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adata.h5ad

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9956c5f3d5704329098bfb873e2f954aeafa36a9ee873c7bd0e3e05511b1fc38
+oid sha256:79e0aa1fea92a5170342edfa18f906953cba63522bcf78c7a500822f8b9f3a24
 size 14652952

metrics.json

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 {
-    "cell_wise_cv": "| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.92  | 2.03           |\n| Pearson Correlation | 0.83  | 0.82  |\n| Spearman Correlation | 0.83 | 0.82  |\n| R\u00b2 (R-Squared) | 0.61  | 0.60      |",
-    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 13.18   |\n| Pearson Correlation | 0.66  |\n| Spearman Correlation | 0.67 |\n| R\u00b2 (R-Squared) | -0.51  |",
-    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| conjunctival epithelial cell | 0.96 | 0.73 | 0.85 | 0.97 | 0.25 | 0.91 | 4587.00 |\n| corneal epithelial cell | 0.94 | 1.12 | 0.82 | 0.96 | 0.39 | 0.91 | 1488.00 |\n| eye photoreceptor cell | 0.94 | 1.92 | 0.77 | 0.90 | 0.32 | 0.86 | 891.00 |\n| keratocyte | 0.91 | 1.78 | 0.73 | 0.89 | 0.41 | 0.83 | 595.00 |\n| retinal blood vessel endothelial cell | 0.93 | 2.13 | 0.73 | 0.90 | 0.41 | 0.84 | 466.00 |\n| Mueller cell | 0.89 | 2.61 | 0.70 | 0.86 | 0.40 | 0.82 | 360.00 |\n| stromal cell | 0.85 | 1.01 | 0.76 | 0.92 | 0.38 | 0.74 | 325.00 |\n| T cell | 0.78 | 4.59 | 0.56 | 0.70 | 0.19 | 0.72 | 237.00 |\n| microglial cell | 0.87 | 3.14 | 0.64 | 0.80 | 0.30 | 0.73 | 209.00 |\n| radial glial cell | 0.84 | 2.13 | 0.71 | 0.85 | 0.46 | 0.81 | 195.00 |\n| dendritic cell | 0.84 | 4.47 | 0.60 | 0.69 | 0.23 | 0.70 | 182.00 |\n| melanocyte | 0.82 | 3.58 | 0.62 | 0.75 | 0.36 | 0.72 | 144.00 |\n| stem cell | 0.81 | 2.97 | 0.64 | 0.73 | 0.37 | 0.64 | 144.00 |\n| macrophage | 0.83 | 3.18 | 0.68 | 0.79 | 0.35 | 0.73 | 108.00 |\n| endothelial cell | 0.79 | 3.79 | 0.65 | 0.76 | 0.35 | 0.71 | 105.00 |\n| B cell | 0.83 | 5.25 | 0.57 | 0.64 | 0.24 | 0.71 | 102.00 |\n| fibroblast | 0.79 | 3.23 | 0.68 | 0.75 | 0.33 | 0.65 | 95.00 |\n| surface ectodermal cell | 0.68 | 4.61 | 0.61 | 0.62 | 0.38 | 0.69 | 54.00 |\n| epithelial cell of lacrimal sac | 0.69 | 4.95 | 0.55 | 0.49 | 0.40 | 0.67 | 52.00 |\n| retinal pigment epithelial cell | 0.85 | 4.81 | 0.63 | 0.67 | 0.33 | 0.75 | 49.00 |\n| plasma cell | 0.62 | 5.44 | 0.54 | 0.50 | 0.30 | 0.80 | 46.00 |\n| monocyte | 0.77 | 4.98 | 0.59 | 0.60 | 0.33 | 0.68 | 44.00 |\n| fat cell | 0.77 | 3.50 | 0.69 | 0.78 | 0.34 | 0.68 | 44.00 |\n| retinal bipolar neuron | 0.70 | 4.53 | 0.63 | 0.68 | 0.38 | 0.70 | 34.00 |\n| erythroid lineage cell | 0.38 | 7.34 | 0.26 | 0.24 | 0.18 | 0.92 | 30.00 |\n| CD4-positive, alpha-beta T cell | 0.43 | 6.19 | 0.48 | 0.40 | 0.30 | 0.53 | 23.00 |\n| pigmented ciliary epithelial cell | 0.64 | 5.27 | 0.57 | 0.52 | 0.34 | 0.63 | 17.00 |"
+    "cell_wise_cv": "| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.91  | 2.03           |\n| Pearson Correlation | 0.83  | 0.82  |\n| Spearman Correlation | 0.82 | 0.81  |\n| R\u00b2 (R-Squared) | 0.62  | 0.61      |",
+    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 13.19   |\n| Pearson Correlation | 0.66  |\n| Spearman Correlation | 0.67 |\n| R\u00b2 (R-Squared) | -0.51  |",
+    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| conjunctival epithelial cell | 0.96 | 0.78 | 0.82 | 0.97 | 0.25 | 0.91 | 4587.00 |\n| corneal epithelial cell | 0.94 | 1.15 | 0.81 | 0.95 | 0.39 | 0.91 | 1488.00 |\n| eye photoreceptor cell | 0.95 | 2.00 | 0.76 | 0.90 | 0.33 | 0.86 | 891.00 |\n| keratocyte | 0.91 | 1.94 | 0.70 | 0.89 | 0.40 | 0.83 | 595.00 |\n| retinal blood vessel endothelial cell | 0.92 | 2.28 | 0.70 | 0.90 | 0.41 | 0.84 | 466.00 |\n| Mueller cell | 0.90 | 2.59 | 0.70 | 0.87 | 0.40 | 0.82 | 360.00 |\n| stromal cell | 0.86 | 1.02 | 0.77 | 0.91 | 0.38 | 0.75 | 325.00 |\n| T cell | 0.79 | 4.43 | 0.58 | 0.71 | 0.19 | 0.72 | 237.00 |\n| microglial cell | 0.87 | 3.17 | 0.64 | 0.81 | 0.29 | 0.73 | 209.00 |\n| radial glial cell | 0.83 | 2.01 | 0.73 | 0.87 | 0.47 | 0.81 | 195.00 |\n| dendritic cell | 0.84 | 4.48 | 0.60 | 0.69 | 0.24 | 0.71 | 182.00 |\n| melanocyte | 0.85 | 3.28 | 0.65 | 0.77 | 0.35 | 0.72 | 144.00 |\n| stem cell | 0.84 | 2.89 | 0.64 | 0.74 | 0.36 | 0.63 | 144.00 |\n| macrophage | 0.83 | 3.46 | 0.64 | 0.76 | 0.36 | 0.73 | 108.00 |\n| endothelial cell | 0.81 | 3.69 | 0.66 | 0.77 | 0.35 | 0.70 | 105.00 |\n| B cell | 0.83 | 5.36 | 0.56 | 0.62 | 0.25 | 0.71 | 102.00 |\n| fibroblast | 0.80 | 3.27 | 0.68 | 0.75 | 0.34 | 0.65 | 95.00 |\n| surface ectodermal cell | 0.72 | 4.45 | 0.63 | 0.64 | 0.37 | 0.69 | 54.00 |\n| epithelial cell of lacrimal sac | 0.75 | 4.83 | 0.56 | 0.52 | 0.38 | 0.66 | 52.00 |\n| retinal pigment epithelial cell | 0.87 | 4.81 | 0.63 | 0.66 | 0.33 | 0.75 | 49.00 |\n| plasma cell | 0.62 | 5.18 | 0.56 | 0.51 | 0.30 | 0.79 | 46.00 |\n| monocyte | 0.77 | 5.05 | 0.58 | 0.59 | 0.34 | 0.68 | 44.00 |\n| fat cell | 0.77 | 3.34 | 0.71 | 0.78 | 0.34 | 0.68 | 44.00 |\n| retinal bipolar neuron | 0.72 | 4.72 | 0.61 | 0.66 | 0.38 | 0.69 | 34.00 |\n| erythroid lineage cell | 0.39 | 6.80 | 0.30 | 0.27 | 0.20 | 0.92 | 30.00 |\n| CD4-positive, alpha-beta T cell | 0.36 | 6.44 | 0.46 | 0.38 | 0.30 | 0.53 | 23.00 |\n| pigmented ciliary epithelial cell | 0.60 | 4.93 | 0.61 | 0.56 | 0.32 | 0.62 | 17.00 |"
 }

model.pt

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 version https://git-lfs.github.com/spec/v1
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 size 8825644