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adata.h5ad

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metrics.json

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 {
-    "cell_wise_cv": "| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.52  | 1.57           |\n| Pearson Correlation | 0.83  | 0.82  |\n| Spearman Correlation | 0.75 | 0.74  |\n| R\u00b2 (R-Squared) | 0.36  | 0.26      |",
-    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 24.63   |\n| Pearson Correlation | 0.68  |\n| Spearman Correlation | 0.75 |\n| R\u00b2 (R-Squared) | -0.60  |",
-    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| B cell | 0.96 | 0.60 | 0.76 | 0.97 | 0.30 | 0.87 | 15249.00 |\n| effector CD4-positive, alpha-beta T cell | 0.89 | 1.10 | 0.55 | 0.90 | 0.27 | 0.78 | 6908.00 |\n| effector CD8-positive, alpha-beta T cell | 0.94 | 1.37 | 0.53 | 0.87 | 0.28 | 0.78 | 5860.00 |\n| T cell | 0.87 | 1.64 | 0.52 | 0.84 | 0.24 | 0.71 | 3848.00 |\n| type I NK T cell | 0.90 | 1.44 | 0.61 | 0.83 | 0.30 | 0.71 | 3758.00 |\n| plasma cell | 0.87 | 0.82 | 0.75 | 0.95 | 0.35 | 0.91 | 2426.00 |\n| innate lymphoid cell | 0.73 | 1.66 | 0.49 | 0.77 | 0.26 | 0.58 | 2052.00 |\n| macrophage | 0.77 | 1.55 | 0.75 | 0.92 | 0.45 | 0.88 | 1086.00 |\n| regulatory T cell | 0.84 | 2.87 | 0.56 | 0.73 | 0.41 | 0.72 | 881.00 |\n| mature NK T cell | 0.86 | 3.48 | 0.61 | 0.68 | 0.38 | 0.65 | 437.00 |\n| classical monocyte | 0.84 | 3.95 | 0.64 | 0.72 | 0.45 | 0.76 | 161.00 |\n| endothelial cell | 0.69 | 2.86 | 0.72 | 0.84 | 0.58 | 0.85 | 143.00 |\n| intermediate monocyte | 0.76 | 3.70 | 0.66 | 0.76 | 0.51 | 0.79 | 134.00 |\n| mast cell | 0.83 | 4.79 | 0.62 | 0.64 | 0.38 | 0.74 | 119.00 |\n| stromal cell | 0.69 | 3.53 | 0.71 | 0.81 | 0.53 | 0.85 | 111.00 |\n| neutrophil | 0.89 | 5.21 | 0.58 | 0.55 | 0.41 | 0.84 | 107.00 |\n| CD1c-positive myeloid dendritic cell | 0.72 | 3.84 | 0.68 | 0.74 | 0.51 | 0.79 | 68.00 |\n| CD141-positive myeloid dendritic cell | 0.65 | 4.63 | 0.61 | 0.61 | 0.48 | 0.75 | 48.00 |\n| hematopoietic stem cell | 0.47 | 5.37 | 0.55 | 0.50 | 0.47 | 0.67 | 34.00 |\n| non-classical monocyte | 0.68 | 5.30 | 0.58 | 0.56 | 0.41 | 0.70 | 31.00 |\n| erythrocyte | 0.65 | 5.61 | 0.48 | 0.42 | 0.40 | 0.80 | 24.00 |\n| mature conventional dendritic cell | 0.61 | 6.26 | 0.50 | 0.44 | 0.38 | 0.62 | 17.00 |"
+    "cell_wise_cv": "| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.53  | 1.56           |\n| Pearson Correlation | 0.83  | 0.81  |\n| Spearman Correlation | 0.75 | 0.74  |\n| R\u00b2 (R-Squared) | 0.36  | 0.28      |",
+    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 24.43   |\n| Pearson Correlation | 0.68  |\n| Spearman Correlation | 0.75 |\n| R\u00b2 (R-Squared) | -0.67  |",
+    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| B cell | 0.96 | 0.60 | 0.75 | 0.97 | 0.30 | 0.87 | 15249.00 |\n| effector CD4-positive, alpha-beta T cell | 0.90 | 1.07 | 0.57 | 0.90 | 0.27 | 0.77 | 6908.00 |\n| effector CD8-positive, alpha-beta T cell | 0.96 | 1.36 | 0.53 | 0.88 | 0.27 | 0.78 | 5860.00 |\n| T cell | 0.89 | 1.60 | 0.54 | 0.83 | 0.24 | 0.71 | 3848.00 |\n| type I NK T cell | 0.92 | 1.60 | 0.55 | 0.83 | 0.30 | 0.71 | 3758.00 |\n| plasma cell | 0.87 | 0.79 | 0.77 | 0.95 | 0.35 | 0.91 | 2426.00 |\n| innate lymphoid cell | 0.77 | 1.59 | 0.52 | 0.78 | 0.25 | 0.58 | 2052.00 |\n| macrophage | 0.75 | 1.63 | 0.74 | 0.93 | 0.44 | 0.88 | 1086.00 |\n| regulatory T cell | 0.85 | 2.73 | 0.58 | 0.74 | 0.41 | 0.72 | 881.00 |\n| mature NK T cell | 0.84 | 3.71 | 0.58 | 0.67 | 0.38 | 0.64 | 437.00 |\n| classical monocyte | 0.82 | 3.97 | 0.64 | 0.72 | 0.45 | 0.76 | 161.00 |\n| endothelial cell | 0.73 | 2.95 | 0.71 | 0.84 | 0.57 | 0.85 | 143.00 |\n| intermediate monocyte | 0.75 | 4.02 | 0.63 | 0.73 | 0.52 | 0.79 | 134.00 |\n| mast cell | 0.82 | 4.64 | 0.63 | 0.65 | 0.38 | 0.74 | 119.00 |\n| stromal cell | 0.68 | 3.55 | 0.71 | 0.81 | 0.53 | 0.85 | 111.00 |\n| neutrophil | 0.87 | 5.10 | 0.58 | 0.55 | 0.40 | 0.83 | 107.00 |\n| CD1c-positive myeloid dendritic cell | 0.70 | 3.98 | 0.66 | 0.74 | 0.51 | 0.79 | 68.00 |\n| CD141-positive myeloid dendritic cell | 0.65 | 4.65 | 0.61 | 0.61 | 0.48 | 0.75 | 48.00 |\n| hematopoietic stem cell | 0.46 | 5.14 | 0.57 | 0.52 | 0.47 | 0.67 | 34.00 |\n| non-classical monocyte | 0.75 | 5.04 | 0.60 | 0.57 | 0.40 | 0.69 | 31.00 |\n| erythrocyte | 0.65 | 5.74 | 0.48 | 0.40 | 0.39 | 0.80 | 24.00 |\n| mature conventional dendritic cell | 0.59 | 6.48 | 0.49 | 0.42 | 0.38 | 0.62 | 17.00 |"
 }

model.pt

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