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OnClass.data-00000-of-00001

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OnClass.meta

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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| microglial cell | 1336 | 0.99 | 0.99 | 0.96 | 0.99 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| B cell | 555 | 0.65 | 0.71 | 0.72 | 0.68 | 0.00 | 0.71 | 0.65 | 0.70 | 0.77 |\n| endothelial cell | 482 | 0.79 | 0.84 | 0.80 | 0.70 | 0.00 | 0.70 | 0.86 | 0.82 | 0.89 |\n| mesenchymal stem cell of adipose tissue | 455 | 0.84 | 0.89 | 0.75 | 0.65 | 0.00 | 0.65 | 0.93 | 0.86 | 0.90 |\n| basal cell of epidermis | 406 | 0.87 | 0.91 | 0.84 | 0.86 | 0.00 | 0.81 | 0.93 | 0.89 | 0.93 |\n| fibroblast of cardiac tissue | 342 | 0.93 | 0.93 | 0.73 | 0.63 | 0.00 | 0.19 | 0.97 | 0.93 | 0.95 |\n| hematopoietic stem cell | 312 | 0.95 | 0.95 | 0.94 | 0.95 | 0.00 | 0.94 | 0.98 | 0.96 | 0.97 |\n| granulocyte | 294 | 0.89 | 0.91 | 0.89 | 0.86 | 0.00 | 0.71 | 0.92 | 0.91 | 0.93 |\n| naive B cell | 334 | 0.46 | 0.09 | 0.54 | 0.41 | 0.00 | 0.19 | 0.58 | 0.65 | 0.41 |\n| skeletal muscle satellite cell | 278 | 0.98 | 0.98 | 0.95 | 0.95 | 0.00 | 0.95 | 0.97 | 0.96 | 0.98 |\n| endothelial cell of coronary artery | 263 | 0.78 | 0.81 | 0.63 | 0.43 | 0.00 | 0.64 | 0.89 | 0.83 | 0.90 |\n| keratinocyte stem cell | 255 | 0.93 | 0.93 | 0.95 | 0.93 | 0.00 | 0.93 | 0.97 | 0.94 | 0.96 |\n| myeloid cell | 240 | 0.51 | 0.67 | 0.51 | 0.46 | 0.00 | 0.53 | 0.68 | 0.67 | 0.69 |\n| enterocyte of epithelium of large intestine | 269 | 0.91 | 0.93 | 0.88 | 0.94 | 0.00 | 0.94 | 0.94 | 0.91 | 0.94 |\n| macrophage | 251 | 0.35 | 0.52 | 0.44 | 0.46 | 0.00 | 0.34 | 0.51 | 0.55 | 0.59 |\n| basal cell | 206 | 1.00 | 0.99 | 0.97 | 0.94 | 0.00 | 0.95 | 0.99 | 0.98 | 0.99 |\n| bronchial smooth muscle cell | 208 | 0.95 | 0.95 | 0.85 | 0.71 | 0.00 | 0.89 | 0.95 | 0.96 | 0.96 |\n| oligodendrocyte | 221 | 0.99 | 1.00 | 0.99 | 1.00 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| DN4 thymocyte | 166 | 0.61 | 0.62 | 0.42 | 0.53 | 0.00 | 0.52 | 0.77 | 0.75 | 0.75 |\n| epithelial cell of large intestine | 172 | 0.89 | 0.88 | 0.72 | 0.83 | 0.00 | 0.86 | 0.93 | 0.91 | 0.91 |\n| thymocyte | 150 | 0.89 | 0.91 | 0.74 | 0.83 | 0.00 | 0.84 | 0.91 | 0.92 | 0.92 |\n| large intestine goblet cell | 168 | 0.80 | 0.85 | 0.81 | 0.82 | 0.00 | 0.81 | 0.91 | 0.89 | 0.90 |\n| intestinal crypt stem cell | 155 | 0.86 | 0.90 | 0.81 | 0.87 | 0.00 | 0.89 | 0.94 | 0.89 | 0.93 |\n| mesenchymal stem cell | 176 | 0.70 | 0.80 | 0.59 | 0.47 | 0.00 | 0.53 | 0.89 | 0.81 | 0.86 |\n| bladder urothelial cell | 124 | 0.97 | 0.96 | 0.92 | 0.90 | 0.00 | 0.93 | 0.99 | 0.99 | 0.98 |\n| type B pancreatic cell | 129 | 0.99 | 0.98 | 0.93 | 0.97 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| fibroblast | 136 | 0.51 | 0.65 | 0.31 | 0.37 | 0.00 | 0.34 | 0.87 | 0.71 | 0.74 |\n| T cell | 101 | 0.33 | 0.39 | 0.38 | 0.30 | 0.00 | 0.37 | 0.44 | 0.47 | 0.45 |\n| monocyte | 115 | 0.55 | 0.72 | 0.52 | 0.57 | 0.00 | 0.46 | 0.77 | 0.75 | 0.80 |\n| keratinocyte | 130 | 0.81 | 0.90 | 0.71 | 0.74 | 0.00 | 0.78 | 0.94 | 0.87 | 0.93 |\n| CD4-positive, alpha-beta T cell | 142 | 0.57 | 0.64 | 0.49 | 0.45 | 0.00 | 0.55 | 0.58 | 0.63 | 0.70 |\n| hepatocyte | 102 | 0.96 | 0.96 | 0.97 | 0.94 | 0.00 | 0.95 | 0.97 | 0.95 | 0.97 |\n| CD8-positive, alpha-beta T cell | 111 | 0.52 | 0.47 | 0.48 | 0.46 | 0.00 | 0.54 | 0.51 | 0.58 | 0.59 |\n| promonocyte | 98 | 0.48 | 0.69 | 0.61 | 0.46 | 0.00 | 0.53 | 0.72 | 0.73 | 0.76 |\n| bladder cell | 88 | 0.99 | 0.99 | 0.90 | 0.64 | 0.00 | 0.81 | 1.00 | 0.96 | 0.99 |\n| natural killer cell | 96 | 0.78 | 0.76 | 0.70 | 0.60 | 0.00 | 0.71 | 0.71 | 0.72 | 0.79 |\n| precursor B cell | 86 | 0.84 | 0.87 | 0.68 | 0.73 | 0.00 | 0.84 | 0.89 | 0.88 | 0.90 |\n| luminal epithelial cell of mammary gland | 80 | 0.92 | 0.95 | 0.94 | 0.91 | 0.00 | 0.90 | 0.97 | 0.96 | 0.96 |\n| endothelial cell of hepatic sinusoid | 59 | 0.93 | 0.97 | 0.90 | 0.81 | 0.00 | 0.88 | 0.93 | 0.93 | 0.94 |\n| astrocyte | 53 | 0.85 | 0.94 | 0.88 | 0.92 | 0.00 | 0.95 | 0.94 | 0.93 | 0.95 |\n| immature B cell | 48 | 0.63 | 0.52 | 0.39 | 0.27 | 0.00 | 0.46 | 0.60 | 0.56 | 0.71 |\n| pancreatic acinar cell | 58 | 0.97 | 0.97 | 0.97 | 0.95 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| secretory cell | 61 | 0.68 | 0.56 | 0.42 | 0.45 | 0.00 | 0.67 | 0.86 | 0.84 | 0.80 |\n| pancreatic A cell | 67 | 0.88 | 0.92 | 0.86 | 0.90 | 0.00 | 0.94 | 0.96 | 0.95 | 0.94 |\n| epidermal cell | 59 | 0.82 | 0.79 | 0.39 | 0.69 | 0.00 | 0.69 | 0.84 | 0.76 | 0.83 |\n| neuron | 37 | 0.65 | 0.68 | 0.60 | 0.68 | 0.00 | 0.85 | 0.92 | 0.82 | 0.86 |\n| brain pericyte | 40 | 0.79 | 0.83 | 0.73 | 0.74 | 0.00 | 0.91 | 0.95 | 0.88 | 0.86 |\n| granulocytopoietic cell | 46 | 0.75 | 0.86 | 0.76 | 0.85 | 0.00 | 0.78 | 0.86 | 0.80 | 0.83 |\n| fibroblast of lung | 48 | 0.95 | 0.95 | 0.93 | 0.92 | 0.00 | 0.93 | 0.97 | 0.95 | 0.97 |\n| kidney collecting duct epithelial cell | 33 | 0.61 | 0.86 | 0.85 | 0.79 | 0.00 | 0.98 | 0.99 | 0.99 | 0.98 |\n| aortic endothelial cell | 9 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.11 | 0.08 | 0.09 |\n| epithelial cell | 34 | 0.31 | 0.11 | 0.43 | 0.41 | 0.00 | 0.37 | 0.54 | 0.48 | 0.59 |\n| late pro-B cell | 38 | 0.88 | 0.94 | 0.93 | 0.84 | 0.00 | 0.91 | 0.96 | 0.92 | 0.97 |\n| basal epithelial cell of tracheobronchial tree | 34 | 0.62 | 0.51 | 0.42 | 0.61 | 0.00 | 0.67 | 0.89 | 0.80 | 0.88 |\n| regular atrial cardiac myocyte | 39 | 0.45 | 0.64 | 0.73 | 0.61 | 0.00 | 0.58 | 0.76 | 0.77 | 0.80 |\n| epithelial cell of proximal tubule | 33 | 0.35 | 0.78 | 0.69 | 0.71 | 0.00 | 0.91 | 0.96 | 0.97 | 0.93 |\n| endocardial cell | 38 | 0.96 | 0.95 | 0.93 | 0.80 | 0.00 | 0.82 | 0.97 | 0.96 | 0.99 |\n| myeloid dendritic cell | 39 | 0.48 | 0.57 | 0.12 | 0.33 | 0.00 | 0.44 | 0.75 | 0.70 | 0.68 |\n| stromal cell | 25 | 0.26 | 0.35 | 0.20 | 0.29 | 0.00 | 0.36 | 0.58 | 0.58 | 0.62 |\n| mature alpha-beta T cell | 32 | 0.22 | 0.15 | 0.09 | 0.31 | 0.00 | 0.36 | 0.36 | 0.49 | 0.26 |\n| cardiac valve cell | 33 | 0.78 | 0.85 | 0.78 | 0.81 | 0.00 | 0.88 | 0.90 | 0.86 | 0.85 |\n| pancreatic ductal cell | 34 | 1.00 | 0.99 | 0.99 | 0.96 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| oligodendrocyte precursor cell | 36 | 0.97 | 0.99 | 0.93 | 0.93 | 0.00 | 1.00 | 0.99 | 0.94 | 0.99 |\n| adventitial cell | 41 | 0.48 | 0.40 | 0.31 | 0.10 | 0.00 | 0.27 | 0.79 | 0.55 | 0.69 |\n| chondrocyte | 23 | 0.73 | 0.79 | 0.81 | 0.67 | 0.00 | 0.81 | 0.89 | 0.85 | 0.83 |\n| Kupffer cell | 38 | 0.99 | 0.93 | 0.84 | 0.85 | 0.00 | 0.80 | 0.97 | 0.92 | 0.97 |\n| granulocyte monocyte progenitor cell | 21 | 0.65 | 0.78 | 0.81 | 0.68 | 0.00 | 0.79 | 0.84 | 0.86 | 0.88 |\n| interneuron | 25 | 0.49 | 0.67 | 0.47 | 0.60 | 0.00 | 0.89 | 0.96 | 0.89 | 0.88 |\n| myeloid leukocyte | 17 | 0.00 | 0.21 | 0.38 | 0.29 | 0.00 | 0.06 | 0.20 | 0.50 | 0.20 |\n| classical monocyte | 13 | 0.00 | 0.27 | 0.28 | 0.22 | 0.00 | 0.36 | 0.62 | 0.57 | 0.53 |\n| mature NK T cell | 19 | 0.40 | 0.17 | 0.26 | 0.16 | 0.00 | 0.46 | 0.33 | 0.68 | 0.58 |\n| pancreatic D cell | 17 | 0.94 | 0.90 | 0.82 | 0.94 | 0.00 | 0.92 | 1.00 | 1.00 | 1.00 |\n| brush cell of epithelium proper of large intestine | 15 | 0.76 | 0.73 | 0.33 | 0.74 | 0.00 | 0.64 | 0.94 | 0.88 | 0.90 |\n| epithelial cell of thymus | 19 | 0.10 | 0.00 | 0.18 | 0.55 | 0.00 | 0.46 | 0.56 | 0.49 | 0.53 |\n| enteroendocrine cell | 11 | 0.95 | 0.62 | 0.53 | 0.86 | 0.00 | 0.81 | 0.90 | 1.00 | 0.95 |\n| leukocyte | 16 | 0.00 | 0.61 | 0.40 | 0.00 | 0.00 | 0.06 | 0.75 | 0.81 | 0.67 |\n| neutrophil | 12 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.18 | 0.42 | 0.40 | 0.11 |\n| vein endothelial cell | 13 | 0.43 | 0.27 | 0.20 | 0.12 | 0.00 | 0.78 | 1.00 | 0.74 | 0.70 |\n| kidney collecting duct principal cell | 11 | 0.00 | 0.86 | 0.73 | 0.78 | 0.00 | 0.87 | 0.91 | 0.83 | 0.95 |\n| neuroepithelial stem cell | 22 | 0.32 | 0.09 | 0.43 | 0.50 | 0.00 | 0.62 | 0.83 | 0.74 | 0.84 |\n| non-classical monocyte | 16 | 0.00 | 0.55 | 0.33 | 0.22 | 0.00 | 0.46 | 0.67 | 0.72 | 0.59 |\n| regular ventricular cardiac myocyte | 16 | 0.43 | 0.00 | 0.81 | 0.80 | 0.00 | 0.82 | 1.00 | 0.94 | 0.86 |\n| kidney loop of Henle ascending limb epithelial cell | 12 | 0.63 | 0.85 | 0.77 | 0.80 | 0.00 | 0.96 | 0.96 | 0.87 | 0.92 |\n| smooth muscle cell of trachea | 11 | 0.00 | 0.00 | 0.21 | 0.27 | 0.00 | 0.29 | 0.52 | 0.46 | 0.40 |\n| professional antigen presenting cell | 2 | 0.00 | 0.00 | 0.14 | 0.50 | 0.00 | 0.33 | 0.36 | 0.21 | 0.50 |\n| smooth muscle cell of the pulmonary artery | 6 | 0.00 | 0.44 | 0.00 | 0.33 | 0.00 | 0.27 | 0.83 | 0.77 | 0.91 |\n| proerythroblast | 10 | 0.00 | 0.40 | 0.24 | 0.31 | 0.00 | 0.17 | 0.30 | 0.40 | 0.12 |\n| smooth muscle cell | 14 | 0.00 | 0.58 | 0.33 | 0.24 | 0.00 | 0.67 | 0.93 | 0.84 | 0.77 |\n| medium spiny neuron | 11 | 1.00 | 0.95 | 0.40 | 0.86 | 0.00 | 0.96 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of lymphatic vessel | 7 | 0.47 | 0.46 | 0.83 | 0.22 | 0.00 | 0.52 | 0.88 | 0.64 | 0.82 |\n| neural stem cell | 14 | 0.00 | 0.80 | 0.72 | 0.64 | 0.00 | 0.79 | 0.89 | 0.75 | 0.85 |\n| mesangial cell | 8 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 | 0.21 | 0.43 | 0.56 | 0.55 |\n| megakaryocyte-erythroid progenitor cell | 10 | 0.32 | 0.40 | 0.40 | 0.57 | 0.00 | 0.55 | 0.57 | 0.67 | 0.64 |\n| mucus secreting cell | 9 | 0.64 | 0.55 | 0.71 | 0.62 | 0.00 | 0.89 | 0.95 | 1.00 | 0.90 |\n| early pro-B cell | 7 | 0.00 | 0.83 | 0.83 | 0.86 | 0.00 | 0.86 | 0.86 | 0.80 | 0.92 |\n| pancreatic PP cell | 8 | 0.00 | 0.40 | 0.22 | 0.20 | 0.00 | 0.71 | 0.88 | 0.80 | 0.40 |\n| basophil | 11 | 0.27 | 0.43 | 0.84 | 0.64 | 0.00 | 0.69 | 0.95 | 0.82 | 0.87 |\n| ciliated columnar cell of tracheobronchial tree | 9 | 0.62 | 0.84 | 0.88 | 0.82 | 0.00 | 0.82 | 0.90 | 0.82 | 0.95 |\n| dendritic cell | 8 | 0.44 | 0.29 | 0.00 | 0.42 | 0.00 | 0.31 | 0.59 | 0.47 | 0.42 |\n| ependymal cell | 6 | 0.00 | 0.60 | 0.67 | 0.92 | 0.00 | 0.80 | 1.00 | 0.92 | 1.00 |\n| Bergmann glial cell | 2 | 0.00 | 0.67 | 0.67 | 0.50 | 0.00 | 0.50 | 0.50 | 0.50 | 0.67 |\n| pulmonary interstitial fibroblast | 4 | 0.38 | 0.50 | 0.50 | 0.75 | 0.00 | 0.67 | 0.86 | 0.67 | 0.67 |\n| pancreatic stellate cell | 3 | 0.67 | 0.67 | 0.67 | 0.00 | 0.00 | 0.18 | 0.67 | 0.57 | 0.67 |\n| regulatory T cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pericyte | 4 | 0.00 | 0.67 | 0.75 | 0.67 | 0.00 | 0.67 | 0.75 | 0.89 | 0.75 |\n| fibrocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| respiratory basal cell | 6 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.56 | 0.80 | 0.91 | 0.67 |\n| plasma cell | 2 | 0.17 | 0.00 | 0.00 | 0.00 | 0.00 | 0.22 | 0.00 | 0.36 | 0.36 |\n| club cell | 2 | 0.00 | 0.00 | 0.10 | 0.20 | 0.00 | 0.11 | 0.67 | 0.29 | 0.40 |\n| kidney interstitial fibroblast | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 |\n| lymphoid lineage restricted progenitor cell | 2 | 0.00 | 0.00 | 0.67 | 1.00 | 0.00 | 0.80 | 0.67 | 0.67 | 0.67 |\n| intermediate monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| lymphocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| lung macrophage | 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| lung neuroendocrine 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| microglial cell | 11932 | 0.99 | 0.99 | 0.95 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 1.00 |\n| B cell | 5056 | 0.64 | 0.71 | 0.82 | 0.78 | 0.00 | 0.93 | 0.69 | 0.73 | 0.86 |\n| endothelial cell | 4433 | 0.79 | 0.79 | 0.85 | 0.78 | 0.00 | 0.81 | 0.87 | 0.84 | 0.92 |\n| mesenchymal stem cell of adipose tissue | 4275 | 0.85 | 0.88 | 0.81 | 0.76 | 0.00 | 0.97 | 0.94 | 0.88 | 0.96 |\n| basal cell of epidermis | 3808 | 0.84 | 0.89 | 0.92 | 0.90 | 0.00 | 0.81 | 0.93 | 0.91 | 0.93 |\n| fibroblast of cardiac tissue | 3575 | 0.92 | 0.91 | 0.81 | 0.78 | 0.00 | 0.96 | 0.95 | 0.92 | 0.96 |\n| hematopoietic stem cell | 2994 | 0.93 | 0.94 | 0.96 | 0.96 | 0.00 | 0.96 | 0.97 | 0.96 | 0.97 |\n| granulocyte | 2672 | 0.89 | 0.91 | 0.90 | 0.92 | 0.00 | 0.94 | 0.95 | 0.94 | 0.96 |\n| naive B cell | 2625 | 0.38 | 0.02 | 0.75 | 0.61 | 0.00 | 0.92 | 0.61 | 0.66 | 0.73 |\n| skeletal muscle satellite cell | 2441 | 0.97 | 0.97 | 0.91 | 0.98 | 0.00 | 0.97 | 0.98 | 0.97 | 0.98 |\n| endothelial cell of coronary artery | 2431 | 0.76 | 0.75 | 0.81 | 0.63 | 0.00 | 0.87 | 0.91 | 0.87 | 0.95 |\n| keratinocyte stem cell | 2384 | 0.94 | 0.94 | 0.96 | 0.95 | 0.00 | 0.95 | 0.97 | 0.95 | 0.97 |\n| myeloid cell | 2307 | 0.52 | 0.66 | 0.70 | 0.66 | 0.00 | 0.82 | 0.77 | 0.78 | 0.85 |\n| enterocyte of epithelium of large intestine | 2273 | 0.91 | 0.94 | 0.95 | 0.95 | 0.00 | 0.94 | 0.95 | 0.94 | 0.96 |\n| macrophage | 2192 | 0.33 | 0.48 | 0.72 | 0.63 | 0.00 | 0.67 | 0.60 | 0.66 | 0.72 |\n| basal cell | 1933 | 0.99 | 0.98 | 0.98 | 0.96 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| bronchial smooth muscle cell | 1907 | 0.94 | 0.93 | 0.81 | 0.77 | 0.00 | 0.94 | 0.98 | 0.96 | 0.97 |\n| oligodendrocyte | 1873 | 0.98 | 0.99 | 0.98 | 1.00 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| DN4 thymocyte | 1590 | 0.59 | 0.56 | 0.66 | 0.69 | 0.00 | 0.92 | 0.86 | 0.86 | 0.88 |\n| epithelial cell of large intestine | 1532 | 0.88 | 0.88 | 0.87 | 0.88 | 0.00 | 0.89 | 0.95 | 0.93 | 0.94 |\n| thymocyte | 1475 | 0.88 | 0.90 | 0.80 | 0.92 | 0.00 | 0.93 | 0.95 | 0.96 | 0.95 |\n| large intestine goblet cell | 1419 | 0.78 | 0.83 | 0.89 | 0.88 | 0.00 | 0.92 | 0.96 | 0.93 | 0.95 |\n| intestinal crypt stem cell | 1424 | 0.87 | 0.90 | 0.91 | 0.91 | 0.00 | 0.90 | 0.95 | 0.91 | 0.95 |\n| mesenchymal stem cell | 1250 | 0.64 | 0.68 | 0.65 | 0.60 | 0.00 | 0.92 | 0.89 | 0.84 | 0.91 |\n| bladder urothelial cell | 1278 | 0.98 | 0.94 | 0.95 | 0.94 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| type B pancreatic cell | 1213 | 0.96 | 0.96 | 0.90 | 0.96 | 0.00 | 0.97 | 0.98 | 0.98 | 0.97 |\n| fibroblast | 1193 | 0.48 | 0.54 | 0.60 | 0.54 | 0.00 | 0.96 | 0.92 | 0.83 | 0.92 |\n| T cell | 1218 | 0.49 | 0.52 | 0.60 | 0.59 | 0.00 | 0.71 | 0.74 | 0.77 | 0.74 |\n| monocyte | 1165 | 0.60 | 0.72 | 0.83 | 0.73 | 0.00 | 0.82 | 0.86 | 0.84 | 0.91 |\n| keratinocyte | 1084 | 0.76 | 0.88 | 0.91 | 0.83 | 0.00 | 0.78 | 0.93 | 0.90 | 0.92 |\n| CD4-positive, alpha-beta T cell | 1028 | 0.54 | 0.54 | 0.66 | 0.60 | 0.00 | 0.72 | 0.73 | 0.79 | 0.78 |\n| hepatocyte | 1047 | 0.96 | 0.95 | 0.95 | 0.96 | 0.00 | 0.96 | 0.98 | 0.98 | 0.98 |\n| CD8-positive, alpha-beta T cell | 959 | 0.49 | 0.51 | 0.62 | 0.59 | 0.00 | 0.74 | 0.75 | 0.78 | 0.76 |\n| promonocyte | 917 | 0.45 | 0.60 | 0.93 | 0.61 | 0.00 | 0.95 | 0.87 | 0.87 | 0.95 |\n| bladder cell | 914 | 0.98 | 0.98 | 0.91 | 0.80 | 0.00 | 0.99 | 1.00 | 0.96 | 1.00 |\n| natural killer cell | 779 | 0.75 | 0.75 | 0.75 | 0.73 | 0.00 | 0.80 | 0.88 | 0.90 | 0.88 |\n| precursor B cell | 770 | 0.83 | 0.85 | 0.87 | 0.80 | 0.00 | 0.90 | 0.96 | 0.95 | 0.94 |\n| luminal epithelial cell of mammary gland | 688 | 0.95 | 0.96 | 0.99 | 0.97 | 0.00 | 0.95 | 1.00 | 0.98 | 0.99 |\n| endothelial cell of hepatic sinusoid | 558 | 0.94 | 0.85 | 0.90 | 0.84 | 0.00 | 0.92 | 0.99 | 0.98 | 0.99 |\n| astrocyte | 539 | 0.86 | 0.93 | 0.95 | 0.95 | 0.00 | 0.97 | 0.99 | 0.99 | 0.98 |\n| immature B cell | 541 | 0.64 | 0.55 | 0.63 | 0.54 | 0.00 | 0.80 | 0.79 | 0.79 | 0.87 |\n| pancreatic acinar cell | 518 | 0.92 | 0.94 | 0.94 | 0.94 | 0.00 | 0.97 | 0.99 | 0.99 | 0.98 |\n| secretory cell | 502 | 0.64 | 0.28 | 0.78 | 0.71 | 0.00 | 0.86 | 0.95 | 0.91 | 0.93 |\n| pancreatic A cell | 454 | 0.83 | 0.82 | 0.87 | 0.87 | 0.00 | 0.92 | 0.97 | 0.96 | 0.91 |\n| epidermal cell | 433 | 0.72 | 0.67 | 0.78 | 0.77 | 0.00 | 0.65 | 0.84 | 0.82 | 0.83 |\n| neuron | 447 | 0.69 | 0.66 | 0.72 | 0.80 | 0.00 | 0.91 | 0.98 | 0.97 | 0.95 |\n| brain pericyte | 444 | 0.79 | 0.80 | 0.82 | 0.83 | 0.00 | 0.94 | 1.00 | 0.98 | 0.92 |\n| granulocytopoietic cell | 437 | 0.78 | 0.87 | 0.90 | 0.89 | 0.00 | 0.81 | 0.93 | 0.92 | 0.94 |\n| fibroblast of lung | 431 | 0.96 | 0.96 | 0.88 | 0.88 | 0.00 | 0.98 | 0.99 | 0.97 | 0.99 |\n| kidney collecting duct epithelial cell | 407 | 0.65 | 0.81 | 0.88 | 0.81 | 0.00 | 0.96 | 1.00 | 0.99 | 0.97 |\n| aortic endothelial cell | 420 | 0.21 | 0.02 | 0.39 | 0.40 | 0.00 | 0.67 | 0.55 | 0.49 | 0.82 |\n| epithelial cell | 392 | 0.30 | 0.04 | 0.72 | 0.64 | 0.00 | 0.76 | 0.72 | 0.74 | 0.82 |\n| late pro-B cell | 373 | 0.84 | 0.91 | 0.93 | 0.86 | 0.00 | 0.94 | 0.99 | 0.98 | 0.97 |\n| basal epithelial cell of tracheobronchial tree | 367 | 0.69 | 0.53 | 0.80 | 0.69 | 0.00 | 0.88 | 0.95 | 0.88 | 0.94 |\n| regular atrial cardiac myocyte | 360 | 0.54 | 0.60 | 0.81 | 0.72 | 0.00 | 0.74 | 0.81 | 0.88 | 0.91 |\n| epithelial cell of proximal tubule | 349 | 0.39 | 0.77 | 0.87 | 0.77 | 0.00 | 0.95 | 0.99 | 0.99 | 0.96 |\n| endocardial cell | 337 | 0.96 | 0.93 | 0.96 | 0.83 | 0.00 | 0.93 | 0.96 | 0.95 | 0.97 |\n| myeloid dendritic cell | 334 | 0.45 | 0.47 | 0.86 | 0.58 | 0.00 | 0.91 | 0.89 | 0.82 | 0.88 |\n| stromal cell | 315 | 0.24 | 0.19 | 0.62 | 0.47 | 0.00 | 0.94 | 0.76 | 0.68 | 0.92 |\n| mature alpha-beta T cell | 298 | 0.32 | 0.19 | 0.60 | 0.48 | 0.00 | 0.80 | 0.74 | 0.86 | 0.83 |\n| cardiac valve cell | 282 | 0.86 | 0.91 | 0.81 | 0.88 | 0.00 | 0.95 | 0.96 | 0.97 | 0.94 |\n| pancreatic ductal cell | 279 | 0.98 | 0.97 | 0.99 | 0.94 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| oligodendrocyte precursor cell | 276 | 0.96 | 0.98 | 0.95 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| adventitial cell | 247 | 0.48 | 0.52 | 0.72 | 0.30 | 0.00 | 0.89 | 0.89 | 0.73 | 0.95 |\n| chondrocyte | 252 | 0.87 | 0.80 | 0.91 | 0.82 | 0.00 | 0.89 | 0.98 | 0.95 | 0.95 |\n| Kupffer cell | 224 | 0.94 | 0.64 | 0.88 | 0.82 | 0.00 | 0.75 | 0.98 | 0.97 | 0.99 |\n| granulocyte monocyte progenitor cell | 229 | 0.62 | 0.78 | 0.87 | 0.86 | 0.00 | 0.83 | 0.90 | 0.89 | 0.91 |\n| interneuron | 215 | 0.55 | 0.68 | 0.82 | 0.76 | 0.00 | 0.89 | 0.98 | 0.94 | 0.90 |\n| myeloid leukocyte | 192 | 0.00 | 0.11 | 0.82 | 0.40 | 0.00 | 0.87 | 0.91 | 0.89 | 0.97 |\n| classical monocyte | 189 | 0.00 | 0.34 | 0.64 | 0.53 | 0.00 | 0.90 | 0.87 | 0.86 | 0.92 |\n| mature NK T cell | 180 | 0.35 | 0.14 | 0.66 | 0.38 | 0.00 | 0.72 | 0.91 | 0.92 | 0.91 |\n| pancreatic D cell | 174 | 0.90 | 0.89 | 0.87 | 0.89 | 0.00 | 0.91 | 0.99 | 0.98 | 0.96 |\n| brush cell of epithelium proper of large intestine | 160 | 0.76 | 0.76 | 0.77 | 0.81 | 0.00 | 0.85 | 0.98 | 0.97 | 0.94 |\n| epithelial cell of thymus | 146 | 0.22 | 0.01 | 0.58 | 0.50 | 0.00 | 0.76 | 0.89 | 0.78 | 0.93 |\n| enteroendocrine cell | 150 | 0.88 | 0.53 | 0.76 | 0.89 | 0.00 | 0.91 | 0.99 | 0.98 | 0.98 |\n| leukocyte | 142 | 0.00 | 0.31 | 0.71 | 0.44 | 0.00 | 0.74 | 0.81 | 0.85 | 0.95 |\n| neutrophil | 141 | 0.00 | 0.10 | 0.28 | 0.21 | 0.00 | 0.80 | 0.75 | 0.69 | 0.80 |\n| vein endothelial cell | 139 | 0.53 | 0.54 | 0.71 | 0.30 | 0.00 | 0.88 | 0.95 | 0.89 | 0.85 |\n| kidney collecting duct principal cell | 140 | 0.00 | 0.78 | 0.88 | 0.75 | 0.00 | 0.96 | 0.99 | 0.96 | 0.98 |\n| neuroepithelial stem cell | 129 | 0.21 | 0.03 | 0.84 | 0.73 | 0.00 | 0.73 | 0.91 | 0.83 | 0.93 |\n| non-classical monocyte | 133 | 0.00 | 0.36 | 0.59 | 0.38 | 0.00 | 0.83 | 0.81 | 0.77 | 0.89 |\n| regular ventricular cardiac myocyte | 129 | 0.53 | 0.00 | 0.87 | 0.84 | 0.00 | 0.91 | 0.98 | 0.98 | 0.98 |\n| kidney loop of Henle ascending limb epithelial cell | 132 | 0.65 | 0.85 | 0.92 | 0.69 | 0.00 | 0.96 | 1.00 | 0.99 | 0.99 |\n| smooth muscle cell of trachea | 114 | 0.00 | 0.11 | 0.58 | 0.52 | 0.00 | 0.85 | 0.85 | 0.77 | 0.84 |\n| professional antigen presenting cell | 114 | 0.14 | 0.15 | 0.53 | 0.61 | 0.00 | 0.84 | 0.87 | 0.80 | 0.93 |\n| smooth muscle cell of the pulmonary artery | 105 | 0.00 | 0.55 | 0.77 | 0.40 | 0.00 | 0.53 | 0.89 | 0.83 | 0.91 |\n| proerythroblast | 97 | 0.00 | 0.10 | 0.62 | 0.28 | 0.00 | 0.76 | 0.92 | 0.87 | 0.89 |\n| smooth muscle cell | 89 | 0.00 | 0.34 | 0.67 | 0.42 | 0.00 | 0.95 | 0.97 | 0.92 | 0.91 |\n| medium spiny neuron | 92 | 0.98 | 0.54 | 0.83 | 0.88 | 0.00 | 0.94 | 1.00 | 0.99 | 0.99 |\n| endothelial cell of lymphatic vessel | 92 | 0.47 | 0.41 | 0.93 | 0.55 | 0.00 | 0.63 | 0.81 | 0.72 | 0.85 |\n| neural stem cell | 83 | 0.00 | 0.75 | 0.83 | 0.94 | 0.00 | 0.93 | 1.00 | 0.95 | 0.99 |\n| mesangial cell | 84 | 0.00 | 0.16 | 0.61 | 0.39 | 0.00 | 0.79 | 0.86 | 0.68 | 0.91 |\n| megakaryocyte-erythroid progenitor cell | 70 | 0.30 | 0.27 | 0.80 | 0.82 | 0.00 | 0.81 | 0.89 | 0.96 | 0.94 |\n| mucus secreting cell | 64 | 0.57 | 0.64 | 0.86 | 0.82 | 0.00 | 0.96 | 0.95 | 0.98 | 0.98 |\n| early pro-B cell | 65 | 0.00 | 0.69 | 0.70 | 0.79 | 0.00 | 0.92 | 0.99 | 0.99 | 0.94 |\n| pancreatic PP cell | 63 | 0.00 | 0.17 | 0.67 | 0.35 | 0.00 | 0.90 | 0.99 | 0.98 | 0.82 |\n| basophil | 60 | 0.28 | 0.61 | 0.76 | 0.81 | 0.00 | 0.75 | 0.97 | 0.82 | 0.85 |\n| ciliated columnar cell of tracheobronchial tree | 61 | 0.80 | 0.87 | 0.96 | 0.86 | 0.00 | 0.88 | 0.99 | 0.93 | 0.98 |\n| dendritic cell | 54 | 0.45 | 0.26 | 0.77 | 0.64 | 0.00 | 0.91 | 0.91 | 0.84 | 0.81 |\n| ependymal cell | 49 | 0.00 | 0.70 | 0.97 | 0.85 | 0.00 | 0.95 | 1.00 | 1.00 | 0.98 |\n| Bergmann glial cell | 52 | 0.00 | 0.45 | 0.86 | 0.76 | 0.00 | 0.77 | 1.00 | 1.00 | 0.96 |\n| pulmonary interstitial fibroblast | 45 | 0.41 | 0.59 | 0.76 | 0.74 | 0.00 | 0.92 | 1.00 | 0.94 | 0.95 |\n| pancreatic stellate cell | 45 | 0.88 | 0.47 | 0.93 | 0.48 | 0.00 | 0.86 | 0.90 | 0.89 | 0.95 |\n| regulatory T cell | 43 | 0.00 | 0.00 | 0.12 | 0.04 | 0.00 | 0.68 | 0.90 | 0.91 | 0.44 |\n| pericyte | 34 | 0.00 | 0.77 | 0.72 | 0.82 | 0.00 | 0.84 | 0.96 | 0.94 | 0.93 |\n| fibrocyte | 35 | 0.00 | 0.00 | 0.40 | 0.41 | 0.00 | 0.60 | 0.76 | 0.82 | 0.87 |\n| respiratory basal cell | 28 | 0.00 | 0.00 | 0.89 | 0.74 | 0.00 | 0.68 | 0.95 | 0.98 | 0.96 |\n| plasma cell | 23 | 0.16 | 0.00 | 0.75 | 0.16 | 0.00 | 0.25 | 0.45 | 0.36 | 0.43 |\n| club cell | 20 | 0.00 | 0.00 | 0.22 | 0.17 | 0.00 | 0.26 | 0.91 | 0.44 | 0.57 |\n| kidney interstitial fibroblast | 15 | 0.00 | 0.00 | 0.64 | 0.85 | 0.00 | 0.83 | 0.86 | 0.97 | 1.00 |\n| lymphoid lineage restricted progenitor cell | 11 | 0.00 | 0.00 | 0.90 | 0.91 | 0.00 | 0.69 | 0.63 | 1.00 | 0.95 |\n| intermediate monocyte | 12 | 0.00 | 0.00 | 0.25 | 0.13 | 0.00 | 0.91 | 1.00 | 1.00 | 0.50 |\n| lymphocyte | 9 | 0.00 | 0.00 | 0.20 | 0.00 | 0.00 | 0.76 | 1.00 | 1.00 | 0.20 |\n| lung macrophage | 8 | 0.00 | 0.00 | 0.22 | 0.00 | 0.00 | 0.44 | 0.89 | 0.80 | 0.93 |\n| plasmacytoid dendritic cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.63 | 0.43 | 0.86 | 0.67 |\n| lung neuroendocrine cell | 4 | 0.00 | 0.00 | 0.86 | 0.86 | 0.00 | 1.00 | 0.89 | 1.00 | 0.86 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| microglial cell | 1361 | 0.99 | 0.99 | 0.96 | 0.99 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| B cell | 551 | 0.61 | 0.71 | 0.71 | 0.66 | 0.00 | 0.67 | 0.60 | 0.67 | 0.74 |\n| endothelial cell | 488 | 0.77 | 0.84 | 0.79 | 0.70 | 0.00 | 0.68 | 0.86 | 0.85 | 0.90 |\n| mesenchymal stem cell of adipose tissue | 449 | 0.88 | 0.89 | 0.75 | 0.64 | 0.00 | 0.78 | 0.93 | 0.89 | 0.92 |\n| basal cell of epidermis | 390 | 0.86 | 0.90 | 0.83 | 0.84 | 0.00 | 0.86 | 0.91 | 0.88 | 0.92 |\n| fibroblast of cardiac tissue | 343 | 0.93 | 0.93 | 0.75 | 0.64 | 0.00 | 0.68 | 0.96 | 0.92 | 0.95 |\n| hematopoietic stem cell | 335 | 0.95 | 0.95 | 0.94 | 0.94 | 0.00 | 0.91 | 0.97 | 0.96 | 0.96 |\n| granulocyte | 290 | 0.92 | 0.92 | 0.87 | 0.88 | 0.00 | 0.79 | 0.92 | 0.91 | 0.94 |\n| naive B cell | 332 | 0.43 | 0.08 | 0.50 | 0.31 | 0.00 | 0.39 | 0.52 | 0.58 | 0.36 |\n| skeletal muscle satellite cell | 258 | 0.97 | 0.98 | 0.94 | 0.87 | 0.00 | 0.88 | 0.97 | 0.96 | 0.97 |\n| endothelial cell of coronary artery | 268 | 0.74 | 0.76 | 0.60 | 0.54 | 0.00 | 0.54 | 0.90 | 0.83 | 0.88 |\n| keratinocyte stem cell | 257 | 0.94 | 0.93 | 0.94 | 0.81 | 0.00 | 0.91 | 0.95 | 0.94 | 0.96 |\n| myeloid cell | 248 | 0.59 | 0.68 | 0.45 | 0.47 | 0.00 | 0.47 | 0.73 | 0.70 | 0.74 |\n| enterocyte of epithelium of large intestine | 263 | 0.92 | 0.92 | 0.87 | 0.92 | 0.00 | 0.91 | 0.93 | 0.92 | 0.95 |\n| macrophage | 236 | 0.38 | 0.52 | 0.43 | 0.45 | 0.00 | 0.43 | 0.53 | 0.55 | 0.60 |\n| basal cell | 189 | 1.00 | 0.99 | 0.98 | 0.85 | 0.00 | 0.91 | 1.00 | 0.98 | 1.00 |\n| bronchial smooth muscle cell | 210 | 0.94 | 0.94 | 0.85 | 0.64 | 0.00 | 0.06 | 0.95 | 0.94 | 0.96 |\n| oligodendrocyte | 209 | 1.00 | 1.00 | 0.98 | 0.99 | 0.00 | 1.00 | 1.00 | 0.98 | 1.00 |\n| DN4 thymocyte | 159 | 0.57 | 0.59 | 0.46 | 0.51 | 0.00 | 0.31 | 0.72 | 0.74 | 0.70 |\n| epithelial cell of large intestine | 178 | 0.84 | 0.86 | 0.76 | 0.74 | 0.00 | 0.84 | 0.91 | 0.90 | 0.89 |\n| thymocyte | 153 | 0.87 | 0.90 | 0.74 | 0.87 | 0.00 | 0.85 | 0.90 | 0.94 | 0.92 |\n| large intestine goblet cell | 165 | 0.79 | 0.86 | 0.82 | 0.79 | 0.00 | 0.79 | 0.91 | 0.86 | 0.92 |\n| intestinal crypt stem cell | 159 | 0.87 | 0.88 | 0.79 | 0.81 | 0.00 | 0.86 | 0.93 | 0.87 | 0.92 |\n| mesenchymal stem cell | 169 | 0.69 | 0.78 | 0.59 | 0.47 | 0.00 | 0.65 | 0.84 | 0.83 | 0.85 |\n| bladder urothelial cell | 121 | 0.97 | 0.95 | 0.91 | 0.88 | 0.00 | 0.95 | 0.99 | 0.99 | 0.98 |\n| type B pancreatic cell | 129 | 0.98 | 0.98 | 0.93 | 0.96 | 0.00 | 0.98 | 0.98 | 0.96 | 0.98 |\n| fibroblast | 131 | 0.56 | 0.62 | 0.32 | 0.28 | 0.00 | 0.53 | 0.85 | 0.72 | 0.79 |\n| T cell | 122 | 0.40 | 0.41 | 0.41 | 0.42 | 0.00 | 0.39 | 0.53 | 0.51 | 0.49 |\n| monocyte | 113 | 0.64 | 0.73 | 0.56 | 0.56 | 0.00 | 0.52 | 0.81 | 0.79 | 0.79 |\n| keratinocyte | 121 | 0.79 | 0.90 | 0.70 | 0.71 | 0.00 | 0.79 | 0.92 | 0.86 | 0.89 |\n| CD4-positive, alpha-beta T cell | 142 | 0.61 | 0.62 | 0.51 | 0.42 | 0.00 | 0.55 | 0.51 | 0.60 | 0.68 |\n| hepatocyte | 96 | 0.93 | 0.94 | 0.95 | 0.91 | 0.00 | 0.94 | 0.96 | 0.94 | 0.96 |\n| CD8-positive, alpha-beta T cell | 110 | 0.49 | 0.54 | 0.42 | 0.40 | 0.00 | 0.41 | 0.47 | 0.58 | 0.54 |\n| promonocyte | 101 | 0.60 | 0.68 | 0.59 | 0.55 | 0.00 | 0.56 | 0.73 | 0.74 | 0.78 |\n| bladder cell | 86 | 0.99 | 0.99 | 0.91 | 0.64 | 0.00 | 0.77 | 1.00 | 0.97 | 0.99 |\n| natural killer cell | 89 | 0.72 | 0.72 | 0.63 | 0.72 | 0.00 | 0.70 | 0.68 | 0.76 | 0.78 |\n| precursor B cell | 90 | 0.84 | 0.89 | 0.79 | 0.75 | 0.00 | 0.87 | 0.91 | 0.90 | 0.92 |\n| luminal epithelial cell of mammary gland | 76 | 0.93 | 0.94 | 0.94 | 0.91 | 0.00 | 0.91 | 0.97 | 0.95 | 0.96 |\n| endothelial cell of hepatic sinusoid | 58 | 0.93 | 0.97 | 0.94 | 0.85 | 0.00 | 0.84 | 0.96 | 0.93 | 0.97 |\n| astrocyte | 57 | 0.95 | 0.96 | 0.91 | 0.94 | 0.00 | 0.96 | 0.96 | 0.94 | 0.97 |\n| immature B cell | 53 | 0.59 | 0.51 | 0.43 | 0.35 | 0.00 | 0.48 | 0.58 | 0.57 | 0.72 |\n| pancreatic acinar cell | 57 | 0.97 | 0.98 | 0.94 | 0.95 | 0.00 | 0.93 | 0.98 | 0.97 | 0.99 |\n| secretory cell | 62 | 0.67 | 0.63 | 0.46 | 0.43 | 0.00 | 0.68 | 0.88 | 0.80 | 0.89 |\n| pancreatic A cell | 65 | 0.91 | 0.93 | 0.89 | 0.90 | 0.00 | 0.94 | 0.95 | 0.94 | 0.95 |\n| epidermal cell | 63 | 0.81 | 0.78 | 0.55 | 0.78 | 0.00 | 0.77 | 0.83 | 0.82 | 0.88 |\n| neuron | 43 | 0.64 | 0.68 | 0.64 | 0.79 | 0.00 | 0.79 | 0.93 | 0.84 | 0.92 |\n| brain pericyte | 42 | 0.78 | 0.88 | 0.77 | 0.68 | 0.00 | 0.81 | 0.99 | 0.90 | 0.89 |\n| fibroblast of lung | 52 | 0.92 | 0.93 | 0.89 | 0.86 | 0.00 | 0.90 | 0.95 | 0.98 | 0.91 |\n| granulocytopoietic cell | 36 | 0.85 | 0.82 | 0.79 | 0.80 | 0.00 | 0.75 | 0.90 | 0.83 | 0.87 |\n| kidney collecting duct epithelial cell | 33 | 0.70 | 0.86 | 0.84 | 0.79 | 0.00 | 0.97 | 0.99 | 0.97 | 0.99 |\n| aortic endothelial cell | 11 | 0.00 | 0.00 | 0.10 | 0.12 | 0.00 | 0.00 | 0.11 | 0.10 | 0.08 |\n| epithelial cell | 39 | 0.38 | 0.14 | 0.42 | 0.37 | 0.00 | 0.39 | 0.54 | 0.59 | 0.60 |\n| late pro-B cell | 41 | 0.83 | 0.94 | 0.90 | 0.76 | 0.00 | 0.86 | 0.99 | 0.91 | 0.97 |\n| basal epithelial cell of tracheobronchial tree | 36 | 0.64 | 0.50 | 0.48 | 0.45 | 0.00 | 0.66 | 0.89 | 0.70 | 0.75 |\n| regular atrial cardiac myocyte | 34 | 0.45 | 0.62 | 0.70 | 0.68 | 0.00 | 0.63 | 0.64 | 0.78 | 0.82 |\n| epithelial cell of proximal tubule | 38 | 0.70 | 0.83 | 0.75 | 0.75 | 0.00 | 0.87 | 0.99 | 0.95 | 0.95 |\n| endocardial cell | 39 | 0.95 | 0.91 | 0.90 | 0.78 | 0.00 | 0.88 | 0.99 | 0.92 | 0.96 |\n| myeloid dendritic cell | 42 | 0.46 | 0.62 | 0.19 | 0.46 | 0.00 | 0.33 | 0.77 | 0.74 | 0.75 |\n| stromal cell | 29 | 0.58 | 0.41 | 0.13 | 0.30 | 0.00 | 0.30 | 0.71 | 0.59 | 0.73 |\n| mature alpha-beta T cell | 35 | 0.26 | 0.15 | 0.21 | 0.12 | 0.00 | 0.25 | 0.38 | 0.50 | 0.26 |\n| cardiac valve cell | 28 | 0.85 | 0.88 | 0.83 | 0.72 | 0.00 | 0.86 | 0.90 | 0.92 | 0.89 |\n| pancreatic ductal cell | 39 | 1.00 | 0.99 | 0.95 | 0.96 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| oligodendrocyte precursor cell | 35 | 0.96 | 1.00 | 0.96 | 0.97 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| adventitial cell | 34 | 0.00 | 0.48 | 0.36 | 0.08 | 0.00 | 0.43 | 0.73 | 0.60 | 0.60 |\n| chondrocyte | 31 | 0.80 | 0.76 | 0.85 | 0.79 | 0.00 | 0.80 | 0.95 | 0.85 | 0.90 |\n| Kupffer cell | 29 | 0.98 | 0.96 | 0.87 | 0.88 | 0.00 | 0.88 | 0.93 | 0.86 | 0.98 |\n| granulocyte monocyte progenitor cell | 21 | 0.73 | 0.74 | 0.74 | 0.78 | 0.00 | 0.66 | 0.89 | 0.78 | 0.86 |\n| interneuron | 24 | 0.67 | 0.65 | 0.40 | 0.75 | 0.00 | 0.79 | 0.98 | 0.92 | 0.96 |\n| myeloid leukocyte | 19 | 0.19 | 0.10 | 0.19 | 0.21 | 0.00 | 0.18 | 0.29 | 0.52 | 0.35 |\n| classical monocyte | 16 | 0.00 | 0.39 | 0.26 | 0.19 | 0.00 | 0.11 | 0.70 | 0.71 | 0.59 |\n| mature NK T cell | 24 | 0.29 | 0.27 | 0.22 | 0.21 | 0.00 | 0.37 | 0.49 | 0.65 | 0.53 |\n| pancreatic D cell | 19 | 0.94 | 1.00 | 0.84 | 0.92 | 0.00 | 0.95 | 0.97 | 0.92 | 0.97 |\n| brush cell of epithelium proper of large intestine | 20 | 0.80 | 0.70 | 0.32 | 0.79 | 0.00 | 0.90 | 0.90 | 0.86 | 0.88 |\n| epithelial cell of thymus | 20 | 0.44 | 0.00 | 0.24 | 0.50 | 0.00 | 0.41 | 0.49 | 0.42 | 0.48 |\n| enteroendocrine cell | 10 | 0.90 | 0.69 | 0.55 | 0.67 | 0.00 | 0.74 | 1.00 | 0.95 | 0.95 |\n| leukocyte | 16 | 0.00 | 0.48 | 0.20 | 0.34 | 0.00 | 0.42 | 0.54 | 0.86 | 0.74 |\n| neutrophil | 15 | 0.00 | 0.00 | 0.11 | 0.00 | 0.00 | 0.14 | 0.36 | 0.56 | 0.29 |\n| kidney collecting duct principal cell | 13 | 0.00 | 0.83 | 0.80 | 0.53 | 0.00 | 0.79 | 0.83 | 0.85 | 0.92 |\n| vein endothelial cell | 15 | 0.50 | 0.42 | 0.11 | 0.44 | 0.00 | 0.81 | 0.93 | 0.74 | 0.80 |\n| neuroepithelial stem cell | 22 | 0.43 | 0.09 | 0.43 | 0.65 | 0.00 | 0.64 | 0.85 | 0.76 | 0.82 |\n| non-classical monocyte | 16 | 0.18 | 0.58 | 0.43 | 0.32 | 0.00 | 0.28 | 0.76 | 0.47 | 0.63 |\n| regular ventricular cardiac myocyte | 14 | 0.75 | 0.00 | 0.86 | 0.75 | 0.00 | 0.81 | 1.00 | 0.97 | 0.96 |\n| kidney loop of Henle ascending limb epithelial cell | 14 | 0.70 | 0.90 | 0.90 | 0.52 | 0.00 | 0.65 | 0.96 | 0.86 | 0.93 |\n| smooth muscle cell of trachea | 13 | 0.00 | 0.00 | 0.36 | 0.35 | 0.00 | 0.31 | 0.61 | 0.33 | 0.48 |\n| professional antigen presenting cell | 2 | 0.00 | 0.18 | 0.00 | 0.29 | 0.00 | 0.29 | 0.00 | 0.21 | 0.33 |\n| smooth muscle cell of the pulmonary artery | 6 | 0.00 | 0.67 | 0.25 | 0.00 | 0.00 | 0.43 | 0.71 | 0.63 | 0.83 |\n| proerythroblast | 12 | 0.00 | 0.27 | 0.21 | 0.44 | 0.00 | 0.08 | 0.50 | 0.40 | 0.33 |\n| medium spiny neuron | 8 | 1.00 | 0.93 | 0.44 | 0.50 | 0.00 | 1.00 | 1.00 | 0.94 | 1.00 |\n| smooth muscle cell | 13 | 0.00 | 0.82 | 0.25 | 0.13 | 0.00 | 0.83 | 0.93 | 0.92 | 0.92 |\n| endothelial cell of lymphatic vessel | 8 | 0.44 | 0.50 | 0.93 | 0.53 | 0.00 | 0.62 | 0.94 | 0.76 | 0.89 |\n| neural stem cell | 12 | 0.85 | 0.91 | 0.76 | 0.96 | 0.00 | 0.80 | 0.87 | 0.80 | 0.87 |\n| mesangial cell | 8 | 0.00 | 0.40 | 0.00 | 0.33 | 0.00 | 0.14 | 0.67 | 0.77 | 0.55 |\n| megakaryocyte-erythroid progenitor cell | 9 | 0.24 | 0.60 | 0.60 | 0.80 | 0.00 | 0.52 | 0.67 | 0.44 | 0.61 |\n| mucus secreting cell | 8 | 0.52 | 0.42 | 0.71 | 0.62 | 0.00 | 0.76 | 0.94 | 0.94 | 0.80 |\n| early pro-B cell | 7 | 0.59 | 0.73 | 0.44 | 0.43 | 0.00 | 0.78 | 0.77 | 0.80 | 0.86 |\n| pancreatic PP cell | 6 | 0.00 | 0.44 | 0.00 | 0.50 | 0.00 | 0.77 | 0.77 | 0.77 | 0.60 |\n| basophil | 10 | 0.48 | 0.57 | 0.78 | 0.78 | 0.00 | 0.54 | 0.87 | 0.75 | 0.87 |\n| ciliated columnar cell of tracheobronchial tree | 9 | 0.71 | 0.89 | 0.94 | 0.74 | 0.00 | 0.72 | 0.84 | 0.75 | 1.00 |\n| dendritic cell | 8 | 0.33 | 0.33 | 0.18 | 0.40 | 0.00 | 0.52 | 0.67 | 0.56 | 0.55 |\n| ependymal cell | 7 | 0.44 | 0.67 | 0.44 | 0.67 | 0.00 | 0.71 | 1.00 | 0.83 | 0.92 |\n| Bergmann glial cell | 2 | 0.67 | 0.67 | 1.00 | 0.57 | 0.00 | 1.00 | 0.80 | 1.00 | 1.00 |\n| pulmonary interstitial fibroblast | 4 | 0.75 | 0.75 | 0.60 | 0.33 | 0.00 | 0.50 | 0.86 | 0.67 | 0.75 |\n| pancreatic stellate cell | 3 | 0.86 | 1.00 | 0.86 | 0.80 | 0.00 | 0.40 | 0.67 | 0.67 | 0.86 |\n| regulatory T cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pericyte | 3 | 0.75 | 0.57 | 0.67 | 0.40 | 0.00 | 0.67 | 0.67 | 0.75 | 0.67 |\n| fibrocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| respiratory basal cell | 5 | 0.00 | 0.00 | 0.00 | 0.57 | 0.00 | 0.73 | 0.89 | 1.00 | 0.33 |\n| plasma cell | 1 | 0.10 | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 0.25 | 0.18 | 0.20 |\n| club cell | 2 | 0.00 | 0.00 | 0.08 | 0.67 | 0.00 | 0.25 | 0.40 | 0.40 | 0.67 |\n| kidney interstitial fibroblast | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 0.00 | 1.00 | 0.00 |\n| lymphoid lineage restricted progenitor cell | 2 | 0.67 | 0.00 | 0.67 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 0.67 |\n| intermediate monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| lymphocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.00 |\n| lung macrophage | 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| lung neuroendocrine 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| microglial cell | 11907 | 0.99 | 0.99 | 0.95 | 0.99 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| B cell | 5066 | 0.62 | 0.71 | 0.82 | 0.78 | 0.00 | 0.89 | 0.67 | 0.73 | 0.85 |\n| endothelial cell | 4438 | 0.77 | 0.78 | 0.85 | 0.78 | 0.00 | 0.88 | 0.88 | 0.85 | 0.93 |\n| mesenchymal stem cell of adipose tissue | 4276 | 0.86 | 0.87 | 0.82 | 0.75 | 0.00 | 0.94 | 0.93 | 0.90 | 0.95 |\n| basal cell of epidermis | 3817 | 0.87 | 0.90 | 0.92 | 0.87 | 0.00 | 0.88 | 0.92 | 0.91 | 0.93 |\n| fibroblast of cardiac tissue | 3573 | 0.92 | 0.91 | 0.82 | 0.76 | 0.00 | 0.93 | 0.95 | 0.93 | 0.96 |\n| hematopoietic stem cell | 2971 | 0.93 | 0.94 | 0.95 | 0.96 | 0.00 | 0.95 | 0.97 | 0.96 | 0.97 |\n| granulocyte | 2676 | 0.92 | 0.91 | 0.90 | 0.92 | 0.00 | 0.92 | 0.95 | 0.95 | 0.96 |\n| naive B cell | 2627 | 0.43 | 0.02 | 0.75 | 0.60 | 0.00 | 0.88 | 0.60 | 0.66 | 0.72 |\n| skeletal muscle satellite cell | 2459 | 0.98 | 0.97 | 0.91 | 0.90 | 0.00 | 0.95 | 0.98 | 0.97 | 0.98 |\n| endothelial cell of coronary artery | 2426 | 0.74 | 0.74 | 0.81 | 0.70 | 0.00 | 0.89 | 0.91 | 0.88 | 0.95 |\n| keratinocyte stem cell | 2382 | 0.95 | 0.94 | 0.96 | 0.87 | 0.00 | 0.95 | 0.96 | 0.95 | 0.97 |\n| myeloid cell | 2302 | 0.59 | 0.65 | 0.70 | 0.67 | 0.00 | 0.80 | 0.79 | 0.78 | 0.85 |\n| enterocyte of epithelium of large intestine | 2279 | 0.93 | 0.94 | 0.95 | 0.94 | 0.00 | 0.93 | 0.96 | 0.94 | 0.96 |\n| macrophage | 2205 | 0.39 | 0.48 | 0.72 | 0.63 | 0.00 | 0.68 | 0.61 | 0.66 | 0.73 |\n| basal cell | 1950 | 0.99 | 0.98 | 0.98 | 0.87 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| bronchial smooth muscle cell | 1907 | 0.94 | 0.94 | 0.81 | 0.75 | 0.00 | 0.94 | 0.97 | 0.96 | 0.97 |\n| oligodendrocyte | 1885 | 0.99 | 0.99 | 0.98 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| DN4 thymocyte | 1596 | 0.60 | 0.55 | 0.68 | 0.69 | 0.00 | 0.93 | 0.85 | 0.85 | 0.88 |\n| epithelial cell of large intestine | 1526 | 0.87 | 0.88 | 0.88 | 0.85 | 0.00 | 0.89 | 0.96 | 0.93 | 0.94 |\n| thymocyte | 1465 | 0.88 | 0.91 | 0.80 | 0.90 | 0.00 | 0.94 | 0.95 | 0.95 | 0.96 |\n| large intestine goblet cell | 1422 | 0.78 | 0.82 | 0.90 | 0.87 | 0.00 | 0.91 | 0.95 | 0.93 | 0.96 |\n| intestinal crypt stem cell | 1420 | 0.90 | 0.91 | 0.92 | 0.89 | 0.00 | 0.90 | 0.95 | 0.92 | 0.95 |\n| mesenchymal stem cell | 1255 | 0.63 | 0.68 | 0.65 | 0.54 | 0.00 | 0.91 | 0.88 | 0.83 | 0.91 |\n| bladder urothelial cell | 1281 | 0.96 | 0.94 | 0.94 | 0.92 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| type B pancreatic cell | 1213 | 0.96 | 0.96 | 0.90 | 0.96 | 0.00 | 0.96 | 0.98 | 0.97 | 0.97 |\n| fibroblast | 1198 | 0.55 | 0.55 | 0.60 | 0.52 | 0.00 | 0.87 | 0.91 | 0.84 | 0.92 |\n| T cell | 1201 | 0.48 | 0.52 | 0.61 | 0.58 | 0.00 | 0.68 | 0.75 | 0.78 | 0.74 |\n| monocyte | 1167 | 0.66 | 0.71 | 0.84 | 0.71 | 0.00 | 0.76 | 0.87 | 0.86 | 0.91 |\n| keratinocyte | 1090 | 0.80 | 0.89 | 0.91 | 0.81 | 0.00 | 0.85 | 0.93 | 0.90 | 0.92 |\n| CD4-positive, alpha-beta T cell | 1028 | 0.56 | 0.54 | 0.67 | 0.59 | 0.00 | 0.71 | 0.70 | 0.79 | 0.78 |\n| hepatocyte | 1050 | 0.96 | 0.95 | 0.95 | 0.94 | 0.00 | 0.95 | 0.99 | 0.97 | 0.98 |\n| CD8-positive, alpha-beta T cell | 960 | 0.51 | 0.50 | 0.62 | 0.62 | 0.00 | 0.70 | 0.75 | 0.78 | 0.75 |\n| promonocyte | 914 | 0.58 | 0.58 | 0.92 | 0.65 | 0.00 | 0.85 | 0.87 | 0.86 | 0.92 |\n| bladder cell | 919 | 0.98 | 0.98 | 0.91 | 0.76 | 0.00 | 0.96 | 0.99 | 0.97 | 0.99 |\n| natural killer cell | 786 | 0.72 | 0.75 | 0.76 | 0.77 | 0.00 | 0.81 | 0.88 | 0.88 | 0.87 |\n| precursor B cell | 766 | 0.83 | 0.83 | 0.88 | 0.83 | 0.00 | 0.91 | 0.97 | 0.95 | 0.95 |\n| luminal epithelial cell of mammary gland | 692 | 0.96 | 0.96 | 0.99 | 0.93 | 0.00 | 0.97 | 1.00 | 0.99 | 0.99 |\n| endothelial cell of hepatic sinusoid | 559 | 0.95 | 0.83 | 0.90 | 0.85 | 0.00 | 0.90 | 0.99 | 0.98 | 0.99 |\n| astrocyte | 535 | 0.94 | 0.94 | 0.94 | 0.95 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| immature B cell | 536 | 0.67 | 0.51 | 0.62 | 0.56 | 0.00 | 0.70 | 0.76 | 0.82 | 0.87 |\n| pancreatic acinar cell | 519 | 0.92 | 0.94 | 0.94 | 0.94 | 0.00 | 0.95 | 0.99 | 0.98 | 0.98 |\n| secretory cell | 501 | 0.63 | 0.30 | 0.77 | 0.70 | 0.00 | 0.85 | 0.92 | 0.90 | 0.95 |\n| pancreatic A cell | 456 | 0.84 | 0.86 | 0.87 | 0.85 | 0.00 | 0.92 | 0.97 | 0.96 | 0.92 |\n| epidermal cell | 429 | 0.68 | 0.65 | 0.77 | 0.77 | 0.00 | 0.72 | 0.81 | 0.80 | 0.81 |\n| neuron | 441 | 0.68 | 0.67 | 0.72 | 0.82 | 0.00 | 0.85 | 0.98 | 0.95 | 0.96 |\n| brain pericyte | 442 | 0.79 | 0.79 | 0.82 | 0.82 | 0.00 | 0.92 | 0.99 | 0.97 | 0.94 |\n| fibroblast of lung | 431 | 0.96 | 0.95 | 0.86 | 0.89 | 0.00 | 0.97 | 0.99 | 0.98 | 0.98 |\n| granulocytopoietic cell | 447 | 0.88 | 0.87 | 0.92 | 0.85 | 0.00 | 0.80 | 0.94 | 0.94 | 0.95 |\n| kidney collecting duct epithelial cell | 405 | 0.71 | 0.82 | 0.88 | 0.81 | 0.00 | 0.97 | 1.00 | 1.00 | 0.98 |\n| aortic endothelial cell | 417 | 0.20 | 0.02 | 0.40 | 0.43 | 0.00 | 0.81 | 0.54 | 0.52 | 0.83 |\n| epithelial cell | 386 | 0.39 | 0.04 | 0.74 | 0.59 | 0.00 | 0.71 | 0.68 | 0.76 | 0.83 |\n| late pro-B cell | 370 | 0.85 | 0.91 | 0.94 | 0.85 | 0.00 | 0.92 | 0.99 | 0.98 | 0.98 |\n| basal epithelial cell of tracheobronchial tree | 365 | 0.71 | 0.53 | 0.78 | 0.60 | 0.00 | 0.89 | 0.94 | 0.88 | 0.85 |\n| regular atrial cardiac myocyte | 366 | 0.51 | 0.57 | 0.77 | 0.72 | 0.00 | 0.78 | 0.86 | 0.88 | 0.90 |\n| epithelial cell of proximal tubule | 348 | 0.64 | 0.77 | 0.86 | 0.80 | 0.00 | 0.95 | 0.99 | 0.99 | 0.97 |\n| endocardial cell | 336 | 0.97 | 0.92 | 0.96 | 0.86 | 0.00 | 0.91 | 0.97 | 0.96 | 0.97 |\n| myeloid dendritic cell | 331 | 0.47 | 0.51 | 0.84 | 0.62 | 0.00 | 0.96 | 0.90 | 0.83 | 0.88 |\n| stromal cell | 311 | 0.47 | 0.25 | 0.60 | 0.51 | 0.00 | 0.84 | 0.78 | 0.71 | 0.86 |\n| mature alpha-beta T cell | 295 | 0.35 | 0.22 | 0.61 | 0.38 | 0.00 | 0.73 | 0.76 | 0.84 | 0.81 |\n| cardiac valve cell | 287 | 0.89 | 0.91 | 0.81 | 0.81 | 0.00 | 0.95 | 0.97 | 0.97 | 0.95 |\n| pancreatic ductal cell | 274 | 0.98 | 0.95 | 0.98 | 0.96 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| oligodendrocyte precursor cell | 277 | 0.93 | 0.99 | 0.95 | 0.97 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| adventitial cell | 255 | 0.00 | 0.49 | 0.69 | 0.31 | 0.00 | 0.93 | 0.88 | 0.76 | 0.94 |\n| chondrocyte | 244 | 0.85 | 0.79 | 0.92 | 0.82 | 0.00 | 0.87 | 0.97 | 0.97 | 0.96 |\n| Kupffer cell | 233 | 0.93 | 0.68 | 0.90 | 0.78 | 0.00 | 0.77 | 0.99 | 0.95 | 0.97 |\n| granulocyte monocyte progenitor cell | 229 | 0.73 | 0.77 | 0.86 | 0.83 | 0.00 | 0.74 | 0.91 | 0.88 | 0.89 |\n| interneuron | 216 | 0.64 | 0.65 | 0.83 | 0.77 | 0.00 | 0.88 | 0.98 | 0.95 | 0.93 |\n| myeloid leukocyte | 190 | 0.08 | 0.05 | 0.83 | 0.45 | 0.00 | 0.83 | 0.86 | 0.89 | 0.97 |\n| classical monocyte | 186 | 0.00 | 0.30 | 0.64 | 0.50 | 0.00 | 0.96 | 0.84 | 0.80 | 0.92 |\n| mature NK T cell | 175 | 0.37 | 0.14 | 0.63 | 0.37 | 0.00 | 0.63 | 0.90 | 0.90 | 0.91 |\n| pancreatic D cell | 172 | 0.89 | 0.89 | 0.89 | 0.85 | 0.00 | 0.91 | 0.97 | 0.95 | 0.97 |\n| brush cell of epithelium proper of large intestine | 155 | 0.80 | 0.78 | 0.80 | 0.87 | 0.00 | 0.96 | 0.99 | 0.97 | 0.95 |\n| epithelial cell of thymus | 145 | 0.35 | 0.02 | 0.58 | 0.52 | 0.00 | 0.76 | 0.91 | 0.71 | 0.95 |\n| enteroendocrine cell | 151 | 0.89 | 0.62 | 0.74 | 0.71 | 0.00 | 0.92 | 0.99 | 0.97 | 0.97 |\n| leukocyte | 142 | 0.00 | 0.26 | 0.73 | 0.54 | 0.00 | 0.76 | 0.57 | 0.86 | 0.93 |\n| neutrophil | 138 | 0.00 | 0.05 | 0.18 | 0.15 | 0.00 | 0.87 | 0.72 | 0.72 | 0.80 |\n| kidney collecting duct principal cell | 139 | 0.00 | 0.79 | 0.88 | 0.71 | 0.00 | 0.90 | 0.99 | 0.96 | 0.99 |\n| vein endothelial cell | 137 | 0.51 | 0.54 | 0.75 | 0.51 | 0.00 | 0.72 | 0.94 | 0.88 | 0.90 |\n| neuroepithelial stem cell | 129 | 0.30 | 0.03 | 0.85 | 0.69 | 0.00 | 0.71 | 0.90 | 0.84 | 0.92 |\n| non-classical monocyte | 133 | 0.23 | 0.35 | 0.58 | 0.39 | 0.00 | 0.88 | 0.86 | 0.77 | 0.86 |\n| regular ventricular cardiac myocyte | 131 | 0.69 | 0.00 | 0.85 | 0.82 | 0.00 | 0.85 | 0.97 | 0.99 | 0.99 |\n| kidney loop of Henle ascending limb epithelial cell | 127 | 0.66 | 0.85 | 0.92 | 0.71 | 0.00 | 0.95 | 1.00 | 0.99 | 0.99 |\n| smooth muscle cell of trachea | 112 | 0.24 | 0.08 | 0.55 | 0.45 | 0.00 | 0.74 | 0.86 | 0.79 | 0.85 |\n| professional antigen presenting cell | 112 | 0.15 | 0.12 | 0.51 | 0.62 | 0.00 | 0.82 | 0.86 | 0.77 | 0.92 |\n| smooth muscle cell of the pulmonary artery | 105 | 0.00 | 0.58 | 0.78 | 0.47 | 0.00 | 0.61 | 0.92 | 0.90 | 0.92 |\n| proerythroblast | 95 | 0.00 | 0.06 | 0.61 | 0.41 | 0.00 | 0.48 | 0.90 | 0.90 | 0.89 |\n| medium spiny neuron | 95 | 0.98 | 0.89 | 0.82 | 0.88 | 0.00 | 0.95 | 1.00 | 0.99 | 1.00 |\n| smooth muscle cell | 90 | 0.00 | 0.34 | 0.63 | 0.58 | 0.00 | 0.81 | 0.96 | 0.93 | 0.94 |\n| endothelial cell of lymphatic vessel | 91 | 0.45 | 0.29 | 0.92 | 0.63 | 0.00 | 0.69 | 0.85 | 0.68 | 0.82 |\n| neural stem cell | 85 | 0.78 | 0.71 | 0.84 | 0.86 | 0.00 | 0.92 | 0.99 | 0.97 | 0.98 |\n| mesangial cell | 83 | 0.00 | 0.11 | 0.63 | 0.38 | 0.00 | 0.59 | 0.83 | 0.79 | 0.91 |\n| megakaryocyte-erythroid progenitor cell | 71 | 0.39 | 0.17 | 0.83 | 0.83 | 0.00 | 0.61 | 0.88 | 0.93 | 0.91 |\n| mucus secreting cell | 65 | 0.60 | 0.56 | 0.87 | 0.86 | 0.00 | 0.90 | 0.94 | 0.97 | 0.98 |\n| early pro-B cell | 65 | 0.60 | 0.76 | 0.82 | 0.83 | 0.00 | 0.77 | 0.99 | 0.96 | 0.96 |\n| pancreatic PP cell | 65 | 0.00 | 0.40 | 0.60 | 0.37 | 0.00 | 0.93 | 0.97 | 0.99 | 0.80 |\n| basophil | 61 | 0.53 | 0.56 | 0.80 | 0.82 | 0.00 | 0.58 | 0.96 | 0.87 | 0.87 |\n| ciliated columnar cell of tracheobronchial tree | 61 | 0.77 | 0.87 | 0.93 | 0.90 | 0.00 | 0.84 | 0.99 | 0.92 | 0.96 |\n| dendritic cell | 54 | 0.29 | 0.34 | 0.77 | 0.52 | 0.00 | 0.75 | 0.85 | 0.79 | 0.71 |\n| ependymal cell | 48 | 0.58 | 0.76 | 0.97 | 0.91 | 0.00 | 0.91 | 1.00 | 0.99 | 0.99 |\n| Bergmann glial cell | 52 | 0.63 | 0.42 | 0.83 | 0.75 | 0.00 | 0.95 | 0.99 | 0.99 | 0.96 |\n| pulmonary interstitial fibroblast | 46 | 0.75 | 0.56 | 0.74 | 0.68 | 0.00 | 0.81 | 1.00 | 0.90 | 0.97 |\n| pancreatic stellate cell | 45 | 0.85 | 0.43 | 0.90 | 0.58 | 0.00 | 0.86 | 0.96 | 0.93 | 0.94 |\n| regulatory T cell | 43 | 0.00 | 0.00 | 0.12 | 0.23 | 0.00 | 0.80 | 0.90 | 0.91 | 0.54 |\n| pericyte | 35 | 0.85 | 0.82 | 0.72 | 0.76 | 0.00 | 0.88 | 0.93 | 0.93 | 0.92 |\n| fibrocyte | 36 | 0.00 | 0.00 | 0.39 | 0.39 | 0.00 | 0.45 | 0.90 | 0.86 | 0.86 |\n| respiratory basal cell | 29 | 0.00 | 0.00 | 0.88 | 0.26 | 0.00 | 0.88 | 0.94 | 0.85 | 0.93 |\n| plasma cell | 24 | 0.17 | 0.00 | 0.68 | 0.21 | 0.00 | 0.37 | 0.43 | 0.33 | 0.42 |\n| club cell | 20 | 0.00 | 0.00 | 0.22 | 0.47 | 0.00 | 0.26 | 0.82 | 0.53 | 0.62 |\n| kidney interstitial fibroblast | 15 | 0.00 | 0.00 | 0.58 | 0.76 | 0.00 | 0.52 | 1.00 | 1.00 | 1.00 |\n| lymphoid lineage restricted progenitor cell | 11 | 0.90 | 0.00 | 0.90 | 0.95 | 0.00 | 0.39 | 0.81 | 0.92 | 0.95 |\n| intermediate monocyte | 12 | 0.00 | 0.00 | 0.13 | 0.00 | 0.00 | 0.79 | 1.00 | 1.00 | 0.50 |\n| lymphocyte | 9 | 0.00 | 0.00 | 0.36 | 0.00 | 0.00 | 0.51 | 0.90 | 0.95 | 0.57 |\n| lung macrophage | 8 | 0.00 | 0.00 | 0.20 | 0.20 | 0.00 | 0.36 | 0.89 | 0.76 | 0.88 |\n| plasmacytoid dendritic cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.46 | 0.57 | 0.92 | 0.50 |\n| lung neuroendocrine cell | 4 | 0.00 | 0.00 | 0.86 | 0.33 | 0.00 | 0.57 | 0.80 | 1.00 | 1.00 |"
 }

celltypist.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4d0faf09cc82a33223aae04af35a5d61cedc418c6e69ec437ae14a53bb8779e5
-size 2040482
+oid sha256:9e5aadfa5447fb7a7f74ba83b6cc7597bb8451b26bbe5671fa96ac861e1771f5
+size 2040483

harmony_knn_classifier.joblib

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6dbb855e4ac8b3a6fc30b4db484e28b043805027568d1b719a0ac19d54a50c56
-size 76593127
+oid sha256:edb31b3b118b8b6e2a9219dc22887a667c240bf7d9e0c86fbaba62603b754d45
+size 76541623

preprocessing.json

@@ -41,6 +41,7 @@
         "ENSMUSG00000000876",
         "ENSMUSG00000000903",
         "ENSMUSG00000000915",
+        "ENSMUSG00000000942",
         "ENSMUSG00000000982",
         "ENSMUSG00000000983",
         "ENSMUSG00000001020",
@@ -54,7 +55,6 @@
         "ENSMUSG00000001138",
         "ENSMUSG00000001150",
         "ENSMUSG00000001155",
-        "ENSMUSG00000001240",
         "ENSMUSG00000001249",
         "ENSMUSG00000001260",
         "ENSMUSG00000001270",
@@ -78,6 +78,7 @@
         "ENSMUSG00000001739",
         "ENSMUSG00000001750",
         "ENSMUSG00000001751",
+        "ENSMUSG00000001773",
         "ENSMUSG00000001785",
         "ENSMUSG00000001786",
         "ENSMUSG00000001827",
@@ -109,8 +110,8 @@
         "ENSMUSG00000002500",
         "ENSMUSG00000002504",
         "ENSMUSG00000002588",
-        "ENSMUSG00000002603",
         "ENSMUSG00000002660",
+        "ENSMUSG00000002732",
         "ENSMUSG00000002768",
         "ENSMUSG00000002769",
         "ENSMUSG00000002771",
@@ -185,7 +186,6 @@
         "ENSMUSG00000004791",
         "ENSMUSG00000004814",
         "ENSMUSG00000004815",
-        "ENSMUSG00000004821",
         "ENSMUSG00000004837",
         "ENSMUSG00000004872",
         "ENSMUSG00000004892",
@@ -225,7 +225,6 @@
         "ENSMUSG00000005983",
         "ENSMUSG00000006014",
         "ENSMUSG00000006143",
-        "ENSMUSG00000006179",
         "ENSMUSG00000006216",
         "ENSMUSG00000006221",
         "ENSMUSG00000006235",
@@ -271,6 +270,7 @@
         "ENSMUSG00000007908",
         "ENSMUSG00000007946",
         "ENSMUSG00000008153",
+        "ENSMUSG00000008193",
         "ENSMUSG00000008301",
         "ENSMUSG00000008489",
         "ENSMUSG00000008496",
@@ -412,7 +412,6 @@
         "ENSMUSG00000018322",
         "ENSMUSG00000018339",
         "ENSMUSG00000018381",
-        "ENSMUSG00000018387",
         "ENSMUSG00000018398",
         "ENSMUSG00000018411",
         "ENSMUSG00000018417",
@@ -454,6 +453,7 @@
         "ENSMUSG00000019232",
         "ENSMUSG00000019235",
         "ENSMUSG00000019278",
+        "ENSMUSG00000019302",
         "ENSMUSG00000019326",
         "ENSMUSG00000019373",
         "ENSMUSG00000019489",
@@ -576,6 +576,7 @@
         "ENSMUSG00000020734",
         "ENSMUSG00000020740",
         "ENSMUSG00000020774",
+        "ENSMUSG00000020780",
         "ENSMUSG00000020785",
         "ENSMUSG00000020787",
         "ENSMUSG00000020799",
@@ -614,6 +615,7 @@
         "ENSMUSG00000021095",
         "ENSMUSG00000021130",
         "ENSMUSG00000021135",
+        "ENSMUSG00000021136",
         "ENSMUSG00000021177",
         "ENSMUSG00000021186",
         "ENSMUSG00000021190",
@@ -736,6 +738,7 @@
         "ENSMUSG00000022296",
         "ENSMUSG00000022304",
         "ENSMUSG00000022305",
+        "ENSMUSG00000022306",
         "ENSMUSG00000022315",
         "ENSMUSG00000022321",
         "ENSMUSG00000022323",
@@ -748,7 +751,6 @@
         "ENSMUSG00000022367",
         "ENSMUSG00000022375",
         "ENSMUSG00000022377",
-        "ENSMUSG00000022383",
         "ENSMUSG00000022386",
         "ENSMUSG00000022415",
         "ENSMUSG00000022419",
@@ -759,6 +761,7 @@
         "ENSMUSG00000022434",
         "ENSMUSG00000022435",
         "ENSMUSG00000022436",
+        "ENSMUSG00000022441",
         "ENSMUSG00000022445",
         "ENSMUSG00000022456",
         "ENSMUSG00000022472",
@@ -837,6 +840,7 @@
         "ENSMUSG00000023019",
         "ENSMUSG00000023025",
         "ENSMUSG00000023031",
+        "ENSMUSG00000023033",
         "ENSMUSG00000023036",
         "ENSMUSG00000023039",
         "ENSMUSG00000023041",
@@ -875,6 +879,7 @@
         "ENSMUSG00000023484",
         "ENSMUSG00000023495",
         "ENSMUSG00000023707",
+        "ENSMUSG00000023805",
         "ENSMUSG00000023827",
         "ENSMUSG00000023829",
         "ENSMUSG00000023868",
@@ -909,7 +914,6 @@
         "ENSMUSG00000024109",
         "ENSMUSG00000024112",
         "ENSMUSG00000024131",
-        "ENSMUSG00000024134",
         "ENSMUSG00000024140",
         "ENSMUSG00000024142",
         "ENSMUSG00000024160",
@@ -927,6 +931,7 @@
         "ENSMUSG00000024286",
         "ENSMUSG00000024301",
         "ENSMUSG00000024302",
+        "ENSMUSG00000024304",
         "ENSMUSG00000024313",
         "ENSMUSG00000024347",
         "ENSMUSG00000024352",
@@ -938,7 +943,6 @@
         "ENSMUSG00000024386",
         "ENSMUSG00000024391",
         "ENSMUSG00000024395",
-        "ENSMUSG00000024399",
         "ENSMUSG00000024401",
         "ENSMUSG00000024402",
         "ENSMUSG00000024403",
@@ -985,7 +989,6 @@
         "ENSMUSG00000024803",
         "ENSMUSG00000024810",
         "ENSMUSG00000024826",
-        "ENSMUSG00000024827",
         "ENSMUSG00000024846",
         "ENSMUSG00000024847",
         "ENSMUSG00000024854",
@@ -994,6 +997,7 @@
         "ENSMUSG00000024871",
         "ENSMUSG00000024873",
         "ENSMUSG00000024889",
+        "ENSMUSG00000024906",
         "ENSMUSG00000024907",
         "ENSMUSG00000024910",
         "ENSMUSG00000024935",
@@ -1037,7 +1041,6 @@
         "ENSMUSG00000025257",
         "ENSMUSG00000025270",
         "ENSMUSG00000025279",
-        "ENSMUSG00000025316",
         "ENSMUSG00000025317",
         "ENSMUSG00000025318",
         "ENSMUSG00000025321",
@@ -1088,7 +1091,6 @@
         "ENSMUSG00000025855",
         "ENSMUSG00000025856",
         "ENSMUSG00000025867",
-        "ENSMUSG00000025870",
         "ENSMUSG00000025871",
         "ENSMUSG00000025873",
         "ENSMUSG00000025875",
@@ -1108,7 +1110,6 @@
         "ENSMUSG00000026009",
         "ENSMUSG00000026011",
         "ENSMUSG00000026012",
-        "ENSMUSG00000026037",
         "ENSMUSG00000026043",
         "ENSMUSG00000026047",
         "ENSMUSG00000026051",
@@ -1120,8 +1121,10 @@
         "ENSMUSG00000026117",
         "ENSMUSG00000026141",
         "ENSMUSG00000026147",
+        "ENSMUSG00000026163",
         "ENSMUSG00000026166",
         "ENSMUSG00000026171",
+        "ENSMUSG00000026182",
         "ENSMUSG00000026185",
         "ENSMUSG00000026189",
         "ENSMUSG00000026201",
@@ -1143,6 +1146,7 @@
         "ENSMUSG00000026348",
         "ENSMUSG00000026358",
         "ENSMUSG00000026368",
+        "ENSMUSG00000026384",
         "ENSMUSG00000026390",
         "ENSMUSG00000026405",
         "ENSMUSG00000026407",
@@ -1154,11 +1158,9 @@
         "ENSMUSG00000026421",
         "ENSMUSG00000026424",
         "ENSMUSG00000026429",
-        "ENSMUSG00000026437",
         "ENSMUSG00000026442",
         "ENSMUSG00000026452",
         "ENSMUSG00000026456",
-        "ENSMUSG00000026458",
         "ENSMUSG00000026473",
         "ENSMUSG00000026475",
         "ENSMUSG00000026480",
@@ -1247,6 +1249,7 @@
         "ENSMUSG00000027087",
         "ENSMUSG00000027107",
         "ENSMUSG00000027131",
+        "ENSMUSG00000027134",
         "ENSMUSG00000027163",
         "ENSMUSG00000027165",
         "ENSMUSG00000027167",
@@ -1264,6 +1267,7 @@
         "ENSMUSG00000027273",
         "ENSMUSG00000027286",
         "ENSMUSG00000027298",
+        "ENSMUSG00000027313",
         "ENSMUSG00000027322",
         "ENSMUSG00000027335",
         "ENSMUSG00000027338",
@@ -1271,7 +1275,6 @@
         "ENSMUSG00000027350",
         "ENSMUSG00000027359",
         "ENSMUSG00000027360",
-        "ENSMUSG00000027368",
         "ENSMUSG00000027375",
         "ENSMUSG00000027381",
         "ENSMUSG00000027386",
@@ -1332,7 +1335,7 @@
         "ENSMUSG00000027800",
         "ENSMUSG00000027801",
         "ENSMUSG00000027805",
-        "ENSMUSG00000027831",
+        "ENSMUSG00000027827",
         "ENSMUSG00000027832",
         "ENSMUSG00000027833",
         "ENSMUSG00000027834",
@@ -1350,7 +1353,6 @@
         "ENSMUSG00000027931",
         "ENSMUSG00000027933",
         "ENSMUSG00000027935",
-        "ENSMUSG00000027950",
         "ENSMUSG00000027952",
         "ENSMUSG00000027956",
         "ENSMUSG00000027962",
@@ -1438,7 +1440,6 @@
         "ENSMUSG00000028599",
         "ENSMUSG00000028600",
         "ENSMUSG00000028601",
-        "ENSMUSG00000028602",
         "ENSMUSG00000028613",
         "ENSMUSG00000028637",
         "ENSMUSG00000028644",
@@ -1468,7 +1469,6 @@
         "ENSMUSG00000028850",
         "ENSMUSG00000028865",
         "ENSMUSG00000028871",
-        "ENSMUSG00000028874",
         "ENSMUSG00000028876",
         "ENSMUSG00000028884",
         "ENSMUSG00000028899",
@@ -1491,7 +1491,6 @@
         "ENSMUSG00000029061",
         "ENSMUSG00000029075",
         "ENSMUSG00000029096",
-        "ENSMUSG00000029102",
         "ENSMUSG00000029121",
         "ENSMUSG00000029122",
         "ENSMUSG00000029123",
@@ -1591,6 +1590,7 @@
         "ENSMUSG00000029925",
         "ENSMUSG00000030000",
         "ENSMUSG00000030004",
+        "ENSMUSG00000030008",
         "ENSMUSG00000030017",
         "ENSMUSG00000030022",
         "ENSMUSG00000030030",
@@ -1605,7 +1605,6 @@
         "ENSMUSG00000030088",
         "ENSMUSG00000030092",
         "ENSMUSG00000030093",
-        "ENSMUSG00000030096",
         "ENSMUSG00000030101",
         "ENSMUSG00000030102",
         "ENSMUSG00000030107",
@@ -1683,6 +1682,7 @@
         "ENSMUSG00000030516",
         "ENSMUSG00000030519",
         "ENSMUSG00000030525",
+        "ENSMUSG00000030544",
         "ENSMUSG00000030545",
         "ENSMUSG00000030549",
         "ENSMUSG00000030556",
@@ -1693,6 +1693,7 @@
         "ENSMUSG00000030605",
         "ENSMUSG00000030606",
         "ENSMUSG00000030630",
+        "ENSMUSG00000030638",
         "ENSMUSG00000030652",
         "ENSMUSG00000030659",
         "ENSMUSG00000030666",
@@ -1716,7 +1717,6 @@
         "ENSMUSG00000030787",
         "ENSMUSG00000030789",
         "ENSMUSG00000030790",
-        "ENSMUSG00000030792",
         "ENSMUSG00000030793",
         "ENSMUSG00000030811",
         "ENSMUSG00000030827",
@@ -1740,7 +1740,6 @@
         "ENSMUSG00000031022",
         "ENSMUSG00000031027",
         "ENSMUSG00000031028",
-        "ENSMUSG00000031090",
         "ENSMUSG00000031097",
         "ENSMUSG00000031104",
         "ENSMUSG00000031109",
@@ -1783,8 +1782,6 @@
         "ENSMUSG00000031451",
         "ENSMUSG00000031453",
         "ENSMUSG00000031461",
-        "ENSMUSG00000031465",
-        "ENSMUSG00000031478",
         "ENSMUSG00000031483",
         "ENSMUSG00000031489",
         "ENSMUSG00000031494",
@@ -1832,6 +1829,7 @@
         "ENSMUSG00000031816",
         "ENSMUSG00000031825",
         "ENSMUSG00000031831",
+        "ENSMUSG00000031833",
         "ENSMUSG00000031837",
         "ENSMUSG00000031838",
         "ENSMUSG00000031840",
@@ -1916,12 +1914,10 @@
         "ENSMUSG00000032359",
         "ENSMUSG00000032360",
         "ENSMUSG00000032363",
-        "ENSMUSG00000032366",
         "ENSMUSG00000032368",
         "ENSMUSG00000032372",
         "ENSMUSG00000032380",
         "ENSMUSG00000032387",
-        "ENSMUSG00000032401",
         "ENSMUSG00000032417",
         "ENSMUSG00000032452",
         "ENSMUSG00000032470",
@@ -1929,6 +1925,7 @@
         "ENSMUSG00000032479",
         "ENSMUSG00000032482",
         "ENSMUSG00000032484",
+        "ENSMUSG00000032487",
         "ENSMUSG00000032492",
         "ENSMUSG00000032495",
         "ENSMUSG00000032496",
@@ -1969,6 +1966,7 @@
         "ENSMUSG00000032826",
         "ENSMUSG00000032841",
         "ENSMUSG00000032854",
+        "ENSMUSG00000032860",
         "ENSMUSG00000032867",
         "ENSMUSG00000032869",
         "ENSMUSG00000032878",
@@ -1998,14 +1996,13 @@
         "ENSMUSG00000033207",
         "ENSMUSG00000033208",
         "ENSMUSG00000033214",
-        "ENSMUSG00000033249",
         "ENSMUSG00000033253",
         "ENSMUSG00000033313",
         "ENSMUSG00000033316",
-        "ENSMUSG00000033318",
         "ENSMUSG00000033327",
         "ENSMUSG00000033350",
         "ENSMUSG00000033355",
+        "ENSMUSG00000033365",
         "ENSMUSG00000033379",
         "ENSMUSG00000033419",
         "ENSMUSG00000033430",
@@ -2024,6 +2021,7 @@
         "ENSMUSG00000033634",
         "ENSMUSG00000033688",
         "ENSMUSG00000033726",
+        "ENSMUSG00000033763",
         "ENSMUSG00000033765",
         "ENSMUSG00000033773",
         "ENSMUSG00000033781",
@@ -2047,9 +2045,9 @@
         "ENSMUSG00000034112",
         "ENSMUSG00000034139",
         "ENSMUSG00000034145",
+        "ENSMUSG00000034151",
         "ENSMUSG00000034161",
         "ENSMUSG00000034171",
-        "ENSMUSG00000034177",
         "ENSMUSG00000034190",
         "ENSMUSG00000034194",
         "ENSMUSG00000034209",
@@ -2072,7 +2070,6 @@
         "ENSMUSG00000034543",
         "ENSMUSG00000034617",
         "ENSMUSG00000034634",
-        "ENSMUSG00000034639",
         "ENSMUSG00000034641",
         "ENSMUSG00000034648",
         "ENSMUSG00000034652",
@@ -2094,7 +2091,7 @@
         "ENSMUSG00000034845",
         "ENSMUSG00000034855",
         "ENSMUSG00000034871",
-        "ENSMUSG00000034872",
+        "ENSMUSG00000034881",
         "ENSMUSG00000034906",
         "ENSMUSG00000034911",
         "ENSMUSG00000034912",
@@ -2114,9 +2111,11 @@
         "ENSMUSG00000035165",
         "ENSMUSG00000035171",
         "ENSMUSG00000035186",
+        "ENSMUSG00000035235",
         "ENSMUSG00000035237",
         "ENSMUSG00000035246",
         "ENSMUSG00000035295",
+        "ENSMUSG00000035296",
         "ENSMUSG00000035311",
         "ENSMUSG00000035352",
         "ENSMUSG00000035373",
@@ -2144,7 +2143,6 @@
         "ENSMUSG00000035818",
         "ENSMUSG00000035845",
         "ENSMUSG00000035864",
-        "ENSMUSG00000035875",
         "ENSMUSG00000035878",
         "ENSMUSG00000035896",
         "ENSMUSG00000035910",
@@ -2179,7 +2177,6 @@
         "ENSMUSG00000036353",
         "ENSMUSG00000036362",
         "ENSMUSG00000036390",
-        "ENSMUSG00000036395",
         "ENSMUSG00000036422",
         "ENSMUSG00000036437",
         "ENSMUSG00000036446",
@@ -2228,7 +2225,6 @@
         "ENSMUSG00000036941",
         "ENSMUSG00000036961",
         "ENSMUSG00000036972",
-        "ENSMUSG00000036975",
         "ENSMUSG00000037010",
         "ENSMUSG00000037031",
         "ENSMUSG00000037032",
@@ -2278,6 +2274,7 @@
         "ENSMUSG00000037747",
         "ENSMUSG00000037752",
         "ENSMUSG00000037754",
+        "ENSMUSG00000037771",
         "ENSMUSG00000037797",
         "ENSMUSG00000037798",
         "ENSMUSG00000037816",
@@ -2291,8 +2288,8 @@
         "ENSMUSG00000037971",
         "ENSMUSG00000037977",
         "ENSMUSG00000037984",
-        "ENSMUSG00000037989",
         "ENSMUSG00000037993",
+        "ENSMUSG00000037994",
         "ENSMUSG00000037995",
         "ENSMUSG00000037996",
         "ENSMUSG00000038007",
@@ -2386,7 +2383,6 @@
         "ENSMUSG00000038871",
         "ENSMUSG00000038880",
         "ENSMUSG00000038884",
-        "ENSMUSG00000038893",
         "ENSMUSG00000038902",
         "ENSMUSG00000038909",
         "ENSMUSG00000038936",
@@ -2405,6 +2401,7 @@
         "ENSMUSG00000039126",
         "ENSMUSG00000039137",
         "ENSMUSG00000039154",
+        "ENSMUSG00000039158",
         "ENSMUSG00000039194",
         "ENSMUSG00000039196",
         "ENSMUSG00000039199",
@@ -2420,7 +2417,6 @@
         "ENSMUSG00000039349",
         "ENSMUSG00000039372",
         "ENSMUSG00000039375",
-        "ENSMUSG00000039376",
         "ENSMUSG00000039377",
         "ENSMUSG00000039382",
         "ENSMUSG00000039385",
@@ -2448,7 +2444,6 @@
         "ENSMUSG00000039611",
         "ENSMUSG00000039632",
         "ENSMUSG00000039633",
-        "ENSMUSG00000039634",
         "ENSMUSG00000039637",
         "ENSMUSG00000039661",
         "ENSMUSG00000039670",
@@ -2458,11 +2453,13 @@
         "ENSMUSG00000039717",
         "ENSMUSG00000039789",
         "ENSMUSG00000039809",
+        "ENSMUSG00000039826",
         "ENSMUSG00000039830",
         "ENSMUSG00000039860",
         "ENSMUSG00000039873",
         "ENSMUSG00000039878",
         "ENSMUSG00000039904",
+        "ENSMUSG00000039908",
         "ENSMUSG00000039914",
         "ENSMUSG00000039934",
         "ENSMUSG00000039956",
@@ -2480,7 +2477,6 @@
         "ENSMUSG00000040121",
         "ENSMUSG00000040134",
         "ENSMUSG00000040138",
-        "ENSMUSG00000040163",
         "ENSMUSG00000040164",
         "ENSMUSG00000040170",
         "ENSMUSG00000040181",
@@ -2576,6 +2572,7 @@
         "ENSMUSG00000041460",
         "ENSMUSG00000041476",
         "ENSMUSG00000041479",
+        "ENSMUSG00000041481",
         "ENSMUSG00000041515",
         "ENSMUSG00000041540",
         "ENSMUSG00000041544",
@@ -2617,6 +2614,7 @@
         "ENSMUSG00000042066",
         "ENSMUSG00000042096",
         "ENSMUSG00000042106",
+        "ENSMUSG00000042109",
         "ENSMUSG00000042115",
         "ENSMUSG00000042116",
         "ENSMUSG00000042118",
@@ -2651,6 +2649,7 @@
         "ENSMUSG00000042476",
         "ENSMUSG00000042485",
         "ENSMUSG00000042492",
+        "ENSMUSG00000042498",
         "ENSMUSG00000042529",
         "ENSMUSG00000042532",
         "ENSMUSG00000042581",
@@ -2689,7 +2688,6 @@
         "ENSMUSG00000043051",
         "ENSMUSG00000043110",
         "ENSMUSG00000043122",
-        "ENSMUSG00000043153",
         "ENSMUSG00000043230",
         "ENSMUSG00000043243",
         "ENSMUSG00000043251",
@@ -2715,11 +2713,9 @@
         "ENSMUSG00000043832",
         "ENSMUSG00000043833",
         "ENSMUSG00000043932",
-        "ENSMUSG00000043953",
         "ENSMUSG00000043999",
         "ENSMUSG00000044006",
         "ENSMUSG00000044026",
-        "ENSMUSG00000044033",
         "ENSMUSG00000044041",
         "ENSMUSG00000044043",
         "ENSMUSG00000044052",
@@ -2839,7 +2835,6 @@
         "ENSMUSG00000046242",
         "ENSMUSG00000046275",
         "ENSMUSG00000046317",
-        "ENSMUSG00000046323",
         "ENSMUSG00000046337",
         "ENSMUSG00000046378",
         "ENSMUSG00000046387",
@@ -2872,6 +2867,7 @@
         "ENSMUSG00000046959",
         "ENSMUSG00000046999",
         "ENSMUSG00000047003",
+        "ENSMUSG00000047036",
         "ENSMUSG00000047037",
         "ENSMUSG00000047085",
         "ENSMUSG00000047109",
@@ -2913,7 +2909,6 @@
         "ENSMUSG00000047841",
         "ENSMUSG00000047842",
         "ENSMUSG00000047875",
-        "ENSMUSG00000047880",
         "ENSMUSG00000047884",
         "ENSMUSG00000047898",
         "ENSMUSG00000047910",
@@ -2957,6 +2952,7 @@
         "ENSMUSG00000048644",
         "ENSMUSG00000048706",
         "ENSMUSG00000048707",
+        "ENSMUSG00000048720",
         "ENSMUSG00000048728",
         "ENSMUSG00000048747",
         "ENSMUSG00000048752",
@@ -3103,6 +3099,7 @@
         "ENSMUSG00000052212",
         "ENSMUSG00000052221",
         "ENSMUSG00000052229",
+        "ENSMUSG00000052271",
         "ENSMUSG00000052295",
         "ENSMUSG00000052296",
         "ENSMUSG00000052299",
@@ -3116,7 +3113,6 @@
         "ENSMUSG00000052396",
         "ENSMUSG00000052423",
         "ENSMUSG00000052520",
-        "ENSMUSG00000052544",
         "ENSMUSG00000052551",
         "ENSMUSG00000052562",
         "ENSMUSG00000052581",
@@ -3152,6 +3148,7 @@
         "ENSMUSG00000053519",
         "ENSMUSG00000053522",
         "ENSMUSG00000053553",
+        "ENSMUSG00000053560",
         "ENSMUSG00000053574",
         "ENSMUSG00000053580",
         "ENSMUSG00000053617",
@@ -3164,6 +3161,7 @@
         "ENSMUSG00000053838",
         "ENSMUSG00000053963",
         "ENSMUSG00000053964",
+        "ENSMUSG00000053965",
         "ENSMUSG00000053977",
         "ENSMUSG00000053985",
         "ENSMUSG00000054013",
@@ -3206,6 +3204,7 @@
         "ENSMUSG00000054855",
         "ENSMUSG00000054893",
         "ENSMUSG00000054894",
+        "ENSMUSG00000054932",
         "ENSMUSG00000054934",
         "ENSMUSG00000054967",
         "ENSMUSG00000054986",
@@ -3255,11 +3254,11 @@
         "ENSMUSG00000056162",
         "ENSMUSG00000056185",
         "ENSMUSG00000056222",
+        "ENSMUSG00000056267",
         "ENSMUSG00000056270",
         "ENSMUSG00000056290",
         "ENSMUSG00000056296",
         "ENSMUSG00000056313",
-        "ENSMUSG00000056328",
         "ENSMUSG00000056370",
         "ENSMUSG00000056399",
         "ENSMUSG00000056413",
@@ -3360,6 +3359,7 @@
         "ENSMUSG00000059741",
         "ENSMUSG00000059854",
         "ENSMUSG00000059857",
+        "ENSMUSG00000059895",
         "ENSMUSG00000059908",
         "ENSMUSG00000059956",
         "ENSMUSG00000059974",
@@ -3368,7 +3368,6 @@
         "ENSMUSG00000060012",
         "ENSMUSG00000060044",
         "ENSMUSG00000060180",
-        "ENSMUSG00000060187",
         "ENSMUSG00000060188",
         "ENSMUSG00000060224",
         "ENSMUSG00000060240",
@@ -3577,7 +3576,6 @@
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