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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 | 2.39  | 2.55           |\n| Pearson Correlation | 0.72  | 0.68  |\n| Spearman Correlation | 0.66 | 0.64  |\n| R\u00b2 (R-Squared) | 0.03  | -0.11      |",
-    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 17.57   |\n| Pearson Correlation | 0.57  |\n| Spearman Correlation | 0.59 |\n| R\u00b2 (R-Squared) | -2.51  |",
-    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| luminal epithelial cell of mammary gland | 0.92 | 0.60 | 0.79 | 0.97 | 0.48 | 0.91 | 5378.00 |\n| T cell | 0.94 | 2.03 | 0.60 | 0.83 | 0.18 | 0.83 | 2324.00 |\n| fibroblast of breast | 0.91 | 1.24 | 0.67 | 0.93 | 0.44 | 0.89 | 2066.00 |\n| basal cell | 0.88 | 3.06 | 0.60 | 0.76 | 0.33 | 0.72 | 476.00 |\n| vein endothelial cell | 0.85 | 3.15 | 0.67 | 0.80 | 0.38 | 0.79 | 263.00 |\n| macrophage | 0.76 | 3.56 | 0.61 | 0.75 | 0.32 | 0.79 | 219.00 |\n| plasma cell | 0.77 | 3.47 | 0.58 | 0.71 | 0.19 | 0.86 | 194.00 |\n| endothelial cell of artery | 0.82 | 4.10 | 0.60 | 0.71 | 0.41 | 0.76 | 168.00 |\n| pericyte | 0.82 | 4.67 | 0.59 | 0.62 | 0.37 | 0.70 | 106.00 |\n| vascular associated smooth muscle cell | 0.76 | 5.43 | 0.55 | 0.54 | 0.38 | 0.72 | 71.00 |\n| B cell | 0.53 | 7.92 | 0.40 | 0.37 | 0.34 | 0.73 | 43.00 |\n| endothelial cell of lymphatic vessel | 0.50 | 6.51 | 0.51 | 0.44 | 0.40 | 0.70 | 32.00 |\n| mature NK T cell | 0.48 | 6.09 | 0.44 | 0.43 | 0.32 | 0.78 | 19.00 |\n| mast cell | 0.29 | 7.12 | 0.38 | 0.32 | 0.38 | 0.75 | 16.00 |"
+    "cell_wise_cv": "| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 2.40  | 2.57           |\n| Pearson Correlation | 0.72  | 0.68  |\n| Spearman Correlation | 0.67 | 0.62  |\n| R\u00b2 (R-Squared) | 0.04  | -0.12      |",
+    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 17.47   |\n| Pearson Correlation | 0.57  |\n| Spearman Correlation | 0.59 |\n| R\u00b2 (R-Squared) | -2.35  |",
+    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| luminal epithelial cell of mammary gland | 0.93 | 0.62 | 0.78 | 0.97 | 0.48 | 0.91 | 5378.00 |\n| T cell | 0.93 | 2.01 | 0.60 | 0.83 | 0.18 | 0.83 | 2324.00 |\n| fibroblast of breast | 0.91 | 1.24 | 0.67 | 0.93 | 0.44 | 0.89 | 2066.00 |\n| basal cell | 0.89 | 3.02 | 0.60 | 0.75 | 0.33 | 0.72 | 476.00 |\n| vein endothelial cell | 0.86 | 3.36 | 0.64 | 0.80 | 0.38 | 0.79 | 263.00 |\n| macrophage | 0.76 | 3.71 | 0.59 | 0.74 | 0.34 | 0.79 | 219.00 |\n| plasma cell | 0.75 | 3.57 | 0.57 | 0.68 | 0.21 | 0.86 | 194.00 |\n| endothelial cell of artery | 0.83 | 3.94 | 0.62 | 0.72 | 0.40 | 0.76 | 168.00 |\n| pericyte | 0.80 | 5.00 | 0.56 | 0.60 | 0.37 | 0.70 | 106.00 |\n| vascular associated smooth muscle cell | 0.69 | 5.39 | 0.55 | 0.54 | 0.38 | 0.71 | 71.00 |\n| B cell | 0.46 | 7.85 | 0.41 | 0.37 | 0.33 | 0.73 | 43.00 |\n| endothelial cell of lymphatic vessel | 0.53 | 6.39 | 0.52 | 0.45 | 0.38 | 0.69 | 32.00 |\n| mature NK T cell | 0.47 | 5.67 | 0.48 | 0.47 | 0.29 | 0.77 | 19.00 |\n| mast cell | 0.22 | 7.31 | 0.37 | 0.30 | 0.38 | 0.75 | 16.00 |"
 }

model.pt

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