dance

    DANCE: a deep learning library and benchmark platform for single-cell analysis

    Language: python

    Author: Benjamin Berger (@benjamindev79)

    6 stars · 345 views

    Files

    • .yamllint.yml (yml)
    • docs (txt)
    • Makefile (txt)
    • source (txt)
    • modules (txt)
    • DANCE 2.0 (0)
    • tutorials (txt)
    • experiments (txt)
    • cluster (txt)
    • joint_embedding (txt)
    • spatial_domain (txt)
    • celltype_annotation (txt)
    • imputation (txt)
    • celltype_deconvolution (txt)
    • run_similarity_optimization.sh (sh)
    • cache (txt)
    • 2_params_tuning_config.yaml (yaml)
    • deconv_spatialdecon (txt)
    • main.py (py)
    • hcc_liver (txt)
    • visualize_atlas_performance_v2.py (py)
    • cta_scdeepsort (txt)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • deconv_card (txt)
    • main.py (py)
    • hcc_liver (txt)
    • config_yamls (txt)
    • params (txt)
    • params (txt)
    • config_yamls (txt)
    • params (txt)
    • config_yamls (txt)
    • params (txt)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • conf.py (py)
    • api (txt)
    • requirements.txt (txt)
    • README.md (md)
    • pyproject.toml (toml)
    • install.sh (sh)
    • requirements.txt (txt)
    • LICENSE (txt)
    • examples (txt)
    • result_analysis (txt)
    • get_important_pattern_sweep.py (py)
    • vis_sim_v2_data.py (py)
    • visualize_atlas_performance.py (py)
    • vis_sim_v2_vis.py (py)
    • visualize_sim.py (py)
    • get_num.py (py)
    • get_important_pattern.py (py)
    • atlas (txt)
    • upload_data.py (py)
    • setup_run.py (py)
    • temp.sh (sh)
    • sweep_results (txt)
    • sc_similarity_examples (txt)
    • data_processing (txt)
    • merge_result_metadata.py (py)
    • visualization (txt)
    • readme.md (md)
    • similarity (txt)
    • example_usage_anndata.py (py)
    • optimize_similarity_weights.py (py)
    • analyze_atlas_accuracy.py (py)
    • process_tissue_similarity_matrices.py (py)
    • data (txt)
    • configs (txt)
    • exclude_dataset.json (json)
    • demos (txt)
    • main.py (py)
    • get_result_web.py (py)
    • config (txt)
    • atlas_template_yamls (txt)
    • cta_actinn (txt)
    • pipeline_params_tuning_config.yaml (yaml)
    • cta_singlecellnet (txt)
    • pipeline_params_tuning_config.yaml (yaml)
    • cta_celltypist (txt)
    • pipeline_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • commands.yaml (yaml)
    • readme.md (md)
    • dataset_server.json (json)
    • tuning (txt)
    • imputation_deepimpute (txt)
    • main.py (py)
    • human_melanoma_data (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 4_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 3_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • deconv_dstg (txt)
    • main.py (py)
    • hcc_liver (txt)
    • config_yamls (txt)
    • params (txt)
    • params (txt)
    • custom-methods (txt)
    • main.py (py)
    • 328_138 (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • joint_embedding_jae (txt)
    • main.py (py)
    • GSE140203_SKIN_atac2gex (txt)
    • config_yamls (txt)
    • 1_test_acc_params_tuning_config.yaml (yaml)
    • 0_test_acc_params_tuning_config.yaml (yaml)
    • 2_test_acc_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • cluster_scdcc (txt)
    • main.py (py)
    • human_pbmc2_cell (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • config_yamls (txt)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • cluster_graphsc (txt)
    • main.py (py)
    • human_pbmc2_cell (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • cta_scheteronet (txt)
    • main.py (py)
    • 328_138 (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • domain_EfNST (txt)
    • main.py (py)
    • sub_mba (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • params (txt)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • joint_embedding_scmogcn (txt)
    • main.py (py)
    • GSE140203_SKIN_atac2gex (txt)
    • config_yamls (txt)
    • params (txt)
    • 1_test_acc_params_tuning_config.yaml (yaml)
    • params_run.sh (sh)
    • 0_test_acc_params_tuning_config.yaml (yaml)
    • 2_test_acc_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • imputation_scgnn2 (txt)
    • main.py (py)
    • human_melanoma_data (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 4_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 3_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • README.md (md)
    • main.py (py)
    • step3_default_params.yaml (yaml)
    • cta_actinn (txt)
    • main.py (py)
    • 328_138 (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • domain_stagate (txt)
    • main.py (py)
    • sub_mba (txt)
    • 1_test_acc_params_tuning_config.yaml (yaml)
    • 0_test_acc_params_tuning_config.yaml (yaml)
    • 2_test_acc_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • joint_embedding_dcca (txt)
    • main.py (py)
    • GSE140203_SKIN_atac2gex (txt)
    • config_yamls (txt)
    • params (txt)
    • 1_test_acc_params_tuning_config.yaml (yaml)
    • 0_test_acc_params_tuning_config.yaml (yaml)
    • 2_test_acc_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • domain_louvain (txt)
    • main.py (py)
    • sub_mba (txt)
    • config_yamls (txt)
    • params (txt)
    • 1_test_acc_params_tuning_config.yaml (yaml)
    • 0_test_acc_params_tuning_config.yaml (yaml)
    • 2_test_acc_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • cta_singlecellnet (txt)
    • main.py (py)
    • 328_138 (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • predict_modality_babel (txt)
    • main.py (py)
    • cta_celltypist (txt)
    • main.py (py)
    • 328_138 (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • cluster_sctag (txt)
    • main.py (py)
    • human_pbmc2_cell (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • handle_error.py (py)
    • deconv_stdgcn (txt)
    • main.py (py)
    • hcc_liver (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • imputation_magic (txt)
    • main.py (py)
    • deconv_spotlight (txt)
    • main.py (py)
    • hcc_liver (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • cluster_scdsc (txt)
    • main.py (py)
    • human_pbmc2_cell (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • cluster_scdeepcluster (txt)
    • main.py (py)
    • human_pbmc2_cell (txt)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • cta_scdeepsort (txt)
    • main.py (py)
    • 328_138 (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • joint_embedding_scmvae (txt)
    • main.py (py)
    • GSE140203_SKIN_atac2gex (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • handle_sweep.py (py)
    • imputation_graphsci (txt)
    • main.py (py)
    • human_melanoma_data (txt)
    • config_yamls (txt)
    • params (txt)
    • 2_params_tuning_config.yaml (yaml)
    • 4_params_tuning_config.yaml (yaml)
    • 1_params_tuning_config.yaml (yaml)
    • 3_params_tuning_config.yaml (yaml)
    • 0_params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • results (txt)
    • pipeline (txt)
    • params (txt)
    • cta_svm (txt)
    • pipeline_tuning_config.yaml (yaml)
    • params_tuning_config.yaml (yaml)
    • pipeline_params_tuning_config.yaml (yaml)
    • pipeline_run.sh (sh)
    • run.sh (sh)
    • 328_138 (txt)
    • pipeline_tuning_config.yaml (yaml)
    • ATTRIBUTION.md (markdown)

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