Preprocessing Steps and Available Function Candidates

This page lists the preprocessing functions included in each step.

Preprocessing Step: filter.gene

  • dance.transforms.FilterGenesPercentile

  • dance.transforms.FilterGenesScanpyOrder

  • dance.transforms.FilterGenesPlaceHolder

Preprocessing Step: filter.cell

  • dance.transforms.FilterCellsScanpyOrder

  • dance.transforms.FilterCellsPlaceHolder

  • dance.transforms.FilterCellsCommonMod

Preprocessing Step: normalize

  • dance.transforms.ColumnSumNormalize

  • dance.transforms.ScTransform

  • dance.transforms.Log1P

  • dance.transforms.NormalizeTotal

  • dance.transforms.NormalizeTotalLog1P

  • dance.transforms.tfidfTransform

  • dance.transforms.NormalizePlaceHolder

Preprocessing Step: filter.gene(highly_variable)

  • dance.transforms.FilterGenesTopK

  • dance.transforms.FilterGenesRegression

  • dance.transforms.FilterGenesMatch

  • dance.transforms.HighlyVariableGenesRawCount

  • dance.transforms.HighlyVariableGenesLogarithmizedByTopGenes

  • dance.transforms.HighlyVariableGenesLogarithmizedByMeanAndDisp

  • dance.transforms.FilterGenesNumberPlaceHolder

Preprocessing Step: feature.cell

  • dance.transforms.CellPCA

  • dance.transforms.CellSVD

  • dance.transforms.CellSparsePCA

  • dance.transforms.WeightedFeaturePCA

  • dance.transforms.WeightedFeatureSVD

  • dance.transforms.GaussRandProjFeature

  • dance.transforms.FeatureCellPlaceHolder