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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+OnClass.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text

OnClass.data-00000-of-00001

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OnClass.npz

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accuracies.json

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+{
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| hepatocyte | 709 | 0.99 | 0.98 | 0.97 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| macrophage | 329 | 0.89 | 0.88 | 0.92 | 0.90 | 0.00 | 0.89 | 0.92 | 0.94 | 0.94 |\n| endothelial cell | 175 | 0.97 | 0.98 | 0.97 | 0.97 | 0.00 | 0.98 | 0.98 | 0.97 | 0.97 |\n| monocyte | 187 | 0.42 | 0.65 | 0.64 | 0.57 | 0.00 | 0.23 | 0.43 | 0.47 | 0.54 |\n| CD8-positive, alpha-beta T cell | 121 | 0.83 | 0.84 | 0.84 | 0.61 | 0.00 | 0.82 | 0.76 | 0.86 | 0.86 |\n| erythrocyte | 112 | 0.96 | 0.94 | 0.96 | 0.97 | 0.00 | 0.94 | 0.99 | 0.96 | 0.99 |\n| mature NK T cell | 74 | 0.60 | 0.56 | 0.60 | 0.54 | 0.00 | 0.57 | 0.54 | 0.66 | 0.63 |\n| plasma cell | 79 | 0.97 | 0.99 | 0.98 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| natural killer cell | 90 | 0.70 | 0.74 | 0.70 | 0.49 | 0.00 | 0.73 | 0.71 | 0.82 | 0.77 |\n| neutrophil | 79 | 0.92 | 0.93 | 0.78 | 0.93 | 0.00 | 0.88 | 0.94 | 0.91 | 0.96 |\n| intrahepatic cholangiocyte | 66 | 0.97 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| intermediate monocyte | 57 | 0.41 | 0.22 | 0.46 | 0.24 | 0.00 | 0.45 | 0.43 | 0.44 | 0.48 |\n| classical monocyte | 25 | 0.08 | 0.00 | 0.15 | 0.26 | 0.00 | 0.26 | 0.18 | 0.24 | 0.16 |\n| CD4-positive, alpha-beta T cell | 26 | 0.62 | 0.56 | 0.64 | 0.19 | 0.00 | 0.62 | 0.52 | 0.68 | 0.70 |\n| hepatic stellate cell | 18 | 0.64 | 0.56 | 0.61 | 0.73 | 0.00 | 0.84 | 0.94 | 0.89 | 0.91 |\n| B cell | 19 | 0.95 | 0.92 | 0.95 | 0.92 | 0.00 | 0.93 | 0.95 | 0.95 | 0.95 |\n| fibroblast | 15 | 0.74 | 0.77 | 0.69 | 0.82 | 0.00 | 0.94 | 0.94 | 0.97 | 0.94 |\n| non-classical monocyte | 13 | 0.71 | 0.13 | 0.60 | 0.10 | 0.00 | 0.57 | 0.81 | 0.88 | 0.88 |\n| myeloid cell | 5 | 0.00 | 0.00 | 0.33 | 0.44 | 0.00 | 0.46 | 0.67 | 0.40 | 0.44 |\n| myeloid dendritic cell | 9 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.47 | 0.75 | 0.60 | 0.75 |\n| hematopoietic precursor cell | 6 | 0.00 | 0.44 | 0.67 | 0.44 | 0.00 | 0.57 | 0.80 | 0.73 | 0.80 |\n| T cell | 5 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 3 | 0.75 | 0.67 | 0.80 | 0.80 | 0.00 | 0.67 | 0.86 | 1.00 | 0.86 |\n| plasmacytoid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| hepatocyte | 6705 | 0.99 | 0.97 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| macrophage | 2903 | 0.90 | 0.88 | 0.95 | 0.92 | 0.00 | 0.90 | 0.93 | 0.94 | 0.96 |\n| endothelial cell | 1599 | 0.97 | 0.96 | 0.99 | 0.97 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| monocyte | 1534 | 0.46 | 0.62 | 0.76 | 0.70 | 0.00 | 0.43 | 0.70 | 0.72 | 0.80 |\n| CD8-positive, alpha-beta T cell | 1169 | 0.81 | 0.81 | 0.86 | 0.76 | 0.00 | 0.83 | 0.88 | 0.92 | 0.89 |\n| erythrocyte | 868 | 0.97 | 0.90 | 0.99 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| mature NK T cell | 734 | 0.65 | 0.51 | 0.76 | 0.69 | 0.00 | 0.71 | 0.84 | 0.88 | 0.84 |\n| plasma cell | 687 | 0.97 | 0.95 | 0.99 | 0.98 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| natural killer cell | 655 | 0.68 | 0.64 | 0.79 | 0.69 | 0.00 | 0.80 | 0.89 | 0.91 | 0.88 |\n| neutrophil | 660 | 0.91 | 0.82 | 0.94 | 0.93 | 0.00 | 0.93 | 0.98 | 0.98 | 0.98 |\n| intrahepatic cholangiocyte | 599 | 0.96 | 0.97 | 0.98 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| intermediate monocyte | 500 | 0.41 | 0.26 | 0.65 | 0.54 | 0.00 | 0.60 | 0.75 | 0.74 | 0.78 |\n| classical monocyte | 301 | 0.19 | 0.06 | 0.47 | 0.39 | 0.00 | 0.47 | 0.70 | 0.72 | 0.78 |\n| CD4-positive, alpha-beta T cell | 265 | 0.56 | 0.47 | 0.67 | 0.50 | 0.00 | 0.69 | 0.83 | 0.87 | 0.81 |\n| hepatic stellate cell | 205 | 0.70 | 0.44 | 0.84 | 0.75 | 0.00 | 0.88 | 0.99 | 0.97 | 0.97 |\n| B cell | 144 | 0.94 | 0.95 | 0.96 | 0.92 | 0.00 | 0.95 | 0.99 | 0.99 | 0.98 |\n| fibroblast | 146 | 0.74 | 0.69 | 0.80 | 0.82 | 0.00 | 0.97 | 0.99 | 0.99 | 0.97 |\n| non-classical monocyte | 100 | 0.64 | 0.18 | 0.82 | 0.47 | 0.00 | 0.74 | 0.87 | 0.88 | 0.89 |\n| myeloid cell | 76 | 0.48 | 0.00 | 0.50 | 0.63 | 0.00 | 0.79 | 0.95 | 0.86 | 0.89 |\n| myeloid dendritic cell | 47 | 0.00 | 0.00 | 0.48 | 0.30 | 0.00 | 0.43 | 0.82 | 0.76 | 0.91 |\n| hematopoietic precursor cell | 35 | 0.00 | 0.40 | 0.68 | 0.55 | 0.00 | 0.73 | 1.00 | 0.99 | 0.92 |\n| T cell | 27 | 0.00 | 0.00 | 0.00 | 0.07 | 0.00 | 0.62 | 1.00 | 1.00 | 0.80 |\n| mast cell | 25 | 0.85 | 0.56 | 0.94 | 0.85 | 0.00 | 0.94 | 1.00 | 0.96 | 1.00 |\n| plasmacytoid dendritic cell | 8 | 0.00 | 0.00 | 0.88 | 0.93 | 0.00 | 0.59 | 0.94 | 1.00 | 1.00 |"
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celltypist.pkl

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checkpoint

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