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  1. adata.h5ad +2 -2
  2. metrics.json +3 -3
  3. model.pt +2 -2
adata.h5ad CHANGED
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- size 40850936
 
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metrics.json CHANGED
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  {
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- "cell_wise_cv": "| Metric | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.52 | 1.56 |\n| Pearson Correlation | 0.83 | 0.82 |\n| Spearman Correlation | 0.75 | 0.75 |\n| R\u00b2 (R-Squared) | 0.35 | 0.28 |",
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- "gene_wise_cv": "| Metric | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 24.66 |\n| Pearson Correlation | 0.68 |\n| Spearman Correlation | 0.74 |\n| R\u00b2 (R-Squared) | -0.67 |",
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- "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| B cell | 0.96 | 0.56 | 0.80 | 0.96 | 0.30 | 0.87 | 15249.00 |\n| effector CD4-positive, alpha-beta T cell | 0.90 | 1.10 | 0.55 | 0.90 | 0.27 | 0.77 | 6908.00 |\n| effector CD8-positive, alpha-beta T cell | 0.95 | 1.33 | 0.54 | 0.89 | 0.27 | 0.78 | 5860.00 |\n| T cell | 0.86 | 1.67 | 0.50 | 0.83 | 0.25 | 0.71 | 3848.00 |\n| type I NK T cell | 0.88 | 1.44 | 0.61 | 0.85 | 0.30 | 0.71 | 3758.00 |\n| plasma cell | 0.88 | 0.82 | 0.77 | 0.94 | 0.35 | 0.91 | 2426.00 |\n| innate lymphoid cell | 0.76 | 1.59 | 0.53 | 0.77 | 0.25 | 0.58 | 2052.00 |\n| macrophage | 0.77 | 1.66 | 0.72 | 0.92 | 0.45 | 0.88 | 1086.00 |\n| regulatory T cell | 0.84 | 2.83 | 0.57 | 0.74 | 0.40 | 0.71 | 881.00 |\n| mature NK T cell | 0.83 | 3.92 | 0.55 | 0.64 | 0.40 | 0.65 | 437.00 |\n| classical monocyte | 0.80 | 4.30 | 0.60 | 0.71 | 0.47 | 0.76 | 161.00 |\n| endothelial cell | 0.69 | 2.94 | 0.71 | 0.85 | 0.57 | 0.85 | 143.00 |\n| intermediate monocyte | 0.73 | 3.94 | 0.64 | 0.74 | 0.51 | 0.79 | 134.00 |\n| mast cell | 0.82 | 4.77 | 0.62 | 0.64 | 0.38 | 0.74 | 119.00 |\n| stromal cell | 0.69 | 3.65 | 0.70 | 0.81 | 0.53 | 0.85 | 111.00 |\n| neutrophil | 0.87 | 4.86 | 0.61 | 0.58 | 0.39 | 0.83 | 107.00 |\n| CD1c-positive myeloid dendritic cell | 0.71 | 4.13 | 0.65 | 0.72 | 0.52 | 0.79 | 68.00 |\n| CD141-positive myeloid dendritic cell | 0.67 | 4.59 | 0.62 | 0.62 | 0.49 | 0.75 | 48.00 |\n| hematopoietic stem cell | 0.53 | 5.15 | 0.56 | 0.51 | 0.46 | 0.66 | 34.00 |\n| non-classical monocyte | 0.75 | 5.22 | 0.58 | 0.56 | 0.40 | 0.69 | 31.00 |\n| erythrocyte | 0.65 | 5.66 | 0.48 | 0.42 | 0.42 | 0.80 | 24.00 |\n| mature conventional dendritic cell | 0.57 | 6.28 | 0.50 | 0.44 | 0.38 | 0.62 | 17.00 |"
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  }
 
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  {
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+ "cell_wise_cv": "| Metric | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.52 | 1.54 |\n| Pearson Correlation | 0.82 | 0.81 |\n| Spearman Correlation | 0.81 | 0.80 |\n| R\u00b2 (R-Squared) | 0.44 | 0.40 |",
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+ "gene_wise_cv": "| Metric | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 32.40 |\n| Pearson Correlation | 0.66 |\n| Spearman Correlation | 0.75 |\n| R\u00b2 (R-Squared) | 0.09 |",
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+ "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| B cell | 0.94 | 0.20 | 0.97 | 0.99 | 0.04 | 0.02 | 54746.00 |\n| CD4-positive, alpha-beta T cell | 0.95 | 0.27 | 0.77 | 0.97 | 0.31 | 0.11 | 39280.00 |\n| CD8-positive, alpha-beta T cell | 0.92 | 0.39 | 0.72 | 0.94 | 0.37 | 0.30 | 14682.00 |\n| plasma cell | 0.84 | 0.32 | 0.91 | 0.98 | 0.22 | 0.06 | 5944.00 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 0.89 | 0.78 | 0.59 | 0.89 | 0.22 | 0.22 | 4154.00 |\n| macrophage | 0.79 | 0.74 | 0.78 | 0.95 | 0.97 | 0.64 | 1794.00 |\n| natural killer cell | 0.91 | 1.51 | 0.52 | 0.82 | 0.43 | 0.38 | 1579.00 |\n| T cell | 0.86 | 1.85 | 0.57 | 0.80 | 0.11 | 0.08 | 1281.00 |\n| mature NK T cell | 0.89 | 1.42 | 0.59 | 0.80 | 0.51 | 0.44 | 1024.00 |\n| regulatory T cell | 0.85 | 1.74 | 0.58 | 0.79 | 0.28 | 0.19 | 968.00 |\n| monocyte | 0.75 | 1.04 | 0.71 | 0.93 | 0.43 | 0.32 | 766.00 |\n| innate lymphoid cell | 0.36 | 2.00 | 0.66 | 0.82 | 0.05 | 0.02 | 745.00 |\n| classical monocyte | 0.85 | 1.99 | 0.63 | 0.86 | 0.60 | 0.46 | 552.00 |\n| neutrophil | 0.87 | 4.67 | 0.56 | 0.65 | 0.27 | 0.02 | 303.00 |\n| intermediate monocyte | 0.81 | 2.90 | 0.63 | 0.82 | 0.24 | 0.04 | 281.00 |\n| mast cell | 0.79 | 3.68 | 0.62 | 0.69 | 0.28 | 0.02 | 212.00 |\n| endothelial cell | 0.65 | 1.77 | 0.67 | 0.86 | 0.13 | 0.03 | 196.00 |\n| myeloid dendritic cell | 0.77 | 3.34 | 0.62 | 0.78 | 0.22 | 0.02 | 122.00 |\n| CD4-positive, alpha-beta thymocyte | 0.56 | 5.34 | 0.60 | 0.75 | 0.18 | 0.02 | 122.00 |\n| stromal cell | 0.60 | 3.51 | 0.62 | 0.78 | 0.21 | 0.02 | 111.00 |\n| non-classical monocyte | 0.77 | 4.40 | 0.60 | 0.65 | 0.29 | 0.02 | 71.00 |\n| CD8-positive, alpha-beta thymocyte | 0.52 | 6.83 | 0.54 | 0.65 | 0.27 | 0.02 | 59.00 |\n| erythrocyte | 0.21 | 7.58 | 0.36 | 0.26 | 0.46 | 0.03 | 42.00 |\n| plasmacytoid dendritic cell | 0.46 | 6.54 | 0.47 | 0.36 | 0.40 | 0.03 | 16.00 |\n| hematopoietic precursor cell | 0.38 | 6.40 | 0.49 | 0.40 | 0.34 | 0.02 | 12.00 |"
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  }
model.pt CHANGED
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