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README.md
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| Metric | Training Value | Validation Value |
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|-------------------------|----------------|------------------|
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| Mean Absolute Error | 5.
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| Pearson Correlation | 0.
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| Spearman Correlation | 0.
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| R² (R-Squared) | -1.
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The gene-wise coefficient of variation summarizes how well variation between different genes is
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preserved by the generated model expression. This value is usually quite high.
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| Metric | Training Value |
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|-------------------------|----------------|
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| Mean Absolute Error | 4.
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| Pearson Correlation | 0.83 |
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| Spearman Correlation | 0.97 |
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| R² (R-Squared) | 0.
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</details>
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| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |
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| --- | --- | --- | --- | --- | --- | --- | --- |
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| CD4-positive helper T cell | 0.92 | 3.
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| fibroblast | 0.
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| innate lymphoid cell | 0.85 | 2.
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| B cell | 0.
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| DN3 thymocyte | 0.
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| plasma cell | 0.80 | 2.53 | 0.62 | 0.84 | 0.30 | 0.95 | 1465.00 |
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| vein endothelial cell | 0.95 | 2.05 | 0.74 | 0.87 | 0.36 | 0.87 | 1442.00 |
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| vascular associated smooth muscle cell | 0.
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| DN1 thymic pro-T cell | 0.
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| naive regulatory T cell | 0.
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| CD8-positive, alpha-beta cytotoxic T cell | 0.
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| T follicular helper cell | 0.
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| capillary endothelial cell | 0.
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| endothelial cell of artery | 0.
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| macrophage | 0.
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| endothelial cell of lymphatic vessel | 0.
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| medullary thymic epithelial cell | 0.
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| monocyte | 0.
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| mature NK T cell | 0.78 | 5.
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| erythrocyte | 0.70 | 6.
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| DN4 thymocyte | 0.
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</details>
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| Metric | Training Value | Validation Value |
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|-------------------------|----------------|------------------|
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| Mean Absolute Error | 5.83 | 5.84 |
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| Pearson Correlation | 0.16 | 0.16 |
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| Spearman Correlation | 0.43 | 0.44 |
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| R² (R-Squared) | -1.16 | -1.12 |
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The gene-wise coefficient of variation summarizes how well variation between different genes is
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preserved by the generated model expression. This value is usually quite high.
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| Metric | Training Value |
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|-------------------------|----------------|
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| Mean Absolute Error | 4.25 |
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| Pearson Correlation | 0.83 |
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| Spearman Correlation | 0.97 |
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| R² (R-Squared) | 0.39 |
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</details>
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| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |
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| --- | --- | --- | --- | --- | --- | --- | --- |
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| CD4-positive helper T cell | 0.92 | 3.54 | 0.66 | 0.80 | 0.18 | 0.89 | 3356.00 |
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| fibroblast | 0.92 | 1.58 | 0.70 | 0.94 | 0.46 | 0.92 | 3251.00 |
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| innate lymphoid cell | 0.85 | 2.35 | 0.60 | 0.75 | 0.23 | 0.83 | 2594.00 |
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| B cell | 0.81 | 3.13 | 0.54 | 0.68 | 0.21 | 0.84 | 1919.00 |
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| DN3 thymocyte | 0.86 | 3.62 | 0.62 | 0.75 | 0.17 | 0.82 | 1788.00 |
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| plasma cell | 0.80 | 2.53 | 0.62 | 0.84 | 0.30 | 0.95 | 1465.00 |
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| vein endothelial cell | 0.95 | 2.05 | 0.74 | 0.87 | 0.36 | 0.87 | 1442.00 |
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| vascular associated smooth muscle cell | 0.91 | 2.17 | 0.73 | 0.88 | 0.38 | 0.89 | 1439.00 |
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| DN1 thymic pro-T cell | 0.91 | 4.21 | 0.60 | 0.72 | 0.23 | 0.83 | 985.00 |
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| naive regulatory T cell | 0.90 | 4.09 | 0.68 | 0.75 | 0.21 | 0.84 | 761.00 |
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| CD8-positive, alpha-beta cytotoxic T cell | 0.93 | 4.28 | 0.67 | 0.72 | 0.22 | 0.85 | 501.00 |
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| T follicular helper cell | 0.82 | 4.60 | 0.63 | 0.68 | 0.23 | 0.81 | 398.00 |
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| capillary endothelial cell | 0.88 | 3.46 | 0.68 | 0.75 | 0.37 | 0.82 | 383.00 |
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| endothelial cell of artery | 0.93 | 3.62 | 0.65 | 0.75 | 0.39 | 0.84 | 355.00 |
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| macrophage | 0.87 | 3.13 | 0.67 | 0.76 | 0.37 | 0.84 | 303.00 |
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| endothelial cell of lymphatic vessel | 0.92 | 3.48 | 0.69 | 0.78 | 0.42 | 0.85 | 256.00 |
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| medullary thymic epithelial cell | 0.79 | 3.14 | 0.72 | 0.85 | 0.50 | 0.90 | 140.00 |
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| monocyte | 0.85 | 4.79 | 0.62 | 0.62 | 0.37 | 0.81 | 88.00 |
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| mature NK T cell | 0.78 | 5.68 | 0.52 | 0.47 | 0.35 | 0.69 | 80.00 |
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| erythrocyte | 0.70 | 6.17 | 0.46 | 0.39 | 0.31 | 0.89 | 39.00 |
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| DN4 thymocyte | 0.74 | 5.80 | 0.56 | 0.57 | 0.44 | 0.79 | 32.00 |
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</details>
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