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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| endothelial cell | 3260 | 0.76 | 0.80 | 0.84 | 0.67 | 0.00 | 0.66 | 0.72 | 0.78 | 0.85 |\n| capillary endothelial cell | 1449 | 0.77 | 0.73 | 0.80 | 0.55 | 0.00 | 0.56 | 0.71 | 0.78 | 0.80 |\n| cardiac endothelial cell | 988 | 0.98 | 0.96 | 0.89 | 0.55 | 0.00 | 0.39 | 0.94 | 0.95 | 0.98 |\n| vein endothelial cell | 465 | 0.50 | 0.20 | 0.60 | 0.24 | 0.00 | 0.42 | 0.52 | 0.54 | 0.60 |\n| endothelial cell of artery | 328 | 0.63 | 0.60 | 0.68 | 0.51 | 0.00 | 0.52 | 0.58 | 0.64 | 0.70 |\n| endothelial cell of lymphatic vessel | 234 | 0.64 | 0.65 | 0.70 | 0.63 | 0.00 | 0.55 | 0.63 | 0.68 | 0.69 |\n| retinal blood vessel endothelial cell | 178 | 0.52 | 0.00 | 0.51 | 0.05 | 0.00 | 0.09 | 0.51 | 0.61 | 0.53 |\n| endothelial cell of vascular tree | 71 | 0.38 | 0.03 | 0.45 | 0.27 | 0.00 | 0.45 | 0.47 | 0.70 | 0.70 |\n| colon endothelial cell | 11 | 0.29 | 0.00 | 0.59 | 0.14 | 0.00 | 0.15 | 0.20 | 0.30 | 0.53 |\n| endothelial cell of arteriole | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| endothelial cell of venule | 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| endothelial cell | 30110 | 0.76 | 0.79 | 0.87 | 0.70 | 0.00 | 0.90 | 0.73 | 0.79 | 0.91 |\n| capillary endothelial cell | 13833 | 0.76 | 0.74 | 0.82 | 0.60 | 0.00 | 0.84 | 0.74 | 0.79 | 0.85 |\n| cardiac endothelial cell | 9084 | 0.97 | 0.95 | 0.89 | 0.57 | 0.00 | 0.98 | 0.95 | 0.95 | 0.98 |\n| vein endothelial cell | 4215 | 0.47 | 0.21 | 0.66 | 0.31 | 0.00 | 0.71 | 0.54 | 0.54 | 0.69 |\n| endothelial cell of artery | 3138 | 0.64 | 0.61 | 0.76 | 0.53 | 0.00 | 0.67 | 0.62 | 0.67 | 0.74 |\n| endothelial cell of lymphatic vessel | 2182 | 0.67 | 0.66 | 0.78 | 0.66 | 0.00 | 0.77 | 0.65 | 0.70 | 0.77 |\n| retinal blood vessel endothelial cell | 1879 | 0.50 | 0.00 | 0.66 | 0.13 | 0.00 | 0.74 | 0.58 | 0.65 | 0.82 |\n| endothelial cell of vascular tree | 793 | 0.38 | 0.04 | 0.69 | 0.43 | 0.00 | 0.67 | 0.47 | 0.64 | 0.73 |\n| colon endothelial cell | 290 | 0.15 | 0.03 | 0.48 | 0.14 | 0.00 | 0.91 | 0.48 | 0.57 | 0.70 |\n| endothelial cell of arteriole | 111 | 0.39 | 0.02 | 0.33 | 0.00 | 0.00 | 0.62 | 0.34 | 0.58 | 0.89 |\n| endothelial cell of venule | 42 | 0.00 | 0.00 | 0.09 | 0.00 | 0.00 | 0.42 | 0.45 | 0.70 | 0.73 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| endothelial cell | 3207 | 0.80 | 0.79 | 0.83 | 0.68 | 0.00 | 0.57 | 0.72 | 0.78 | 0.85 |\n| capillary endothelial cell | 1563 | 0.80 | 0.74 | 0.81 | 0.55 | 0.00 | 0.55 | 0.73 | 0.79 | 0.82 |\n| cardiac endothelial cell | 958 | 0.98 | 0.95 | 0.90 | 0.57 | 0.00 | 0.30 | 0.95 | 0.97 | 0.98 |\n| vein endothelial cell | 474 | 0.49 | 0.17 | 0.57 | 0.19 | 0.00 | 0.40 | 0.49 | 0.53 | 0.59 |\n| endothelial cell of artery | 327 | 0.64 | 0.55 | 0.70 | 0.42 | 0.00 | 0.54 | 0.61 | 0.67 | 0.73 |\n| endothelial cell of lymphatic vessel | 216 | 0.70 | 0.66 | 0.69 | 0.65 | 0.00 | 0.43 | 0.64 | 0.68 | 0.67 |\n| retinal blood vessel endothelial cell | 180 | 0.47 | 0.00 | 0.46 | 0.09 | 0.00 | 0.12 | 0.53 | 0.60 | 0.51 |\n| endothelial cell of vascular tree | 75 | 0.36 | 0.03 | 0.44 | 0.30 | 0.00 | 0.37 | 0.37 | 0.63 | 0.60 |\n| colon endothelial cell | 15 | 0.24 | 0.00 | 0.61 | 0.00 | 0.00 | 0.08 | 0.17 | 0.33 | 0.55 |\n| endothelial cell of arteriole | 12 | 0.57 | 0.00 | 0.15 | 0.00 | 0.00 | 0.06 | 0.36 | 0.77 | 0.67 |\n| endothelial cell of venule | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.07 | 0.25 | 0.00 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| endothelial cell | 30180 | 0.79 | 0.79 | 0.87 | 0.71 | 0.00 | 0.86 | 0.73 | 0.79 | 0.91 |\n| capillary endothelial cell | 13716 | 0.79 | 0.74 | 0.83 | 0.60 | 0.00 | 0.82 | 0.74 | 0.80 | 0.85 |\n| cardiac endothelial cell | 9111 | 0.97 | 0.95 | 0.89 | 0.56 | 0.00 | 0.98 | 0.95 | 0.96 | 0.98 |\n| vein endothelial cell | 4209 | 0.47 | 0.21 | 0.67 | 0.31 | 0.00 | 0.65 | 0.50 | 0.54 | 0.69 |\n| endothelial cell of artery | 3138 | 0.61 | 0.60 | 0.75 | 0.51 | 0.00 | 0.68 | 0.62 | 0.68 | 0.74 |\n| endothelial cell of lymphatic vessel | 2201 | 0.68 | 0.67 | 0.78 | 0.67 | 0.00 | 0.67 | 0.65 | 0.71 | 0.75 |\n| retinal blood vessel endothelial cell | 1878 | 0.52 | 0.00 | 0.68 | 0.19 | 0.00 | 0.84 | 0.58 | 0.66 | 0.84 |\n| endothelial cell of vascular tree | 788 | 0.38 | 0.03 | 0.69 | 0.43 | 0.00 | 0.68 | 0.47 | 0.62 | 0.72 |\n| colon endothelial cell | 292 | 0.23 | 0.03 | 0.47 | 0.14 | 0.00 | 0.61 | 0.48 | 0.58 | 0.68 |\n| endothelial cell of arteriole | 104 | 0.46 | 0.02 | 0.38 | 0.00 | 0.00 | 0.17 | 0.34 | 0.59 | 0.85 |\n| endothelial cell of venule | 43 | 0.00 | 0.00 | 0.05 | 0.00 | 0.00 | 0.36 | 0.38 | 0.73 | 0.74 |"
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celltypist.pkl

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svm_classifier.joblib

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