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OnClass.data-00000-of-00001

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OnClass.npz

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accuracies.json

@@ -1,4 +1,4 @@
 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| stromal cell of ovary | 3496 | 0.98 | 0.97 | 0.96 | 0.98 | 0.00 | 0.97 | 0.97 | 0.97 | 0.99 |\n| blood vessel smooth muscle cell | 654 | 0.97 | 0.93 | 0.95 | 0.94 | 0.00 | 0.95 | 0.95 | 0.92 | 0.98 |\n| stromal cell | 221 | 0.96 | 0.73 | 0.47 | 0.82 | 0.00 | 0.89 | 0.87 | 0.92 | 0.96 |\n| endothelial cell | 166 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.97 | 0.99 |\n| smooth muscle cell | 106 | 0.94 | 0.60 | 0.69 | 0.77 | 0.00 | 0.89 | 0.93 | 0.90 | 0.96 |\n| theca cell | 122 | 0.72 | 0.73 | 0.89 | 0.82 | 0.00 | 0.70 | 0.74 | 0.73 | 0.84 |\n| macrophage | 57 | 0.96 | 0.96 | 0.96 | 0.90 | 0.00 | 0.95 | 0.95 | 0.94 | 0.96 |\n| ovarian surface epithelial cell | 20 | 0.98 | 0.98 | 0.97 | 0.83 | 0.00 | 0.62 | 0.98 | 0.91 | 0.98 |\n| glandular epithelial cell | 27 | 0.98 | 0.90 | 0.96 | 0.84 | 0.00 | 0.96 | 0.98 | 0.96 | 1.00 |\n| CD8-positive, alpha-beta T cell | 7 | 0.67 | 0.67 | 0.75 | 0.78 | 0.00 | 0.78 | 0.88 | 0.82 | 0.82 |\n| leukocyte | 4 | 0.00 | 0.00 | 0.57 | 0.40 | 0.00 | 0.86 | 0.67 | 0.67 | 0.67 |\n| CD4-positive, alpha-beta T cell | 4 | 0.00 | 0.33 | 0.67 | 0.00 | 0.00 | 0.33 | 0.67 | 0.00 | 0.40 |\n| glial cell | 1 | 0.67 | 0.00 | 0.67 | 0.00 | 0.00 | 0.06 | 0.67 | 0.67 | 0.67 |\n| oocyte | 3 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.86 | 0.86 | 1.00 | 1.00 |\n| neutrophil | 2 | 0.67 | 1.00 | 0.67 | 0.50 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| plasma cell | 4 | 0.33 | 0.67 | 0.86 | 0.33 | 0.00 | 0.30 | 0.40 | 0.67 | 0.67 |\n| epithelial cell | 1 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 |\n| plasmacytoid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 1 | 0.00 | 0.00 | 1.00 | 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| T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| hematopoietic precursor 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| stromal cell of ovary | 31507 | 0.98 | 0.97 | 0.98 | 0.99 | 0.00 | 0.97 | 0.97 | 0.97 | 0.99 |\n| blood vessel smooth muscle cell | 5988 | 0.96 | 0.89 | 0.97 | 0.95 | 0.00 | 0.96 | 0.95 | 0.93 | 0.98 |\n| stromal cell | 1938 | 0.97 | 0.72 | 0.72 | 0.91 | 0.00 | 0.95 | 0.89 | 0.93 | 0.98 |\n| endothelial cell | 1558 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| smooth muscle cell | 1165 | 0.96 | 0.55 | 0.85 | 0.84 | 0.00 | 0.95 | 0.96 | 0.96 | 0.98 |\n| theca cell | 916 | 0.68 | 0.60 | 0.93 | 0.86 | 0.00 | 0.68 | 0.72 | 0.69 | 0.80 |\n| macrophage | 347 | 0.95 | 0.91 | 0.96 | 0.92 | 0.00 | 0.96 | 0.97 | 0.98 | 0.98 |\n| ovarian surface epithelial cell | 221 | 0.96 | 0.95 | 0.98 | 0.97 | 0.00 | 0.68 | 0.92 | 0.92 | 0.99 |\n| glandular epithelial cell | 208 | 0.96 | 0.82 | 0.99 | 0.95 | 0.00 | 0.93 | 0.98 | 0.95 | 0.99 |\n| CD8-positive, alpha-beta T cell | 66 | 0.76 | 0.74 | 0.87 | 0.77 | 0.00 | 0.96 | 1.00 | 1.00 | 0.92 |\n| leukocyte | 23 | 0.00 | 0.00 | 0.79 | 0.78 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 19 | 0.00 | 0.00 | 0.50 | 0.37 | 0.00 | 0.92 | 1.00 | 1.00 | 0.73 |\n| glial cell | 19 | 0.76 | 0.27 | 0.81 | 0.69 | 0.00 | 0.14 | 0.86 | 0.79 | 0.82 |\n| oocyte | 15 | 0.00 | 0.83 | 0.85 | 0.88 | 0.00 | 0.83 | 0.81 | 0.86 | 0.85 |\n| neutrophil | 15 | 0.60 | 1.00 | 1.00 | 0.75 | 0.00 | 0.88 | 1.00 | 1.00 | 1.00 |\n| plasma cell | 10 | 0.18 | 0.57 | 0.82 | 0.46 | 0.00 | 0.08 | 0.95 | 0.95 | 0.95 |\n| epithelial cell | 8 | 0.00 | 0.00 | 0.82 | 0.93 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| plasmacytoid dendritic cell | 5 | 0.00 | 0.00 | 0.60 | 0.62 | 0.00 | 0.31 | 1.00 | 1.00 | 0.91 |\n| monocyte | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 |\n| B cell | 3 | 0.00 | 0.00 | 0.67 | 0.50 | 0.00 | 0.86 | 1.00 | 1.00 | 1.00 |\n| classical monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.50 |\n| mast cell | 2 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| mature NK T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.67 |\n| T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.67 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.00 |\n| hematopoietic precursor cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 1.00 | 1.00 | 1.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| stromal cell of ovary | 3494 | 0.98 | 0.97 | 0.96 | 0.98 | 0.00 | 0.97 | 0.97 | 0.97 | 0.99 |\n| blood vessel smooth muscle cell | 653 | 0.98 | 0.92 | 0.94 | 0.96 | 0.00 | 0.96 | 0.95 | 0.93 | 0.97 |\n| stromal cell | 224 | 0.95 | 0.76 | 0.48 | 0.91 | 0.00 | 0.92 | 0.88 | 0.94 | 0.98 |\n| endothelial cell | 170 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| smooth muscle cell | 103 | 0.94 | 0.58 | 0.68 | 0.90 | 0.00 | 0.95 | 0.92 | 0.91 | 0.97 |\n| theca cell | 121 | 0.75 | 0.77 | 0.90 | 0.82 | 0.00 | 0.76 | 0.75 | 0.71 | 0.86 |\n| macrophage | 56 | 0.95 | 0.95 | 0.96 | 0.88 | 0.00 | 0.93 | 0.92 | 0.94 | 0.96 |\n| ovarian surface epithelial cell | 19 | 0.92 | 0.97 | 0.94 | 0.80 | 0.00 | 0.64 | 0.95 | 0.90 | 0.95 |\n| glandular epithelial cell | 28 | 1.00 | 0.98 | 1.00 | 0.86 | 0.00 | 0.87 | 0.98 | 0.90 | 1.00 |\n| CD8-positive, alpha-beta T cell | 7 | 0.61 | 0.67 | 0.47 | 0.63 | 0.00 | 0.67 | 0.82 | 0.82 | 0.74 |\n| leukocyte | 4 | 0.00 | 0.00 | 0.29 | 0.67 | 0.00 | 0.86 | 0.67 | 0.67 | 0.57 |\n| CD4-positive, alpha-beta T cell | 5 | 0.00 | 0.00 | 0.22 | 0.00 | 0.00 | 0.00 | 0.33 | 0.33 | 0.00 |\n| glial cell | 1 | 0.67 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.67 | 0.67 | 0.67 |\n| oocyte | 3 | 1.00 | 1.00 | 1.00 | 0.86 | 0.00 | 0.86 | 0.86 | 1.00 | 1.00 |\n| neutrophil | 3 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| plasma cell | 3 | 0.40 | 0.00 | 0.80 | 0.80 | 0.00 | 0.86 | 1.00 | 0.80 | 1.00 |\n| epithelial cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasmacytoid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 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| T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| hematopoietic precursor 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| stromal cell of ovary | 31509 | 0.98 | 0.97 | 0.98 | 0.99 | 0.00 | 0.97 | 0.98 | 0.97 | 0.99 |\n| blood vessel smooth muscle cell | 5989 | 0.97 | 0.89 | 0.97 | 0.97 | 0.00 | 0.95 | 0.96 | 0.93 | 0.98 |\n| stromal cell | 1935 | 0.95 | 0.73 | 0.72 | 0.94 | 0.00 | 0.95 | 0.90 | 0.93 | 0.98 |\n| endothelial cell | 1554 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| smooth muscle cell | 1168 | 0.96 | 0.56 | 0.84 | 0.95 | 0.00 | 0.95 | 0.96 | 0.95 | 0.97 |\n| theca cell | 917 | 0.71 | 0.61 | 0.94 | 0.84 | 0.00 | 0.72 | 0.70 | 0.68 | 0.83 |\n| macrophage | 348 | 0.91 | 0.91 | 0.97 | 0.91 | 0.00 | 0.95 | 0.97 | 0.99 | 0.98 |\n| ovarian surface epithelial cell | 222 | 0.97 | 0.96 | 0.98 | 0.90 | 0.00 | 0.77 | 0.92 | 0.95 | 1.00 |\n| glandular epithelial cell | 207 | 0.96 | 0.88 | 0.99 | 0.88 | 0.00 | 0.84 | 0.98 | 0.95 | 0.99 |\n| CD8-positive, alpha-beta T cell | 66 | 0.67 | 0.76 | 0.80 | 0.84 | 0.00 | 0.95 | 1.00 | 1.00 | 0.93 |\n| leukocyte | 23 | 0.00 | 0.00 | 0.73 | 0.77 | 0.00 | 0.98 | 1.00 | 1.00 | 0.98 |\n| CD4-positive, alpha-beta T cell | 18 | 0.00 | 0.10 | 0.34 | 0.52 | 0.00 | 0.87 | 1.00 | 1.00 | 0.76 |\n| glial cell | 19 | 0.76 | 0.18 | 0.74 | 0.45 | 0.00 | 0.09 | 0.90 | 0.83 | 0.86 |\n| oocyte | 15 | 0.86 | 0.87 | 0.85 | 0.93 | 0.00 | 0.68 | 0.81 | 0.88 | 0.86 |\n| neutrophil | 14 | 0.93 | 0.93 | 0.97 | 0.13 | 0.00 | 0.82 | 1.00 | 1.00 | 0.97 |\n| plasma cell | 11 | 0.41 | 0.31 | 0.84 | 0.74 | 0.00 | 0.85 | 0.92 | 0.92 | 0.92 |\n| epithelial cell | 8 | 0.00 | 0.00 | 0.74 | 0.36 | 0.00 | 0.84 | 1.00 | 0.94 | 1.00 |\n| plasmacytoid dendritic cell | 5 | 0.62 | 0.00 | 0.60 | 0.50 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |\n| monocyte | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 |\n| B cell | 3 | 0.00 | 0.00 | 0.80 | 0.80 | 0.00 | 0.86 | 1.00 | 1.00 | 1.00 |\n| classical monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 0.00 |\n| mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| mature NK T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 1.00 | 1.00 | 0.67 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 0.00 |\n| hematopoietic precursor cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.18 | 0.67 | 1.00 | 1.00 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000041880",
         "ENSG00000041982",
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         "ENSG00000063854",
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         "ENSG00000064763",
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         "ENSG00000132341",
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         "ENSG00000133597",
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         "ENSG00000135314",
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