| { | |
| "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 | 433 | 0.91 | 0.89 | 0.85 | 0.85 | 0.00 | 0.83 | 0.90 | 0.91 | 0.91 |\n| B cell | 296 | 0.97 | 0.97 | 0.96 | 0.98 | 0.00 | 0.98 | 0.97 | 0.97 | 0.97 |\n| epithelial cell of proximal tubule | 318 | 0.87 | 0.89 | 0.78 | 0.75 | 0.00 | 0.79 | 0.86 | 0.87 | 0.88 |\n| kidney loop of Henle thick ascending limb epithelial cell | 137 | 0.91 | 0.94 | 0.92 | 0.90 | 0.00 | 0.93 | 0.91 | 0.92 | 0.94 |\n| lymphocyte | 167 | 0.95 | 0.84 | 0.94 | 0.96 | 0.00 | 0.94 | 0.96 | 0.95 | 0.97 |\n| macrophage | 147 | 0.98 | 0.99 | 0.97 | 0.98 | 0.00 | 0.98 | 0.97 | 0.97 | 0.99 |\n| T cell | 125 | 0.99 | 0.98 | 0.98 | 0.96 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| kidney collecting duct principal cell | 82 | 0.93 | 0.98 | 0.96 | 0.96 | 0.00 | 0.94 | 0.96 | 0.96 | 0.97 |\n| kidney distal convoluted tubule epithelial cell | 92 | 0.95 | 0.97 | 0.95 | 0.94 | 0.00 | 0.96 | 0.96 | 0.95 | 0.96 |\n| plasmatocyte | 44 | 0.91 | 0.98 | 0.98 | 0.95 | 0.00 | 0.97 | 0.96 | 0.95 | 0.99 |\n| brush cell | 47 | 0.92 | 0.95 | 0.91 | 0.92 | 0.00 | 0.95 | 0.91 | 0.95 | 0.95 |\n| kidney cortex artery cell | 37 | 0.78 | 0.83 | 0.76 | 0.62 | 0.00 | 0.80 | 0.87 | 0.78 | 0.83 |\n| plasma cell | 32 | 0.71 | 0.40 | 0.70 | 0.68 | 0.00 | 0.75 | 0.72 | 0.77 | 0.72 |\n| mesangial cell | 31 | 0.89 | 0.98 | 0.93 | 0.95 | 0.00 | 0.92 | 0.98 | 0.97 | 0.98 |\n| kidney loop of Henle ascending limb epithelial cell | 19 | 0.00 | 0.55 | 0.22 | 0.00 | 0.00 | 0.58 | 0.53 | 0.62 | 0.44 |\n| kidney capillary endothelial cell | 18 | 0.26 | 0.49 | 0.24 | 0.16 | 0.00 | 0.24 | 0.27 | 0.27 | 0.27 |\n| fibroblast | 13 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| kidney proximal straight tubule epithelial cell | 10 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.17 | 0.38 | 0.41 | 0.18 |\n| natural killer cell | 7 | 1.00 | 0.92 | 0.92 | 0.25 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| kidney collecting duct epithelial cell | 0 | 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 | 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| kidney proximal convoluted tubule epithelial cell | 4027 | 0.92 | 0.90 | 0.89 | 0.89 | 0.00 | 0.85 | 0.92 | 0.94 | 0.95 |\n| B cell | 2828 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| epithelial cell of proximal tubule | 2735 | 0.89 | 0.90 | 0.83 | 0.83 | 0.00 | 0.82 | 0.89 | 0.91 | 0.92 |\n| kidney loop of Henle thick ascending limb epithelial cell | 1417 | 0.92 | 0.93 | 0.95 | 0.93 | 0.00 | 0.96 | 0.97 | 0.98 | 0.97 |\n| lymphocyte | 1369 | 0.95 | 0.78 | 0.97 | 0.97 | 0.00 | 0.96 | 0.98 | 0.98 | 0.98 |\n| macrophage | 1260 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| T cell | 1234 | 0.98 | 0.98 | 0.98 | 0.97 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| kidney collecting duct principal cell | 707 | 0.92 | 0.97 | 0.96 | 0.96 | 0.00 | 0.98 | 0.99 | 0.99 | 0.98 |\n| kidney distal convoluted tubule epithelial cell | 652 | 0.89 | 0.94 | 0.94 | 0.93 | 0.00 | 0.97 | 0.99 | 0.99 | 0.96 |\n| plasmatocyte | 452 | 0.89 | 0.94 | 0.94 | 0.94 | 0.00 | 0.96 | 0.96 | 0.98 | 0.97 |\n| brush cell | 367 | 0.90 | 0.92 | 0.94 | 0.95 | 0.00 | 0.94 | 0.95 | 0.97 | 0.96 |\n| kidney cortex artery cell | 344 | 0.80 | 0.84 | 0.82 | 0.67 | 0.00 | 0.84 | 0.85 | 0.81 | 0.84 |\n| plasma cell | 293 | 0.85 | 0.62 | 0.91 | 0.90 | 0.00 | 0.89 | 0.95 | 0.93 | 0.96 |\n| mesangial cell | 230 | 0.88 | 0.96 | 0.97 | 0.94 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| kidney loop of Henle ascending limb epithelial cell | 182 | 0.00 | 0.36 | 0.49 | 0.30 | 0.00 | 0.80 | 0.80 | 0.88 | 0.71 |\n| kidney capillary endothelial cell | 143 | 0.24 | 0.41 | 0.25 | 0.23 | 0.00 | 0.26 | 0.27 | 0.28 | 0.27 |\n| fibroblast | 148 | 0.98 | 0.99 | 0.97 | 0.96 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| kidney proximal straight tubule epithelial cell | 85 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.68 | 0.66 | 0.58 | 0.69 |\n| natural killer cell | 59 | 0.79 | 0.80 | 0.85 | 0.63 | 0.00 | 0.83 | 0.92 | 0.93 | 0.88 |\n| kidney collecting duct epithelial cell | 25 | 0.00 | 0.07 | 0.08 | 0.19 | 0.00 | 0.89 | 1.00 | 1.00 | 0.39 |\n| leukocyte | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.73 | 1.00 | 1.00 | 0.00 |\n| kidney cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 0.50 |" | |
| } |