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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| basal cell | 1025 | 0.98 | 0.99 | 0.98 | 0.99 | 0.00 | 0.95 | 0.98 | 0.97 | 0.99 |\n| neutrophil | 452 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.94 | 0.99 | 0.99 | 0.99 |\n| fibroblast | 178 | 0.96 | 0.96 | 0.96 | 0.97 | 0.00 | 0.95 | 0.98 | 0.97 | 0.98 |\n| CD8-positive, alpha-beta T cell | 127 | 0.92 | 0.92 | 0.91 | 0.88 | 0.00 | 0.93 | 0.94 | 0.95 | 0.95 |\n| ciliated columnar cell of tracheobronchial tree | 68 | 0.96 | 0.97 | 0.92 | 0.98 | 0.00 | 0.86 | 0.96 | 0.96 | 0.96 |\n| macrophage | 65 | 0.96 | 0.98 | 0.94 | 0.97 | 0.00 | 0.92 | 0.97 | 0.96 | 0.98 |\n| B cell | 66 | 0.98 | 0.97 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.99 | 0.99 |\n| endothelial cell | 49 | 0.97 | 0.96 | 0.97 | 0.96 | 0.00 | 0.96 | 0.99 | 0.97 | 0.97 |\n| serous cell of epithelium of trachea | 27 | 0.43 | 0.07 | 0.73 | 0.65 | 0.00 | 0.56 | 0.53 | 0.48 | 0.64 |\n| plasma cell | 31 | 0.97 | 0.97 | 0.93 | 0.95 | 0.00 | 0.95 | 0.94 | 0.95 | 0.95 |\n| CD4-positive, alpha-beta T cell | 33 | 0.85 | 0.66 | 0.76 | 0.61 | 0.00 | 0.78 | 0.83 | 0.86 | 0.82 |\n| mucus secreting cell | 34 | 0.76 | 0.83 | 0.84 | 0.83 | 0.00 | 0.71 | 0.79 | 0.79 | 0.82 |\n| tracheal goblet cell | 34 | 0.71 | 0.73 | 0.86 | 0.84 | 0.00 | 0.80 | 0.92 | 0.91 | 0.96 |\n| connective tissue cell | 10 | 0.91 | 0.00 | 0.91 | 0.67 | 0.00 | 0.91 | 0.95 | 0.91 | 1.00 |\n| smooth muscle cell | 18 | 0.81 | 0.86 | 0.77 | 0.89 | 0.00 | 0.80 | 0.85 | 0.81 | 0.83 |\n| mast cell | 19 | 0.97 | 0.97 | 1.00 | 1.00 | 0.00 | 0.97 | 0.97 | 0.97 | 0.97 |\n| monocyte | 6 | 0.77 | 0.83 | 0.71 | 0.73 | 0.00 | 0.67 | 1.00 | 0.83 | 0.91 |\n| natural killer cell | 8 | 0.57 | 0.75 | 0.80 | 0.18 | 0.00 | 0.82 | 0.74 | 0.80 | 0.82 |\n| granulocyte | 5 | 0.00 | 0.00 | 0.33 | 0.33 | 0.00 | 0.15 | 0.44 | 0.33 | 0.33 |\n| mature NK T cell | 5 | 0.25 | 0.00 | 0.67 | 0.33 | 0.00 | 0.67 | 0.80 | 0.73 | 0.80 |\n| T cell | 2 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| ionocyte | 1 | 0.00 | 0.00 | 1.00 | 0.67 | 0.00 | 0.11 | 0.67 | 1.00 | 1.00 |\n| regulatory T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 0 | 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| myeloid 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| basal cell | 9222 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.96 | 0.98 | 0.98 | 0.99 |\n| neutrophil | 4232 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.95 | 0.99 | 0.99 | 1.00 |\n| fibroblast | 1622 | 0.95 | 0.93 | 0.98 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta T cell | 1075 | 0.89 | 0.91 | 0.94 | 0.90 | 0.00 | 0.96 | 0.98 | 0.98 | 0.96 |\n| ciliated columnar cell of tracheobronchial tree | 645 | 0.97 | 0.97 | 0.96 | 0.99 | 0.00 | 0.92 | 0.98 | 0.97 | 0.98 |\n| macrophage | 647 | 0.92 | 0.91 | 0.95 | 0.94 | 0.00 | 0.94 | 0.98 | 0.99 | 0.97 |\n| B cell | 561 | 0.97 | 0.95 | 0.97 | 0.98 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| endothelial cell | 537 | 0.98 | 0.98 | 0.98 | 0.99 | 0.00 | 0.97 | 1.00 | 0.99 | 0.99 |\n| serous cell of epithelium of trachea | 299 | 0.57 | 0.02 | 0.89 | 0.86 | 0.00 | 0.75 | 0.76 | 0.75 | 0.89 |\n| plasma cell | 261 | 0.97 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 1.00 | 0.99 | 1.00 |\n| CD4-positive, alpha-beta T cell | 245 | 0.73 | 0.63 | 0.78 | 0.63 | 0.00 | 0.88 | 0.94 | 0.96 | 0.84 |\n| mucus secreting cell | 236 | 0.72 | 0.72 | 0.89 | 0.85 | 0.00 | 0.73 | 0.85 | 0.85 | 0.89 |\n| tracheal goblet cell | 198 | 0.65 | 0.51 | 0.88 | 0.85 | 0.00 | 0.73 | 0.93 | 0.88 | 0.96 |\n| connective tissue cell | 142 | 0.79 | 0.00 | 0.94 | 0.96 | 0.00 | 0.97 | 0.96 | 0.96 | 0.98 |\n| smooth muscle cell | 113 | 0.80 | 0.74 | 0.87 | 0.90 | 0.00 | 0.78 | 0.95 | 0.94 | 0.88 |\n| mast cell | 100 | 0.96 | 0.96 | 0.95 | 0.99 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| monocyte | 75 | 0.58 | 0.47 | 0.69 | 0.67 | 0.00 | 0.80 | 0.93 | 0.96 | 0.83 |\n| natural killer cell | 56 | 0.51 | 0.61 | 0.73 | 0.36 | 0.00 | 0.81 | 0.87 | 0.93 | 0.89 |\n| granulocyte | 34 | 0.00 | 0.00 | 0.15 | 0.11 | 0.00 | 0.16 | 0.58 | 0.62 | 0.15 |\n| mature NK T cell | 32 | 0.28 | 0.11 | 0.63 | 0.55 | 0.00 | 0.67 | 0.94 | 0.97 | 0.92 |\n| T cell | 17 | 0.00 | 0.00 | 0.69 | 0.29 | 0.00 | 0.47 | 1.00 | 0.97 | 0.94 |\n| ionocyte | 17 | 0.00 | 0.00 | 0.84 | 0.82 | 0.00 | 0.62 | 1.00 | 0.97 | 1.00 |\n| regulatory T cell | 14 | 0.00 | 0.00 | 0.32 | 0.00 | 0.00 | 0.79 | 1.00 | 1.00 | 0.60 |\n| intermediate monocyte | 15 | 0.00 | 0.00 | 0.52 | 0.45 | 0.00 | 0.60 | 1.00 | 1.00 | 0.89 |\n| non-classical monocyte | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.47 | 1.00 | 1.00 | 0.40 |\n| innate lymphoid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| plasmacytoid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.67 | 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| basal cell | 1035 | 0.99 | 0.98 | 0.98 | 0.99 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| neutrophil | 450 | 0.99 | 0.99 | 0.98 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| fibroblast | 173 | 0.97 | 0.95 | 0.97 | 0.95 | 0.00 | 0.98 | 0.97 | 0.97 | 0.98 |\n| CD8-positive, alpha-beta T cell | 128 | 0.90 | 0.93 | 0.92 | 0.83 | 0.00 | 0.93 | 0.94 | 0.95 | 0.93 |\n| ciliated columnar cell of tracheobronchial tree | 74 | 0.95 | 0.97 | 0.95 | 0.98 | 0.00 | 0.95 | 0.96 | 0.96 | 0.96 |\n| macrophage | 74 | 0.97 | 0.99 | 0.97 | 0.96 | 0.00 | 0.92 | 0.99 | 0.97 | 0.98 |\n| B cell | 65 | 0.98 | 0.98 | 0.97 | 0.95 | 0.00 | 0.98 | 0.99 | 1.00 | 0.99 |\n| endothelial cell | 48 | 0.97 | 0.96 | 0.94 | 0.96 | 0.00 | 0.95 | 0.99 | 0.97 | 0.96 |\n| serous cell of epithelium of trachea | 33 | 0.72 | 0.17 | 0.82 | 0.74 | 0.00 | 0.63 | 0.68 | 0.64 | 0.83 |\n| plasma cell | 21 | 0.95 | 0.93 | 0.90 | 0.88 | 0.00 | 0.95 | 0.95 | 0.93 | 0.93 |\n| CD4-positive, alpha-beta T cell | 31 | 0.82 | 0.79 | 0.78 | 0.35 | 0.00 | 0.84 | 0.81 | 0.87 | 0.89 |\n| mucus secreting cell | 31 | 0.78 | 0.79 | 0.86 | 0.80 | 0.00 | 0.79 | 0.77 | 0.77 | 0.85 |\n| tracheal goblet cell | 33 | 0.76 | 0.68 | 0.92 | 0.82 | 0.00 | 0.87 | 0.88 | 0.86 | 0.89 |\n| connective tissue cell | 11 | 0.87 | 0.00 | 0.92 | 0.20 | 0.00 | 0.92 | 0.92 | 0.85 | 1.00 |\n| smooth muscle cell | 13 | 0.80 | 0.81 | 0.79 | 0.92 | 0.00 | 0.80 | 0.80 | 0.83 | 0.80 |\n| mast cell | 16 | 0.97 | 0.97 | 0.94 | 0.97 | 0.00 | 0.97 | 1.00 | 1.00 | 0.97 |\n| monocyte | 5 | 0.80 | 0.89 | 0.73 | 0.29 | 0.00 | 0.67 | 1.00 | 0.73 | 0.80 |\n| natural killer cell | 9 | 0.00 | 0.78 | 0.78 | 0.43 | 0.00 | 0.72 | 0.80 | 0.73 | 0.80 |\n| granulocyte | 6 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.32 | 0.53 | 0.53 | 0.29 |\n| mature NK T cell | 5 | 0.25 | 0.00 | 0.57 | 0.29 | 0.00 | 0.50 | 0.80 | 0.91 | 0.29 |\n| T cell | 2 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| ionocyte | 1 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 0.25 | 1.00 | 1.00 | 1.00 |\n| regulatory T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 1 | 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 |\n| innate lymphoid cell | 0 | 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| myeloid 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| basal cell | 9212 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| neutrophil | 4234 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 1.00 |\n| fibroblast | 1627 | 0.96 | 0.93 | 0.98 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta T cell | 1074 | 0.90 | 0.91 | 0.94 | 0.89 | 0.00 | 0.97 | 0.97 | 0.98 | 0.95 |\n| ciliated columnar cell of tracheobronchial tree | 639 | 0.97 | 0.97 | 0.96 | 0.99 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| macrophage | 638 | 0.92 | 0.92 | 0.95 | 0.93 | 0.00 | 0.94 | 0.98 | 0.99 | 0.97 |\n| B cell | 562 | 0.96 | 0.96 | 0.98 | 0.95 | 0.00 | 0.98 | 0.99 | 1.00 | 0.99 |\n| endothelial cell | 538 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.97 | 1.00 | 0.99 | 0.99 |\n| serous cell of epithelium of trachea | 293 | 0.72 | 0.01 | 0.89 | 0.87 | 0.00 | 0.66 | 0.78 | 0.80 | 0.91 |\n| plasma cell | 271 | 0.97 | 0.98 | 0.99 | 0.93 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 247 | 0.72 | 0.62 | 0.78 | 0.55 | 0.00 | 0.90 | 0.92 | 0.95 | 0.84 |\n| mucus secreting cell | 239 | 0.76 | 0.73 | 0.90 | 0.88 | 0.00 | 0.86 | 0.86 | 0.86 | 0.92 |\n| tracheal goblet cell | 199 | 0.69 | 0.49 | 0.88 | 0.86 | 0.00 | 0.87 | 0.90 | 0.84 | 0.93 |\n| connective tissue cell | 141 | 0.74 | 0.00 | 0.94 | 0.94 | 0.00 | 0.93 | 0.98 | 0.94 | 0.97 |\n| smooth muscle cell | 118 | 0.81 | 0.75 | 0.87 | 0.85 | 0.00 | 0.87 | 0.91 | 0.89 | 0.89 |\n| mast cell | 103 | 0.96 | 0.96 | 0.96 | 0.99 | 0.00 | 0.94 | 1.00 | 1.00 | 1.00 |\n| monocyte | 76 | 0.60 | 0.44 | 0.71 | 0.56 | 0.00 | 0.79 | 0.97 | 0.99 | 0.84 |\n| natural killer cell | 55 | 0.00 | 0.65 | 0.75 | 0.50 | 0.00 | 0.83 | 0.89 | 0.91 | 0.86 |\n| granulocyte | 33 | 0.00 | 0.00 | 0.11 | 0.16 | 0.00 | 0.31 | 0.71 | 0.72 | 0.21 |\n| mature NK T cell | 32 | 0.28 | 0.06 | 0.69 | 0.42 | 0.00 | 0.89 | 0.94 | 0.97 | 0.76 |\n| T cell | 17 | 0.00 | 0.11 | 0.57 | 0.21 | 0.00 | 0.80 | 1.00 | 0.97 | 0.97 |\n| ionocyte | 17 | 0.00 | 0.00 | 0.87 | 0.52 | 0.00 | 0.38 | 1.00 | 1.00 | 0.97 |\n| regulatory T cell | 14 | 0.00 | 0.00 | 0.42 | 0.00 | 0.00 | 0.74 | 1.00 | 1.00 | 0.67 |\n| intermediate monocyte | 15 | 0.00 | 0.00 | 0.50 | 0.25 | 0.00 | 0.36 | 1.00 | 1.00 | 0.80 |\n| non-classical monocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.91 | 1.00 | 0.33 |\n| innate lymphoid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.00 |\n| plasmacytoid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 1.00 | 1.00 | 1.00 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000001460",
         "ENSG00000001461",
         "ENSG00000002016",
+        "ENSG00000002549",
         "ENSG00000002587",
         "ENSG00000002919",
         "ENSG00000003147",
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         "ENSG00000037280",
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         "ENSG00000047457",
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-        "ENSG00000048162",
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         "ENSG00000050628",
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         "ENSG00000064692",
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         "ENSG00000065618",
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         "ENSG00000070501",
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         "ENSG00000072609",
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         "ENSG00000078401",
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         "ENSG00000083799",
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         "ENSG00000105538",
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         "ENSG00000105856",
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         "ENSG00000108515",
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+        "ENSG00000108576",
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         "ENSG00000110848",
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         "ENSG00000112414",
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+        "ENSG00000112578",
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         "ENSG00000112984",
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         "ENSG00000115602",
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-        "ENSG00000115641",
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         "ENSG00000115884",
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         "ENSG00000117155",
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         "ENSG00000120693",
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         "ENSG00000123685",
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-        "ENSG00000123843",
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         "ENSG00000126787",
         "ENSG00000126814",
         "ENSG00000126838",
+        "ENSG00000126860",
         "ENSG00000126861",
         "ENSG00000126878",
         "ENSG00000126950",
@@ -1180,7 +1190,6 @@
         "ENSG00000130347",
         "ENSG00000130475",
         "ENSG00000130479",
-        "ENSG00000130487",
         "ENSG00000130508",
         "ENSG00000130513",
         "ENSG00000130517",
@@ -1210,6 +1219,7 @@
         "ENSG00000131061",
         "ENSG00000131080",
         "ENSG00000131097",
+        "ENSG00000131100",
         "ENSG00000131153",
         "ENSG00000131203",
         "ENSG00000131269",
@@ -1238,6 +1248,7 @@
         "ENSG00000131845",
         "ENSG00000131848",
         "ENSG00000131931",
+        "ENSG00000131943",
         "ENSG00000131944",
         "ENSG00000131951",
         "ENSG00000131969",
@@ -1327,14 +1338,13 @@
         "ENSG00000134398",
         "ENSG00000134461",
         "ENSG00000134531",
-        "ENSG00000134569",
         "ENSG00000134594",
         "ENSG00000134602",
         "ENSG00000134690",
         "ENSG00000134716",
         "ENSG00000134757",
-        "ENSG00000134779",
         "ENSG00000134780",
+        "ENSG00000134815",
         "ENSG00000134827",
         "ENSG00000134853",
         "ENSG00000134864",
@@ -1350,7 +1360,6 @@
         "ENSG00000135018",
         "ENSG00000135046",
         "ENSG00000135047",
-        "ENSG00000135052",
         "ENSG00000135069",
         "ENSG00000135077",
         "ENSG00000135083",
@@ -1377,6 +1386,7 @@
         "ENSG00000135632",
         "ENSG00000135636",
         "ENSG00000135637",
+        "ENSG00000135698",
         "ENSG00000135723",
         "ENSG00000135736",
         "ENSG00000135744",
@@ -1397,14 +1407,13 @@
         "ENSG00000136160",
         "ENSG00000136244",
         "ENSG00000136286",
-        "ENSG00000136327",
         "ENSG00000136383",
         "ENSG00000136449",
         "ENSG00000136463",
         "ENSG00000136478",
         "ENSG00000136514",
-        "ENSG00000136541",
         "ENSG00000136546",
+        "ENSG00000136628",
         "ENSG00000136630",
         "ENSG00000136689",
         "ENSG00000136802",
@@ -1499,6 +1508,7 @@
         "ENSG00000138606",
         "ENSG00000138613",
         "ENSG00000138623",
+        "ENSG00000138629",
         "ENSG00000138658",
         "ENSG00000138669",
         "ENSG00000138685",
@@ -1513,7 +1523,6 @@
         "ENSG00000139190",
         "ENSG00000139193",
         "ENSG00000139194",
-        "ENSG00000139197",
         "ENSG00000139209",
         "ENSG00000139211",
         "ENSG00000139291",
@@ -1522,7 +1531,6 @@
         "ENSG00000139329",
         "ENSG00000139351",
         "ENSG00000139364",
-        "ENSG00000139370",
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@@ -1542,7 +1550,6 @@
         "ENSG00000140274",
         "ENSG00000140285",
         "ENSG00000140287",
-        "ENSG00000140297",
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         "ENSG00000140450",
@@ -1641,7 +1648,6 @@
         "ENSG00000144043",
         "ENSG00000144057",
         "ENSG00000144118",
-        "ENSG00000144120",
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@@ -1687,7 +1693,6 @@
         "ENSG00000145824",
         "ENSG00000145861",
         "ENSG00000145864",
-        "ENSG00000145882",
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@@ -1721,7 +1726,6 @@
         "ENSG00000147113",
         "ENSG00000147117",
         "ENSG00000147124",
-        "ENSG00000147164",
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         "ENSG00000147180",
         "ENSG00000147224",
@@ -1745,6 +1749,7 @@
         "ENSG00000148158",
         "ENSG00000148175",
         "ENSG00000148225",
+        "ENSG00000148288",
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         "ENSG00000148343",
         "ENSG00000148344",
@@ -1752,6 +1757,7 @@
         "ENSG00000148357",
         "ENSG00000148396",
         "ENSG00000148459",
+        "ENSG00000148468",
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@@ -1825,7 +1831,6 @@
         "ENSG00000151914",
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-        "ENSG00000152056",
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@@ -1853,6 +1858,7 @@
         "ENSG00000153002",
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         "ENSG00000153066",
+        "ENSG00000153071",
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@@ -1888,6 +1894,7 @@
         "ENSG00000154370",
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         "ENSG00000154451",
+        "ENSG00000154553",
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@@ -1905,6 +1912,7 @@
         "ENSG00000155304",
         "ENSG00000155330",
         "ENSG00000155367",
+        "ENSG00000155380",
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         "ENSG00000155592",
         "ENSG00000155636",
@@ -1927,15 +1935,13 @@
         "ENSG00000156345",
         "ENSG00000156384",
         "ENSG00000156398",
-        "ENSG00000156413",
-        "ENSG00000156502",
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-        "ENSG00000156689",
         "ENSG00000156697",
         "ENSG00000156795",
         "ENSG00000156853",
         "ENSG00000156876",
         "ENSG00000156966",
+        "ENSG00000156983",
         "ENSG00000157014",
         "ENSG00000157064",
         "ENSG00000157111",
@@ -1985,7 +1991,6 @@
         "ENSG00000158859",
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         "ENSG00000159063",
-        "ENSG00000159147",
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@@ -2062,6 +2067,7 @@
         "ENSG00000161647",
         "ENSG00000161653",
         "ENSG00000161692",
+        "ENSG00000161847",
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         "ENSG00000161940",
@@ -2080,7 +2086,6 @@
         "ENSG00000162377",
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-        "ENSG00000162409",
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@@ -2108,7 +2113,6 @@
         "ENSG00000162896",
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-        "ENSG00000162928",
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@@ -2122,6 +2126,7 @@
         "ENSG00000163060",
         "ENSG00000163072",
         "ENSG00000163083",
+        "ENSG00000163093",
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@@ -2172,7 +2177,6 @@
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-        "ENSG00000163932",
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@@ -2194,6 +2198,7 @@
         "ENSG00000164087",
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+        "ENSG00000164118",
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@@ -2247,7 +2252,6 @@
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-        "ENSG00000164976",
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@@ -2291,6 +2295,7 @@
         "ENSG00000166035",
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         "ENSG00000166105",
+        "ENSG00000166106",
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@@ -2300,7 +2305,6 @@
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-        "ENSG00000166261",
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@@ -2314,7 +2318,6 @@
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-        "ENSG00000166510",
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@@ -2326,9 +2329,9 @@
         "ENSG00000166783",
         "ENSG00000166788",
         "ENSG00000166800",
-        "ENSG00000166801",
         "ENSG00000166813",
         "ENSG00000166816",
+        "ENSG00000166823",
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@@ -2364,7 +2367,6 @@
         "ENSG00000167487",
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-        "ENSG00000167528",
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@@ -2373,12 +2375,13 @@
         "ENSG00000167604",
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         "ENSG00000167625",
+        "ENSG00000167637",
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-        "ENSG00000167701",
         "ENSG00000167703",
         "ENSG00000167767",
+        "ENSG00000167772",
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@@ -2404,6 +2407,7 @@
         "ENSG00000168152",
         "ENSG00000168209",
         "ENSG00000168228",
+        "ENSG00000168256",
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         "ENSG00000168309",
@@ -2495,12 +2499,14 @@
         "ENSG00000170468",
         "ENSG00000170476",
         "ENSG00000170482",
+        "ENSG00000170500",
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         "ENSG00000170558",
         "ENSG00000170631",
         "ENSG00000170667",
+        "ENSG00000170684",
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@@ -2549,14 +2555,13 @@
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         "ENSG00000171792",
-        "ENSG00000171793",
         "ENSG00000171806",
         "ENSG00000171812",
         "ENSG00000171827",
+        "ENSG00000171840",
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-        "ENSG00000171885",
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@@ -2565,6 +2570,7 @@
         "ENSG00000172014",
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         "ENSG00000172031",
+        "ENSG00000172115",
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@@ -2579,7 +2585,6 @@
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-        "ENSG00000172476",
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@@ -2592,7 +2597,6 @@
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-        "ENSG00000172818",
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@@ -2662,6 +2666,7 @@
         "ENSG00000174640",
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         "ENSG00000174721",
+        "ENSG00000174791",
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@@ -2692,13 +2697,13 @@
         "ENSG00000175691",
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-        "ENSG00000175772",
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         "ENSG00000175832",
         "ENSG00000175857",
         "ENSG00000175899",
         "ENSG00000175906",
         "ENSG00000175920",
+        "ENSG00000176014",
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@@ -2717,7 +2722,6 @@
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-        "ENSG00000176472",
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@@ -2833,8 +2837,8 @@
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-        "ENSG00000180155",
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+        "ENSG00000180251",
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@@ -2895,7 +2899,6 @@
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-        "ENSG00000182481",
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@@ -2910,7 +2913,6 @@
         "ENSG00000182809",
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-        "ENSG00000182871",
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@@ -2967,7 +2969,6 @@
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-        "ENSG00000184709",
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@@ -3015,7 +3016,6 @@
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-        "ENSG00000185689",
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@@ -3058,6 +3058,7 @@
         "ENSG00000186480",
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         "ENSG00000186517",
+        "ENSG00000186567",
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@@ -3078,6 +3079,7 @@
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+        "ENSG00000186908",
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@@ -3094,6 +3096,7 @@
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         "ENSG00000187554",
+        "ENSG00000187607",
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@@ -3108,9 +3111,9 @@
         "ENSG00000187957",
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+        "ENSG00000188010",
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-        "ENSG00000188060",
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@@ -3177,6 +3180,7 @@
         "ENSG00000196268",
         "ENSG00000196277",
         "ENSG00000196335",
+        "ENSG00000196345",
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@@ -3221,6 +3225,7 @@
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         "ENSG00000197062",
         "ENSG00000197093",
+        "ENSG00000197153",
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@@ -3238,6 +3243,7 @@
         "ENSG00000197372",
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+        "ENSG00000197385",
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@@ -3253,6 +3259,7 @@
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+        "ENSG00000197647",
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@@ -3261,7 +3268,6 @@
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-        "ENSG00000197816",
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@@ -3283,7 +3289,6 @@
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-        "ENSG00000198125",
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@@ -3296,7 +3301,6 @@
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-        "ENSG00000198373",
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@@ -3315,7 +3319,6 @@
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-        "ENSG00000198670",
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@@ -3340,7 +3343,6 @@
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@@ -3391,6 +3393,7 @@
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+        "ENSG00000204588",
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@@ -3405,6 +3408,7 @@
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+        "ENSG00000205339",
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@@ -3416,6 +3420,7 @@
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+        "ENSG00000205808",
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@@ -3436,7 +3441,6 @@
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-        "ENSG00000213366",
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@@ -3470,7 +3474,6 @@
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-        "ENSG00000215475",
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@@ -3481,9 +3484,7 @@
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-        "ENSG00000220008",
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-        "ENSG00000221829",
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@@ -3532,7 +3533,6 @@
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-        "ENSG00000225855",
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@@ -3593,7 +3593,6 @@
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-        "ENSG00000231742",
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@@ -3603,7 +3602,6 @@
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-        "ENSG00000232645",
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         "ENSG00000232810",
@@ -3644,6 +3642,7 @@
         "ENSG00000235501",
         "ENSG00000235513",
         "ENSG00000235527",
+        "ENSG00000235545",
         "ENSG00000235560",
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         "ENSG00000235750",
@@ -3655,9 +3654,7 @@
         "ENSG00000236404",
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-        "ENSG00000236751",
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-        "ENSG00000237054",
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@@ -3680,6 +3677,7 @@
         "ENSG00000238160",
         "ENSG00000238164",
         "ENSG00000239306",
+        "ENSG00000239453",
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         "ENSG00000239653",
@@ -3743,11 +3741,13 @@
         "ENSG00000246366",
         "ENSG00000246375",
         "ENSG00000246379",
+        "ENSG00000246422",
         "ENSG00000246430",
         "ENSG00000246548",
         "ENSG00000246640",
         "ENSG00000247095",
         "ENSG00000247157",
+        "ENSG00000247287",
         "ENSG00000247317",
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@@ -3765,7 +3765,6 @@
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-        "ENSG00000249115",
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@@ -3790,7 +3789,6 @@
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-        "ENSG00000253210",
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@@ -3842,7 +3840,6 @@
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-        "ENSG00000258512",
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@@ -3853,8 +3850,10 @@
         "ENSG00000259146",
         "ENSG00000259207",
         "ENSG00000259291",
+        "ENSG00000259330",
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         "ENSG00000259430",
+        "ENSG00000259456",
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@@ -3863,6 +3862,7 @@
         "ENSG00000259802",
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         "ENSG00000259883",
+        "ENSG00000260057",
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@@ -3910,6 +3910,7 @@
         "ENSG00000265688",
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+        "ENSG00000266053",
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@@ -3937,7 +3938,6 @@
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         "ENSG00000269054",
-        "ENSG00000269343",
         "ENSG00000269656",
         "ENSG00000270049",
         "ENSG00000270332",

pynndescent_index.joblib

@@ -1,3 +1,3 @@
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