| add_predictions | Use a batch of models to make predictions on new data | 
| append_predictions_to_seurat | Create a gene expression matrix to predict dependencies | 
| change_colname | Changes the value column name of a dataframe | 
| download_data | Download study files into data folder | 
| fit_depmap_models | Make a list of predictive models of dependencies | 
| fit_models_and_save | Make a list of models and save as file | 
| fit_models_in_parallel | Make a list of models and save as file (parallel) | 
| get_cell_line_name | Convert arxspan ID to cell line name | 
| get_demo_samples | Get demo samples | 
| get_double_digit_number | Vectorized double-digit converter | 
| Get_Double_Digit_Number | Vectorized double-digit converter | 
| get_legend | Extract ggplot legend | 
| get_original_data | Retrieve the training data | 
| get_variable_predictions | Find most variable predictions | 
| gg_color_hue | Get a palette of specified size | 
| helper_plot_top_contributors | Plot top contributions (internal function) | 
| make_bulk_matrix_from_files | Create a gene expression matrix to predict dependencies | 
| make_bulk_matrix_from_seurat | Create a gene expression matrix to predict dependencies | 
| make_new_data_predictions | Use a model to make predictions on new data | 
| make_xgb_model | Make predictive models of dependencies | 
| plot_contribution_to_new_samples | Plot feature contributions to new sample predictions | 
| plot_contribution_to_sample | Plot feature contributions to sample predictions | 
| plot_contribution_to_training_samples | Plot feature contributions to sample predictions from the... | 
| plot_predictions_dimplot | Overlay predictions on a dimensional reduction plot | 
| plot_shap_scatter | Plot Shapley values vs feature values | 
| plot_shap_scatter_for_new_samples | Plot SHAP vs Feature Value scatter for new data. | 
| plot_shap_scatter_for_training_samples | Plot SHAP vs Feature Value scatter for training data. | 
| plot_top_contributors | Plot top contributions | 
| prep_features_lineage | Prepare the lineage features table | 
| show_msg | Display message | 
| summarize_contributions | Summarize SHAP values | 
| summarize_error | Summarize prediction error | 
| summarize_models | Summarize models | 
| summarize_predictions | Summarize predictions | 
| summarize_predictions_in_parallel | Summarize predictions in parallel | 
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