,time_1k,time_5k,time_50k,time_100k,time_scaled_1k,time_scaled_5k,time_scaled_50k,time_scaled_100k,time,memory_1k,memory_5k,memory_50k,memory_100k,memory_scaled_1k,memory_scaled_5k,memory_scaled_50k,memory_scaled_100k,memory,scalability
ALRA,1.217,3.967,29.4,51.217,0.999094308,0.999190974,0.970448181,0.977508709,3.946242172,974108K,3461776K,29864412K,62469980K,0.991566677,0.990452212,0.875296443,0.861560854,3.718876186,23.94860663
AutoImpute,700.6,895.2,868.433,NA,0,0.718306308,0,0,0.718306308,1131920K,2931416K,21377668K,NA,0.989269412,0.992455582,0.92348509,0,2.905210083,90.1464124
bayNorm,15.55,21.95,64.517,135.833,0.978619091,0.993523377,0.929830913,0.923391979,3.825365359,5906580K,16622544K,126099668K,249203268K,0.919764794,0.940739034,0.328862285,0.323966132,2.513332246,53.20086371
DCA,8.033,14.1,100.65,195.817,0.989357401,0.995997416,0.888038511,0.885028809,3.758422137,796888K,2343348K,17025000K,35110172K,0.994146465,0.994676936,0.948200008,0.940328215,3.877351624,87.49245678
DeepImpute,1.817,3.183,3.85,16.05,0.998237186,0.999438062,1,1,3.997675248,1075208K,1940536K,8592240K,14383204K,0.990094967,0.996198509,0.996082128,1,3.982375604,5.311363041
DrImpute,4.533,337.75,NA,NA,0.99435728,0.893994548,0,0,1.888351828,1389268K,4461944K,NA,NA,0.985523203,0.986674201,0,0,1.972197403,476.7257507
kNN-smoothing,1.95,4,52.433,NA,0.99804719,0.999180573,0.943807593,0,2.941035356,939308K,3729224K,140284824K,NA,0.99207326,0.98944196,0.24831744,0,2.229832661,31.0018717
MAGIC,0.583,1.4,22.25,89.3,1,1,0.978718064,0.953152471,3.931870535,402516K,1502376K,12438660K,30237112K,0.999887329,0.997853604,0.974241741,0.954357483,3.926340157,36.44401026
mcImpute,4.15,103.083,626,723.617,0.994904409,0.967953167,0.280404542,0.547470777,2.790732895,1236308K,5340996K,28037340K,28320708K,0.987749838,0.98335369,0.885670754,0.959874703,3.816648986,386.3051848
PBLR,47.283,285.4,NA,NA,0.933287334,0.910493389,0,0,1.843780724,69090356K,265668144K,NA,NA,0,0,0,0,0,340.66841
SAUCIE,3.583,5.183,NA,NA,0.99571439,0.998807734,0,0,1.994522124,1142160K,2949688K,NA,NA,0.989120348,0.992386561,0,0,1.981506909,2.289082493
SAVER,11.1,57.833,701.883,1579.633,0.984976079,0.982214343,0.192636219,0,2.159826641,7511792K,28177980K,184017252K,361732760K,0.89639776,0.8970898,0,0,1.79348756,711.880634
SAVERX,13.783,56.967,353.4,710.3,0.981143315,0.982487275,0.595701049,0.555987754,3.115319393,1948128K,6444584K,40173652K,72263848K,0.97738789,0.979185023,0.816759467,0.833364854,3.606697234,320.3366541
scImpute,7.867,37.75,NA,NA,0.989594538,0.988543784,0,0,1.978138323,17055076K,71597924K,NA,NA,0.757476391,0.733076318,0,0,1.490552708,42.75290758
scRecover,216.167,1184.633,NA,NA,0.692030336,0.627087411,0,0,1.319117747,1703744K,7276844K,NA,NA,0.980945383,0.976041263,0,0,1.956986646,1385.561603
scScope,2.05,4.7,NA,NA,0.997904337,0.998959958,0,0,1.996864295,394776K,1227644K,NA,NA,1,0.99889137,0,0,1.99889137,3.791292879
scVI,14.267,60.733,511.483,NA,0.980451903,0.981300367,0.41285799,0,2.374610261,559684K,934152K,7902244K,NA,0.997599438,1,1,0,2.997599438,303.5350312
VIPER,216.7,3174.35,NA,NA,0.691268926,0,0,0,0.691268926,1429684K,6648972K,NA,NA,0.984934868,0.978412972,0,0,1.96334784,4231.440522