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cluster_recon_output
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Clustering 2_groups_1000_cells_5000_genes/ with 2 clusters neighbors 250
clustering
finished clustering
cluster 0 correct: 0.5444444444444444
cluster 1 correct: 0.5239130434782608
ARI: 0.003905650161347043 min perf: 0.5239130434782608 avg perf: 0.5341787439613526
RMSE of original restricted: 10.455656508436926
RMSE of pred round restricted: 3.4532258814158645
RMSE of pred round unrestricted: 2.9105073440896865
Clustering 5_groups_1000_cells_5000_genes/ with 5 clusters neighbors 100
clustering
finished clustering
cluster 0 correct: 0.5047619047619047
cluster 1 correct: 0.9473684210526315
cluster 2 correct: 0.994535519125683
cluster 3 correct: 0.979381443298969
cluster 4 correct: 0.4260089686098655
ARI: 0.6169455151404021 min perf: 0.4260089686098655 avg perf: 0.7704112513698108
RMSE of original restricted: 10.498326333239936
RMSE of pred round restricted: 3.452450118808809
RMSE of pred round unrestricted: 2.909177547005339
Clustering 10_groups_1000_cells_5000_genes/ with 10 clusters neighbors 50
clustering
finished clustering
cluster 0 correct: 0.5833333333333334
cluster 1 correct: 0.42696629213483145
cluster 2 correct: 0.49137931034482757
cluster 3 correct: 0.19480519480519481
cluster 4 correct: 0.2054794520547945
cluster 5 correct: 0.40816326530612246
cluster 6 correct: 0.44329896907216493
cluster 7 correct: 0.7125
cluster 8 correct: 0.8148148148148148
cluster 9 correct: 0.4166666666666667
ARI: 0.2105697014983669 min perf: 0.19480519480519481 avg perf: 0.4697407298532751
RMSE of original restricted: 10.2611078125269
RMSE of pred round restricted: 3.472288663581685
RMSE of pred round unrestricted: 2.925668914966285
Clustering 2_groups_10000_cells_1000_genes/ with 2 clusters neighbors 2500
clustering
finished clustering
cluster 0 correct: 0.5040018294077292
cluster 1 correct: 0.5011551448373911
ARI: -9.396665108092913e-05 min perf: 0.5011551448373911 avg perf: 0.5025784871225601
RMSE of original restricted: 30.811212344220735
RMSE of pred round restricted: 7.87427083609653
RMSE of pred round unrestricted: 5.215271114716856
Clustering 5_groups_10000_cells_1000_genes/ with 5 clusters neighbors 1000
clustering
finished clustering
cluster 0 correct: 0.21784472769409038
cluster 1 correct: 0.3414516517964794
cluster 2 correct: 0.896609227348527
cluster 3 correct: 0.9123222748815166
cluster 4 correct: 0.26813040585495673
ARI: 0.321575030946641 min perf: 0.21784472769409038 avg perf: 0.527271657515114
RMSE of original restricted: 31.326653130472423
RMSE of pred round restricted: 7.905698322268173
RMSE of pred round unrestricted: 5.228340807560272
Clustering 10_groups_10000_cells_1000_genes/ with 10 clusters neighbors 500
clustering
finished clustering
cluster 0 correct: 0.8109820485744457
cluster 1 correct: 0.15384615384615385
cluster 2 correct: 0.712
cluster 3 correct: 0.5708661417322834
cluster 4 correct: 0.15503875968992248
cluster 5 correct: 0.5745047372954349
cluster 6 correct: 0.5931254996003198
cluster 7 correct: 0.7983539094650206
cluster 8 correct: 0.8287895310796074
cluster 9 correct: 0.7968586387434555
ARI: 0.4125290380979712 min perf: 0.15384615384615385 avg perf: 0.5994365420026644
RMSE of original restricted: 31.293885405572855
RMSE of pred round restricted: 7.963464509444544
RMSE of pred round unrestricted: 5.26326389230105