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README.md

@@ -31,49 +31,49 @@ computed on a 10% random subset of the data that was not used for training.
 
 | Cell Type | N cells |  celltypist |  knn on bbknn |  knn on harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |
 | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| B cell | 11277 | 0.99 | 0.99 | 0.98 | 0.98 | 0.00 | 0.99 | 0.97 | 0.98 | 0.99 |
-| CD4-positive, alpha-beta T cell | 9719 | 0.49 | 0.80 | 0.79 | 0.73 | 0.00 | 0.60 | 0.37 | 0.49 | 0.78 |
-| CD8-positive, alpha-beta T cell | 7653 | 0.68 | 0.79 | 0.76 | 0.70 | 0.00 | 0.72 | 0.48 | 0.65 | 0.79 |
-| neutrophil | 7010 | 0.96 | 0.98 | 0.96 | 0.97 | 0.00 | 0.95 | 0.92 | 0.94 | 0.98 |
-| macrophage | 6802 | 0.83 | 0.87 | 0.88 | 0.81 | 0.00 | 0.77 | 0.72 | 0.75 | 0.89 |
-| plasma cell | 2783 | 0.98 | 0.98 | 0.97 | 0.98 | 0.00 | 0.97 | 0.97 | 0.98 | 0.99 |
-| monocyte | 2615 | 0.32 | 0.57 | 0.71 | 0.39 | 0.00 | 0.24 | 0.40 | 0.55 | 0.54 |
-| classical monocyte | 1805 | 0.61 | 0.66 | 0.69 | 0.44 | 0.00 | 0.55 | 0.51 | 0.66 | 0.68 |
-| erythrocyte | 1501 | 0.97 | 0.98 | 0.97 | 0.97 | 0.00 | 0.96 | 0.96 | 0.96 | 0.97 |
-| natural killer cell | 1416 | 0.69 | 0.73 | 0.72 | 0.59 | 0.00 | 0.64 | 0.59 | 0.68 | 0.73 |
-| naive thymus-derived CD4-positive, alpha-beta T cell | 997 | 0.20 | 0.04 | 0.25 | 0.05 | 0.00 | 0.19 | 0.19 | 0.25 | 0.20 |
-| T cell | 603 | 0.38 | 0.41 | 0.46 | 0.09 | 0.00 | 0.25 | 0.29 | 0.38 | 0.48 |
-| mast cell | 591 | 0.86 | 0.91 | 0.91 | 0.80 | 0.00 | 0.81 | 0.85 | 0.91 | 0.94 |
-| intermediate monocyte | 546 | 0.31 | 0.26 | 0.45 | 0.10 | 0.00 | 0.20 | 0.29 | 0.42 | 0.47 |
-| mature NK T cell | 546 | 0.51 | 0.51 | 0.55 | 0.21 | 0.00 | 0.40 | 0.33 | 0.46 | 0.58 |
-| mononuclear phagocyte | 554 | 0.66 | 0.01 | 0.56 | 0.11 | 0.00 | 0.01 | 0.59 | 0.56 | 0.50 |
-| CD4-positive, alpha-beta thymocyte | 458 | 0.38 | 0.31 | 0.44 | 0.06 | 0.00 | 0.16 | 0.30 | 0.43 | 0.47 |
-| regulatory T cell | 297 | 0.23 | 0.14 | 0.18 | 0.04 | 0.00 | 0.14 | 0.16 | 0.21 | 0.32 |
-| hematopoietic precursor cell | 204 | 0.49 | 0.73 | 0.76 | 0.58 | 0.00 | 0.42 | 0.46 | 0.54 | 0.66 |
-| gamma-delta T cell | 191 | 0.64 | 0.78 | 0.66 | 0.02 | 0.00 | 0.24 | 0.43 | 0.48 | 0.77 |
-| basophil | 170 | 0.60 | 0.72 | 0.66 | 0.26 | 0.00 | 0.50 | 0.67 | 0.80 | 0.85 |
-| tissue-resident macrophage | 136 | 0.62 | 0.00 | 0.70 | 0.25 | 0.00 | 0.30 | 0.43 | 0.49 | 0.65 |
-| non-classical monocyte | 113 | 0.21 | 0.34 | 0.36 | 0.02 | 0.00 | 0.29 | 0.22 | 0.31 | 0.46 |
-| activated CD8-positive, alpha-beta T cell | 123 | 0.29 | 0.24 | 0.29 | 0.05 | 0.00 | 0.09 | 0.23 | 0.32 | 0.45 |
-| naive thymus-derived CD8-positive, alpha-beta T cell | 112 | 0.12 | 0.02 | 0.30 | 0.02 | 0.00 | 0.12 | 0.12 | 0.17 | 0.27 |
-| myeloid leukocyte | 90 | 0.17 | 0.53 | 0.59 | 0.04 | 0.00 | 0.12 | 0.20 | 0.23 | 0.53 |
-| erythroid progenitor cell | 104 | 0.66 | 0.75 | 0.63 | 0.57 | 0.00 | 0.58 | 0.62 | 0.66 | 0.73 |
-| innate lymphoid cell | 85 | 0.20 | 0.29 | 0.30 | 0.23 | 0.00 | 0.30 | 0.16 | 0.24 | 0.33 |
-| hematopoietic stem cell | 72 | 0.71 | 0.74 | 0.75 | 0.59 | 0.00 | 0.46 | 0.68 | 0.73 | 0.77 |
-| granulocyte | 74 | 0.39 | 0.30 | 0.50 | 0.21 | 0.00 | 0.19 | 0.20 | 0.24 | 0.60 |
-| CD8-positive, alpha-beta thymocyte | 66 | 0.42 | 0.28 | 0.23 | 0.12 | 0.00 | 0.23 | 0.14 | 0.26 | 0.46 |
-| activated CD4-positive, alpha-beta T cell | 65 | 0.08 | 0.06 | 0.09 | 0.00 | 0.00 | 0.12 | 0.10 | 0.18 | 0.22 |
-| myeloid dendritic cell | 47 | 0.16 | 0.32 | 0.34 | 0.04 | 0.00 | 0.15 | 0.10 | 0.15 | 0.21 |
-| platelet | 49 | 0.62 | 0.95 | 0.98 | 0.92 | 0.00 | 0.33 | 0.77 | 0.69 | 0.87 |
-| common myeloid progenitor | 42 | 0.58 | 0.73 | 0.67 | 0.27 | 0.00 | 0.59 | 0.60 | 0.71 | 0.76 |
-| thymocyte | 48 | 0.00 | 0.17 | 0.28 | 0.15 | 0.00 | 0.37 | 0.15 | 0.43 | 0.57 |
-| microglial cell | 39 | 0.13 | 0.05 | 0.32 | 0.09 | 0.00 | 0.08 | 0.17 | 0.17 | 0.26 |
-| colon macrophage | 41 | 0.35 | 0.42 | 0.69 | 0.00 | 0.00 | 0.07 | 0.25 | 0.40 | 0.64 |
-| leukocyte | 16 | 0.09 | 0.29 | 0.11 | 0.00 | 0.00 | 0.05 | 0.03 | 0.14 | 0.14 |
-| plasmacytoid dendritic cell | 8 | 0.50 | 0.36 | 0.53 | 0.15 | 0.00 | 0.06 | 0.18 | 0.31 | 0.50 |
-| hematopoietic cell | 8 | 0.88 | 0.80 | 0.67 | 0.40 | 0.00 | 0.18 | 1.00 | 0.44 | 0.84 |
-| myeloid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.07 | 0.13 | 0.67 |
-| Langerhans cell | 6 | 0.00 | 0.22 | 0.67 | 0.00 | 0.00 | 0.21 | 0.30 | 0.32 | 0.80 |
+| B cell | 11276 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |
+| CD4-positive, alpha-beta T cell | 9727 | 0.55 | 0.82 | 0.83 | 0.77 | 0.00 | 0.38 | 0.42 | 0.59 | 0.79 |
+| CD8-positive, alpha-beta T cell | 7675 | 0.68 | 0.81 | 0.81 | 0.75 | 0.00 | 0.70 | 0.55 | 0.64 | 0.80 |
+| neutrophil | 6983 | 0.95 | 0.99 | 0.98 | 0.98 | 0.00 | 0.90 | 0.95 | 0.95 | 0.98 |
+| macrophage | 6821 | 0.81 | 0.87 | 0.91 | 0.83 | 0.00 | 0.77 | 0.72 | 0.74 | 0.90 |
+| plasma cell | 2790 | 0.98 | 0.99 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |
+| monocyte | 2610 | 0.59 | 0.58 | 0.76 | 0.46 | 0.00 | 0.41 | 0.47 | 0.56 | 0.68 |
+| classical monocyte | 1806 | 0.64 | 0.67 | 0.75 | 0.50 | 0.00 | 0.54 | 0.55 | 0.66 | 0.73 |
+| erythrocyte | 1496 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.97 | 0.97 | 0.98 |
+| natural killer cell | 1412 | 0.72 | 0.76 | 0.75 | 0.72 | 0.00 | 0.71 | 0.67 | 0.73 | 0.75 |
+| naive thymus-derived CD4-positive, alpha-beta T cell | 1002 | 0.23 | 0.12 | 0.30 | 0.09 | 0.00 | 0.19 | 0.22 | 0.31 | 0.29 |
+| T cell | 608 | 0.41 | 0.55 | 0.55 | 0.18 | 0.00 | 0.24 | 0.33 | 0.45 | 0.54 |
+| mast cell | 577 | 0.86 | 0.89 | 0.94 | 0.84 | 0.00 | 0.89 | 0.90 | 0.90 | 0.93 |
+| intermediate monocyte | 550 | 0.33 | 0.26 | 0.52 | 0.20 | 0.00 | 0.27 | 0.31 | 0.42 | 0.49 |
+| mature NK T cell | 537 | 0.56 | 0.57 | 0.60 | 0.50 | 0.00 | 0.48 | 0.36 | 0.48 | 0.61 |
+| mononuclear phagocyte | 554 | 0.51 | 0.02 | 0.80 | 0.13 | 0.00 | 0.08 | 0.59 | 0.55 | 0.70 |
+| CD4-positive, alpha-beta thymocyte | 461 | 0.37 | 0.41 | 0.61 | 0.42 | 0.00 | 0.37 | 0.33 | 0.45 | 0.60 |
+| regulatory T cell | 293 | 0.30 | 0.20 | 0.38 | 0.12 | 0.00 | 0.25 | 0.26 | 0.39 | 0.46 |
+| hematopoietic precursor cell | 209 | 0.52 | 0.76 | 0.78 | 0.69 | 0.00 | 0.46 | 0.50 | 0.57 | 0.68 |
+| gamma-delta T cell | 193 | 0.45 | 0.78 | 0.75 | 0.28 | 0.00 | 0.49 | 0.61 | 0.47 | 0.80 |
+| basophil | 166 | 0.64 | 0.65 | 0.90 | 0.41 | 0.00 | 0.66 | 0.64 | 0.73 | 0.82 |
+| tissue-resident macrophage | 136 | 0.67 | 0.04 | 0.84 | 0.27 | 0.00 | 0.31 | 0.53 | 0.50 | 0.77 |
+| non-classical monocyte | 113 | 0.29 | 0.48 | 0.46 | 0.31 | 0.00 | 0.20 | 0.24 | 0.34 | 0.54 |
+| activated CD8-positive, alpha-beta T cell | 113 | 0.34 | 0.33 | 0.31 | 0.03 | 0.00 | 0.09 | 0.27 | 0.30 | 0.42 |
+| naive thymus-derived CD8-positive, alpha-beta T cell | 112 | 0.13 | 0.02 | 0.45 | 0.14 | 0.00 | 0.15 | 0.11 | 0.15 | 0.24 |
+| myeloid leukocyte | 96 | 0.26 | 0.40 | 0.61 | 0.16 | 0.00 | 0.17 | 0.23 | 0.21 | 0.60 |
+| erythroid progenitor cell | 106 | 0.67 | 0.70 | 0.69 | 0.58 | 0.00 | 0.63 | 0.66 | 0.70 | 0.72 |
+| innate lymphoid cell | 84 | 0.21 | 0.31 | 0.31 | 0.25 | 0.00 | 0.29 | 0.26 | 0.23 | 0.37 |
+| hematopoietic stem cell | 72 | 0.72 | 0.78 | 0.78 | 0.69 | 0.00 | 0.68 | 0.76 | 0.76 | 0.80 |
+| granulocyte | 69 | 0.22 | 0.26 | 0.61 | 0.45 | 0.00 | 0.09 | 0.27 | 0.26 | 0.48 |
+| CD8-positive, alpha-beta thymocyte | 70 | 0.49 | 0.62 | 0.58 | 0.54 | 0.00 | 0.54 | 0.26 | 0.42 | 0.72 |
+| activated CD4-positive, alpha-beta T cell | 60 | 0.05 | 0.09 | 0.15 | 0.03 | 0.00 | 0.12 | 0.10 | 0.12 | 0.20 |
+| myeloid dendritic cell | 46 | 0.11 | 0.36 | 0.41 | 0.18 | 0.00 | 0.11 | 0.13 | 0.14 | 0.21 |
+| platelet | 53 | 0.68 | 0.96 | 0.98 | 0.94 | 0.00 | 0.86 | 0.81 | 0.75 | 0.96 |
+| common myeloid progenitor | 39 | 0.60 | 0.70 | 0.73 | 0.32 | 0.00 | 0.41 | 0.58 | 0.77 | 0.73 |
+| thymocyte | 43 | 0.00 | 0.46 | 0.44 | 0.60 | 0.00 | 0.55 | 0.22 | 0.47 | 0.79 |
+| microglial cell | 39 | 0.08 | 0.00 | 0.38 | 0.08 | 0.00 | 0.10 | 0.15 | 0.17 | 0.21 |
+| colon macrophage | 41 | 0.31 | 0.52 | 0.77 | 0.18 | 0.00 | 0.06 | 0.23 | 0.34 | 0.72 |
+| leukocyte | 15 | 0.15 | 0.32 | 0.09 | 0.11 | 0.00 | 0.05 | 0.07 | 0.15 | 0.26 |
+| plasmacytoid dendritic cell | 7 | 0.00 | 0.43 | 0.43 | 0.15 | 0.00 | 0.08 | 0.29 | 0.28 | 0.44 |
+| hematopoietic cell | 8 | 0.94 | 0.88 | 0.86 | 0.80 | 0.00 | 0.07 | 0.94 | 0.52 | 0.80 |
+| myeloid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.13 | 0.00 | 0.00 |
+| Langerhans cell | 7 | 0.37 | 0.71 | 0.55 | 0.31 | 0.00 | 0.05 | 0.35 | 0.32 | 0.67 |
 | 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 |
 
@@ -81,51 +81,51 @@ The train accuracies are computed on the training data.
 
 | Cell Type | N cells |  celltypist |  knn on bbknn |  knn on harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |
 | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| B cell | 103204 | 0.99 | 0.99 | 0.98 | 0.98 | 0.00 | 0.98 | 0.97 | 0.98 | 0.99 |
-| CD4-positive, alpha-beta T cell | 87396 | 0.48 | 0.79 | 0.84 | 0.79 | 0.00 | 0.59 | 0.38 | 0.50 | 0.80 |
-| CD8-positive, alpha-beta T cell | 68604 | 0.68 | 0.78 | 0.83 | 0.77 | 0.00 | 0.70 | 0.49 | 0.65 | 0.81 |
-| neutrophil | 62514 | 0.96 | 0.97 | 0.97 | 0.95 | 0.00 | 0.95 | 0.93 | 0.94 | 0.98 |
-| macrophage | 62221 | 0.83 | 0.86 | 0.92 | 0.84 | 0.00 | 0.81 | 0.71 | 0.76 | 0.91 |
-| plasma cell | 24561 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.97 | 0.97 | 0.98 | 0.99 |
-| monocyte | 23134 | 0.32 | 0.51 | 0.81 | 0.59 | 0.00 | 0.54 | 0.42 | 0.55 | 0.68 |
-| classical monocyte | 16394 | 0.62 | 0.64 | 0.81 | 0.65 | 0.00 | 0.70 | 0.52 | 0.67 | 0.75 |
-| erythrocyte | 13107 | 0.96 | 0.97 | 0.98 | 0.98 | 0.00 | 0.95 | 0.96 | 0.96 | 0.97 |
-| natural killer cell | 12814 | 0.70 | 0.73 | 0.81 | 0.71 | 0.00 | 0.70 | 0.61 | 0.69 | 0.76 |
-| naive thymus-derived CD4-positive, alpha-beta T cell | 8830 | 0.20 | 0.06 | 0.40 | 0.18 | 0.00 | 0.32 | 0.21 | 0.26 | 0.33 |
-| T cell | 5685 | 0.40 | 0.40 | 0.62 | 0.29 | 0.00 | 0.44 | 0.32 | 0.40 | 0.58 |
-| mast cell | 5626 | 0.85 | 0.89 | 0.94 | 0.89 | 0.00 | 0.91 | 0.88 | 0.92 | 0.95 |
-| intermediate monocyte | 4931 | 0.32 | 0.20 | 0.63 | 0.35 | 0.00 | 0.30 | 0.32 | 0.43 | 0.53 |
-| mature NK T cell | 4845 | 0.52 | 0.47 | 0.66 | 0.39 | 0.00 | 0.49 | 0.35 | 0.48 | 0.62 |
-| mononuclear phagocyte | 4782 | 0.64 | 0.00 | 0.83 | 0.35 | 0.00 | 0.88 | 0.58 | 0.56 | 0.89 |
-| CD4-positive, alpha-beta thymocyte | 4227 | 0.39 | 0.27 | 0.60 | 0.18 | 0.00 | 0.63 | 0.35 | 0.45 | 0.64 |
-| regulatory T cell | 2352 | 0.20 | 0.09 | 0.36 | 0.11 | 0.00 | 0.15 | 0.18 | 0.22 | 0.38 |
-| hematopoietic precursor cell | 1936 | 0.52 | 0.71 | 0.82 | 0.68 | 0.00 | 0.48 | 0.50 | 0.57 | 0.72 |
-| gamma-delta T cell | 1784 | 0.63 | 0.74 | 0.77 | 0.13 | 0.00 | 0.47 | 0.46 | 0.48 | 0.78 |
-| basophil | 1499 | 0.51 | 0.63 | 0.82 | 0.70 | 0.00 | 0.85 | 0.70 | 0.81 | 0.89 |
-| tissue-resident macrophage | 1219 | 0.62 | 0.01 | 0.83 | 0.48 | 0.00 | 0.53 | 0.45 | 0.50 | 0.74 |
-| non-classical monocyte | 1171 | 0.23 | 0.32 | 0.47 | 0.19 | 0.00 | 0.33 | 0.27 | 0.37 | 0.53 |
-| activated CD8-positive, alpha-beta T cell | 1024 | 0.28 | 0.12 | 0.30 | 0.13 | 0.00 | 0.60 | 0.25 | 0.33 | 0.66 |
-| naive thymus-derived CD8-positive, alpha-beta T cell | 944 | 0.13 | 0.01 | 0.53 | 0.04 | 0.00 | 0.28 | 0.14 | 0.18 | 0.51 |
-| myeloid leukocyte | 904 | 0.17 | 0.33 | 0.68 | 0.24 | 0.00 | 0.56 | 0.29 | 0.30 | 0.64 |
-| erythroid progenitor cell | 867 | 0.63 | 0.62 | 0.78 | 0.75 | 0.00 | 0.66 | 0.72 | 0.73 | 0.77 |
-| innate lymphoid cell | 886 | 0.22 | 0.25 | 0.50 | 0.36 | 0.00 | 0.64 | 0.24 | 0.30 | 0.50 |
-| hematopoietic stem cell | 786 | 0.72 | 0.76 | 0.84 | 0.73 | 0.00 | 0.65 | 0.81 | 0.87 | 0.85 |
-| granulocyte | 695 | 0.37 | 0.21 | 0.64 | 0.52 | 0.00 | 0.39 | 0.25 | 0.27 | 0.72 |
-| CD8-positive, alpha-beta thymocyte | 665 | 0.37 | 0.28 | 0.33 | 0.14 | 0.00 | 0.44 | 0.23 | 0.37 | 0.68 |
-| activated CD4-positive, alpha-beta T cell | 507 | 0.06 | 0.02 | 0.29 | 0.20 | 0.00 | 0.19 | 0.13 | 0.18 | 0.28 |
-| myeloid dendritic cell | 523 | 0.16 | 0.23 | 0.53 | 0.23 | 0.00 | 0.27 | 0.16 | 0.23 | 0.34 |
-| platelet | 445 | 0.68 | 0.89 | 0.95 | 0.94 | 0.00 | 0.33 | 0.83 | 0.80 | 0.91 |
-| common myeloid progenitor | 414 | 0.56 | 0.57 | 0.76 | 0.69 | 0.00 | 0.74 | 0.76 | 0.90 | 0.87 |
-| thymocyte | 407 | 0.00 | 0.20 | 0.35 | 0.16 | 0.00 | 0.61 | 0.21 | 0.59 | 0.85 |
-| microglial cell | 353 | 0.13 | 0.04 | 0.51 | 0.10 | 0.00 | 0.56 | 0.23 | 0.23 | 0.49 |
-| colon macrophage | 286 | 0.28 | 0.23 | 0.78 | 0.21 | 0.00 | 0.49 | 0.28 | 0.37 | 0.72 |
-| leukocyte | 170 | 0.05 | 0.04 | 0.36 | 0.18 | 0.00 | 0.37 | 0.10 | 0.19 | 0.37 |
-| plasmacytoid dendritic cell | 90 | 0.56 | 0.50 | 0.75 | 0.53 | 0.00 | 0.13 | 0.30 | 0.48 | 0.67 |
-| hematopoietic cell | 90 | 0.79 | 0.73 | 0.92 | 0.63 | 0.00 | 0.30 | 0.96 | 0.58 | 0.85 |
-| myeloid cell | 79 | 0.00 | 0.00 | 0.31 | 0.05 | 0.00 | 0.45 | 0.28 | 0.37 | 0.83 |
-| Langerhans cell | 70 | 0.00 | 0.43 | 0.74 | 0.38 | 0.00 | 0.18 | 0.33 | 0.35 | 0.73 |
-| T follicular helper cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 0.46 | 0.35 | 0.91 |
-| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 1.00 | 1.00 | 0.00 |
+| B cell | 103201 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |
+| CD4-positive, alpha-beta T cell | 87384 | 0.56 | 0.82 | 0.87 | 0.82 | 0.00 | 0.42 | 0.43 | 0.59 | 0.82 |
+| CD8-positive, alpha-beta T cell | 68583 | 0.68 | 0.81 | 0.87 | 0.81 | 0.00 | 0.70 | 0.55 | 0.65 | 0.82 |
+| neutrophil | 62542 | 0.95 | 0.98 | 0.98 | 0.98 | 0.00 | 0.91 | 0.95 | 0.95 | 0.98 |
+| macrophage | 62204 | 0.81 | 0.87 | 0.95 | 0.88 | 0.00 | 0.80 | 0.72 | 0.75 | 0.92 |
+| plasma cell | 24554 | 0.98 | 0.99 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |
+| monocyte | 23139 | 0.58 | 0.54 | 0.85 | 0.68 | 0.00 | 0.59 | 0.48 | 0.56 | 0.75 |
+| classical monocyte | 16393 | 0.65 | 0.66 | 0.84 | 0.71 | 0.00 | 0.67 | 0.58 | 0.68 | 0.79 |
+| erythrocyte | 13112 | 0.98 | 0.97 | 0.98 | 0.99 | 0.00 | 0.98 | 0.97 | 0.97 | 0.98 |
+| natural killer cell | 12819 | 0.72 | 0.76 | 0.84 | 0.80 | 0.00 | 0.73 | 0.70 | 0.74 | 0.78 |
+| naive thymus-derived CD4-positive, alpha-beta T cell | 8825 | 0.24 | 0.10 | 0.47 | 0.19 | 0.00 | 0.23 | 0.24 | 0.32 | 0.38 |
+| T cell | 5680 | 0.43 | 0.54 | 0.70 | 0.35 | 0.00 | 0.33 | 0.35 | 0.47 | 0.59 |
+| mast cell | 5640 | 0.87 | 0.87 | 0.97 | 0.92 | 0.00 | 0.95 | 0.91 | 0.91 | 0.95 |
+| intermediate monocyte | 4927 | 0.35 | 0.22 | 0.69 | 0.49 | 0.00 | 0.38 | 0.34 | 0.44 | 0.57 |
+| mature NK T cell | 4854 | 0.55 | 0.55 | 0.74 | 0.60 | 0.00 | 0.54 | 0.41 | 0.50 | 0.64 |
+| mononuclear phagocyte | 4782 | 0.50 | 0.01 | 0.93 | 0.46 | 0.00 | 0.77 | 0.57 | 0.55 | 0.89 |
+| CD4-positive, alpha-beta thymocyte | 4224 | 0.38 | 0.37 | 0.74 | 0.50 | 0.00 | 0.53 | 0.37 | 0.45 | 0.67 |
+| regulatory T cell | 2356 | 0.28 | 0.15 | 0.57 | 0.29 | 0.00 | 0.24 | 0.26 | 0.37 | 0.48 |
+| hematopoietic precursor cell | 1931 | 0.53 | 0.74 | 0.86 | 0.79 | 0.00 | 0.51 | 0.57 | 0.60 | 0.76 |
+| gamma-delta T cell | 1783 | 0.45 | 0.76 | 0.84 | 0.51 | 0.00 | 0.69 | 0.64 | 0.50 | 0.81 |
+| basophil | 1503 | 0.63 | 0.49 | 0.95 | 0.77 | 0.00 | 0.88 | 0.67 | 0.77 | 0.89 |
+| tissue-resident macrophage | 1219 | 0.70 | 0.01 | 0.90 | 0.65 | 0.00 | 0.57 | 0.56 | 0.54 | 0.79 |
+| non-classical monocyte | 1171 | 0.27 | 0.41 | 0.58 | 0.53 | 0.00 | 0.26 | 0.30 | 0.42 | 0.60 |
+| activated CD8-positive, alpha-beta T cell | 1029 | 0.37 | 0.27 | 0.46 | 0.18 | 0.00 | 0.41 | 0.30 | 0.31 | 0.69 |
+| naive thymus-derived CD8-positive, alpha-beta T cell | 944 | 0.14 | 0.01 | 0.61 | 0.32 | 0.00 | 0.18 | 0.13 | 0.15 | 0.31 |
+| myeloid leukocyte | 898 | 0.27 | 0.24 | 0.74 | 0.37 | 0.00 | 0.59 | 0.28 | 0.26 | 0.77 |
+| erythroid progenitor cell | 865 | 0.66 | 0.63 | 0.82 | 0.78 | 0.00 | 0.75 | 0.76 | 0.74 | 0.80 |
+| innate lymphoid cell | 887 | 0.21 | 0.29 | 0.58 | 0.47 | 0.00 | 0.50 | 0.32 | 0.28 | 0.47 |
+| hematopoietic stem cell | 786 | 0.71 | 0.78 | 0.88 | 0.81 | 0.00 | 0.79 | 0.81 | 0.86 | 0.87 |
+| granulocyte | 700 | 0.25 | 0.21 | 0.73 | 0.61 | 0.00 | 0.14 | 0.30 | 0.30 | 0.59 |
+| CD8-positive, alpha-beta thymocyte | 661 | 0.40 | 0.53 | 0.64 | 0.54 | 0.00 | 0.61 | 0.30 | 0.46 | 0.78 |
+| activated CD4-positive, alpha-beta T cell | 512 | 0.05 | 0.03 | 0.50 | 0.20 | 0.00 | 0.20 | 0.12 | 0.14 | 0.32 |
+| myeloid dendritic cell | 524 | 0.13 | 0.26 | 0.60 | 0.43 | 0.00 | 0.17 | 0.19 | 0.25 | 0.31 |
+| platelet | 441 | 0.74 | 0.94 | 0.97 | 0.97 | 0.00 | 0.82 | 0.87 | 0.80 | 0.97 |
+| common myeloid progenitor | 417 | 0.58 | 0.58 | 0.83 | 0.73 | 0.00 | 0.77 | 0.81 | 0.89 | 0.88 |
+| thymocyte | 412 | 0.00 | 0.41 | 0.55 | 0.51 | 0.00 | 0.56 | 0.25 | 0.59 | 0.90 |
+| microglial cell | 353 | 0.12 | 0.16 | 0.64 | 0.25 | 0.00 | 0.28 | 0.21 | 0.21 | 0.42 |
+| colon macrophage | 286 | 0.24 | 0.27 | 0.85 | 0.38 | 0.00 | 0.41 | 0.26 | 0.34 | 0.80 |
+| leukocyte | 171 | 0.11 | 0.06 | 0.48 | 0.16 | 0.00 | 0.20 | 0.16 | 0.17 | 0.35 |
+| plasmacytoid dendritic cell | 91 | 0.00 | 0.54 | 0.77 | 0.63 | 0.00 | 0.15 | 0.67 | 0.52 | 0.75 |
+| hematopoietic cell | 90 | 0.87 | 0.74 | 0.96 | 0.79 | 0.00 | 0.07 | 0.95 | 0.62 | 0.80 |
+| myeloid cell | 79 | 0.00 | 0.00 | 0.54 | 0.09 | 0.00 | 0.42 | 0.41 | 0.30 | 0.91 |
+| Langerhans cell | 69 | 0.34 | 0.38 | 0.80 | 0.53 | 0.00 | 0.10 | 0.31 | 0.32 | 0.55 |
+| T follicular helper cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.92 | 0.55 | 0.80 |
+| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 1.00 | 0.80 | 0.67 |
 
 </details>