwave 10 mclust 10 NA 0.500263759549649 0.144346653045767
Zhengmix4uneq dev 1500 zinbwave 10 seurat 4 0.05 0.975177949482477 0.292652818745804
Zhengmix4uneq dev 1500 zinbwave 10 seurat 4 0.1 0.975177949482477 0.292652818745804
Zhengmix4uneq dev 1500 zinbwave 10 seurat 5 0.2 0.965557196377021 0.300317567220848
Zhengmix4uneq dev 1500 zinbwave 10 seurat 7 0.5 0.621342940519874 0.289233089844065
Zhengmix4uneq dev 1500 zinbwave 10 seurat 11 0.8 0.473122536432602 0.195330485421575
Zhengmix4uneq dev 1500 zinbwave 10 seurat 11 1 0.467049131093916 0.195151337256379
Zhengmix4uneq dev 1500 zinbwave 10 seurat 11 1.2 0.445892936678599 0.196544945475706
Zhengmix4uneq dev 1500 zinbwave 10 seurat 12 1.5 0.359089940900481 0.166213777690216
Zhengmix4uneq dev 1500 zinbwave 10 seurat 13 2 0.333064424024779 0.161935519584444
Zhengmix4uneq dev 1500 zinbwave 30 kmeans 2 NA 0.528170032004709 0.0810829304137988
Zhengmix4uneq dev 1500 zinbwave 30 kmeans 3 NA 0.830017466458183 0.0643639993088306
Zhengmix4uneq dev 1500 zinbwave 30 kmeans 4 NA 0.742574025077052 0.0388745688023931
Zhengmix4uneq dev 1500 zinbwave 30 kmeans 5 NA 0.630024684166281 0.0439795754372616
Zhengmix4uneq dev 1500 zinbwave 30 kmeans 6 NA 0.493320633700761 0.036030423323091
Zhengmix4uneq dev 1500 zinbwave 30 kmeans 7 NA 0.502642837333909 0.0365075138116757
Zhengmix4uneq dev 1500 zinbwave 30 kmeans 8 NA 0.489201473173519 0.0400201709617334
Zhengmix4uneq dev 1500 zinbwave 30 kmeans 9 NA 0.448083702994675 0.0427093253864658
Zhengmix4uneq dev 1500 zinbwave 30 kmeans 10 NA 0.411502875675791 0.0401099396242903
Zhengmix4uneq dev 1500 zinbwave 30 seurat 3 0.05 0.836195987740036 0.0635908665618973
Zhengmix4uneq dev 1500 zinbwave 30 seurat 3 0.1 0.836195987740036 0.0635908665618973
Zhengmix4uneq dev 1500 zinbwave 30 seurat 5 0.2 0.962191933209492 0.0440822686319941
Zhengmix4uneq dev 1500 zinbwave 30 seurat 5 0.5 0.960362596309782 0.0443185836993635
Zhengmix4uneq dev 1500 zinbwave 30 seurat 6 0.8 0.920134114836934 0.0415361829524991
Zhengmix4uneq dev 1500 zinbwave 30 seurat 6 1 0.897304310088809 0.0364861414758312
Zhengmix4uneq dev 1500 zinbwave 30 seurat 6 1.2 0.889176351812809 0.0383872185985641
Zhengmix4uneq dev 1500 zinbwave 30 seurat 7 1.5 0.664523443222136 0.0292840031903404
Zhengmix4uneq dev 1500 zinbwave 30 seurat 12 2 0.460337567452991 -0.00103504819305928
Zhengmix4uneq expr 60 glmpca 10 kmeans 2 NA 0.489014353659312 0.369442304260004
Zhengmix4uneq expr 60 glmpca 10 kmeans 3 NA 0.588529280710035 0.272405710707452
Zhengmix4uneq expr 60 glmpca 10 kmeans 4 NA 0.621417921075464 0.235296270429417
Zhengmix4uneq expr 60 glmpca 10 kmeans 5 NA 0.536629970072571 0.234494321967575
Zhengmix4uneq expr 60 glmpca 10 kmeans 6 NA 0.424139390875238 0.176231197675579
Zhengmix4uneq expr 60 glmpca 10 kmeans 7 NA 0.382745733188338 0.175561999224246
Zhengmix4uneq expr 60 glmpca 10 kmeans 8 NA 0.406851382802903 0.155073545239492
Zhengmix4uneq expr 60 glmpca 10 kmeans 9 NA 0.367329007462446 0.148292297265275
Zhengmix4uneq expr 60 glmpca 10 kmeans 10 NA 0.346936786660211 0.142598765863113
Zhengmix4uneq expr 60 glmpca 10 mclust 2 NA 0.495886238753171 0.368776001907371
Zhengmix4uneq expr 60 glmpca 10 mclust 3 NA 0.882372173367567 0.267584197377842
Zhengmix4uneq expr 60 glmpca 10 mclust 4 NA 0.734297743879512 0.228080286867708
Zhengmix4uneq expr 60 glmpca 10 mclust 5 NA 0.774810316800102 0.216996169324105
Zhengmix4uneq expr 60 glmpca 10 mclust 6 NA 0.587997811464799 0.187991184016551
Zhengmix4uneq expr 60 glmpca 10 mclust 7 NA 0.504385275813421 0.127096949282211
Zhengmix4uneq expr 60 glmpca 10 mclust 8 NA 0.55755377016863 0.115353020226556
Zhengmix4uneq expr 60 glmpca 10 mclust 9 NA 0.496956357293003 0.129503605265274
Zhengmix4uneq expr 60 glmpca 10 mclust 10 NA 0.451621093145479 0.105953925774594
Zhengmix4uneq expr 60 glmpca 10 seurat 3 0.05 0.903333957258344 0.262489495680508
Zhengmix4uneq expr 60 glmpca 10 seurat 3 0.1 0.903586987441176 0.262529323742363
Zhengmix4uneq expr 60 glmpca 10 seurat 4 0.2 0.889921980681042 0.185717823781523
Zhengmix4uneq expr 60 glmpca 10 seurat 7 0.5 0.590980022450983 0.174544821403378
Zhengmix4uneq expr 60 glmpca 10 seurat 7 0.8 0.590377832806109 0.174664926674738
Zhengmix4uneq expr 60 glmpca 10 seurat 8 1 0.46800530488338 0.130896098997841
Zhengmix4uneq expr 60 glmpca 10 seurat 10 1.2 0.407633960670497 0.133105637914694
Zhengmix4uneq expr 60 glmpca 10 seurat 10 1.5 0.397006040830416 0.13108483354737
Zhengmix4uneq expr 60 glmpca 10 seurat 13 2 0.309778829319852 0.117986926386391
Zhengmix4uneq expr 60 glmpca 30 kmeans 2 NA 0.480234196543803 0.279523653501449
Zhengmix4uneq expr 60 glmpca 30 kmeans 3 NA 0.554428872429301 0.141060875255112
Zhengmix4uneq expr 60 glmpca 30 kmeans 4 NA 0.600509377546872 0.104595654934774
Zhengmix4uneq expr 60 glmpca 30 kmeans 5 NA 0.528978742463232 0.102621665980792
Zhengmix4uneq expr 60 glmpca 30 kmeans 6 NA 0.494302906022387 0.104304908817206
Zhengmix4uneq expr 60 glmpca 30 kmeans 7 NA 0.4019175404677 0.0918684639038702
Zhengmix4uneq expr 60 glmpca 30 kmeans 8 NA 0.418734190013761 0.0727693449295807
Zhengmix4uneq expr 60 glmpca 30 kmeans 9 NA 0.385717256170432 0.0699511680200271
Zhengmix4uneq expr 60 glmpca 30 kmeans 10 NA 0.349613033227328 0.0620914723708924
Zhengmix4uneq expr 60 glmpca 30 seurat 3 0.05 0.879855987892888 0.12705225709222
Zhengmix4uneq expr 60 glmpca 30 seurat 3 0.1 0.88165957285257 0.126774888203317
Zhengmix4uneq expr 60 glmpca 30 seurat 3 0.2 0.881003748974251 0.126757851235423
Zhengmix4uneq expr 60 glmpca 30 seurat 6 0.5 0.678187672856704 0.0397954492844222
Zhengmix4uneq expr 60 glmpca 30 seurat 6 0.8 0.615747583008342 0.0782041598567649
Zhengmix4uneq expr 60 glmpca 30 seurat 8 1 0.580810195634607 0.0822483161521381
Zhengmix4uneq expr 60 glmpca 30 seurat 10 1.2 0.550054851665698 0.0664990628021946
Zhengmix4uneq expr 60 glmpca 30 seurat 11 1.5 0.523999365774688 0.0667533045552087
Zhengmix4uneq expr 60 glmpca 30 seurat 12 2 0.408943538555624 0.0538041169087806
Zhengmix4uneq expr 60 pca_log 10 kmeans 2 NA 0.305359743388334 0.435422254288844
Zhengmix4uneq expr 60 pca_log 10 kmeans 3 NA 0.318936546647476 0.430056970557598
Zhengmix4uneq expr 60 pca_log 10 kmeans 4 NA 0.303360326466784 0.168128845721563
Zhengmix4uneq expr 60 pca_log 10 kmeans 5 NA 0.391596995422004 0.161461673507342
Zhengmix4uneq expr 60 pca_log 10 kmeans 6 NA 0.391148834739801 0.162958893880475
Zhengmix4uneq expr 60 pca_log 10 kmeans 7 NA 0.401000673539943 0.155687231965704
Zhengmix4uneq expr 60 pca_log 10 kmeans 8 NA 0.394901744182258 0.159419998483191
Zhengmix4uneq expr 60 pca_log 10 kmeans 9 NA 0.412556593000753 0.163495204672955
Zhengmix4uneq expr 60 pca_log 10 kmeans 10 NA 0.389606739317055 0.163299154202481
Zhengmix4uneq expr 60 pca_log 10 mclust 2 NA 0.195134753138044 0.318643155898494
Zhengmix4uneq expr 60 pca_log 10 mclust 3 NA 0.155705090854275 0.147028587446239
Zhengmix4uneq expr 60 pca_log 10 mclust 4 NA 0.32728481120247 0.0337924324710048
Zhengmix4uneq expr 60 pca_log 10 mclust 5 NA 0.334717787745039 0.0388805143172068
Zhengmix4uneq expr 60 pca_log 10 mclust 6 NA 0.352345285376352 0.0428185886223574
Zhengmix4uneq expr 60 pca_log 10 mclust 7 NA 0.355395558486107 0.0597123919512425
Zhengmix4uneq expr 60 pca_log 10 mclust 8 NA 0.338440752442689 0.0534197728124229
Zhengmix4uneq expr 60 pca_log 10 mclust 9 NA 0.328021252025172 0.0494609943122417
Zhengmix4uneq expr 60 pca_log 10 mclust 10 NA 0.24326566017423 0.000762454311549116
Zhengmix4uneq expr 60 pca_log 10 seurat 3 0.05 0.734461665790808 0.106371892761036
Zhengmix4uneq expr 60 pca_log 10 seurat 5 0.1 0.638133053460215 0.129347617084235
Zhengmix4uneq expr 60 pca_log 10 seurat 6 0.2 0.612033456602029 0.0839984559453974
Zhengmix4uneq expr 60 pca_log 10 seurat 8 0.5 0.518232165370692 0.0834991879341577
Zhengmix4uneq expr 60 pca_log 10 seurat 9 0.8 0.356375368768254 0.0860183287174696
Zhengmix4uneq expr 60 pca_log 10 seurat 10 1 0.307905160401576 0.06213515532339
Zhengmix4uneq expr 60 pca_log 10 seurat 12 1.2 0.301152559238686 0.0675788182375801
Zhengmix4uneq expr 60 pca_log 10 seurat 15 1.5 0.228662871464089 0.0451351883576575
Zhengmix4uneq expr 60 pca_log 10 seurat 18 2 0.191703675986681 0.00720305327464449
Zhengmix4uneq expr 60 pca_log 30 kmeans 2 NA 0.305640200431361 0.386942517115774
Zhengmix4uneq expr 60 pca_log 30 kmeans 3 NA 0.317965260614204 0.37948847306928
Zhengmix4uneq expr 60 pca_log 30 kmeans 4 NA 0.284734418699709 0.0811787193451402
Zhengmix4uneq expr 60 pca_log 30 kmeans 5 NA 0.38676079396039 0.0577764398813921
Zhengmix4uneq expr 60 pca_log 30 kmeans 6 NA 0.39201900190728 0.056749139795675
Zhengmix4uneq expr 60 pca_log 30 kmeans 7 NA 0.452361479849183 0.03762968165738
Zhengmix4uneq expr 60 pca_log 30 kmeans 8 NA 0.432615109884871 0.0407509158416055
Zhengmix4uneq expr 60 pca_log 30 kmeans 9 NA 0.44253299491006 0.0424167933030357
Zhengmix4uneq expr 60 pca_log 30 kmeans 10 NA 0.446708072571172 0.0455589398072396
Zhengmix4uneq expr 60 pca_log 30 seurat 3 0.05 0.394113455294982 -0.050877694580222
Zhengmix4uneq expr 60 pca_log 30 seurat 5 0.1 0.451767406752665 -0.0217952203838121
Zhengmix4uneq expr 60 pca_log 30 seurat 7 0.2 0.469153666603596 -0.0169649964357105
Zhengmix4uneq expr 60 pca_log 30 seurat 15 0.5 0.457261642998197 0.00155591650348274
Zhengmix4uneq expr 60 pca_log 30 seurat 15 0.8 0.366359097755327 0.00559560234085271
Zhengmix4uneq expr 60 pca_log 30 seurat 19 1 0.372696135023412 -0.0160837808245272
Zhengmix4uneq expr 60 pca_log 30 seurat 21 1.2 0.283375644982252 -0.0267656071797485
Zhengmix4uneq expr 60 pca_log 30 seurat 21 1.5 0.266315093888245 -0.0174047236347714
Zhengmix4uneq expr 60 pca_log 30 seurat 24 2 0.221153357418893 -0.0222794046100659
Zhengmix4uneq expr 60 pca_rd 10 kmeans 2 NA 0.430992431399591 0.272325339200938
Zhengmix4uneq expr 60 pca_rd 10 kmeans 3 NA 0.826961009488385 0.277041760843625
Zhengmix4uneq expr 60 pca_rd 10 kmeans 4 NA 0.683203163444608 0.265481360979331
Zhengmix4uneq expr 60 pca_rd 10 kmeans 5 NA 0.54924873611228 0.231776059898045
Zhengmix4uneq expr 60 pca_rd 10 kmeans 6 NA 0.588618663939631 0.220941503980994
Zhengmix4uneq expr 60 pca_rd 10 kmeans 7 NA 0.586311997339676 0.22448510778671
Zhengmix4uneq expr 60 pca_rd 10 kmeans 8 NA 0.468024456235815 0.153124218544749
Zhengmix4uneq expr 60 pca_rd 10 kmeans 9 NA 0.432653860315858 0.142806782313387
Zhengmix4uneq expr 60 pca_rd 10 kmeans 10 NA 0.395472477659168 0.132005862328458
Zhengmix4uneq expr 60 pca_rd 10 mclust 2 NA 0.517311793698641 0.269791692084684
Zhengmix4uneq expr 60 pca_rd 10 mclust 3 NA 0.880366604809222 0.278099666843746
Zhengmix4uneq expr 60 pca_rd 10 mclust 4 NA 0.833864164573673 0.281397664975321
Zhengmix4uneq expr 60 pca_rd 10 mclust 5 NA 0.876119709602761 0.248111839501662
Zhengmix4uneq expr 60 pca_rd 10 mclust 6 NA 0.678165277408926 0.213027106834775
Zhengmix4uneq expr 60 pca_rd 10 mclust 7 NA 0.623208454552035 0.214810352133208
Zhengmix4uneq expr 60 pca_rd 10 mclust 8 NA 0.475759304490094 0.138881654851035
Zhengmix4uneq expr 60 pca_rd 10 mclust 9 NA 0.424207207319309 0.129203422972362
Zhengmix4uneq expr 60 pca_rd 10 mclust 10 NA 0.406403428412688 0.118502087297347
Zhengmix4uneq expr 60 pca_rd 10 seurat 3 0.05 0.873263157560242 0.278143606889863
Zhengmix4uneq expr 60 pca_rd 10 seurat 3 0.1 0.873069028641524 0.278156785258391
Zhengmix4uneq expr 60 pca_rd 10 seurat 4 0.2 0.888875777405129 0.280234737812114
Zhengmix4uneq expr 60 pca_rd 10 seurat 7 0.5 0.593242860002167 0.222110927982509
Zhengmix4uneq expr 60 pca_rd 10 seurat 7 0.8 0.592737959888043 0.221754081985151
Zhengmix4uneq expr 60 pca_rd 10 seurat 7 1 0.591770709047775 0.221728557628453
Zhengmix4uneq expr 60 pca_rd 10 seurat 7 1.2 0.59139272416984 0.221397631474204
Zhengmix4uneq expr 60 pca_rd 10 seurat 8 1.5 0.468914144009748 0.146122953444776
Zhengmix4uneq expr 60 pca_rd 10 seurat 10 2 0.393926705834083 0.117030169951398
Zhengmix4uneq expr 60 pca_rd 30 kmeans 2 NA 0.432181168290218 0.167094866444345
Zhengmix4uneq expr 60 pca_rd 30 kmeans 3 NA 0.826827956809135 0.151329099862616
Zhengmix4uneq expr 60 pca_rd 30 kmeans 4 NA 0.683289328653667 0.137280330870452
Zhengmix4uneq expr 60 pca_rd 30 kmeans 5 NA 0.549679286253633 0.113222279886183
Zhengmix4uneq expr 60 pca_rd 30 kmeans 6 NA 0.589837506254076 0.104363814943647
Zhengmix4uneq expr 60 pca_rd 30 kmeans 7 NA 0.587762520212428 0.105325601624447
Zhengmix4uneq expr 60 pca_rd 30 kmeans 8 NA 0.469452665349268 0.0703747752340297
Zhengmix4uneq expr 60 pca_rd 30 kmeans 9 NA 0.436874559173893 0.0639620088674355
Zhengmix4uneq expr 60 pca_rd 30 kmeans 10 NA 0.393994448929289 0.0622352690451074
Zhengmix4uneq expr 60 pca_rd 30 seurat 3 0.05 0.871628605014033 0.152060843270501
Zhengmix4uneq expr 60 pca_rd 30 seurat 3 0.1 0.871628605014033 0.152060843270501
Zhengmix4uneq expr 60 pca_rd 30 seurat 4 0.2 0.886728584878427 0.152900192395891
Zhengmix4uneq expr 60 pca_rd 30 seurat 5 0.5 0.74089740406545 0.120192645266512
Zhengmix4uneq expr 60 pca_rd 30 seurat 7 0.8 0.594716038224209 0.104714749164872
Zhengmix4uneq expr 60 pca_rd 30 seurat 7 1 0.594117213077992 0.104679378859979
Zhengmix4uneq expr 60 pca_rd 30 seurat 7 1.2 0.593391725659554 0.104558383031913
Zhengmix4uneq expr 60 pca_rd 30 seurat 7 1.5 0.591363816070858 0.104473230741289
Zhengmix4uneq expr 60 pca_rd 30 seurat 8 2 0.469159885621332 0.0674158147992048
Zhengmix4uneq expr 60 pca_rp 10 kmeans 2 NA 0.431995682164613 0.264128337369534
Zhengmix4uneq expr 60 pca_rp 10 kmeans 3 NA 0.844019453903247 0.2777512786717
Zhengmix4uneq expr 60 pca_rp 10 kmeans 4 NA 0.689131885117524 0.271042025111666
Zhengmix4uneq expr 60 pca_rp 10 kmeans 5 NA 0.551571181798039 0.232517399115863
Zhengmix4uneq expr 60 pca_rp 10 kmeans 6 NA 0.586997441015861 0.223164661532149
Zhengmix4uneq expr 60 pca_rp 10 kmeans 7 NA 0.584255475235596 0.227532256825191
Zhengmix4uneq expr 60 pca_rp 10 kmeans 8 NA 0.551680108153516 0.213694634381411
Zhengmix4uneq expr 60 pca_rp 10 kmeans 9 NA 0.429919544798728 0.145454705917842
Zhengmix4uneq expr 60 pca_rp 10 kmeans 10 NA 0.401237968579061 0.133039666951694
Zhengmix4uneq expr 60 pca_rp 10 mclust 2 NA 0.5157581019389 0.261535467152621
Zhengmix4uneq expr 60 pca_rp 10 mclust 3 NA 0.899067282420078 0.27141544844864
Zhengmix4uneq expr 60 pca_rp 10 mclust 4 NA 0.836937906604861 0.2837378695935
Zhengmix4uneq expr 60 pca_rp 10 mclust 5 NA 0.672191313260899 0.245528994035761
Zhengmix4uneq expr 60 pca_rp 10 mclust 6 NA 0.689190246616894 0.224870088470636
Zhengmix4uneq expr 60 pca_rp 10 mclust 7 NA 0.598799826513253 0.220754156479863
Zhengmix4uneq expr 60 pca_rp 10 mclust 8 NA 0.482199842880659 0.143483354490491
Zhengmix4uneq expr 60 pca_rp 10 mclust 9 NA 0.45590536113893 0.142046495552069
Zhengmix4uneq expr 60 pca_rp 10 mclust 10 NA 0.428664108800467 0.140940015830085
Zhengmix4uneq expr 60 pca_rp 10 seurat 3 0.05 0.873037820848963 0.278097163847736
Zhengmix4uneq expr 60 pca_rp 10 seurat 3 0.1 0.872584577207076 0.278093709373176
Zhengmix4uneq expr 60 pca_rp 10 seurat 4 0.2 0.887085981134805 0.281727399201547
Zhengmix4uneq expr 60 pca_rp 10 seurat 7 0.5 0.589409386373569 0.2245802236912
Zhengmix4uneq expr 60 pca_rp 10 seurat 7 0.8 0.589538141128213 0.224657202981331
Zhengmix4uneq expr 60 pca_rp 10 seurat 7 1 0.590217334667074 0.224874566872925
Zhengmix4uneq expr 60 pca_rp 10 seurat 7 1.2 0.589126848901962 0.224831344730266
Zhengmix4uneq expr 60 pca_rp 10 seurat 9 1.5 0.447699970349968 0.141585125090302
Zhengmix4uneq expr 60 pca_rp 10 seurat 9 2 0.441517308306592 0.140014679404599
Zhengmix4uneq expr 60 pca_rp 30 kmeans 2 NA 0.431400207856889 0.158486377586329
Zhengmix4uneq expr 60 pca_rp 30 kmeans 3 NA 0.845351635487518 0.153065749969896
Zhengmix4uneq expr 60 pca_rp 30 kmeans 4 NA 0.689398974437395 0.14112092258351
Zhengmix4uneq expr 60 pca_rp 30 kmeans 5 NA 0.551932105635219 0.113457480597691
Zhengmix4uneq expr 60 pca_rp 30 kmeans 6 NA 0.588344735040276 0.107299823340147
Zhengmix4uneq expr 60 pca_rp 30 kmeans 7 NA 0.584948857208231 0.108239804386895
Zhengmix4uneq expr 60 pca_rp 30 kmeans 8 NA 0.466504161840872 0.0709647297130969
Zhengmix4uneq expr 60 pca_rp 30 kmeans 9 NA 0.434747322906138 0.0639868161880052
Zhengmix4uneq expr 60 pca_rp 30 kmeans 10 NA 0.390896812768971 0.0622431853891965
Zhengmix4uneq expr 60 pca_rp 30 seurat 3 0.05 0.870974852369571 0.153424528920731
Zhengmix4uneq expr 60 pca_rp 30 seurat 3 0.1 0.870974852369571 0.153424528920731
Zhengmix4uneq expr 60 pca_rp 30 seurat 4 0.2 0.889706388214034 0.153236753093259
Zhengmix4uneq expr 60 pca_rp 30 seurat 6 0.5 0.740505819293371 0.124587184019463
Zhengmix4uneq expr 60 pca_rp 30 seurat 7 0.8 0.589348957379174 0.107443117928711
Zhengmix4uneq expr 60 pca_rp 30 seurat 7 1 0.589875554852841 0.10754857134488
Zhengmix4uneq expr 60 pca_rp 30 seurat 7 1.2 0.589044118670499 0.107406027525045
Zhengmix4uneq expr 60 pca_rp 30 seurat 7 1.5 0.589229796441653 0.107304566928848
Zhengmix4uneq expr 60 pca_rp 30 seurat 9 2 0.446385886844281 0.0600724744400212
Zhengmix4uneq expr 60 zinbwave 10 kmeans 2 NA 0.484393486046963 0.162175383096662
Zhengmix4uneq expr 60 zinbwave 10 kmeans 3 NA 0.449850888302447 0.0976575267061894
Zhengmix4uneq expr 60 zinbwave 10 kmeans 4 NA 0.386645922657554 0.0880130517798218
Zhengmix4uneq expr 60 zinbwave 10 kmeans 5 NA 0.314697736573974 0.0965803041045113
Zhengmix4uneq expr 60 zinbwave 10 kmeans 6 NA 0.330772018301522 0.0964707994893484
Zhengmix4uneq expr 60 zinbwave 10 kmeans 7 NA 0.292627536254906 0.0969253943768748
Zhengmix4uneq expr 60 zinbwave 10 kmeans 8 NA 0.262428116570916 0.100860470737354
Zhengmix4uneq expr 60 zinbwave 10 kmeans 9 NA 0.297950401015703 0.100522157434923
Zhengmix4uneq expr 60 zinbwave 10 kmeans 10 NA 0.271471816882882 0.0983744557758359
Zhengmix4uneq expr 60 zinbwave 10 mclust 2 NA 0.492520256448574 0.163499843666913
Zhengmix4uneq expr 60 zinbwave 10 mclust 3 NA 0.87111464612523 0.0811277472376
Zhengmix4uneq expr 60 zinbwave 10 mclust 4 NA 0.690947190369117 0.0369495950450968
Zhengmix4uneq expr 60 zinbwave 10 mclust 5 NA 0.859195888939317 0.0414380073041287
Zhengmix4uneq expr 60 zinbwave 10 mclust 6 NA 0.775540848349674 0.0516008780861846
Zhengmix4uneq expr 60 zinbwave 10 mclust 7 NA 0.639994384917424 0.0395962929183059
Zhengmix4uneq expr 60 zinbwave 10 mclust 8 NA 0.52177149380234 0.0422190904570599
Zhengmix4uneq expr 60 zinbwave 10 mclust 9 NA 0.512790151901097 0.0220017302812348
Zhengmix4uneq expr 60 zinbwave 10 mclust 10 NA 0.475738815036031 0.0341250521126712
Zhengmix4uneq expr 60 zinbwave 10 seurat 2 0.05 0.518894223921356 0.158139063301285
Zhengmix4uneq expr 60 zinbwave 10 seurat 3 0.1 0.890891912743086 0.0821797884106072
Zhengmix4uneq expr 60 zinbwave 10 seurat 4 0.2 0.876884291543176 0.0512621796495309
Zhengmix4uneq expr 60 zinbwave 10 seurat 5 0.5 0.895093125955063 0.0420955380587855
Zhengmix4uneq expr 60 zinbwave 10 seurat 7 0.8 0.646673454214861 0.0471017427411523
Zhengmix4uneq expr 60 zinbwave 10 seurat 9 1 0.547133976100146 0.0539720253684916
Zhengmix4uneq expr 60 zinbwave 10 seurat 10 1.2 0.415617951897181 0.0680237343745122
Zhengmix4uneq expr 60 zinbwave 10 seurat 12 1.5 0.352795033983798 0.0533194034006408
Zhengmix4uneq expr 60 zinbwave 10 seurat 16 2 0.244349031054973 0.0655391323176203
Zhengmix4uneq expr 60 zinbwave 30 kmeans 2 NA 0.134053671924987 0.0871906070295138
Zhengmix4uneq expr 60 zinbwave 30 kmeans 3 NA 0.183086971721726 0.0769629664626493
Zhengmix4uneq expr 60 zinbwave 30 kmeans 4 NA 0.167554654380857 0.038090309816769
Zhengmix4uneq expr 60 zinbwave 30 kmeans 5 NA 0.137755473632022 0.0231900561614611
Zhengmix4uneq expr 60 zinbwave 30 kmeans 6 NA 0.142160689829138 -0.00452243488342368
Zhengmix4uneq expr 60 zinbwave 30 kmeans 7 NA 0.14519940933855 -0.0261785040808161
Zhengmix4uneq expr 60 zinbwave 30 kmeans 8 NA 0.135568091555575 -0.0254023543726977
Zhengmix4uneq expr 60 zinbwave 30 kmeans 9 NA 0.145600001139861 -0.0266341138087571
Zhengmix4uneq expr 60 zinbwave 30 kmeans 10 NA 0.103979535106972 -0.0185480645018064
Zhengmix4uneq expr 60 zinbwave 30 seurat 1 0.05 0 0
Zhengmix4uneq expr 60 zinbwave 30 seurat 1 0.1 0 0
Zhengmix4uneq expr 60 zinbwave 30 seurat 3 0.2 -0.00011440744306545 0.0438548178929764
Zhengmix4uneq expr 60 zinbwave 30 seurat 6 0.5 0.55553463454437 -0.0645199411751705
Zhengmix4uneq expr 60 zinbwave 30 seurat 9 0.8 0.45267651784446 -0.0518751743174977
Zhengmix4uneq expr 60 zinbwave 30 seurat 9 1 0.437713172787799 -0.051365269489867
Zhengmix4uneq expr 60 zinbwave 30 seurat 11 1.2 0.301744151440868 -0.066208809975353
Zhengmix4uneq expr 60 zinbwave 30 seurat 13 1.5 0.276442233224499 -0.0717545965752774
Zhengmix4uneq expr 60 zinbwave 30 seurat 15 2 0.266185348949598 -0.0767560539831833
Zhengmix4uneq expr 300 glmpca 10 kmeans 2 NA 0.535275830639413 0.579530392695504
Zhengmix4uneq expr 300 glmpca 10 kmeans 3 NA 0.837288410648131 0.536477858157877
Zhengmix4uneq expr 300 glmpca 10 kmeans 4 NA 0.750776666484823 0.491991980813146
Zhengmix4uneq expr 300 glmpca 10 kmeans 5 NA 0.646628528706461 0.450321175137311
Zhengmix4uneq expr 300 glmpca 10 kmeans 6 NA 0.607316114402903 0.373928077361306
Zhengmix4uneq expr 300 glmpca 10 kmeans 7 NA 0.578449174968168 0.352549810130748
Zhengmix4uneq expr 300 glmpca 10 kmeans 8 NA 0.544321891462035 0.298987089025733
Zhengmix4uneq expr 300 glmpca 10 kmeans 9 NA 0.436235272989209 0.218831611268311
Zhengmix4uneq expr 300 glmpca 10 kmeans 10 NA 0.394736868337617 0.201879233821607
Zhengmix4uneq expr 300 glmpca 10 mclust 2 NA 0.527083379085806 0.579200595583186
Zhengmix4uneq expr 300 glmpca 10 mclust 3 NA 0.829669994076274 0.535402298900916
Zhengmix4uneq expr 300 glmpca 10 mclust 4 NA 0.977794727884539 0.473220859090127
Zhengmix4uneq expr 300 glmpca 10 mclust 5 NA 0.927129053115001 0.448523899822537
Zhengmix4uneq expr 300 glmpca 10 mclust 6 NA 0.697420768511137 0.382432741370219
Zhengmix4uneq expr 300 glmpca 10 mclust 7 NA 0.606806091195075 0.356139805066863
Zhengmix4uneq expr 300 glmpca 10 mclust 8 NA 0.515934456562104 0.222686046648445
Zhengmix4uneq expr 300 glmpca 10 mclust 9 NA 0.528091795940119 0.278392032884633
Zhengmix4uneq expr 300 glmpca 10 mclust 10 NA 0.526354947409305 0.250035028556144
Zhengmix4uneq expr 300 glmpca 10 seurat 4 0.05 0.973187745820861 0.475869843576322
Zhengmix4uneq expr 300 glmpca 10 seurat 4 0.1 0.973187745820861 0.475869843576322
Zhengmix4uneq expr 300 glmpca 10 seurat 5 0.2 0.957968270054914 0.427058304677764
Zhengmix4uneq expr 300 glmpca 10 seurat 7 0.5 0.646685631712913 0.377191741150375
Zhengmix4uneq expr 300 glmpca 10 seurat 9 0.8 0.463819643109655 0.243072504902019
Zhengmix4uneq expr 300 glmpca 10 seurat 10 1 0.416561251785563 0.193338712879405
Zhengmix4uneq expr 300 glmpca 10 seurat 11 1.2 0.359369004125793 0.191468615712248
Zhengmix4uneq expr 300 glmpca 10 seurat 12 1.5 0.322702894074872 0.186481194487432
Zhengmix4uneq expr 300 glmpca 10 seurat 15 2 0.284146066367587 0.168913497706842
Zhengmix4uneq expr 300 glmpca 30 kmeans 2 NA 0.535809075821881 0.497218567449075
Zhengmix4uneq expr 300 glmpca 30 kmeans 3 NA 0.837217598072607 0.468244552648878
Zhengmix4uneq expr 300 glmpca 30 kmeans 4 NA 0.700690586169021 0.358835483414476
Zhengmix4uneq expr 300 glmpca 30 kmeans 5 NA 0.648377233158483 0.322467836250267
Zhengmix4uneq expr 300 glmpca 30 kmeans 6 NA 0.542389045659074 0.181872240288577
Zhengmix4uneq expr 300 glmpca 30 kmeans 7 NA 0.523981288708255 0.167492809492606
Zhengmix4uneq expr 300 glmpca 30 kmeans 8 NA 0.491290964194731 0.122681790366391
Zhengmix4uneq expr 300 glmpca 30 kmeans 9 NA 0.452009475462755 0.117619916531241
Zhengmix4uneq expr 300 glmpca 30 kmeans 10 NA 0.404262818544095 0.10582664398779
Zhengmix4uneq expr 300 glmpca 30 seurat 3 0.05 0.838063745054916 0.46828001703947
Zhengmix4uneq expr 300 glmpca 30 seurat 4 0.1 0.968903169949513 0.357042863124688
Zhengmix4uneq expr 300 glmpca 30 seurat 4 0.2 0.967822366854073 0.357228161553647
Zhengmix4uneq expr 300 glmpca 30 seurat 6 0.5 0.778583595735741 0.244946608023957
Zhengmix4uneq expr 300 glmpca 30 seurat 7 0.8 0.614197363352626 0.222418675129205
Zhengmix4uneq expr 300 glmpca 30 seurat 8 1 0.599430943714735 0.180858159956098
Zhengmix4uneq expr 300 glmpca 30 seurat 9 1.2 0.50543020588989 0.114355670808298
Zhengmix4uneq expr 300 glmpca 30 seurat 9 1.5 0.484153682752481 0.109808252760639
Zhengmix4uneq expr 300 glmpca 30 seurat 11 2 0.394332842614247 0.0846927125073543
Zhengmix4uneq expr 300 pca_log 10 kmeans 2 NA 0.493785104505722 0.47191235572043
Zhengmix4uneq expr 300 pca_log 10 kmeans 3 NA 0.806984737618325 0.383745369160292
Zhengmix4uneq expr 300 pca_log 10 kmeans 4 NA 0.599292685354125 0.318368311104114
Zhengmix4uneq expr 300 pca_log 10 kmeans 5 NA 0.544462884878717 0.264528708286737
Zhengmix4uneq expr 300 pca_log 10 kmeans 6 NA 0.552582740357892 0.273624521393414
Zhengmix4uneq expr 300 pca_log 10 kmeans 7 NA 0.488709826797129 0.260475837896217
Zhengmix4uneq expr 300 pca_log 10 kmeans 8 NA 0.468259023772667 0.243978443996455
Zhengmix4uneq expr 300 pca_log 10 kmeans 9 NA 0.439766420352486 0.24191784105756
Zhengmix4uneq expr 300 pca_log 10 kmeans 10 NA 0.406576243744041 0.221311867230296
Zhengmix4uneq expr 300 pca_log 10 mclust 2 NA 0.639338843589874 0.345955008169187
Zhengmix4uneq expr 300 pca_log 10 mclust 3 NA 0.817962105087468 0.374661509933088
Zhengmix4uneq expr 300 pca_log 10 mclust 4 NA 0.741171925016272 0.363041854080632
Zhengmix4uneq expr 300 pca_log 10 mclust 5 NA 0.636108529358412 0.266458899558594
Zhengmix4uneq expr 300 pca_log 10 mclust 6 NA 0.688255625426291 0.266481640542098
Zhengmix4uneq expr 300 pca_log 10 mclust 7 NA 0.611552392435608 0.21894246594075
Zhengmix4uneq expr 300 pca_log 10 mclust 8 NA 0.534171015813874 0.215281405967646
Zhengmix4uneq expr 300 pca_log 10 mclust 9 NA 0.520649831727676 0.220576124017263
Zhengmix4uneq expr 300 pca_log 10 mclust 10 NA 0.474509844402284 0.20067822933085
Zhengmix4uneq expr 300 pca_log 10 seurat 3 0.05 0.835866608369753 0.375690649796288
Zhengmix4uneq expr 300 pca_log 10 seurat 4 0.1 0.967587012925949 0.276421725364027
Zhengmix4uneq expr 300 pca_log 10 seurat 5 0.2 0.950031032935802 0.270525356780457
Zhengmix4uneq expr 300 pca_log 10 seurat 8 0.5 0.549918058716725 0.231333201207903
Zhengmix4uneq expr 300 pca_log 10 seurat 11 0.8 0.45393190138462 0.216879170934901
Zhengmix4uneq expr 300 pca_log 10 seurat 11 1 0.452688657327551 0.216742085231411
Zhengmix4uneq expr 300 pca_log 10 seurat 12 1.2 0.397937241122852 0.200348459588932
Zhengmix4uneq expr 300 pca_log 10 seurat 13 1.5 0.358596738096395 0.168525031454238
Zhengmix4uneq expr 300 pca_log 10 seurat 13 2 0.330675002638278 0.163108909529938
Zhengmix4uneq expr 300 pca_log 30 kmeans 2 NA 0.493785104505722 0.367438187159949
Zhengmix4uneq expr 300 pca_log 30 kmeans 3 NA 0.80745941596874 0.248341169742378
Zhengmix4uneq expr 300 pca_log 30 kmeans 4 NA 0.599391085147851 0.196272652401477
Zhengmix4uneq expr 300 pca_log 30 kmeans 5 NA 0.543615946596297 0.148352258182772
Zhengmix4uneq expr 300 pca_log 30 kmeans 6 NA 0.549826541228641 0.153060180493662
Zhengmix4uneq expr 300 pca_log 30 kmeans 7 NA 0.482932857684912 0.141020433165342
Zhengmix4uneq expr 300 pca_log 30 kmeans 8 NA 0.475844545496265 0.127290005239412
Zhengmix4uneq expr 300 pca_log 30 kmeans 9 NA 0.448001601204062 0.122692138121297
Zhengmix4uneq expr 300 pca_log 30 kmeans 10 NA 0.425808900719789 0.108794376486431
Zhengmix4uneq expr 300 pca_log 30 seurat 3 0.05 0.836170920203866 0.241390151713818
Zhengmix4uneq expr 300 pca_log 30 seurat 3 0.1 0.836170920203866 0.241390151713818
Zhengmix4uneq expr 300 pca_log 30 seurat 5 0.2 0.952421227986092 0.146658080262053
Zhengmix4uneq expr 300 pca_log 30 seurat 7 0.5 0.707077916798055 0.166476757707379
Zhengmix4uneq expr 300 pca_log 30 seurat 10 0.8 0.507501695414989 0.103775945959083
Zhengmix4uneq expr 300 pca_log 30 seurat 10 1 0.489701863003583 0.104198367051039
Zhengmix4uneq expr 300 pca_log 30 seurat 11 1.2 0.481794928899932 0.101335524106339
Zhengmix4uneq expr 300 pca_log 30 seurat 11 1.5 0.453113289885956 0.0929630434760214
Zhengmix4uneq expr 300 pca_log 30 seurat 11 2 0.443196253027022 0.091414499953699
Zhengmix4uneq expr 300 pca_rd 10 kmeans 2 NA 0.531982452616753 0.445622498655207
Zhengmix4uneq expr 300 pca_rd 10 kmeans 3 NA 0.900829827203046 0.403367230894038
Zhengmix4uneq expr 300 pca_rd 10 kmeans 4 NA 0.727287100674157 0.371036055452276
Zhengmix4uneq expr 300 pca_rd 10 kmeans 5 NA 0.708183437519219 0.388342128766383
Zhengmix4uneq expr 300 pca_rd 10 kmeans 6 NA 0.761406172719269 0.407178605586396
Zhengmix4uneq expr 300 pca_rd 10 kmeans 7 NA 0.715496329182999 0.388313796624807
Zhengmix4uneq expr 300 pca_rd 10 kmeans 8 NA 0.604805001148414 0.354894044660864
Zhengmix4uneq expr 300 pca_rd 10 kmeans 9 NA 0.51768375006184 0.247973450161572
Zhengmix4uneq expr 300 pca_rd 10 kmeans 10 NA 0.477547676711758 0.241256012598855
Zhengmix4uneq expr 300 pca_rd 10 mclust 2 NA 0.527083379085806 0.444999641585241
Zhengmix4uneq expr 300 pca_rd 10 mclust 3 NA 0.493453928483186 0.443260533342715
Zhengmix4uneq expr 300 pca_rd 10 mclust 4 NA 0.7741696201772 0.403762289243014
Zhengmix4uneq expr 300 pca_rd 10 mclust 5 NA 0.921609829632154 0.413685416548655
Zhengmix4uneq expr 300 pca_rd 10 mclust 6 NA 0.690495123122391 0.350113683935139
Zhengmix4uneq expr 300 pca_rd 10 mclust 7 NA 0.596122449134032 0.332621608008281
Zhengmix4uneq expr 300 pca_rd 10 mclust 8 NA 0.562228051174892 0.319908522890941
Zhengmix4uneq expr 300 pca_rd 10 mclust 9 NA 0.553218428305468 0.254636456699059
Zhengmix4uneq expr 300 pca_rd 10 mclust 10 NA 0.446636197776508 0.201801082173659
Zhengmix4uneq expr 300 pca_rd 10 seurat 4 0.05 0.974455041855278 0.39953135973729
Zhengmix4uneq expr 300 pca_rd 10 seurat 5 0.1 0.959858053237528 0.415425533774004
Zhengmix4uneq expr 300 pca_rd 10 seurat 5 0.2 0.959858053237528 0.415425533774004
Zhengmix4uneq expr 300 pca_rd 10 seurat 6 0.5 0.767400075699243 0.406958340599953
Zhengmix4uneq expr 300 pca_rd 10 seurat 7 0.8 0.572786990579107 0.314656637277986
Zhengmix4uneq expr 300 pca_rd 10 seurat 10 1 0.50692993031382 0.262973605788214
Zhengmix4uneq expr 300 pca_rd 10 seurat 11 1.2 0.460017932885503 0.229091928886153
Zhengmix4uneq expr 300 pca_rd 10 seurat 13 1.5 0.343598223935115 0.178495626208237
Zhengmix4uneq expr 300 pca_rd 10 seurat 14 2 0.325059216575474 0.172130724112652
Zhengmix4uneq expr 300 pca_rd 30 kmeans 2 NA 0.531982452616753 0.337738458959394
Zhengmix4uneq expr 300 pca_rd 30 kmeans 3 NA 0.900373671034973 0.278657028417304
Zhengmix4uneq expr 300 pca_rd 30 kmeans 4 NA 0.727639514838416 0.249330434593112
Zhengmix4uneq expr 300 pca_rd 30 kmeans 5 NA 0.708859328572105 0.262726207863159
Zhengmix4uneq expr 300 pca_rd 30 kmeans 6 NA 0.759968936763168 0.266114463087742
Zhengmix4uneq expr 300 pca_rd 30 kmeans 7 NA 0.708158709603831 0.247639854102499
Zhengmix4uneq expr 300 pca_rd 30 kmeans 8 NA 0.604456583695427 0.226344930730877
Zhengmix4uneq expr 300 pca_rd 30 kmeans 9 NA 0.508477096299487 0.137678943045571
Zhengmix4uneq expr 300 pca_rd 30 kmeans 10 NA 0.467595305401721 0.132029610217866
Zhengmix4uneq expr 300 pca_rd 30 seurat 4 0.05 0.974817185696792 0.264154192084126
Zhengmix4uneq expr 300 pca_rd 30 seurat 5 0.1 0.95985650664755 0.276614651146575
Zhengmix4uneq expr 300 pca_rd 30 seurat 5 0.2 0.95985650664755 0.276614651146575
Zhengmix4uneq expr 300 pca_rd 30 seurat 6 0.5 0.769070878337791 0.266182679142216
Zhengmix4uneq expr 300 pca_rd 30 seurat 6 0.8 0.763518752340368 0.265110154814935
Zhengmix4uneq expr 300 pca_rd 30 seurat 7 1 0.753360879514944 0.26186798616445
Zhengmix4uneq expr 300 pca_rd 30 seurat 10 1.2 0.529834057068173 0.141748284922902
Zhengmix4uneq expr 300 pca_rd 30 seurat 11 1.5 0.465056204134544 0.134152691316419
Zhengmix4uneq expr 300 pca_rd 30 seurat 11 2 0.424507254494081 0.118328772882615
Zhengmix4uneq expr 300 pca_rp 10 kmeans 2 NA 0.530803126480161 0.436990923153739
Zhengmix4uneq expr 300 pca_rp 10 kmeans 3 NA 0.891681024086592 0.390315196289077
Zhengmix4uneq expr 300 pca_rp 10 kmeans 4 NA 0.874665731437162 0.409359863759151
Zhengmix4uneq expr 300 pca_rp 10 kmeans 5 NA 0.713708001409408 0.393310092558471
Zhengmix4uneq expr 300 pca_rp 10 kmeans 6 NA 0.765756429704576 0.407845444320562
Zhengmix4uneq expr 300 pca_rp 10 kmeans 7 NA 0.72073223739988 0.39141182039113
Zhengmix4uneq expr 300 pca_rp 10 kmeans 8 NA 0.608675618402159 0.349819428160483
Zhengmix4uneq expr 300 pca_rp 10 kmeans 9 NA 0.519104077413949 0.246759074036982
Zhengmix4uneq expr 300 pca_rp 10 kmeans 10 NA 0.51129386332766 0.249837193039488
Zhengmix4uneq expr 300 pca_rp 10 mclust 2 NA 0.535893192857546 0.436302536627501
Zhengmix4uneq expr 300 pca_rp 10 mclust 3 NA 0.483681644238305 0.435548652715708
Zhengmix4uneq expr 300 pca_rp 10 mclust 4 NA 0.77449086993193 0.383941934905161
Zhengmix4uneq expr 300 pca_rp 10 mclust 5 NA 0.92013774040331 0.405469368882029
Zhengmix4uneq expr 300 pca_rp 10 mclust 6 NA 0.717493449684434 0.372892284553501
Zhengmix4uneq expr 300 pca_rp 10 mclust 7 NA 0.604360803647743 0.315592620611863
Zhengmix4uneq expr 300 pca_rp 10 mclust 8 NA 0.589847062445119 0.327558955737745
Zhengmix4uneq expr 300 pca_rp 10 mclust 9 NA 0.502454051802217 0.213886245738683
Zhengmix4uneq expr 300 pca_rp 10 mclust 10 NA 0.48741106714162 0.165543983588176
Zhengmix4uneq expr 300 pca_rp 10 seurat 4 0.05 0.972972931310329 0.385466777148959
Zhengmix4uneq expr 300 pca_rp 10 seurat 5 0.1 0.957213363727977 0.404861022524712
Zhengmix4uneq expr 300 pca_rp 10 seurat 6 0.2 0.762884236691455 0.405750841042995
Zhengmix4uneq expr 300 pca_rp 10 seurat 6 0.5 0.759862981117204 0.405134032572938
Zhengmix4uneq expr 300 pca_rp 10 seurat 8 0.8 0.560632357236831 0.322890824868517
Zhengmix4uneq expr 300 pca_rp 10 seurat 9 1 0.538707516099812 0.256743080316326
Zhengmix4uneq expr 300 pca_rp 10 seurat 10 1.2 0.441256881359784 0.20896755844505
Zhengmix4uneq expr 300 pca_rp 10 seurat 13 1.5 0.342654495581534 0.177814117855516
Zhengmix4uneq expr 300 pca_rp 10 seurat 16 2 0.30320258530239 0.172899566117354
Zhengmix4uneq expr 300 pca_rp 30 kmeans 2 NA 0.530803126480161 0.32759083995641
Zhengmix4uneq expr 300 pca_rp 30 kmeans 3 NA 0.891228238898362 0.257258314251905
Zhengmix4uneq expr 300 pca_rp 30 kmeans 4 NA 0.874406639395788 0.272027468516646
Zhengmix4uneq expr 300 pca_rp 30 kmeans 5 NA 0.715087882441069 0.255483951493034
Zhengmix4uneq expr 300 pca_rp 30 kmeans 6 NA 0.766334661402037 0.254096459802961
Zhengmix4uneq expr 300 pca_rp 30 kmeans 7 NA 0.724780823200977 0.242009825975754
Zhengmix4uneq expr 300 pca_rp 30 kmeans 8 NA 0.630745357122718 0.163502360259172
Zhengmix4uneq expr 300 pca_rp 30 kmeans 9 NA 0.503768112788024 0.133148652349723
Zhengmix4uneq expr 300 pca_rp 30 kmeans 10 NA 0.503777984070423 0.13633230999285
Zhengmix4uneq expr 300 pca_rp 30 seurat 4 0.05 0.974129292482144 0.239193505703056
Zhengmix4uneq expr 300 pca_rp 30 seurat 4 0.1 0.974129292482144 0.239193505703056
Zhengmix4uneq expr 300 pca_rp 30 seurat 5 0.2 0.957756431928876 0.254372950295748
Zhengmix4uneq expr 300 pca_rp 30 seurat 6 0.5 0.776875781197895 0.254974099165212
Zhengmix4uneq expr 300 pca_rp 30 seurat 6 0.8 0.768626137641652 0.253855591771069
Zhengmix4uneq expr 300 pca_rp 30 seurat 7 1 0.624596409474547 0.204150379244501
Zhengmix4uneq expr 300 pca_rp 30 seurat 9 1.2 0.541083421354646 0.129820772584716
Zhengmix4uneq expr 300 pca_rp 30 seurat 11 1.5 0.520099610476972 0.132019677882699
Zhengmix4uneq expr 300 pca_rp 30 seurat 12 2 0.44436559235238 0.117346444932673
Zhengmix4uneq expr 300 zinbwave 10 kmeans 2 NA 0.536558563162404 0.241007534344161
Zhengmix4uneq expr 300 zinbwave 10 kmeans 3 NA 0.831739123367621 0.300649735319288
Zhengmix4uneq expr 300 zinbwave 10 kmeans 4 NA 0.876118738312666 0.254139006898224
Zhengmix4uneq expr 300 zinbwave 10 kmeans 5 NA 0.725384927037747 0.246436799322776
Zhengmix4uneq expr 300 zinbwave 10 kmeans 6 NA 0.614350456516744 0.203528383707695
Zhengmix4uneq expr 300 zinbwave 10 kmeans 7 NA 0.508080596882012 0.192363338629421
Zhengmix4uneq expr 300 zinbwave 10 kmeans 8 NA 0.4856795587674 0.187830806078482
Zhengmix4uneq expr 300 zinbwave 10 kmeans 9 NA 0.450011123870117 0.165636709858838
Zhengmix4uneq expr 300 zinbwave 10 kmeans 10 NA 0.396031099035976 0.161750480431088
Zhengmix4uneq expr 300 zinbwave 10 mclust 2 NA 0.536356895051646 0.240975328293318
Zhengmix4uneq expr 300 zinbwave 10 mclust 3 NA 0.837661565099771 0.299687203843824
Zhengmix4uneq expr 300 zinbwave 10 mclust 4 NA 0.985858188134048 0.262837989345916
Zhengmix4uneq expr 300 zinbwave 10 mclust 5 NA 0.915240063767107 0.268091703105535
Zhengmix4uneq expr 300 zinbwave 10 mclust 6 NA 0.6806234666222 0.216741951719973
Zhengmix4uneq expr 300 zinbwave 10 mclust 7 NA 0.650022490760652 0.21264504144932
Zhengmix4uneq expr 300 zinbwave 10 mclust 8 NA 0.581868127867845 0.172766671006163
Zhengmix4uneq expr 300 zinbwave 10 mclust 9 NA 0.568230387863605 0.190787311330706
Zhengmix4uneq expr 300 zinbwave 10 mclust 10 NA 0.501117495798794 0.126429030338247
Zhengmix4uneq expr 300 zinbwave 10 seurat 4 0.05 0.979724832274976 0.262606956503784
Zhengmix4uneq expr 300 zinbwave 10 seurat 4 0.1 0.979724832274976 0.262606956503784
Zhengmix4uneq expr 300 zinbwave 10 seurat 5 0.2 0.960942423879076 0.268768236920016
Zhengmix4uneq expr 300 zinbwave 10 seurat 6 0.5 0.775923619963434 0.254824246533573
Zhengmix4uneq expr 300 zinbwave 10 seurat 8 0.8 0.50305036873485 0.179535882694904
Zhengmix4uneq expr 300 zinbwave 10 seurat 10 1 0.400325437517274 0.147052857862906
Zhengmix4uneq expr 300 zinbwave 10 seurat 11 1.2 0.357997070833812 0.144558277434173
Zhengmix4uneq expr 300 zinbwave 10 seurat 12 1.5 0.348679222024195 0.151419186625655
Zhengmix4uneq expr 300 zinbwave 10 seurat 14 2 0.297186512026352 0.134137091501995
Zhengmix4uneq expr 300 zinbwave 30 kmeans 2 NA 0.513081375337568 0.0938439424219925
Zhengmix4uneq expr 300 zinbwave 30 kmeans 3 NA 0.81615027929683 0.067749542462582
Zhengmix4uneq expr 300 zinbwave 30 kmeans 4 NA 0.695090494560404 0.0367858218132912
Zhengmix4uneq expr 300 zinbwave 30 kmeans 5 NA 0.593770891135461 0.0422951958810162
Zhengmix4uneq expr 300 zinbwave 30 kmeans 6 NA 0.535739231309961 0.0385618242573086
Zhengmix4uneq expr 300 zinbwave 30 kmeans 7 NA 0.465406751228321 0.0354823093488727
Zhengmix4uneq expr 300 zinbwave 30 kmeans 8 NA 0.430831952308245 0.0378788122625806
Zhengmix4uneq expr 300 zinbwave 30 kmeans 9 NA 0.381056383992394 0.0339558866376899
Zhengmix4uneq expr 300 zinbwave 30 kmeans 10 NA 0.360125248940606 0.0350565557205401
Zhengmix4uneq expr 300 zinbwave 30 seurat 3 0.05 0.820038304677307 0.0673023406154377
Zhengmix4uneq expr 300 zinbwave 30 seurat 3 0.1 0.820914293003707 0.067377846452533
Zhengmix4uneq expr 300 zinbwave 30 seurat 4 0.2 0.952781915838539 0.0377389380813421
Zhengmix4uneq expr 300 zinbwave 30 seurat 6 0.5 0.933130784132696 0.0243125049448815
Zhengmix4uneq expr 300 zinbwave 30 seurat 6 0.8 0.928254473830274 0.024001569610414
Zhengmix4uneq expr 300 zinbwave 30 seurat 6 1 0.904276040696177 0.0279140713170993
Zhengmix4uneq expr 300 zinbwave 30 seurat 6 1.2 0.894237450827139 0.0288757501994912
Zhengmix4uneq expr 300 zinbwave 30 seurat 7 1.5 0.670215888117107 0.0221539838908275
Zhengmix4uneq expr 300 zinbwave 30 seurat 10 2 0.421220150376727 0.013682659579946
Zhengmix4uneq expr 1500 glmpca 10 kmeans 2 NA 0.528170032004709 0.58003445057177
Zhengmix4uneq expr 1500 glmpca 10 kmeans 3 NA 0.83097801810747 0.603790308827915
Zhengmix4uneq expr 1500 glmpca 10 kmeans 4 NA 0.705284100006651 0.477366146574965
Zhengmix4uneq expr 1500 glmpca 10 kmeans 5 NA 0.675945810671381 0.460071730711168
Zhengmix4uneq expr 1500 glmpca 10 kmeans 6 NA 0.652178732955557 0.421019029922251
Zhengmix4uneq expr 1500 glmpca 10 kmeans 7 NA 0.606347521014316 0.401191396616769
Zhengmix4uneq expr 1500 glmpca 10 kmeans 8 NA 0.487856821587188 0.281782845364238
Zhengmix4uneq expr 1500 glmpca 10 kmeans 9 NA 0.461617903014591 0.227695324944606
Zhengmix4uneq expr 1500 glmpca 10 kmeans 10 NA 0.407932735065734 0.206286810171534
Zhengmix4uneq expr 1500 glmpca 10 mclust 2 NA 0.535809075821881 0.57891513643413
Zhengmix4uneq expr 1500 glmpca 10 mclust 3 NA 0.838063745054916 0.603514636174231
Zhengmix4uneq expr 1500 glmpca 10 mclust 4 NA 0.916403533852574 0.500738193277588
Zhengmix4uneq expr 1500 glmpca 10 mclust 5 NA 0.925728731378152 0.476840662623837
Zhengmix4uneq expr 1500 glmpca 10 mclust 6 NA 0.726490724999798 0.432270657232323
Zhengmix4uneq expr 1500 glmpca 10 mclust 7 NA 0.605120422888106 0.413019889974877
Zhengmix4uneq expr 1500 glmpca 10 mclust 8 NA 0.596667058235018 0.326583969100291
Zhengmix4uneq expr 1500 glmpca 10 mclust 9 NA 0.532614560471784 0.312384279855051
Zhengmix4uneq expr 1500 glmpca 10 mclust 10 NA 0.455249859040318 0.231859579469698
Zhengmix4uneq expr 1500 glmpca 10 seurat 4 0.05 0.977477959205529 0.490676715681172
Zhengmix4uneq expr 1500 glmpca 10 seurat 4 0.1 0.977477959205529 0.490676715681172
Zhengmix4uneq expr 1500 glmpca 10 seurat 6 0.2 0.791635050412649 0.414537357923476
Zhengmix4uneq expr 1500 glmpca 10 seurat 7 0.5 0.62651515415699 0.400692078753092
Zhengmix4uneq expr 1500 glmpca 10 seurat 9 0.8 0.500990605088832 0.249085924798012
Zhengmix4uneq expr 1500 glmpca 10 seurat 9 1 0.499050647619016 0.248472363518685
Zhengmix4uneq expr 1500 glmpca 10 seurat 11 1.2 0.458085462141899 0.228774666338359
Zhengmix4uneq expr 1500 glmpca 10 seurat 13 1.5 0.337871962378443 0.206562418842588
Zhengmix4uneq expr 1500 glmpca 10 seurat 14 2 0.294158769043863 0.17055444702783
Zhengmix4uneq expr 1500 glmpca 30 kmeans 2 NA 0.527626560498598 0.485402831802379
Zhengmix4uneq expr 1500 glmpca 30 kmeans 3 NA 0.830812714766902 0.469566589355827
Zhengmix4uneq expr 1500 glmpca 30 kmeans 4 NA 0.738275709427808 0.339718143423559
Zhengmix4uneq expr 1500 glmpca 30 kmeans 5 NA 0.685591083948077 0.318401320534117
Zhengmix4uneq expr 1500 glmpca 30 kmeans 6 NA 0.661192411735425 0.255521408590124
Zhengmix4uneq expr 1500 glmpca 30 kmeans 7 NA 0.608038928489134 0.247616026229136
Zhengmix4uneq expr 1500 glmpca 30 kmeans 8 NA 0.492116163745982 0.171184018380586
Zhengmix4uneq expr 1500 glmpca 30 kmeans 9 NA 0.462396993225903 0.124415478149034
Zhengmix4uneq expr 1500 glmpca 30 kmeans 10 NA 0.426371050031617 0.111585856119985
Zhengmix4uneq expr 1500 glmpca 30 seurat 4 0.05 0.975745434246695 0.355661107211029
Zhengmix4uneq expr 1500 glmpca 30 seurat 4 0.1 0.975745434246695 0.355661107211029
Zhengmix4uneq expr 1500 glmpca 30 seurat 5 0.2 0.96549438758792 0.298025440812897
Zhengmix4uneq expr 1500 glmpca 30 seurat 6 0.5 0.769928578781133 0.260731929651493
Zhengmix4uneq expr 1500 glmpca 30 seurat 8 0.8 0.605756293472971 0.206720554805172
Zhengmix4uneq expr 1500 glmpca 30 seurat 8 1 0.603397933144097 0.206575567706915
Zhengmix4uneq expr 1500 glmpca 30 seurat 8 1.2 0.599481031597764 0.206467124932421
Zhengmix4uneq expr 1500 glmpca 30 seurat 9 1.5 0.493930267244887 0.135428046477504
Zhengmix4uneq expr 1500 glmpca 30 seurat 10 2 0.466403403087811 0.121293647408784
Zhengmix4uneq expr 1500 pca_log 10 kmeans 2 NA 0.488999753779639 0.442750852327008
Zhengmix4uneq expr 1500 pca_log 10 kmeans 3 NA 0.417111531998934 0.382983798364995
Zhengmix4uneq expr 1500 pca_log 10 kmeans 4 NA 0.73676803366752 0.426045416016893
Zhengmix4uneq expr 1500 pca_log 10 kmeans 5 NA 0.609254959252138 0.373877127301477
Zhengmix4uneq expr 1500 pca_log 10 kmeans 6 NA 0.517743920095194 0.312518246423523
Zhengmix4uneq expr 1500 pca_log 10 kmeans 7 NA 0.494967088083546 0.297360942205404
Zhengmix4uneq expr 1500 pca_log 10 kmeans 8 NA 0.478445589345964 0.299023473646033
Zhengmix4uneq expr 1500 pca_log 10 kmeans 9 NA 0.516634934756932 0.305065351993063
Zhengmix4uneq expr 1500 pca_log 10 kmeans 10 NA 0.458056887227892 0.30664270090167
Zhengmix4uneq expr 1500 pca_log 10 mclust 2 NA 0.597109700037966 0.338470376076863
Zhengmix4uneq expr 1500 pca_log 10 mclust 3 NA 0.823140807857058 0.407383733816367
Zhengmix4uneq expr 1500 pca_log 10 mclust 4 NA 0.76281740437143 0.422633151162013
Zhengmix4uneq expr 1500 pca_log 10 mclust 5 NA 0.912409464147818 0.338243989079558
Zhengmix4uneq expr 1500 pca_log 10 mclust 6 NA 0.828811518075498 0.266737020291987
Zhengmix4uneq expr 1500 pca_log 10 mclust 7 NA 0.637048710627701 0.258875463111239
Zhengmix4uneq expr 1500 pca_log 10 mclust 8 NA 0.49914795562668 0.243723677764726
Zhengmix4uneq expr 1500 pca_log 10 mclust 9 NA 0.461722280549846 0.228694015586606
Zhengmix4uneq expr 1500 pca_log 10 mclust 10 NA 0.51623928423963 0.237961017284882
Zhengmix4uneq expr 1500 pca_log 10 seurat 4 0.05 0.979452202116442 0.30618983990761
Zhengmix4uneq expr 1500 pca_log 10 seurat 4 0.1 0.979452202116442 0.30618983990761
Zhengmix4uneq expr 1500 pca_log 10 seurat 5 0.2 0.958956220402956 0.33073534675918
Zhengmix4uneq expr 1500 pca_log 10 seurat 10 0.5 0.452362653523181 0.287544749788604
Zhengmix4uneq expr 1500 pca_log 10 seurat 11 0.8 0.449159235367104 0.290883669159968
Zhengmix4uneq expr 1500 pca_log 10 seurat 11 1 0.420884235281447 0.278446114705458
Zhengmix4uneq expr 1500 pca_log 10 seurat 12 1.2 0.384880734615131 0.237755778162082
Zhengmix4uneq expr 1500 pca_log 10 seurat 14 1.5 0.327740724231117 0.22328383514776
Zhengmix4uneq expr 1500 pca_log 10 seurat 18 2 0.24081577362779 0.168090129152622
Zhengmix4uneq expr 1500 pca_log 30 kmeans 2 NA 0.488999753779639 0.341074021886713
Zhengmix4uneq expr 1500 pca_log 30 kmeans 3 NA 0.416958582106002 0.295970754941549
Zhengmix4uneq expr 1500 pca_log 30 kmeans 4 NA 0.735883992375228 0.29682603781557
Zhengmix4uneq expr 1500 pca_log 30 kmeans 5 NA 0.608078282179865 0.257266522235929
Zhengmix4uneq expr 1500 pca_log 30 kmeans 6 NA 0.515880570145902 0.194941433824199
Zhengmix4uneq expr 1500 pca_log 30 kmeans 7 NA 0.493290120751581 0.180011229275382
Zhengmix4uneq expr 1500 pca_log 30 kmeans 8 NA 0.476422541432537 0.180859508979114
Zhengmix4uneq expr 1500 pca_log 30 kmeans 9 NA 0.52018909876259 0.177454656844758
Zhengmix4uneq expr 1500 pca_log 30 kmeans 10 NA 0.455313631954512 0.176775522362121
Zhengmix4uneq expr 1500 pca_log 30 seurat 3 0.05 0.834346137207047 0.284281100122432
Zhengmix4uneq expr 1500 pca_log 30 seurat 4 0.1 0.975273337611644 0.20026814367278
Zhengmix4uneq expr 1500 pca_log 30 seurat 5 0.2 0.957891126423459 0.218452008807789
Zhengmix4uneq expr 1500 pca_log 30 seurat 7 0.5 0.59713144118289 0.159013270952658
Zhengmix4uneq expr 1500 pca_log 30 seurat 10 0.8 0.483163296621669 0.161518066848248
Zhengmix4uneq expr 1500 pca_log 30 seurat 11 1 0.447824712602871 0.166726597830012
Zhengmix4uneq expr 1500 pca_log 30 seurat 11 1.2 0.445227146996418 0.165281293644408
Zhengmix4uneq expr 1500 pca_log 30 seurat 11 1.5 0.405825083915168 0.150762291149505
Zhengmix4uneq expr 1500 pca_log 30 seurat 13 2 0.363365762375402 0.124328621476632
Zhengmix4uneq expr 1500 pca_rd 10 kmeans 2 NA 0.534714306283728 0.461828724334494
Zhengmix4uneq expr 1500 pca_rd 10 kmeans 3 NA 0.913699473392216 0.432785317393875
Zhengmix4uneq expr 1500 pca_rd 10 kmeans 4 NA 0.897709474454722 0.452740511294129
Zhengmix4uneq expr 1500 pca_rd 10 kmeans 5 NA 0.638860045355833 0.430333180893098
Zhengmix4uneq expr 1500 pca_rd 10 kmeans 6 NA 0.770746405703277 0.447658122104711
Zhengmix4uneq expr 1500 pca_rd 10 kmeans 7 NA 0.760842903122203 0.446392179884759
Zhengmix4uneq expr 1500 pca_rd 10 kmeans 8 NA 0.699660636042509 0.368753083964466
Zhengmix4uneq expr 1500 pca_rd 10 kmeans 9 NA 0.671217229820508 0.357522611048029
Zhengmix4uneq expr 1500 pca_rd 10 kmeans 10 NA 0.539061363390395 0.316840660144879
Zhengmix4uneq expr 1500 pca_rd 10 mclust 2 NA 0.531380748786663 0.464152261807237
Zhengmix4uneq expr 1500 pca_rd 10 mclust 3 NA 0.497894267678955 0.459050006183827
Zhengmix4uneq expr 1500 pca_rd 10 mclust 4 NA 0.782425531175593 0.44833645465028
Zhengmix4uneq expr 1500 pca_rd 10 mclust 5 NA 0.9284440128786 0.452081483414198
Zhengmix4uneq expr 1500 pca_rd 10 mclust 6 NA 0.755857250266987 0.412903070691932
Zhengmix4uneq expr 1500 pca_rd 10 mclust 7 NA 0.709773389848441 0.346439275313015
Zhengmix4uneq expr 1500 pca_rd 10 mclust 8 NA 0.57904605915689 0.2799895886269
Zhengmix4uneq expr 1500 pca_rd 10 mclust 9 NA 0.513916102477915 0.264875516018496
Zhengmix4uneq expr 1500 pca_rd 10 mclust 10 NA 0.466228598946634 0.25273875137763
Zhengmix4uneq expr 1500 pca_rd 10 seurat 4 0.05 0.977589595490608 0.434331959427473
Zhengmix4uneq expr 1500 pca_rd 10 seurat 4 0.1 0.977589595490608 0.434331959427473
Zhengmix4uneq expr 1500 pca_rd 10 seurat 6 0.2 0.797505161824614 0.445124179868963
Zhengmix4uneq expr 1500 pca_rd 10 seurat 8 0.5 0.612849170069872 0.377817765504809
Zhengmix4uneq expr 1500 pca_rd 10 seurat 10 0.8 0.509202592155339 0.272596724124968
Zhengmix4uneq expr 1500 pca_rd 10 seurat 10 1 0.491614624577893 0.280144217193189
Zhengmix4uneq expr 1500 pca_rd 10 seurat 11 1.2 0.444093109749478 0.235756557060462
Zhengmix4uneq expr 1500 pca_rd 10 seurat 12 1.5 0.389515665687031 0.228684641486661
Zhengmix4uneq expr 1500 pca_rd 10 seurat 15 2 0.283406016227774 0.137729179112194
Zhengmix4uneq expr 1500 pca_rd 30 kmeans 2 NA 0.534714306283728 0.352319584422468
Zhengmix4uneq expr 1500 pca_rd 30 kmeans 3 NA 0.915077826080552 0.304658160800048
Zhengmix4uneq expr 1500 pca_rd 30 kmeans 4 NA 0.899531802584465 0.320888944143369
Zhengmix4uneq expr 1500 pca_rd 30 kmeans 5 NA 0.638932985353043 0.303447717853204
Zhengmix4uneq expr 1500 pca_rd 30 kmeans 6 NA 0.771821296068478 0.301841780618825
Zhengmix4uneq expr 1500 pca_rd 30 kmeans 7 NA 0.762093681323854 0.301610557390792
Zhengmix4uneq expr 1500 pca_rd 30 kmeans 8 NA 0.728258058639233 0.291253955403198
Zhengmix4uneq expr 1500 pca_rd 30 kmeans 9 NA 0.663885061071129 0.220688722073681
Zhengmix4uneq expr 1500 pca_rd 30 kmeans 10 NA 0.533835070449303 0.189690346658774
Zhengmix4uneq expr 1500 pca_rd 30 seurat 4 0.05 0.97696464910321 0.292235439546929
Zhengmix4uneq expr 1500 pca_rd 30 seurat 4 0.1 0.97696464910321 0.292235439546929
Zhengmix4uneq expr 1500 pca_rd 30 seurat 5 0.2 0.960434560068569 0.306887399829285
Zhengmix4uneq expr 1500 pca_rd 30 seurat 6 0.5 0.748621391151127 0.294761612771763
Zhengmix4uneq expr 1500 pca_rd 30 seurat 7 0.8 0.683579134115405 0.255535130682865
Zhengmix4uneq expr 1500 pca_rd 30 seurat 9 1 0.537611490649485 0.207168942693731
Zhengmix4uneq expr 1500 pca_rd 30 seurat 10 1.2 0.528325123651324 0.182783854564181
Zhengmix4uneq expr 1500 pca_rd 30 seurat 10 1.5 0.478267544906903 0.153204062035292
Zhengmix4uneq expr 1500 pca_rd 30 seurat 10 2 0.469715695399127 0.146422628205266
Zhengmix4uneq expr 1500 pca_rp 10 kmeans 2 NA 0.531982452616753 0.463526880934999
Zhengmix4uneq expr 1500 pca_rp 10 kmeans 3 NA 0.902536377036787 0.425565688436891
Zhengmix4uneq expr 1500 pca_rp 10 kmeans 4 NA 0.889095512760573 0.448259674643103
Zhengmix4uneq expr 1500 pca_rp 10 kmeans 5 NA 0.640785731468655 0.431249980691764
Zhengmix4uneq expr 1500 pca_rp 10 kmeans 6 NA 0.772404919312446 0.449488759706594
Zhengmix4uneq expr 1500 pca_rp 10 kmeans 7 NA 0.763068629978773 0.449707311137664
Zhengmix4uneq expr 1500 pca_rp 10 kmeans 8 NA 0.727540910113851 0.435848850970543
Zhengmix4uneq expr 1500 pca_rp 10 kmeans 9 NA 0.701054243585891 0.423756651104484
Zhengmix4uneq expr 1500 pca_rp 10 kmeans 10 NA 0.592890029895963 0.394570125592647
Zhengmix4uneq expr 1500 pca_rp 10 mclust 2 NA 0.533304783864182 0.466485714523527
Zhengmix4uneq expr 1500 pca_rp 10 mclust 3 NA 0.494573175102086 0.464550894049451
Zhengmix4uneq expr 1500 pca_rp 10 mclust 4 NA 0.782419419000481 0.448370460595131
Zhengmix4uneq expr 1500 pca_rp 10 mclust 5 NA 0.92894989990545 0.45200426631595
Zhengmix4uneq expr 1500 pca_rp 10 mclust 6 NA 0.756008042298383 0.428027299416489
Zhengmix4uneq expr 1500 pca_rp 10 mclust 7 NA 0.735251042123677 0.381238412749447
Zhengmix4uneq expr 1500 pca_rp 10 mclust 8 NA 0.612133768935066 0.306729871384186
Zhengmix4uneq expr 1500 pca_rp 10 mclust 9 NA 0.555648467633339 0.316030740033772
Zhengmix4uneq expr 1500 pca_rp 10 mclust 10 NA 0.474979540829655 0.225118731657929
Zhengmix4uneq expr 1500 pca_rp 10 seurat 4 0.05 0.976329854667234 0.426417081602112
Zhengmix4uneq expr 1500 pca_rp 10 seurat 4 0.1 0.97596417130046 0.426301757428669
Zhengmix4uneq expr 1500 pca_rp 10 seurat 6 0.2 0.777148084997666 0.449912109231314
Zhengmix4uneq expr 1500 pca_rp 10 seurat 8 0.5 0.613946052946748 0.3758890413607
Zhengmix4uneq expr 1500 pca_rp 10 seurat 10 0.8 0.479941699365667 0.263337676428237
Zhengmix4uneq expr 1500 pca_rp 10 seurat 10 1 0.48026595780261 0.263131534284928
Zhengmix4uneq expr 1500 pca_rp 10 seurat 11 1.2 0.437852982115017 0.231761735755227
Zhengmix4uneq expr 1500 pca_rp 10 seurat 13 1.5 0.345622393838337 0.201813592934631
Zhengmix4uneq expr 1500 pca_rp 10 seurat 17 2 0.28773200669625 0.181089214155052
Zhengmix4uneq expr 1500 pca_rp 30 kmeans 2 NA 0.531982452616753 0.346632529810351
Zhengmix4uneq expr 1500 pca_rp 30 kmeans 3 NA 0.904608656653165 0.277093412453818
Zhengmix4uneq expr 1500 pca_rp 30 kmeans 4 NA 0.890944270828944 0.2944166866324
Zhengmix4uneq expr 1500 pca_rp 30 kmeans 5 NA 0.641271568103649 0.280077371190676
Zhengmix4uneq expr 1500 pca_rp 30 kmeans 6 NA 0.772688208661783 0.279003429932243
Zhengmix4uneq expr 1500 pca_rp 30 kmeans 7 NA 0.764996240233915 0.280502283306327
Zhengmix4uneq expr 1500 pca_rp 30 kmeans 8 NA 0.728545645344813 0.271651551653737
Zhengmix4uneq expr 1500 pca_rp 30 kmeans 9 NA 0.645976305417593 0.195060548290397
Zhengmix4uneq expr 1500 pca_rp 30 kmeans 10 NA 0.598062012128425 0.240221910033405
Zhengmix4uneq expr 1500 pca_rp 30 seurat 4 0.05 0.97648771124826 0.262219252189955
Zhengmix4uneq expr 1500 pca_rp 30 seurat 4 0.1 0.97648771124826 0.262219252189955
Zhengmix4uneq expr 1500 pca_rp 30 seurat 5 0.2 0.960558829182451 0.277287059189397
Zhengmix4uneq expr 1500 pca_rp 30 seurat 7 0.5 0.740285315539277 0.269830837994309
Zhengmix4uneq expr 1500 pca_rp 30 seurat 7 0.8 0.733904095269855 0.267754278061255
Zhengmix4uneq expr 1500 pca_rp 30 seurat 9 1 0.560408107723913 0.221203590064548
Zhengmix4uneq expr 1500 pca_rp 30 seurat 9 1.2 0.549436442219858 0.214746631968833
Zhengmix4uneq expr 1500 pca_rp 30 seurat 10 1.5 0.486344402113509 0.14939500523973
Zhengmix4uneq expr 1500 pca_rp 30 seurat 11 2 0.436073201308479 0.130102499363451
Zhengmix4uneq expr 1500 zinbwave 10 kmeans 2 NA 0.533419954820172 0.279246171197072
Zhengmix4uneq expr 1500 zinbwave 10 kmeans 3 NA 0.835629957519039 0.327223092318236
Zhengmix4uneq expr 1500 zinbwave 10 kmeans 4 NA 0.745590210011312 0.28071927095004
Zhengmix4uneq expr 1500 zinbwave 10 kmeans 5 NA 0.612840658907412 0.272834012551495
Zhengmix4uneq expr 1500 zinbwave 10 kmeans 6 NA 0.637089821002983 0.283415865177217
Zhengmix4uneq expr 1500 zinbwave 10 kmeans 7 NA 0.527017403629034 0.235613458022546
Zhengmix4uneq expr 1500 zinbwave 10 kmeans 8 NA 0.493979460605615 0.223935747608328
Zhengmix4uneq expr 1500 zinbwave 10 kmeans 9 NA 0.436787253902047 0.214848438222617
Zhengmix4uneq expr 1500 zinbwave 10 kmeans 10 NA 0.403680486253479 0.186877822856553
Zhengmix4uneq expr 1500 zinbwave 10 mclust 2 NA 0.527083379085806 0.277951619941266
Zhengmix4uneq expr 1500 zinbwave 10 mclust 3 NA 0.829200358720661 0.325874336380059
Zhengmix4uneq expr 1500 zinbwave 10 mclust 4 NA 0.972964734907196 0.300616658380033
Zhengmix4uneq expr 1500 zinbwave 10 mclust 5 NA 0.926923884053756 0.306679644554224
Zhengmix4uneq expr 1500 zinbwave 10 mclust 6 NA 0.910274196576743 0.29697666335258
Zhengmix4uneq expr 1500 zinbwave 10 mclust 7 NA 0.67291301904144 0.253307101992355
Zhengmix4uneq expr 1500 zinbwave 10 mclust 8 NA 0.588623328288837 0.262044233105844
Zhengmix4uneq expr 1500 zinbwave 10 mclust 9 NA 0.578986109488632 0.228859295485136
Zhengmix4uneq expr 1500 zinbwave 10 mclust 10 NA 0.429408165588045 0.151677113568595
Zhengmix4uneq expr 1500 zinbwave 10 seurat 4 0.05 0.974763763549913 0.297864005420165
Zhengmix4uneq expr 1500 zinbwave 10 seurat 4 0.1 0.974763763549913 0.297864005420165
Zhengmix4uneq expr 1500 zinbwave 10 seurat 5 0.2 0.961753806837096 0.30415330838342
Zhengmix4uneq expr 1500 zinbwave 10 seurat 7 0.5 0.616624617572514 0.287424357369412
Zhengmix4uneq expr 1500 zinbwave 10 seurat 9 0.8 0.465683111234331 0.212271069891129
Zhengmix4uneq expr 1500 zinbwave 10 seurat 11 1 0.443927788053592 0.198462497140721
Zhengmix4uneq expr 1500 zinbwave 10 seurat 11 1.2 0.441250864376668 0.1991071090638
Zhengmix4uneq expr 1500 zinbwave 10 seurat 11 1.5 0.427517979965162 0.195498631613165
Zhengmix4uneq expr 1500 zinbwave 10 seurat 13 2 0.330421749272662 0.156195163166928
Zhengmix4uneq expr 1500 zinbwave 30 kmeans 2 NA 0.530146989883575 0.0783897092535189
Zhengmix4uneq expr 1500 zinbwave 30 kmeans 3 NA 0.834819626184176 0.0591328644598203
Zhengmix4uneq expr 1500 zinbwave 30 kmeans 4 NA 0.757008149651975 0.0378476460980481
Zhengmix4uneq expr 1500 zinbwave 30 kmeans 5 NA 0.643792512637481 0.0436421107844123
Zhengmix4uneq expr 1500 zinbwave 30 kmeans 6 NA 0.595703039239404 0.0363663865190576
Zhengmix4uneq expr 1500 zinbwave 30 kmeans 7 NA 0.503288619059939 0.0343509317918443
Zhengmix4uneq expr 1500 zinbwave 30 kmeans 8 NA 0.488651489230745 0.0382121936144747
Zhengmix4uneq expr 1500 zinbwave 30 kmeans 9 NA 0.448971336308392 0.0380944144006589
Zhengmix4uneq expr 1500 zinbwave 30 kmeans 10 NA 0.39231199947149 0.0349132571271757
Zhengmix4uneq expr 1500 zinbwave 30 seurat 3 0.05 0.825206628133369 0.0588133853205724
Zhengmix4uneq expr 1500 zinbwave 30 seurat 3 0.1 0.824844736356508 0.0588207372426095
Zhengmix4uneq expr 1500 zinbwave 30 seurat 4 0.2 0.962720785214846 0.0390778354011751
Zhengmix4uneq expr 1500 zinbwave 30 seurat 6 0.5 0.957710126097451 0.0422969177754677
Zhengmix4uneq expr 1500 zinbwave 30 seurat 6 0.8 0.914040474580956 0.0397494542342903
Zhengmix4uneq expr 1500 zinbwave 30 seurat 6 1 0.910167520710527 0.0398402580093538
Zhengmix4uneq expr 1500 zinbwave 30 seurat 6 1.2 0.888903327464802 0.040098300921294
Zhengmix4uneq expr 1500 zinbwave 30 seurat 7 1.5 0.675931907442976 0.0311366536869242
Zhengmix4uneq expr 1500 zinbwave 30 seurat 11 2 0.393991674069342 0.0131763609783949
Zhengmix4uneq hvg 60 glmpca 10 kmeans 2 NA 0.539936293094073 0.386348524966084
Zhengmix4uneq hvg 60 glmpca 10 kmeans 3 NA 0.809996874696674 0.368712792440044
Zhengmix4uneq hvg 60 glmpca 10 kmeans 4 NA 0.627672791974077 0.306161185461068
Zhengmix4uneq hvg 60 glmpca 10 kmeans 5 NA 0.55796411883416 0.320044352256396
Zhengmix4uneq hvg 60 glmpca 10 kmeans 6 NA 0.424562249693957 0.231785495427535
Zhengmix4uneq hvg 60 glmpca 10 kmeans 7 NA 0.408535387657849 0.220934182636112
Zhengmix4uneq hvg 60 glmpca 10 kmeans 8 NA 0.410876488036998 0.229145797945888
Zhengmix4uneq hvg 60 glmpca 10 kmeans 9 NA 0.392660111360004 0.228862693843284
Zhengmix4uneq hvg 60 glmpca 10 kmeans 10 NA 0.357656851438515 0.216269399144811
Zhengmix4uneq hvg 60 glmpca 10 mclust 2 NA 0.489072823564695 0.372949753830275
Zhengmix4uneq hvg 60 glmpca 10 mclust 3 NA 0.437773382123685 0.22846800307642
Zhengmix4uneq hvg 60 glmpca 10 mclust 4 NA 0.526991051452942 0.227274284595688
Zhengmix4uneq hvg 60 glmpca 10 mclust 5 NA 0.532045821392742 0.155625553042315
Zhengmix4uneq hvg 60 glmpca 10 mclust 6 NA 0.537578045529452 0.21202447426261
Zhengmix4uneq hvg 60 glmpca 10 mclust 7 NA 0.515242441151761 0.17409330057015
Zhengmix4uneq hvg 60 glmpca 10 mclust 8 NA 0.377119040151643 0.034307590134989
Zhengmix4uneq hvg 60 glmpca 10 mclust 9 NA 0.359824909974812 0.0436970006783972
Zhengmix4uneq hvg 60 glmpca 10 mclust 10 NA 0.457193662938897 0.174259483581871
Zhengmix4uneq hvg 60 glmpca 10 seurat 5 0.05 0.626326426503139 0.215119386440149
Zhengmix4uneq hvg 60 glmpca 10 seurat 6 0.1 0.630174945679943 0.230808205734139
Zhengmix4uneq hvg 60 glmpca 10 seurat 9 0.2 0.522739231298713 0.238973516657403
Zhengmix4uneq hvg 60 glmpca 10 seurat 14 0.5 0.460705443271518 0.165077949688902
Zhengmix4uneq hvg 60 glmpca 10 seurat 17 0.8 0.319297054663778 0.17294160908327
Zhengmix4uneq hvg 60 glmpca 10 seurat 19 1 0.273693575265076 0.187329937034707
Zhengmix4uneq hvg 60 glmpca 10 seurat 20 1.2 0.228961702248979 0.172072531957906
Zhengmix4uneq hvg 60 glmpca 10 seurat 23 1.5 0.201093428953871 0.17429221411531
Zhengmix4uneq hvg 60 glmpca 10 seurat 25 2 0.173710123886424 0.163076432382152
Zhengmix4uneq hvg 60 glmpca 30 kmeans 2 NA 0.536905003879526 0.414052723919668
Zhengmix4uneq hvg 60 glmpca 30 kmeans 3 NA 0.816284759865317 0.403023208469972
Zhengmix4uneq hvg 60 glmpca 30 kmeans 4 NA 0.776220788850578 0.382754258390532
Zhengmix4uneq hvg 60 glmpca 30 kmeans 5 NA 0.597892886540194 0.222628404772917
Zhengmix4uneq hvg 60 glmpca 30 kmeans 6 NA 0.640767820698028 0.262227727504264
Zhengmix4uneq hvg 60 glmpca 30 kmeans 7 NA 0.555193311387926 0.229600414147861
Zhengmix4uneq hvg 60 glmpca 30 kmeans 8 NA 0.533976198151062 0.237600956976151
Zhengmix4uneq hvg 60 glmpca 30 kmeans 9 NA 0.473301474298741 0.184589174918663
Zhengmix4uneq hvg 60 glmpca 30 kmeans 10 NA 0.481340441564235 0.23037349108204
Zhengmix4uneq hvg 60 glmpca 30 seurat 8 0.05 0.470678175715327 0.137785112810055
Zhengmix4uneq hvg 60 glmpca 30 seurat 12 0.1 0.321484400294361 0.157023140468334
Zhengmix4uneq hvg 60 glmpca 30 seurat 15 0.2 0.312341999979277 0.163929079424816
Zhengmix4uneq hvg 60 glmpca 30 seurat 24 0.5 0.176421463450513 0.138816219342852
Zhengmix4uneq hvg 60 glmpca 30 seurat 31 0.8 0.15409337802894 0.164714353258713
Zhengmix4uneq hvg 60 glmpca 30 seurat 35 1 0.138394891050772 0.19099744712404
Zhengmix4uneq hvg 60 glmpca 30 seurat 38 1.2 0.136012673788639 0.200141655608629
Zhengmix4uneq hvg 60 glmpca 30 seurat 41 1.5 0.132294868723851 0.204128384106999
Zhengmix4uneq hvg 60 glmpca 30 seurat 43 2 0.128285932427545 0.21346091869375
Zhengmix4uneq hvg 60 pca_log 10 kmeans 2 NA 0.534196579563031 0.522479473862028
Zhengmix4uneq hvg 60 pca_log 10 kmeans 3 NA 0.816869619182627 0.560340670711513
Zhengmix4uneq hvg 60 pca_log 10 kmeans 4 NA 0.817170659328872 0.562218636564971
Zhengmix4uneq hvg 60 pca_log 10 kmeans 5 NA 0.789572493422339 0.553273888455078
Zhengmix4uneq hvg 60 pca_log 10 kmeans 6 NA 0.752429058463728 0.563967326788008
Zhengmix4uneq hvg 60 pca_log 10 kmeans 7 NA 0.745469654285946 0.568837668496082
Zhengmix4uneq hvg 60 pca_log 10 kmeans 8 NA 0.704985166733848 0.555623255165896
Zhengmix4uneq hvg 60 pca_log 10 kmeans 9 NA 0.733534748125865 0.582933986600269
Zhengmix4uneq hvg 60 pca_log 10 kmeans 10 NA 0.485374118558617 0.230806605874117
Zhengmix4uneq hvg 60 pca_log 10 mclust 2 NA 0.300740099625158 0.312921135323309
Zhengmix4uneq hvg 60 pca_log 10 mclust 3 NA 0.364560383813217 0.37835213299644
Zhengmix4uneq hvg 60 pca_log 10 mclust 4 NA 0.503811504194822 0.420571385548792
Zhengmix4uneq hvg 60 pca_log 10 mclust 5 NA 0.34631726414193 0.205446791267156
Zhengmix4uneq hvg 60 pca_log 10 mclust 6 NA 0.328861717067509 0.204122172363414
Zhengmix4uneq hvg 60 pca_log 10 mclust 7 NA 0.308167429743169 0.178353026337138
Zhengmix4uneq hvg 60 pca_log 10 mclust 8 NA 0.258872691448595 0.183790558575674
Zhengmix4uneq hvg 60 pca_log 10 mclust 9 NA 0.261779465527091 0.0409698329620408
Zhengmix4uneq hvg 60 pca_log 10 mclust 10 NA 0.243112289049062 0.0849958015275913
Zhengmix4uneq hvg 60 pca_log 10 seurat 14 0.05 0.281882495743458 0.150019205332419
Zhengmix4uneq hvg 60 pca_log 10 seurat 20 0.1 0.201903381374504 0.200755250814533
Zhengmix4uneq hvg 60 pca_log 10 seurat 23 0.2 0.170796454059104 0.212555712568425
Zhengmix4uneq hvg 60 pca_log 10 seurat 27 0.5 0.161506156001547 0.222987628240392
Zhengmix4uneq hvg 60 pca_log 10 seurat 36 0.8 0.133276298003548 0.249828250177943
Zhengmix4uneq hvg 60 pca_log 10 seurat 43 1 0.107932034435474 0.222739793999676
Zhengmix4uneq hvg 60 pca_log 10 seurat 43 1.2 0.107468089579244 0.225913096506171
Zhengmix4uneq hvg 60 pca_log 10 seurat 45 1.5 0.0966592477820141 0.228882540640566
Zhengmix4uneq hvg 60 pca_log 10 seurat 51 2 0.0816660282965999 0.242474142860345
Zhengmix4uneq hvg 60 pca_log 30 kmeans 2 NA 0.534196579563031 0.419805970517767
Zhengmix4uneq hvg 60 pca_log 30 kmeans 3 NA 0.816869619182627 0.41794188777714
Zhengmix4uneq hvg 60 pca_log 30 kmeans 4 NA 0.807034513537173 0.422404100108952
Zhengmix4uneq hvg 60 pca_log 30 kmeans 5 NA 0.799938058912492 0.401790901137342
Zhengmix4uneq hvg 60 pca_log 30 kmeans 6 NA 0.799515145628541 0.43541085310892
Zhengmix4uneq hvg 60 pca_log 30 kmeans 7 NA 0.788930594783611 0.445269881011192
Zhengmix4uneq hvg 60 pca_log 30 kmeans 8 NA 0.757178295305811 0.444587293474001
Zhengmix4uneq hvg 60 pca_log 30 kmeans 9 NA 0.715698189200046 0.429733583986373
Zhengmix4uneq hvg 60 pca_log 30 kmeans 10 NA 0.598660275094179 0.409393806315635
Zhengmix4uneq hvg 60 pca_log 30 seurat 14 0.05 0.243811958115735 0.153163701201097
Zhengmix4uneq hvg 60 pca_log 30 seurat 23 0.1 0.198233325451788 0.174924327143891
Zhengmix4uneq hvg 60 pca_log 30 seurat 30 0.2 0.169866626284478 0.20737677094742
Zhengmix4uneq hvg 60 pca_log 30 seurat 38 0.5 0.134020906477963 0.226343772527148
Zhengmix4uneq hvg 60 pca_log 30 seurat 43 0.8 0.129196536317535 0.255841899146223
Zhengmix4uneq hvg 60 pca_log 30 seurat 44 1 0.125995718247662 0.241882655507069
Zhengmix4uneq hvg 60 pca_log 30 seurat 50 1.2 0.101573348032826 0.233693932628009
Zhengmix4uneq hvg 60 pca_log 30 seurat 54 1.5 0.098698617865924 0.239699207871171
Zhengmix4uneq hvg 60 pca_log 30 seurat 58 2 0.0814328600257839 0.254152385434118
Zhengmix4uneq hvg 60 pca_rd 10 kmeans 2 NA 0.522748374719901 0.4870234608963
Zhengmix4uneq hvg 60 pca_rd 10 kmeans 3 NA 0.802273862545406 0.542564703741203
Zhengmix4uneq hvg 60 pca_rd 10 kmeans 4 NA 0.803306707056414 0.548501567004148
Zhengmix4uneq hvg 60 pca_rd 10 kmeans 5 NA 0.812894485347168 0.555707565900159
Zhengmix4uneq hvg 60 pca_rd 10 kmeans 6 NA 0.813902889216272 0.560655681889382
Zhengmix4uneq hvg 60 pca_rd 10 kmeans 7 NA 0.633141966610788 0.318574139837881
Zhengmix4uneq hvg 60 pca_rd 10 kmeans 8 NA 0.627658041129698 0.323295708342923
Zhengmix4uneq hvg 60 pca_rd 10 kmeans 9 NA 0.626232172035038 0.325435745431417
Zhengmix4uneq hvg 60 pca_rd 10 kmeans 10 NA 0.612565826520122 0.333443475282923
Zhengmix4uneq hvg 60 pca_rd 10 mclust 2 NA 0.378993479924629 0.272595380042819
Zhengmix4uneq hvg 60 pca_rd 10 mclust 3 NA 0.372147971783102 0.260543379438112
Zhengmix4uneq hvg 60 pca_rd 10 mclust 4 NA 0.566437156048704 0.438144562278538
Zhengmix4uneq hvg 60 pca_rd 10 mclust 5 NA 0.434707907252615 0.167614239469297
Zhengmix4uneq hvg 60 pca_rd 10 mclust 6 NA 0.350362920119097 0.110678933548408
Zhengmix4uneq hvg 60 pca_rd 10 mclust 7 NA 0.330490826767724 0.125229346875858
Zhengmix4uneq hvg 60 pca_rd 10 mclust 8 NA 0.30757763803077 0.107993878318438
Zhengmix4uneq hvg 60 pca_rd 10 mclust 9 NA 0.28654693677571 0.0680130746288667
Zhengmix4uneq hvg 60 pca_rd 10 mclust 10 NA 0.268100514285258 0.0372420193959758
Zhengmix4uneq hvg 60 pca_rd 10 seurat 5 0.05 0.70689231173672 0.432157398322779
Zhengmix4uneq hvg 60 pca_rd 10 seurat 6 0.1 0.682661724052256 0.445134664551823
Zhengmix4uneq hvg 60 pca_rd 10 seurat 11 0.2 0.506835869779249 0.323660935611423
Zhengmix4uneq hvg 60 pca_rd 10 seurat 16 0.5 0.357515820144659 0.186516173096841
Zhengmix4uneq hvg 60 pca_rd 10 seurat 20 0.8 0.243908202015914 0.163033762949531
Zhengmix4uneq hvg 60 pca_rd 10 seurat 21 1 0.221064169012491 0.127573824646947
Zhengmix4uneq hvg 60 pca_rd 10 seurat 22 1.2 0.205027916654644 0.162830353264768
Zhengmix4uneq hvg 60 pca_rd 10 seurat 24 1.5 0.171766348676403 0.114570978034914
Zhengmix4uneq hvg 60 pca_rd 10 seurat 28 2 0.137454412650455 0.0938010229498722
Zhengmix4uneq hvg 60 pca_rd 30 kmeans 2 NA 0.522748374719901 0.407278591339039
Zhengmix4uneq hvg 60 pca_rd 30 kmeans 3 NA 0.802273862545406 0.422898032779973
Zhengmix4uneq hvg 60 pca_rd 30 kmeans 4 NA 0.803306707056414 0.423690003643376
Zhengmix4uneq hvg 60 pca_rd 30 kmeans 5 NA 0.812702391396924 0.420439200704829
Zhengmix4uneq hvg 60 pca_rd 30 kmeans 6 NA 0.814001869848978 0.4247425214418
Zhengmix4uneq hvg 60 pca_rd 30 kmeans 7 NA 0.811198050366369 0.428634910244023
Zhengmix4uneq hvg 60 pca_rd 30 kmeans 8 NA 0.800325992799225 0.439236302217843
Zhengmix4uneq hvg 60 pca_rd 30 kmeans 9 NA 0.624738734132337 0.217951233472793
Zhengmix4uneq hvg 60 pca_rd 30 kmeans 10 NA 0.775097351534591 0.450057624192555
Zhengmix4uneq hvg 60 pca_rd 30 seurat 8 0.05 0.618685816185354 0.399057939730737
Zhengmix4uneq hvg 60 pca_rd 30 seurat 10 0.1 0.560826009068928 0.358309255633689
Zhengmix4uneq hvg 60 pca_rd 30 seurat 13 0.2 0.55014916857373 0.397876590249788
Zhengmix4uneq hvg 60 pca_rd 30 seurat 21 0.5 0.303965110410504 0.162360623417397
Zhengmix4uneq hvg 60 pca_rd 30 seurat 23 0.8 0.26955680079367 0.157649733180381
Zhengmix4uneq hvg 60 pca_rd 30 seurat 26 1 0.230824401699004 0.161459277028831
Zhengmix4uneq hvg 60 pca_rd 30 seurat 28 1.2 0.197554169232544 0.164230620171877
Zhengmix4uneq hvg 60 pca_rd 30 seurat 30 1.5 0.173054749937986 0.142855588827191
Zhengmix4uneq hvg 60 pca_rd 30 seurat 34 2 0.139732647603178 0.102210695428714
Zhengmix4uneq hvg 60 pca_rp 10 kmeans 2 NA 0.524371824467821 0.501717524705377
Zhengmix4uneq hvg 60 pca_rp 10 kmeans 3 NA 0.799235311523604 0.550498086757699
Zhengmix4uneq hvg 60 pca_rp 10 kmeans 4 NA 0.811503416261135 0.565379445567606
Zhengmix4uneq hvg 60 pca_rp 10 kmeans 5 NA 0.812665641807542 0.567754281967935
Zhengmix4uneq hvg 60 pca_rp 10 kmeans 6 NA 0.812157111655894 0.571359237635834
Zhengmix4uneq hvg 60 pca_rp 10 kmeans 7 NA 0.81244701269853 0.574567887547998
Zhengmix4uneq hvg 60 pca_rp 10 kmeans 8 NA 0.623468981004243 0.381510512126102
Zhengmix4uneq hvg 60 pca_rp 10 kmeans 9 NA 0.718231098636637 0.506220528056401
Zhengmix4uneq hvg 60 pca_rp 10 kmeans 10 NA 0.509672776324849 0.30681046659095
Zhengmix4uneq hvg 60 pca_rp 10 mclust 2 NA 0.364080402216037 0.251037118980279
Zhengmix4uneq hvg 60 pca_rp 10 mclust 3 NA 0.410697932294977 0.285255212304612
Zhengmix4uneq hvg 60 pca_rp 10 mclust 4 NA 0.504679777289937 0.356793986408496
Zhengmix4uneq hvg 60 pca_rp 10 mclust 5 NA 0.568934041901669 0.285704019452704
Zhengmix4uneq hvg 60 pca_rp 10 mclust 6 NA 0.428547489823437 0.201107133827443
Zhengmix4uneq hvg 60 pca_rp 10 mclust 7 NA 0.43715565776072 0.219877625259386
Zhengmix4uneq hvg 60 pca_rp 10 mclust 8 NA 0.419470860205564 0.150517152635061
Zhengmix4uneq hvg 60 pca_rp 10 mclust 9 NA 0.361637179237226 0.0837913085296788
Zhengmix4uneq hvg 60 pca_rp 10 mclust 10 NA 0.379699606944366 0.15273376812513
Zhengmix4uneq hvg 60 pca_rp 10 seurat 4 0.05 0.77642367729987 0.491409068134649
Zhengmix4uneq hvg 60 pca_rp 10 seurat 6 0.1 0.71350795187625 0.498892485215059
Zhengmix4uneq hvg 60 pca_rp 10 seurat 9 0.2 0.576813795602969 0.320140914972235
Zhengmix4uneq hvg 60 pca_rp 10 seurat 12 0.5 0.415716210471834 0.220447513394925
Zhengmix4uneq hvg 60 pca_rp 10 seurat 14 0.8 0.310905424736436 0.19256076380989
Zhengmix4uneq hvg 60 pca_rp 10 seurat 18 1 0.246076863613262 0.151533989203054
Zhengmix4uneq hvg 60 pca_rp 10 seurat 20 1.2 0.199755899390473 0.138307464502606
Zhengmix4uneq hvg 60 pca_rp 10 seurat 21 1.5 0.183189590335697 0.144550655161737
Zhengmix4uneq hvg 60 pca_rp 10 seurat 24 2 0.159863299831363 0.0901626932461761
Zhengmix4uneq hvg 60 pca_rp 30 kmeans 2 NA 0.524371824467821 0.434557082044517
Zhengmix4uneq hvg 60 pca_rp 30 kmeans 3 NA 0.799235311523604 0.445061877633427
Zhengmix4uneq hvg 60 pca_rp 30 kmeans 4 NA 0.811749566060113 0.447624962983889
Zhengmix4uneq hvg 60 pca_rp 30 kmeans 5 NA 0.812913676688123 0.445674163724851
Zhengmix4uneq hvg 60 pca_rp 30 kmeans 6 NA 0.813096501672003 0.445959003304576
Zhengmix4uneq hvg 60 pca_rp 30 kmeans 7 NA 0.812495457042027 0.450632422169932
Zhengmix4uneq hvg 60 pca_rp 30 kmeans 8 NA 0.812138553650219 0.453949646595164
Zhengmix4uneq hvg 60 pca_rp 30 kmeans 9 NA 0.811338674710715 0.459255548930857
Zhengmix4uneq hvg 60 pca_rp 30 kmeans 10 NA 0.717980655452201 0.421043614849874
Zhengmix4uneq hvg 60 pca_rp 30 seurat 6 0.05 0.682772502993564 0.365549177752077
Zhengmix4uneq hvg 60 pca_rp 30 seurat 8 0.1 0.673153546088505 0.390065073810431
Zhengmix4uneq hvg 60 pca_rp 30 seurat 12 0.2 0.509892671794684 0.264244573199452
Zhengmix4uneq hvg 60 pca_rp 30 seurat 16 0.5 0.349625396404392 0.172786851889421
Zhengmix4uneq hvg 60 pca_rp 30 seurat 20 0.8 0.308016504717541 0.174078615476371
Zhengmix4uneq hvg 60 pca_rp 30 seurat 23 1 0.227486257444631 0.125377944073934
Zhengmix4uneq hvg 60 pca_rp 30 seurat 25 1.2 0.191529638784571 0.0917186887722353
Zhengmix4uneq hvg 60 pca_rp 30 seurat 27 1.5 0.171868697328478 0.0918161190089064
Zhengmix4uneq hvg 60 pca_rp 30 seurat 29 2 0.152594094528588 0.0853615525173193
Zhengmix4uneq hvg 60 zinbwave 10 kmeans 2 NA 0.533960747310869 0.169310126355872
Zhengmix4uneq hvg 60 zinbwave 10 kmeans 3 NA 0.564265687624327 0.200076996161777
Zhengmix4uneq hvg 60 zinbwave 10 kmeans 4 NA 0.592174077353647 0.20870184752835
Zhengmix4uneq hvg 60 zinbwave 10 kmeans 5 NA 0.518295109330474 0.204607019569771
Zhengmix4uneq hvg 60 zinbwave 10 kmeans 6 NA 0.488333220521776 0.205597322467666
Zhengmix4uneq hvg 60 zinbwave 10 kmeans 7 NA 0.483823313681736 0.212032288303659
Zhengmix4uneq hvg 60 zinbwave 10 kmeans 8 NA 0.471306986585231 0.214509442131593
Zhengmix4uneq hvg 60 zinbwave 10 kmeans 9 NA 0.458826121007749 0.210930854088118
Zhengmix4uneq hvg 60 zinbwave 10 kmeans 10 NA 0.445003125920483 0.212121071203249
Zhengmix4uneq hvg 60 zinbwave 10 mclust 2 NA 0.177710163214255 0.114812262862869
Zhengmix4uneq hvg 60 zinbwave 10 mclust 3 NA 0.414336289283131 0.0900166609962815
Zhengmix4uneq hvg 60 zinbwave 10 mclust 4 NA 0.367392228138355 0.0421348743661314
Zhengmix4uneq hvg 60 zinbwave 10 mclust 5 NA 0.29289945116205 0.0156886807910214
Zhengmix4uneq hvg 60 zinbwave 10 mclust 6 NA 0.370789076373399 0.018277638581132
Zhengmix4uneq hvg 60 zinbwave 10 mclust 7 NA 0.248565266883611 -0.0245287763617145
Zhengmix4uneq hvg 60 zinbwave 10 mclust 8 NA 0.404264794177715 0.0124406519808815
Zhengmix4uneq hvg 60 zinbwave 10 mclust 9 NA 0.357802266550485 0.0050317216213546
Zhengmix4uneq hvg 60 zinbwave 10 mclust 10 NA 0.363787351229634 -0.0218548669994608
Zhengmix4uneq hvg 60 zinbwave 10 seurat 4 0.05 0.449412442564483 0.11986979620476
Zhengmix4uneq hvg 60 zinbwave 10 seurat 6 0.1 0.564896668137602 0.124466796269037
Zhengmix4uneq hvg 60 zinbwave 10 seurat 8 0.2 0.521807298250705 0.130165515909856
Zhengmix4uneq hvg 60 zinbwave 10 seurat 12 0.5 0.466290364957811 0.0636615723045251
Zhengmix4uneq hvg 60 zinbwave 10 seurat 14 0.8 0.429956436028041 0.0684600869576826
Zhengmix4uneq hvg 60 zinbwave 10 seurat 20 1 0.294834797440593 0.0878310143456966
Zhengmix4uneq hvg 60 zinbwave 10 seurat 20 1.2 0.259696309637525 0.0819199643610193
Zhengmix4uneq hvg 60 zinbwave 10 seurat 20 1.5 0.25586175584935 0.0806398166251275
Zhengmix4uneq hvg 60 zinbwave 10 seurat 26 2 0.191187981614594 0.0863930129246688
Zhengmix4uneq hvg 60 zinbwave 30 kmeans 2 NA 0.536169747411106 0.236412445665218
Zhengmix4uneq hvg 60 zinbwave 30 kmeans 3 NA 0.817533653147776 0.216004960173963
Zhengmix4uneq hvg 60 zinbwave 30 kmeans 4 NA 0.641078215836514 0.143765512708745
Zhengmix4uneq hvg 60 zinbwave 30 kmeans 5 NA 0.520030996836135 0.148968159070223
Zhengmix4uneq hvg 60 zinbwave 30 kmeans 6 NA 0.468554195635466 0.143831095065362
Zhengmix4uneq hvg 60 zinbwave 30 kmeans 7 NA 0.427091022378889 0.146077768950322
Zhengmix4uneq hvg 60 zinbwave 30 kmeans 8 NA 0.380061516739592 0.150766499998532
Zhengmix4uneq hvg 60 zinbwave 30 kmeans 9 NA 0.378388995619581 0.151278324258364
Zhengmix4uneq hvg 60 zinbwave 30 kmeans 10 NA 0.346915205860596 0.158743393784753
Zhengmix4uneq hvg 60 zinbwave 30 seurat 7 0.05 0.704515940790125 -0.0815021684859603
Zhengmix4uneq hvg 60 zinbwave 30 seurat 10 0.1 0.515815922942455 0.0105109440731097
Zhengmix4uneq hvg 60 zinbwave 30 seurat 14 0.2 0.463756374077973 0.0546843225915403
Zhengmix4uneq hvg 60 zinbwave 30 seurat 25 0.5 0.185154665443224 0.140414611527568
Zhengmix4uneq hvg 60 zinbwave 30 seurat 28 0.8 0.178373933002401 0.154006059735045
Zhengmix4uneq hvg 60 zinbwave 30 seurat 30 1 0.170653610407335 0.163444486874763
Zhengmix4uneq hvg 60 zinbwave 30 seurat 33 1.2 0.15735902992108 0.180842964501461
Zhengmix4uneq hvg 60 zinbwave 30 seurat 34 1.5 0.153400392369323 0.188351066060149
Zhengmix4uneq hvg 60 zinbwave 30 seurat 38 2 0.14363502095248 0.204152244191196
Zhengmix4uneq hvg 300 glmpca 10 kmeans 2 NA 0.534929626534376 0.486055032093809
Zhengmix4uneq hvg 300 glmpca 10 kmeans 3 NA 0.828276306701457 0.429944281000965
Zhengmix4uneq hvg 300 glmpca 10 kmeans 4 NA 0.689232211816458 0.347595407483693
Zhengmix4uneq hvg 300 glmpca 10 kmeans 5 NA 0.570378620031344 0.241346789098419
Zhengmix4uneq hvg 300 glmpca 10 kmeans 6 NA 0.460502291883642 0.213562112675377
Zhengmix4uneq hvg 300 glmpca 10 kmeans 7 NA 0.42797299215637 0.194634989334992
Zhengmix4uneq hvg 300 glmpca 10 kmeans 8 NA 0.394717675630605 0.185117508089545
Zhengmix4uneq hvg 300 glmpca 10 kmeans 9 NA 0.358933339045343 0.186587502925706
Zhengmix4uneq hvg 300 glmpca 10 kmeans 10 NA 0.348463486251404 0.189022816240736
Zhengmix4uneq hvg 300 glmpca 10 mclust 2 NA 0.527626560498598 0.486021267747367
Zhengmix4uneq hvg 300 glmpca 10 mclust 3 NA 0.798904211061711 0.418407510731419
Zhengmix4uneq hvg 300 glmpca 10 mclust 4 NA 0.761134740436871 0.396694219406252
Zhengmix4uneq hvg 300 glmpca 10 mclust 5 NA 0.674921378331981 0.293299774645275
Zhengmix4uneq hvg 300 glmpca 10 mclust 6 NA 0.558955324924642 0.145535854999033
Zhengmix4uneq hvg 300 glmpca 10 mclust 7 NA 0.529037200376506 0.108274804381256
Zhengmix4uneq hvg 300 glmpca 10 mclust 8 NA 0.444822934016425 0.0897010704231529
Zhengmix4uneq hvg 300 glmpca 10 mclust 9 NA 0.447604523463555 0.124517117973921
Zhengmix4uneq hvg 300 glmpca 10 mclust 10 NA 0.409948005184325 0.0652273013244488
Zhengmix4uneq hvg 300 glmpca 10 seurat 3 0.05 0.833208526152894 0.429135563003769
Zhengmix4uneq hvg 300 glmpca 10 seurat 4 0.1 0.82110905879563 0.383718843536484
Zhengmix4uneq hvg 300 glmpca 10 seurat 4 0.2 0.82110905879563 0.383718843536484
Zhengmix4uneq hvg 300 glmpca 10 seurat 5 0.5 0.66997622099486 0.302292217182694
Zhengmix4uneq hvg 300 glmpca 10 seurat 9 0.8 0.3744756066439 0.182181856672673
Zhengmix4uneq hvg 300 glmpca 10 seurat 9 1 0.373534552319333 0.181336246407718
Zhengmix4uneq hvg 300 glmpca 10 seurat 10 1.2 0.371886908249272 0.168820374243753
Zhengmix4uneq hvg 300 glmpca 10 seurat 14 1.5 0.257445189008221 0.100739992568993
Zhengmix4uneq hvg 300 glmpca 10 seurat 16 2 0.226801627079273 0.112083163616671
Zhengmix4uneq hvg 300 glmpca 30 kmeans 2 NA 0.53908541240201 0.330776194781497
Zhengmix4uneq hvg 300 glmpca 30 kmeans 3 NA 0.642354401184943 0.219897478318261
Zhengmix4uneq hvg 300 glmpca 30 kmeans 4 NA 0.645220258861084 0.201282910499461
Zhengmix4uneq hvg 300 glmpca 30 kmeans 5 NA 0.582338911020427 0.198598304285664
Zhengmix4uneq hvg 300 glmpca 30 kmeans 6 NA 0.455243190888233 0.115071086913355
Zhengmix4uneq hvg 300 glmpca 30 kmeans 7 NA 0.412625749896308 0.111517606594168
Zhengmix4uneq hvg 300 glmpca 30 kmeans 8 NA 0.376894456492342 0.098756606536227
Zhengmix4uneq hvg 300 glmpca 30 kmeans 9 NA 0.343785165300507 0.0944781299760886
Zhengmix4uneq hvg 300 glmpca 30 kmeans 10 NA 0.329319094294138 0.0940366936590466
Zhengmix4uneq hvg 300 glmpca 30 seurat 3 0.05 0.830360946482375 0.243595798705305
Zhengmix4uneq hvg 300 glmpca 30 seurat 3 0.1 0.830360946482375 0.243595798705305
Zhengmix4uneq hvg 300 glmpca 30 seurat 4 0.2 0.818724719029692 0.103054490285334
Zhengmix4uneq hvg 300 glmpca 30 seurat 5 0.5 0.634463965348002 0.07224196382593
Zhengmix4uneq hvg 300 glmpca 30 seurat 6 0.8 0.55961628768515 0.0725345924496155
Zhengmix4uneq hvg 300 glmpca 30 seurat 7 1 0.44689380031721 0.0827158475232124
Zhengmix4uneq hvg 300 glmpca 30 seurat 9 1.2 0.399939125002219 0.0767043406497013
Zhengmix4uneq hvg 300 glmpca 30 seurat 11 1.5 0.332895656274777 0.0584817972950874
Zhengmix4uneq hvg 300 glmpca 30 seurat 15 2 0.231625696073058 0.0318024731349661
Zhengmix4uneq hvg 300 pca_log 10 kmeans 2 NA 0.533074324753399 0.551522608963424
Zhengmix4uneq hvg 300 pca_log 10 kmeans 3 NA 0.831077932225423 0.557208848634636
Zhengmix4uneq hvg 300 pca_log 10 kmeans 4 NA 0.829621859591632 0.560637596424018
Zhengmix4uneq hvg 300 pca_log 10 kmeans 5 NA 0.750820062468449 0.49446662365086
Zhengmix4uneq hvg 300 pca_log 10 kmeans 6 NA 0.751142314123198 0.494950348737265
Zhengmix4uneq hvg 300 pca_log 10 kmeans 7 NA 0.550617504612077 0.301489250717993
Zhengmix4uneq hvg 300 pca_log 10 kmeans 8 NA 0.54557403902373 0.305244415552209
Zhengmix4uneq hvg 300 pca_log 10 kmeans 9 NA 0.511450210806149 0.313227655219057
Zhengmix4uneq hvg 300 pca_log 10 kmeans 10 NA 0.51340653519727 0.313427047065952
Zhengmix4uneq hvg 300 pca_log 10 mclust 2 NA 0.409977314187666 0.317643654664011
Zhengmix4uneq hvg 300 pca_log 10 mclust 3 NA 0.494999174593631 0.330173394299289
Zhengmix4uneq hvg 300 pca_log 10 mclust 4 NA 0.439923626415749 0.147672684866759
Zhengmix4uneq hvg 300 pca_log 10 mclust 5 NA 0.59113440944992 0.308720321898521
Zhengmix4uneq hvg 300 pca_log 10 mclust 6 NA 0.506380448693035 0.222135690338868
Zhengmix4uneq hvg 300 pca_log 10 mclust 7 NA 0.442583679385403 0.144567228841644
Zhengmix4uneq hvg 300 pca_log 10 mclust 8 NA 0.426282762758088 0.168155774142851
Zhengmix4uneq hvg 300 pca_log 10 mclust 9 NA 0.373723662935314 0.072353011034228
Zhengmix4uneq hvg 300 pca_log 10 mclust 10 NA 0.357466173231332 0.0673984238289911
Zhengmix4uneq hvg 300 pca_log 10 seurat 4 0.05 0.765851931313762 0.471704144383482
Zhengmix4uneq hvg 300 pca_log 10 seurat 5 0.1 0.765186802704475 0.469797020032496
Zhengmix4uneq hvg 300 pca_log 10 seurat 5 0.2 0.721701289257268 0.429222270354267
Zhengmix4uneq hvg 300 pca_log 10 seurat 9 0.5 0.543373677478603 0.289789433290719
Zhengmix4uneq hvg 300 pca_log 10 seurat 11 0.8 0.356461012284789 0.182142244875368
Zhengmix4uneq hvg 300 pca_log 10 seurat 12 1 0.354358915995678 0.183650871086791
Zhengmix4uneq hvg 300 pca_log 10 seurat 12 1.2 0.33297767632389 0.168615135332559
Zhengmix4uneq hvg 300 pca_log 10 seurat 16 1.5 0.27343645556269 0.137005781266808
Zhengmix4uneq hvg 300 pca_log 10 seurat 19 2 0.217289887126385 0.08269619750965
Zhengmix4uneq hvg 300 pca_log 30 kmeans 2 NA 0.533074324753399 0.434446881319675
Zhengmix4uneq hvg 300 pca_log 30 kmeans 3 NA 0.831077932225423 0.374927925769288
Zhengmix4uneq hvg 300 pca_log 30 kmeans 4 NA 0.829621859591632 0.377700281365915
Zhengmix4uneq hvg 300 pca_log 30 kmeans 5 NA 0.82976545465198 0.378971765387731
Zhengmix4uneq hvg 300 pca_log 30 kmeans 6 NA 0.826763115480088 0.38195674897693
Zhengmix4uneq hvg 300 pca_log 30 kmeans 7 NA 0.692051299478028 0.297515931104434
Zhengmix4uneq hvg 300 pca_log 30 kmeans 8 NA 0.541191215130584 0.185751133419173
Zhengmix4uneq hvg 300 pca_log 30 kmeans 9 NA 0.53888428841808 0.186365117057738
Zhengmix4uneq hvg 300 pca_log 30 kmeans 10 NA 0.503661408581376 0.185322792840483
Zhengmix4uneq hvg 300 pca_log 30 seurat 4 0.05 0.770321954889752 0.314712501141551
Zhengmix4uneq hvg 300 pca_log 30 seurat 4 0.1 0.771894160066296 0.314910398899827
Zhengmix4uneq hvg 300 pca_log 30 seurat 5 0.2 0.769510070462455 0.297718385106141
Zhengmix4uneq hvg 300 pca_log 30 seurat 9 0.5 0.533958078557005 0.113889308128278
Zhengmix4uneq hvg 300 pca_log 30 seurat 10 0.8 0.440762545716113 0.134082870591336
Zhengmix4uneq hvg 300 pca_log 30 seurat 15 1 0.355623527717179 0.114783831178464
Zhengmix4uneq hvg 300 pca_log 30 seurat 15 1.2 0.304293148639545 0.0776513034446569
Zhengmix4uneq hvg 300 pca_log 30 seurat 18 1.5 0.275332364047021 0.071756499610393
Zhengmix4uneq hvg 300 pca_log 30 seurat 21 2 0.214126697217332 -0.00216541355288759
Zhengmix4uneq hvg 300 pca_rd 10 kmeans 2 NA 0.524371824467821 0.546705972787881
Zhengmix4uneq hvg 300 pca_rd 10 kmeans 3 NA 0.81538149214821 0.553240795598609
Zhengmix4uneq hvg 300 pca_rd 10 kmeans 4 NA 0.814308161745243 0.562849677421158
Zhengmix4uneq hvg 300 pca_rd 10 kmeans 5 NA 0.81571703116908 0.563048649100608
Zhengmix4uneq hvg 300 pca_rd 10 kmeans 6 NA 0.813954848220816 0.568826223048026
Zhengmix4uneq hvg 300 pca_rd 10 kmeans 7 NA 0.625145390519923 0.386424937079949
Zhengmix4uneq hvg 300 pca_rd 10 kmeans 8 NA 0.625461093451967 0.392399911559772
Zhengmix4uneq hvg 300 pca_rd 10 kmeans 9 NA 0.750203094125817 0.482218022665197
Zhengmix4uneq hvg 300 pca_rd 10 kmeans 10 NA 0.563227628047753 0.359465051871529
Zhengmix4uneq hvg 300 pca_rd 10 mclust 2 NA 0.0204263785780934 0.310903669753675
Zhengmix4uneq hvg 300 pca_rd 10 mclust 3 NA 0.479090343981845 0.32339856798428
Zhengmix4uneq hvg 300 pca_rd 10 mclust 4 NA 0.708201347559892 0.498226073819545
Zhengmix4uneq hvg 300 pca_rd 10 mclust 5 NA 0.603675357787213 0.318683773226109
Zhengmix4uneq hvg 300 pca_rd 10 mclust 6 NA 0.544902158299557 0.278028512552584
Zhengmix4uneq hvg 300 pca_rd 10 mclust 7 NA 0.487770168522133 0.220015027768458
Zhengmix4uneq hvg 300 pca_rd 10 mclust 8 NA 0.465077138151847 0.173900264581793
Zhengmix4uneq hvg 300 pca_rd 10 mclust 9 NA 0.42989404848261 0.198648312297486
Zhengmix4uneq hvg 300 pca_rd 10 mclust 10 NA 0.416501421120884 0.19478163743528
Zhengmix4uneq hvg 300 pca_rd 10 seurat 4 0.05 0.820225754817069 0.522685426125283
Zhengmix4uneq hvg 300 pca_rd 10 seurat 5 0.1 0.802926337448521 0.545269556326774
Zhengmix4uneq hvg 300 pca_rd 10 seurat 6 0.2 0.757959272472068 0.466280992420022
Zhengmix4uneq hvg 300 pca_rd 10 seurat 9 0.5 0.534742349025332 0.313749072771052
Zhengmix4uneq hvg 300 pca_rd 10 seurat 11 0.8 0.426556703881738 0.236347490337623
Zhengmix4uneq hvg 300 pca_rd 10 seurat 13 1 0.391797261979652 0.190998925200541
Zhengmix4uneq hvg 300 pca_rd 10 seurat 15 1.2 0.280968989156319 0.133518753840149
Zhengmix4uneq hvg 300 pca_rd 10 seurat 18 1.5 0.253801905823356 0.141673060289407
Zhengmix4uneq hvg 300 pca_rd 10 seurat 20 2 0.225786120759182 0.123508940831623
Zhengmix4uneq hvg 300 pca_rd 30 kmeans 2 NA 0.524371824467821 0.432593833529659
Zhengmix4uneq hvg 300 pca_rd 30 kmeans 3 NA 0.81538149214821 0.371658733009639
Zhengmix4uneq hvg 300 pca_rd 30 kmeans 4 NA 0.813538550095085 0.372782279300088
Zhengmix4uneq hvg 300 pca_rd 30 kmeans 5 NA 0.815127575926771 0.367293341536953
Zhengmix4uneq hvg 300 pca_rd 30 kmeans 6 NA 0.815097762365312 0.370551911553118
Zhengmix4uneq hvg 300 pca_rd 30 kmeans 7 NA 0.815263860885736 0.371606094706001
Zhengmix4uneq hvg 300 pca_rd 30 kmeans 8 NA 0.632243129329289 0.206107286034524
Zhengmix4uneq hvg 300 pca_rd 30 kmeans 9 NA 0.63224269688749 0.206888476584955
Zhengmix4uneq hvg 300 pca_rd 30 kmeans 10 NA 0.523679619692192 0.160658104574569
Zhengmix4uneq hvg 300 pca_rd 30 seurat 4 0.05 0.8188114316595 0.344964149775252
Zhengmix4uneq hvg 300 pca_rd 30 seurat 4 0.1 0.8188114316595 0.344964149775252
Zhengmix4uneq hvg 300 pca_rd 30 seurat 6 0.2 0.754093490015577 0.291147495501199
Zhengmix4uneq hvg 300 pca_rd 30 seurat 10 0.5 0.586741753138256 0.182806248658461
Zhengmix4uneq hvg 300 pca_rd 30 seurat 12 0.8 0.515259640443761 0.140039680217678
Zhengmix4uneq hvg 300 pca_rd 30 seurat 14 1 0.514707055503144 0.115187033852307
Zhengmix4uneq hvg 300 pca_rd 30 seurat 17 1.2 0.381661278989631 0.0670879559218049
Zhengmix4uneq hvg 300 pca_rd 30 seurat 18 1.5 0.319299522451978 0.0660170184932773
Zhengmix4uneq hvg 300 pca_rd 30 seurat 23 2 0.245055322348395 0.0306010568045725
Zhengmix4uneq hvg 300 pca_rp 10 kmeans 2 NA 0.525997886660075 0.574168636377224
Zhengmix4uneq hvg 300 pca_rp 10 kmeans 3 NA 0.811681094719919 0.58348833601395
Zhengmix4uneq hvg 300 pca_rp 10 kmeans 4 NA 0.811798056183306 0.5952262474011
Zhengmix4uneq hvg 300 pca_rp 10 kmeans 5 NA 0.811887741940996 0.599545763432538
Zhengmix4uneq hvg 300 pca_rp 10 kmeans 6 NA 0.814325416662561 0.599666104596952
Zhengmix4uneq hvg 300 pca_rp 10 kmeans 7 NA 0.623821665126055 0.450400197774093
Zhengmix4uneq hvg 300 pca_rp 10 kmeans 8 NA 0.623800644849687 0.451510331515484
Zhengmix4uneq hvg 300 pca_rp 10 kmeans 9 NA 0.599138914094507 0.402623745611522
Zhengmix4uneq hvg 300 pca_rp 10 kmeans 10 NA 0.599106874618555 0.407455282634131
Zhengmix4uneq hvg 300 pca_rp 10 mclust 2 NA 0.470987070509998 0.342561793817002
Zhengmix4uneq hvg 300 pca_rp 10 mclust 3 NA 0.415869771938027 0.316233373774932
Zhengmix4uneq hvg 300 pca_rp 10 mclust 4 NA 0.718197154855939 0.529279259597963
Zhengmix4uneq hvg 300 pca_rp 10 mclust 5 NA 0.646851037219487 0.371437252366973
Zhengmix4uneq hvg 300 pca_rp 10 mclust 6 NA 0.582793431933272 0.325491501458913
Zhengmix4uneq hvg 300 pca_rp 10 mclust 7 NA 0.496363019465136 0.245999820239125
Zhengmix4uneq hvg 300 pca_rp 10 mclust 8 NA 0.476951163783708 0.239546812904235
Zhengmix4uneq hvg 300 pca_rp 10 mclust 9 NA 0.455701886815377 0.221630626959617
Zhengmix4uneq hvg 300 pca_rp 10 mclust 10 NA 0.413548732954376 0.175762644573614
Zhengmix4uneq hvg 300 pca_rp 10 seurat 3 0.05 0.831635307247688 0.564023847216382
Zhengmix4uneq hvg 300 pca_rp 10 seurat 6 0.1 0.75716533017549 0.387310870597886
Zhengmix4uneq hvg 300 pca_rp 10 seurat 7 0.2 0.595311423680589 0.411534408359864
Zhengmix4uneq hvg 300 pca_rp 10 seurat 8 0.5 0.551972841386734 0.344223192145907
Zhengmix4uneq hvg 300 pca_rp 10 seurat 13 0.8 0.385593298540491 0.222706522253459
Zhengmix4uneq hvg 300 pca_rp 10 seurat 15 1 0.318734199435548 0.170042482838485
Zhengmix4uneq hvg 300 pca_rp 10 seurat 16 1.2 0.280248130801833 0.132250873464336
Zhengmix4uneq hvg 300 pca_rp 10 seurat 17 1.5 0.260862734392508 0.13936655413203
Zhengmix4uneq hvg 300 pca_rp 10 seurat 23 2 0.188100317486445 0.114368914763051
Zhengmix4uneq hvg 300 pca_rp 30 kmeans 2 NA 0.526540487796334 0.455202301748978
Zhengmix4uneq hvg 300 pca_rp 30 kmeans 3 NA 0.811767252012923 0.391856517899216
Zhengmix4uneq hvg 300 pca_rp 30 kmeans 4 NA 0.811798056183306 0.393799954668543
Zhengmix4uneq hvg 300 pca_rp 30 kmeans 5 NA 0.811780179368596 0.394903557133739
Zhengmix4uneq hvg 300 pca_rp 30 kmeans 6 NA 0.813377880163396 0.394745844463975
Zhengmix4uneq hvg 300 pca_rp 30 kmeans 7 NA 0.812774157681814 0.397819754292734
Zhengmix4uneq hvg 300 pca_rp 30 kmeans 8 NA 0.625807965238516 0.244764857561306
Zhengmix4uneq hvg 300 pca_rp 30 kmeans 9 NA 0.62472421067742 0.248960427452886
Zhengmix4uneq hvg 300 pca_rp 30 kmeans 10 NA 0.62519263670392 0.24795367338646
Zhengmix4uneq hvg 300 pca_rp 30 seurat 3 0.05 0.805077311912439 0.352978575059046
Zhengmix4uneq hvg 300 pca_rp 30 seurat 6 0.1 0.770723852126368 0.267379751068669
Zhengmix4uneq hvg 300 pca_rp 30 seurat 7 0.2 0.746448566812585 0.29036754494065
Zhengmix4uneq hvg 300 pca_rp 30 seurat 10 0.5 0.581480913312832 0.181921130890557
Zhengmix4uneq hvg 300 pca_rp 30 seurat 14 0.8 0.513261145625123 0.173922555510185
Zhengmix4uneq hvg 300 pca_rp 30 seurat 16 1 0.431658521566529 0.149505751973749
Zhengmix4uneq hvg 300 pca_rp 30 seurat 19 1.2 0.358717039181852 0.129595920282254
Zhengmix4uneq hvg 300 pca_rp 30 seurat 21 1.5 0.296378634228497 0.0912552435797609
Zhengmix4uneq hvg 300 pca_rp 30 seurat 27 2 0.208150247875563 0.0561948355429807
Zhengmix4uneq hvg 300 zinbwave 10 kmeans 2 NA 0.510728673978968 0.159520969900543
Zhengmix4uneq hvg 300 zinbwave 10 kmeans 3 NA 0.765135213476079 0.184723355215592
Zhengmix4uneq hvg 300 zinbwave 10 kmeans 4 NA 0.625944482286065 0.183427662557015
Zhengmix4uneq hvg 300 zinbwave 10 kmeans 5 NA 0.550397376588802 0.179569702320221
Zhengmix4uneq hvg 300 zinbwave 10 kmeans 6 NA 0.51152186352626 0.180847018976469
Zhengmix4uneq hvg 300 zinbwave 10 kmeans 7 NA 0.392269921163899 0.141254476677857
Zhengmix4uneq hvg 300 zinbwave 10 kmeans 8 NA 0.374337900594057 0.145007511196536
Zhengmix4uneq hvg 300 zinbwave 10 kmeans 9 NA 0.361881574093204 0.143481582514368
Zhengmix4uneq hvg 300 zinbwave 10 kmeans 10 NA 0.330237592840626 0.131656174436551
Zhengmix4uneq hvg 300 zinbwave 10 mclust 2 NA 0.524913554966206 0.160466553560991
Zhengmix4uneq hvg 300 zinbwave 10 mclust 3 NA 0.823661450161094 0.176754945881616
Zhengmix4uneq hvg 300 zinbwave 10 mclust 4 NA 0.785318585189468 0.108109102865251
Zhengmix4uneq hvg 300 zinbwave 10 mclust 5 NA 0.648627648240404 0.102247529375971
Zhengmix4uneq hvg 300 zinbwave 10 mclust 6 NA 0.583183839561247 0.088038762421851
Zhengmix4uneq hvg 300 zinbwave 10 mclust 7 NA 0.537753514413658 0.0810478580096668
Zhengmix4uneq hvg 300 zinbwave 10 mclust 8 NA 0.474956420362581 0.0761581933399674
Zhengmix4uneq hvg 300 zinbwave 10 mclust 9 NA 0.442226759545304 0.0655591226007446
Zhengmix4uneq hvg 300 zinbwave 10 mclust 10 NA 0.404362609595117 0.049827016858913
Zhengmix4uneq hvg 300 zinbwave 10 seurat 3 0.05 0.823472810520622 0.177369438484415
Zhengmix4uneq hvg 300 zinbwave 10 seurat 4 0.1 0.812270906855632 0.168752906669997
Zhengmix4uneq hvg 300 zinbwave 10 seurat 4 0.2 0.811906435371415 0.168826517694222
Zhengmix4uneq hvg 300 zinbwave 10 seurat 5 0.5 0.887953660888615 0.16510639629885
Zhengmix4uneq hvg 300 zinbwave 10 seurat 8 0.8 0.47602649971181 0.136077506277123
Zhengmix4uneq hvg 300 zinbwave 10 seurat 10 1 0.409323546730169 0.134411622339805
Zhengmix4uneq hvg 300 zinbwave 10 seurat 10 1.2 0.406913319866828 0.133884857638498
Zhengmix4uneq hvg 300 zinbwave 10 seurat 13 1.5 0.301141039776052 0.115786580533682
Zhengmix4uneq hvg 300 zinbwave 10 seurat 16 2 0.239367585718198 0.0897390222107783
Zhengmix4uneq hvg 300 zinbwave 30 kmeans 2 NA 0.53582394201631 0.0539725366981802
Zhengmix4uneq hvg 300 zinbwave 30 kmeans 3 NA 0.72481746536653 0.0693933327631471
Zhengmix4uneq hvg 300 zinbwave 30 kmeans 4 NA 0.610231541473449 0.0807489950828514
Zhengmix4uneq hvg 300 zinbwave 30 kmeans 5 NA 0.550964673923312 0.0870008260423437
Zhengmix4uneq hvg 300 zinbwave 30 kmeans 6 NA 0.514382416663478 0.0910738766018081
Zhengmix4uneq hvg 300 zinbwave 30 kmeans 7 NA 0.491131153320076 0.0937340538397758
Zhengmix4uneq hvg 300 zinbwave 30 kmeans 8 NA 0.459886442504388 0.0942398149257959
Zhengmix4uneq hvg 300 zinbwave 30 kmeans 9 NA 0.317022422968701 0.0286650065729395
Zhengmix4uneq hvg 300 zinbwave 30 kmeans 10 NA 0.303954111775903 0.030464445552124
Zhengmix4uneq hvg 300 zinbwave 30 seurat 2 0.05 0.535792791665342 0.0537120395294171
Zhengmix4uneq hvg 300 zinbwave 30 seurat 3 0.1 0.826531687348365 0.0682943638854878
Zhengmix4uneq hvg 300 zinbwave 30 seurat 3 0.2 0.826378752836874 0.0682644811468682
Zhengmix4uneq hvg 300 zinbwave 30 seurat 4 0.5 0.809240394875748 -0.0440045876023794
Zhengmix4uneq hvg 300 zinbwave 30 seurat 4 0.8 0.8049086745432 -0.0454933387498546
Zhengmix4uneq hvg 300 zinbwave 30 seurat 5 1 0.623144754540963 -0.0356409158703342
Zhengmix4uneq hvg 300 zinbwave 30 seurat 5 1.2 0.621657018851311 -0.0380400377395909
Zhengmix4uneq hvg 300 zinbwave 30 seurat 6 1.5 0.506053519868989 -0.0412463120357869
Zhengmix4uneq hvg 300 zinbwave 30 seurat 10 2 0.332139175962877 -0.0312946951180957
Zhengmix4uneq hvg 1500 glmpca 10 kmeans 2 NA 0.533620695518023 0.631808817726656
Zhengmix4uneq hvg 1500 glmpca 10 kmeans 3 NA 0.832693464451569 0.483586682489644
Zhengmix4uneq hvg 1500 glmpca 10 kmeans 4 NA 0.748076973687053 0.422453938128448
Zhengmix4uneq hvg 1500 glmpca 10 kmeans 5 NA 0.633427954210591 0.286934707328575
Zhengmix4uneq hvg 1500 glmpca 10 kmeans 6 NA 0.479390989695181 0.250683149338296
Zhengmix4uneq hvg 1500 glmpca 10 kmeans 7 NA 0.457349112351221 0.234655870759751
Zhengmix4uneq hvg 1500 glmpca 10 kmeans 8 NA 0.446677644942551 0.222870726654934
Zhengmix4uneq hvg 1500 glmpca 10 kmeans 9 NA 0.394299773662253 0.206906078078468
Zhengmix4uneq hvg 1500 glmpca 10 kmeans 10 NA 0.384540706713107 0.211411583867466
Zhengmix4uneq hvg 1500 glmpca 10 mclust 2 NA 0.527083379085806 0.631352366748603
Zhengmix4uneq hvg 1500 glmpca 10 mclust 3 NA 0.837386264851531 0.482246260640875
Zhengmix4uneq hvg 1500 glmpca 10 mclust 4 NA 0.748877781506991 0.408058338804811
Zhengmix4uneq hvg 1500 glmpca 10 mclust 5 NA 0.91375635798759 0.400195383485963
Zhengmix4uneq hvg 1500 glmpca 10 mclust 6 NA 0.694046210947611 0.29412814020171
Zhengmix4uneq hvg 1500 glmpca 10 mclust 7 NA 0.672803225098977 0.310381246724139
Zhengmix4uneq hvg 1500 glmpca 10 mclust 8 NA 0.493381281662015 0.151403083970837
Zhengmix4uneq hvg 1500 glmpca 10 mclust 9 NA 0.502760930033891 0.156892237948042
Zhengmix4uneq hvg 1500 glmpca 10 mclust 10 NA 0.471446946430643 0.121587601115163
Zhengmix4uneq hvg 1500 glmpca 10 seurat 3 0.05 0.828396463130828 0.481241301931708
Zhengmix4uneq hvg 1500 glmpca 10 seurat 4 0.1 0.961326773087956 0.424373068401611
Zhengmix4uneq hvg 1500 glmpca 10 seurat 5 0.2 0.956499547624549 0.362795546293679
Zhengmix4uneq hvg 1500 glmpca 10 seurat 7 0.5 0.700578911616792 0.281661851641599
Zhengmix4uneq hvg 1500 glmpca 10 seurat 9 0.8 0.461353503544812 0.208244983954973
Zhengmix4uneq hvg 1500 glmpca 10 seurat 9 1 0.455944638136328 0.20829971561904
Zhengmix4uneq hvg 1500 glmpca 10 seurat 11 1.2 0.380519739013154 0.177114580067608
Zhengmix4uneq hvg 1500 glmpca 10 seurat 12 1.5 0.344237630238508 0.175509850361402
Zhengmix4uneq hvg 1500 glmpca 10 seurat 17 2 0.255940410305695 0.163551649960487
Zhengmix4uneq hvg 1500 glmpca 30 kmeans 2 NA 0.538002090201919 0.483774464110409
Zhengmix4uneq hvg 1500 glmpca 30 kmeans 3 NA 0.838647095593538 0.309319681000792
Zhengmix4uneq hvg 1500 glmpca 30 kmeans 4 NA 0.703590330765657 0.24830327848227
Zhengmix4uneq hvg 1500 glmpca 30 kmeans 5 NA 0.580356629692531 0.1363520283439
Zhengmix4uneq hvg 1500 glmpca 30 kmeans 6 NA 0.512946142037883 0.124680664574713
Zhengmix4uneq hvg 1500 glmpca 30 kmeans 7 NA 0.454693131965172 0.111078200782747
Zhengmix4uneq hvg 1500 glmpca 30 kmeans 8 NA 0.408464526315898 0.107862689287729
Zhengmix4uneq hvg 1500 glmpca 30 kmeans 9 NA 0.373287595053347 0.106236786989493
Zhengmix4uneq hvg 1500 glmpca 30 kmeans 10 NA 0.365579281243085 0.109002353730038
Zhengmix4uneq hvg 1500 glmpca 30 seurat 3 0.05 0.838605364798578 0.308868072640535
Zhengmix4uneq hvg 1500 glmpca 30 seurat 4 0.1 0.824647682174998 0.222720128141539
Zhengmix4uneq hvg 1500 glmpca 30 seurat 5 0.2 0.921237234011203 0.164435648067703
Zhengmix4uneq hvg 1500 glmpca 30 seurat 5 0.5 0.911548477240896 0.165107401223974
Zhengmix4uneq hvg 1500 glmpca 30 seurat 6 0.8 0.722345468365645 0.163424936494419
Zhengmix4uneq hvg 1500 glmpca 30 seurat 7 1 0.607086970309022 0.142133614328343
Zhengmix4uneq hvg 1500 glmpca 30 seurat 9 1.2 0.567375173568645 0.0492543184799816
Zhengmix4uneq hvg 1500 glmpca 30 seurat 9 1.5 0.447791454354803 0.0824866347831342
Zhengmix4uneq hvg 1500 glmpca 30 seurat 11 2 0.383446032276069 0.0531903532441149
Zhengmix4uneq hvg 1500 pca_log 10 kmeans 2 NA 0.535809075821881 0.569552871229529
Zhengmix4uneq hvg 1500 pca_log 10 kmeans 3 NA 0.835568759436192 0.525771172606606
Zhengmix4uneq hvg 1500 pca_log 10 kmeans 4 NA 0.778513157878719 0.516343581944024
Zhengmix4uneq hvg 1500 pca_log 10 kmeans 5 NA 0.777047417243847 0.512512238374394
Zhengmix4uneq hvg 1500 pca_log 10 kmeans 6 NA 0.588735769217295 0.385126604372991
Zhengmix4uneq hvg 1500 pca_log 10 kmeans 7 NA 0.588522573666265 0.386564786256302
Zhengmix4uneq hvg 1500 pca_log 10 kmeans 8 NA 0.533569764206428 0.336990143348598
Zhengmix4uneq hvg 1500 pca_log 10 kmeans 9 NA 0.524536580716092 0.338925669368149
Zhengmix4uneq hvg 1500 pca_log 10 kmeans 10 NA 0.526840023744718 0.303267700307308
Zhengmix4uneq hvg 1500 pca_log 10 mclust 2 NA 0.0742308314176431 0.36782080305925
Zhengmix4uneq hvg 1500 pca_log 10 mclust 3 NA 0.621989589645594 0.41506051849275
Zhengmix4uneq hvg 1500 pca_log 10 mclust 4 NA 0.792926464184203 0.527815960892344
Zhengmix4uneq hvg 1500 pca_log 10 mclust 5 NA 0.650485496943199 0.33517177801763
Zhengmix4uneq hvg 1500 pca_log 10 mclust 6 NA 0.56946574565911 0.307636865646508
Zhengmix4uneq hvg 1500 pca_log 10 mclust 7 NA 0.633623271524137 0.296572509963819
Zhengmix4uneq hvg 1500 pca_log 10 mclust 8 NA 0.528291096033754 0.255444692386626
Zhengmix4uneq hvg 1500 pca_log 10 mclust 9 NA 0.599858111160767 0.267537373871697
Zhengmix4uneq hvg 1500 pca_log 10 mclust 10 NA 0.522116420333271 0.207331217250552
Zhengmix4uneq hvg 1500 pca_log 10 seurat 3 0.05 0.832092201908491 0.525129588377605
Zhengmix4uneq hvg 1500 pca_log 10 seurat 4 0.1 0.959693819932884 0.366276651593763
Zhengmix4uneq hvg 1500 pca_log 10 seurat 6 0.2 0.771124077557052 0.392795424815496
Zhengmix4uneq hvg 1500 pca_log 10 seurat 9 0.5 0.595338944958865 0.317982128362093
Zhengmix4uneq hvg 1500 pca_log 10 seurat 11 0.8 0.441250155366728 0.27498899585668
Zhengmix4uneq hvg 1500 pca_log 10 seurat 12 1 0.376506028295217 0.211235782791754
Zhengmix4uneq hvg 1500 pca_log 10 seurat 12 1.2 0.374525442217737 0.211312339409226
Zhengmix4uneq hvg 1500 pca_log 10 seurat 13 1.5 0.349187209462629 0.21332005324883
Zhengmix4uneq hvg 1500 pca_log 10 seurat 19 2 0.242613615872635 0.129259630685786
Zhengmix4uneq hvg 1500 pca_log 30 kmeans 2 NA 0.535809075821881 0.480828997792241
Zhengmix4uneq hvg 1500 pca_log 30 kmeans 3 NA 0.83587263283513 0.374445785088151
Zhengmix4uneq hvg 1500 pca_log 30 kmeans 4 NA 0.779247872499018 0.376205346161145
Zhengmix4uneq hvg 1500 pca_log 30 kmeans 5 NA 0.778370763340235 0.3762874597123
Zhengmix4uneq hvg 1500 pca_log 30 kmeans 6 NA 0.777679924596419 0.378145732561474
Zhengmix4uneq hvg 1500 pca_log 30 kmeans 7 NA 0.777677944783953 0.37875592738955
Zhengmix4uneq hvg 1500 pca_log 30 kmeans 8 NA 0.590255774116024 0.248545139405607
Zhengmix4uneq hvg 1500 pca_log 30 kmeans 9 NA 0.589993109644503 0.248901524369147
Zhengmix4uneq hvg 1500 pca_log 30 kmeans 10 NA 0.52941982045287 0.216852527027357
Zhengmix4uneq hvg 1500 pca_log 30 seurat 3 0.05 0.831552624904749 0.374620831544977
Zhengmix4uneq hvg 1500 pca_log 30 seurat 3 0.1 0.831552624904749 0.374620831544977
Zhengmix4uneq hvg 1500 pca_log 30 seurat 5 0.2 0.95025052655065 0.225713871723621
Zhengmix4uneq hvg 1500 pca_log 30 seurat 8 0.5 0.688022642863919 0.224690480251161
Zhengmix4uneq hvg 1500 pca_log 30 seurat 11 0.8 0.501269763936494 0.176464779968919
Zhengmix4uneq hvg 1500 pca_log 30 seurat 12 1 0.417166097790075 0.135841841795211
Zhengmix4uneq hvg 1500 pca_log 30 seurat 12 1.2 0.4133268923782 0.134485345400847
Zhengmix4uneq hvg 1500 pca_log 30 seurat 13 1.5 0.406748434207252 0.125865465211271
Zhengmix4uneq hvg 1500 pca_log 30 seurat 15 2 0.344103359794406 0.110114270822551
Zhengmix4uneq hvg 1500 pca_rd 10 kmeans 2 NA 0.527427494223986 0.537933463169469
Zhengmix4uneq hvg 1500 pca_rd 10 kmeans 3 NA 0.827435668831586 0.45497149826166
Zhengmix4uneq hvg 1500 pca_rd 10 kmeans 4 NA 0.814681026589738 0.468919145589655
Zhengmix4uneq hvg 1500 pca_rd 10 kmeans 5 NA 0.637706056724054 0.381943563218667
Zhengmix4uneq hvg 1500 pca_rd 10 kmeans 6 NA 0.635585285493986 0.386411660040599
Zhengmix4uneq hvg 1500 pca_rd 10 kmeans 7 NA 0.64907345707974 0.389439209712611
Zhengmix4uneq hvg 1500 pca_rd 10 kmeans 8 NA 0.641370503484712 0.391659236817047
Zhengmix4uneq hvg 1500 pca_rd 10 kmeans 9 NA 0.70021397022738 0.394473425342814
Zhengmix4uneq hvg 1500 pca_rd 10 kmeans 10 NA 0.613820835150047 0.297068277055147
Zhengmix4uneq hvg 1500 pca_rd 10 mclust 2 NA 0.0425308174072763 0.36759806538457
Zhengmix4uneq hvg 1500 pca_rd 10 mclust 3 NA 0.624200128237417 0.357776729146168
Zhengmix4uneq hvg 1500 pca_rd 10 mclust 4 NA 0.685110528216095 0.183111933152363
Zhengmix4uneq hvg 1500 pca_rd 10 mclust 5 NA 0.876938894472979 0.37201794486654
Zhengmix4uneq hvg 1500 pca_rd 10 mclust 6 NA 0.771353199443562 0.335263632646839
Zhengmix4uneq hvg 1500 pca_rd 10 mclust 7 NA 0.777158227636535 0.320018285984882
Zhengmix4uneq hvg 1500 pca_rd 10 mclust 8 NA 0.638879158087544 0.29672714052826
Zhengmix4uneq hvg 1500 pca_rd 10 mclust 9 NA 0.593928121485854 0.278143694849793
Zhengmix4uneq hvg 1500 pca_rd 10 mclust 10 NA 0.575363256505851 0.256570373398641
Zhengmix4uneq hvg 1500 pca_rd 10 seurat 3 0.05 0.83243122074922 0.448291840483637
Zhengmix4uneq hvg 1500 pca_rd 10 seurat 5 0.1 0.958182891550651 0.408996039527039
Zhengmix4uneq hvg 1500 pca_rd 10 seurat 5 0.2 0.958543290149077 0.40885655444886
Zhengmix4uneq hvg 1500 pca_rd 10 seurat 8 0.5 0.604713260710036 0.344977757791713
Zhengmix4uneq hvg 1500 pca_rd 10 seurat 12 0.8 0.399309495059757 0.238507075093764
Zhengmix4uneq hvg 1500 pca_rd 10 seurat 12 1 0.385122930221134 0.225662061295882
Zhengmix4uneq hvg 1500 pca_rd 10 seurat 13 1.2 0.357705665512336 0.198657568820803
Zhengmix4uneq hvg 1500 pca_rd 10 seurat 14 1.5 0.350646225669533 0.206477367353251
Zhengmix4uneq hvg 1500 pca_rd 10 seurat 18 2 0.258701357278111 0.168272938230187
Zhengmix4uneq hvg 1500 pca_rd 30 kmeans 2 NA 0.527427494223986 0.465000636730294
Zhengmix4uneq hvg 1500 pca_rd 30 kmeans 3 NA 0.822222577818861 0.345080268789377
Zhengmix4uneq hvg 1500 pca_rd 30 kmeans 4 NA 0.814681026589738 0.345531849510644
Zhengmix4uneq hvg 1500 pca_rd 30 kmeans 5 NA 0.63509731939495 0.258225703805976
Zhengmix4uneq hvg 1500 pca_rd 30 kmeans 6 NA 0.633210419461295 0.261797902634462
Zhengmix4uneq hvg 1500 pca_rd 30 kmeans 7 NA 0.632974537386245 0.262955390219403
Zhengmix4uneq hvg 1500 pca_rd 30 kmeans 8 NA 0.640312347971435 0.264489712963458
Zhengmix4uneq hvg 1500 pca_rd 30 kmeans 9 NA 0.634684456762138 0.265959287737095
Zhengmix4uneq hvg 1500 pca_rd 30 kmeans 10 NA 0.712961021572883 0.271434366778713
Zhengmix4uneq hvg 1500 pca_rd 30 seurat 4 0.05 0.971905295779657 0.275014646842357
Zhengmix4uneq hvg 1500 pca_rd 30 seurat 5 0.1 0.961866013777335 0.287497232513003
Zhengmix4uneq hvg 1500 pca_rd 30 seurat 6 0.2 0.96002438139804 0.291061595754514
Zhengmix4uneq hvg 1500 pca_rd 30 seurat 8 0.5 0.714540145673148 0.2519955535133
Zhengmix4uneq hvg 1500 pca_rd 30 seurat 10 0.8 0.592507312271695 0.214736198725935
Zhengmix4uneq hvg 1500 pca_rd 30 seurat 12 1 0.476645551469067 0.186856150829712
Zhengmix4uneq hvg 1500 pca_rd 30 seurat 13 1.2 0.427385503867618 0.171298580508868
Zhengmix4uneq hvg 1500 pca_rd 30 seurat 15 1.5 0.412332224916285 0.176513798421089
Zhengmix4uneq hvg 1500 pca_rd 30 seurat 17 2 0.31853903598473 0.126373799835104
Zhengmix4uneq hvg 1500 pca_rp 10 kmeans 2 NA 0.528713793574023 0.567568822843127
Zhengmix4uneq hvg 1500 pca_rp 10 kmeans 3 NA 0.832457757445702 0.474666833139465
Zhengmix4uneq hvg 1500 pca_rp 10 kmeans 4 NA 0.814926171583829 0.49462284796396
Zhengmix4uneq hvg 1500 pca_rp 10 kmeans 5 NA 0.627773147558481 0.447891636533404
Zhengmix4uneq hvg 1500 pca_rp 10 kmeans 6 NA 0.625668626230555 0.453308187852848
Zhengmix4uneq hvg 1500 pca_rp 10 kmeans 7 NA 0.625200354799461 0.455567717625662
Zhengmix4uneq hvg 1500 pca_rp 10 kmeans 8 NA 0.697180899673073 0.44244636662776
Zhengmix4uneq hvg 1500 pca_rp 10 kmeans 9 NA 0.67418527963563 0.431316756697176
Zhengmix4uneq hvg 1500 pca_rp 10 kmeans 10 NA 0.61375966078564 0.347959342549913
Zhengmix4uneq hvg 1500 pca_rp 10 mclust 2 NA 0.504228137862532 0.51568585741887
Zhengmix4uneq hvg 1500 pca_rp 10 mclust 3 NA 0.589959726578297 0.36028949087178
Zhengmix4uneq hvg 1500 pca_rp 10 mclust 4 NA 0.727945717554318 0.44290402660022
Zhengmix4uneq hvg 1500 pca_rp 10 mclust 5 NA 0.789201795005579 0.342268250812134
Zhengmix4uneq hvg 1500 pca_rp 10 mclust 6 NA 0.781579166085759 0.350987795393824
Zhengmix4uneq hvg 1500 pca_rp 10 mclust 7 NA 0.745881766471652 0.302422165138558
Zhengmix4uneq hvg 1500 pca_rp 10 mclust 8 NA 0.600142439273609 0.299484772732066
Zhengmix4uneq hvg 1500 pca_rp 10 mclust 9 NA 0.574221261910504 0.27914987843823
Zhengmix4uneq hvg 1500 pca_rp 10 mclust 10 NA 0.510199272106014 0.132742768087826
Zhengmix4uneq hvg 1500 pca_rp 10 seurat 4 0.05 0.965074888016787 0.424313456154537
Zhengmix4uneq hvg 1500 pca_rp 10 seurat 4 0.1 0.965074888016787 0.424313456154537
Zhengmix4uneq hvg 1500 pca_rp 10 seurat 6 0.2 0.725816056152536 0.433251482880707
Zhengmix4uneq hvg 1500 pca_rp 10 seurat 7 0.5 0.608107910781224 0.363589502474712
Zhengmix4uneq hvg 1500 pca_rp 10 seurat 9 0.8 0.462388462939643 0.247569949430507
Zhengmix4uneq hvg 1500 pca_rp 10 seurat 10 1 0.429379861898055 0.242366131317642
Zhengmix4uneq hvg 1500 pca_rp 10 seurat 12 1.2 0.417562299112779 0.26031711766799
Zhengmix4uneq hvg 1500 pca_rp 10 seurat 13 1.5 0.33422683454927 0.225212921516867
Zhengmix4uneq hvg 1500 pca_rp 10 seurat 20 2 0.215623365627486 0.112451064811605
Zhengmix4uneq hvg 1500 pca_rp 30 kmeans 2 NA 0.528713793574023 0.478079967083413
Zhengmix4uneq hvg 1500 pca_rp 30 kmeans 3 NA 0.831858068986175 0.327547845045685
Zhengmix4uneq hvg 1500 pca_rp 30 kmeans 4 NA 0.814619663930928 0.342653373216371
Zhengmix4uneq hvg 1500 pca_rp 30 kmeans 5 NA 0.628898985716617 0.299601167256279
Zhengmix4uneq hvg 1500 pca_rp 30 kmeans 6 NA 0.626797721753069 0.303906151690134
Zhengmix4uneq hvg 1500 pca_rp 30 kmeans 7 NA 0.626331925945778 0.305502447921973
Zhengmix4uneq hvg 1500 pca_rp 30 kmeans 8 NA 0.626329925477275 0.306066425010825
Zhengmix4uneq hvg 1500 pca_rp 30 kmeans 9 NA 0.736534707499237 0.297603489838713
Zhengmix4uneq hvg 1500 pca_rp 30 kmeans 10 NA 0.735724880276805 0.29877152655671
Zhengmix4uneq hvg 1500 pca_rp 30 seurat 4 0.05 0.972987298560934 0.281482354081891
Zhengmix4uneq hvg 1500 pca_rp 30 seurat 4 0.1 0.972986549796849 0.281262141585896
Zhengmix4uneq hvg 1500 pca_rp 30 seurat 6 0.2 0.955370823581169 0.29848198086296
Zhengmix4uneq hvg 1500 pca_rp 30 seurat 10 0.5 0.700103508731229 0.285757000290191
Zhengmix4uneq hvg 1500 pca_rp 30 seurat 11 0.8 0.590928743479636 0.227447848344457
Zhengmix4uneq hvg 1500 pca_rp 30 seurat 12 1 0.554995103571587 0.223242755707342
Zhengmix4uneq hvg 1500 pca_rp 30 seurat 12 1.2 0.549886734834969 0.22193393047175
Zhengmix4uneq hvg 1500 pca_rp 30 seurat 17 1.5 0.408459163314033 0.14599714701508
Zhengmix4uneq hvg 1500 pca_rp 30 seurat 21 2 0.316104266134939 0.0877414726487674
Zhengmix4uneq hvg 1500 zinbwave 10 kmeans 2 NA 0.527626560498598 0.215220565634257
Zhengmix4uneq hvg 1500 zinbwave 10 kmeans 3 NA 0.829480325037931 0.224295139662334
Zhengmix4uneq hvg 1500 zinbwave 10 kmeans 4 NA 0.75514055543135 0.203241442667656
Zhengmix4uneq hvg 1500 zinbwave 10 kmeans 5 NA 0.643389413279114 0.19862867440692
Zhengmix4uneq hvg 1500 zinbwave 10 kmeans 6 NA 0.507184039892928 0.195266852552666
Zhengmix4uneq hvg 1500 zinbwave 10 kmeans 7 NA 0.498647880150182 0.202475867952817
Zhengmix4uneq hvg 1500 zinbwave 10 kmeans 8 NA 0.437301257934541 0.193019681485162
Zhengmix4uneq hvg 1500 zinbwave 10 kmeans 9 NA 0.429287672522156 0.19079705163325
Zhengmix4uneq hvg 1500 zinbwave 10 kmeans 10 NA 0.394144479763171 0.175115387708726
Zhengmix4uneq hvg 1500 zinbwave 10 mclust 2 NA 0.52891333585112 0.215466665863348
Zhengmix4uneq hvg 1500 zinbwave 10 mclust 3 NA 0.828455586624324 0.223467572759415
Zhengmix4uneq hvg 1500 zinbwave 10 mclust 4 NA 0.825420313285597 0.204887022844761
Zhengmix4uneq hvg 1500 zinbwave 10 mclust 5 NA 0.882085021031971 0.198377080001914
Zhengmix4uneq hvg 1500 zinbwave 10 mclust 6 NA 0.839501078646757 0.19238663956422
Zhengmix4uneq hvg 1500 zinbwave 10 mclust 7 NA 0.659609980941296 0.159178617409817
Zhengmix4uneq hvg 1500 zinbwave 10 mclust 8 NA 0.593410082427051 0.145760669409567
Zhengmix4uneq hvg 1500 zinbwave 10 mclust 9 NA 0.572992532974821 0.109584309463129
Zhengmix4uneq hvg 1500 zinbwave 10 mclust 10 NA 0.516122700614108 0.139469775763806
Zhengmix4uneq hvg 1500 zinbwave 10 seurat 3 0.05 0.828210549080465 0.223593650619872
Zhengmix4uneq hvg 1500 zinbwave 10 seurat 4 0.1 0.967251996008766 0.198295894472307
Zhengmix4uneq hvg 1500 zinbwave 10 seurat 5 0.2 0.956880235388397 0.204347957122145
Zhengmix4uneq hvg 1500 zinbwave 10 seurat 7 0.5 0.684148171824909 0.192851756397794
Zhengmix4uneq hvg 1500 zinbwave 10 seurat 9 0.8 0.445174883027421 0.183974018724093
Zhengmix4uneq hvg 1500 zinbwave 10 seurat 9 1 0.44395026017132 0.183460800612047
Zhengmix4uneq hvg 1500 zinbwave 10 seurat 10 1.2 0.436193335014844 0.188398836056574
Zhengmix4uneq hvg 1500 zinbwave 10 seurat 12 1.5 0.356026623090463 0.14199253648651
Zhengmix4uneq hvg 1500 zinbwave 10 seurat 15 2 0.279146741672395 0.122537142027841
Zhengmix4uneq hvg 1500 zinbwave 30 kmeans 2 NA 0.533074324753399 0.0791681834194853
Zhengmix4uneq hvg 1500 zinbwave 30 kmeans 3 NA 0.835264021360479 0.0606474876862916
Zhengmix4uneq hvg 1500 zinbwave 30 kmeans 4 NA 0.655480985099692 0.0438291368502735
Zhengmix4uneq hvg 1500 zinbwave 30 kmeans 5 NA 0.53086480295792 0.0474050663443916
Zhengmix4uneq hvg 1500 zinbwave 30 kmeans 6 NA 0.558172473046732 0.0460863015235995
Zhengmix4uneq hvg 1500 zinbwave 30 kmeans 7 NA 0.482477213404091 0.0422735098014331
Zhengmix4uneq hvg 1500 zinbwave 30 kmeans 8 NA 0.43762887346016 0.0431794533147489
Zhengmix4uneq hvg 1500 zinbwave 30 kmeans 9 NA 0.384409471530089 0.0420751295549998
Zhengmix4uneq hvg 1500 zinbwave 30 kmeans 10 NA 0.366586315458515 0.0355168269880706
Zhengmix4uneq hvg 1500 zinbwave 30 seurat 3 0.05 0.828351018702145 0.0597399237593211
Zhengmix4uneq hvg 1500 zinbwave 30 seurat 3 0.1 0.828351018702145 0.0597399237593211
Zhengmix4uneq hvg 1500 zinbwave 30 seurat 3 0.2 0.828888337416143 0.0597459682459829
Zhengmix4uneq hvg 1500 zinbwave 30 seurat 6 0.5 0.932883544168575 0.0244626427195623
Zhengmix4uneq hvg 1500 zinbwave 30 seurat 6 0.8 0.925336993925789 0.0243928979347573
Zhengmix4uneq hvg 1500 zinbwave 30 seurat 6 1 0.914334365924697 0.0237349147897038
Zhengmix4uneq hvg 1500 zinbwave 30 seurat 7 1.2 0.682467440149998 0.0182783082825171
Zhengmix4uneq hvg 1500 zinbwave 30 seurat 7 1.5 0.632390814074959 0.013664125266551
Zhengmix4uneq hvg 1500 zinbwave 30 seurat 10 2 0.437236355563196 0.012023678650325
Zhengmix8eq dev 60 glmpca 10 kmeans 2 NA 0.173153652051487 0.394678664128665
Zhengmix8eq dev 60 glmpca 10 kmeans 3 NA 0.317665497072048 0.428053884318863
Zhengmix8eq dev 60 glmpca 10 kmeans 4 NA 0.364622939912794 0.483907870424935
Zhengmix8eq dev 60 glmpca 10 kmeans 5 NA 0.508278287717369 0.406908064408448
Zhengmix8eq dev 60 glmpca 10 kmeans 6 NA 0.536337444063539 0.376719545999259
Zhengmix8eq dev 60 glmpca 10 kmeans 7 NA 0.546973427696357 0.348949942615626
Zhengmix8eq dev 60 glmpca 10 kmeans 8 NA 0.501464777264358 0.317076552954457
Zhengmix8eq dev 60 glmpca 10 kmeans 9 NA 0.515223787472966 0.311168332771725
Zhengmix8eq dev 60 glmpca 10 kmeans 10 NA 0.524992112646214 0.306375302857986
Zhengmix8eq dev 60 glmpca 10 mclust 2 NA 0.091847683140851 0.280653756119237
Zhengmix8eq dev 60 glmpca 10 mclust 3 NA 0.215576414716258 0.392667856397708
Zhengmix8eq dev 60 glmpca 10 mclust 4 NA 0.361199020276597 0.482907928598353
Zhengmix8eq dev 60 glmpca 10 mclust 5 NA 0.386050257194984 0.379330126410349
Zhengmix8eq dev 60 glmpca 10 mclust 6 NA 0.500736590246678 0.358301652078785
Zhengmix8eq dev 60 glmpca 10 mclust 7 NA 0.596185738576905 0.282055282792181
Zhengmix8eq dev 60 glmpca 10 mclust 8 NA 0.624284501376582 0.260309021692677
Zhengmix8eq dev 60 glmpca 10 mclust 9 NA 0.597349680584529 0.203164903540398
Zhengmix8eq dev 60 glmpca 10 mclust 10 NA 0.542172090261415 0.161525472494141
Zhengmix8eq dev 60 glmpca 10 seurat 4 0.05 0.36206674667167 0.484398607202259
Zhengmix8eq dev 60 glmpca 10 seurat 4 0.1 0.36206674667167 0.484398607202259
Zhengmix8eq dev 60 glmpca 10 seurat 4 0.2 0.36206674667167 0.484398607202259
Zhengmix8eq dev 60 glmpca 10 seurat 5 0.5 0.510570500502506 0.404766349947504
Zhengmix8eq dev 60 glmpca 10 seurat 6 0.8 0.538971870433688 0.368512975735782
Zhengmix8eq dev 60 glmpca 10 seurat 7 1 0.546482067803575 0.338379755415639
Zhengmix8eq dev 60 glmpca 10 seurat 11 1.2 0.531761146922575 0.245781451155261
Zhengmix8eq dev 60 glmpca 10 seurat 13 1.5 0.458262317254055 0.184213447074347
Zhengmix8eq dev 60 glmpca 10 seurat 15 2 0.373615610284767 0.153318456504853
Zhengmix8eq dev 60 glmpca 30 kmeans 2 NA 0.18062831017206 0.287795594813689
Zhengmix8eq dev 60 glmpca 30 kmeans 3 NA 0.221398609659139 0.320750999539843
Zhengmix8eq dev 60 glmpca 30 kmeans 4 NA 0.364287850458896 0.356361176496689
Zhengmix8eq dev 60 glmpca 30 kmeans 5 NA 0.468587057950993 0.292389230263649
Zhengmix8eq dev 60 glmpca 30 kmeans 6 NA 0.495991979679389 0.268704584671073
Zhengmix8eq dev 60 glmpca 30 kmeans 7 NA 0.523188560335587 0.254788644252604
Zhengmix8eq dev 60 glmpca 30 kmeans 8 NA 0.534160876172653 0.254564402957476
Zhengmix8eq dev 60 glmpca 30 kmeans 9 NA 0.545014312681374 0.238059928180779
Zhengmix8eq dev 60 glmpca 30 kmeans 10 NA 0.497570147824664 0.21683859849173
Zhengmix8eq dev 60 glmpca 30 seurat 4 0.05 0.363855814411739 0.355387021379472
Zhengmix8eq dev 60 glmpca 30 seurat 4 0.1 0.363855814411739 0.355387021379472
Zhengmix8eq dev 60 glmpca 30 seurat 4 0.2 0.363855814411739 0.355387021379472
Zhengmix8eq dev 60 glmpca 30 seurat 5 0.5 0.471589152355596 0.270644653200505
Zhengmix8eq dev 60 glmpca 30 seurat 6 0.8 0.498034897347824 0.263285078326571
Zhengmix8eq dev 60 glmpca 30 seurat 7 1 0.544218188057623 0.246865665956255
Zhengmix8eq dev 60 glmpca 30 seurat 8 1.2 0.549483823232688 0.230046417473394
Zhengmix8eq dev 60 glmpca 30 seurat 8 1.5 0.548469303429368 0.217165947327056
Zhengmix8eq dev 60 glmpca 30 seurat 11 2 0.495470115096229 0.163745546581208
Zhengmix8eq dev 60 pca_log 10 kmeans 2 NA 0.0924399172028797 0.452424283422299
Zhengmix8eq dev 60 pca_log 10 kmeans 3 NA 0.21829162665575 0.479539207559492
Zhengmix8eq dev 60 pca_log 10 kmeans 4 NA 0.361016847006122 0.512690659920289
Zhengmix8eq dev 60 pca_log 10 kmeans 5 NA 0.50231122654423 0.327032144167267
Zhengmix8eq dev 60 pca_log 10 kmeans 6 NA 0.501807605118098 0.33208030086963
Zhengmix8eq dev 60 pca_log 10 kmeans 7 NA 0.525688115927806 0.332257183723701
Zhengmix8eq dev 60 pca_log 10 kmeans 8 NA 0.470040356706905 0.298963793072792
Zhengmix8eq dev 60 pca_log 10 kmeans 9 NA 0.460535033155401 0.302788607182086
Zhengmix8eq dev 60 pca_log 10 kmeans 10 NA 0.46640073672846 0.289098935672452
Zhengmix8eq dev 60 pca_log 10 mclust 2 NA 0.210966523925059 0.313349841431236
Zhengmix8eq dev 60 pca_log 10 mclust 3 NA 0.271698488069592 0.365163286196971
Zhengmix8eq dev 60 pca_log 10 mclust 4 NA 0.338776135229413 0.4247208324606
Zhengmix8eq dev 60 pca_log 10 mclust 5 NA 0.384165678784576 0.327345839323794
Zhengmix8eq dev 60 pca_log 10 mclust 6 NA 0.431151605870327 0.255436711965621
Zhengmix8eq dev 60 pca_log 10 mclust 7 NA 0.406397863800772 0.279169189302748
Zhengmix8eq dev 60 pca_log 10 mclust 8 NA 0.426005008883266 0.219152110743286
Zhengmix8eq dev 60 pca_log 10 mclust 9 NA 0.439408367550097 0.213686212510983
Zhengmix8eq dev 60 pca_log 10 mclust 10 NA 0.464029678538242 0.195608395005574
Zhengmix8eq dev 60 pca_log 10 seurat 5 0.05 0.365166556432072 0.490659442889165
Zhengmix8eq dev 60 pca_log 10 seurat 5 0.1 0.365166556432072 0.490659442889165
Zhengmix8eq dev 60 pca_log 10 seurat 6 0.2 0.416121323286652 0.369948851198634
Zhengmix8eq dev 60 pca_log 10 seurat 10 0.5 0.535227183853353 0.273823704845221
Zhengmix8eq dev 60 pca_log 10 seurat 10 0.8 0.537529307445903 0.274119038059227
Zhengmix8eq dev 60 pca_log 10 seurat 10 1 0.534577186605869 0.276700119113052
Zhengmix8eq dev 60 pca_log 10 seurat 12 1.2 0.537891291215344 0.278444393013995
Zhengmix8eq dev 60 pca_log 10 seurat 15 1.5 0.522116738568478 0.230690176908962
Zhengmix8eq dev 60 pca_log 10 seurat 18 2 0.390446222093208 0.103736881123186
Zhengmix8eq dev 60 pca_log 30 kmeans 2 NA 0.0924399172028797 0.383964183770818
Zhengmix8eq dev 60 pca_log 30 kmeans 3 NA 0.21829162665575 0.344953814175204
Zhengmix8eq dev 60 pca_log 30 kmeans 4 NA 0.361016847006122 0.350484352479049
Zhengmix8eq dev 60 pca_log 30 kmeans 5 NA 0.498460364397656 0.186319963773965
Zhengmix8eq dev 60 pca_log 30 kmeans 6 NA 0.498915477906375 0.190559265370914
Zhengmix8eq dev 60 pca_log 30 kmeans 7 NA 0.530241652421063 0.180539738076235
Zhengmix8eq dev 60 pca_log 30 kmeans 8 NA 0.474201478967742 0.172929409770759
Zhengmix8eq dev 60 pca_log 30 kmeans 9 NA 0.421667605734945 0.178571019801213
Zhengmix8eq dev 60 pca_log 30 kmeans 10 NA 0.436784450079965 0.182871675117812
Zhengmix8eq dev 60 pca_log 30 seurat 6 0.05 0.369267448572338 0.269533351241528
Zhengmix8eq dev 60 pca_log 30 seurat 8 0.1 0.414176700632707 0.13672889634917
Zhengmix8eq dev 60 pca_log 30 seurat 9 0.2 0.425480144448708 0.136416993401112
Zhengmix8eq dev 60 pca_log 30 seurat 15 0.5 0.480680379456847 0.126422915257516
Zhengmix8eq dev 60 pca_log 30 seurat 16 0.8 0.481621998257939 0.132179584048799
Zhengmix8eq dev 60 pca_log 30 seurat 17 1 0.470452579175056 0.12305600760476
Zhengmix8eq dev 60 pca_log 30 seurat 18 1.2 0.399814745241555 0.104679569966354
Zhengmix8eq dev 60 pca_log 30 seurat 21 1.5 0.408917208087154 0.105096491669534
Zhengmix8eq dev 60 pca_log 30 seurat 23 2 0.292608147287511 0.0873473397384045
Zhengmix8eq dev 60 pca_rd 10 kmeans 2 NA 0.178873367979522 0.394859775316997
Zhengmix8eq dev 60 pca_rd 10 kmeans 3 NA 0.214448508485951 0.467865683631512
Zhengmix8eq dev 60 pca_rd 10 kmeans 4 NA 0.358043413390007 0.455274352560077
Zhengmix8eq dev 60 pca_rd 10 kmeans 5 NA 0.350688135272838 0.467872923888597
Zhengmix8eq dev 60 pca_rd 10 kmeans 6 NA 0.437339238601105 0.356311708639979
Zhengmix8eq dev 60 pca_rd 10 kmeans 7 NA 0.53577743145244 0.315741805227337
Zhengmix8eq dev 60 pca_rd 10 kmeans 8 NA 0.603127614858931 0.305381835807873
Zhengmix8eq dev 60 pca_rd 10 kmeans 9 NA 0.562353963029173 0.263504467233824
Zhengmix8eq dev 60 pca_rd 10 kmeans 10 NA 0.497475276029263 0.213726127393053
Zhengmix8eq dev 60 pca_rd 10 mclust 2 NA 0.182260931161224 0.38141733761191
Zhengmix8eq dev 60 pca_rd 10 mclust 3 NA 0.31881446612562 0.413143760264554
Zhengmix8eq dev 60 pca_rd 10 mclust 4 NA 0.361592777644127 0.452738537715868
Zhengmix8eq dev 60 pca_rd 10 mclust 5 NA 0.349518564608493 0.448151547707057
Zhengmix8eq dev 60 pca_rd 10 mclust 6 NA 0.49509632259894 0.304883778311579
Zhengmix8eq dev 60 pca_rd 10 mclust 7 NA 0.582705358212149 0.294491815199331
Zhengmix8eq dev 60 pca_rd 10 mclust 8 NA 0.630585374541391 0.269842004618291
Zhengmix8eq dev 60 pca_rd 10 mclust 9 NA 0.625523894659824 0.258662150302114
Zhengmix8eq dev 60 pca_rd 10 mclust 10 NA 0.664059657225208 0.256547092563894
Zhengmix8eq dev 60 pca_rd 10 seurat 4 0.05 0.360710706948286 0.454995972968592
Zhengmix8eq dev 60 pca_rd 10 seurat 4 0.1 0.360710706948286 0.454995972968592
Zhengmix8eq dev 60 pca_rd 10 seurat 4 0.2 0.360710706948286 0.454995972968592
Zhengmix8eq dev 60 pca_rd 10 seurat 7 0.5 0.596405943619727 0.306943803378108
Zhengmix8eq dev 60 pca_rd 10 seurat 8 0.8 0.609598193791793 0.297355378472078
Zhengmix8eq dev 60 pca_rd 10 seurat 9 1 0.596753677462102 0.294688401603079
Zhengmix8eq dev 60 pca_rd 10 seurat 10 1.2 0.655447189557629 0.294139303745156
Zhengmix8eq dev 60 pca_rd 10 seurat 10 1.5 0.636022885475964 0.286199382376245
Zhengmix8eq dev 60 pca_rd 10 seurat 13 2 0.558897803933362 0.184479173051288
Zhengmix8eq dev 60 pca_rd 30 kmeans 2 NA 0.178873367979522 0.310000792576501
Zhengmix8eq dev 60 pca_rd 30 kmeans 3 NA 0.214448508485951 0.358576868786628
Zhengmix8eq dev 60 pca_rd 30 kmeans 4 NA 0.358073573235083 0.324286395153785
Zhengmix8eq dev 60 pca_rd 30 kmeans 5 NA 0.350721209449539 0.33479242389153
Zhengmix8eq dev 60 pca_rd 30 kmeans 6 NA 0.431277878031883 0.244907848685355
Zhengmix8eq dev 60 pca_rd 30 kmeans 7 NA 0.553094835712208 0.20209045946765
Zhengmix8eq dev 60 pca_rd 30 kmeans 8 NA 0.533892594296152 0.204206957429267
Zhengmix8eq dev 60 pca_rd 30 kmeans 9 NA 0.593669949579253 0.196633115363283
Zhengmix8eq dev 60 pca_rd 30 kmeans 10 NA 0.531982330916583 0.156794478227074
Zhengmix8eq dev 60 pca_rd 30 seurat 4 0.05 0.360710706948286 0.324138393799588
Zhengmix8eq dev 60 pca_rd 30 seurat 4 0.1 0.360710706948286 0.324138393799588
Zhengmix8eq dev 60 pca_rd 30 seurat 4 0.2 0.360710706948286 0.324138393799588
Zhengmix8eq dev 60 pca_rd 30 seurat 7 0.5 0.560381227805551 0.206524400069563
Zhengmix8eq dev 60 pca_rd 30 seurat 8 0.8 0.586475907340356 0.201569273378369
Zhengmix8eq dev 60 pca_rd 30 seurat 9 1 0.597867209730809 0.191362974945256
Zhengmix8eq dev 60 pca_rd 30 seurat 9 1.2 0.598724565932099 0.19146793852238
Zhengmix8eq dev 60 pca_rd 30 seurat 9 1.5 0.597150693383596 0.191170388324941
Zhengmix8eq dev 60 pca_rd 30 seurat 11 2 0.624389949542577 0.174484182311272
Zhengmix8eq dev 60 pca_rp 10 kmeans 2 NA 0.177313525025963 0.396204205665851
Zhengmix8eq dev 60 pca_rp 10 kmeans 3 NA 0.213379416708057 0.467356366864129
Zhengmix8eq dev 60 pca_rp 10 kmeans 4 NA 0.3561201939513 0.428713845896537
Zhengmix8eq dev 60 pca_rp 10 kmeans 5 NA 0.348772712902065 0.444606195561539
Zhengmix8eq dev 60 pca_rp 10 kmeans 6 NA 0.420309549263584 0.369214774167142
Zhengmix8eq dev 60 pca_rp 10 kmeans 7 NA 0.557885314580243 0.31637982071822
Zhengmix8eq dev 60 pca_rp 10 kmeans 8 NA 0.558037399481902 0.31902151114686
Zhengmix8eq dev 60 pca_rp 10 kmeans 9 NA 0.600635921296745 0.308603888882098
Zhengmix8eq dev 60 pca_rp 10 kmeans 10 NA 0.55971770804178 0.271278965017146
Zhengmix8eq dev 60 pca_rp 10 mclust 2 NA 0.171185827077357 0.308713532804419
Zhengmix8eq dev 60 pca_rp 10 mclust 3 NA 0.315575826401584 0.397828134433308
Zhengmix8eq dev 60 pca_rp 10 mclust 4 NA 0.360775217115952 0.429116855720158
Zhengmix8eq dev 60 pca_rp 10 mclust 5 NA 0.347255892336605 0.421850843193014
Zhengmix8eq dev 60 pca_rp 10 mclust 6 NA 0.578613696590385 0.300271522106264
Zhengmix8eq dev 60 pca_rp 10 mclust 7 NA 0.585493147700598 0.296436732680729
Zhengmix8eq dev 60 pca_rp 10 mclust 8 NA 0.600962681286502 0.252350951030773
Zhengmix8eq dev 60 pca_rp 10 mclust 9 NA 0.618437752753333 0.247251662306951
Zhengmix8eq dev 60 pca_rp 10 mclust 10 NA 0.608621298658655 0.235087878065111
Zhengmix8eq dev 60 pca_rp 10 seurat 4 0.05 0.360104032510089 0.427691442098471
Zhengmix8eq dev 60 pca_rp 10 seurat 4 0.1 0.360104032510089 0.427691442098471
Zhengmix8eq dev 60 pca_rp 10 seurat 5 0.2 0.581944697996231 0.290561153680307
Zhengmix8eq dev 60 pca_rp 10 seurat 7 0.5 0.59276901304468 0.311497343361941
Zhengmix8eq dev 60 pca_rp 10 seurat 8 0.8 0.608839537198597 0.300645244838757
Zhengmix8eq dev 60 pca_rp 10 seurat 9 1 0.597403433630069 0.300273407380757
Zhengmix8eq dev 60 pca_rp 10 seurat 9 1.2 0.581518549714682 0.294448096862956
Zhengmix8eq dev 60 pca_rp 10 seurat 12 1.5 0.600157647872162 0.258825625991077
Zhengmix8eq dev 60 pca_rp 10 seurat 16 2 0.484239899001506 0.189889003703327
Zhengmix8eq dev 60 pca_rp 30 kmeans 2 NA 0.177313525025963 0.306356157716728
Zhengmix8eq dev 60 pca_rp 30 kmeans 3 NA 0.213379416708057 0.349265795618633
Zhengmix8eq dev 60 pca_rp 30 kmeans 4 NA 0.355543114286582 0.286458134785278
Zhengmix8eq dev 60 pca_rp 30 kmeans 5 NA 0.348196308569193 0.299584141411842
Zhengmix8eq dev 60 pca_rp 30 kmeans 6 NA 0.42032889961393 0.243741027951196
Zhengmix8eq dev 60 pca_rp 30 kmeans 7 NA 0.583279277047774 0.19238815524534
Zhengmix8eq dev 60 pca_rp 30 kmeans 8 NA 0.534634637976187 0.162406860223897
Zhengmix8eq dev 60 pca_rp 30 kmeans 9 NA 0.534952564351902 0.164542790816341
Zhengmix8eq dev 60 pca_rp 30 kmeans 10 NA 0.490458028240116 0.118082352401394
Zhengmix8eq dev 60 pca_rp 30 seurat 4 0.05 0.360042037182741 0.285493971988147
Zhengmix8eq dev 60 pca_rp 30 seurat 4 0.1 0.360042037182741 0.285493971988147
Zhengmix8eq dev 60 pca_rp 30 seurat 4 0.2 0.360042037182741 0.285493971988147
Zhengmix8eq dev 60 pca_rp 30 seurat 6 0.5 0.573373276702543 0.192301749496964
Zhengmix8eq dev 60 pca_rp 30 seurat 7 0.8 0.599080764064319 0.191104386536717
Zhengmix8eq dev 60 pca_rp 30 seurat 9 1 0.605459332820338 0.178097388651066
Zhengmix8eq dev 60 pca_rp 30 seurat 9 1.2 0.600968779351896 0.176741043736698
Zhengmix8eq dev 60 pca_rp 30 seurat 10 1.5 0.59891375876617 0.179108161270624
Zhengmix8eq dev 60 pca_rp 30 seurat 14 2 0.527273569271931 0.110525437789138
Zhengmix8eq dev 60 zinbwave 10 kmeans 2 NA 0.0869594650344896 0.223708343280146
Zhengmix8eq dev 60 zinbwave 10 kmeans 3 NA 0.210212388777015 0.200462451471184
Zhengmix8eq dev 60 zinbwave 10 kmeans 4 NA 0.352995275888407 0.227532177948864
Zhengmix8eq dev 60 zinbwave 10 kmeans 5 NA 0.441697631536889 0.217098187710811
Zhengmix8eq dev 60 zinbwave 10 kmeans 6 NA 0.487881302569777 0.202730672350198
Zhengmix8eq dev 60 zinbwave 10 kmeans 7 NA 0.432402227914123 0.186665846006112
Zhengmix8eq dev 60 zinbwave 10 kmeans 8 NA 0.45490762273614 0.180620989271739
Zhengmix8eq dev 60 zinbwave 10 kmeans 9 NA 0.495751613827363 0.175301889321275
Zhengmix8eq dev 60 zinbwave 10 kmeans 10 NA 0.495692798086636 0.168849585747348
Zhengmix8eq dev 60 zinbwave 10 mclust 2 NA 0.1730352033183 0.182046915387738
Zhengmix8eq dev 60 zinbwave 10 mclust 3 NA 0.215491820505113 0.196218541928096
Zhengmix8eq dev 60 zinbwave 10 mclust 4 NA 0.35770516790137 0.222684015457069
Zhengmix8eq dev 60 zinbwave 10 mclust 5 NA 0.400123373655764 0.203141694202538
Zhengmix8eq dev 60 zinbwave 10 mclust 6 NA 0.478022089215571 0.14880714292771
Zhengmix8eq dev 60 zinbwave 10 mclust 7 NA 0.509533414827173 0.126726981588473
Zhengmix8eq dev 60 zinbwave 10 mclust 8 NA 0.577573511039646 0.136040017425272
Zhengmix8eq dev 60 zinbwave 10 mclust 9 NA 0.547765317459264 0.0926224288066991
Zhengmix8eq dev 60 zinbwave 10 mclust 10 NA 0.549310796734235 0.0837549587192784
Zhengmix8eq dev 60 zinbwave 10 seurat 4 0.05 0.359030857207298 0.226271906584656
Zhengmix8eq dev 60 zinbwave 10 seurat 4 0.1 0.359306776042279 0.226289965287342
Zhengmix8eq dev 60 zinbwave 10 seurat 4 0.2 0.359306776042279 0.226289965287342
Zhengmix8eq dev 60 zinbwave 10 seurat 5 0.5 0.473166605796583 0.211425213300834
Zhengmix8eq dev 60 zinbwave 10 seurat 7 0.8 0.601414157000913 0.168955189245866
Zhengmix8eq dev 60 zinbwave 10 seurat 7 1 0.601243505332263 0.169042454035646
Zhengmix8eq dev 60 zinbwave 10 seurat 9 1.2 0.595320214141702 0.157271693333188
Zhengmix8eq dev 60 zinbwave 10 seurat 11 1.5 0.593823879461454 0.151483021772015
Zhengmix8eq dev 60 zinbwave 10 seurat 14 2 0.409551685043853 0.124733990467699
Zhengmix8eq dev 60 zinbwave 30 kmeans 2 NA 0.090343643295054 0.123500864261327
Zhengmix8eq dev 60 zinbwave 30 kmeans 3 NA 0.206242597363696 0.0773033776396982
Zhengmix8eq dev 60 zinbwave 30 kmeans 4 NA 0.323750482262725 0.0781556514469887
Zhengmix8eq dev 60 zinbwave 30 kmeans 5 NA 0.397516859514053 0.084681505396519
Zhengmix8eq dev 60 zinbwave 30 kmeans 6 NA 0.416975121848876 0.0805421762595845
Zhengmix8eq dev 60 zinbwave 30 kmeans 7 NA 0.429480530002576 0.0666315526503675
Zhengmix8eq dev 60 zinbwave 30 kmeans 8 NA 0.360627029798265 0.0630752088079791
Zhengmix8eq dev 60 zinbwave 30 kmeans 9 NA 0.364174071808828 0.0589721682868412
Zhengmix8eq dev 60 zinbwave 30 kmeans 10 NA 0.360413856539898 0.050138865620881
Zhengmix8eq dev 60 zinbwave 30 seurat 3 0.05 0.214226553517061 0.0741687210540586
Zhengmix8eq dev 60 zinbwave 30 seurat 3 0.1 0.214964453185294 0.0745775111932397
Zhengmix8eq dev 60 zinbwave 30 seurat 4 0.2 0.353941384712698 0.0704026387881763
Zhengmix8eq dev 60 zinbwave 30 seurat 4 0.5 0.354962402954261 0.0719181172824916
Zhengmix8eq dev 60 zinbwave 30 seurat 5 0.8 0.361826047675977 0.0760789556398365
Zhengmix8eq dev 60 zinbwave 30 seurat 5 1 0.431635468267679 0.063240961541729
Zhengmix8eq dev 60 zinbwave 30 seurat 6 1.2 0.43727278796507 0.0670956916852747
Zhengmix8eq dev 60 zinbwave 30 seurat 8 1.5 0.466068301802686 0.0653523094352964
Zhengmix8eq dev 60 zinbwave 30 seurat 9 2 0.500585346781006 0.0437430414707022
Zhengmix8eq dev 300 glmpca 10 kmeans 2 NA 0.173525268264966 0.414559390019321
Zhengmix8eq dev 300 glmpca 10 kmeans 3 NA 0.31837536176906 0.461795089511331
Zhengmix8eq dev 300 glmpca 10 kmeans 4 NA 0.364348847083384 0.528749251138792
Zhengmix8eq dev 300 glmpca 10 kmeans 5 NA 0.521301862512082 0.465835932503674
Zhengmix8eq dev 300 glmpca 10 kmeans 6 NA 0.558962528129782 0.398209504565522
Zhengmix8eq dev 300 glmpca 10 kmeans 7 NA 0.588350067188923 0.365287330976742
Zhengmix8eq dev 300 glmpca 10 kmeans 8 NA 0.625082118704547 0.365838567740067
Zhengmix8eq dev 300 glmpca 10 kmeans 9 NA 0.578614591178613 0.318076605836973
Zhengmix8eq dev 300 glmpca 10 kmeans 10 NA 0.559009009114186 0.289364742346816
Zhengmix8eq dev 300 glmpca 10 mclust 2 NA 0.173525268264966 0.414559390019321
Zhengmix8eq dev 300 glmpca 10 mclust 3 NA 0.215084583671056 0.433822222473789
Zhengmix8eq dev 300 glmpca 10 mclust 4 NA 0.361137403665986 0.528743789564624
Zhengmix8eq dev 300 glmpca 10 mclust 5 NA 0.375852701290674 0.440949805828707
Zhengmix8eq dev 300 glmpca 10 mclust 6 NA 0.621065009607223 0.322978068544582
Zhengmix8eq dev 300 glmpca 10 mclust 7 NA 0.673502892831968 0.293066219947808
Zhengmix8eq dev 300 glmpca 10 mclust 8 NA 0.752501404513211 0.340674273677993
Zhengmix8eq dev 300 glmpca 10 mclust 9 NA 0.751594992421568 0.339869940646548
Zhengmix8eq dev 300 glmpca 10 mclust 10 NA 0.750140672034653 0.307285459152365
Zhengmix8eq dev 300 glmpca 10 seurat 4 0.05 0.360016140958943 0.52885952604035
Zhengmix8eq dev 300 glmpca 10 seurat 4 0.1 0.360630294350256 0.528995922936921
Zhengmix8eq dev 300 glmpca 10 seurat 6 0.2 0.685250039564994 0.368936762943812
Zhengmix8eq dev 300 glmpca 10 seurat 7 0.5 0.743552834547818 0.355759716104849
Zhengmix8eq dev 300 glmpca 10 seurat 8 0.8 0.734541332507383 0.331148570986647
Zhengmix8eq dev 300 glmpca 10 seurat 8 1 0.734225042552676 0.33117524035624
Zhengmix8eq dev 300 glmpca 10 seurat 8 1.2 0.734621494255186 0.33079121750332
Zhengmix8eq dev 300 glmpca 10 seurat 9 1.5 0.744254617234701 0.326376375915294
Zhengmix8eq dev 300 glmpca 10 seurat 14 2 0.524724131876064 0.163485325594501
Zhengmix8eq dev 300 glmpca 30 kmeans 2 NA 0.173458062619797 0.358864612658277
Zhengmix8eq dev 300 glmpca 30 kmeans 3 NA 0.320659845857729 0.383666263761497
Zhengmix8eq dev 300 glmpca 30 kmeans 4 NA 0.365372165666405 0.437831460904316
Zhengmix8eq dev 300 glmpca 30 kmeans 5 NA 0.542830045932443 0.332179126025249
Zhengmix8eq dev 300 glmpca 30 kmeans 6 NA 0.575130588871996 0.288643495275357
Zhengmix8eq dev 300 glmpca 30 kmeans 7 NA 0.569873000609698 0.266537751764102
Zhengmix8eq dev 300 glmpca 30 kmeans 8 NA 0.597402171752104 0.263248904969275
Zhengmix8eq dev 300 glmpca 30 kmeans 9 NA 0.558485222781961 0.219943777080146
Zhengmix8eq dev 300 glmpca 30 kmeans 10 NA 0.567771462934393 0.207916567061234
Zhengmix8eq dev 300 glmpca 30 seurat 4 0.05 0.362952366313456 0.438422504783269
Zhengmix8eq dev 300 glmpca 30 seurat 4 0.1 0.362952366313456 0.438422504783269
Zhengmix8eq dev 300 glmpca 30 seurat 5 0.2 0.546059407155391 0.330709875204906
Zhengmix8eq dev 300 glmpca 30 seurat 5 0.5 0.546770005165068 0.330734295208993
Zhengmix8eq dev 300 glmpca 30 seurat 5 0.8 0.548269506140131 0.330627126558139
Zhengmix8eq dev 300 glmpca 30 seurat 7 1 0.659713565518267 0.265348139645921
Zhengmix8eq dev 300 glmpca 30 seurat 7 1.2 0.659017253032394 0.265593773816152
Zhengmix8eq dev 300 glmpca 30 seurat 8 1.5 0.707152678114813 0.214592930471358
Zhengmix8eq dev 300 glmpca 30 seurat 11 2 0.68154840711254 0.167539608842651
Zhengmix8eq dev 300 pca_log 10 kmeans 2 NA 0.086614186051231 0.45445127431924
Zhengmix8eq dev 300 pca_log 10 kmeans 3 NA 0.214117910822123 0.454139574189612
Zhengmix8eq dev 300 pca_log 10 kmeans 4 NA 0.355617502990867 0.453280162604842
Zhengmix8eq dev 300 pca_log 10 kmeans 5 NA 0.47196891211705 0.332244892223687
Zhengmix8eq dev 300 pca_log 10 kmeans 6 NA 0.439605082125588 0.307115186336341
Zhengmix8eq dev 300 pca_log 10 kmeans 7 NA 0.441852931011361 0.312019962931188
Zhengmix8eq dev 300 pca_log 10 kmeans 8 NA 0.509738402086608 0.284115406089189
Zhengmix8eq dev 300 pca_log 10 kmeans 9 NA 0.528835689008015 0.281083484407873
Zhengmix8eq dev 300 pca_log 10 kmeans 10 NA 0.490683045259524 0.267610824482973
Zhengmix8eq dev 300 pca_log 10 mclust 2 NA 0.237562969445993 0.308051507957373
Zhengmix8eq dev 300 pca_log 10 mclust 3 NA 0.315898714204779 0.406641451739127
Zhengmix8eq dev 300 pca_log 10 mclust 4 NA 0.354943956426016 0.422577783797221
Zhengmix8eq dev 300 pca_log 10 mclust 5 NA 0.420384842466123 0.320219213270762
Zhengmix8eq dev 300 pca_log 10 mclust 6 NA 0.606240392972573 0.273992174564031
Zhengmix8eq dev 300 pca_log 10 mclust 7 NA 0.598734575201454 0.261658772517698
Zhengmix8eq dev 300 pca_log 10 mclust 8 NA 0.644074901614595 0.249372712913748
Zhengmix8eq dev 300 pca_log 10 mclust 9 NA 0.664096941946061 0.257853529658573
Zhengmix8eq dev 300 pca_log 10 mclust 10 NA 0.574721076919239 0.226786137292071
Zhengmix8eq dev 300 pca_log 10 seurat 4 0.05 0.362109728035341 0.449560608169739
Zhengmix8eq dev 300 pca_log 10 seurat 4 0.1 0.362109728035341 0.449560608169739
Zhengmix8eq dev 300 pca_log 10 seurat 5 0.2 0.611627015640866 0.290918121911854
Zhengmix8eq dev 300 pca_log 10 seurat 8 0.5 0.704203972610511 0.271770925698857
Zhengmix8eq dev 300 pca_log 10 seurat 9 0.8 0.677597108376576 0.261235136008107
Zhengmix8eq dev 300 pca_log 10 seurat 11 1 0.632167602596938 0.181115651553034
Zhengmix8eq dev 300 pca_log 10 seurat 12 1.2 0.597886925619278 0.158791540764791
Zhengmix8eq dev 300 pca_log 10 seurat 12 1.5 0.599199967133082 0.159327134006963
Zhengmix8eq dev 300 pca_log 10 seurat 14 2 0.56951443413283 0.158570886120863
Zhengmix8eq dev 300 pca_log 30 kmeans 2 NA 0.086614186051231 0.386885548822749
Zhengmix8eq dev 300 pca_log 30 kmeans 3 NA 0.214117910822123 0.335960192623766
Zhengmix8eq dev 300 pca_log 30 kmeans 4 NA 0.355597873595305 0.314400893691708
Zhengmix8eq dev 300 pca_log 30 kmeans 5 NA 0.471854219130002 0.207718543246141
Zhengmix8eq dev 300 pca_log 30 kmeans 6 NA 0.438763664679518 0.186606964576781
Zhengmix8eq dev 300 pca_log 30 kmeans 7 NA 0.441576495739474 0.189114883741499
Zhengmix8eq dev 300 pca_log 30 kmeans 8 NA 0.510062316961922 0.16433975624087
Zhengmix8eq dev 300 pca_log 30 kmeans 9 NA 0.540419106396228 0.157579510346421
Zhengmix8eq dev 300 pca_log 30 kmeans 10 NA 0.502705367006259 0.142530176605113
Zhengmix8eq dev 300 pca_log 30 seurat 4 0.05 0.362465002010349 0.311339143041308
Zhengmix8eq dev 300 pca_log 30 seurat 4 0.1 0.362465002010349 0.311339143041308
Zhengmix8eq dev 300 pca_log 30 seurat 4 0.2 0.362465002010349 0.311339143041308
Zhengmix8eq dev 300 pca_log 30 seurat 6 0.5 0.513573348853762 0.191819056428246
Zhengmix8eq dev 300 pca_log 30 seurat 9 0.8 0.678073227338171 0.138240805763251
Zhengmix8eq dev 300 pca_log 30 seurat 9 1 0.67878698766689 0.138255959313049
Zhengmix8eq dev 300 pca_log 30 seurat 9 1.2 0.67647435461767 0.137886982823336
Zhengmix8eq dev 300 pca_log 30 seurat 11 1.5 0.675935880432117 0.123392079136218
Zhengmix8eq dev 300 pca_log 30 seurat 12 2 0.608831938891325 0.0603050734974317
Zhengmix8eq dev 300 pca_rd 10 kmeans 2 NA 0.180476420497089 0.381973884626366
Zhengmix8eq dev 300 pca_rd 10 kmeans 3 NA 0.217183118930515 0.469586051110406
Zhengmix8eq dev 300 pca_rd 10 kmeans 4 NA 0.361301459887792 0.417138561043617
Zhengmix8eq dev 300 pca_rd 10 kmeans 5 NA 0.595825906548416 0.36961838150253
Zhengmix8eq dev 300 pca_rd 10 kmeans 6 NA 0.586855884572054 0.381013218778383
Zhengmix8eq dev 300 pca_rd 10 kmeans 7 NA 0.635517932823477 0.382755857791125
Zhengmix8eq dev 300 pca_rd 10 kmeans 8 NA 0.670278343486287 0.372480010255085
Zhengmix8eq dev 300 pca_rd 10 kmeans 9 NA 0.700737198404998 0.355007619764922
Zhengmix8eq dev 300 pca_rd 10 kmeans 10 NA 0.646881048527541 0.313437628507699
Zhengmix8eq dev 300 pca_rd 10 mclust 2 NA 0.091110413075861 0.382560006851819
Zhengmix8eq dev 300 pca_rd 10 mclust 3 NA 0.317647802769222 0.367712083091958
Zhengmix8eq dev 300 pca_rd 10 mclust 4 NA 0.361362952155503 0.419694460659082
Zhengmix8eq dev 300 pca_rd 10 mclust 5 NA 0.353538364717848 0.417573737893212
Zhengmix8eq dev 300 pca_rd 10 mclust 6 NA 0.621536058462911 0.37817597146926
Zhengmix8eq dev 300 pca_rd 10 mclust 7 NA 0.616885255045518 0.364129080522249
Zhengmix8eq dev 300 pca_rd 10 mclust 8 NA 0.75490132596795 0.340647739081241
Zhengmix8eq dev 300 pca_rd 10 mclust 9 NA 0.747908420141197 0.29188140389292
Zhengmix8eq dev 300 pca_rd 10 mclust 10 NA 0.747180776900199 0.292047108247129
Zhengmix8eq dev 300 pca_rd 10 seurat 5 0.05 0.619454723951186 0.370955373386835
Zhengmix8eq dev 300 pca_rd 10 seurat 5 0.1 0.619454723951186 0.370955373386835
Zhengmix8eq dev 300 pca_rd 10 seurat 5 0.2 0.619454723951186 0.370955373386835
Zhengmix8eq dev 300 pca_rd 10 seurat 8 0.5 0.73894189912367 0.356968899203343
Zhengmix8eq dev 300 pca_rd 10 seurat 8 0.8 0.740767224334615 0.355811101433174
Zhengmix8eq dev 300 pca_rd 10 seurat 8 1 0.741347284283129 0.355704639847052
Zhengmix8eq dev 300 pca_rd 10 seurat 9 1.2 0.743413893036928 0.316815678278492
Zhengmix8eq dev 300 pca_rd 10 seurat 11 1.5 0.723196340089033 0.322609267350204
Zhengmix8eq dev 300 pca_rd 10 seurat 12 2 0.63669731227488 0.264881315408324
Zhengmix8eq dev 300 pca_rd 30 kmeans 2 NA 0.180476420497089 0.29751766513254
Zhengmix8eq dev 300 pca_rd 30 kmeans 3 NA 0.217183118930515 0.362175228613586
Zhengmix8eq dev 300 pca_rd 30 kmeans 4 NA 0.361301459887792 0.292121647512337
Zhengmix8eq dev 300 pca_rd 30 kmeans 5 NA 0.595549256731701 0.242527905913846
Zhengmix8eq dev 300 pca_rd 30 kmeans 6 NA 0.586576288447548 0.25175016283885
Zhengmix8eq dev 300 pca_rd 30 kmeans 7 NA 0.635687862504415 0.24654944462164
Zhengmix8eq dev 300 pca_rd 30 kmeans 8 NA 0.67777965633111 0.234051484601302
Zhengmix8eq dev 300 pca_rd 30 kmeans 9 NA 0.705402810192485 0.223704518300011
Zhengmix8eq dev 300 pca_rd 30 kmeans 10 NA 0.65111906996808 0.186965995022419
Zhengmix8eq dev 300 pca_rd 30 seurat 5 0.05 0.617481393697321 0.242956412417208
Zhengmix8eq dev 300 pca_rd 30 seurat 5 0.1 0.617481393697321 0.242956412417208
Zhengmix8eq dev 300 pca_rd 30 seurat 5 0.2 0.617481393697321 0.242956412417208
Zhengmix8eq dev 300 pca_rd 30 seurat 7 0.5 0.672152322790295 0.240456379990162
Zhengmix8eq dev 300 pca_rd 30 seurat 8 0.8 0.725546839729584 0.22714004503899
Zhengmix8eq dev 300 pca_rd 30 seurat 9 1 0.715688832637187 0.225439577231359
Zhengmix8eq dev 300 pca_rd 30 seurat 9 1.2 0.718430829372099 0.224813622177515
Zhengmix8eq dev 300 pca_rd 30 seurat 10 1.5 0.717440829087559 0.22634407853718
Zhengmix8eq dev 300 pca_rd 30 seurat 10 2 0.719627059681286 0.225581207917379
Zhengmix8eq dev 300 pca_rp 10 kmeans 2 NA 0.180746635522288 0.380827501318282
Zhengmix8eq dev 300 pca_rp 10 kmeans 3 NA 0.215357725039915 0.468609515752621
Zhengmix8eq dev 300 pca_rp 10 kmeans 4 NA 0.360337872032872 0.388532263090929
Zhengmix8eq dev 300 pca_rp 10 kmeans 5 NA 0.601968312502841 0.364855767298217
Zhengmix8eq dev 300 pca_rp 10 kmeans 6 NA 0.593254978085346 0.37874972716152
Zhengmix8eq dev 300 pca_rp 10 kmeans 7 NA 0.628913094000102 0.386573955220363
Zhengmix8eq dev 300 pca_rp 10 kmeans 8 NA 0.629037499153325 0.389224954523476
Zhengmix8eq dev 300 pca_rp 10 kmeans 9 NA 0.580437794492985 0.350502015850232
Zhengmix8eq dev 300 pca_rp 10 kmeans 10 NA 0.602107352455128 0.328016538281551
Zhengmix8eq dev 300 pca_rp 10 mclust 2 NA 0.23922521595373 0.285325339428653
Zhengmix8eq dev 300 pca_rp 10 mclust 3 NA 0.198431310775828 0.278660636519856
Zhengmix8eq dev 300 pca_rp 10 mclust 4 NA 0.216269945659241 0.466134672286035
Zhengmix8eq dev 300 pca_rp 10 mclust 5 NA 0.354576966989718 0.397338778278584
Zhengmix8eq dev 300 pca_rp 10 mclust 6 NA 0.618239879618984 0.377099966970725
Zhengmix8eq dev 300 pca_rp 10 mclust 7 NA 0.683609972838528 0.352246097146942
Zhengmix8eq dev 300 pca_rp 10 mclust 8 NA 0.680741508861458 0.344765960046233
Zhengmix8eq dev 300 pca_rp 10 mclust 9 NA 0.742776498014566 0.288659673878847
Zhengmix8eq dev 300 pca_rp 10 mclust 10 NA 0.737162327338117 0.283169084676222
Zhengmix8eq dev 300 pca_rp 10 seurat 5 0.05 0.620232243823929 0.364500415139481
Zhengmix8eq dev 300 pca_rp 10 seurat 5 0.1 0.620232243823929 0.364500415139481
Zhengmix8eq dev 300 pca_rp 10 seurat 5 0.2 0.620232243823929 0.364500415139481
Zhengmix8eq dev 300 pca_rp 10 seurat 8 0.5 0.737695732545724 0.345721878108377
Zhengmix8eq dev 300 pca_rp 10 seurat 8 0.8 0.740139398135304 0.344316581484899
Zhengmix8eq dev 300 pca_rp 10 seurat 8 1 0.740139398135304 0.344316581484899
Zhengmix8eq dev 300 pca_rp 10 seurat 10 1.2 0.74076849879823 0.306780980690996
Zhengmix8eq dev 300 pca_rp 10 seurat 12 1.5 0.664467185684244 0.277640890052414
Zhengmix8eq dev 300 pca_rp 10 seurat 13 2 0.630210043357392 0.256995085439159
Zhengmix8eq dev 300 pca_rp 30 kmeans 2 NA 0.180746635522288 0.29739004854896
Zhengmix8eq dev 300 pca_rp 30 kmeans 3 NA 0.215357725039915 0.358744297265398
Zhengmix8eq dev 300 pca_rp 30 kmeans 4 NA 0.360927368715711 0.261642641159841
Zhengmix8eq dev 300 pca_rp 30 kmeans 5 NA 0.600311980177173 0.228329863071169
Zhengmix8eq dev 300 pca_rp 30 kmeans 6 NA 0.591097470970911 0.23949794230636
Zhengmix8eq dev 300 pca_rp 30 kmeans 7 NA 0.628000721751457 0.240199455173337
Zhengmix8eq dev 300 pca_rp 30 kmeans 8 NA 0.628104136232076 0.24255838849257
Zhengmix8eq dev 300 pca_rp 30 kmeans 9 NA 0.580299806388341 0.20793266170808
Zhengmix8eq dev 300 pca_rp 30 kmeans 10 NA 0.6068928167062 0.190554816291841
Zhengmix8eq dev 300 pca_rp 30 seurat 5 0.05 0.615201190317333 0.228162968448545
Zhengmix8eq dev 300 pca_rp 30 seurat 5 0.1 0.615201190317333 0.228162968448545
Zhengmix8eq dev 300 pca_rp 30 seurat 5 0.2 0.615201190317333 0.228162968448545
Zhengmix8eq dev 300 pca_rp 30 seurat 7 0.5 0.668407509091228 0.230932495659947
Zhengmix8eq dev 300 pca_rp 30 seurat 7 0.8 0.669115439421204 0.230446710460914
Zhengmix8eq dev 300 pca_rp 30 seurat 9 1 0.708083097356385 0.208666203664057
Zhengmix8eq dev 300 pca_rp 30 seurat 10 1.2 0.7076177296432 0.211564768179268
Zhengmix8eq dev 300 pca_rp 30 seurat 10 1.5 0.708357571585761 0.21136759170857
Zhengmix8eq dev 300 pca_rp 30 seurat 10 2 0.714128850733495 0.209946906539626
Zhengmix8eq dev 300 zinbwave 10 kmeans 2 NA 0.173864955292745 0.232979840228043
Zhengmix8eq dev 300 zinbwave 10 kmeans 3 NA 0.199372887634376 0.28619544110781
Zhengmix8eq dev 300 zinbwave 10 kmeans 4 NA 0.362936576422347 0.32273987497189
Zhengmix8eq dev 300 zinbwave 10 kmeans 5 NA 0.543317905470159 0.291954653835093
Zhengmix8eq dev 300 zinbwave 10 kmeans 6 NA 0.660633779147807 0.276922871920397
Zhengmix8eq dev 300 zinbwave 10 kmeans 7 NA 0.688235190028279 0.261955447154352
Zhengmix8eq dev 300 zinbwave 10 kmeans 8 NA 0.667043260501823 0.261943410990827
Zhengmix8eq dev 300 zinbwave 10 kmeans 9 NA 0.695381054584921 0.262662702964424
Zhengmix8eq dev 300 zinbwave 10 kmeans 10 NA 0.678854533296389 0.259099552041389
Zhengmix8eq dev 300 zinbwave 10 mclust 2 NA 0.173525268264966 0.233004988729605
Zhengmix8eq dev 300 zinbwave 10 mclust 3 NA 0.217555314690627 0.252998976355754
Zhengmix8eq dev 300 zinbwave 10 mclust 4 NA 0.362775992734467 0.321720459280338
Zhengmix8eq dev 300 zinbwave 10 mclust 5 NA 0.633766187506895 0.249604322176827
Zhengmix8eq dev 300 zinbwave 10 mclust 6 NA 0.663457649357435 0.224312991705018
Zhengmix8eq dev 300 zinbwave 10 mclust 7 NA 0.666482831677141 0.226151407192382
Zhengmix8eq dev 300 zinbwave 10 mclust 8 NA 0.748203711422625 0.249928839097461
Zhengmix8eq dev 300 zinbwave 10 mclust 9 NA 0.732024307047539 0.246517240337706
Zhengmix8eq dev 300 zinbwave 10 mclust 10 NA 0.697910761991679 0.206313648359584
Zhengmix8eq dev 300 zinbwave 10 seurat 4 0.05 0.36243825076046 0.322777677368622
Zhengmix8eq dev 300 zinbwave 10 seurat 5 0.1 0.620631219857208 0.247000147503123
Zhengmix8eq dev 300 zinbwave 10 seurat 5 0.2 0.620631219857208 0.247000147503123
Zhengmix8eq dev 300 zinbwave 10 seurat 7 0.5 0.763304405153175 0.249270762963918
Zhengmix8eq dev 300 zinbwave 10 seurat 8 0.8 0.75344597990122 0.249885745669709
Zhengmix8eq dev 300 zinbwave 10 seurat 8 1 0.753695034449069 0.249987947638812
Zhengmix8eq dev 300 zinbwave 10 seurat 8 1.2 0.753695034449069 0.249987947638812
Zhengmix8eq dev 300 zinbwave 10 seurat 10 1.5 0.754455098423314 0.256198880927331
Zhengmix8eq dev 300 zinbwave 10 seurat 13 2 0.635996405254375 0.16860487121632
Zhengmix8eq dev 300 zinbwave 30 kmeans 2 NA 0.173388466500732 0.108322770609847
Zhengmix8eq dev 300 zinbwave 30 kmeans 3 NA 0.199185339834225 0.0990605863131218
Zhengmix8eq dev 300 zinbwave 30 kmeans 4 NA 0.363496420795127 0.0478047249708767
Zhengmix8eq dev 300 zinbwave 30 kmeans 5 NA 0.508851226303307 0.0511873141266282
Zhengmix8eq dev 300 zinbwave 30 kmeans 6 NA 0.526544672277132 0.0501474198709493
Zhengmix8eq dev 300 zinbwave 30 kmeans 7 NA 0.467177928066935 0.0539177087422626
Zhengmix8eq dev 300 zinbwave 30 kmeans 8 NA 0.483754197911591 0.0524372257961708
Zhengmix8eq dev 300 zinbwave 30 kmeans 9 NA 0.489854780324028 0.0498019622367205
Zhengmix8eq dev 300 zinbwave 30 kmeans 10 NA 0.435356869116792 0.0474873716246429
Zhengmix8eq dev 300 zinbwave 30 seurat 4 0.05 0.36180438159822 0.0495407392854978
Zhengmix8eq dev 300 zinbwave 30 seurat 4 0.1 0.36180438159822 0.0495407392854978
Zhengmix8eq dev 300 zinbwave 30 seurat 4 0.2 0.36180438159822 0.0495407392854978
Zhengmix8eq dev 300 zinbwave 30 seurat 4 0.5 0.361786302520454 0.0496608714253891
Zhengmix8eq dev 300 zinbwave 30 seurat 5 0.8 0.533470314932239 0.0481745295844567
Zhengmix8eq dev 300 zinbwave 30 seurat 5 1 0.533420080900626 0.0480048504371144
Zhengmix8eq dev 300 zinbwave 30 seurat 5 1.2 0.532575521140339 0.0476437098796003
Zhengmix8eq dev 300 zinbwave 30 seurat 6 1.5 0.596197194394642 0.0329550908041852
Zhengmix8eq dev 300 zinbwave 30 seurat 7 2 0.622664037918563 0.0339390596330097
Zhengmix8eq dev 1500 glmpca 10 kmeans 2 NA 0.0914886918658471 0.468940044960733
Zhengmix8eq dev 1500 glmpca 10 kmeans 3 NA 0.219121427158182 0.464573888413492
Zhengmix8eq dev 1500 glmpca 10 kmeans 4 NA 0.362576961605391 0.548781186136083
Zhengmix8eq dev 1500 glmpca 10 kmeans 5 NA 0.532595009393245 0.456339817681549
Zhengmix8eq dev 1500 glmpca 10 kmeans 6 NA 0.648486448716617 0.410363364493643
Zhengmix8eq dev 1500 glmpca 10 kmeans 7 NA 0.693373918918745 0.401248779541328
Zhengmix8eq dev 1500 glmpca 10 kmeans 8 NA 0.683135807407252 0.388101891464339
Zhengmix8eq dev 1500 glmpca 10 kmeans 9 NA 0.730586506885843 0.383308448894501
Zhengmix8eq dev 1500 glmpca 10 kmeans 10 NA 0.721894038732488 0.369655949270943
Zhengmix8eq dev 1500 glmpca 10 mclust 2 NA 0.0907330387215624 0.468995299990257
Zhengmix8eq dev 1500 glmpca 10 mclust 3 NA 0.216071179552479 0.466160239270208
Zhengmix8eq dev 1500 glmpca 10 mclust 4 NA 0.362760652783331 0.547980899258484
Zhengmix8eq dev 1500 glmpca 10 mclust 5 NA 0.37412177619262 0.470631004255358
Zhengmix8eq dev 1500 glmpca 10 mclust 6 NA 0.621437988624382 0.365422069144824
Zhengmix8eq dev 1500 glmpca 10 mclust 7 NA 0.682492051386489 0.340947686480892
Zhengmix8eq dev 1500 glmpca 10 mclust 8 NA 0.751024252965108 0.389289273276298
Zhengmix8eq dev 1500 glmpca 10 mclust 9 NA 0.755629826329051 0.366077641040985
Zhengmix8eq dev 1500 glmpca 10 mclust 10 NA 0.725807293941433 0.334162288617024
Zhengmix8eq dev 1500 glmpca 10 seurat 5 0.05 0.625753231362227 0.369304323014995
Zhengmix8eq dev 1500 glmpca 10 seurat 5 0.1 0.625753231362227 0.369304323014995
Zhengmix8eq dev 1500 glmpca 10 seurat 7 0.2 0.771163293909367 0.400906906108278
Zhengmix8eq dev 1500 glmpca 10 seurat 8 0.5 0.759463015403071 0.38566705081624
Zhengmix8eq dev 1500 glmpca 10 seurat 8 0.8 0.759138676411686 0.385152261797353
Zhengmix8eq dev 1500 glmpca 10 seurat 8 1 0.759138676411686 0.385152261797353
Zhengmix8eq dev 1500 glmpca 10 seurat 9 1.2 0.742199933525905 0.348189361327935
Zhengmix8eq dev 1500 glmpca 10 seurat 11 1.5 0.674444748816487 0.279338517202665
Zhengmix8eq dev 1500 glmpca 10 seurat 12 2 0.660108728217743 0.261502940826167
Zhengmix8eq dev 1500 glmpca 30 kmeans 2 NA 0.0914886918658471 0.377996055514392
Zhengmix8eq dev 1500 glmpca 30 kmeans 3 NA 0.218525391085484 0.349629624904516
Zhengmix8eq dev 1500 glmpca 30 kmeans 4 NA 0.362513205846795 0.388300889887178
Zhengmix8eq dev 1500 glmpca 30 kmeans 5 NA 0.548217482566938 0.286736069285496
Zhengmix8eq dev 1500 glmpca 30 kmeans 6 NA 0.647560290147747 0.259060178804484
Zhengmix8eq dev 1500 glmpca 30 kmeans 7 NA 0.7031735864172 0.24995298201801
Zhengmix8eq dev 1500 glmpca 30 kmeans 8 NA 0.690044620877425 0.225007565621187
Zhengmix8eq dev 1500 glmpca 30 kmeans 9 NA 0.657433200312527 0.189263975354655
Zhengmix8eq dev 1500 glmpca 30 kmeans 10 NA 0.690874178433298 0.185245366217995
Zhengmix8eq dev 1500 glmpca 30 seurat 4 0.05 0.361125797154951 0.388269873368672
Zhengmix8eq dev 1500 glmpca 30 seurat 5 0.1 0.499517733591819 0.248201997674363
Zhengmix8eq dev 1500 glmpca 30 seurat 6 0.2 0.665043442660717 0.256708231357806
Zhengmix8eq dev 1500 glmpca 30 seurat 7 0.5 0.760454944775749 0.246928214261166
Zhengmix8eq dev 1500 glmpca 30 seurat 7 0.8 0.76054117914337 0.246927651881382
Zhengmix8eq dev 1500 glmpca 30 seurat 8 1 0.748936515707084 0.217433631674228
Zhengmix8eq dev 1500 glmpca 30 seurat 8 1.2 0.748607135310758 0.21706331483003
Zhengmix8eq dev 1500 glmpca 30 seurat 9 1.5 0.729162627031835 0.192990652094884
Zhengmix8eq dev 1500 glmpca 30 seurat 9 2 0.729845384611057 0.192909259636006
Zhengmix8eq dev 1500 pca_log 10 kmeans 2 NA 0.0833876000341714 0.410416723205961
Zhengmix8eq dev 1500 pca_log 10 kmeans 3 NA 0.198593517959309 0.451606782264979
Zhengmix8eq dev 1500 pca_log 10 kmeans 4 NA 0.340029047918979 0.419013915940785
Zhengmix8eq dev 1500 pca_log 10 kmeans 5 NA 0.367832841914387 0.399916580990088
Zhengmix8eq dev 1500 pca_log 10 kmeans 6 NA 0.428056432655567 0.355770885176201
Zhengmix8eq dev 1500 pca_log 10 kmeans 7 NA 0.4782925155654 0.304731036048779
Zhengmix8eq dev 1500 pca_log 10 kmeans 8 NA 0.443368735030095 0.272965330674393
Zhengmix8eq dev 1500 pca_log 10 kmeans 9 NA 0.388556115647051 0.272963163803458
Zhengmix8eq dev 1500 pca_log 10 kmeans 10 NA 0.425377481221213 0.256096109833637
Zhengmix8eq dev 1500 pca_log 10 mclust 2 NA 0.239841051894924 0.290685663987376
Zhengmix8eq dev 1500 pca_log 10 mclust 3 NA 0.317313230742104 0.385988931269382
Zhengmix8eq dev 1500 pca_log 10 mclust 4 NA 0.363139916415804 0.42137136334513
Zhengmix8eq dev 1500 pca_log 10 mclust 5 NA 0.532915840164915 0.30920924690819
Zhengmix8eq dev 1500 pca_log 10 mclust 6 NA 0.532349459517015 0.311965808619825
Zhengmix8eq dev 1500 pca_log 10 mclust 7 NA 0.637448771408349 0.28203017400641
Zhengmix8eq dev 1500 pca_log 10 mclust 8 NA 0.616603692141117 0.278690294408958
Zhengmix8eq dev 1500 pca_log 10 mclust 9 NA 0.733258217262867 0.287926597156644
Zhengmix8eq dev 1500 pca_log 10 mclust 10 NA 0.716006467803725 0.268386430514165
Zhengmix8eq dev 1500 pca_log 10 seurat 4 0.05 0.361833545389757 0.419887711570923
Zhengmix8eq dev 1500 pca_log 10 seurat 4 0.1 0.361833545389757 0.419887711570923
Zhengmix8eq dev 1500 pca_log 10 seurat 6 0.2 0.642570512569829 0.275954008580111
Zhengmix8eq dev 1500 pca_log 10 seurat 8 0.5 0.699128233036615 0.291650333549787
Zhengmix8eq dev 1500 pca_log 10 seurat 11 0.8 0.608878270189337 0.263324636089954
Zhengmix8eq dev 1500 pca_log 10 seurat 12 1 0.607654422248285 0.263589165060313
Zhengmix8eq dev 1500 pca_log 10 seurat 13 1.2 0.59678082547326 0.264511340917356
Zhengmix8eq dev 1500 pca_log 10 seurat 14 1.5 0.54233498097438 0.253747021171828
Zhengmix8eq dev 1500 pca_log 10 seurat 17 2 0.524996618103388 0.240051016292213
Zhengmix8eq dev 1500 pca_log 30 kmeans 2 NA 0.0833876000341714 0.318019166830946
Zhengmix8eq dev 1500 pca_log 30 kmeans 3 NA 0.198593517959309 0.343784202096399
Zhengmix8eq dev 1500 pca_log 30 kmeans 4 NA 0.340612956778983 0.284075870475163
Zhengmix8eq dev 1500 pca_log 30 kmeans 5 NA 0.367863430194535 0.267982433225003
Zhengmix8eq dev 1500 pca_log 30 kmeans 6 NA 0.426731485554035 0.233473909013406
Zhengmix8eq dev 1500 pca_log 30 kmeans 7 NA 0.475667733522305 0.186113305333488
Zhengmix8eq dev 1500 pca_log 30 kmeans 8 NA 0.430237329045523 0.153592050216333
Zhengmix8eq dev 1500 pca_log 30 kmeans 9 NA 0.391976490314919 0.1312780336634
Zhengmix8eq dev 1500 pca_log 30 kmeans 10 NA 0.356482561192737 0.160078165414275
Zhengmix8eq dev 1500 pca_log 30 seurat 4 0.05 0.360877640128116 0.28617774397989
Zhengmix8eq dev 1500 pca_log 30 seurat 4 0.1 0.360877640128116 0.28617774397989
Zhengmix8eq dev 1500 pca_log 30 seurat 4 0.2 0.360877640128116 0.28617774397989
Zhengmix8eq dev 1500 pca_log 30 seurat 7 0.5 0.610857949522913 0.163293480909736
Zhengmix8eq dev 1500 pca_log 30 seurat 7 0.8 0.600700157363595 0.168815400739113
Zhengmix8eq dev 1500 pca_log 30 seurat 8 1 0.621250492622207 0.176563515070972
Zhengmix8eq dev 1500 pca_log 30 seurat 12 1.2 0.609453149735263 0.143665573882814
Zhengmix8eq dev 1500 pca_log 30 seurat 13 1.5 0.577293354627349 0.134923323596422
Zhengmix8eq dev 1500 pca_log 30 seurat 13 2 0.577310017483335 0.134709662113391
Zhengmix8eq dev 1500 pca_rd 10 kmeans 2 NA 0.181829876333038 0.395098655452594
Zhengmix8eq dev 1500 pca_rd 10 kmeans 3 NA 0.213967893626826 0.487979418494677
Zhengmix8eq dev 1500 pca_rd 10 kmeans 4 NA 0.357504285685903 0.432331005812999
Zhengmix8eq dev 1500 pca_rd 10 kmeans 5 NA 0.563551242266539 0.369037146272593
Zhengmix8eq dev 1500 pca_rd 10 kmeans 6 NA 0.554649191802382 0.381261847257551
Zhengmix8eq dev 1500 pca_rd 10 kmeans 7 NA 0.627414510452924 0.391874249415885
Zhengmix8eq dev 1500 pca_rd 10 kmeans 8 NA 0.629570551227273 0.392600754983728
Zhengmix8eq dev 1500 pca_rd 10 kmeans 9 NA 0.634387832803605 0.377559467760898
Zhengmix8eq dev 1500 pca_rd 10 kmeans 10 NA 0.632179357513368 0.351665956178983
Zhengmix8eq dev 1500 pca_rd 10 mclust 2 NA 0.0926182287306129 0.399479447982545
Zhengmix8eq dev 1500 pca_rd 10 mclust 3 NA 0.315631404921635 0.383421840915909
Zhengmix8eq dev 1500 pca_rd 10 mclust 4 NA 0.313062635192685 0.388757917829701
Zhengmix8eq dev 1500 pca_rd 10 mclust 5 NA 0.348115035019257 0.42982433965495
Zhengmix8eq dev 1500 pca_rd 10 mclust 6 NA 0.539537127183597 0.34597475470571
Zhengmix8eq dev 1500 pca_rd 10 mclust 7 NA 0.612917964846804 0.368628257257395
Zhengmix8eq dev 1500 pca_rd 10 mclust 8 NA 0.747580659373451 0.364131565181109
Zhengmix8eq dev 1500 pca_rd 10 mclust 9 NA 0.738019038031426 0.292065502186682
Zhengmix8eq dev 1500 pca_rd 10 mclust 10 NA 0.725689481605966 0.295077533958116
Zhengmix8eq dev 1500 pca_rd 10 seurat 5 0.05 0.619572384724147 0.37339518665492
Zhengmix8eq dev 1500 pca_rd 10 seurat 5 0.1 0.619572384724147 0.37339518665492
Zhengmix8eq dev 1500 pca_rd 10 seurat 5 0.2 0.619572384724147 0.37339518665492
Zhengmix8eq dev 1500 pca_rd 10 seurat 8 0.5 0.747955867299765 0.373781257723664
Zhengmix8eq dev 1500 pca_rd 10 seurat 8 0.8 0.750793238463206 0.372258857906672
Zhengmix8eq dev 1500 pca_rd 10 seurat 8 1 0.751649122035475 0.371611830891728
Zhengmix8eq dev 1500 pca_rd 10 seurat 9 1.2 0.740153628563673 0.378193235380484
Zhengmix8eq dev 1500 pca_rd 10 seurat 12 1.5 0.633931916598753 0.254235956328244
Zhengmix8eq dev 1500 pca_rd 10 seurat 13 2 0.5788886558849 0.241838838604247
Zhengmix8eq dev 1500 pca_rd 30 kmeans 2 NA 0.181425393814016 0.305958174834321
Zhengmix8eq dev 1500 pca_rd 30 kmeans 3 NA 0.214455093675762 0.373962449738573
Zhengmix8eq dev 1500 pca_rd 30 kmeans 4 NA 0.357504285685903 0.289112983418361
Zhengmix8eq dev 1500 pca_rd 30 kmeans 5 NA 0.573559206984945 0.233940846647503
Zhengmix8eq dev 1500 pca_rd 30 kmeans 6 NA 0.564530871618559 0.245876846595777
Zhengmix8eq dev 1500 pca_rd 30 kmeans 7 NA 0.627703273388496 0.243758930451294
Zhengmix8eq dev 1500 pca_rd 30 kmeans 8 NA 0.629393048378854 0.245303487967955
Zhengmix8eq dev 1500 pca_rd 30 kmeans 9 NA 0.683609543244129 0.236005652991495
Zhengmix8eq dev 1500 pca_rd 30 kmeans 10 NA 0.636648599070416 0.209068754970522
Zhengmix8eq dev 1500 pca_rd 30 seurat 5 0.05 0.620388963195801 0.236433350164315
Zhengmix8eq dev 1500 pca_rd 30 seurat 5 0.1 0.620388963195801 0.236433350164315
Zhengmix8eq dev 1500 pca_rd 30 seurat 5 0.2 0.620933357940108 0.236448603147872
Zhengmix8eq dev 1500 pca_rd 30 seurat 7 0.5 0.668078058459523 0.23333512467943
Zhengmix8eq dev 1500 pca_rd 30 seurat 8 0.8 0.735010720259076 0.227790093432506
Zhengmix8eq dev 1500 pca_rd 30 seurat 8 1 0.734683647462368 0.227783119935412
Zhengmix8eq dev 1500 pca_rd 30 seurat 9 1.2 0.721504332583606 0.23120781772213
Zhengmix8eq dev 1500 pca_rd 30 seurat 9 1.5 0.723564498627593 0.230666493596541
Zhengmix8eq dev 1500 pca_rd 30 seurat 9 2 0.724892341697855 0.229865894898275
Zhengmix8eq dev 1500 pca_rp 10 kmeans 2 NA 0.18101464899666 0.403503936705481
Zhengmix8eq dev 1500 pca_rp 10 kmeans 3 NA 0.213874418459685 0.497299876062838
Zhengmix8eq dev 1500 pca_rp 10 kmeans 4 NA 0.358260766276156 0.424159769728282
Zhengmix8eq dev 1500 pca_rp 10 kmeans 5 NA 0.449195315847303 0.396463287343475
Zhengmix8eq dev 1500 pca_rp 10 kmeans 6 NA 0.440186508971378 0.409531352740216
Zhengmix8eq dev 1500 pca_rp 10 kmeans 7 NA 0.624776096678058 0.406900764454454
Zhengmix8eq dev 1500 pca_rp 10 kmeans 8 NA 0.625838673610631 0.409329431482125
Zhengmix8eq dev 1500 pca_rp 10 kmeans 9 NA 0.627533613493771 0.410136504492897
Zhengmix8eq dev 1500 pca_rp 10 kmeans 10 NA 0.588426368523375 0.369059537749625
Zhengmix8eq dev 1500 pca_rp 10 mclust 2 NA 0.0927284555318993 0.428188850411375
Zhengmix8eq dev 1500 pca_rp 10 mclust 3 NA 0.231915746973916 0.303582313381986
Zhengmix8eq dev 1500 pca_rp 10 mclust 4 NA 0.314962835922259 0.388510098097987
Zhengmix8eq dev 1500 pca_rp 10 mclust 5 NA 0.482079225182566 0.324364722921319
Zhengmix8eq dev 1500 pca_rp 10 mclust 6 NA 0.619689765089524 0.394785717327762
Zhengmix8eq dev 1500 pca_rp 10 mclust 7 NA 0.620241259083313 0.391190453465422
Zhengmix8eq dev 1500 pca_rp 10 mclust 8 NA 0.755255569043239 0.374102286962987
Zhengmix8eq dev 1500 pca_rp 10 mclust 9 NA 0.741441540764951 0.371196703926601
Zhengmix8eq dev 1500 pca_rp 10 mclust 10 NA 0.737340594687 0.308150351937415
Zhengmix8eq dev 1500 pca_rp 10 seurat 5 0.05 0.620914578740126 0.380170119274832
Zhengmix8eq dev 1500 pca_rp 10 seurat 5 0.1 0.620914578740126 0.380170119274832
Zhengmix8eq dev 1500 pca_rp 10 seurat 5 0.2 0.620914578740126 0.380170119274832
Zhengmix8eq dev 1500 pca_rp 10 seurat 8 0.5 0.744337577104154 0.38307211671165
Zhengmix8eq dev 1500 pca_rp 10 seurat 8 0.8 0.744826540290956 0.382749164937498
Zhengmix8eq dev 1500 pca_rp 10 seurat 9 1 0.73318965098442 0.383293616435779
Zhengmix8eq dev 1500 pca_rp 10 seurat 10 1.2 0.711387931762446 0.341021501679563
Zhengmix8eq dev 1500 pca_rp 10 seurat 12 1.5 0.670790330001103 0.2966816899754
Zhengmix8eq dev 1500 pca_rp 10 seurat 14 2 0.582964049006647 0.234754965306118
Zhengmix8eq dev 1500 pca_rp 30 kmeans 2 NA 0.18101464899666 0.310228107338612
Zhengmix8eq dev 1500 pca_rp 30 kmeans 3 NA 0.213874418459685 0.371361683339689
Zhengmix8eq dev 1500 pca_rp 30 kmeans 4 NA 0.358830058828008 0.261967578231094
Zhengmix8eq dev 1500 pca_rp 30 kmeans 5 NA 0.576148199589352 0.212841945419992
Zhengmix8eq dev 1500 pca_rp 30 kmeans 6 NA 0.565722786732715 0.222845959499129
Zhengmix8eq dev 1500 pca_rp 30 kmeans 7 NA 0.627100527384658 0.227439587331285
Zhengmix8eq dev 1500 pca_rp 30 kmeans 8 NA 0.627612071528719 0.229956583020482
Zhengmix8eq dev 1500 pca_rp 30 kmeans 9 NA 0.580594503692174 0.201557479507971
Zhengmix8eq dev 1500 pca_rp 30 kmeans 10 NA 0.582134879195209 0.202862089677828
Zhengmix8eq dev 1500 pca_rp 30 seurat 5 0.05 0.61739546825208 0.2147959168917
Zhengmix8eq dev 1500 pca_rp 30 seurat 5 0.1 0.61739546825208 0.2147959168917
Zhengmix8eq dev 1500 pca_rp 30 seurat 5 0.2 0.61739546825208 0.2147959168917
Zhengmix8eq dev 1500 pca_rp 30 seurat 7 0.5 0.674498693565626 0.217275841738313
Zhengmix8eq dev 1500 pca_rp 30 seurat 8 0.8 0.736427291853645 0.199421664713096
Zhengmix8eq dev 1500 pca_rp 30 seurat 9 1 0.722880144217219 0.202441878227363
Zhengmix8eq dev 1500 pca_rp 30 seurat 10 1.2 0.721860758835159 0.204791363314518
Zhengmix8eq dev 1500 pca_rp 30 seurat 10 1.5 0.722948054339386 0.20422297015965
Zhengmix8eq dev 1500 pca_rp 30 seurat 10 2 0.720946142649185 0.203394987272529
Zhengmix8eq dev 1500 zinbwave 10 kmeans 2 NA 0.0855247326303444 0.244688604431245
Zhengmix8eq dev 1500 zinbwave 10 kmeans 3 NA 0.311781122353379 0.249580827508184
Zhengmix8eq dev 1500 zinbwave 10 kmeans 4 NA 0.361863952806036 0.302345422259259
Zhengmix8eq dev 1500 zinbwave 10 kmeans 5 NA 0.550242798305523 0.283834490636702
Zhengmix8eq dev 1500 zinbwave 10 kmeans 6 NA 0.655240382903313 0.275210001168364
Zhengmix8eq dev 1500 zinbwave 10 kmeans 7 NA 0.75216305395149 0.258352708166076
Zhengmix8eq dev 1500 zinbwave 10 kmeans 8 NA 0.737984043005982 0.261219942921816
Zhengmix8eq dev 1500 zinbwave 10 kmeans 9 NA 0.747226671133776 0.265271912912744
Zhengmix8eq dev 1500 zinbwave 10 kmeans 10 NA 0.736674031421932 0.266545171121454
Zhengmix8eq dev 1500 zinbwave 10 mclust 2 NA 0.17354557630384 0.217121462343971
Zhengmix8eq dev 1500 zinbwave 10 mclust 3 NA 0.219046208138327 0.246872033329533
Zhengmix8eq dev 1500 zinbwave 10 mclust 4 NA 0.362449970766829 0.299903708253272
Zhengmix8eq dev 1500 zinbwave 10 mclust 5 NA 0.358334174668242 0.301970810019943
Zhengmix8eq dev 1500 zinbwave 10 mclust 6 NA 0.618122286844772 0.252794173290871
Zhengmix8eq dev 1500 zinbwave 10 mclust 7 NA 0.673420717885379 0.22816340598386
Zhengmix8eq dev 1500 zinbwave 10 mclust 8 NA 0.754190671373085 0.252939339088567
Zhengmix8eq dev 1500 zinbwave 10 mclust 9 NA 0.750728237935621 0.249170056563856
Zhengmix8eq dev 1500 zinbwave 10 mclust 10 NA 0.753922607703973 0.232964274994787
Zhengmix8eq dev 1500 zinbwave 10 seurat 5 0.05 0.622951986538816 0.247890943291619
Zhengmix8eq dev 1500 zinbwave 10 seurat 5 0.1 0.623493221808654 0.247914656190366
Zhengmix8eq dev 1500 zinbwave 10 seurat 5 0.2 0.624035696355371 0.248065329868706
Zhengmix8eq dev 1500 zinbwave 10 seurat 7 0.5 0.768047430389037 0.250249975457395
Zhengmix8eq dev 1500 zinbwave 10 seurat 8 0.8 0.759599508401271 0.257937437734637
Zhengmix8eq dev 1500 zinbwave 10 seurat 8 1 0.759695262618061 0.257892431143912
Zhengmix8eq dev 1500 zinbwave 10 seurat 9 1.2 0.763814270485097 0.261325488945554
Zhengmix8eq dev 1500 zinbwave 10 seurat 11 1.5 0.740555431302857 0.245040785489214
Zhengmix8eq dev 1500 zinbwave 10 seurat 11 2 0.731202174187341 0.244853735282591
Zhengmix8eq dev 1500 zinbwave 30 kmeans 2 NA 0.0826387714451111 0.128634989199621
Zhengmix8eq dev 1500 zinbwave 30 kmeans 3 NA 0.188112721060676 0.0770150055894333
Zhengmix8eq dev 1500 zinbwave 30 kmeans 4 NA 0.349896058121271 0.0300562283651072
Zhengmix8eq dev 1500 zinbwave 30 kmeans 5 NA 0.543113194237923 0.038563083877077
Zhengmix8eq dev 1500 zinbwave 30 kmeans 6 NA 0.640890449924464 0.0376478762166838
Zhengmix8eq dev 1500 zinbwave 30 kmeans 7 NA 0.651263823565436 0.0365332215985653
Zhengmix8eq dev 1500 zinbwave 30 kmeans 8 NA 0.602939431497604 0.0427778878492418
Zhengmix8eq dev 1500 zinbwave 30 kmeans 9 NA 0.610322714020339 0.0416212844467714
Zhengmix8eq dev 1500 zinbwave 30 kmeans 10 NA 0.570824625714547 0.0412648564461692
Zhengmix8eq dev 1500 zinbwave 30 seurat 4 0.05 0.359101576961037 0.0292550253127289
Zhengmix8eq dev 1500 zinbwave 30 seurat 4 0.1 0.359101576961037 0.0292550253127289
Zhengmix8eq dev 1500 zinbwave 30 seurat 4 0.2 0.359684041794753 0.0295360088015984
Zhengmix8eq dev 1500 zinbwave 30 seurat 4 0.5 0.359931122113797 0.0289655825337048
Zhengmix8eq dev 1500 zinbwave 30 seurat 5 0.8 0.552097949259597 0.036580372747496
Zhengmix8eq dev 1500 zinbwave 30 seurat 5 1 0.551285483802389 0.0365916164339679
Zhengmix8eq dev 1500 zinbwave 30 seurat 6 1.2 0.550024748206539 0.0343173804080283
Zhengmix8eq dev 1500 zinbwave 30 seurat 7 1.5 0.629028451557951 0.0323214334792888
Zhengmix8eq dev 1500 zinbwave 30 seurat 8 2 0.707088870834019 0.0320064102546205
Zhengmix8eq expr 60 glmpca 10 kmeans 2 NA 0.0836177011679723 0.341664217866657
Zhengmix8eq expr 60 glmpca 10 kmeans 3 NA 0.200801852684617 0.296384554022458
Zhengmix8eq expr 60 glmpca 10 kmeans 4 NA 0.367615661051439 0.23848448888259
Zhengmix8eq expr 60 glmpca 10 kmeans 5 NA 0.42665418120574 0.213493343550422
Zhengmix8eq expr 60 glmpca 10 kmeans 6 NA 0.517607084625806 0.19796984187266
Zhengmix8eq expr 60 glmpca 10 kmeans 7 NA 0.534848784717324 0.200816266657554
Zhengmix8eq expr 60 glmpca 10 kmeans 8 NA 0.515744385301615 0.19455109355063
Zhengmix8eq expr 60 glmpca 10 kmeans 9 NA 0.473338868332609 0.180021679011668
Zhengmix8eq expr 60 glmpca 10 kmeans 10 NA 0.458691742640233 0.176734809606103
Zhengmix8eq expr 60 glmpca 10 mclust 2 NA 0.0837143315860173 0.341745627681443
Zhengmix8eq expr 60 glmpca 10 mclust 3 NA 0.197592310064539 0.280481964854465
Zhengmix8eq expr 60 glmpca 10 mclust 4 NA 0.348949850738691 0.137287355252074
Zhengmix8eq expr 60 glmpca 10 mclust 5 NA 0.569561341675285 0.180368013342917
Zhengmix8eq expr 60 glmpca 10 mclust 6 NA 0.562955868357048 0.176912865410085
Zhengmix8eq expr 60 glmpca 10 mclust 7 NA 0.587894344069659 0.170984398514716
Zhengmix8eq expr 60 glmpca 10 mclust 8 NA 0.590326102481813 0.156799775978487
Zhengmix8eq expr 60 glmpca 10 mclust 9 NA 0.580724702768374 0.164718929264659
Zhengmix8eq expr 60 glmpca 10 mclust 10 NA 0.553222713027916 0.140865886954023
Zhengmix8eq expr 60 glmpca 10 seurat 3 0.05 0.21473648601166 0.285463075983894
Zhengmix8eq expr 60 glmpca 10 seurat 4 0.1 0.487810846234528 0.218596358861544
Zhengmix8eq expr 60 glmpca 10 seurat 4 0.2 0.487672537993879 0.218657393659807
Zhengmix8eq expr 60 glmpca 10 seurat 5 0.5 0.584255743751609 0.181764556522341
Zhengmix8eq expr 60 glmpca 10 seurat 7 0.8 0.592635774216918 0.174029126113773
Zhengmix8eq expr 60 glmpca 10 seurat 7 1 0.597597028509524 0.197410036495525
Zhengmix8eq expr 60 glmpca 10 seurat 7 1.2 0.596619188500495 0.197242080896348
Zhengmix8eq expr 60 glmpca 10 seurat 9 1.5 0.602984045743111 0.160312265012057
Zhengmix8eq expr 60 glmpca 10 seurat 12 2 0.549209215862073 0.115016566072264
Zhengmix8eq expr 60 glmpca 30 kmeans 2 NA 0.0814784005393366 0.307558268215478
Zhengmix8eq expr 60 glmpca 30 kmeans 3 NA 0.197648634550214 0.183608492224882
Zhengmix8eq expr 60 glmpca 30 kmeans 4 NA 0.346591519053665 0.12954031950862
Zhengmix8eq expr 60 glmpca 30 kmeans 5 NA 0.409108959967372 0.106712603677365
Zhengmix8eq expr 60 glmpca 30 kmeans 6 NA 0.460533285145662 0.0869185044634203
Zhengmix8eq expr 60 glmpca 30 kmeans 7 NA 0.487960406541704 0.0846982295917518
Zhengmix8eq expr 60 glmpca 30 kmeans 8 NA 0.527781874849631 0.0853232097052513
Zhengmix8eq expr 60 glmpca 30 kmeans 9 NA 0.483129363383227 0.084596692869538
Zhengmix8eq expr 60 glmpca 30 kmeans 10 NA 0.471297058813379 0.0853082398360141
Zhengmix8eq expr 60 glmpca 30 seurat 3 0.05 0.209811361982983 0.175335491419036
Zhengmix8eq expr 60 glmpca 30 seurat 3 0.1 0.210923757420064 0.175729161339499
Zhengmix8eq expr 60 glmpca 30 seurat 4 0.2 0.466142340096005 0.111916150819788
Zhengmix8eq expr 60 glmpca 30 seurat 4 0.5 0.466641376077191 0.111747844223884
Zhengmix8eq expr 60 glmpca 30 seurat 6 0.8 0.580659961732447 0.080658737636471
Zhengmix8eq expr 60 glmpca 30 seurat 6 1 0.580855997030673 0.0802184767401509
Zhengmix8eq expr 60 glmpca 30 seurat 6 1.2 0.580769587131513 0.0791157938507855
Zhengmix8eq expr 60 glmpca 30 seurat 8 1.5 0.56575622837426 0.0836380444172918
Zhengmix8eq expr 60 glmpca 30 seurat 10 2 0.552583775599948 0.0782553957461882
Zhengmix8eq expr 60 pca_log 10 kmeans 2 NA 0.0407564212433865 0.568818905756545
Zhengmix8eq expr 60 pca_log 10 kmeans 3 NA 0.139629609477074 0.315534017075278
Zhengmix8eq expr 60 pca_log 10 kmeans 4 NA 0.143643652276225 0.327339699829235
Zhengmix8eq expr 60 pca_log 10 kmeans 5 NA 0.299573359554843 0.188264441809063
Zhengmix8eq expr 60 pca_log 10 kmeans 6 NA 0.303354468478426 0.190837657806908
Zhengmix8eq expr 60 pca_log 10 kmeans 7 NA 0.314068339867877 0.19035740140285
Zhengmix8eq expr 60 pca_log 10 kmeans 8 NA 0.325022763483121 0.1861712168756
Zhengmix8eq expr 60 pca_log 10 kmeans 9 NA 0.328896751545802 0.188682780528724
Zhengmix8eq expr 60 pca_log 10 kmeans 10 NA 0.334171688402551 0.182417718941886
Zhengmix8eq expr 60 pca_log 10 mclust 2 NA 0.0619027635750336 0.367900603164827
Zhengmix8eq expr 60 pca_log 10 mclust 3 NA 0.135688591579296 0.151993290366002
Zhengmix8eq expr 60 pca_log 10 mclust 4 NA 0.159825138222594 0.231309819305067
Zhengmix8eq expr 60 pca_log 10 mclust 5 NA 0.29230695150257 0.0983818276818727
Zhengmix8eq expr 60 pca_log 10 mclust 6 NA 0.302947571791548 0.100176304391793
Zhengmix8eq expr 60 pca_log 10 mclust 7 NA 0.318917903608829 0.116757319748129
Zhengmix8eq expr 60 pca_log 10 mclust 8 NA 0.30135711032907 0.0825001526017649
Zhengmix8eq expr 60 pca_log 10 mclust 9 NA 0.31200550215291 0.0433097167272523
Zhengmix8eq expr 60 pca_log 10 mclust 10 NA 0.320223590157332 0.0472906284253465
Zhengmix8eq expr 60 pca_log 10 seurat 3 0.05 0.183535257409288 0.295366461837969
Zhengmix8eq expr 60 pca_log 10 seurat 5 0.1 0.422257995666372 0.163131028158272
Zhengmix8eq expr 60 pca_log 10 seurat 6 0.2 0.426233793306043 0.155639168110127
Zhengmix8eq expr 60 pca_log 10 seurat 7 0.5 0.429258612371798 0.162835831279923
Zhengmix8eq expr 60 pca_log 10 seurat 8 0.8 0.441597857502955 0.14371481081695
Zhengmix8eq expr 60 pca_log 10 seurat 10 1 0.460934410487588 0.0882764309558067
Zhengmix8eq expr 60 pca_log 10 seurat 10 1.2 0.460483265354768 0.087621804542057
Zhengmix8eq expr 60 pca_log 10 seurat 12 1.5 0.48359282410662 0.0617309947343669
Zhengmix8eq expr 60 pca_log 10 seurat 15 2 0.381077313430982 0.0308593207566232
Zhengmix8eq expr 60 pca_log 30 kmeans 2 NA 0.0407564212433865 0.546323148775586
Zhengmix8eq expr 60 pca_log 30 kmeans 3 NA 0.141484016574592 0.209893491142334
Zhengmix8eq expr 60 pca_log 30 kmeans 4 NA 0.145269833353807 0.21966575909704
Zhengmix8eq expr 60 pca_log 30 kmeans 5 NA 0.295454556166815 0.0846167867379943
Zhengmix8eq expr 60 pca_log 30 kmeans 6 NA 0.291619049337458 0.0864523050984335
Zhengmix8eq expr 60 pca_log 30 kmeans 7 NA 0.323137655972846 0.0710508937952293
Zhengmix8eq expr 60 pca_log 30 kmeans 8 NA 0.328223706089057 0.0710452742724487
Zhengmix8eq expr 60 pca_log 30 kmeans 9 NA 0.323280687012015 0.0755788213061719
Zhengmix8eq expr 60 pca_log 30 kmeans 10 NA 0.329861594620078 0.0727618580287639
Zhengmix8eq expr 60 pca_log 30 seurat 2 0.05 0.112790545554671 0.212754918650152
Zhengmix8eq expr 60 pca_log 30 seurat 4 0.1 0.309521711284908 0.00350381678397211
Zhengmix8eq expr 60 pca_log 30 seurat 5 0.2 0.343125028369829 0.0137095758662482
Zhengmix8eq expr 60 pca_log 30 seurat 8 0.5 0.378902631486291 0.0236907660630369
Zhengmix8eq expr 60 pca_log 30 seurat 12 0.8 0.449583722218482 0.00519043455613865
Zhengmix8eq expr 60 pca_log 30 seurat 12 1 0.449591613857799 0.00343145950377124
Zhengmix8eq expr 60 pca_log 30 seurat 12 1.2 0.451176346826441 -0.00127886447129214
Zhengmix8eq expr 60 pca_log 30 seurat 15 1.5 0.428861439281522 -0.00570395398357404
Zhengmix8eq expr 60 pca_log 30 seurat 16 2 0.419900330724157 -0.00216141650356582
Zhengmix8eq expr 60 pca_rd 10 kmeans 2 NA 0.157962258679528 0.246694446904486
Zhengmix8eq expr 60 pca_rd 10 kmeans 3 NA 0.216875019869216 0.283563569473812
Zhengmix8eq expr 60 pca_rd 10 kmeans 4 NA 0.450717770452851 0.256204658452672
Zhengmix8eq expr 60 pca_rd 10 kmeans 5 NA 0.475402520050951 0.242831083332894
Zhengmix8eq expr 60 pca_rd 10 kmeans 6 NA 0.572394737314658 0.222400415269757
Zhengmix8eq expr 60 pca_rd 10 kmeans 7 NA 0.574596681651869 0.206151816357248
Zhengmix8eq expr 60 pca_rd 10 kmeans 8 NA 0.578928725001565 0.18796783017216
Zhengmix8eq expr 60 pca_rd 10 kmeans 9 NA 0.53414029362265 0.167464160859143
Zhengmix8eq expr 60 pca_rd 10 kmeans 10 NA 0.538280954464528 0.167984426527904
Zhengmix8eq expr 60 pca_rd 10 mclust 2 NA 0.0826055145312082 0.198187477933041
Zhengmix8eq expr 60 pca_rd 10 mclust 3 NA 0.217766455299192 0.283613645584416
Zhengmix8eq expr 60 pca_rd 10 mclust 4 NA 0.472744014396355 0.25211924236478
Zhengmix8eq expr 60 pca_rd 10 mclust 5 NA 0.475333719774259 0.241040473645204
Zhengmix8eq expr 60 pca_rd 10 mclust 6 NA 0.564879444487032 0.21719435257821
Zhengmix8eq expr 60 pca_rd 10 mclust 7 NA 0.591229337962508 0.196389011281814
Zhengmix8eq expr 60 pca_rd 10 mclust 8 NA 0.589194395574814 0.179902650573226
Zhengmix8eq expr 60 pca_rd 10 mclust 9 NA 0.617121549874787 0.163855323344013
Zhengmix8eq expr 60 pca_rd 10 mclust 10 NA 0.603687440177836 0.148356496877755
Zhengmix8eq expr 60 pca_rd 10 seurat 3 0.05 0.198242707504717 0.273874783307176
Zhengmix8eq expr 60 pca_rd 10 seurat 4 0.1 0.471375521284288 0.252062290424421
Zhengmix8eq expr 60 pca_rd 10 seurat 4 0.2 0.471375521284288 0.252062290424421
Zhengmix8eq expr 60 pca_rd 10 seurat 6 0.5 0.571887678866674 0.224770788094794
Zhengmix8eq expr 60 pca_rd 10 seurat 7 0.8 0.591587079619955 0.200991836919093
Zhengmix8eq expr 60 pca_rd 10 seurat 7 1 0.593587576635847 0.20064820918582
Zhengmix8eq expr 60 pca_rd 10 seurat 7 1.2 0.594073450775543 0.20074472230456
Zhengmix8eq expr 60 pca_rd 10 seurat 8 1.5 0.600984666630986 0.183165679234122
Zhengmix8eq expr 60 pca_rd 10 seurat 10 2 0.552146225578072 0.161192626765415
Zhengmix8eq expr 60 pca_rd 30 kmeans 2 NA 0.157651959166713 0.15391538224003
Zhengmix8eq expr 60 pca_rd 30 kmeans 3 NA 0.216823750627537 0.174343562655146
Zhengmix8eq expr 60 pca_rd 30 kmeans 4 NA 0.451308144844505 0.138520772273359
Zhengmix8eq expr 60 pca_rd 30 kmeans 5 NA 0.475434984679431 0.127469445499335
Zhengmix8eq expr 60 pca_rd 30 kmeans 6 NA 0.573950224423467 0.11341312793699
Zhengmix8eq expr 60 pca_rd 30 kmeans 7 NA 0.576737356277604 0.101711038433971
Zhengmix8eq expr 60 pca_rd 30 kmeans 8 NA 0.57894348386517 0.0877554780899283
Zhengmix8eq expr 60 pca_rd 30 kmeans 9 NA 0.53492596816033 0.0743510652682848
Zhengmix8eq expr 60 pca_rd 30 kmeans 10 NA 0.538032172849667 0.0747300022969718
Zhengmix8eq expr 60 pca_rd 30 seurat 3 0.05 0.197684670802472 0.169981089674029
Zhengmix8eq expr 60 pca_rd 30 seurat 4 0.1 0.467761679674289 0.137770793675291
Zhengmix8eq expr 60 pca_rd 30 seurat 4 0.2 0.467630892942636 0.137773778158196
Zhengmix8eq expr 60 pca_rd 30 seurat 5 0.5 0.475597049449116 0.137166144537877
Zhengmix8eq expr 60 pca_rd 30 seurat 6 0.8 0.559371035657515 0.114240698822056
Zhengmix8eq expr 60 pca_rd 30 seurat 7 1 0.578982384494619 0.103684072081075
Zhengmix8eq expr 60 pca_rd 30 seurat 7 1.2 0.580035511572001 0.103560168302051
Zhengmix8eq expr 60 pca_rd 30 seurat 7 1.5 0.591089953028336 0.0992930823576324
Zhengmix8eq expr 60 pca_rd 30 seurat 9 2 0.593487460422163 0.0701017417276086
Zhengmix8eq expr 60 pca_rp 10 kmeans 2 NA 0.154376659710172 0.240543385804946
Zhengmix8eq expr 60 pca_rp 10 kmeans 3 NA 0.216484116386995 0.280943731920293
Zhengmix8eq expr 60 pca_rp 10 kmeans 4 NA 0.44819364188368 0.256305517772818
Zhengmix8eq expr 60 pca_rp 10 kmeans 5 NA 0.4730858268441 0.245652779078727
Zhengmix8eq expr 60 pca_rp 10 kmeans 6 NA 0.561816411754834 0.225371367303996
Zhengmix8eq expr 60 pca_rp 10 kmeans 7 NA 0.566035890085955 0.203495886455996
Zhengmix8eq expr 60 pca_rp 10 kmeans 8 NA 0.51507934345943 0.175207877669584
Zhengmix8eq expr 60 pca_rp 10 kmeans 9 NA 0.537189321689898 0.168944167900775
Zhengmix8eq expr 60 pca_rp 10 kmeans 10 NA 0.540393849330106 0.168024872953972
Zhengmix8eq expr 60 pca_rp 10 mclust 2 NA 0.167053844261874 0.108452684194436
Zhengmix8eq expr 60 pca_rp 10 mclust 3 NA 0.214750446616286 0.27772901355676
Zhengmix8eq expr 60 pca_rp 10 mclust 4 NA 0.479841420210331 0.248013398753358
Zhengmix8eq expr 60 pca_rp 10 mclust 5 NA 0.472511646631637 0.243851296412139
Zhengmix8eq expr 60 pca_rp 10 mclust 6 NA 0.566096258878955 0.226238406328634
Zhengmix8eq expr 60 pca_rp 10 mclust 7 NA 0.598188932695011 0.192813455995985
Zhengmix8eq expr 60 pca_rp 10 mclust 8 NA 0.585115612596248 0.173372716085631
Zhengmix8eq expr 60 pca_rp 10 mclust 9 NA 0.606430418484183 0.173605328480677
Zhengmix8eq expr 60 pca_rp 10 mclust 10 NA 0.596329859472137 0.159581247022051
Zhengmix8eq expr 60 pca_rp 10 seurat 3 0.05 0.197730234908744 0.265954964359679
Zhengmix8eq expr 60 pca_rp 10 seurat 4 0.1 0.469772855804568 0.252647532517692
Zhengmix8eq expr 60 pca_rp 10 seurat 4 0.2 0.470354144606948 0.252468223954277
Zhengmix8eq expr 60 pca_rp 10 seurat 6 0.5 0.570354956751295 0.226444189326544
Zhengmix8eq expr 60 pca_rp 10 seurat 7 0.8 0.584153867333227 0.199044110767777
Zhengmix8eq expr 60 pca_rp 10 seurat 7 1 0.588785409920585 0.198055928097916
Zhengmix8eq expr 60 pca_rp 10 seurat 7 1.2 0.588805951313567 0.197931828092289
Zhengmix8eq expr 60 pca_rp 10 seurat 8 1.5 0.590184841005199 0.17777125491465
Zhengmix8eq expr 60 pca_rp 10 seurat 10 2 0.539043760659645 0.161383593082987
Zhengmix8eq expr 60 pca_rp 30 kmeans 2 NA 0.154918001292385 0.146369097413192
Zhengmix8eq expr 60 pca_rp 30 kmeans 3 NA 0.216982635285135 0.168956819946661
Zhengmix8eq expr 60 pca_rp 30 kmeans 4 NA 0.449483096550477 0.139146930760321
Zhengmix8eq expr 60 pca_rp 30 kmeans 5 NA 0.473504801149765 0.129366888589815
Zhengmix8eq expr 60 pca_rp 30 kmeans 6 NA 0.564349581202636 0.116978666883397
Zhengmix8eq expr 60 pca_rp 30 kmeans 7 NA 0.567499016624739 0.101806009346943
Zhengmix8eq expr 60 pca_rp 30 kmeans 8 NA 0.519344361254478 0.0813586428863384
Zhengmix8eq expr 60 pca_rp 30 kmeans 9 NA 0.530533054089174 0.0750386700100376
Zhengmix8eq expr 60 pca_rp 30 kmeans 10 NA 0.536193725995501 0.0748243656356559
Zhengmix8eq expr 60 pca_rp 30 seurat 3 0.05 0.197644694349753 0.160566234917912
Zhengmix8eq expr 60 pca_rp 30 seurat 4 0.1 0.463565499088648 0.138256780273386
Zhengmix8eq expr 60 pca_rp 30 seurat 4 0.2 0.464037519801487 0.138287274138646
Zhengmix8eq expr 60 pca_rp 30 seurat 4 0.5 0.465232417924814 0.138343436181949
Zhengmix8eq expr 60 pca_rp 30 seurat 6 0.8 0.560581703044559 0.118456287606047
Zhengmix8eq expr 60 pca_rp 30 seurat 6 1 0.573229145830208 0.112888211059244
Zhengmix8eq expr 60 pca_rp 30 seurat 7 1.2 0.572271799814665 0.101404260604266
Zhengmix8eq expr 60 pca_rp 30 seurat 7 1.5 0.585748655211779 0.0982688513567541
Zhengmix8eq expr 60 pca_rp 30 seurat 8 2 0.585571613541821 0.0992813052467207
Zhengmix8eq expr 60 zinbwave 10 kmeans 2 NA 0.136460871210385 0.113482612233722
Zhengmix8eq expr 60 zinbwave 10 kmeans 3 NA 0.159639691978392 0.0992442922804965
Zhengmix8eq expr 60 zinbwave 10 kmeans 4 NA 0.166729195408247 0.0994869439384174
Zhengmix8eq expr 60 zinbwave 10 kmeans 5 NA 0.27691688856974 0.104985300073983
Zhengmix8eq expr 60 zinbwave 10 kmeans 6 NA 0.332730538861578 0.108060514947069
Zhengmix8eq expr 60 zinbwave 10 kmeans 7 NA 0.435642660709144 0.0986325323288358
Zhengmix8eq expr 60 zinbwave 10 kmeans 8 NA 0.424888908578452 0.101710844661578
Zhengmix8eq expr 60 zinbwave 10 kmeans 9 NA 0.405375314111618 0.102523011074494
Zhengmix8eq expr 60 zinbwave 10 kmeans 10 NA 0.394942181660263 0.104521316813
Zhengmix8eq expr 60 zinbwave 10 mclust 2 NA 0.0921425605615905 0.195599366118476
Zhengmix8eq expr 60 zinbwave 10 mclust 3 NA 0.281475225180335 0.0765174564668328
Zhengmix8eq expr 60 zinbwave 10 mclust 4 NA 0.382961872342142 0.0351501053220493
Zhengmix8eq expr 60 zinbwave 10 mclust 5 NA 0.543861690652637 0.0635171049418132
Zhengmix8eq expr 60 zinbwave 10 mclust 6 NA 0.57670866452196 0.065728905167665
Zhengmix8eq expr 60 zinbwave 10 mclust 7 NA 0.569808659606491 0.0738682113744129
Zhengmix8eq expr 60 zinbwave 10 mclust 8 NA 0.594135729613547 0.0787588971068233
Zhengmix8eq expr 60 zinbwave 10 mclust 9 NA 0.571438244030979 0.0548385885487011
Zhengmix8eq expr 60 zinbwave 10 mclust 10 NA 0.575915076127192 0.042933833498409
Zhengmix8eq expr 60 zinbwave 10 seurat 2 0.05 0.0734071312146194 0.196943954147405
Zhengmix8eq expr 60 zinbwave 10 seurat 3 0.1 0.184342284772481 0.104816396395652
Zhengmix8eq expr 60 zinbwave 10 seurat 4 0.2 0.448550862589237 0.0898017933033791
Zhengmix8eq expr 60 zinbwave 10 seurat 5 0.5 0.54839081959701 0.0807666591273745
Zhengmix8eq expr 60 zinbwave 10 seurat 6 0.8 0.588692628705279 0.0895726563055988
Zhengmix8eq expr 60 zinbwave 10 seurat 6 1 0.585757886319817 0.0874710654600039
Zhengmix8eq expr 60 zinbwave 10 seurat 8 1.2 0.582979696004236 0.0758992205849804
Zhengmix8eq expr 60 zinbwave 10 seurat 9 1.5 0.588487551762291 0.0658940044237272
Zhengmix8eq expr 60 zinbwave 10 seurat 12 2 0.542094326989089 0.0573444069551593
Zhengmix8eq expr 60 zinbwave 30 kmeans 2 NA 0.0168382797965957 0.0374425478188162
Zhengmix8eq expr 60 zinbwave 30 kmeans 3 NA 0.0464421824880901 0.0199568170366529
Zhengmix8eq expr 60 zinbwave 30 kmeans 4 NA 0.0407554275533937 0.0104832726360543
Zhengmix8eq expr 60 zinbwave 30 kmeans 5 NA 0.0466617193541656 0.00566730263113551
Zhengmix8eq expr 60 zinbwave 30 kmeans 6 NA 0.0494763471020074 -0.00249813396015563
Zhengmix8eq expr 60 zinbwave 30 kmeans 7 NA 0.0543913728108018 -0.00294728054873281
Zhengmix8eq expr 60 zinbwave 30 kmeans 8 NA 0.0565331885597353 0.00197845548071069
Zhengmix8eq expr 60 zinbwave 30 kmeans 9 NA 0.0747090563091777 -0.000639397222639629
Zhengmix8eq expr 60 zinbwave 30 kmeans 10 NA 0.0784475083297908 -0.00748286049559305
Zhengmix8eq expr 60 zinbwave 30 seurat 1 0.05 0 0
Zhengmix8eq expr 60 zinbwave 30 seurat 1 0.1 0 0
Zhengmix8eq expr 60 zinbwave 30 seurat 1 0.2 0 0
Zhengmix8eq expr 60 zinbwave 30 seurat 4 0.5 0.101946373321463 0.030676403074743
Zhengmix8eq expr 60 zinbwave 30 seurat 8 0.8 0.23620997426231 -0.0514189588708983
Zhengmix8eq expr 60 zinbwave 30 seurat 9 1 0.240750345381701 -0.0593090647920834
Zhengmix8eq expr 60 zinbwave 30 seurat 10 1.2 0.222065596473551 -0.0548131591862096
Zhengmix8eq expr 60 zinbwave 30 seurat 12 1.5 0.235219931183933 -0.090559670190036
Zhengmix8eq expr 60 zinbwave 30 seurat 18 2 0.231955295319155 -0.147715535001883
Zhengmix8eq expr 300 glmpca 10 kmeans 2 NA 0.0922479656822258 0.496677878351529
Zhengmix8eq expr 300 glmpca 10 kmeans 3 NA 0.220112914256685 0.421357375916796
Zhengmix8eq expr 300 glmpca 10 kmeans 4 NA 0.363627639041678 0.499737694943062
Zhengmix8eq expr 300 glmpca 10 kmeans 5 NA 0.500544908598404 0.413002897059511
Zhengmix8eq expr 300 glmpca 10 kmeans 6 NA 0.62293182413505 0.370893949044442
Zhengmix8eq expr 300 glmpca 10 kmeans 7 NA 0.646699596528962 0.356335999828606
Zhengmix8eq expr 300 glmpca 10 kmeans 8 NA 0.596308299807822 0.303943859178309
Zhengmix8eq expr 300 glmpca 10 kmeans 9 NA 0.647951515182988 0.297493352310069
Zhengmix8eq expr 300 glmpca 10 kmeans 10 NA 0.638216370263171 0.294488755020419
Zhengmix8eq expr 300 glmpca 10 mclust 2 NA 0.0914886918658471 0.496871686981356
Zhengmix8eq expr 300 glmpca 10 mclust 3 NA 0.217058831799555 0.421894419365215
Zhengmix8eq expr 300 glmpca 10 mclust 4 NA 0.362775081613316 0.498881562575034
Zhengmix8eq expr 300 glmpca 10 mclust 5 NA 0.388283876579005 0.428396932376424
Zhengmix8eq expr 300 glmpca 10 mclust 6 NA 0.620041103685991 0.33234142302555
Zhengmix8eq expr 300 glmpca 10 mclust 7 NA 0.669562031723841 0.297775965185772
Zhengmix8eq expr 300 glmpca 10 mclust 8 NA 0.744818717246698 0.335777785700211
Zhengmix8eq expr 300 glmpca 10 mclust 9 NA 0.740160408388264 0.324457087344952
Zhengmix8eq expr 300 glmpca 10 mclust 10 NA 0.718259504353525 0.270162861587207
Zhengmix8eq expr 300 glmpca 10 seurat 4 0.05 0.361525276826769 0.499587860393297
Zhengmix8eq expr 300 glmpca 10 seurat 5 0.1 0.622610089271243 0.337295724239464
Zhengmix8eq expr 300 glmpca 10 seurat 5 0.2 0.622610089271243 0.337295724239464
Zhengmix8eq expr 300 glmpca 10 seurat 7 0.5 0.748512507751415 0.351749315677023
Zhengmix8eq expr 300 glmpca 10 seurat 8 0.8 0.742319725347196 0.331899089786443
Zhengmix8eq expr 300 glmpca 10 seurat 8 1 0.743031601576161 0.331982834530492
Zhengmix8eq expr 300 glmpca 10 seurat 8 1.2 0.74371505141986 0.331899076449833
Zhengmix8eq expr 300 glmpca 10 seurat 11 1.5 0.675068768175484 0.242530971587309
Zhengmix8eq expr 300 glmpca 10 seurat 15 2 0.54303678759403 0.168120834945205
Zhengmix8eq expr 300 glmpca 30 kmeans 2 NA 0.173305484951252 0.3640957617623
Zhengmix8eq expr 300 glmpca 30 kmeans 3 NA 0.319151556388746 0.338177520544191
Zhengmix8eq expr 300 glmpca 30 kmeans 4 NA 0.364365486752466 0.398034036480065
Zhengmix8eq expr 300 glmpca 30 kmeans 5 NA 0.538455639243471 0.305863758454803
Zhengmix8eq expr 300 glmpca 30 kmeans 6 NA 0.582888189819888 0.262746106279546
Zhengmix8eq expr 300 glmpca 30 kmeans 7 NA 0.660533637306438 0.248632694569011
Zhengmix8eq expr 300 glmpca 30 kmeans 8 NA 0.618521750249564 0.208068763432001
Zhengmix8eq expr 300 glmpca 30 kmeans 9 NA 0.56028097395639 0.156494944861878
Zhengmix8eq expr 300 glmpca 30 kmeans 10 NA 0.582767735753093 0.15144341577889
Zhengmix8eq expr 300 glmpca 30 seurat 4 0.05 0.36307141205849 0.398539265991582
Zhengmix8eq expr 300 glmpca 30 seurat 4 0.1 0.36307141205849 0.398539265991582
Zhengmix8eq expr 300 glmpca 30 seurat 5 0.2 0.55205910246892 0.303699544662894
Zhengmix8eq expr 300 glmpca 30 seurat 7 0.5 0.741131169191284 0.239632188736459
Zhengmix8eq expr 300 glmpca 30 seurat 7 0.8 0.742348721923447 0.239811547726724
Zhengmix8eq expr 300 glmpca 30 seurat 7 1 0.74287522359223 0.23979855669457
Zhengmix8eq expr 300 glmpca 30 seurat 7 1.2 0.743370503631166 0.239601768198624
Zhengmix8eq expr 300 glmpca 30 seurat 8 1.5 0.730435390296436 0.20147926280834
Zhengmix8eq expr 300 glmpca 30 seurat 10 2 0.707516877308547 0.165374467837767
Zhengmix8eq expr 300 pca_log 10 kmeans 2 NA 0.0798981708306591 0.453781914995624
Zhengmix8eq expr 300 pca_log 10 kmeans 3 NA 0.20188765463002 0.363887623484013
Zhengmix8eq expr 300 pca_log 10 kmeans 4 NA 0.349250429995402 0.371422515790273
Zhengmix8eq expr 300 pca_log 10 kmeans 5 NA 0.427895907919815 0.305304922012633
Zhengmix8eq expr 300 pca_log 10 kmeans 6 NA 0.426710516373269 0.310769281639819
Zhengmix8eq expr 300 pca_log 10 kmeans 7 NA 0.433804022190609 0.306726297094998
Zhengmix8eq expr 300 pca_log 10 kmeans 8 NA 0.495667689312458 0.298725736762901
Zhengmix8eq expr 300 pca_log 10 kmeans 9 NA 0.452141086346565 0.266819088491896
Zhengmix8eq expr 300 pca_log 10 kmeans 10 NA 0.481541417001375 0.245518040030707
Zhengmix8eq expr 300 pca_log 10 mclust 2 NA 0.238618020146452 0.270619091513444
Zhengmix8eq expr 300 pca_log 10 mclust 3 NA 0.309065894348156 0.317525235526103
Zhengmix8eq expr 300 pca_log 10 mclust 4 NA 0.350802884343674 0.335373252276581
Zhengmix8eq expr 300 pca_log 10 mclust 5 NA 0.421342813297474 0.287573496663869
Zhengmix8eq expr 300 pca_log 10 mclust 6 NA 0.60501892957171 0.235884073789749
Zhengmix8eq expr 300 pca_log 10 mclust 7 NA 0.586088478616512 0.235289583827249
Zhengmix8eq expr 300 pca_log 10 mclust 8 NA 0.631564914593053 0.219046197100042
Zhengmix8eq expr 300 pca_log 10 mclust 9 NA 0.654438435226789 0.218008470923876
Zhengmix8eq expr 300 pca_log 10 mclust 10 NA 0.638986668549213 0.240082148713283
Zhengmix8eq expr 300 pca_log 10 seurat 4 0.05 0.362094709587481 0.36536963669561
Zhengmix8eq expr 300 pca_log 10 seurat 4 0.1 0.362094709587481 0.36536963669561
Zhengmix8eq expr 300 pca_log 10 seurat 5 0.2 0.615016664501859 0.256270434701669
Zhengmix8eq expr 300 pca_log 10 seurat 7 0.5 0.65950886961767 0.266540631789892
Zhengmix8eq expr 300 pca_log 10 seurat 8 0.8 0.689362995185175 0.23403909275982
Zhengmix8eq expr 300 pca_log 10 seurat 10 1 0.634422567066217 0.195589321717523
Zhengmix8eq expr 300 pca_log 10 seurat 11 1.2 0.589509836283341 0.170373052866312
Zhengmix8eq expr 300 pca_log 10 seurat 13 1.5 0.563546253341144 0.17177009160217
Zhengmix8eq expr 300 pca_log 10 seurat 16 2 0.544188585915771 0.168000484303668
Zhengmix8eq expr 300 pca_log 30 kmeans 2 NA 0.0798981708306591 0.380223725214924
Zhengmix8eq expr 300 pca_log 30 kmeans 3 NA 0.201906570826104 0.244645122229515
Zhengmix8eq expr 300 pca_log 30 kmeans 4 NA 0.348983187357134 0.235888663855222
Zhengmix8eq expr 300 pca_log 30 kmeans 5 NA 0.427708660200486 0.177674902513411
Zhengmix8eq expr 300 pca_log 30 kmeans 6 NA 0.428452845411471 0.180489586607526
Zhengmix8eq expr 300 pca_log 30 kmeans 7 NA 0.407365705495511 0.161759618525926
Zhengmix8eq expr 300 pca_log 30 kmeans 8 NA 0.474906817691339 0.134249325266976
Zhengmix8eq expr 300 pca_log 30 kmeans 9 NA 0.453796381204197 0.146480533868687
Zhengmix8eq expr 300 pca_log 30 kmeans 10 NA 0.482488744145251 0.125296637634656
Zhengmix8eq expr 300 pca_log 30 seurat 4 0.05 0.362362825311188 0.232056248688835
Zhengmix8eq expr 300 pca_log 30 seurat 4 0.1 0.362362825311188 0.232056248688835
Zhengmix8eq expr 300 pca_log 30 seurat 4 0.2 0.362362825311188 0.232056248688835
Zhengmix8eq expr 300 pca_log 30 seurat 6 0.5 0.596246390318188 0.141192358171363
Zhengmix8eq expr 300 pca_log 30 seurat 7 0.8 0.647381224527196 0.145909953636658
Zhengmix8eq expr 300 pca_log 30 seurat 9 1 0.663250758875239 0.114544257192708
Zhengmix8eq expr 300 pca_log 30 seurat 9 1.2 0.662435789136834 0.114521585890323
Zhengmix8eq expr 300 pca_log 30 seurat 11 1.5 0.640197192008146 0.113786084945545
Zhengmix8eq expr 300 pca_log 30 seurat 12 2 0.608153864729292 0.083113870695293
Zhengmix8eq expr 300 pca_rd 10 kmeans 2 NA 0.175807226289491 0.352725959330921
Zhengmix8eq expr 300 pca_rd 10 kmeans 3 NA 0.217970155019909 0.422384958398278
Zhengmix8eq expr 300 pca_rd 10 kmeans 4 NA 0.477726928593647 0.322415120715567
Zhengmix8eq expr 300 pca_rd 10 kmeans 5 NA 0.601180030183041 0.352405483024939
Zhengmix8eq expr 300 pca_rd 10 kmeans 6 NA 0.646730191597311 0.355863532452374
Zhengmix8eq expr 300 pca_rd 10 kmeans 7 NA 0.636533182621583 0.366406941115157
Zhengmix8eq expr 300 pca_rd 10 kmeans 8 NA 0.666852148224164 0.352822870276159
Zhengmix8eq expr 300 pca_rd 10 kmeans 9 NA 0.697903240184979 0.336959609856408
Zhengmix8eq expr 300 pca_rd 10 kmeans 10 NA 0.640936222581052 0.300388050034893
Zhengmix8eq expr 300 pca_rd 10 mclust 2 NA 0.091110413075861 0.36051033430685
Zhengmix8eq expr 300 pca_rd 10 mclust 3 NA 0.319616542788608 0.328506340668872
Zhengmix8eq expr 300 pca_rd 10 mclust 4 NA 0.361698457248081 0.370168602174122
Zhengmix8eq expr 300 pca_rd 10 mclust 5 NA 0.351062982334525 0.365635525480015
Zhengmix8eq expr 300 pca_rd 10 mclust 6 NA 0.61708213856934 0.363474456906562
Zhengmix8eq expr 300 pca_rd 10 mclust 7 NA 0.689756757161854 0.339473165289033
Zhengmix8eq expr 300 pca_rd 10 mclust 8 NA 0.754497608348406 0.324150084180677
Zhengmix8eq expr 300 pca_rd 10 mclust 9 NA 0.750327837490311 0.274933288655048
Zhengmix8eq expr 300 pca_rd 10 mclust 10 NA 0.742711464160513 0.270716198278233
Zhengmix8eq expr 300 pca_rd 10 seurat 5 0.05 0.620106774199015 0.353597994019257
Zhengmix8eq expr 300 pca_rd 10 seurat 5 0.1 0.620106774199015 0.353597994019257
Zhengmix8eq expr 300 pca_rd 10 seurat 5 0.2 0.620588162124329 0.353539505222748
Zhengmix8eq expr 300 pca_rd 10 seurat 7 0.5 0.751236061536583 0.324923152401197
Zhengmix8eq expr 300 pca_rd 10 seurat 8 0.8 0.741706797750324 0.335756398590405
Zhengmix8eq expr 300 pca_rd 10 seurat 8 1 0.742290008173144 0.335663280415631
Zhengmix8eq expr 300 pca_rd 10 seurat 9 1.2 0.743204843784788 0.298014250567793
Zhengmix8eq expr 300 pca_rd 10 seurat 12 1.5 0.714278809344194 0.304707941271251
Zhengmix8eq expr 300 pca_rd 10 seurat 12 2 0.665600693093188 0.272157982218807
Zhengmix8eq expr 300 pca_rd 30 kmeans 2 NA 0.175738287076197 0.263589901585496
Zhengmix8eq expr 300 pca_rd 30 kmeans 3 NA 0.217983896003613 0.310344599692735
Zhengmix8eq expr 300 pca_rd 30 kmeans 4 NA 0.476645653743016 0.210365590395523
Zhengmix8eq expr 300 pca_rd 30 kmeans 5 NA 0.601661199066842 0.22072024633435
Zhengmix8eq expr 300 pca_rd 30 kmeans 6 NA 0.646501997682978 0.217975697491039
Zhengmix8eq expr 300 pca_rd 30 kmeans 7 NA 0.636728688286271 0.226328489411831
Zhengmix8eq expr 300 pca_rd 30 kmeans 8 NA 0.66830270486571 0.211886795546254
Zhengmix8eq expr 300 pca_rd 30 kmeans 9 NA 0.70321944011679 0.20019017685534
Zhengmix8eq expr 300 pca_rd 30 kmeans 10 NA 0.644573814833323 0.1708489978777
Zhengmix8eq expr 300 pca_rd 30 seurat 5 0.05 0.618272502880324 0.221447623648081
Zhengmix8eq expr 300 pca_rd 30 seurat 5 0.1 0.618272502880324 0.221447623648081
Zhengmix8eq expr 300 pca_rd 30 seurat 5 0.2 0.618272502880324 0.221447623648081
Zhengmix8eq expr 300 pca_rd 30 seurat 7 0.5 0.668080541832256 0.221664767783503
Zhengmix8eq expr 300 pca_rd 30 seurat 8 0.8 0.716355221473406 0.205766408069366
Zhengmix8eq expr 300 pca_rd 30 seurat 8 1 0.717812172019345 0.205553316307093
Zhengmix8eq expr 300 pca_rd 30 seurat 8 1.2 0.718192601345904 0.2054887299987
Zhengmix8eq expr 300 pca_rd 30 seurat 10 1.5 0.709034184300443 0.206831852004201
Zhengmix8eq expr 300 pca_rd 30 seurat 10 2 0.713193240801189 0.205925244013312
Zhengmix8eq expr 300 pca_rp 10 kmeans 2 NA 0.175406165803308 0.355231790111663
Zhengmix8eq expr 300 pca_rp 10 kmeans 3 NA 0.217782094817168 0.425861485257883
Zhengmix8eq expr 300 pca_rp 10 kmeans 4 NA 0.483787575063 0.323440017046908
Zhengmix8eq expr 300 pca_rp 10 kmeans 5 NA 0.607355988103284 0.347258018458121
Zhengmix8eq expr 300 pca_rp 10 kmeans 6 NA 0.597504774352247 0.359348501016861
Zhengmix8eq expr 300 pca_rp 10 kmeans 7 NA 0.633221890534421 0.368828469012902
Zhengmix8eq expr 300 pca_rp 10 kmeans 8 NA 0.633474712729041 0.372070396427499
Zhengmix8eq expr 300 pca_rp 10 kmeans 9 NA 0.648767534137115 0.351732592691249
Zhengmix8eq expr 300 pca_rp 10 kmeans 10 NA 0.690948071363969 0.334624177532673
Zhengmix8eq expr 300 pca_rp 10 mclust 2 NA 0.0925497602077632 0.372448102515533
Zhengmix8eq expr 300 pca_rp 10 mclust 3 NA 0.198970478575079 0.248092141741697
Zhengmix8eq expr 300 pca_rp 10 mclust 4 NA 0.21356421572212 0.424784649977901
Zhengmix8eq expr 300 pca_rp 10 mclust 5 NA 0.354082151086748 0.350758964079943
Zhengmix8eq expr 300 pca_rp 10 mclust 6 NA 0.616911749983574 0.361204326850938
Zhengmix8eq expr 300 pca_rp 10 mclust 7 NA 0.678831414848793 0.344169491214857
Zhengmix8eq expr 300 pca_rp 10 mclust 8 NA 0.683534716577473 0.314243019043581
Zhengmix8eq expr 300 pca_rp 10 mclust 9 NA 0.738577931058044 0.2740469275957
Zhengmix8eq expr 300 pca_rp 10 mclust 10 NA 0.739333734318489 0.297969628477618
Zhengmix8eq expr 300 pca_rp 10 seurat 5 0.05 0.6198904710194 0.346672170245943
Zhengmix8eq expr 300 pca_rp 10 seurat 5 0.1 0.6198904710194 0.346672170245943
Zhengmix8eq expr 300 pca_rp 10 seurat 5 0.2 0.6198904710194 0.346672170245943
Zhengmix8eq expr 300 pca_rp 10 seurat 7 0.5 0.750265697268009 0.314198146748295
Zhengmix8eq expr 300 pca_rp 10 seurat 8 0.8 0.741792290356157 0.326737633103737
Zhengmix8eq expr 300 pca_rp 10 seurat 8 1 0.742205347595127 0.326598685818985
Zhengmix8eq expr 300 pca_rp 10 seurat 10 1.2 0.737858035258368 0.295004736029003
Zhengmix8eq expr 300 pca_rp 10 seurat 12 1.5 0.6521911460082 0.259070790238217
Zhengmix8eq expr 300 pca_rp 10 seurat 13 2 0.650157856323068 0.260239107751514
Zhengmix8eq expr 300 pca_rp 30 kmeans 2 NA 0.175406165803308 0.267853416668862
Zhengmix8eq expr 300 pca_rp 30 kmeans 3 NA 0.217806698760091 0.312930982614522
Zhengmix8eq expr 300 pca_rp 30 kmeans 4 NA 0.485000008488672 0.202212714925457
Zhengmix8eq expr 300 pca_rp 30 kmeans 5 NA 0.605648864766502 0.205520899515091
Zhengmix8eq expr 300 pca_rp 30 kmeans 6 NA 0.598016893506685 0.215206507140534
Zhengmix8eq expr 300 pca_rp 30 kmeans 7 NA 0.632226577440451 0.219555340721366
Zhengmix8eq expr 300 pca_rp 30 kmeans 8 NA 0.632095005404732 0.222311509734158
Zhengmix8eq expr 300 pca_rp 30 kmeans 9 NA 0.654363186020454 0.200149401535035
Zhengmix8eq expr 300 pca_rp 30 kmeans 10 NA 0.689776025009601 0.189369553616719
Zhengmix8eq expr 300 pca_rp 30 seurat 5 0.05 0.6172360855331 0.205532980213934
Zhengmix8eq expr 300 pca_rp 30 seurat 5 0.1 0.6172360855331 0.205532980213934
Zhengmix8eq expr 300 pca_rp 30 seurat 5 0.2 0.6172360855331 0.205532980213934
Zhengmix8eq expr 300 pca_rp 30 seurat 7 0.5 0.664744464872498 0.213280747331791
Zhengmix8eq expr 300 pca_rp 30 seurat 8 0.8 0.71157676842009 0.189521969349699
Zhengmix8eq expr 300 pca_rp 30 seurat 9 1 0.714539547512539 0.191373691022817
Zhengmix8eq expr 300 pca_rp 30 seurat 9 1.2 0.71523895374372 0.191181334874289
Zhengmix8eq expr 300 pca_rp 30 seurat 9 1.5 0.719232352309745 0.190566359064729
Zhengmix8eq expr 300 pca_rp 30 seurat 11 2 0.712453533318631 0.164378707591733
Zhengmix8eq expr 300 zinbwave 10 kmeans 2 NA 0.0840214204489757 0.238243083641528
Zhengmix8eq expr 300 zinbwave 10 kmeans 3 NA 0.190382837093482 0.268413385825142
Zhengmix8eq expr 300 zinbwave 10 kmeans 4 NA 0.358016850028465 0.286686539350214
Zhengmix8eq expr 300 zinbwave 10 kmeans 5 NA 0.500522043148799 0.249630923704667
Zhengmix8eq expr 300 zinbwave 10 kmeans 6 NA 0.570311932510602 0.244028868038448
Zhengmix8eq expr 300 zinbwave 10 kmeans 7 NA 0.576703367389672 0.243686861994203
Zhengmix8eq expr 300 zinbwave 10 kmeans 8 NA 0.639907262275396 0.246761669274294
Zhengmix8eq expr 300 zinbwave 10 kmeans 9 NA 0.650514479506495 0.245744811973978
Zhengmix8eq expr 300 zinbwave 10 kmeans 10 NA 0.648335617975123 0.23877876751654
Zhengmix8eq expr 300 zinbwave 10 mclust 2 NA 0.17345587952909 0.215006450323703
Zhengmix8eq expr 300 zinbwave 10 mclust 3 NA 0.218051138818345 0.221507693220334
Zhengmix8eq expr 300 zinbwave 10 mclust 4 NA 0.36245176241777 0.286637062249523
Zhengmix8eq expr 300 zinbwave 10 mclust 5 NA 0.634088267501088 0.234155222676716
Zhengmix8eq expr 300 zinbwave 10 mclust 6 NA 0.62732243034726 0.231726973931634
Zhengmix8eq expr 300 zinbwave 10 mclust 7 NA 0.664109967337859 0.203914774628097
Zhengmix8eq expr 300 zinbwave 10 mclust 8 NA 0.735919996415824 0.221778126094415
Zhengmix8eq expr 300 zinbwave 10 mclust 9 NA 0.736048064659208 0.216836230740138
Zhengmix8eq expr 300 zinbwave 10 mclust 10 NA 0.729836877427882 0.209079042127723
Zhengmix8eq expr 300 zinbwave 10 seurat 4 0.05 0.3624680904195 0.287799413693875
Zhengmix8eq expr 300 zinbwave 10 seurat 4 0.1 0.3624680904195 0.287799413693875
Zhengmix8eq expr 300 zinbwave 10 seurat 5 0.2 0.614416821663266 0.22975466150412
Zhengmix8eq expr 300 zinbwave 10 seurat 7 0.5 0.745235927189359 0.218871628259588
Zhengmix8eq expr 300 zinbwave 10 seurat 8 0.8 0.73561311772399 0.220264861162655
Zhengmix8eq expr 300 zinbwave 10 seurat 8 1 0.73558262945464 0.220330067400306
Zhengmix8eq expr 300 zinbwave 10 seurat 10 1.2 0.739715335114927 0.230820594319594
Zhengmix8eq expr 300 zinbwave 10 seurat 10 1.5 0.731441989961884 0.234304360656125
Zhengmix8eq expr 300 zinbwave 10 seurat 12 2 0.712897311082329 0.198861389190114
Zhengmix8eq expr 300 zinbwave 30 kmeans 2 NA 0.0833743521337405 0.150443367794824
Zhengmix8eq expr 300 zinbwave 30 kmeans 3 NA 0.193177870121628 0.0774124358634873
Zhengmix8eq expr 300 zinbwave 30 kmeans 4 NA 0.357171160867609 0.0334260142827183
Zhengmix8eq expr 300 zinbwave 30 kmeans 5 NA 0.432842615664266 0.0362075139348198
Zhengmix8eq expr 300 zinbwave 30 kmeans 6 NA 0.493187492932585 0.0343185909272621
Zhengmix8eq expr 300 zinbwave 30 kmeans 7 NA 0.44507620383978 0.03836853365044
Zhengmix8eq expr 300 zinbwave 30 kmeans 8 NA 0.451842865526974 0.0376995174204303
Zhengmix8eq expr 300 zinbwave 30 kmeans 9 NA 0.455574312552129 0.0368240236164488
Zhengmix8eq expr 300 zinbwave 30 kmeans 10 NA 0.432076127696221 0.0342561555335153
Zhengmix8eq expr 300 zinbwave 30 seurat 4 0.05 0.352512875818982 0.0310325372785971
Zhengmix8eq expr 300 zinbwave 30 seurat 4 0.1 0.35248430104949 0.0312856010614684
Zhengmix8eq expr 300 zinbwave 30 seurat 4 0.2 0.353052399715974 0.0312859193390263
Zhengmix8eq expr 300 zinbwave 30 seurat 4 0.5 0.353897092886849 0.0313160536615777
Zhengmix8eq expr 300 zinbwave 30 seurat 4 0.8 0.356371439130556 0.0329943967097113
Zhengmix8eq expr 300 zinbwave 30 seurat 5 1 0.511527043183968 0.0313828908753749
Zhengmix8eq expr 300 zinbwave 30 seurat 5 1.2 0.511682090345655 0.0314328958627797
Zhengmix8eq expr 300 zinbwave 30 seurat 7 1.5 0.540844744350152 0.0278957417140606
Zhengmix8eq expr 300 zinbwave 30 seurat 7 2 0.577707977723557 0.0133038333507929
Zhengmix8eq expr 1500 glmpca 10 kmeans 2 NA 0.091110413075861 0.476788896748186
Zhengmix8eq expr 1500 glmpca 10 kmeans 3 NA 0.21765475958348 0.454224670139654
Zhengmix8eq expr 1500 glmpca 10 kmeans 4 NA 0.362451802930809 0.543437336986394
Zhengmix8eq expr 1500 glmpca 10 kmeans 5 NA 0.535957897508516 0.448691521814922
Zhengmix8eq expr 1500 glmpca 10 kmeans 6 NA 0.610590851270302 0.417331392196456
Zhengmix8eq expr 1500 glmpca 10 kmeans 7 NA 0.719875138432506 0.399834736582105
Zhengmix8eq expr 1500 glmpca 10 kmeans 8 NA 0.706493995475254 0.3810833152634
Zhengmix8eq expr 1500 glmpca 10 kmeans 9 NA 0.73465319625387 0.37866562662619
Zhengmix8eq expr 1500 glmpca 10 kmeans 10 NA 0.718872978549278 0.3676435341147
Zhengmix8eq expr 1500 glmpca 10 mclust 2 NA 0.091110413075861 0.476788896748186
Zhengmix8eq expr 1500 glmpca 10 mclust 3 NA 0.197864046062918 0.460168806387383
Zhengmix8eq expr 1500 glmpca 10 mclust 4 NA 0.3627902937015 0.542942942233056
Zhengmix8eq expr 1500 glmpca 10 mclust 5 NA 0.484480410037588 0.346791542280528
Zhengmix8eq expr 1500 glmpca 10 mclust 6 NA 0.628617765129971 0.371798212563573
Zhengmix8eq expr 1500 glmpca 10 mclust 7 NA 0.678715605902915 0.346007680719532
Zhengmix8eq expr 1500 glmpca 10 mclust 8 NA 0.755256957450067 0.39139054646891
Zhengmix8eq expr 1500 glmpca 10 mclust 9 NA 0.757410739394455 0.369086757422088
Zhengmix8eq expr 1500 glmpca 10 mclust 10 NA 0.728172342118514 0.32947885905272
Zhengmix8eq expr 1500 glmpca 10 seurat 5 0.05 0.631886682618599 0.375047433613959
Zhengmix8eq expr 1500 glmpca 10 seurat 5 0.1 0.631719191638253 0.37521678349091
Zhengmix8eq expr 1500 glmpca 10 seurat 6 0.2 0.687346328667167 0.348444197213903
Zhengmix8eq expr 1500 glmpca 10 seurat 7 0.5 0.781194884323371 0.39921009965034
Zhengmix8eq expr 1500 glmpca 10 seurat 8 0.8 0.768915870310729 0.38558180235327
Zhengmix8eq expr 1500 glmpca 10 seurat 8 1 0.768915870310729 0.38558180235327
Zhengmix8eq expr 1500 glmpca 10 seurat 8 1.2 0.768659464569058 0.385504341581618
Zhengmix8eq expr 1500 glmpca 10 seurat 10 1.5 0.75013869129593 0.343915108579989
Zhengmix8eq expr 1500 glmpca 10 seurat 12 2 0.665062211712525 0.261974952165967
Zhengmix8eq expr 1500 glmpca 30 kmeans 2 NA 0.091110413075861 0.394709129538314
Zhengmix8eq expr 1500 glmpca 30 kmeans 3 NA 0.21849939421968 0.348607308910055
Zhengmix8eq expr 1500 glmpca 30 kmeans 4 NA 0.362080060223406 0.392620515750701
Zhengmix8eq expr 1500 glmpca 30 kmeans 5 NA 0.547982502311436 0.287693541564543
Zhengmix8eq expr 1500 glmpca 30 kmeans 6 NA 0.647558018033173 0.259578457271708
Zhengmix8eq expr 1500 glmpca 30 kmeans 7 NA 0.688489363581391 0.252366646294529
Zhengmix8eq expr 1500 glmpca 30 kmeans 8 NA 0.684202351313239 0.218849240158305
Zhengmix8eq expr 1500 glmpca 30 kmeans 9 NA 0.633599728066364 0.181569074052571
Zhengmix8eq expr 1500 glmpca 30 kmeans 10 NA 0.691154569285304 0.177185258507282
Zhengmix8eq expr 1500 glmpca 30 seurat 4 0.05 0.36248026498949 0.392295204757625
Zhengmix8eq expr 1500 glmpca 30 seurat 4 0.1 0.362744988256773 0.392410807113902
Zhengmix8eq expr 1500 glmpca 30 seurat 6 0.2 0.667548993833627 0.257361861411744
Zhengmix8eq expr 1500 glmpca 30 seurat 7 0.5 0.755871379294074 0.247398425475101
Zhengmix8eq expr 1500 glmpca 30 seurat 7 0.8 0.756619277255767 0.247416856083865
Zhengmix8eq expr 1500 glmpca 30 seurat 8 1 0.742623179841336 0.21991813374567
Zhengmix8eq expr 1500 glmpca 30 seurat 8 1.2 0.743392484875814 0.219888126480286
Zhengmix8eq expr 1500 glmpca 30 seurat 9 1.5 0.72647386693173 0.193282577510663
Zhengmix8eq expr 1500 glmpca 30 seurat 10 2 0.724218512092053 0.192372120781584
Zhengmix8eq expr 1500 pca_log 10 kmeans 2 NA 0.0826695014554506 0.410001325845834
Zhengmix8eq expr 1500 pca_log 10 kmeans 3 NA 0.198098286123012 0.444396957319382
Zhengmix8eq expr 1500 pca_log 10 kmeans 4 NA 0.337388872135195 0.408155013768944
Zhengmix8eq expr 1500 pca_log 10 kmeans 5 NA 0.365458096945628 0.392691107499365
Zhengmix8eq expr 1500 pca_log 10 kmeans 6 NA 0.425107789272877 0.352431340670343
Zhengmix8eq expr 1500 pca_log 10 kmeans 7 NA 0.47361367458647 0.302318381157202
Zhengmix8eq expr 1500 pca_log 10 kmeans 8 NA 0.512834945771419 0.307715833523274
Zhengmix8eq expr 1500 pca_log 10 kmeans 9 NA 0.470474678968485 0.28400109780476
Zhengmix8eq expr 1500 pca_log 10 kmeans 10 NA 0.424666950151258 0.253244429282615
Zhengmix8eq expr 1500 pca_log 10 mclust 2 NA 0.239841051894924 0.286058365356898
Zhengmix8eq expr 1500 pca_log 10 mclust 3 NA 0.311269336872383 0.299678234669135
Zhengmix8eq expr 1500 pca_log 10 mclust 4 NA 0.362178334263615 0.407871159126241
Zhengmix8eq expr 1500 pca_log 10 mclust 5 NA 0.533288949222609 0.306053557939379
Zhengmix8eq expr 1500 pca_log 10 mclust 6 NA 0.479328300743433 0.251574384269089
Zhengmix8eq expr 1500 pca_log 10 mclust 7 NA 0.636963620934944 0.276373525846851
Zhengmix8eq expr 1500 pca_log 10 mclust 8 NA 0.732224920088125 0.280800289887215
Zhengmix8eq expr 1500 pca_log 10 mclust 9 NA 0.73378961864486 0.282189686835965
Zhengmix8eq expr 1500 pca_log 10 mclust 10 NA 0.691065092171549 0.237307124281213
Zhengmix8eq expr 1500 pca_log 10 seurat 4 0.05 0.361818358704362 0.409411278732
Zhengmix8eq expr 1500 pca_log 10 seurat 4 0.1 0.361818358704362 0.409411278732
Zhengmix8eq expr 1500 pca_log 10 seurat 6 0.2 0.639723698139723 0.26957625450018
Zhengmix8eq expr 1500 pca_log 10 seurat 8 0.5 0.723568057309139 0.288728633422141
Zhengmix8eq expr 1500 pca_log 10 seurat 11 0.8 0.601584565615162 0.257846014002314
Zhengmix8eq expr 1500 pca_log 10 seurat 13 1 0.59542634034698 0.258522006914509
Zhengmix8eq expr 1500 pca_log 10 seurat 13 1.2 0.592000341160148 0.258677653038639
Zhengmix8eq expr 1500 pca_log 10 seurat 13 1.5 0.590945977356071 0.258497427866079
Zhengmix8eq expr 1500 pca_log 10 seurat 18 2 0.490502076480397 0.20981779933983
Zhengmix8eq expr 1500 pca_log 30 kmeans 2 NA 0.0826695014554506 0.316834391111655
Zhengmix8eq expr 1500 pca_log 30 kmeans 3 NA 0.198098286123012 0.336560485497642
Zhengmix8eq expr 1500 pca_log 30 kmeans 4 NA 0.337968208946834 0.272344741166124
Zhengmix8eq expr 1500 pca_log 30 kmeans 5 NA 0.365121315014768 0.259175406076304
Zhengmix8eq expr 1500 pca_log 30 kmeans 6 NA 0.425285610953041 0.229913718944945
Zhengmix8eq expr 1500 pca_log 30 kmeans 7 NA 0.471194261092429 0.185348719099813
Zhengmix8eq expr 1500 pca_log 30 kmeans 8 NA 0.429695977065469 0.152996223713134
Zhengmix8eq expr 1500 pca_log 30 kmeans 9 NA 0.396949966681929 0.132129616400936
Zhengmix8eq expr 1500 pca_log 30 kmeans 10 NA 0.417385767023495 0.133973031477269
Zhengmix8eq expr 1500 pca_log 30 seurat 4 0.05 0.362112742663174 0.273409075264034
Zhengmix8eq expr 1500 pca_log 30 seurat 4 0.1 0.362112742663174 0.273409075264034
Zhengmix8eq expr 1500 pca_log 30 seurat 4 0.2 0.362097043194334 0.273771911831136
Zhengmix8eq expr 1500 pca_log 30 seurat 7 0.5 0.60645274107721 0.161173220817553
Zhengmix8eq expr 1500 pca_log 30 seurat 7 0.8 0.607822133485399 0.160730738402735
Zhengmix8eq expr 1500 pca_log 30 seurat 8 1 0.618490259407751 0.17344044326861
Zhengmix8eq expr 1500 pca_log 30 seurat 11 1.2 0.556566742962713 0.138970151806818
Zhengmix8eq expr 1500 pca_log 30 seurat 13 1.5 0.580180704199182 0.134908371586226
Zhengmix8eq expr 1500 pca_log 30 seurat 13 2 0.563021703124921 0.129915306928615
Zhengmix8eq expr 1500 pca_rd 10 kmeans 2 NA 0.181874426647421 0.390367454598807
Zhengmix8eq expr 1500 pca_rd 10 kmeans 3 NA 0.214468126821015 0.481488637569088
Zhengmix8eq expr 1500 pca_rd 10 kmeans 4 NA 0.357466863838637 0.424896053819613
Zhengmix8eq expr 1500 pca_rd 10 kmeans 5 NA 0.572868673705269 0.36895436261783
Zhengmix8eq expr 1500 pca_rd 10 kmeans 6 NA 0.563401802176301 0.382058582254735
Zhengmix8eq expr 1500 pca_rd 10 kmeans 7 NA 0.628068425121909 0.388495423452532
Zhengmix8eq expr 1500 pca_rd 10 kmeans 8 NA 0.641997236454818 0.383979884726819
Zhengmix8eq expr 1500 pca_rd 10 kmeans 9 NA 0.682119869260671 0.385012546602737
Zhengmix8eq expr 1500 pca_rd 10 kmeans 10 NA 0.633872785168453 0.348036643696153
Zhengmix8eq expr 1500 pca_rd 10 mclust 2 NA 0.238555997888569 0.300526926473343
Zhengmix8eq expr 1500 pca_rd 10 mclust 3 NA 0.315843856222775 0.376525997763579
Zhengmix8eq expr 1500 pca_rd 10 mclust 4 NA 0.313583444566694 0.380887114558459
Zhengmix8eq expr 1500 pca_rd 10 mclust 5 NA 0.353593193169308 0.43500875755768
Zhengmix8eq expr 1500 pca_rd 10 mclust 6 NA 0.53619639877852 0.34464094401246
Zhengmix8eq expr 1500 pca_rd 10 mclust 7 NA 0.614161729351111 0.368036368672087
Zhengmix8eq expr 1500 pca_rd 10 mclust 8 NA 0.658881986938648 0.353466073194527
Zhengmix8eq expr 1500 pca_rd 10 mclust 9 NA 0.732302052642073 0.284954535790574
Zhengmix8eq expr 1500 pca_rd 10 mclust 10 NA 0.699665814475958 0.251174207817991
Zhengmix8eq expr 1500 pca_rd 10 seurat 5 0.05 0.620340252824953 0.371506084899858
Zhengmix8eq expr 1500 pca_rd 10 seurat 5 0.1 0.620340252824953 0.371506084899858
Zhengmix8eq expr 1500 pca_rd 10 seurat 5 0.2 0.620340252824953 0.371506084899858
Zhengmix8eq expr 1500 pca_rd 10 seurat 8 0.5 0.747596463673648 0.370456231639054
Zhengmix8eq expr 1500 pca_rd 10 seurat 8 0.8 0.747994941107877 0.370019609200075
Zhengmix8eq expr 1500 pca_rd 10 seurat 9 1 0.736973710339196 0.372447996468434
Zhengmix8eq expr 1500 pca_rd 10 seurat 9 1.2 0.737051944491105 0.372449330506158
Zhengmix8eq expr 1500 pca_rd 10 seurat 12 1.5 0.631921220634857 0.246981132273729
Zhengmix8eq expr 1500 pca_rd 10 seurat 13 2 0.622425284678912 0.238573010856859
Zhengmix8eq expr 1500 pca_rd 30 kmeans 2 NA 0.181790576253879 0.300280106164762
Zhengmix8eq expr 1500 pca_rd 30 kmeans 3 NA 0.214972346260109 0.366985614643243
Zhengmix8eq expr 1500 pca_rd 30 kmeans 4 NA 0.357466863838637 0.282950034734818
Zhengmix8eq expr 1500 pca_rd 30 kmeans 5 NA 0.576608967695833 0.232374611016306
Zhengmix8eq expr 1500 pca_rd 30 kmeans 6 NA 0.566594252016689 0.243707539773357
Zhengmix8eq expr 1500 pca_rd 30 kmeans 7 NA 0.629538534457009 0.242049801566243
Zhengmix8eq expr 1500 pca_rd 30 kmeans 8 NA 0.632451038643683 0.241323145447193
Zhengmix8eq expr 1500 pca_rd 30 kmeans 9 NA 0.684137912624013 0.233537814036481
Zhengmix8eq expr 1500 pca_rd 30 kmeans 10 NA 0.648384006457836 0.205954473392969
Zhengmix8eq expr 1500 pca_rd 30 seurat 5 0.05 0.618973754230345 0.234595811288279
Zhengmix8eq expr 1500 pca_rd 30 seurat 5 0.1 0.618973754230345 0.234595811288279
Zhengmix8eq expr 1500 pca_rd 30 seurat 5 0.2 0.618973754230345 0.234595811288279
Zhengmix8eq expr 1500 pca_rd 30 seurat 7 0.5 0.668198680485491 0.232524352637434
Zhengmix8eq expr 1500 pca_rd 30 seurat 8 0.8 0.729228291989497 0.225140838337018
Zhengmix8eq expr 1500 pca_rd 30 seurat 8 1 0.730927467495725 0.224755707662611
Zhengmix8eq expr 1500 pca_rd 30 seurat 9 1.2 0.720019031061885 0.228173887633751
Zhengmix8eq expr 1500 pca_rd 30 seurat 9 1.5 0.721797724488694 0.227411236296832
Zhengmix8eq expr 1500 pca_rd 30 seurat 9 2 0.725892470924372 0.226401428324736
Zhengmix8eq expr 1500 pca_rp 10 kmeans 2 NA 0.180424907719991 0.398146468803859
Zhengmix8eq expr 1500 pca_rp 10 kmeans 3 NA 0.213352125853823 0.489287199604705
Zhengmix8eq expr 1500 pca_rp 10 kmeans 4 NA 0.357282198941455 0.416162955882778
Zhengmix8eq expr 1500 pca_rp 10 kmeans 5 NA 0.572256914952408 0.372997799169578
Zhengmix8eq expr 1500 pca_rp 10 kmeans 6 NA 0.562047447524653 0.38566426329692
Zhengmix8eq expr 1500 pca_rp 10 kmeans 7 NA 0.623368285100046 0.401531262143317
Zhengmix8eq expr 1500 pca_rp 10 kmeans 8 NA 0.626365546498317 0.40357212278495
Zhengmix8eq expr 1500 pca_rp 10 kmeans 9 NA 0.669585548376583 0.390138008361198
Zhengmix8eq expr 1500 pca_rp 10 kmeans 10 NA 0.675992493651564 0.392848182342784
Zhengmix8eq expr 1500 pca_rp 10 mclust 2 NA 0.238550301975981 0.300710918254583
Zhengmix8eq expr 1500 pca_rp 10 mclust 3 NA 0.231072300278994 0.29898006767469
Zhengmix8eq expr 1500 pca_rp 10 mclust 4 NA 0.314391614354649 0.381622031335295
Zhengmix8eq expr 1500 pca_rp 10 mclust 5 NA 0.356644785077407 0.430950072176781
Zhengmix8eq expr 1500 pca_rp 10 mclust 6 NA 0.535566495974717 0.351575233654152
Zhengmix8eq expr 1500 pca_rp 10 mclust 7 NA 0.62062350107512 0.387399677008564
Zhengmix8eq expr 1500 pca_rp 10 mclust 8 NA 0.755600502052471 0.365371281102676
Zhengmix8eq expr 1500 pca_rp 10 mclust 9 NA 0.742924141364404 0.360726136928867
Zhengmix8eq expr 1500 pca_rp 10 mclust 10 NA 0.735226072522998 0.343828332693756
Zhengmix8eq expr 1500 pca_rp 10 seurat 5 0.05 0.620340848724859 0.375734671408179
Zhengmix8eq expr 1500 pca_rp 10 seurat 5 0.1 0.620340848724859 0.375734671408179
Zhengmix8eq expr 1500 pca_rp 10 seurat 5 0.2 0.620340848724859 0.375734671408179
Zhengmix8eq expr 1500 pca_rp 10 seurat 8 0.5 0.744393874702464 0.376217559757521
Zhengmix8eq expr 1500 pca_rp 10 seurat 8 0.8 0.744162019254979 0.376183895986674
Zhengmix8eq expr 1500 pca_rp 10 seurat 9 1 0.732921732710215 0.375045864860972
Zhengmix8eq expr 1500 pca_rp 10 seurat 10 1.2 0.705517422306427 0.329995327836775
Zhengmix8eq expr 1500 pca_rp 10 seurat 12 1.5 0.675545751284161 0.288698729590458
Zhengmix8eq expr 1500 pca_rp 10 seurat 14 2 0.579077297363558 0.22451512519237
Zhengmix8eq expr 1500 pca_rp 30 kmeans 2 NA 0.180424907719991 0.304599002800957
Zhengmix8eq expr 1500 pca_rp 30 kmeans 3 NA 0.212866537086204 0.363430223124458
Zhengmix8eq expr 1500 pca_rp 30 kmeans 4 NA 0.357282198941455 0.255560337032313
Zhengmix8eq expr 1500 pca_rp 30 kmeans 5 NA 0.574996976478359 0.210504994035816
Zhengmix8eq expr 1500 pca_rp 30 kmeans 6 NA 0.564789390940929 0.220249418571375
Zhengmix8eq expr 1500 pca_rp 30 kmeans 7 NA 0.626580908935346 0.22503699141856
Zhengmix8eq expr 1500 pca_rp 30 kmeans 8 NA 0.62872648477471 0.227811968702194
Zhengmix8eq expr 1500 pca_rp 30 kmeans 9 NA 0.582846248004552 0.198611820471958
Zhengmix8eq expr 1500 pca_rp 30 kmeans 10 NA 0.626875520814006 0.18122306645263
Zhengmix8eq expr 1500 pca_rp 30 seurat 5 0.05 0.61625292793037 0.212132632041455
Zhengmix8eq expr 1500 pca_rp 30 seurat 5 0.1 0.61625292793037 0.212132632041455
Zhengmix8eq expr 1500 pca_rp 30 seurat 5 0.2 0.61625292793037 0.212132632041455
Zhengmix8eq expr 1500 pca_rp 30 seurat 7 0.5 0.670611308858633 0.215843920190738
Zhengmix8eq expr 1500 pca_rp 30 seurat 8 0.8 0.72702108061588 0.197200970579552
Zhengmix8eq expr 1500 pca_rp 30 seurat 9 1 0.717361516660118 0.198932970603688
Zhengmix8eq expr 1500 pca_rp 30 seurat 9 1.2 0.718505759090692 0.198658707728522
Zhengmix8eq expr 1500 pca_rp 30 seurat 9 1.5 0.720709690805371 0.198190873032957
Zhengmix8eq expr 1500 pca_rp 30 seurat 10 2 0.690501770792857 0.175098663235573
Zhengmix8eq expr 1500 zinbwave 10 kmeans 2 NA 0.0873574646944571 0.244194363298403
Zhengmix8eq expr 1500 zinbwave 10 kmeans 3 NA 0.217996991646688 0.244123031264451
Zhengmix8eq expr 1500 zinbwave 10 kmeans 4 NA 0.362613118241631 0.295107587660575
Zhengmix8eq expr 1500 zinbwave 10 kmeans 5 NA 0.548894368263384 0.277600866607985
Zhengmix8eq expr 1500 zinbwave 10 kmeans 6 NA 0.641038114832708 0.274367516971355
Zhengmix8eq expr 1500 zinbwave 10 kmeans 7 NA 0.748769106925843 0.25915978063687
Zhengmix8eq expr 1500 zinbwave 10 kmeans 8 NA 0.725069472841556 0.263118819648105
Zhengmix8eq expr 1500 zinbwave 10 kmeans 9 NA 0.727463704267903 0.26307441669057
Zhengmix8eq expr 1500 zinbwave 10 kmeans 10 NA 0.724305099546616 0.265779821211793
Zhengmix8eq expr 1500 zinbwave 10 mclust 2 NA 0.173547758124965 0.212671456145291
Zhengmix8eq expr 1500 zinbwave 10 mclust 3 NA 0.216567083431253 0.242825735942177
Zhengmix8eq expr 1500 zinbwave 10 mclust 4 NA 0.361159775006336 0.293898757220204
Zhengmix8eq expr 1500 zinbwave 10 mclust 5 NA 0.632265399905318 0.252055721938528
Zhengmix8eq expr 1500 zinbwave 10 mclust 6 NA 0.618979733853094 0.251884041614581
Zhengmix8eq expr 1500 zinbwave 10 mclust 7 NA 0.674297934450909 0.228762974727541
Zhengmix8eq expr 1500 zinbwave 10 mclust 8 NA 0.75836646031771 0.253956404767676
Zhengmix8eq expr 1500 zinbwave 10 mclust 9 NA 0.758083754657192 0.236861396432893
Zhengmix8eq expr 1500 zinbwave 10 mclust 10 NA 0.716596305528979 0.204545151312223
Zhengmix8eq expr 1500 zinbwave 10 seurat 4 0.05 0.362202688033031 0.294564085852541
Zhengmix8eq expr 1500 zinbwave 10 seurat 5 0.1 0.630861344413605 0.253444161886244
Zhengmix8eq expr 1500 zinbwave 10 seurat 6 0.2 0.688194428336798 0.227787917129906
Zhengmix8eq expr 1500 zinbwave 10 seurat 7 0.5 0.769647447893086 0.250995382958763
Zhengmix8eq expr 1500 zinbwave 10 seurat 9 0.8 0.762883649695284 0.261222979337161
Zhengmix8eq expr 1500 zinbwave 10 seurat 9 1 0.762965091363535 0.261193408248049
Zhengmix8eq expr 1500 zinbwave 10 seurat 10 1.2 0.763990907660482 0.260037534762499
Zhengmix8eq expr 1500 zinbwave 10 seurat 10 1.5 0.763548763725172 0.259845666617214
Zhengmix8eq expr 1500 zinbwave 10 seurat 13 2 0.679386538416035 0.204731203600513
Zhengmix8eq expr 1500 zinbwave 30 kmeans 2 NA 0.0826387714451111 0.128586667752912
Zhengmix8eq expr 1500 zinbwave 30 kmeans 3 NA 0.188050520582375 0.0773766898457789
Zhengmix8eq expr 1500 zinbwave 30 kmeans 4 NA 0.34840739604274 0.030578201256737
Zhengmix8eq expr 1500 zinbwave 30 kmeans 5 NA 0.530878722380289 0.0395749239015621
Zhengmix8eq expr 1500 zinbwave 30 kmeans 6 NA 0.63407768757192 0.0379257448214775
Zhengmix8eq expr 1500 zinbwave 30 kmeans 7 NA 0.640320321416506 0.038579942685181
Zhengmix8eq expr 1500 zinbwave 30 kmeans 8 NA 0.617128863962871 0.0433129992205081
Zhengmix8eq expr 1500 zinbwave 30 kmeans 9 NA 0.612366852954256 0.0453038123370938
Zhengmix8eq expr 1500 zinbwave 30 kmeans 10 NA 0.564533732215843 0.0466329414757888
Zhengmix8eq expr 1500 zinbwave 30 seurat 4 0.05 0.359997874504417 0.0316308353281649
Zhengmix8eq expr 1500 zinbwave 30 seurat 4 0.1 0.359997874504417 0.0316308353281649
Zhengmix8eq expr 1500 zinbwave 30 seurat 4 0.2 0.360043580104463 0.0315846900696662
Zhengmix8eq expr 1500 zinbwave 30 seurat 4 0.5 0.359948515317177 0.0324337221226803
Zhengmix8eq expr 1500 zinbwave 30 seurat 5 0.8 0.532314447997613 0.0387422500090059
Zhengmix8eq expr 1500 zinbwave 30 seurat 5 1 0.532711986382651 0.0387581489712025
Zhengmix8eq expr 1500 zinbwave 30 seurat 5 1.2 0.533090101354551 0.0387218145939794
Zhengmix8eq expr 1500 zinbwave 30 seurat 7 1.5 0.60641384891884 0.033957822377663
Zhengmix8eq expr 1500 zinbwave 30 seurat 9 2 0.658549925623735 0.0359723218275146
Zhengmix8eq hvg 60 glmpca 10 kmeans 2 NA 0.156629193730125 0.263685344612408
Zhengmix8eq hvg 60 glmpca 10 kmeans 3 NA 0.213959527388805 0.251266505271266
Zhengmix8eq hvg 60 glmpca 10 kmeans 4 NA 0.365580305361403 0.295621708284275
Zhengmix8eq hvg 60 glmpca 10 kmeans 5 NA 0.434040139679405 0.295229113169796
Zhengmix8eq hvg 60 glmpca 10 kmeans 6 NA 0.469893321611272 0.291177261605485
Zhengmix8eq hvg 60 glmpca 10 kmeans 7 NA 0.480659656136512 0.298233588045096
Zhengmix8eq hvg 60 glmpca 10 kmeans 8 NA 0.489938448881607 0.298659677099875
Zhengmix8eq hvg 60 glmpca 10 kmeans 9 NA 0.496168737151434 0.301924488154994
Zhengmix8eq hvg 60 glmpca 10 kmeans 10 NA 0.457803987653165 0.290571704034407
Zhengmix8eq hvg 60 glmpca 10 mclust 2 NA 0.0888597078257294 0.29160284896801
Zhengmix8eq hvg 60 glmpca 10 mclust 3 NA 0.153184535675937 0.0992110574012632
Zhengmix8eq hvg 60 glmpca 10 mclust 4 NA 0.215568760645322 0.0554385158751404
Zhengmix8eq hvg 60 glmpca 10 mclust 5 NA 0.282236273168307 0.0892042721514093
Zhengmix8eq hvg 60 glmpca 10 mclust 6 NA 0.41277609782648 0.143186531568102
Zhengmix8eq hvg 60 glmpca 10 mclust 7 NA 0.430498570286058 0.143890363004711
Zhengmix8eq hvg 60 glmpca 10 mclust 8 NA 0.403208432227976 0.114853620915194
Zhengmix8eq hvg 60 glmpca 10 mclust 9 NA 0.506566338783366 0.125686203556073
Zhengmix8eq hvg 60 glmpca 10 mclust 10 NA 0.463529602547615 0.108561197082561
Zhengmix8eq hvg 60 glmpca 10 seurat 6 0.05 0.447960881528137 0.174668448767617
Zhengmix8eq hvg 60 glmpca 10 seurat 6 0.1 0.448224690459428 0.175354233521859
Zhengmix8eq hvg 60 glmpca 10 seurat 8 0.2 0.515656309599074 0.197963297320157
Zhengmix8eq hvg 60 glmpca 10 seurat 15 0.5 0.560655302301944 0.201318448004573
Zhengmix8eq hvg 60 glmpca 10 seurat 16 0.8 0.565116825374124 0.210003044898509
Zhengmix8eq hvg 60 glmpca 10 seurat 19 1 0.573581557027629 0.237641839043042
Zhengmix8eq hvg 60 glmpca 10 seurat 19 1.2 0.573850617839715 0.237185781490158
Zhengmix8eq hvg 60 glmpca 10 seurat 23 1.5 0.528493057201962 0.230616879844985
Zhengmix8eq hvg 60 glmpca 10 seurat 25 2 0.380748916053367 0.176675728388165
Zhengmix8eq hvg 60 glmpca 30 kmeans 2 NA 0.0929791895616659 0.36904834612336
Zhengmix8eq hvg 60 glmpca 30 kmeans 3 NA 0.199365599807135 0.337805360181267
Zhengmix8eq hvg 60 glmpca 30 kmeans 4 NA 0.362303178053681 0.338949960618841
Zhengmix8eq hvg 60 glmpca 30 kmeans 5 NA 0.488555840917368 0.197569437700009
Zhengmix8eq hvg 60 glmpca 30 kmeans 6 NA 0.506266708045157 0.191582907837237
Zhengmix8eq hvg 60 glmpca 30 kmeans 7 NA 0.504834643146162 0.190403994090262
Zhengmix8eq hvg 60 glmpca 30 kmeans 8 NA 0.522204465589335 0.192632717716148
Zhengmix8eq hvg 60 glmpca 30 kmeans 9 NA 0.526052243735948 0.192951041223411
Zhengmix8eq hvg 60 glmpca 30 kmeans 10 NA 0.444079409882002 0.158800695287099
Zhengmix8eq hvg 60 glmpca 30 seurat 6 0.05 0.419330690612845 0.0583421670530923
Zhengmix8eq hvg 60 glmpca 30 seurat 8 0.1 0.458827626139657 0.0617051814278474
Zhengmix8eq hvg 60 glmpca 30 seurat 11 0.2 0.534530112246878 0.0845935663167687
Zhengmix8eq hvg 60 glmpca 30 seurat 18 0.5 0.510373955826841 0.113408298808079
Zhengmix8eq hvg 60 glmpca 30 seurat 21 0.8 0.514222669632466 0.1339789111483
Zhengmix8eq hvg 60 glmpca 30 seurat 23 1 0.51697753636629 0.147889642110811
Zhengmix8eq hvg 60 glmpca 30 seurat 24 1.2 0.517311246982684 0.152526189166678
Zhengmix8eq hvg 60 glmpca 30 seurat 25 1.5 0.515862703540462 0.16369543286088
Zhengmix8eq hvg 60 glmpca 30 seurat 30 2 0.433855062860004 0.161083574150935
Zhengmix8eq hvg 60 pca_log 10 kmeans 2 NA 0.0922479656822258 0.509504810601766
Zhengmix8eq hvg 60 pca_log 10 kmeans 3 NA 0.198433156974452 0.476170501983739
Zhengmix8eq hvg 60 pca_log 10 kmeans 4 NA 0.358736565621335 0.53108753115716
Zhengmix8eq hvg 60 pca_log 10 kmeans 5 NA 0.341594146924337 0.529949651833647
Zhengmix8eq hvg 60 pca_log 10 kmeans 6 NA 0.470135413851822 0.365055862083277
Zhengmix8eq hvg 60 pca_log 10 kmeans 7 NA 0.454242469835954 0.369998322391685
Zhengmix8eq hvg 60 pca_log 10 kmeans 8 NA 0.463470385831247 0.38347421110314
Zhengmix8eq hvg 60 pca_log 10 kmeans 9 NA 0.472598897563119 0.390698244474253
Zhengmix8eq hvg 60 pca_log 10 kmeans 10 NA 0.449465017561897 0.392428612382721
Zhengmix8eq hvg 60 pca_log 10 mclust 2 NA 0.160066341920456 0.239874841376452
Zhengmix8eq hvg 60 pca_log 10 mclust 3 NA 0.175793465055088 0.0451090940451739
Zhengmix8eq hvg 60 pca_log 10 mclust 4 NA 0.207225372126865 0.0791238940011135
Zhengmix8eq hvg 60 pca_log 10 mclust 5 NA 0.15520663663904 0.0268175065226708
Zhengmix8eq hvg 60 pca_log 10 mclust 6 NA 0.180644339055712 0.0329509784779147
Zhengmix8eq hvg 60 pca_log 10 mclust 7 NA 0.19652853990651 0.0369563791460208
Zhengmix8eq hvg 60 pca_log 10 mclust 8 NA 0.204773808985775 0.0314249940564918
Zhengmix8eq hvg 60 pca_log 10 mclust 9 NA 0.213382959869773 0.0744297704117511
Zhengmix8eq hvg 60 pca_log 10 mclust 10 NA 0.179382203595525 -0.0172027226532587
Zhengmix8eq hvg 60 pca_log 10 seurat 9 0.05 0.485308162473237 0.195123079920428
Zhengmix8eq hvg 60 pca_log 10 seurat 12 0.1 0.456508173822619 0.218782592056183
Zhengmix8eq hvg 60 pca_log 10 seurat 17 0.2 0.468717471866209 0.263959264146222
Zhengmix8eq hvg 60 pca_log 10 seurat 22 0.5 0.460288724699231 0.277891360382609
Zhengmix8eq hvg 60 pca_log 10 seurat 27 0.8 0.395191540000148 0.288217978998268
Zhengmix8eq hvg 60 pca_log 10 seurat 30 1 0.341606464308876 0.264393445017615
Zhengmix8eq hvg 60 pca_log 10 seurat 34 1.2 0.258841593253166 0.243546196522989
Zhengmix8eq hvg 60 pca_log 10 seurat 37 1.5 0.227710736463951 0.223559374625342
Zhengmix8eq hvg 60 pca_log 10 seurat 37 2 0.226315573871327 0.225115170145041
Zhengmix8eq hvg 60 pca_log 30 kmeans 2 NA 0.0922479656822258 0.44988573136704
Zhengmix8eq hvg 60 pca_log 30 kmeans 3 NA 0.198433156974452 0.372483749733151
Zhengmix8eq hvg 60 pca_log 30 kmeans 4 NA 0.358705108284972 0.40188556523763
Zhengmix8eq hvg 60 pca_log 30 kmeans 5 NA 0.358443365190388 0.40326219991875
Zhengmix8eq hvg 60 pca_log 30 kmeans 6 NA 0.356192834209605 0.412435783761203
Zhengmix8eq hvg 60 pca_log 30 kmeans 7 NA 0.476524235428382 0.254567539945516
Zhengmix8eq hvg 60 pca_log 30 kmeans 8 NA 0.469731593986754 0.265206922438055
Zhengmix8eq hvg 60 pca_log 30 kmeans 9 NA 0.465101055525942 0.26568468713743
Zhengmix8eq hvg 60 pca_log 30 kmeans 10 NA 0.465733557570724 0.272234489342081
Zhengmix8eq hvg 60 pca_log 30 seurat 12 0.05 0.455342113190778 0.0887591518132091
Zhengmix8eq hvg 60 pca_log 30 seurat 15 0.1 0.461788258676169 0.163383775049651
Zhengmix8eq hvg 60 pca_log 30 seurat 21 0.2 0.370720710255432 0.185207416235812
Zhengmix8eq hvg 60 pca_log 30 seurat 27 0.5 0.328003544887007 0.235635980855951
Zhengmix8eq hvg 60 pca_log 30 seurat 33 0.8 0.307050865364066 0.266832161410985
Zhengmix8eq hvg 60 pca_log 30 seurat 34 1 0.307067507904883 0.276737527692611
Zhengmix8eq hvg 60 pca_log 30 seurat 37 1.2 0.269272517591834 0.260245729716641
Zhengmix8eq hvg 60 pca_log 30 seurat 39 1.5 0.259670629489325 0.257156324298073
Zhengmix8eq hvg 60 pca_log 30 seurat 40 2 0.230569323789001 0.222214991166725
Zhengmix8eq hvg 60 pca_rd 10 kmeans 2 NA 0.0896063349432144 0.503472798523005
Zhengmix8eq hvg 60 pca_rd 10 kmeans 3 NA 0.210192505337415 0.471476151435266
Zhengmix8eq hvg 60 pca_rd 10 kmeans 4 NA 0.34161138127663 0.537134936363906
Zhengmix8eq hvg 60 pca_rd 10 kmeans 5 NA 0.342138269389974 0.551562425226917
Zhengmix8eq hvg 60 pca_rd 10 kmeans 6 NA 0.342167937818609 0.55521086457975
Zhengmix8eq hvg 60 pca_rd 10 kmeans 7 NA 0.3402359796985 0.558432412651077
Zhengmix8eq hvg 60 pca_rd 10 kmeans 8 NA 0.430243183043659 0.38467285277086
Zhengmix8eq hvg 60 pca_rd 10 kmeans 9 NA 0.400586162435827 0.366140319749036
Zhengmix8eq hvg 60 pca_rd 10 kmeans 10 NA 0.399275670866 0.374911197779162
Zhengmix8eq hvg 60 pca_rd 10 mclust 2 NA 0.159277391108657 0.190750355603494
Zhengmix8eq hvg 60 pca_rd 10 mclust 3 NA 0.171884807626601 -0.0805279734110445
Zhengmix8eq hvg 60 pca_rd 10 mclust 4 NA 0.167354303160074 -0.0118623561964675
Zhengmix8eq hvg 60 pca_rd 10 mclust 5 NA 0.192819310439857 0.0523129213314827
Zhengmix8eq hvg 60 pca_rd 10 mclust 6 NA 0.212739045146644 0.0494062129049883
Zhengmix8eq hvg 60 pca_rd 10 mclust 7 NA 0.230681228029025 0.0408678961244845
Zhengmix8eq hvg 60 pca_rd 10 mclust 8 NA 0.275425324330149 0.105433074179214
Zhengmix8eq hvg 60 pca_rd 10 mclust 9 NA 0.285948259493028 0.0635646526937936
Zhengmix8eq hvg 60 pca_rd 10 mclust 10 NA 0.257495712231197 0.0281674858971794
Zhengmix8eq hvg 60 pca_rd 10 seurat 5 0.05 0.386832513205265 0.405159764055082
Zhengmix8eq hvg 60 pca_rd 10 seurat 6 0.1 0.389199814900131 0.39323265178968
Zhengmix8eq hvg 60 pca_rd 10 seurat 9 0.2 0.494501612668551 0.29273365312576
Zhengmix8eq hvg 60 pca_rd 10 seurat 13 0.5 0.445399650927834 0.197354753945078
Zhengmix8eq hvg 60 pca_rd 10 seurat 14 0.8 0.432618704834228 0.212118883474265
Zhengmix8eq hvg 60 pca_rd 10 seurat 18 1 0.415323570837929 0.163254142988677
Zhengmix8eq hvg 60 pca_rd 10 seurat 19 1.2 0.413186357859263 0.166769659719098
Zhengmix8eq hvg 60 pca_rd 10 seurat 21 1.5 0.353457786557346 0.195205394502621
Zhengmix8eq hvg 60 pca_rd 10 seurat 22 2 0.303548456889737 0.168490537054743
Zhengmix8eq hvg 60 pca_rd 30 kmeans 2 NA 0.0896063349432144 0.450929125119719
Zhengmix8eq hvg 60 pca_rd 30 kmeans 3 NA 0.210402561536885 0.360292264580811
Zhengmix8eq hvg 60 pca_rd 30 kmeans 4 NA 0.342172979388551 0.402736567922515
Zhengmix8eq hvg 60 pca_rd 30 kmeans 5 NA 0.342138269389974 0.414548392472767
Zhengmix8eq hvg 60 pca_rd 30 kmeans 6 NA 0.342167937818609 0.416947861028729
Zhengmix8eq hvg 60 pca_rd 30 kmeans 7 NA 0.341437347052421 0.42468875638099
Zhengmix8eq hvg 60 pca_rd 30 kmeans 8 NA 0.348153885271364 0.430181939214921
Zhengmix8eq hvg 60 pca_rd 30 kmeans 9 NA 0.427474855714217 0.272811497631743
Zhengmix8eq hvg 60 pca_rd 30 kmeans 10 NA 0.422594970236616 0.272982338011008
Zhengmix8eq hvg 60 pca_rd 30 seurat 6 0.05 0.376959225201378 0.29842307145334
Zhengmix8eq hvg 60 pca_rd 30 seurat 8 0.1 0.370753300780329 0.321872615311629
Zhengmix8eq hvg 60 pca_rd 30 seurat 11 0.2 0.45796980098689 0.269186803228898
Zhengmix8eq hvg 60 pca_rd 30 seurat 16 0.5 0.426075558153166 0.171109775206778
Zhengmix8eq hvg 60 pca_rd 30 seurat 17 0.8 0.401107977179088 0.172280932602322
Zhengmix8eq hvg 60 pca_rd 30 seurat 18 1 0.386190511131343 0.153635101886488
Zhengmix8eq hvg 60 pca_rd 30 seurat 19 1.2 0.374587507641105 0.16906305067677
Zhengmix8eq hvg 60 pca_rd 30 seurat 24 1.5 0.352135735146822 0.147887888224612
Zhengmix8eq hvg 60 pca_rd 30 seurat 26 2 0.330507580774372 0.149848270192674
Zhengmix8eq hvg 60 pca_rp 10 kmeans 2 NA 0.0892325710003339 0.517200964809996
Zhengmix8eq hvg 60 pca_rp 10 kmeans 3 NA 0.185950739484659 0.502339547214037
Zhengmix8eq hvg 60 pca_rp 10 kmeans 4 NA 0.334744161715324 0.535928097150846
Zhengmix8eq hvg 60 pca_rp 10 kmeans 5 NA 0.337522709563745 0.554698420687577
Zhengmix8eq hvg 60 pca_rp 10 kmeans 6 NA 0.337816538552759 0.560506422127792
Zhengmix8eq hvg 60 pca_rp 10 kmeans 7 NA 0.40985170842833 0.448083131891739
Zhengmix8eq hvg 60 pca_rp 10 kmeans 8 NA 0.40924840267456 0.451040330142946
Zhengmix8eq hvg 60 pca_rp 10 kmeans 9 NA 0.303671668240145 0.543620561770536
Zhengmix8eq hvg 60 pca_rp 10 kmeans 10 NA 0.369475272927764 0.43402701072591
Zhengmix8eq hvg 60 pca_rp 10 mclust 2 NA 0.155880549902854 0.176011629567395
Zhengmix8eq hvg 60 pca_rp 10 mclust 3 NA 0.144348141053208 0.17015205429426
Zhengmix8eq hvg 60 pca_rp 10 mclust 4 NA 0.256968300079181 0.190478465969205
Zhengmix8eq hvg 60 pca_rp 10 mclust 5 NA 0.303296191715706 0.10644077533753
Zhengmix8eq hvg 60 pca_rp 10 mclust 6 NA 0.343649745084227 0.15295760168463
Zhengmix8eq hvg 60 pca_rp 10 mclust 7 NA 0.411276482582476 0.205228758187177
Zhengmix8eq hvg 60 pca_rp 10 mclust 8 NA 0.401439394538743 0.122241791467832
Zhengmix8eq hvg 60 pca_rp 10 mclust 9 NA 0.372566949646998 0.0939499332623184
Zhengmix8eq hvg 60 pca_rp 10 mclust 10 NA 0.431892502117937 0.108474884160668
Zhengmix8eq hvg 60 pca_rp 10 seurat 5 0.05 0.369947327876587 0.475015978351139
Zhengmix8eq hvg 60 pca_rp 10 seurat 5 0.1 0.369947327876587 0.475015978351139
Zhengmix8eq hvg 60 pca_rp 10 seurat 7 0.2 0.477718286413986 0.399274405808063
Zhengmix8eq hvg 60 pca_rp 10 seurat 9 0.5 0.516700499523519 0.268726699926904
Zhengmix8eq hvg 60 pca_rp 10 seurat 12 0.8 0.461290839150478 0.228169461197884
Zhengmix8eq hvg 60 pca_rp 10 seurat 12 1 0.461499637817093 0.227687504186411
Zhengmix8eq hvg 60 pca_rp 10 seurat 13 1.2 0.434836473943449 0.23036057803395
Zhengmix8eq hvg 60 pca_rp 10 seurat 16 1.5 0.410352669527567 0.185008480371483
Zhengmix8eq hvg 60 pca_rp 10 seurat 20 2 0.322857904697364 0.138432829516753
Zhengmix8eq hvg 60 pca_rp 30 kmeans 2 NA 0.0892325710003339 0.471485726177399
Zhengmix8eq hvg 60 pca_rp 30 kmeans 3 NA 0.185950739484659 0.403328971428594
Zhengmix8eq hvg 60 pca_rp 30 kmeans 4 NA 0.334744161715324 0.397563466287304
Zhengmix8eq hvg 60 pca_rp 30 kmeans 5 NA 0.337522709563745 0.413376038360939
Zhengmix8eq hvg 60 pca_rp 30 kmeans 6 NA 0.337816538552759 0.418940338178567
Zhengmix8eq hvg 60 pca_rp 30 kmeans 7 NA 0.337686240859334 0.421952477654328
Zhengmix8eq hvg 60 pca_rp 30 kmeans 8 NA 0.407669544128529 0.333699919263196
Zhengmix8eq hvg 60 pca_rp 30 kmeans 9 NA 0.335607383341211 0.431358692193714
Zhengmix8eq hvg 60 pca_rp 30 kmeans 10 NA 0.407387620008454 0.339252517201261
Zhengmix8eq hvg 60 pca_rp 30 seurat 6 0.05 0.392549714075946 0.335696744002207
Zhengmix8eq hvg 60 pca_rp 30 seurat 8 0.1 0.395655216248833 0.34025112281474
Zhengmix8eq hvg 60 pca_rp 30 seurat 11 0.2 0.48656059225092 0.292092764625271
Zhengmix8eq hvg 60 pca_rp 30 seurat 14 0.5 0.477105842059619 0.320398246853464
Zhengmix8eq hvg 60 pca_rp 30 seurat 16 0.8 0.479788448266674 0.177113840366758
Zhengmix8eq hvg 60 pca_rp 30 seurat 18 1 0.490397358825258 0.177850874894974
Zhengmix8eq hvg 60 pca_rp 30 seurat 20 1.2 0.42645998895617 0.158875219963499
Zhengmix8eq hvg 60 pca_rp 30 seurat 21 1.5 0.383953882048294 0.14517556140158
Zhengmix8eq hvg 60 pca_rp 30 seurat 25 2 0.341727681444952 0.134037930816608
Zhengmix8eq hvg 60 zinbwave 10 kmeans 2 NA 0.0983932312865938 0.115534085668869
Zhengmix8eq hvg 60 zinbwave 10 kmeans 3 NA 0.15804805298885 0.128081171710146
Zhengmix8eq hvg 60 zinbwave 10 kmeans 4 NA 0.241061526471794 0.133362393855684
Zhengmix8eq hvg 60 zinbwave 10 kmeans 5 NA 0.308043127826352 0.139091043393828
Zhengmix8eq hvg 60 zinbwave 10 kmeans 6 NA 0.341141022065668 0.148298312230538
Zhengmix8eq hvg 60 zinbwave 10 kmeans 7 NA 0.336560337082036 0.15651279632536
Zhengmix8eq hvg 60 zinbwave 10 kmeans 8 NA 0.364571732115137 0.127309004852885
Zhengmix8eq hvg 60 zinbwave 10 kmeans 9 NA 0.34513130532725 0.130321715092589
Zhengmix8eq hvg 60 zinbwave 10 kmeans 10 NA 0.346063682905881 0.129802931459813
Zhengmix8eq hvg 60 zinbwave 10 mclust 2 NA 0.0737571858023377 0.0357502400642512
Zhengmix8eq hvg 60 zinbwave 10 mclust 3 NA 0.124239505727346 -0.0470734924671826
Zhengmix8eq hvg 60 zinbwave 10 mclust 4 NA 0.250336852088638 -0.0528167088238221
Zhengmix8eq hvg 60 zinbwave 10 mclust 5 NA 0.366134209413401 -0.023704475289715
Zhengmix8eq hvg 60 zinbwave 10 mclust 6 NA 0.377534608362498 -0.0917567564339923
Zhengmix8eq hvg 60 zinbwave 10 mclust 7 NA 0.38966140369559 -0.0616922164709834
Zhengmix8eq hvg 60 zinbwave 10 mclust 8 NA 0.401384911548707 -0.0918617389845087
Zhengmix8eq hvg 60 zinbwave 10 mclust 9 NA 0.339468701127679 -0.106352795996947
Zhengmix8eq hvg 60 zinbwave 10 mclust 10 NA 0.383341270640006 -0.115753545854259
Zhengmix8eq hvg 60 zinbwave 10 seurat 2 0.05 0.0910104345851997 0.0776274804227433
Zhengmix8eq hvg 60 zinbwave 10 seurat 5 0.1 0.380478168690621 0.100645616774178
Zhengmix8eq hvg 60 zinbwave 10 seurat 7 0.2 0.431918992112196 -0.0339159403022228
Zhengmix8eq hvg 60 zinbwave 10 seurat 10 0.5 0.480194635690875 -0.0145984519476263
Zhengmix8eq hvg 60 zinbwave 10 seurat 14 0.8 0.506743791167552 0.00893349636390483
Zhengmix8eq hvg 60 zinbwave 10 seurat 15 1 0.511278272099615 0.0184133059620693
Zhengmix8eq hvg 60 zinbwave 10 seurat 15 1.2 0.510951765243487 0.0185578137194463
Zhengmix8eq hvg 60 zinbwave 10 seurat 16 1.5 0.479864720683668 0.0254152346439343
Zhengmix8eq hvg 60 zinbwave 10 seurat 20 2 0.409043998096455 0.029315467188912
Zhengmix8eq hvg 60 zinbwave 30 kmeans 2 NA 0.0929575528085375 0.28472839505161
Zhengmix8eq hvg 60 zinbwave 30 kmeans 3 NA 0.200172460399207 0.214748766820065
Zhengmix8eq hvg 60 zinbwave 30 kmeans 4 NA 0.362575291079739 0.208735234225757
Zhengmix8eq hvg 60 zinbwave 30 kmeans 5 NA 0.420323143237946 0.128288426608349
Zhengmix8eq hvg 60 zinbwave 30 kmeans 6 NA 0.448735715994603 0.127080521599916
Zhengmix8eq hvg 60 zinbwave 30 kmeans 7 NA 0.396049603261715 0.132455222764228
Zhengmix8eq hvg 60 zinbwave 30 kmeans 8 NA 0.448091455427033 0.0665111747402196
Zhengmix8eq hvg 60 zinbwave 30 kmeans 9 NA 0.453552134881152 0.0726220255192642
Zhengmix8eq hvg 60 zinbwave 30 kmeans 10 NA 0.36156478914299 0.104304529554509
Zhengmix8eq hvg 60 zinbwave 30 seurat 4 0.05 0.356109447438437 0.206977106306131
Zhengmix8eq hvg 60 zinbwave 30 seurat 6 0.1 0.439274096325528 -0.0443289965357224
Zhengmix8eq hvg 60 zinbwave 30 seurat 10 0.2 0.471246425095019 -0.0181257029773394
Zhengmix8eq hvg 60 zinbwave 30 seurat 15 0.5 0.517671059028597 0.0289146283286147
Zhengmix8eq hvg 60 zinbwave 30 seurat 22 0.8 0.435645866179397 0.0775306008604994
Zhengmix8eq hvg 60 zinbwave 30 seurat 23 1 0.417015119122578 0.0821830813582903
Zhengmix8eq hvg 60 zinbwave 30 seurat 24 1.2 0.416690423133659 0.0858404804061972
Zhengmix8eq hvg 60 zinbwave 30 seurat 26 1.5 0.382012054263978 0.0964816759592688
Zhengmix8eq hvg 60 zinbwave 30 seurat 30 2 0.282729632838686 0.115704821734887
Zhengmix8eq hvg 300 glmpca 10 kmeans 2 NA 0.0922479656822258 0.529325409848541
Zhengmix8eq hvg 300 glmpca 10 kmeans 3 NA 0.225262499873428 0.355019818840017
Zhengmix8eq hvg 300 glmpca 10 kmeans 4 NA 0.364562345866259 0.390592641661935
Zhengmix8eq hvg 300 glmpca 10 kmeans 5 NA 0.488830324984898 0.339440291178021
Zhengmix8eq hvg 300 glmpca 10 kmeans 6 NA 0.514561001552913 0.320120768767187
Zhengmix8eq hvg 300 glmpca 10 kmeans 7 NA 0.476098714230481 0.313816142769585
Zhengmix8eq hvg 300 glmpca 10 kmeans 8 NA 0.489863459388564 0.299361978281029
Zhengmix8eq hvg 300 glmpca 10 kmeans 9 NA 0.507716130885725 0.294756689051128
Zhengmix8eq hvg 300 glmpca 10 kmeans 10 NA 0.491314104616363 0.271118516196543
Zhengmix8eq hvg 300 glmpca 10 mclust 2 NA 0.0907330387215624 0.529716848869193
Zhengmix8eq hvg 300 glmpca 10 mclust 3 NA 0.215084583671056 0.376268182655148
Zhengmix8eq hvg 300 glmpca 10 mclust 4 NA 0.360305291978669 0.391033796788968
Zhengmix8eq hvg 300 glmpca 10 mclust 5 NA 0.39655639061038 0.337915268521661
Zhengmix8eq hvg 300 glmpca 10 mclust 6 NA 0.494904228447218 0.303569832439159
Zhengmix8eq hvg 300 glmpca 10 mclust 7 NA 0.534058190405247 0.270642248998224
Zhengmix8eq hvg 300 glmpca 10 mclust 8 NA 0.548466378055287 0.236822389876178
Zhengmix8eq hvg 300 glmpca 10 mclust 9 NA 0.520604432954816 0.225325292156509
Zhengmix8eq hvg 300 glmpca 10 mclust 10 NA 0.525631249875642 0.195771829443307
Zhengmix8eq hvg 300 glmpca 10 seurat 4 0.05 0.362456587881325 0.393289888253528
Zhengmix8eq hvg 300 glmpca 10 seurat 4 0.1 0.362456587881325 0.393289888253528
Zhengmix8eq hvg 300 glmpca 10 seurat 4 0.2 0.362456587881325 0.393289888253528
Zhengmix8eq hvg 300 glmpca 10 seurat 6 0.5 0.493186086012052 0.304964725450437
Zhengmix8eq hvg 300 glmpca 10 seurat 7 0.8 0.531194771084781 0.283834803441946
Zhengmix8eq hvg 300 glmpca 10 seurat 9 1 0.561401465043695 0.261194513472305
Zhengmix8eq hvg 300 glmpca 10 seurat 10 1.2 0.529526456727276 0.253632533528632
Zhengmix8eq hvg 300 glmpca 10 seurat 12 1.5 0.465053108756562 0.2037863962249
Zhengmix8eq hvg 300 glmpca 10 seurat 16 2 0.393192600549574 0.142192248444838
Zhengmix8eq hvg 300 glmpca 30 kmeans 2 NA 0.0941620290732479 0.389179673759774
Zhengmix8eq hvg 300 glmpca 30 kmeans 3 NA 0.223457339869704 0.237876635508614
Zhengmix8eq hvg 300 glmpca 30 kmeans 4 NA 0.363055372672038 0.259215570324106
Zhengmix8eq hvg 300 glmpca 30 kmeans 5 NA 0.486318027823079 0.22691685777572
Zhengmix8eq hvg 300 glmpca 30 kmeans 6 NA 0.516415653653539 0.220091507816329
Zhengmix8eq hvg 300 glmpca 30 kmeans 7 NA 0.527576866140071 0.213264848591858
Zhengmix8eq hvg 300 glmpca 30 kmeans 8 NA 0.545760704598325 0.197168828559509
Zhengmix8eq hvg 300 glmpca 30 kmeans 9 NA 0.549109113523819 0.197554564419603
Zhengmix8eq hvg 300 glmpca 30 kmeans 10 NA 0.555182748316553 0.194372052033561
Zhengmix8eq hvg 300 glmpca 30 seurat 4 0.05 0.360216839013093 0.259831673092388
Zhengmix8eq hvg 300 glmpca 30 seurat 4 0.1 0.360216839013093 0.259831673092388
Zhengmix8eq hvg 300 glmpca 30 seurat 4 0.2 0.360216839013093 0.259831673092388
Zhengmix8eq hvg 300 glmpca 30 seurat 5 0.5 0.501065892271938 0.221679090179934
Zhengmix8eq hvg 300 glmpca 30 seurat 5 0.8 0.500740832692619 0.221591493248204
Zhengmix8eq hvg 300 glmpca 30 seurat 6 1 0.525307659622044 0.218224517341277
Zhengmix8eq hvg 300 glmpca 30 seurat 6 1.2 0.524536006689489 0.217541725611097
Zhengmix8eq hvg 300 glmpca 30 seurat 9 1.5 0.534763581683905 0.134267801994632
Zhengmix8eq hvg 300 glmpca 30 seurat 11 2 0.549066761452778 0.135852295439245
Zhengmix8eq hvg 300 pca_log 10 kmeans 2 NA 0.0918678758239463 0.579594172337533
Zhengmix8eq hvg 300 pca_log 10 kmeans 3 NA 0.214882294060188 0.564235192109166
Zhengmix8eq hvg 300 pca_log 10 kmeans 4 NA 0.357231163395805 0.625396325259458
Zhengmix8eq hvg 300 pca_log 10 kmeans 5 NA 0.356711278798464 0.627515922727972
Zhengmix8eq hvg 300 pca_log 10 kmeans 6 NA 0.327540498869762 0.614834520321661
Zhengmix8eq hvg 300 pca_log 10 kmeans 7 NA 0.460195037671082 0.430085934734768
Zhengmix8eq hvg 300 pca_log 10 kmeans 8 NA 0.464611766183545 0.43121213902229
Zhengmix8eq hvg 300 pca_log 10 kmeans 9 NA 0.476046279794138 0.357151321334241
Zhengmix8eq hvg 300 pca_log 10 kmeans 10 NA 0.281366475419898 0.525195690897676
Zhengmix8eq hvg 300 pca_log 10 mclust 2 NA 0.227823344747355 0.391467348830564
Zhengmix8eq hvg 300 pca_log 10 mclust 3 NA 0.296563261933964 0.291388563550027
Zhengmix8eq hvg 300 pca_log 10 mclust 4 NA 0.3581499293411 0.16581997718367
Zhengmix8eq hvg 300 pca_log 10 mclust 5 NA 0.419371734885097 0.279808916518428
Zhengmix8eq hvg 300 pca_log 10 mclust 6 NA 0.446063251924821 0.254350818651491
Zhengmix8eq hvg 300 pca_log 10 mclust 7 NA 0.426329901275092 0.227463599536016
Zhengmix8eq hvg 300 pca_log 10 mclust 8 NA 0.440740251311106 0.217259488287256
Zhengmix8eq hvg 300 pca_log 10 mclust 9 NA 0.472857571372843 0.195931627188058
Zhengmix8eq hvg 300 pca_log 10 mclust 10 NA 0.427693398574084 0.16561202887576
Zhengmix8eq hvg 300 pca_log 10 seurat 4 0.05 0.359718577490957 0.624712323324115
Zhengmix8eq hvg 300 pca_log 10 seurat 4 0.1 0.359686339294093 0.624664701036688
Zhengmix8eq hvg 300 pca_log 10 seurat 5 0.2 0.509607051521598 0.429241947520437
Zhengmix8eq hvg 300 pca_log 10 seurat 5 0.5 0.509378858791793 0.429172802217102
Zhengmix8eq hvg 300 pca_log 10 seurat 7 0.8 0.550748385986438 0.301926670329495
Zhengmix8eq hvg 300 pca_log 10 seurat 8 1 0.520770417395397 0.287246266438124
Zhengmix8eq hvg 300 pca_log 10 seurat 8 1.2 0.521943511103662 0.287147042487743
Zhengmix8eq hvg 300 pca_log 10 seurat 10 1.5 0.46286594711722 0.222599097372988
Zhengmix8eq hvg 300 pca_log 10 seurat 15 2 0.351751628219911 0.13300639045055
Zhengmix8eq hvg 300 pca_log 30 kmeans 2 NA 0.0918678758239463 0.53905200087484
Zhengmix8eq hvg 300 pca_log 30 kmeans 3 NA 0.214882294060188 0.428698806784385
Zhengmix8eq hvg 300 pca_log 30 kmeans 4 NA 0.357231163395805 0.461552690023819
Zhengmix8eq hvg 300 pca_log 30 kmeans 5 NA 0.356711278798464 0.463073964505304
Zhengmix8eq hvg 300 pca_log 30 kmeans 6 NA 0.356192891860888 0.464475866223039
Zhengmix8eq hvg 300 pca_log 30 kmeans 7 NA 0.493640413461409 0.257118585032663
Zhengmix8eq hvg 300 pca_log 30 kmeans 8 NA 0.454227854094647 0.258641204341954
Zhengmix8eq hvg 300 pca_log 30 kmeans 9 NA 0.486713935738904 0.262918190502412
Zhengmix8eq hvg 300 pca_log 30 kmeans 10 NA 0.510159473084353 0.208675086383759
Zhengmix8eq hvg 300 pca_log 30 seurat 4 0.05 0.357717691878207 0.459258735553846
Zhengmix8eq hvg 300 pca_log 30 seurat 4 0.1 0.357717691878207 0.459258735553846
Zhengmix8eq hvg 300 pca_log 30 seurat 5 0.2 0.488139531322028 0.248318027835952
Zhengmix8eq hvg 300 pca_log 30 seurat 7 0.5 0.533913747846224 0.185005526766752
Zhengmix8eq hvg 300 pca_log 30 seurat 7 0.8 0.534487444208122 0.184050097965413
Zhengmix8eq hvg 300 pca_log 30 seurat 8 1 0.560733973608759 0.1474219175338
Zhengmix8eq hvg 300 pca_log 30 seurat 9 1.2 0.56045966327444 0.150667545168986
Zhengmix8eq hvg 300 pca_log 30 seurat 10 1.5 0.52206013199523 0.135406331641535
Zhengmix8eq hvg 300 pca_log 30 seurat 11 2 0.528782504051208 0.130309960315425
Zhengmix8eq hvg 300 pca_rd 10 kmeans 2 NA 0.091110413075861 0.574658129276413
Zhengmix8eq hvg 300 pca_rd 10 kmeans 3 NA 0.209970361618444 0.540682429639174
Zhengmix8eq hvg 300 pca_rd 10 kmeans 4 NA 0.352556480857442 0.580471392511881
Zhengmix8eq hvg 300 pca_rd 10 kmeans 5 NA 0.346463415036615 0.590733171732837
Zhengmix8eq hvg 300 pca_rd 10 kmeans 6 NA 0.346767191524914 0.590008603859779
Zhengmix8eq hvg 300 pca_rd 10 kmeans 7 NA 0.346519102562693 0.591308716552235
Zhengmix8eq hvg 300 pca_rd 10 kmeans 8 NA 0.412581804769496 0.384944881722632
Zhengmix8eq hvg 300 pca_rd 10 kmeans 9 NA 0.411777507314726 0.382669721184125
Zhengmix8eq hvg 300 pca_rd 10 kmeans 10 NA 0.480873019631233 0.322280778063312
Zhengmix8eq hvg 300 pca_rd 10 mclust 2 NA 0.230012762282935 0.366986999185159
Zhengmix8eq hvg 300 pca_rd 10 mclust 3 NA 0.30488693213564 0.311328725545992
Zhengmix8eq hvg 300 pca_rd 10 mclust 4 NA 0.354134127124531 0.181965811891262
Zhengmix8eq hvg 300 pca_rd 10 mclust 5 NA 0.419367503824153 0.285209041285711
Zhengmix8eq hvg 300 pca_rd 10 mclust 6 NA 0.453589729397658 0.196404815579687
Zhengmix8eq hvg 300 pca_rd 10 mclust 7 NA 0.425881609510007 0.207071134111141
Zhengmix8eq hvg 300 pca_rd 10 mclust 8 NA 0.485225853157406 0.206670945874369
Zhengmix8eq hvg 300 pca_rd 10 mclust 9 NA 0.450508152282725 0.181566080797771
Zhengmix8eq hvg 300 pca_rd 10 mclust 10 NA 0.459247033358882 0.168821208712125
Zhengmix8eq hvg 300 pca_rd 10 seurat 4 0.05 0.359039627140728 0.577382194184965
Zhengmix8eq hvg 300 pca_rd 10 seurat 4 0.1 0.359039627140728 0.577382194184965
Zhengmix8eq hvg 300 pca_rd 10 seurat 5 0.2 0.496164287386782 0.385189759550814
Zhengmix8eq hvg 300 pca_rd 10 seurat 7 0.5 0.560850498850544 0.307628302296312
Zhengmix8eq hvg 300 pca_rd 10 seurat 8 0.8 0.564978991262984 0.31570965646538
Zhengmix8eq hvg 300 pca_rd 10 seurat 8 1 0.567389977362722 0.31640870710808
Zhengmix8eq hvg 300 pca_rd 10 seurat 10 1.2 0.51308720001683 0.243145940066463
Zhengmix8eq hvg 300 pca_rd 10 seurat 12 1.5 0.519372646932146 0.210563479123819
Zhengmix8eq hvg 300 pca_rd 10 seurat 15 2 0.401104246229238 0.142009081763658
Zhengmix8eq hvg 300 pca_rd 30 kmeans 2 NA 0.091110413075861 0.542327138733585
Zhengmix8eq hvg 300 pca_rd 30 kmeans 3 NA 0.209970361618444 0.417867115319635
Zhengmix8eq hvg 300 pca_rd 30 kmeans 4 NA 0.353555670385701 0.435762407874816
Zhengmix8eq hvg 300 pca_rd 30 kmeans 5 NA 0.346463415036615 0.443113671476903
Zhengmix8eq hvg 300 pca_rd 30 kmeans 6 NA 0.346215400175131 0.44407729834896
Zhengmix8eq hvg 300 pca_rd 30 kmeans 7 NA 0.346595948724213 0.439786610556756
Zhengmix8eq hvg 300 pca_rd 30 kmeans 8 NA 0.345797735445186 0.444346758496224
Zhengmix8eq hvg 300 pca_rd 30 kmeans 9 NA 0.450386455337938 0.26761955155165
Zhengmix8eq hvg 300 pca_rd 30 kmeans 10 NA 0.442699757403983 0.268926734562276
Zhengmix8eq hvg 300 pca_rd 30 seurat 4 0.05 0.35900436280372 0.431165108608014
Zhengmix8eq hvg 300 pca_rd 30 seurat 4 0.1 0.35900436280372 0.431165108608014
Zhengmix8eq hvg 300 pca_rd 30 seurat 4 0.2 0.35900436280372 0.431165108608014
Zhengmix8eq hvg 300 pca_rd 30 seurat 6 0.5 0.488842324811431 0.2412408382625
Zhengmix8eq hvg 300 pca_rd 30 seurat 7 0.8 0.571045884726903 0.168577445364328
Zhengmix8eq hvg 300 pca_rd 30 seurat 8 1 0.571908178207547 0.16807636591422
Zhengmix8eq hvg 300 pca_rd 30 seurat 9 1.2 0.582179143537036 0.179588569784802
Zhengmix8eq hvg 300 pca_rd 30 seurat 10 1.5 0.592139842273174 0.142635184162851
Zhengmix8eq hvg 300 pca_rd 30 seurat 12 2 0.527413682884611 0.0864140098091893
Zhengmix8eq hvg 300 pca_rp 10 kmeans 2 NA 0.0903565680701699 0.59256256980588
Zhengmix8eq hvg 300 pca_rp 10 kmeans 3 NA 0.208513643535852 0.558095936206837
Zhengmix8eq hvg 300 pca_rp 10 kmeans 4 NA 0.34559025058134 0.603014922743478
Zhengmix8eq hvg 300 pca_rp 10 kmeans 5 NA 0.344391691201352 0.608779681919823
Zhengmix8eq hvg 300 pca_rp 10 kmeans 6 NA 0.344144471691989 0.610193390590681
Zhengmix8eq hvg 300 pca_rp 10 kmeans 7 NA 0.422393008108394 0.458787370687941
Zhengmix8eq hvg 300 pca_rp 10 kmeans 8 NA 0.422830970901649 0.46367580642127
Zhengmix8eq hvg 300 pca_rp 10 kmeans 9 NA 0.421310841360251 0.46667375748017
Zhengmix8eq hvg 300 pca_rp 10 kmeans 10 NA 0.334717248871853 0.384182128829164
Zhengmix8eq hvg 300 pca_rp 10 mclust 2 NA 0.226057471041619 0.376515852753016
Zhengmix8eq hvg 300 pca_rp 10 mclust 3 NA 0.302240715282411 0.31253422544779
Zhengmix8eq hvg 300 pca_rp 10 mclust 4 NA 0.362491726489027 0.202781096047785
Zhengmix8eq hvg 300 pca_rp 10 mclust 5 NA 0.426265167639498 0.32080407896953
Zhengmix8eq hvg 300 pca_rp 10 mclust 6 NA 0.408115354525888 0.321099001615832
Zhengmix8eq hvg 300 pca_rp 10 mclust 7 NA 0.456702535201821 0.25103826659563
Zhengmix8eq hvg 300 pca_rp 10 mclust 8 NA 0.494731533222298 0.213649204178361
Zhengmix8eq hvg 300 pca_rp 10 mclust 9 NA 0.484774257991171 0.202156346011538
Zhengmix8eq hvg 300 pca_rp 10 mclust 10 NA 0.456347722419921 0.145008870010043
Zhengmix8eq hvg 300 pca_rp 10 seurat 4 0.05 0.359628076974087 0.594095039827302
Zhengmix8eq hvg 300 pca_rp 10 seurat 4 0.1 0.359628076974087 0.594095039827302
Zhengmix8eq hvg 300 pca_rp 10 seurat 5 0.2 0.459781810985926 0.422569644187924
Zhengmix8eq hvg 300 pca_rp 10 seurat 6 0.5 0.4917491603293 0.398943410350869
Zhengmix8eq hvg 300 pca_rp 10 seurat 8 0.8 0.471773645080851 0.253823649751284
Zhengmix8eq hvg 300 pca_rp 10 seurat 9 1 0.492590735326412 0.258639065710418
Zhengmix8eq hvg 300 pca_rp 10 seurat 10 1.2 0.508403624986215 0.246769152468885
Zhengmix8eq hvg 300 pca_rp 10 seurat 13 1.5 0.416061205171723 0.204312121646548
Zhengmix8eq hvg 300 pca_rp 10 seurat 14 2 0.417269280889972 0.18902677901985
Zhengmix8eq hvg 300 pca_rp 30 kmeans 2 NA 0.0903565680701699 0.562592862802474
Zhengmix8eq hvg 300 pca_rp 30 kmeans 3 NA 0.208513643535852 0.438857106038531
Zhengmix8eq hvg 300 pca_rp 30 kmeans 4 NA 0.346180016818181 0.465497783285587
Zhengmix8eq hvg 300 pca_rp 30 kmeans 5 NA 0.344991933132279 0.466096981711406
Zhengmix8eq hvg 300 pca_rp 30 kmeans 6 NA 0.344744692642637 0.467156553855473
Zhengmix8eq hvg 300 pca_rp 30 kmeans 7 NA 0.344821312960597 0.46566071082337
Zhengmix8eq hvg 300 pca_rp 30 kmeans 8 NA 0.430933917048708 0.312513522164671
Zhengmix8eq hvg 300 pca_rp 30 kmeans 9 NA 0.432000052532008 0.31652570461769
Zhengmix8eq hvg 300 pca_rp 30 kmeans 10 NA 0.506675135595372 0.228725214588658
Zhengmix8eq hvg 300 pca_rp 30 seurat 4 0.05 0.357719450956487 0.450048546642995
Zhengmix8eq hvg 300 pca_rp 30 seurat 4 0.1 0.358296953834802 0.449910516224342
Zhengmix8eq hvg 300 pca_rp 30 seurat 5 0.2 0.365625253762963 0.333585242937608
Zhengmix8eq hvg 300 pca_rp 30 seurat 7 0.5 0.479545711891866 0.27447772267314
Zhengmix8eq hvg 300 pca_rp 30 seurat 8 0.8 0.540241199590075 0.190070086081477
Zhengmix8eq hvg 300 pca_rp 30 seurat 9 1 0.548837781701724 0.188254238200039
Zhengmix8eq hvg 300 pca_rp 30 seurat 11 1.2 0.561758095038503 0.135710728876556
Zhengmix8eq hvg 300 pca_rp 30 seurat 13 1.5 0.523512353968585 0.129471986885636
Zhengmix8eq hvg 300 pca_rp 30 seurat 17 2 0.481680196529456 0.0817789609737053
Zhengmix8eq hvg 300 zinbwave 10 kmeans 2 NA 0.0858730851675479 0.226283656756621
Zhengmix8eq hvg 300 zinbwave 10 kmeans 3 NA 0.19859107130529 0.177171100584973
Zhengmix8eq hvg 300 zinbwave 10 kmeans 4 NA 0.350828643423031 0.182852821953363
Zhengmix8eq hvg 300 zinbwave 10 kmeans 5 NA 0.416322013373531 0.18180345835128
Zhengmix8eq hvg 300 zinbwave 10 kmeans 6 NA 0.46902602397795 0.182818705657632
Zhengmix8eq hvg 300 zinbwave 10 kmeans 7 NA 0.497600838594932 0.180713983379284
Zhengmix8eq hvg 300 zinbwave 10 kmeans 8 NA 0.518643467805814 0.177604823693332
Zhengmix8eq hvg 300 zinbwave 10 kmeans 9 NA 0.461131844698271 0.159332787455032
Zhengmix8eq hvg 300 zinbwave 10 kmeans 10 NA 0.467975087146698 0.155145690173708
Zhengmix8eq hvg 300 zinbwave 10 mclust 2 NA 0.172566280967834 0.175687861019154
Zhengmix8eq hvg 300 zinbwave 10 mclust 3 NA 0.21559438829719 0.155947056533842
Zhengmix8eq hvg 300 zinbwave 10 mclust 4 NA 0.354320593588965 0.170869024426882
Zhengmix8eq hvg 300 zinbwave 10 mclust 5 NA 0.435954830278045 0.143401862468336
Zhengmix8eq hvg 300 zinbwave 10 mclust 6 NA 0.478018751421112 0.126252158937812
Zhengmix8eq hvg 300 zinbwave 10 mclust 7 NA 0.527598778421901 0.0993666604129786
Zhengmix8eq hvg 300 zinbwave 10 mclust 8 NA 0.547515175097863 0.0763918104883836
Zhengmix8eq hvg 300 zinbwave 10 mclust 9 NA 0.562977502680636 0.0859306689372573
Zhengmix8eq hvg 300 zinbwave 10 mclust 10 NA 0.512181693077678 0.0612338794608624
Zhengmix8eq hvg 300 zinbwave 10 seurat 4 0.05 0.361102862300352 0.177123554626165
Zhengmix8eq hvg 300 zinbwave 10 seurat 4 0.1 0.361102862300352 0.177123554626165
Zhengmix8eq hvg 300 zinbwave 10 seurat 4 0.2 0.361103039262505 0.177107324108734
Zhengmix8eq hvg 300 zinbwave 10 seurat 5 0.5 0.487726821420932 0.163610617815361
Zhengmix8eq hvg 300 zinbwave 10 seurat 7 0.8 0.508803534679524 0.167471962550326
Zhengmix8eq hvg 300 zinbwave 10 seurat 9 1 0.549913020069706 0.144978511808833
Zhengmix8eq hvg 300 zinbwave 10 seurat 9 1.2 0.550390035162939 0.145261012846927
Zhengmix8eq hvg 300 zinbwave 10 seurat 11 1.5 0.569243585417345 0.155570581462124
Zhengmix8eq hvg 300 zinbwave 10 seurat 16 2 0.368926797924553 0.0970526686422177
Zhengmix8eq hvg 300 zinbwave 30 kmeans 2 NA 0.0907330387215624 0.0694329596789508
Zhengmix8eq hvg 300 zinbwave 30 kmeans 3 NA 0.213467924466924 0.0628711857871839
Zhengmix8eq hvg 300 zinbwave 30 kmeans 4 NA 0.337338522157162 0.0634918710869573
Zhengmix8eq hvg 300 zinbwave 30 kmeans 5 NA 0.432183805534627 0.0707200125197067
Zhengmix8eq hvg 300 zinbwave 30 kmeans 6 NA 0.467907289588791 0.0752621819537327
Zhengmix8eq hvg 300 zinbwave 30 kmeans 7 NA 0.485178502101139 0.0768359009548047
Zhengmix8eq hvg 300 zinbwave 30 kmeans 8 NA 0.502020491489434 0.0782041500782471
Zhengmix8eq hvg 300 zinbwave 30 kmeans 9 NA 0.514646744089881 0.0776736727854814
Zhengmix8eq hvg 300 zinbwave 30 kmeans 10 NA 0.445899467272261 0.0624987144421282
Zhengmix8eq hvg 300 zinbwave 30 seurat 2 0.05 0.0922528915237437 0.0690483654424316
Zhengmix8eq hvg 300 zinbwave 30 seurat 3 0.1 0.217555299352493 0.0471533374006045
Zhengmix8eq hvg 300 zinbwave 30 seurat 4 0.2 0.361521994722155 0.0586137361271799
Zhengmix8eq hvg 300 zinbwave 30 seurat 4 0.5 0.36151816235885 0.058598820647446
Zhengmix8eq hvg 300 zinbwave 30 seurat 4 0.8 0.361316849416161 0.0581201333998632
Zhengmix8eq hvg 300 zinbwave 30 seurat 4 1 0.361347100748888 0.0581773774701071
Zhengmix8eq hvg 300 zinbwave 30 seurat 5 1.2 0.431958500045284 0.0661815583597074
Zhengmix8eq hvg 300 zinbwave 30 seurat 6 1.5 0.478141752634865 0.0687588408636337
Zhengmix8eq hvg 300 zinbwave 30 seurat 8 2 0.489682646005996 0.016914557791689
Zhengmix8eq hvg 1500 glmpca 10 kmeans 2 NA 0.0918678758239463 0.626076811576404
Zhengmix8eq hvg 1500 glmpca 10 kmeans 3 NA 0.220077529988676 0.427005874608251
Zhengmix8eq hvg 1500 glmpca 10 kmeans 4 NA 0.363863926460415 0.507311832695254
Zhengmix8eq hvg 1500 glmpca 10 kmeans 5 NA 0.531675601777142 0.440225298093174
Zhengmix8eq hvg 1500 glmpca 10 kmeans 6 NA 0.62756803823702 0.393423843523217
Zhengmix8eq hvg 1500 glmpca 10 kmeans 7 NA 0.61919634161677 0.380874402742075
Zhengmix8eq hvg 1500 glmpca 10 kmeans 8 NA 0.706074704884433 0.375295025142149
Zhengmix8eq hvg 1500 glmpca 10 kmeans 9 NA 0.669738271315595 0.34303478324474
Zhengmix8eq hvg 1500 glmpca 10 kmeans 10 NA 0.656341431093202 0.341353796633431
Zhengmix8eq hvg 1500 glmpca 10 mclust 2 NA 0.0907330387215624 0.626233996907362
Zhengmix8eq hvg 1500 glmpca 10 mclust 3 NA 0.215579059811066 0.428397420725928
Zhengmix8eq hvg 1500 glmpca 10 mclust 4 NA 0.362714361756292 0.508636112382274
Zhengmix8eq hvg 1500 glmpca 10 mclust 5 NA 0.364004871781745 0.492830546579674
Zhengmix8eq hvg 1500 glmpca 10 mclust 6 NA 0.616615633128244 0.351916035653322
Zhengmix8eq hvg 1500 glmpca 10 mclust 7 NA 0.65518861877797 0.376193097746895
Zhengmix8eq hvg 1500 glmpca 10 mclust 8 NA 0.738464265557137 0.371101954067018
Zhengmix8eq hvg 1500 glmpca 10 mclust 9 NA 0.703929672844228 0.327577554459999
Zhengmix8eq hvg 1500 glmpca 10 mclust 10 NA 0.66210711597491 0.248790673654766
Zhengmix8eq hvg 1500 glmpca 10 seurat 4 0.05 0.36394351619052 0.507331771528634
Zhengmix8eq hvg 1500 glmpca 10 seurat 5 0.1 0.499066083128573 0.3501705718733
Zhengmix8eq hvg 1500 glmpca 10 seurat 6 0.2 0.667681845495994 0.386536784609987
Zhengmix8eq hvg 1500 glmpca 10 seurat 7 0.5 0.759740475894895 0.385248660570926
Zhengmix8eq hvg 1500 glmpca 10 seurat 8 0.8 0.74968560821616 0.372419493811436
Zhengmix8eq hvg 1500 glmpca 10 seurat 8 1 0.750433471290744 0.372609969800815
Zhengmix8eq hvg 1500 glmpca 10 seurat 9 1.2 0.728890841332646 0.347827009733023
Zhengmix8eq hvg 1500 glmpca 10 seurat 11 1.5 0.687256404858743 0.278232261916912
Zhengmix8eq hvg 1500 glmpca 10 seurat 12 2 0.605140230128418 0.207476099308001
Zhengmix8eq hvg 1500 glmpca 30 kmeans 2 NA 0.0929576571827377 0.508869739173604
Zhengmix8eq hvg 1500 glmpca 30 kmeans 3 NA 0.221810786203561 0.26109113942497
Zhengmix8eq hvg 1500 glmpca 30 kmeans 4 NA 0.365240993733994 0.304016911054806
Zhengmix8eq hvg 1500 glmpca 30 kmeans 5 NA 0.547328824100532 0.249132332980944
Zhengmix8eq hvg 1500 glmpca 30 kmeans 6 NA 0.496503416206666 0.198969197791181
Zhengmix8eq hvg 1500 glmpca 30 kmeans 7 NA 0.505464048304006 0.178566082507252
Zhengmix8eq hvg 1500 glmpca 30 kmeans 8 NA 0.518803964089421 0.159242314218331
Zhengmix8eq hvg 1500 glmpca 30 kmeans 9 NA 0.546392708150524 0.157017449416752
Zhengmix8eq hvg 1500 glmpca 30 kmeans 10 NA 0.515063851292486 0.136014062893083
Zhengmix8eq hvg 1500 glmpca 30 seurat 4 0.05 0.363630867533786 0.304570313809613
Zhengmix8eq hvg 1500 glmpca 30 seurat 4 0.1 0.363630867533786 0.304570313809613
Zhengmix8eq hvg 1500 glmpca 30 seurat 5 0.2 0.555659947808632 0.248052905875102
Zhengmix8eq hvg 1500 glmpca 30 seurat 5 0.5 0.555659947808632 0.248052905875102
Zhengmix8eq hvg 1500 glmpca 30 seurat 5 0.8 0.555787095675424 0.247967508106835
Zhengmix8eq hvg 1500 glmpca 30 seurat 5 1 0.555787095675424 0.247967508106835
Zhengmix8eq hvg 1500 glmpca 30 seurat 6 1.2 0.605235360464644 0.222139521240439
Zhengmix8eq hvg 1500 glmpca 30 seurat 8 1.5 0.591847215715009 0.178906583106696
Zhengmix8eq hvg 1500 glmpca 30 seurat 8 2 0.597206571571468 0.173532141891574
Zhengmix8eq hvg 1500 pca_log 10 kmeans 2 NA 0.0921104853621965 0.583515145589322
Zhengmix8eq hvg 1500 pca_log 10 kmeans 3 NA 0.216792123152666 0.556340333934662
Zhengmix8eq hvg 1500 pca_log 10 kmeans 4 NA 0.360202076642723 0.613517755016025
Zhengmix8eq hvg 1500 pca_log 10 kmeans 5 NA 0.345700982851752 0.61725013731828
Zhengmix8eq hvg 1500 pca_log 10 kmeans 6 NA 0.345777837235078 0.616527281468119
Zhengmix8eq hvg 1500 pca_log 10 kmeans 7 NA 0.34387381691507 0.622192495138469
Zhengmix8eq hvg 1500 pca_log 10 kmeans 8 NA 0.466484416303086 0.438276373106405
Zhengmix8eq hvg 1500 pca_log 10 kmeans 9 NA 0.48934369525389 0.359766499448175
Zhengmix8eq hvg 1500 pca_log 10 kmeans 10 NA 0.489343026074923 0.359905469305261
Zhengmix8eq hvg 1500 pca_log 10 mclust 2 NA 0.231312126909667 0.390288205699579
Zhengmix8eq hvg 1500 pca_log 10 mclust 3 NA 0.306455185701921 0.353980224359089
Zhengmix8eq hvg 1500 pca_log 10 mclust 4 NA 0.3450415949876 0.238635661957989
Zhengmix8eq hvg 1500 pca_log 10 mclust 5 NA 0.410817336402334 0.339278957682065
Zhengmix8eq hvg 1500 pca_log 10 mclust 6 NA 0.400779608278418 0.330102697904498
Zhengmix8eq hvg 1500 pca_log 10 mclust 7 NA 0.401779189498702 0.27820522443905
Zhengmix8eq hvg 1500 pca_log 10 mclust 8 NA 0.454506258019468 0.253375595380952
Zhengmix8eq hvg 1500 pca_log 10 mclust 9 NA 0.395784585228551 0.226899880595957
Zhengmix8eq hvg 1500 pca_log 10 mclust 10 NA 0.471489677669346 0.272980574596978
Zhengmix8eq hvg 1500 pca_log 10 seurat 4 0.05 0.361444532373565 0.610142113798292
Zhengmix8eq hvg 1500 pca_log 10 seurat 4 0.1 0.361444532373565 0.610142113798292
Zhengmix8eq hvg 1500 pca_log 10 seurat 5 0.2 0.50577854691229 0.409581099831493
Zhengmix8eq hvg 1500 pca_log 10 seurat 6 0.5 0.522686979128495 0.323717172130972
Zhengmix8eq hvg 1500 pca_log 10 seurat 7 0.8 0.512156357967408 0.317537847915586
Zhengmix8eq hvg 1500 pca_log 10 seurat 9 1 0.50817633328506 0.293981082145699
Zhengmix8eq hvg 1500 pca_log 10 seurat 11 1.2 0.513784011409177 0.297180448350991
Zhengmix8eq hvg 1500 pca_log 10 seurat 12 1.5 0.398143247635625 0.169371296343799
Zhengmix8eq hvg 1500 pca_log 10 seurat 14 2 0.399387979842954 0.156335331538772
Zhengmix8eq hvg 1500 pca_log 30 kmeans 2 NA 0.0921626899836288 0.568274684043565
Zhengmix8eq hvg 1500 pca_log 30 kmeans 3 NA 0.216792123152666 0.444727272733333
Zhengmix8eq hvg 1500 pca_log 30 kmeans 4 NA 0.360202076642723 0.482011492609082
Zhengmix8eq hvg 1500 pca_log 30 kmeans 5 NA 0.348274212818892 0.487011195775197
Zhengmix8eq hvg 1500 pca_log 30 kmeans 6 NA 0.348351260252474 0.485370056528397
Zhengmix8eq hvg 1500 pca_log 30 kmeans 7 NA 0.345975876996442 0.49114612687333
Zhengmix8eq hvg 1500 pca_log 30 kmeans 8 NA 0.345714693231554 0.492228884351303
Zhengmix8eq hvg 1500 pca_log 30 kmeans 9 NA 0.476243014613898 0.295766552518472
Zhengmix8eq hvg 1500 pca_log 30 kmeans 10 NA 0.437265448428953 0.295526648974952
Zhengmix8eq hvg 1500 pca_log 30 seurat 4 0.05 0.360135683969136 0.478587774686477
Zhengmix8eq hvg 1500 pca_log 30 seurat 4 0.1 0.360135683969136 0.478587774686477
Zhengmix8eq hvg 1500 pca_log 30 seurat 5 0.2 0.511921256166404 0.271886585989307
Zhengmix8eq hvg 1500 pca_log 30 seurat 5 0.5 0.512887090655609 0.270397700734857
Zhengmix8eq hvg 1500 pca_log 30 seurat 6 0.8 0.526608756744819 0.1902191974458
Zhengmix8eq hvg 1500 pca_log 30 seurat 6 1 0.527127204035461 0.189919231045029
Zhengmix8eq hvg 1500 pca_log 30 seurat 7 1.2 0.56603138262323 0.156275244839886
Zhengmix8eq hvg 1500 pca_log 30 seurat 9 1.5 0.584496057156039 0.156219760404959
Zhengmix8eq hvg 1500 pca_log 30 seurat 13 2 0.48062883109824 0.0925357341059002
Zhengmix8eq hvg 1500 pca_rd 10 kmeans 2 NA 0.0918678758239463 0.556966274531634
Zhengmix8eq hvg 1500 pca_rd 10 kmeans 3 NA 0.216001402556581 0.508958896039499
Zhengmix8eq hvg 1500 pca_rd 10 kmeans 4 NA 0.357998594634225 0.515374686837707
Zhengmix8eq hvg 1500 pca_rd 10 kmeans 5 NA 0.35065585706273 0.527233612804268
Zhengmix8eq hvg 1500 pca_rd 10 kmeans 6 NA 0.350986418746806 0.529336433429524
Zhengmix8eq hvg 1500 pca_rd 10 kmeans 7 NA 0.46756086959505 0.380044285938094
Zhengmix8eq hvg 1500 pca_rd 10 kmeans 8 NA 0.465319355241398 0.38193456420121
Zhengmix8eq hvg 1500 pca_rd 10 kmeans 9 NA 0.447189961888444 0.360325162635163
Zhengmix8eq hvg 1500 pca_rd 10 kmeans 10 NA 0.489892714100679 0.365153835230712
Zhengmix8eq hvg 1500 pca_rd 10 mclust 2 NA 0.231980470316507 0.341145988534607
Zhengmix8eq hvg 1500 pca_rd 10 mclust 3 NA 0.305375471958737 0.383617664943473
Zhengmix8eq hvg 1500 pca_rd 10 mclust 4 NA 0.363149144928857 0.474627464876465
Zhengmix8eq hvg 1500 pca_rd 10 mclust 5 NA 0.409179476078227 0.318225052011014
Zhengmix8eq hvg 1500 pca_rd 10 mclust 6 NA 0.491160340597139 0.25637956515176
Zhengmix8eq hvg 1500 pca_rd 10 mclust 7 NA 0.409809156937635 0.285134205244766
Zhengmix8eq hvg 1500 pca_rd 10 mclust 8 NA 0.548424961970427 0.245882985536014
Zhengmix8eq hvg 1500 pca_rd 10 mclust 9 NA 0.567642924936031 0.243533872424887
Zhengmix8eq hvg 1500 pca_rd 10 mclust 10 NA 0.551662077526222 0.222619402857095
Zhengmix8eq hvg 1500 pca_rd 10 seurat 4 0.05 0.359910120977032 0.51951019773808
Zhengmix8eq hvg 1500 pca_rd 10 seurat 4 0.1 0.359910120977032 0.51951019773808
Zhengmix8eq hvg 1500 pca_rd 10 seurat 5 0.2 0.471572220978912 0.327944605596222
Zhengmix8eq hvg 1500 pca_rd 10 seurat 7 0.5 0.624437776507127 0.329028933068718
Zhengmix8eq hvg 1500 pca_rd 10 seurat 8 0.8 0.646186683111744 0.295607801762958
Zhengmix8eq hvg 1500 pca_rd 10 seurat 8 1 0.635068737546384 0.277796681734201
Zhengmix8eq hvg 1500 pca_rd 10 seurat 12 1.2 0.621955140236027 0.29803070584775
Zhengmix8eq hvg 1500 pca_rd 10 seurat 15 1.5 0.535957234382581 0.253365198775951
Zhengmix8eq hvg 1500 pca_rd 10 seurat 16 2 0.460984803395699 0.19128724869068
Zhengmix8eq hvg 1500 pca_rd 30 kmeans 2 NA 0.0918678758239463 0.543485555847657
Zhengmix8eq hvg 1500 pca_rd 30 kmeans 3 NA 0.215509326308237 0.407737226560541
Zhengmix8eq hvg 1500 pca_rd 30 kmeans 4 NA 0.357998594634225 0.402871364798359
Zhengmix8eq hvg 1500 pca_rd 30 kmeans 5 NA 0.35065585706273 0.410847890509159
Zhengmix8eq hvg 1500 pca_rd 30 kmeans 6 NA 0.350714878372042 0.41249637880694
Zhengmix8eq hvg 1500 pca_rd 30 kmeans 7 NA 0.471828262855692 0.252799479045061
Zhengmix8eq hvg 1500 pca_rd 30 kmeans 8 NA 0.471497686410259 0.25373425369234
Zhengmix8eq hvg 1500 pca_rd 30 kmeans 9 NA 0.433380607309738 0.248165144600058
Zhengmix8eq hvg 1500 pca_rd 30 kmeans 10 NA 0.534998320334744 0.247713236536913
Zhengmix8eq hvg 1500 pca_rd 30 seurat 4 0.05 0.359321581097734 0.402595524479388
Zhengmix8eq hvg 1500 pca_rd 30 seurat 4 0.1 0.359321581097734 0.402595524479388
Zhengmix8eq hvg 1500 pca_rd 30 seurat 5 0.2 0.530333136480598 0.2366977842636
Zhengmix8eq hvg 1500 pca_rd 30 seurat 6 0.5 0.613209158448569 0.219750661794265
Zhengmix8eq hvg 1500 pca_rd 30 seurat 7 0.8 0.632525484472604 0.221154997903226
Zhengmix8eq hvg 1500 pca_rd 30 seurat 8 1 0.655572399615595 0.181425512777569
Zhengmix8eq hvg 1500 pca_rd 30 seurat 9 1.2 0.644144546168805 0.18872734560945
Zhengmix8eq hvg 1500 pca_rd 30 seurat 10 1.5 0.637168188555514 0.179543509757923
Zhengmix8eq hvg 1500 pca_rd 30 seurat 13 2 0.617097268576312 0.15110281909221
Zhengmix8eq hvg 1500 pca_rp 10 kmeans 2 NA 0.091110413075861 0.585493620284779
Zhengmix8eq hvg 1500 pca_rp 10 kmeans 3 NA 0.213535771709986 0.556164303068076
Zhengmix8eq hvg 1500 pca_rp 10 kmeans 4 NA 0.356120031996381 0.566774183327079
Zhengmix8eq hvg 1500 pca_rp 10 kmeans 5 NA 0.348785362135548 0.578101330194147
Zhengmix8eq hvg 1500 pca_rp 10 kmeans 6 NA 0.34886279468754 0.576066169875155
Zhengmix8eq hvg 1500 pca_rp 10 kmeans 7 NA 0.348121566154985 0.579512666887958
Zhengmix8eq hvg 1500 pca_rp 10 kmeans 8 NA 0.417219915311307 0.492549040632512
Zhengmix8eq hvg 1500 pca_rp 10 kmeans 9 NA 0.473788614033448 0.414527638088746
Zhengmix8eq hvg 1500 pca_rp 10 kmeans 10 NA 0.473111808387321 0.41689130298957
Zhengmix8eq hvg 1500 pca_rp 10 mclust 2 NA 0.223426985674282 0.355384510052692
Zhengmix8eq hvg 1500 pca_rp 10 mclust 3 NA 0.265507324988556 0.309693044040578
Zhengmix8eq hvg 1500 pca_rp 10 mclust 4 NA 0.356091761897008 0.399709411220509
Zhengmix8eq hvg 1500 pca_rp 10 mclust 5 NA 0.324288275958457 0.226210447135742
Zhengmix8eq hvg 1500 pca_rp 10 mclust 6 NA 0.380665002157868 0.360472610695234
Zhengmix8eq hvg 1500 pca_rp 10 mclust 7 NA 0.525701134606166 0.261888326235347
Zhengmix8eq hvg 1500 pca_rp 10 mclust 8 NA 0.405129515865734 0.261874976649802
Zhengmix8eq hvg 1500 pca_rp 10 mclust 9 NA 0.375792506500167 0.175785371852533
Zhengmix8eq hvg 1500 pca_rp 10 mclust 10 NA 0.540856539841875 0.252789164950141
Zhengmix8eq hvg 1500 pca_rp 10 seurat 4 0.05 0.359059656307105 0.563364774887699
Zhengmix8eq hvg 1500 pca_rp 10 seurat 4 0.1 0.359059656307105 0.563364774887699
Zhengmix8eq hvg 1500 pca_rp 10 seurat 5 0.2 0.458941325547859 0.444050532623669
Zhengmix8eq hvg 1500 pca_rp 10 seurat 7 0.5 0.587564890047537 0.340354040144734
Zhengmix8eq hvg 1500 pca_rp 10 seurat 8 0.8 0.607455257913173 0.33672818566789
Zhengmix8eq hvg 1500 pca_rp 10 seurat 10 1 0.57139988119548 0.263816732570866
Zhengmix8eq hvg 1500 pca_rp 10 seurat 11 1.2 0.547196996350376 0.269572123239375
Zhengmix8eq hvg 1500 pca_rp 10 seurat 13 1.5 0.550829742879717 0.274318866949791
Zhengmix8eq hvg 1500 pca_rp 10 seurat 16 2 0.473313905209882 0.224838983148315
Zhengmix8eq hvg 1500 pca_rp 30 kmeans 2 NA 0.091110413075861 0.569321398717658
Zhengmix8eq hvg 1500 pca_rp 30 kmeans 3 NA 0.213552381984319 0.446366365404378
Zhengmix8eq hvg 1500 pca_rp 30 kmeans 4 NA 0.35609312412134 0.43302248506627
Zhengmix8eq hvg 1500 pca_rp 30 kmeans 5 NA 0.348758609091669 0.440132132656109
Zhengmix8eq hvg 1500 pca_rp 30 kmeans 6 NA 0.348566846949687 0.43689285820515
Zhengmix8eq hvg 1500 pca_rp 30 kmeans 7 NA 0.346366227058022 0.443826912104341
Zhengmix8eq hvg 1500 pca_rp 30 kmeans 8 NA 0.422325060642813 0.334614028197502
Zhengmix8eq hvg 1500 pca_rp 30 kmeans 9 NA 0.344682981977704 0.447486263664317
Zhengmix8eq hvg 1500 pca_rp 30 kmeans 10 NA 0.417183419473853 0.343783054127244
Zhengmix8eq hvg 1500 pca_rp 30 seurat 4 0.05 0.359584099694737 0.43215124117969
Zhengmix8eq hvg 1500 pca_rp 30 seurat 4 0.1 0.359584099694737 0.43215124117969
Zhengmix8eq hvg 1500 pca_rp 30 seurat 5 0.2 0.446636677960072 0.309803479701475
Zhengmix8eq hvg 1500 pca_rp 30 seurat 7 0.5 0.593146802976172 0.212610418952094
Zhengmix8eq hvg 1500 pca_rp 30 seurat 7 0.8 0.593511475318221 0.212497423849982
Zhengmix8eq hvg 1500 pca_rp 30 seurat 8 1 0.628051153545555 0.209153458386019
Zhengmix8eq hvg 1500 pca_rp 30 seurat 10 1.2 0.635726017530775 0.165991838041164
Zhengmix8eq hvg 1500 pca_rp 30 seurat 11 1.5 0.597907855365275 0.125764341360992
Zhengmix8eq hvg 1500 pca_rp 30 seurat 13 2 0.57211456986379 0.115215760676138
Zhengmix8eq hvg 1500 zinbwave 10 kmeans 2 NA 0.0847978976567354 0.28943747883343
Zhengmix8eq hvg 1500 zinbwave 10 kmeans 3 NA 0.30994618237108 0.202168496371338
Zhengmix8eq hvg 1500 zinbwave 10 kmeans 4 NA 0.353618966495964 0.242983586633618
Zhengmix8eq hvg 1500 zinbwave 10 kmeans 5 NA 0.536146800683112 0.225950093246099
Zhengmix8eq hvg 1500 zinbwave 10 kmeans 6 NA 0.493420688167019 0.217973470619709
Zhengmix8eq hvg 1500 zinbwave 10 kmeans 7 NA 0.57408275329368 0.207018656419695
Zhengmix8eq hvg 1500 zinbwave 10 kmeans 8 NA 0.643898061658372 0.194197801698912
Zhengmix8eq hvg 1500 zinbwave 10 kmeans 9 NA 0.644219095692037 0.195313125813265
Zhengmix8eq hvg 1500 zinbwave 10 kmeans 10 NA 0.637166541295405 0.197845425042163
Zhengmix8eq hvg 1500 zinbwave 10 mclust 2 NA 0.17318050759804 0.219609035174037
Zhengmix8eq hvg 1500 zinbwave 10 mclust 3 NA 0.317847031665117 0.187731524146167
Zhengmix8eq hvg 1500 zinbwave 10 mclust 4 NA 0.36095591244968 0.235924839177342
Zhengmix8eq hvg 1500 zinbwave 10 mclust 5 NA 0.52784155420404 0.21550797556669
Zhengmix8eq hvg 1500 zinbwave 10 mclust 6 NA 0.634194635761568 0.179926410620434
Zhengmix8eq hvg 1500 zinbwave 10 mclust 7 NA 0.617565671158072 0.180785605523549
Zhengmix8eq hvg 1500 zinbwave 10 mclust 8 NA 0.715582791590376 0.18464803487484
Zhengmix8eq hvg 1500 zinbwave 10 mclust 9 NA 0.702797333383595 0.174815594509513
Zhengmix8eq hvg 1500 zinbwave 10 mclust 10 NA 0.682090307711791 0.154996985823557
Zhengmix8eq hvg 1500 zinbwave 10 seurat 4 0.05 0.361136463290951 0.243406236603002
Zhengmix8eq hvg 1500 zinbwave 10 seurat 4 0.1 0.361136463290951 0.243406236603002
Zhengmix8eq hvg 1500 zinbwave 10 seurat 5 0.2 0.613062032146953 0.190090207170823
Zhengmix8eq hvg 1500 zinbwave 10 seurat 7 0.5 0.750657025197778 0.187879225986998
Zhengmix8eq hvg 1500 zinbwave 10 seurat 8 0.8 0.742053775557453 0.192071548768116
Zhengmix8eq hvg 1500 zinbwave 10 seurat 8 1 0.742459413938252 0.191988840595135
Zhengmix8eq hvg 1500 zinbwave 10 seurat 9 1.2 0.740566558186266 0.196615113197716
Zhengmix8eq hvg 1500 zinbwave 10 seurat 10 1.5 0.744529806041273 0.198745309451196
Zhengmix8eq hvg 1500 zinbwave 10 seurat 13 2 0.603433719424183 0.148437414497299
Zhengmix8eq hvg 1500 zinbwave 30 kmeans 2 NA 0.0844193408789877 0.179853501736679
Zhengmix8eq hvg 1500 zinbwave 30 kmeans 3 NA 0.194437307151056 0.0777083145985278
Zhengmix8eq hvg 1500 zinbwave 30 kmeans 4 NA 0.35703052466757 0.052637588397306
Zhengmix8eq hvg 1500 zinbwave 30 kmeans 5 NA 0.51431049036382 0.0517012788780384
Zhengmix8eq hvg 1500 zinbwave 30 kmeans 6 NA 0.519749487514578 0.0479110079981431
Zhengmix8eq hvg 1500 zinbwave 30 kmeans 7 NA 0.473827760745952 0.051211755819021
Zhengmix8eq hvg 1500 zinbwave 30 kmeans 8 NA 0.456818638658503 0.0529150540506948
Zhengmix8eq hvg 1500 zinbwave 30 kmeans 9 NA 0.503746575743265 0.0445708871613799
Zhengmix8eq hvg 1500 zinbwave 30 kmeans 10 NA 0.473862491306806 0.0438777453024565
Zhengmix8eq hvg 1500 zinbwave 30 seurat 4 0.05 0.359096481515995 0.0515789047019467
Zhengmix8eq hvg 1500 zinbwave 30 seurat 4 0.1 0.359096481515995 0.0515789047019467
Zhengmix8eq hvg 1500 zinbwave 30 seurat 4 0.2 0.359096481515995 0.0515789047019467
Zhengmix8eq hvg 1500 zinbwave 30 seurat 4 0.5 0.359098236815317 0.0524427056906169
Zhengmix8eq hvg 1500 zinbwave 30 seurat 5 0.8 0.526978360373852 0.0486493995719116
Zhengmix8eq hvg 1500 zinbwave 30 seurat 5 1 0.526944146543154 0.048646162493633
Zhengmix8eq hvg 1500 zinbwave 30 seurat 5 1.2 0.527200680118873 0.0486695222392331
Zhengmix8eq hvg 1500 zinbwave 30 seurat 6 1.5 0.525861929384748 0.047759358624871
Zhengmix8eq hvg 1500 zinbwave 30 seurat 8 2 0.633525099967289 0.0306602813259737