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scvi-tools
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tabula-sapiens-spleen-scvi

TensorBoard
scvi-tools
biology
genomics
single-cell
model_cls_name:SCVI
scvi_version:1.2.0
anndata_version:0.11.1
modality:rna
tissue:various
annotated:True
Model card Files Metrics Community
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  1. adata.h5ad +1 -1
  2. metrics.json +3 -3
  3. model.pt +1 -1
adata.h5ad CHANGED
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metrics.json CHANGED
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  {
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- "cell_wise_cv": "| Metric | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.73 | 1.81 |\n| Pearson Correlation | 0.83 | 0.80 |\n| Spearman Correlation | 0.77 | 0.76 |\n| R\u00b2 (R-Squared) | 0.45 | 0.39 |",
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- "gene_wise_cv": "| Metric | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 19.83 |\n| Pearson Correlation | 0.66 |\n| Spearman Correlation | 0.71 |\n| R\u00b2 (R-Squared) | -0.98 |",
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- "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| neutrophil | 0.95 | 1.65 | 0.67 | 0.85 | 0.12 | 0.86 | 4486.00 |\n| memory B cell | 0.95 | 1.17 | 0.57 | 0.93 | 0.34 | 0.87 | 4391.00 |\n| CD8-positive, alpha-beta memory T cell | 0.88 | 1.89 | 0.60 | 0.90 | 0.32 | 0.83 | 3479.00 |\n| classical monocyte | 0.94 | 1.18 | 0.65 | 0.91 | 0.34 | 0.85 | 3450.00 |\n| plasma cell | 0.80 | 0.92 | 0.77 | 0.96 | 0.37 | 0.93 | 2366.00 |\n| mature NK T cell | 0.95 | 2.28 | 0.58 | 0.85 | 0.32 | 0.80 | 1820.00 |\n| CD4-positive, alpha-beta memory T cell | 0.92 | 2.30 | 0.63 | 0.84 | 0.29 | 0.78 | 1463.00 |\n| type I NK T cell | 0.93 | 2.81 | 0.57 | 0.80 | 0.33 | 0.76 | 1038.00 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 0.91 | 2.67 | 0.62 | 0.82 | 0.31 | 0.77 | 1025.00 |\n| macrophage | 0.91 | 2.08 | 0.68 | 0.89 | 0.40 | 0.83 | 892.00 |\n| naive B cell | 0.87 | 3.85 | 0.55 | 0.69 | 0.29 | 0.71 | 478.00 |\n| endothelial cell | 0.79 | 1.80 | 0.79 | 0.93 | 0.56 | 0.91 | 438.00 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 0.80 | 4.47 | 0.55 | 0.64 | 0.33 | 0.63 | 232.00 |\n| regulatory T cell | 0.80 | 4.65 | 0.54 | 0.67 | 0.39 | 0.74 | 232.00 |\n| erythrocyte | 0.89 | 4.18 | 0.66 | 0.67 | 0.26 | 0.89 | 142.00 |\n| intermediate monocyte | 0.83 | 4.91 | 0.55 | 0.57 | 0.33 | 0.75 | 131.00 |\n| innate lymphoid cell | 0.73 | 5.74 | 0.51 | 0.49 | 0.38 | 0.62 | 90.00 |\n| hematopoietic stem cell | 0.63 | 4.07 | 0.64 | 0.73 | 0.53 | 0.84 | 73.00 |\n| plasmacytoid dendritic cell | 0.59 | 4.66 | 0.60 | 0.53 | 0.37 | 0.70 | 37.00 |\n| CD1c-positive myeloid dendritic cell | 0.61 | 5.44 | 0.55 | 0.43 | 0.39 | 0.63 | 26.00 |\n| platelet | 0.65 | 6.76 | 0.48 | 0.40 | 0.40 | 0.71 | 18.00 |\n| CD141-positive myeloid dendritic cell | 0.51 | 5.56 | 0.56 | 0.51 | 0.40 | 0.67 | 18.00 |"
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  }
 
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  {
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+ "cell_wise_cv": "| Metric | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.72 | 1.83 |\n| Pearson Correlation | 0.83 | 0.80 |\n| Spearman Correlation | 0.77 | 0.76 |\n| R\u00b2 (R-Squared) | 0.44 | 0.37 |",
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+ "gene_wise_cv": "| Metric | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 19.99 |\n| Pearson Correlation | 0.66 |\n| Spearman Correlation | 0.71 |\n| R\u00b2 (R-Squared) | -1.05 |",
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+ "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| neutrophil | 0.95 | 1.64 | 0.67 | 0.85 | 0.12 | 0.86 | 4486.00 |\n| memory B cell | 0.93 | 1.02 | 0.66 | 0.94 | 0.34 | 0.87 | 4391.00 |\n| CD8-positive, alpha-beta memory T cell | 0.90 | 1.70 | 0.64 | 0.91 | 0.31 | 0.83 | 3479.00 |\n| classical monocyte | 0.93 | 1.20 | 0.65 | 0.90 | 0.34 | 0.85 | 3450.00 |\n| plasma cell | 0.81 | 0.88 | 0.79 | 0.96 | 0.37 | 0.93 | 2366.00 |\n| mature NK T cell | 0.95 | 2.25 | 0.58 | 0.84 | 0.32 | 0.80 | 1820.00 |\n| CD4-positive, alpha-beta memory T cell | 0.88 | 2.26 | 0.64 | 0.85 | 0.28 | 0.77 | 1463.00 |\n| type I NK T cell | 0.91 | 2.80 | 0.57 | 0.78 | 0.33 | 0.76 | 1038.00 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 0.91 | 2.62 | 0.63 | 0.83 | 0.31 | 0.77 | 1025.00 |\n| macrophage | 0.90 | 2.01 | 0.70 | 0.89 | 0.39 | 0.83 | 892.00 |\n| naive B cell | 0.88 | 3.83 | 0.55 | 0.69 | 0.29 | 0.71 | 478.00 |\n| endothelial cell | 0.80 | 1.89 | 0.77 | 0.93 | 0.56 | 0.91 | 438.00 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 0.78 | 4.27 | 0.57 | 0.66 | 0.32 | 0.62 | 232.00 |\n| regulatory T cell | 0.82 | 4.22 | 0.59 | 0.70 | 0.37 | 0.73 | 232.00 |\n| erythrocyte | 0.88 | 4.40 | 0.64 | 0.65 | 0.30 | 0.89 | 142.00 |\n| intermediate monocyte | 0.85 | 4.81 | 0.56 | 0.58 | 0.34 | 0.75 | 131.00 |\n| innate lymphoid cell | 0.73 | 5.85 | 0.50 | 0.47 | 0.37 | 0.62 | 90.00 |\n| hematopoietic stem cell | 0.63 | 4.23 | 0.62 | 0.73 | 0.54 | 0.84 | 73.00 |\n| plasmacytoid dendritic cell | 0.64 | 4.72 | 0.60 | 0.52 | 0.37 | 0.71 | 37.00 |\n| CD1c-positive myeloid dendritic cell | 0.63 | 5.47 | 0.55 | 0.43 | 0.39 | 0.63 | 26.00 |\n| platelet | 0.61 | 7.09 | 0.45 | 0.37 | 0.42 | 0.71 | 18.00 |\n| CD141-positive myeloid dendritic cell | 0.53 | 5.34 | 0.58 | 0.52 | 0.39 | 0.67 | 18.00 |"
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  }
model.pt CHANGED
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