ClassClass defined in ProjectSVR |
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The CellProject class |
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The GridDensity class |
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Object interactionFunctions for interacting with objects in ProjectSVR |
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Split CellProject Object |
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Merge CellProject Objects |
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Creates a new CellProject object. |
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Subset CellProject Object |
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Meta cellFunctions for making meta cells |
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Estimate KNN density on 2d embedding. |
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Merge cells around mesh points in each bin into pseudo-bulk gene expression matrix. |
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Grid density plot |
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subset a GridDensity object. |
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Feature selectionFunctions for extract signature gene sets |
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Find optimal components or topics for cNMF |
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Run consensus NMF |
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multi-core FindAllMarkers() |
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Gene module scoreFunctions for computing gene module score |
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Calculate gene module scores |
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Reference model constructionFunctions for training reference model |
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Training an ensemble classifier for cell type prediction. |
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Training an ensemble SVM model for embedding coordinates regression. |
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Reference mappingFunctions for reference mapping |
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Add projection quality scores for the query cells. |
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Create reference models |
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A wrapper for mapping query data onto reference. |
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Predicting the embedding coordinates via the trained SVM model. |
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Refine low confidence mapping coords. |
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Label transferFunctions for label transfer |
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Label transfer via KNN |
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A wrapper for transferring reference cell labels to the query via KNN method. |
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Majority voting to harmonise cell labels on given over clusters |
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Predict cell types |
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Differential cell populationFunctions for testing differential cell population |
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Differential Cellular Abundance Test |
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Calculate cell population percentage |
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VisualizationFunctions for nice plots |
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Plot Alluvial Plot |
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BoxPlot |
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theme for DimPlot |
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Create Group Preference Plot |
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Visualizing the mapping quality of projected query cells. |
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Visualizing the projected query cells on reference via a density plot. |
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Plot the Volcano Plot |
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DataDescriptions of data included with ProjectSVR |
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Cell type color palette |
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A data set containing all human ribosomal genes |
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InternalInternal functions |
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Internal helper function to dispatch to various neighbor finding methods |
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Run sklearn.neighbors.NearestNeighbors |