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README.md

@@ -54,10 +54,10 @@ space might still be useful for analysis.
 
 | Metric                  | Training Value | Validation Value |
 |-------------------------|----------------|------------------|
-| Mean Absolute Error | 1.43  | 1.57           |
-| Pearson Correlation | 0.86  | 0.84  |
-| Spearman Correlation | 0.89 | 0.87  |
-| R² (R-Squared) | 0.66  | 0.56      |
+| Mean Absolute Error | 1.45  | 1.53           |
+| Pearson Correlation | 0.87  | 0.83  |
+| Spearman Correlation | 0.88 | 0.88  |
+| R² (R-Squared) | 0.66  | 0.53      |
 
 The gene-wise coefficient of variation summarizes how well variation between different genes is
 preserved by the generated model expression. This value is usually quite high.
@@ -66,10 +66,10 @@ preserved by the generated model expression. This value is usually quite high.
 
 | Metric                  | Training Value |
 |-------------------------|----------------|
-| Mean Absolute Error | 13.08   |
-| Pearson Correlation | 0.70  |
+| Mean Absolute Error | 13.10   |
+| Pearson Correlation | 0.69  |
 | Spearman Correlation | 0.75 |
-| R² (R-Squared) | -0.24  |
+| R² (R-Squared) | -0.22  |
 
 </details>
 
@@ -86,20 +86,20 @@ cell-type.
 
 | Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |
 | --- | --- | --- | --- | --- | --- | --- | --- |
-| pancreatic acinar cell | 0.96 | 0.62 | 0.75 | 0.94 | 0.07 | 0.86 | 5534.00 |
-| pancreatic ductal cell | 0.94 | 0.92 | 0.75 | 0.97 | 0.49 | 0.93 | 2431.00 |
-| endothelial cell | 0.90 | 1.27 | 0.77 | 0.96 | 0.49 | 0.94 | 2100.00 |
-| myeloid cell | 0.84 | 1.40 | 0.72 | 0.96 | 0.51 | 0.94 | 1862.00 |
-| T cell | 0.91 | 2.61 | 0.68 | 0.85 | 0.37 | 0.83 | 573.00 |
-| pancreatic stellate cell | 0.87 | 2.17 | 0.73 | 0.91 | 0.50 | 0.88 | 393.00 |
-| B cell | 0.60 | 4.42 | 0.65 | 0.80 | 0.26 | 0.73 | 144.00 |
-| type B pancreatic cell | 0.76 | 3.50 | 0.69 | 0.82 | 0.21 | 0.83 | 99.00 |
-| pancreatic A cell | 0.81 | 4.34 | 0.72 | 0.81 | 0.22 | 0.70 | 71.00 |
-| pancreatic PP cell | 0.70 | 4.69 | 0.72 | 0.83 | 0.14 | 0.73 | 71.00 |
-| plasma cell | 0.69 | 3.36 | 0.67 | 0.73 | 0.20 | 0.84 | 63.00 |
-| mast cell | 0.65 | 6.82 | 0.67 | 0.82 | 0.14 | 0.68 | 53.00 |
-| fibroblast | 0.74 | 4.00 | 0.67 | 0.71 | 0.35 | 0.75 | 47.00 |
-| mature NK T cell | 0.73 | 4.01 | 0.69 | 0.67 | 0.35 | 0.71 | 47.00 |
+| pancreatic acinar cell | 0.97 | 0.58 | 0.79 | 0.94 | 0.08 | 0.86 | 5534.00 |
+| pancreatic ductal cell | 0.96 | 0.93 | 0.75 | 0.97 | 0.49 | 0.93 | 2431.00 |
+| endothelial cell | 0.90 | 1.47 | 0.72 | 0.95 | 0.50 | 0.94 | 2100.00 |
+| myeloid cell | 0.84 | 1.30 | 0.76 | 0.96 | 0.51 | 0.94 | 1862.00 |
+| T cell | 0.91 | 2.83 | 0.64 | 0.84 | 0.38 | 0.83 | 573.00 |
+| pancreatic stellate cell | 0.86 | 2.14 | 0.74 | 0.91 | 0.50 | 0.89 | 393.00 |
+| B cell | 0.63 | 4.33 | 0.66 | 0.81 | 0.26 | 0.73 | 144.00 |
+| type B pancreatic cell | 0.74 | 3.70 | 0.67 | 0.81 | 0.21 | 0.83 | 99.00 |
+| pancreatic A cell | 0.75 | 3.85 | 0.76 | 0.83 | 0.22 | 0.70 | 71.00 |
+| pancreatic PP cell | 0.74 | 4.76 | 0.71 | 0.83 | 0.15 | 0.73 | 71.00 |
+| plasma cell | 0.73 | 3.25 | 0.68 | 0.73 | 0.20 | 0.84 | 63.00 |
+| mast cell | 0.64 | 6.70 | 0.67 | 0.82 | 0.15 | 0.68 | 53.00 |
+| fibroblast | 0.78 | 3.94 | 0.68 | 0.72 | 0.35 | 0.75 | 47.00 |
+| mature NK T cell | 0.72 | 4.44 | 0.65 | 0.65 | 0.36 | 0.71 | 47.00 |
 
 </details>