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README.md

@@ -32,49 +32,49 @@ computed on a 10% random subset of the data that was not used for training.
 
 | Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |
 | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| B cell | 11274 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |
-| CD4-positive, alpha-beta T cell | 9683 | 0.59 | 0.80 | 0.82 | 0.76 | 0.00 | 0.58 | 0.44 | 0.58 | 0.80 |
-| CD8-positive, alpha-beta T cell | 7620 | 0.69 | 0.79 | 0.81 | 0.75 | 0.00 | 0.70 | 0.55 | 0.66 | 0.80 |
-| neutrophil | 7005 | 0.97 | 0.98 | 0.98 | 0.98 | 0.00 | 0.95 | 0.95 | 0.96 | 0.99 |
-| macrophage | 6828 | 0.83 | 0.85 | 0.91 | 0.83 | 0.00 | 0.71 | 0.74 | 0.76 | 0.90 |
-| plasma cell | 2767 | 0.97 | 0.98 | 0.97 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |
-| monocyte | 2633 | 0.55 | 0.40 | 0.76 | 0.47 | 0.00 | 0.27 | 0.47 | 0.55 | 0.63 |
-| classical monocyte | 1789 | 0.62 | 0.62 | 0.75 | 0.50 | 0.00 | 0.55 | 0.57 | 0.67 | 0.71 |
-| erythrocyte | 1509 | 0.97 | 0.97 | 0.97 | 0.98 | 0.00 | 0.97 | 0.97 | 0.97 | 0.98 |
-| natural killer cell | 1406 | 0.71 | 0.74 | 0.76 | 0.69 | 0.00 | 0.74 | 0.68 | 0.70 | 0.75 |
-| naive thymus-derived CD4-positive, alpha-beta T cell | 995 | 0.23 | 0.05 | 0.27 | 0.09 | 0.00 | 0.22 | 0.21 | 0.31 | 0.26 |
-| T cell | 599 | 0.46 | 0.34 | 0.53 | 0.13 | 0.00 | 0.26 | 0.31 | 0.43 | 0.53 |
-| mast cell | 575 | 0.79 | 0.85 | 0.94 | 0.84 | 0.00 | 0.90 | 0.90 | 0.91 | 0.93 |
-| intermediate monocyte | 551 | 0.31 | 0.15 | 0.53 | 0.12 | 0.00 | 0.26 | 0.32 | 0.43 | 0.48 |
-| mature NK T cell | 548 | 0.53 | 0.56 | 0.62 | 0.36 | 0.00 | 0.41 | 0.41 | 0.48 | 0.61 |
-| mononuclear phagocyte | 556 | 0.62 | 0.00 | 0.77 | 0.16 | 0.00 | 0.13 | 0.61 | 0.58 | 0.69 |
-| CD4-positive, alpha-beta thymocyte | 460 | 0.44 | 0.01 | 0.59 | 0.20 | 0.00 | 0.35 | 0.31 | 0.43 | 0.61 |
-| regulatory T cell | 294 | 0.32 | 0.04 | 0.36 | 0.11 | 0.00 | 0.28 | 0.26 | 0.37 | 0.43 |
-| hematopoietic precursor cell | 198 | 0.53 | 0.65 | 0.79 | 0.66 | 0.00 | 0.60 | 0.53 | 0.58 | 0.76 |
-| gamma-delta T cell | 192 | 0.43 | 0.38 | 0.77 | 0.08 | 0.00 | 0.55 | 0.54 | 0.52 | 0.76 |
-| basophil | 165 | 0.48 | 0.12 | 0.90 | 0.45 | 0.00 | 0.76 | 0.68 | 0.78 | 0.84 |
-| tissue-resident macrophage | 128 | 0.62 | 0.00 | 0.83 | 0.28 | 0.00 | 0.28 | 0.59 | 0.55 | 0.72 |
-| non-classical monocyte | 114 | 0.25 | 0.33 | 0.44 | 0.06 | 0.00 | 0.23 | 0.21 | 0.36 | 0.52 |
-| activated CD8-positive, alpha-beta T cell | 112 | 0.31 | 0.02 | 0.39 | 0.05 | 0.00 | 0.18 | 0.23 | 0.29 | 0.48 |
-| naive thymus-derived CD8-positive, alpha-beta T cell | 109 | 0.11 | 0.00 | 0.40 | 0.07 | 0.00 | 0.22 | 0.13 | 0.16 | 0.23 |
-| myeloid leukocyte | 87 | 0.34 | 0.00 | 0.66 | 0.15 | 0.00 | 0.09 | 0.20 | 0.22 | 0.54 |
-| erythroid progenitor cell | 106 | 0.66 | 0.70 | 0.72 | 0.64 | 0.00 | 0.59 | 0.70 | 0.69 | 0.74 |
-| innate lymphoid cell | 85 | 0.24 | 0.18 | 0.33 | 0.25 | 0.00 | 0.21 | 0.17 | 0.26 | 0.35 |
-| hematopoietic stem cell | 72 | 0.76 | 0.71 | 0.79 | 0.71 | 0.00 | 0.67 | 0.68 | 0.70 | 0.81 |
-| granulocyte | 72 | 0.35 | 0.03 | 0.65 | 0.44 | 0.00 | 0.17 | 0.28 | 0.32 | 0.66 |
-| CD8-positive, alpha-beta thymocyte | 69 | 0.47 | 0.03 | 0.38 | 0.36 | 0.00 | 0.25 | 0.23 | 0.38 | 0.65 |
-| activated CD4-positive, alpha-beta T cell | 63 | 0.08 | 0.00 | 0.18 | 0.06 | 0.00 | 0.09 | 0.11 | 0.14 | 0.24 |
-| myeloid dendritic cell | 45 | 0.14 | 0.22 | 0.39 | 0.23 | 0.00 | 0.10 | 0.13 | 0.15 | 0.22 |
-| platelet | 50 | 0.66 | 0.94 | 0.97 | 0.94 | 0.00 | 0.57 | 0.77 | 0.73 | 0.83 |
-| common myeloid progenitor | 41 | 0.65 | 0.63 | 0.71 | 0.43 | 0.00 | 0.57 | 0.60 | 0.71 | 0.80 |
-| thymocyte | 46 | 0.00 | 0.00 | 0.35 | 0.37 | 0.00 | 0.21 | 0.21 | 0.46 | 0.68 |
-| microglial cell | 35 | 0.11 | 0.00 | 0.35 | 0.09 | 0.00 | 0.08 | 0.14 | 0.14 | 0.27 |
-| colon macrophage | 41 | 0.24 | 0.00 | 0.72 | 0.07 | 0.00 | 0.15 | 0.28 | 0.32 | 0.59 |
-| leukocyte | 15 | 0.12 | 0.00 | 0.05 | 0.11 | 0.00 | 0.00 | 0.09 | 0.15 | 0.20 |
-| plasmacytoid dendritic cell | 7 | 0.46 | 0.20 | 0.55 | 0.20 | 0.00 | 0.04 | 0.25 | 0.21 | 0.35 |
-| hematopoietic cell | 8 | 0.64 | 0.00 | 0.77 | 0.77 | 0.00 | 0.09 | 0.94 | 0.48 | 0.80 |
-| myeloid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 | 0.17 | 0.06 | 0.00 |
-| Langerhans cell | 6 | 0.00 | 0.40 | 0.73 | 0.17 | 0.00 | 0.14 | 0.34 | 0.25 | 0.62 |
+| B cell | 11273 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.94 | 0.99 | 0.99 | 0.99 |
+| CD4-positive, alpha-beta T cell | 9709 | 0.59 | 0.80 | 0.82 | 0.77 | 0.00 | 0.40 | 0.44 | 0.60 | 0.79 |
+| CD8-positive, alpha-beta T cell | 7592 | 0.71 | 0.79 | 0.81 | 0.75 | 0.00 | 0.73 | 0.56 | 0.67 | 0.81 |
+| neutrophil | 6979 | 0.94 | 0.98 | 0.97 | 0.98 | 0.00 | 0.92 | 0.95 | 0.95 | 0.98 |
+| macrophage | 6824 | 0.83 | 0.85 | 0.91 | 0.83 | 0.00 | 0.71 | 0.73 | 0.76 | 0.89 |
+| plasma cell | 2779 | 0.97 | 0.98 | 0.97 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |
+| monocyte | 2605 | 0.50 | 0.41 | 0.76 | 0.47 | 0.00 | 0.33 | 0.44 | 0.56 | 0.58 |
+| classical monocyte | 1806 | 0.64 | 0.62 | 0.74 | 0.48 | 0.00 | 0.56 | 0.55 | 0.68 | 0.71 |
+| erythrocyte | 1512 | 0.97 | 0.97 | 0.97 | 0.98 | 0.00 | 0.97 | 0.97 | 0.97 | 0.98 |
+| natural killer cell | 1401 | 0.70 | 0.74 | 0.75 | 0.70 | 0.00 | 0.67 | 0.65 | 0.72 | 0.75 |
+| naive thymus-derived CD4-positive, alpha-beta T cell | 1006 | 0.25 | 0.05 | 0.31 | 0.09 | 0.00 | 0.21 | 0.22 | 0.31 | 0.29 |
+| T cell | 604 | 0.42 | 0.33 | 0.54 | 0.17 | 0.00 | 0.25 | 0.34 | 0.45 | 0.52 |
+| mast cell | 590 | 0.81 | 0.84 | 0.92 | 0.81 | 0.00 | 0.89 | 0.89 | 0.91 | 0.92 |
+| intermediate monocyte | 551 | 0.29 | 0.14 | 0.54 | 0.18 | 0.00 | 0.24 | 0.31 | 0.46 | 0.49 |
+| mature NK T cell | 545 | 0.53 | 0.56 | 0.62 | 0.35 | 0.00 | 0.42 | 0.41 | 0.49 | 0.62 |
+| mononuclear phagocyte | 556 | 0.57 | 0.00 | 0.75 | 0.15 | 0.00 | 0.03 | 0.59 | 0.57 | 0.63 |
+| CD4-positive, alpha-beta thymocyte | 456 | 0.41 | 0.07 | 0.60 | 0.28 | 0.00 | 0.19 | 0.33 | 0.42 | 0.57 |
+| regulatory T cell | 296 | 0.27 | 0.05 | 0.36 | 0.12 | 0.00 | 0.23 | 0.28 | 0.38 | 0.49 |
+| hematopoietic precursor cell | 208 | 0.51 | 0.69 | 0.77 | 0.67 | 0.00 | 0.45 | 0.50 | 0.58 | 0.67 |
+| gamma-delta T cell | 193 | 0.66 | 0.40 | 0.77 | 0.26 | 0.00 | 0.38 | 0.57 | 0.50 | 0.79 |
+| basophil | 175 | 0.53 | 0.12 | 0.80 | 0.31 | 0.00 | 0.73 | 0.72 | 0.79 | 0.81 |
+| tissue-resident macrophage | 128 | 0.68 | 0.00 | 0.83 | 0.21 | 0.00 | 0.24 | 0.67 | 0.52 | 0.76 |
+| non-classical monocyte | 114 | 0.28 | 0.34 | 0.47 | 0.02 | 0.00 | 0.17 | 0.22 | 0.36 | 0.53 |
+| activated CD8-positive, alpha-beta T cell | 119 | 0.34 | 0.00 | 0.38 | 0.04 | 0.00 | 0.09 | 0.25 | 0.38 | 0.39 |
+| naive thymus-derived CD8-positive, alpha-beta T cell | 112 | 0.13 | 0.00 | 0.35 | 0.12 | 0.00 | 0.20 | 0.13 | 0.16 | 0.27 |
+| myeloid leukocyte | 86 | 0.29 | 0.00 | 0.67 | 0.13 | 0.00 | 0.05 | 0.20 | 0.23 | 0.58 |
+| erythroid progenitor cell | 107 | 0.64 | 0.65 | 0.67 | 0.60 | 0.00 | 0.61 | 0.65 | 0.67 | 0.72 |
+| innate lymphoid cell | 83 | 0.17 | 0.18 | 0.31 | 0.25 | 0.00 | 0.26 | 0.17 | 0.23 | 0.33 |
+| hematopoietic stem cell | 72 | 0.74 | 0.72 | 0.77 | 0.71 | 0.00 | 0.70 | 0.75 | 0.80 | 0.80 |
+| granulocyte | 70 | 0.19 | 0.03 | 0.61 | 0.37 | 0.00 | 0.11 | 0.27 | 0.26 | 0.43 |
+| CD8-positive, alpha-beta thymocyte | 66 | 0.47 | 0.03 | 0.48 | 0.31 | 0.00 | 0.36 | 0.24 | 0.31 | 0.62 |
+| activated CD4-positive, alpha-beta T cell | 60 | 0.07 | 0.00 | 0.24 | 0.03 | 0.00 | 0.08 | 0.12 | 0.14 | 0.28 |
+| myeloid dendritic cell | 44 | 0.14 | 0.14 | 0.33 | 0.32 | 0.00 | 0.13 | 0.12 | 0.14 | 0.21 |
+| platelet | 52 | 0.60 | 0.92 | 0.97 | 0.94 | 0.00 | 0.57 | 0.82 | 0.76 | 0.85 |
+| common myeloid progenitor | 39 | 0.00 | 0.54 | 0.67 | 0.32 | 0.00 | 0.51 | 0.61 | 0.72 | 0.74 |
+| thymocyte | 43 | 0.00 | 0.00 | 0.46 | 0.32 | 0.00 | 0.28 | 0.21 | 0.46 | 0.72 |
+| microglial cell | 29 | 0.09 | 0.00 | 0.41 | 0.06 | 0.00 | 0.09 | 0.13 | 0.12 | 0.24 |
+| colon macrophage | 41 | 0.30 | 0.00 | 0.76 | 0.00 | 0.00 | 0.04 | 0.25 | 0.43 | 0.61 |
+| leukocyte | 15 | 0.12 | 0.00 | 0.05 | 0.11 | 0.00 | 0.02 | 0.05 | 0.16 | 0.20 |
+| plasmacytoid dendritic cell | 7 | 0.00 | 0.25 | 0.55 | 0.15 | 0.00 | 0.07 | 0.40 | 0.21 | 0.44 |
+| hematopoietic cell | 8 | 0.00 | 0.22 | 0.77 | 0.93 | 0.00 | 0.03 | 1.00 | 0.50 | 1.00 |
+| myeloid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.17 | 0.12 | 0.00 |
+| Langerhans cell | 9 | 0.00 | 0.33 | 0.75 | 0.15 | 0.00 | 0.02 | 0.40 | 0.29 | 0.89 |
 | T follicular helper cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
 | erythroid lineage cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
 
@@ -82,51 +82,51 @@ The train accuracies are computed on the training data.
 
 | Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |
 | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| B cell | 103198 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |
-| CD4-positive, alpha-beta T cell | 87406 | 0.59 | 0.79 | 0.87 | 0.81 | 0.00 | 0.60 | 0.44 | 0.58 | 0.83 |
-| CD8-positive, alpha-beta T cell | 68602 | 0.69 | 0.78 | 0.87 | 0.81 | 0.00 | 0.69 | 0.56 | 0.66 | 0.81 |
-| neutrophil | 62506 | 0.97 | 0.98 | 0.98 | 0.98 | 0.00 | 0.96 | 0.96 | 0.96 | 0.99 |
-| macrophage | 62165 | 0.82 | 0.84 | 0.94 | 0.87 | 0.00 | 0.76 | 0.74 | 0.77 | 0.92 |
-| plasma cell | 24570 | 0.97 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |
-| monocyte | 23115 | 0.54 | 0.33 | 0.85 | 0.67 | 0.00 | 0.51 | 0.46 | 0.57 | 0.71 |
-| classical monocyte | 16410 | 0.64 | 0.59 | 0.84 | 0.70 | 0.00 | 0.67 | 0.59 | 0.68 | 0.78 |
-| erythrocyte | 13099 | 0.97 | 0.97 | 0.98 | 0.99 | 0.00 | 0.97 | 0.97 | 0.97 | 0.98 |
-| natural killer cell | 12822 | 0.72 | 0.74 | 0.85 | 0.79 | 0.00 | 0.74 | 0.69 | 0.73 | 0.77 |
-| naive thymus-derived CD4-positive, alpha-beta T cell | 8832 | 0.23 | 0.05 | 0.46 | 0.24 | 0.00 | 0.29 | 0.23 | 0.32 | 0.39 |
-| T cell | 5687 | 0.49 | 0.29 | 0.69 | 0.36 | 0.00 | 0.43 | 0.34 | 0.44 | 0.61 |
-| mast cell | 5640 | 0.79 | 0.86 | 0.97 | 0.91 | 0.00 | 0.94 | 0.91 | 0.92 | 0.95 |
-| intermediate monocyte | 4926 | 0.32 | 0.12 | 0.69 | 0.50 | 0.00 | 0.38 | 0.34 | 0.45 | 0.54 |
-| mature NK T cell | 4842 | 0.52 | 0.50 | 0.74 | 0.52 | 0.00 | 0.47 | 0.42 | 0.51 | 0.63 |
-| mononuclear phagocyte | 4780 | 0.60 | 0.00 | 0.93 | 0.41 | 0.00 | 0.86 | 0.59 | 0.59 | 0.90 |
-| CD4-positive, alpha-beta thymocyte | 4225 | 0.45 | 0.00 | 0.70 | 0.42 | 0.00 | 0.53 | 0.36 | 0.46 | 0.70 |
-| regulatory T cell | 2355 | 0.28 | 0.04 | 0.55 | 0.27 | 0.00 | 0.29 | 0.25 | 0.35 | 0.48 |
-| hematopoietic precursor cell | 1942 | 0.54 | 0.62 | 0.85 | 0.76 | 0.00 | 0.63 | 0.61 | 0.63 | 0.81 |
-| gamma-delta T cell | 1782 | 0.45 | 0.30 | 0.84 | 0.34 | 0.00 | 0.62 | 0.55 | 0.52 | 0.77 |
-| basophil | 1504 | 0.44 | 0.01 | 0.94 | 0.73 | 0.00 | 0.87 | 0.68 | 0.79 | 0.90 |
-| tissue-resident macrophage | 1219 | 0.58 | 0.00 | 0.89 | 0.59 | 0.00 | 0.49 | 0.62 | 0.57 | 0.76 |
-| non-classical monocyte | 1170 | 0.28 | 0.34 | 0.57 | 0.33 | 0.00 | 0.28 | 0.30 | 0.43 | 0.61 |
-| activated CD8-positive, alpha-beta T cell | 1029 | 0.32 | 0.00 | 0.49 | 0.14 | 0.00 | 0.49 | 0.27 | 0.33 | 0.65 |
-| naive thymus-derived CD8-positive, alpha-beta T cell | 947 | 0.11 | 0.00 | 0.62 | 0.30 | 0.00 | 0.29 | 0.15 | 0.16 | 0.31 |
-| myeloid leukocyte | 907 | 0.29 | 0.00 | 0.75 | 0.34 | 0.00 | 0.29 | 0.26 | 0.27 | 0.70 |
-| erythroid progenitor cell | 865 | 0.63 | 0.57 | 0.82 | 0.82 | 0.00 | 0.64 | 0.76 | 0.74 | 0.78 |
-| innate lymphoid cell | 886 | 0.25 | 0.10 | 0.57 | 0.40 | 0.00 | 0.37 | 0.23 | 0.28 | 0.45 |
-| hematopoietic stem cell | 786 | 0.75 | 0.69 | 0.87 | 0.82 | 0.00 | 0.74 | 0.78 | 0.85 | 0.88 |
-| granulocyte | 697 | 0.30 | 0.00 | 0.74 | 0.62 | 0.00 | 0.24 | 0.31 | 0.34 | 0.76 |
-| CD8-positive, alpha-beta thymocyte | 662 | 0.40 | 0.01 | 0.50 | 0.38 | 0.00 | 0.36 | 0.31 | 0.42 | 0.74 |
-| activated CD4-positive, alpha-beta T cell | 509 | 0.06 | 0.00 | 0.46 | 0.23 | 0.00 | 0.13 | 0.12 | 0.14 | 0.31 |
-| myeloid dendritic cell | 523 | 0.14 | 0.08 | 0.57 | 0.41 | 0.00 | 0.17 | 0.21 | 0.24 | 0.31 |
-| platelet | 444 | 0.73 | 0.87 | 0.96 | 0.96 | 0.00 | 0.60 | 0.83 | 0.80 | 0.93 |
-| common myeloid progenitor | 415 | 0.58 | 0.39 | 0.84 | 0.77 | 0.00 | 0.69 | 0.78 | 0.89 | 0.89 |
-| thymocyte | 409 | 0.00 | 0.00 | 0.52 | 0.38 | 0.00 | 0.29 | 0.26 | 0.59 | 0.92 |
-| microglial cell | 352 | 0.11 | 0.00 | 0.63 | 0.23 | 0.00 | 0.22 | 0.21 | 0.22 | 0.47 |
-| colon macrophage | 286 | 0.18 | 0.00 | 0.82 | 0.40 | 0.00 | 0.30 | 0.27 | 0.33 | 0.69 |
-| leukocyte | 171 | 0.07 | 0.00 | 0.46 | 0.14 | 0.00 | 0.35 | 0.27 | 0.20 | 0.41 |
-| plasmacytoid dendritic cell | 91 | 0.54 | 0.41 | 0.80 | 0.66 | 0.00 | 0.12 | 0.64 | 0.47 | 0.73 |
-| hematopoietic cell | 90 | 0.64 | 0.00 | 0.95 | 0.77 | 0.00 | 0.12 | 0.96 | 0.60 | 0.87 |
-| myeloid cell | 79 | 0.00 | 0.00 | 0.34 | 0.07 | 0.00 | 0.23 | 0.55 | 0.37 | 0.86 |
-| Langerhans cell | 70 | 0.01 | 0.02 | 0.78 | 0.39 | 0.00 | 0.18 | 0.36 | 0.32 | 0.63 |
-| T follicular helper cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 | 1.00 | 0.86 | 0.80 |
-| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 | 0.14 | 0.80 | 0.00 |
+| B cell | 103201 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.94 | 0.99 | 0.99 | 0.99 |
+| CD4-positive, alpha-beta T cell | 87379 | 0.60 | 0.79 | 0.87 | 0.82 | 0.00 | 0.48 | 0.44 | 0.60 | 0.82 |
+| CD8-positive, alpha-beta T cell | 68634 | 0.71 | 0.79 | 0.87 | 0.82 | 0.00 | 0.74 | 0.57 | 0.67 | 0.82 |
+| neutrophil | 62532 | 0.95 | 0.98 | 0.98 | 0.98 | 0.00 | 0.92 | 0.95 | 0.95 | 0.98 |
+| macrophage | 62168 | 0.82 | 0.84 | 0.94 | 0.87 | 0.00 | 0.77 | 0.73 | 0.76 | 0.92 |
+| plasma cell | 24558 | 0.97 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |
+| monocyte | 23143 | 0.50 | 0.32 | 0.84 | 0.68 | 0.00 | 0.47 | 0.47 | 0.57 | 0.67 |
+| classical monocyte | 16393 | 0.65 | 0.59 | 0.84 | 0.70 | 0.00 | 0.65 | 0.57 | 0.68 | 0.77 |
+| erythrocyte | 13096 | 0.97 | 0.97 | 0.98 | 0.99 | 0.00 | 0.97 | 0.96 | 0.97 | 0.98 |
+| natural killer cell | 12826 | 0.72 | 0.74 | 0.85 | 0.81 | 0.00 | 0.70 | 0.68 | 0.74 | 0.77 |
+| naive thymus-derived CD4-positive, alpha-beta T cell | 8821 | 0.26 | 0.05 | 0.46 | 0.23 | 0.00 | 0.26 | 0.24 | 0.32 | 0.38 |
+| T cell | 5682 | 0.44 | 0.29 | 0.69 | 0.36 | 0.00 | 0.38 | 0.35 | 0.45 | 0.61 |
+| mast cell | 5625 | 0.83 | 0.86 | 0.95 | 0.93 | 0.00 | 0.94 | 0.89 | 0.92 | 0.95 |
+| intermediate monocyte | 4926 | 0.30 | 0.10 | 0.69 | 0.45 | 0.00 | 0.36 | 0.34 | 0.46 | 0.55 |
+| mature NK T cell | 4845 | 0.53 | 0.50 | 0.74 | 0.57 | 0.00 | 0.50 | 0.41 | 0.51 | 0.65 |
+| mononuclear phagocyte | 4780 | 0.57 | 0.00 | 0.91 | 0.42 | 0.00 | 0.90 | 0.58 | 0.56 | 0.90 |
+| CD4-positive, alpha-beta thymocyte | 4229 | 0.42 | 0.01 | 0.72 | 0.49 | 0.00 | 0.63 | 0.36 | 0.43 | 0.69 |
+| regulatory T cell | 2353 | 0.26 | 0.03 | 0.55 | 0.28 | 0.00 | 0.24 | 0.26 | 0.38 | 0.48 |
+| hematopoietic precursor cell | 1932 | 0.51 | 0.63 | 0.85 | 0.78 | 0.00 | 0.48 | 0.56 | 0.62 | 0.75 |
+| gamma-delta T cell | 1783 | 0.66 | 0.28 | 0.86 | 0.39 | 0.00 | 0.52 | 0.58 | 0.50 | 0.82 |
+| basophil | 1494 | 0.47 | 0.02 | 0.88 | 0.76 | 0.00 | 0.84 | 0.69 | 0.81 | 0.89 |
+| tissue-resident macrophage | 1219 | 0.65 | 0.00 | 0.89 | 0.60 | 0.00 | 0.43 | 0.67 | 0.53 | 0.77 |
+| non-classical monocyte | 1170 | 0.30 | 0.32 | 0.59 | 0.31 | 0.00 | 0.22 | 0.28 | 0.42 | 0.57 |
+| activated CD8-positive, alpha-beta T cell | 1023 | 0.37 | 0.00 | 0.48 | 0.17 | 0.00 | 0.38 | 0.28 | 0.40 | 0.66 |
+| naive thymus-derived CD8-positive, alpha-beta T cell | 944 | 0.14 | 0.00 | 0.62 | 0.35 | 0.00 | 0.25 | 0.15 | 0.17 | 0.32 |
+| myeloid leukocyte | 908 | 0.25 | 0.00 | 0.74 | 0.31 | 0.00 | 0.51 | 0.27 | 0.27 | 0.73 |
+| erythroid progenitor cell | 864 | 0.60 | 0.57 | 0.82 | 0.80 | 0.00 | 0.69 | 0.76 | 0.74 | 0.79 |
+| innate lymphoid cell | 888 | 0.19 | 0.12 | 0.57 | 0.45 | 0.00 | 0.51 | 0.22 | 0.27 | 0.46 |
+| hematopoietic stem cell | 786 | 0.72 | 0.69 | 0.86 | 0.81 | 0.00 | 0.76 | 0.81 | 0.84 | 0.86 |
+| granulocyte | 699 | 0.22 | 0.00 | 0.74 | 0.67 | 0.00 | 0.17 | 0.29 | 0.30 | 0.56 |
+| CD8-positive, alpha-beta thymocyte | 665 | 0.40 | 0.01 | 0.57 | 0.42 | 0.00 | 0.47 | 0.30 | 0.41 | 0.74 |
+| activated CD4-positive, alpha-beta T cell | 512 | 0.06 | 0.00 | 0.47 | 0.15 | 0.00 | 0.15 | 0.14 | 0.15 | 0.33 |
+| myeloid dendritic cell | 524 | 0.15 | 0.08 | 0.57 | 0.37 | 0.00 | 0.25 | 0.18 | 0.22 | 0.32 |
+| platelet | 442 | 0.65 | 0.87 | 0.96 | 0.96 | 0.00 | 0.56 | 0.88 | 0.79 | 0.90 |
+| common myeloid progenitor | 417 | 0.00 | 0.41 | 0.84 | 0.76 | 0.00 | 0.73 | 0.78 | 0.86 | 0.90 |
+| thymocyte | 412 | 0.00 | 0.00 | 0.53 | 0.47 | 0.00 | 0.35 | 0.26 | 0.61 | 0.91 |
+| microglial cell | 358 | 0.11 | 0.01 | 0.61 | 0.18 | 0.00 | 0.46 | 0.20 | 0.20 | 0.37 |
+| colon macrophage | 286 | 0.22 | 0.00 | 0.82 | 0.40 | 0.00 | 0.42 | 0.25 | 0.43 | 0.86 |
+| leukocyte | 171 | 0.08 | 0.00 | 0.48 | 0.17 | 0.00 | 0.26 | 0.14 | 0.19 | 0.40 |
+| plasmacytoid dendritic cell | 91 | 0.00 | 0.37 | 0.80 | 0.64 | 0.00 | 0.15 | 0.52 | 0.50 | 0.69 |
+| hematopoietic cell | 90 | 0.00 | 0.00 | 0.98 | 0.82 | 0.00 | 0.04 | 0.98 | 0.62 | 0.96 |
+| myeloid cell | 79 | 0.00 | 0.00 | 0.40 | 0.12 | 0.00 | 0.46 | 0.42 | 0.32 | 0.91 |
+| Langerhans cell | 67 | 0.00 | 0.05 | 0.75 | 0.46 | 0.00 | 0.02 | 0.36 | 0.29 | 0.74 |
+| T follicular helper cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 0.92 | 0.60 | 0.91 |
+| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 | 0.67 | 1.00 | 0.00 |
 
 </details>