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adata.h5ad

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 version https://git-lfs.github.com/spec/v1
-oid sha256:c35daecec6106252bba4ad8d1940333ca9230180768b49997d788c83d46e6dec
-size 28124696
+oid sha256:68bcc90ee0f3c0e37916d26ff492cf805f2b78e5f9500540be4868e24c538d82
+size 76605874

metrics.json

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 {
-    "cell_wise_cv": "| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.77  | 1.80           |\n| Pearson Correlation | 0.87  | 0.88  |\n| Spearman Correlation | 0.79 | 0.77  |\n| R\u00b2 (R-Squared) | 0.52  | 0.51      |",
-    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 16.06   |\n| Pearson Correlation | 0.73  |\n| Spearman Correlation | 0.77 |\n| R\u00b2 (R-Squared) | 0.08  |",
-    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 0.97 | 1.03 | 0.77 | 0.96 | 0.34 | 0.90 | 5557.00 |\n| macrophage | 0.94 | 1.05 | 0.73 | 0.95 | 0.30 | 0.88 | 5338.00 |\n| bladder urothelial cell | 0.93 | 0.89 | 0.80 | 0.97 | 0.42 | 0.91 | 4151.00 |\n| T cell | 0.95 | 1.86 | 0.74 | 0.90 | 0.24 | 0.86 | 2916.00 |\n| myofibroblast cell | 0.93 | 1.88 | 0.66 | 0.88 | 0.34 | 0.84 | 2078.00 |\n| plasma cell | 0.88 | 1.87 | 0.72 | 0.89 | 0.14 | 0.86 | 1141.00 |\n| mast cell | 0.93 | 2.78 | 0.61 | 0.82 | 0.21 | 0.79 | 1029.00 |\n| pericyte | 0.93 | 2.05 | 0.74 | 0.88 | 0.27 | 0.78 | 875.00 |\n| mature NK T cell | 0.86 | 3.00 | 0.67 | 0.82 | 0.42 | 0.87 | 508.00 |\n| smooth muscle cell | 0.94 | 2.88 | 0.72 | 0.81 | 0.28 | 0.82 | 290.00 |\n| vein endothelial cell | 0.79 | 3.02 | 0.70 | 0.86 | 0.36 | 0.79 | 278.00 |\n| B cell | 0.87 | 3.88 | 0.58 | 0.70 | 0.34 | 0.75 | 253.00 |\n| capillary endothelial cell | 0.72 | 3.22 | 0.71 | 0.76 | 0.38 | 0.75 | 77.00 |\n| endothelial cell of lymphatic vessel | 0.75 | 4.50 | 0.66 | 0.73 | 0.28 | 0.70 | 74.00 |\n| plasmacytoid dendritic cell | 0.62 | 5.99 | 0.53 | 0.47 | 0.32 | 0.73 | 18.00 |"
+    "cell_wise_cv": "| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.37  | 1.40           |\n| Pearson Correlation | 0.86  | 0.86  |\n| Spearman Correlation | 0.79 | 0.79  |\n| R\u00b2 (R-Squared) | 0.59  | 0.60      |",
+    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 22.95   |\n| Pearson Correlation | 0.74  |\n| Spearman Correlation | 0.76 |\n| R\u00b2 (R-Squared) | 0.27  |",
+    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| bladder urothelial cell | 0.94 | 0.34 | 0.92 | 0.99 | 0.07 | 0.02 | 27241.00 |\n| fibroblast | 0.95 | 0.39 | 0.86 | 0.98 | 0.06 | 0.02 | 13766.00 |\n| monocyte | 0.87 | 0.56 | 0.76 | 0.96 | 0.05 | 0.02 | 4855.00 |\n| CD8-positive, alpha-beta T cell | 0.89 | 1.16 | 0.62 | 0.91 | 0.08 | 0.02 | 4432.00 |\n| macrophage | 0.92 | 0.89 | 0.69 | 0.94 | 0.04 | 0.02 | 3152.00 |\n| myofibroblast cell | 0.88 | 0.74 | 0.76 | 0.94 | 0.37 | 0.17 | 3136.00 |\n| CD4-positive, alpha-beta T cell | 0.90 | 1.35 | 0.65 | 0.91 | 0.04 | 0.02 | 2189.00 |\n| mast cell | 0.96 | 1.83 | 0.65 | 0.84 | 0.04 | 0.02 | 1568.00 |\n| plasma cell | 0.92 | 1.25 | 0.74 | 0.91 | 0.08 | 0.02 | 1205.00 |\n| pericyte | 0.88 | 1.40 | 0.71 | 0.88 | 0.14 | 0.07 | 1184.00 |\n| smooth muscle cell | 0.92 | 1.51 | 0.72 | 0.89 | 0.10 | 0.03 | 1053.00 |\n| T cell | 0.87 | 2.11 | 0.61 | 0.83 | 0.14 | 0.08 | 781.00 |\n| B cell | 0.87 | 2.77 | 0.52 | 0.78 | 0.12 | 0.04 | 484.00 |\n| vein endothelial cell | 0.76 | 1.98 | 0.67 | 0.85 | 0.11 | 0.03 | 438.00 |\n| neutrophil | 0.89 | 4.58 | 0.50 | 0.60 | 0.24 | 0.02 | 241.00 |\n| natural killer cell | 0.79 | 4.36 | 0.53 | 0.69 | 0.22 | 0.02 | 165.00 |\n| endothelial cell of lymphatic vessel | 0.74 | 4.12 | 0.55 | 0.66 | 0.20 | 0.02 | 127.00 |\n| capillary endothelial cell | 0.74 | 3.20 | 0.61 | 0.71 | 0.18 | 0.02 | 107.00 |\n| erythrocyte | 0.24 | 6.19 | 0.39 | 0.27 | 0.39 | 0.03 | 106.00 |\n| mature NK T cell | 0.69 | 5.02 | 0.57 | 0.60 | 0.32 | 0.02 | 95.00 |\n| endothelial cell | 0.51 | 4.22 | 0.61 | 0.71 | 0.20 | 0.02 | 37.00 |\n| regulatory T cell | 0.61 | 5.24 | 0.61 | 0.64 | 0.30 | 0.02 | 23.00 |"
 }

model.pt

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