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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| pancreatic acinar cell | 547 | 0.96 | 0.96 | 0.98 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.98 |\n| pancreatic ductal cell | 270 | 0.94 | 0.94 | 0.96 | 0.96 | 0.00 | 0.94 | 0.97 | 0.97 | 0.97 |\n| endothelial cell | 240 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| macrophage | 158 | 0.92 | 0.87 | 0.93 | 0.92 | 0.00 | 0.85 | 0.94 | 0.95 | 0.94 |\n| CD8-positive, alpha-beta T cell | 54 | 0.97 | 0.95 | 0.96 | 0.95 | 0.00 | 0.99 | 0.98 | 0.97 | 0.97 |\n| pancreatic stellate cell | 40 | 0.96 | 0.97 | 0.96 | 0.96 | 0.00 | 0.95 | 0.99 | 0.97 | 0.96 |\n| classical monocyte | 39 | 0.76 | 0.00 | 0.80 | 0.74 | 0.00 | 0.80 | 0.82 | 0.81 | 0.80 |\n| fibroblast | 18 | 0.97 | 1.00 | 1.00 | 1.00 | 0.00 | 0.95 | 1.00 | 0.97 | 1.00 |\n| type B pancreatic cell | 16 | 1.00 | 0.97 | 1.00 | 0.91 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| B cell | 5 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.91 | 1.00 |\n| natural killer cell | 6 | 0.92 | 0.67 | 0.80 | 0.80 | 0.00 | 0.92 | 0.91 | 0.91 | 0.91 |\n| pancreatic A cell | 7 | 1.00 | 0.92 | 1.00 | 0.77 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| intermediate monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD4-positive, alpha-beta T cell | 4 | 0.00 | 0.40 | 0.67 | 0.00 | 0.00 | 0.57 | 0.67 | 0.40 | 0.40 |\n| monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasma cell | 3 | 0.86 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| pancreatic D cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| neutrophil | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mature NK T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pancreatic PP cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 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| pancreatic acinar cell | 4935 | 0.97 | 0.88 | 0.98 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| pancreatic ductal cell | 2450 | 0.95 | 0.82 | 0.97 | 0.97 | 0.00 | 0.94 | 0.97 | 0.97 | 0.97 |\n| endothelial cell | 2083 | 0.99 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| macrophage | 1431 | 0.92 | 0.87 | 0.95 | 0.95 | 0.00 | 0.87 | 0.96 | 0.96 | 0.96 |\n| CD8-positive, alpha-beta T cell | 564 | 0.97 | 0.93 | 0.97 | 0.97 | 0.00 | 0.99 | 1.00 | 1.00 | 0.98 |\n| pancreatic stellate cell | 397 | 0.96 | 0.97 | 0.98 | 0.98 | 0.00 | 0.95 | 0.99 | 0.99 | 0.99 |\n| classical monocyte | 351 | 0.80 | 0.00 | 0.85 | 0.83 | 0.00 | 0.85 | 0.90 | 0.91 | 0.89 |\n| fibroblast | 176 | 0.93 | 0.90 | 0.97 | 0.98 | 0.00 | 0.90 | 1.00 | 0.99 | 0.99 |\n| type B pancreatic cell | 86 | 0.94 | 0.83 | 0.96 | 0.90 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| B cell | 48 | 0.97 | 0.99 | 0.97 | 0.96 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| natural killer cell | 44 | 0.92 | 0.04 | 0.95 | 0.84 | 0.00 | 0.96 | 1.00 | 1.00 | 0.99 |\n| pancreatic A cell | 41 | 0.93 | 0.00 | 0.94 | 0.82 | 0.00 | 0.99 | 1.00 | 1.00 | 0.98 |\n| intermediate monocyte | 42 | 0.00 | 0.00 | 0.37 | 0.43 | 0.00 | 0.28 | 0.86 | 0.86 | 0.80 |\n| CD4-positive, alpha-beta T cell | 33 | 0.00 | 0.06 | 0.44 | 0.25 | 0.00 | 0.93 | 1.00 | 1.00 | 0.60 |\n| monocyte | 12 | 0.00 | 0.00 | 0.12 | 0.47 | 0.00 | 0.48 | 0.83 | 1.00 | 0.50 |\n| plasma cell | 10 | 0.53 | 0.33 | 0.95 | 0.95 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| pancreatic D cell | 9 | 0.00 | 0.00 | 0.43 | 0.46 | 0.00 | 1.00 | 1.00 | 1.00 | 0.80 |\n| neutrophil | 6 | 0.00 | 0.00 | 0.80 | 0.50 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| mature NK T cell | 2 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| pancreatic PP cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 0.67 |\n| T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 0.00 |"
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celltypist.pkl

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checkpoint

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