| { | |
| "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| kidney proximal convoluted tubule epithelial cell | 468 | 0.92 | 0.87 | 0.87 | 0.82 | 0.00 | 0.86 | 0.89 | 0.92 | 0.91 |\n| B cell | 322 | 0.98 | 0.99 | 0.98 | 0.99 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| epithelial cell of proximal tubule | 293 | 0.88 | 0.85 | 0.80 | 0.70 | 0.00 | 0.77 | 0.84 | 0.86 | 0.85 |\n| kidney loop of Henle thick ascending limb epithelial cell | 167 | 0.92 | 0.92 | 0.92 | 0.92 | 0.00 | 0.90 | 0.89 | 0.97 | 0.93 |\n| lymphocyte | 142 | 0.96 | 0.84 | 0.95 | 0.97 | 0.00 | 0.92 | 0.98 | 0.97 | 0.99 |\n| macrophage | 135 | 0.97 | 0.97 | 0.97 | 0.97 | 0.00 | 0.95 | 0.99 | 0.98 | 0.99 |\n| T cell | 147 | 0.98 | 0.96 | 0.96 | 0.96 | 0.00 | 0.96 | 0.97 | 0.97 | 0.97 |\n| fenestrated endothelial cell | 86 | 0.90 | 0.91 | 0.91 | 0.90 | 0.00 | 0.90 | 0.91 | 0.92 | 0.92 |\n| kidney collecting duct principal cell | 86 | 0.96 | 0.98 | 0.95 | 0.97 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| kidney distal convoluted tubule epithelial cell | 70 | 0.94 | 0.96 | 0.94 | 0.96 | 0.00 | 0.94 | 0.96 | 0.96 | 0.96 |\n| plasmatocyte | 42 | 0.89 | 0.95 | 0.94 | 0.92 | 0.00 | 0.91 | 0.87 | 0.94 | 0.95 |\n| brush cell | 30 | 0.90 | 0.95 | 0.92 | 0.84 | 0.00 | 0.84 | 0.82 | 0.89 | 0.90 |\n| kidney cortex artery cell | 39 | 0.88 | 0.93 | 0.90 | 0.88 | 0.00 | 0.90 | 0.90 | 0.93 | 0.92 |\n| plasma cell | 27 | 0.86 | 0.88 | 0.87 | 0.84 | 0.00 | 0.78 | 0.83 | 0.83 | 0.93 |\n| mesangial cell | 25 | 0.88 | 0.96 | 0.91 | 0.88 | 0.00 | 0.92 | 0.94 | 0.94 | 0.94 |\n| kidney loop of Henle ascending limb epithelial cell | 22 | 0.12 | 0.00 | 0.08 | 0.00 | 0.00 | 0.12 | 0.22 | 0.80 | 0.00 |\n| kidney capillary endothelial cell | 24 | 0.76 | 0.79 | 0.81 | 0.80 | 0.00 | 0.74 | 0.81 | 0.79 | 0.81 |\n| fibroblast | 18 | 0.92 | 0.97 | 0.92 | 0.94 | 0.00 | 0.89 | 0.97 | 0.97 | 0.97 |\n| kidney proximal straight tubule epithelial cell | 12 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.27 | 0.29 | 0.00 |\n| natural killer cell | 7 | 0.67 | 0.57 | 0.57 | 0.80 | 0.00 | 0.78 | 0.75 | 0.75 | 0.75 |\n| kidney collecting duct epithelial cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| leukocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| kidney cell | 1 | 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| kidney proximal convoluted tubule epithelial cell | 3992 | 0.92 | 0.87 | 0.86 | 0.84 | 0.00 | 0.89 | 0.92 | 0.94 | 0.93 |\n| B cell | 2802 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| epithelial cell of proximal tubule | 2760 | 0.89 | 0.87 | 0.80 | 0.77 | 0.00 | 0.86 | 0.90 | 0.91 | 0.90 |\n| kidney loop of Henle thick ascending limb epithelial cell | 1387 | 0.93 | 0.94 | 0.93 | 0.93 | 0.00 | 0.96 | 0.97 | 0.98 | 0.95 |\n| lymphocyte | 1394 | 0.94 | 0.80 | 0.96 | 0.95 | 0.00 | 0.93 | 0.97 | 0.97 | 0.98 |\n| macrophage | 1272 | 0.96 | 0.96 | 0.96 | 0.97 | 0.00 | 0.96 | 0.98 | 0.98 | 0.98 |\n| T cell | 1212 | 0.98 | 0.98 | 0.98 | 0.97 | 0.00 | 0.98 | 0.99 | 0.99 | 0.98 |\n| fenestrated endothelial cell | 941 | 0.93 | 0.95 | 0.94 | 0.93 | 0.00 | 0.96 | 0.98 | 0.99 | 0.96 |\n| kidney collecting duct principal cell | 703 | 0.96 | 0.97 | 0.96 | 0.96 | 0.00 | 0.97 | 0.99 | 0.99 | 0.97 |\n| kidney distal convoluted tubule epithelial cell | 674 | 0.93 | 0.95 | 0.94 | 0.94 | 0.00 | 0.95 | 0.99 | 0.98 | 0.95 |\n| plasmatocyte | 454 | 0.91 | 0.95 | 0.92 | 0.93 | 0.00 | 0.93 | 0.97 | 0.98 | 0.96 |\n| brush cell | 384 | 0.90 | 0.93 | 0.93 | 0.92 | 0.00 | 0.94 | 0.97 | 0.98 | 0.98 |\n| kidney cortex artery cell | 342 | 0.85 | 0.92 | 0.89 | 0.88 | 0.00 | 0.92 | 0.97 | 0.97 | 0.94 |\n| plasma cell | 298 | 0.87 | 0.87 | 0.83 | 0.81 | 0.00 | 0.83 | 0.94 | 0.92 | 0.96 |\n| mesangial cell | 236 | 0.89 | 0.97 | 0.95 | 0.93 | 0.00 | 0.94 | 0.99 | 1.00 | 0.98 |\n| kidney loop of Henle ascending limb epithelial cell | 179 | 0.23 | 0.33 | 0.25 | 0.01 | 0.00 | 0.77 | 0.85 | 0.90 | 0.49 |\n| kidney capillary endothelial cell | 137 | 0.70 | 0.76 | 0.74 | 0.74 | 0.00 | 0.89 | 0.96 | 0.98 | 0.82 |\n| fibroblast | 143 | 0.97 | 0.99 | 0.95 | 0.95 | 0.00 | 0.98 | 1.00 | 1.00 | 0.97 |\n| kidney proximal straight tubule epithelial cell | 83 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.68 | 0.64 | 0.68 | 0.62 |\n| natural killer cell | 59 | 0.81 | 0.85 | 0.86 | 0.79 | 0.00 | 0.82 | 0.87 | 0.88 | 0.85 |\n| kidney collecting duct epithelial cell | 24 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.92 | 1.00 | 0.96 | 0.08 |\n| leukocyte | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.00 |\n| kidney cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 0.00 |" | |
| } |