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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 | 1.89  | 2.01           |\n| Pearson Correlation | 0.82  | 0.79  |\n| Spearman Correlation | 0.77 | 0.76  |\n| R\u00b2 (R-Squared) | 0.55  | 0.45      |",
-    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 16.91   |\n| Pearson Correlation | 0.75  |\n| Spearman Correlation | 0.84 |\n| R\u00b2 (R-Squared) | 0.40  |",
-    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| macrophage | 0.95 | 1.15 | 0.81 | 0.95 | 0.23 | 0.92 | 12160.00 |\n| type II pneumocyte | 0.95 | 0.79 | 0.84 | 0.95 | 0.32 | 0.87 | 9146.00 |\n| basal cell | 0.90 | 1.46 | 0.70 | 0.86 | 0.42 | 0.81 | 2188.00 |\n| capillary endothelial cell | 0.96 | 2.80 | 0.62 | 0.81 | 0.26 | 0.79 | 1534.00 |\n| classical monocyte | 0.90 | 3.30 | 0.61 | 0.76 | 0.21 | 0.81 | 1487.00 |\n| club cell | 0.93 | 2.98 | 0.62 | 0.72 | 0.29 | 0.78 | 1038.00 |\n| non-classical monocyte | 0.90 | 3.15 | 0.66 | 0.75 | 0.27 | 0.82 | 1005.00 |\n| respiratory goblet cell | 0.90 | 2.42 | 0.67 | 0.79 | 0.32 | 0.80 | 762.00 |\n| basophil | 0.93 | 3.30 | 0.68 | 0.71 | 0.24 | 0.84 | 686.00 |\n| lung ciliated cell | 0.61 | 2.74 | 0.70 | 0.83 | 0.42 | 0.84 | 602.00 |\n| CD8-positive, alpha-beta T cell | 0.89 | 3.78 | 0.63 | 0.70 | 0.28 | 0.82 | 552.00 |\n| CD4-positive, alpha-beta T cell | 0.89 | 4.11 | 0.60 | 0.64 | 0.27 | 0.82 | 543.00 |\n| vein endothelial cell | 0.93 | 3.85 | 0.58 | 0.69 | 0.33 | 0.77 | 508.00 |\n| lung microvascular endothelial cell | 0.91 | 3.60 | 0.66 | 0.71 | 0.30 | 0.85 | 485.00 |\n| adventitial cell | 0.79 | 2.96 | 0.75 | 0.91 | 0.33 | 0.80 | 373.00 |\n| fibroblast | 0.85 | 4.41 | 0.55 | 0.68 | 0.33 | 0.76 | 336.00 |\n| dendritic cell | 0.85 | 4.35 | 0.62 | 0.73 | 0.30 | 0.81 | 316.00 |\n| intermediate monocyte | 0.90 | 3.75 | 0.66 | 0.66 | 0.30 | 0.83 | 252.00 |\n| pericyte | 0.87 | 4.47 | 0.60 | 0.61 | 0.33 | 0.77 | 213.00 |\n| type I pneumocyte | 0.88 | 3.77 | 0.64 | 0.68 | 0.33 | 0.77 | 211.00 |\n| endothelial cell of artery | 0.86 | 5.39 | 0.54 | 0.61 | 0.35 | 0.78 | 187.00 |\n| neutrophil | 0.87 | 4.46 | 0.60 | 0.58 | 0.29 | 0.88 | 174.00 |\n| plasma cell | 0.78 | 4.23 | 0.61 | 0.58 | 0.28 | 0.85 | 134.00 |\n| effector CD4-positive, alpha-beta T cell | 0.88 | 4.16 | 0.63 | 0.60 | 0.34 | 0.81 | 132.00 |\n| mature NK T cell | 0.84 | 5.11 | 0.55 | 0.55 | 0.36 | 0.79 | 132.00 |\n| B cell | 0.73 | 4.95 | 0.56 | 0.52 | 0.34 | 0.75 | 87.00 |\n| bronchial smooth muscle cell | 0.77 | 4.78 | 0.62 | 0.62 | 0.31 | 0.77 | 81.00 |\n| effector CD8-positive, alpha-beta T cell | 0.80 | 4.05 | 0.64 | 0.61 | 0.35 | 0.82 | 80.00 |\n| vascular associated smooth muscle cell | 0.75 | 4.71 | 0.60 | 0.59 | 0.36 | 0.78 | 80.00 |\n| endothelial cell of lymphatic vessel | 0.54 | 5.89 | 0.54 | 0.50 | 0.32 | 0.74 | 47.00 |\n| blood vessel endothelial cell | 0.69 | 3.95 | 0.68 | 0.66 | 0.38 | 0.81 | 47.00 |\n| smooth muscle cell | 0.64 | 4.05 | 0.64 | 0.62 | 0.34 | 0.79 | 25.00 |\n| pulmonary ionocyte | 0.46 | 6.32 | 0.46 | 0.32 | 0.33 | 0.72 | 19.00 |\n| plasmacytoid dendritic cell | 0.57 | 5.62 | 0.47 | 0.46 | 0.35 | 0.84 | 18.00 |\n| mesothelial cell | 0.53 | 5.66 | 0.55 | 0.48 | 0.36 | 0.72 | 17.00 |\n| serous cell of epithelium of bronchus | 0.59 | 5.13 | 0.54 | 0.47 | 0.37 | 0.79 | 15.00 |"
+    "cell_wise_cv": "| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.89  | 1.98           |\n| Pearson Correlation | 0.81  | 0.80  |\n| Spearman Correlation | 0.77 | 0.76  |\n| R\u00b2 (R-Squared) | 0.54  | 0.49      |",
+    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 16.79   |\n| Pearson Correlation | 0.75  |\n| Spearman Correlation | 0.84 |\n| R\u00b2 (R-Squared) | 0.42  |",
+    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| macrophage | 0.95 | 1.11 | 0.82 | 0.95 | 0.23 | 0.92 | 12160.00 |\n| type II pneumocyte | 0.95 | 0.80 | 0.82 | 0.96 | 0.32 | 0.87 | 9146.00 |\n| basal cell | 0.91 | 1.41 | 0.71 | 0.87 | 0.43 | 0.82 | 2188.00 |\n| capillary endothelial cell | 0.97 | 2.85 | 0.62 | 0.82 | 0.26 | 0.78 | 1534.00 |\n| classical monocyte | 0.87 | 3.29 | 0.60 | 0.74 | 0.22 | 0.81 | 1487.00 |\n| club cell | 0.93 | 2.86 | 0.64 | 0.73 | 0.29 | 0.78 | 1038.00 |\n| non-classical monocyte | 0.89 | 3.08 | 0.67 | 0.75 | 0.28 | 0.83 | 1005.00 |\n| respiratory goblet cell | 0.89 | 2.45 | 0.66 | 0.77 | 0.33 | 0.81 | 762.00 |\n| basophil | 0.93 | 3.41 | 0.66 | 0.71 | 0.22 | 0.83 | 686.00 |\n| lung ciliated cell | 0.63 | 2.64 | 0.72 | 0.84 | 0.41 | 0.84 | 602.00 |\n| CD8-positive, alpha-beta T cell | 0.88 | 3.73 | 0.64 | 0.71 | 0.27 | 0.82 | 552.00 |\n| CD4-positive, alpha-beta T cell | 0.90 | 4.19 | 0.59 | 0.62 | 0.28 | 0.82 | 543.00 |\n| vein endothelial cell | 0.94 | 4.01 | 0.55 | 0.67 | 0.34 | 0.78 | 508.00 |\n| lung microvascular endothelial cell | 0.90 | 3.60 | 0.66 | 0.71 | 0.31 | 0.85 | 485.00 |\n| adventitial cell | 0.78 | 2.84 | 0.76 | 0.92 | 0.33 | 0.80 | 373.00 |\n| fibroblast | 0.85 | 4.28 | 0.57 | 0.71 | 0.33 | 0.76 | 336.00 |\n| dendritic cell | 0.85 | 4.34 | 0.62 | 0.74 | 0.29 | 0.81 | 316.00 |\n| intermediate monocyte | 0.88 | 3.70 | 0.66 | 0.67 | 0.29 | 0.83 | 252.00 |\n| pericyte | 0.88 | 4.30 | 0.62 | 0.62 | 0.32 | 0.77 | 213.00 |\n| type I pneumocyte | 0.89 | 3.95 | 0.63 | 0.67 | 0.33 | 0.78 | 211.00 |\n| endothelial cell of artery | 0.84 | 5.28 | 0.55 | 0.62 | 0.34 | 0.77 | 187.00 |\n| neutrophil | 0.85 | 4.52 | 0.59 | 0.57 | 0.30 | 0.88 | 174.00 |\n| plasma cell | 0.80 | 4.34 | 0.60 | 0.57 | 0.28 | 0.85 | 134.00 |\n| effector CD4-positive, alpha-beta T cell | 0.88 | 4.06 | 0.64 | 0.61 | 0.34 | 0.81 | 132.00 |\n| mature NK T cell | 0.85 | 5.20 | 0.54 | 0.53 | 0.38 | 0.79 | 132.00 |\n| B cell | 0.76 | 5.10 | 0.55 | 0.50 | 0.36 | 0.76 | 87.00 |\n| bronchial smooth muscle cell | 0.77 | 4.88 | 0.61 | 0.61 | 0.31 | 0.77 | 81.00 |\n| effector CD8-positive, alpha-beta T cell | 0.83 | 4.11 | 0.63 | 0.60 | 0.37 | 0.83 | 80.00 |\n| vascular associated smooth muscle cell | 0.78 | 4.57 | 0.62 | 0.61 | 0.36 | 0.78 | 80.00 |\n| endothelial cell of lymphatic vessel | 0.52 | 5.92 | 0.53 | 0.50 | 0.32 | 0.74 | 47.00 |\n| blood vessel endothelial cell | 0.70 | 3.92 | 0.68 | 0.66 | 0.38 | 0.81 | 47.00 |\n| smooth muscle cell | 0.66 | 4.11 | 0.64 | 0.61 | 0.33 | 0.79 | 25.00 |\n| pulmonary ionocyte | 0.41 | 6.66 | 0.43 | 0.29 | 0.36 | 0.72 | 19.00 |\n| plasmacytoid dendritic cell | 0.55 | 5.51 | 0.48 | 0.48 | 0.34 | 0.83 | 18.00 |\n| mesothelial cell | 0.53 | 5.97 | 0.52 | 0.46 | 0.37 | 0.73 | 17.00 |\n| serous cell of epithelium of bronchus | 0.60 | 5.30 | 0.52 | 0.45 | 0.40 | 0.80 | 15.00 |"
 }

model.pt

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