canergen's picture
popV version: 0.6.0
25e9eef verified
{
"query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| enterocyte of epithelium proper of duodenum | 1351 | 0.93 | 0.91 | 0.91 | 0.80 | 0.00 | 0.83 | 0.91 | 0.93 | 0.96 |\n| enterocyte of epithelium proper of ileum | 630 | 0.97 | 0.92 | 0.91 | 0.50 | 0.00 | 0.72 | 0.97 | 0.97 | 0.97 |\n| CD4-positive, alpha-beta T cell | 532 | 0.88 | 0.88 | 0.91 | 0.83 | 0.00 | 0.76 | 0.88 | 0.87 | 0.93 |\n| CD8-positive, alpha-beta T cell | 346 | 0.85 | 0.75 | 0.90 | 0.74 | 0.00 | 0.73 | 0.80 | 0.83 | 0.90 |\n| small intestine goblet cell | 214 | 0.94 | 0.94 | 0.93 | 0.90 | 0.00 | 0.92 | 0.93 | 0.95 | 0.94 |\n| paneth cell of epithelium of small intestine | 183 | 0.70 | 0.78 | 0.80 | 0.72 | 0.00 | 0.62 | 0.70 | 0.73 | 0.82 |\n| enterocyte of epithelium proper of small intestine | 150 | 0.62 | 0.53 | 0.79 | 0.49 | 0.00 | 0.58 | 0.72 | 0.78 | 0.85 |\n| activated CD8-positive, alpha-beta T cell | 101 | 0.75 | 0.32 | 0.87 | 0.36 | 0.00 | 0.51 | 0.70 | 0.73 | 0.79 |\n| BEST4+ enteroycte | 78 | 0.81 | 0.84 | 0.86 | 0.83 | 0.00 | 0.86 | 0.81 | 0.81 | 0.88 |\n| plasma cell | 77 | 0.97 | 0.98 | 0.99 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| B cell | 68 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.96 | 0.97 | 0.98 | 0.99 |\n| intestinal crypt stem cell of small intestine | 56 | 0.35 | 0.43 | 0.46 | 0.39 | 0.00 | 0.45 | 0.42 | 0.50 | 0.51 |\n| activated CD4-positive, alpha-beta T cell | 66 | 0.43 | 0.15 | 0.55 | 0.44 | 0.00 | 0.41 | 0.48 | 0.51 | 0.64 |\n| fibroblast | 46 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.97 | 0.99 |\n| intestinal tuft cell | 52 | 1.00 | 1.00 | 1.00 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| enterocyte of epithelium proper of jejunum | 47 | 0.14 | 0.00 | 0.15 | 0.08 | 0.00 | 0.16 | 0.55 | 0.51 | 0.31 |\n| macrophage | 47 | 0.91 | 0.93 | 0.94 | 0.91 | 0.00 | 0.93 | 0.94 | 0.91 | 0.93 |\n| enteroendocrine cell of small intestine | 20 | 0.88 | 0.89 | 0.87 | 0.90 | 0.00 | 0.90 | 0.81 | 0.86 | 0.87 |\n| mast cell | 24 | 0.96 | 0.98 | 0.98 | 1.00 | 0.00 | 0.94 | 0.98 | 0.98 | 0.98 |\n| natural killer cell | 20 | 0.00 | 0.09 | 0.25 | 0.15 | 0.00 | 0.20 | 0.10 | 0.39 | 0.22 |\n| enteroglial cell | 20 | 0.95 | 0.95 | 0.95 | 0.98 | 0.00 | 0.89 | 0.95 | 0.95 | 0.98 |\n| endothelial cell of arteriole | 15 | 0.70 | 0.88 | 0.76 | 0.80 | 0.00 | 0.84 | 0.97 | 0.90 | 0.88 |\n| gamma-delta T cell | 9 | 0.55 | 0.48 | 0.53 | 0.27 | 0.00 | 0.58 | 0.38 | 0.58 | 0.67 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 8 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 | 0.32 | 0.60 | 0.57 | 0.40 |\n| monocyte | 8 | 0.82 | 0.80 | 0.77 | 0.59 | 0.00 | 0.80 | 0.74 | 0.78 | 0.80 |\n| neutrophil | 4 | 0.40 | 0.67 | 0.60 | 0.86 | 0.00 | 0.43 | 0.89 | 0.75 | 0.67 |\n| endothelial cell of lymphatic vessel | 8 | 1.00 | 1.00 | 1.00 | 0.80 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of venule | 6 | 0.00 | 0.80 | 0.20 | 0.20 | 0.00 | 0.71 | 0.92 | 0.91 | 0.73 |\n| myofibroblast cell | 6 | 0.67 | 0.91 | 0.92 | 0.80 | 0.00 | 1.00 | 0.83 | 1.00 | 1.00 |\n| transit amplifying cell of small intestine | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.20 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 3 | 0.86 | 0.00 | 0.50 | 0.40 | 0.00 | 0.55 | 0.33 | 0.80 | 1.00 |\n| pericyte | 4 | 0.67 | 1.00 | 1.00 | 0.75 | 0.00 | 1.00 | 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 | 0.50 | 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| enterocyte of epithelium proper of duodenum | 12144 | 0.93 | 0.92 | 0.93 | 0.82 | 0.00 | 0.94 | 0.92 | 0.94 | 0.97 |\n| enterocyte of epithelium proper of ileum | 5847 | 0.97 | 0.93 | 0.92 | 0.56 | 0.00 | 0.95 | 0.98 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 4623 | 0.89 | 0.90 | 0.93 | 0.84 | 0.00 | 0.90 | 0.91 | 0.91 | 0.95 |\n| CD8-positive, alpha-beta T cell | 3126 | 0.83 | 0.79 | 0.90 | 0.77 | 0.00 | 0.83 | 0.84 | 0.86 | 0.92 |\n| small intestine goblet cell | 1830 | 0.94 | 0.95 | 0.96 | 0.91 | 0.00 | 0.94 | 0.96 | 0.96 | 0.96 |\n| paneth cell of epithelium of small intestine | 1670 | 0.74 | 0.81 | 0.83 | 0.75 | 0.00 | 0.68 | 0.79 | 0.81 | 0.87 |\n| enterocyte of epithelium proper of small intestine | 1265 | 0.60 | 0.51 | 0.83 | 0.54 | 0.00 | 0.84 | 0.82 | 0.86 | 0.89 |\n| activated CD8-positive, alpha-beta T cell | 1046 | 0.71 | 0.43 | 0.88 | 0.58 | 0.00 | 0.79 | 0.78 | 0.83 | 0.89 |\n| BEST4+ enteroycte | 802 | 0.81 | 0.86 | 0.87 | 0.80 | 0.00 | 0.86 | 0.83 | 0.85 | 0.89 |\n| plasma cell | 745 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.98 | 0.99 | 0.99 |\n| B cell | 705 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| intestinal crypt stem cell of small intestine | 531 | 0.36 | 0.47 | 0.46 | 0.36 | 0.00 | 0.54 | 0.67 | 0.72 | 0.69 |\n| activated CD4-positive, alpha-beta T cell | 504 | 0.43 | 0.37 | 0.63 | 0.45 | 0.00 | 0.56 | 0.61 | 0.63 | 0.76 |\n| fibroblast | 447 | 0.97 | 0.97 | 0.97 | 0.97 | 0.00 | 0.97 | 0.98 | 0.99 | 0.98 |\n| intestinal tuft cell | 396 | 0.96 | 0.97 | 0.97 | 0.96 | 0.00 | 0.98 | 0.98 | 0.99 | 0.98 |\n| enterocyte of epithelium proper of jejunum | 358 | 0.18 | 0.00 | 0.68 | 0.07 | 0.00 | 0.82 | 0.56 | 0.54 | 0.82 |\n| macrophage | 319 | 0.88 | 0.91 | 0.89 | 0.90 | 0.00 | 0.97 | 0.99 | 0.98 | 0.95 |\n| enteroendocrine cell of small intestine | 244 | 0.92 | 0.91 | 0.92 | 0.88 | 0.00 | 0.90 | 0.94 | 0.97 | 0.93 |\n| mast cell | 226 | 0.95 | 0.96 | 0.96 | 0.97 | 0.00 | 0.95 | 0.98 | 0.98 | 0.97 |\n| natural killer cell | 141 | 0.00 | 0.15 | 0.35 | 0.20 | 0.00 | 0.55 | 0.79 | 0.85 | 0.85 |\n| enteroglial cell | 122 | 0.92 | 0.92 | 0.92 | 0.94 | 0.00 | 0.89 | 0.99 | 0.99 | 0.98 |\n| endothelial cell of arteriole | 117 | 0.77 | 0.94 | 0.87 | 0.85 | 0.00 | 0.92 | 0.99 | 1.00 | 0.95 |\n| gamma-delta T cell | 112 | 0.71 | 0.73 | 0.67 | 0.62 | 0.00 | 0.82 | 0.92 | 0.96 | 0.95 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 107 | 0.00 | 0.42 | 0.09 | 0.25 | 0.00 | 0.71 | 0.85 | 0.87 | 0.74 |\n| monocyte | 70 | 0.85 | 0.87 | 0.67 | 0.67 | 0.00 | 0.97 | 0.97 | 1.00 | 0.99 |\n| neutrophil | 73 | 0.63 | 0.77 | 0.76 | 0.77 | 0.00 | 0.85 | 0.99 | 0.99 | 0.87 |\n| endothelial cell of lymphatic vessel | 65 | 0.98 | 0.98 | 0.98 | 0.91 | 0.00 | 0.94 | 0.98 | 0.98 | 0.98 |\n| endothelial cell of venule | 46 | 0.00 | 0.87 | 0.66 | 0.46 | 0.00 | 0.82 | 0.96 | 0.97 | 0.93 |\n| myofibroblast cell | 45 | 0.75 | 0.94 | 0.94 | 0.85 | 0.00 | 0.89 | 0.95 | 0.95 | 0.95 |\n| transit amplifying cell of small intestine | 32 | 0.00 | 0.00 | 0.46 | 0.00 | 0.00 | 0.63 | 0.75 | 0.90 | 0.86 |\n| innate lymphoid cell | 31 | 0.64 | 0.63 | 0.60 | 0.43 | 0.00 | 0.78 | 0.93 | 0.98 | 0.91 |\n| pericyte | 20 | 0.62 | 0.98 | 0.93 | 0.76 | 0.00 | 0.95 | 1.00 | 1.00 | 0.98 |\n| regulatory T cell | 12 | 0.00 | 0.15 | 0.00 | 0.14 | 0.00 | 0.69 | 0.92 | 0.92 | 0.29 |\n| myeloid dendritic cell | 11 | 0.00 | 0.56 | 0.40 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.84 |"
}