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  {
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- "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| B cell | 11271 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| CD4-positive, alpha-beta T cell | 9705 | 0.53 | 0.80 | 0.82 | 0.76 | 0.00 | 0.45 | 0.41 | 0.60 | 0.79 |\n| CD8-positive, alpha-beta T cell | 7644 | 0.71 | 0.79 | 0.81 | 0.75 | 0.00 | 0.74 | 0.56 | 0.65 | 0.81 |\n| neutrophil | 6976 | 0.94 | 0.98 | 0.98 | 0.98 | 0.00 | 0.91 | 0.95 | 0.95 | 0.98 |\n| macrophage | 6803 | 0.82 | 0.85 | 0.91 | 0.84 | 0.00 | 0.70 | 0.73 | 0.75 | 0.90 |\n| plasma cell | 2783 | 0.97 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| monocyte | 2609 | 0.56 | 0.40 | 0.76 | 0.43 | 0.00 | 0.30 | 0.48 | 0.55 | 0.61 |\n| classical monocyte | 1806 | 0.63 | 0.63 | 0.74 | 0.51 | 0.00 | 0.57 | 0.56 | 0.67 | 0.71 |\n| erythrocyte | 1496 | 0.96 | 0.97 | 0.97 | 0.98 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| natural killer cell | 1409 | 0.71 | 0.74 | 0.76 | 0.70 | 0.00 | 0.73 | 0.66 | 0.72 | 0.75 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 1002 | 0.23 | 0.07 | 0.28 | 0.09 | 0.00 | 0.22 | 0.21 | 0.32 | 0.32 |\n| T cell | 606 | 0.40 | 0.32 | 0.55 | 0.15 | 0.00 | 0.24 | 0.32 | 0.46 | 0.55 |\n| mast cell | 575 | 0.84 | 0.85 | 0.95 | 0.84 | 0.00 | 0.90 | 0.89 | 0.89 | 0.94 |\n| intermediate monocyte | 550 | 0.27 | 0.14 | 0.54 | 0.14 | 0.00 | 0.26 | 0.31 | 0.43 | 0.44 |\n| mature NK T cell | 536 | 0.46 | 0.55 | 0.61 | 0.41 | 0.00 | 0.49 | 0.38 | 0.45 | 0.60 |\n| mononuclear phagocyte | 554 | 0.58 | 0.00 | 0.77 | 0.13 | 0.00 | 0.01 | 0.61 | 0.59 | 0.65 |\n| CD4-positive, alpha-beta thymocyte | 461 | 0.40 | 0.03 | 0.58 | 0.27 | 0.00 | 0.29 | 0.32 | 0.44 | 0.56 |\n| regulatory T cell | 293 | 0.30 | 0.05 | 0.38 | 0.11 | 0.00 | 0.26 | 0.27 | 0.38 | 0.50 |\n| hematopoietic precursor cell | 209 | 0.50 | 0.66 | 0.78 | 0.66 | 0.00 | 0.53 | 0.49 | 0.57 | 0.71 |\n| gamma-delta T cell | 193 | 0.64 | 0.35 | 0.76 | 0.18 | 0.00 | 0.48 | 0.59 | 0.49 | 0.77 |\n| basophil | 166 | 0.47 | 0.08 | 0.91 | 0.42 | 0.00 | 0.69 | 0.60 | 0.73 | 0.84 |\n| tissue-resident macrophage | 128 | 0.72 | 0.00 | 0.84 | 0.20 | 0.00 | 0.24 | 0.62 | 0.53 | 0.74 |\n| non-classical monocyte | 113 | 0.09 | 0.36 | 0.47 | 0.06 | 0.00 | 0.26 | 0.22 | 0.32 | 0.52 |\n| activated CD8-positive, alpha-beta T cell | 113 | 0.40 | 0.00 | 0.26 | 0.07 | 0.00 | 0.09 | 0.26 | 0.32 | 0.38 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 112 | 0.13 | 0.00 | 0.42 | 0.06 | 0.00 | 0.18 | 0.12 | 0.15 | 0.25 |\n| myeloid leukocyte | 96 | 0.29 | 0.00 | 0.65 | 0.07 | 0.00 | 0.05 | 0.22 | 0.24 | 0.46 |\n| erythroid progenitor cell | 106 | 0.58 | 0.64 | 0.74 | 0.63 | 0.00 | 0.56 | 0.62 | 0.68 | 0.74 |\n| innate lymphoid cell | 84 | 0.23 | 0.19 | 0.31 | 0.22 | 0.00 | 0.22 | 0.20 | 0.22 | 0.32 |\n| hematopoietic stem cell | 72 | 0.69 | 0.73 | 0.80 | 0.70 | 0.00 | 0.71 | 0.75 | 0.80 | 0.81 |\n| granulocyte | 69 | 0.18 | 0.03 | 0.65 | 0.34 | 0.00 | 0.08 | 0.28 | 0.31 | 0.49 |\n| CD8-positive, alpha-beta thymocyte | 70 | 0.49 | 0.00 | 0.43 | 0.19 | 0.00 | 0.49 | 0.28 | 0.35 | 0.68 |\n| activated CD4-positive, alpha-beta T cell | 60 | 0.07 | 0.00 | 0.22 | 0.00 | 0.00 | 0.11 | 0.11 | 0.13 | 0.21 |\n| myeloid dendritic cell | 44 | 0.15 | 0.24 | 0.41 | 0.36 | 0.00 | 0.14 | 0.14 | 0.15 | 0.23 |\n| platelet | 53 | 0.60 | 0.92 | 0.96 | 0.93 | 0.00 | 0.60 | 0.82 | 0.76 | 0.90 |\n| common myeloid progenitor | 39 | 0.23 | 0.54 | 0.69 | 0.35 | 0.00 | 0.50 | 0.62 | 0.73 | 0.65 |\n| thymocyte | 43 | 0.00 | 0.00 | 0.43 | 0.33 | 0.00 | 0.26 | 0.22 | 0.49 | 0.82 |\n| microglial cell | 34 | 0.02 | 0.00 | 0.40 | 0.05 | 0.00 | 0.07 | 0.12 | 0.14 | 0.22 |\n| colon macrophage | 41 | 0.31 | 0.00 | 0.74 | 0.04 | 0.00 | 0.04 | 0.28 | 0.38 | 0.64 |\n| leukocyte | 15 | 0.12 | 0.00 | 0.05 | 0.11 | 0.00 | 0.05 | 0.04 | 0.13 | 0.21 |\n| plasmacytoid dendritic cell | 7 | 0.00 | 0.00 | 0.36 | 0.18 | 0.00 | 0.06 | 0.24 | 0.27 | 0.42 |\n| hematopoietic cell | 8 | 0.00 | 0.22 | 0.77 | 0.59 | 0.00 | 0.15 | 1.00 | 0.41 | 0.84 |\n| myeloid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 0.18 | 0.04 | 0.50 |\n| Langerhans cell | 7 | 0.54 | 0.36 | 0.62 | 0.18 | 0.00 | 0.23 | 0.35 | 0.22 | 0.78 |\n| T follicular helper cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| erythroid lineage cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
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- "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| B cell | 103201 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| CD4-positive, alpha-beta T cell | 87384 | 0.53 | 0.79 | 0.87 | 0.81 | 0.00 | 0.48 | 0.41 | 0.59 | 0.81 |\n| CD8-positive, alpha-beta T cell | 68580 | 0.71 | 0.78 | 0.87 | 0.81 | 0.00 | 0.74 | 0.56 | 0.66 | 0.82 |\n| neutrophil | 62535 | 0.95 | 0.98 | 0.98 | 0.98 | 0.00 | 0.91 | 0.95 | 0.95 | 0.98 |\n| macrophage | 62188 | 0.82 | 0.84 | 0.94 | 0.88 | 0.00 | 0.75 | 0.73 | 0.76 | 0.92 |\n| plasma cell | 24554 | 0.97 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| monocyte | 23139 | 0.55 | 0.33 | 0.85 | 0.68 | 0.00 | 0.52 | 0.47 | 0.56 | 0.70 |\n| classical monocyte | 16393 | 0.65 | 0.59 | 0.84 | 0.71 | 0.00 | 0.66 | 0.57 | 0.68 | 0.78 |\n| erythrocyte | 13112 | 0.96 | 0.97 | 0.98 | 0.98 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| natural killer cell | 12819 | 0.72 | 0.74 | 0.85 | 0.80 | 0.00 | 0.73 | 0.69 | 0.73 | 0.77 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 8825 | 0.24 | 0.05 | 0.45 | 0.22 | 0.00 | 0.26 | 0.24 | 0.32 | 0.40 |\n| T cell | 5680 | 0.42 | 0.28 | 0.69 | 0.37 | 0.00 | 0.41 | 0.35 | 0.47 | 0.63 |\n| mast cell | 5640 | 0.84 | 0.86 | 0.97 | 0.92 | 0.00 | 0.96 | 0.90 | 0.92 | 0.96 |\n| intermediate monocyte | 4927 | 0.29 | 0.10 | 0.69 | 0.43 | 0.00 | 0.38 | 0.34 | 0.45 | 0.53 |\n| mature NK T cell | 4854 | 0.46 | 0.51 | 0.74 | 0.55 | 0.00 | 0.57 | 0.41 | 0.49 | 0.65 |\n| mononuclear phagocyte | 4782 | 0.57 | 0.00 | 0.93 | 0.44 | 0.00 | 0.87 | 0.60 | 0.59 | 0.91 |\n| CD4-positive, alpha-beta thymocyte | 4224 | 0.40 | 0.01 | 0.71 | 0.45 | 0.00 | 0.60 | 0.37 | 0.45 | 0.67 |\n| regulatory T cell | 2356 | 0.27 | 0.04 | 0.55 | 0.27 | 0.00 | 0.27 | 0.27 | 0.36 | 0.50 |\n| hematopoietic precursor cell | 1931 | 0.51 | 0.65 | 0.86 | 0.77 | 0.00 | 0.58 | 0.56 | 0.61 | 0.76 |\n| gamma-delta T cell | 1783 | 0.64 | 0.27 | 0.85 | 0.44 | 0.00 | 0.55 | 0.60 | 0.51 | 0.81 |\n| basophil | 1503 | 0.44 | 0.01 | 0.95 | 0.71 | 0.00 | 0.85 | 0.65 | 0.79 | 0.91 |\n| tissue-resident macrophage | 1219 | 0.72 | 0.00 | 0.89 | 0.64 | 0.00 | 0.40 | 0.65 | 0.57 | 0.79 |\n| non-classical monocyte | 1171 | 0.11 | 0.33 | 0.58 | 0.33 | 0.00 | 0.31 | 0.28 | 0.40 | 0.60 |\n| activated CD8-positive, alpha-beta T cell | 1029 | 0.43 | 0.00 | 0.50 | 0.17 | 0.00 | 0.45 | 0.29 | 0.36 | 0.69 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 944 | 0.12 | 0.00 | 0.62 | 0.29 | 0.00 | 0.21 | 0.14 | 0.15 | 0.31 |\n| myeloid leukocyte | 898 | 0.27 | 0.01 | 0.75 | 0.27 | 0.00 | 0.20 | 0.27 | 0.27 | 0.71 |\n| erythroid progenitor cell | 865 | 0.60 | 0.57 | 0.82 | 0.79 | 0.00 | 0.62 | 0.73 | 0.75 | 0.79 |\n| innate lymphoid cell | 887 | 0.23 | 0.09 | 0.58 | 0.48 | 0.00 | 0.47 | 0.25 | 0.27 | 0.46 |\n| hematopoietic stem cell | 786 | 0.70 | 0.70 | 0.86 | 0.81 | 0.00 | 0.77 | 0.81 | 0.86 | 0.86 |\n| granulocyte | 700 | 0.22 | 0.00 | 0.73 | 0.61 | 0.00 | 0.13 | 0.30 | 0.33 | 0.58 |\n| CD8-positive, alpha-beta thymocyte | 661 | 0.41 | 0.01 | 0.58 | 0.33 | 0.00 | 0.52 | 0.32 | 0.43 | 0.71 |\n| activated CD4-positive, alpha-beta T cell | 512 | 0.05 | 0.00 | 0.48 | 0.13 | 0.00 | 0.29 | 0.13 | 0.14 | 0.35 |\n| myeloid dendritic cell | 524 | 0.16 | 0.07 | 0.57 | 0.39 | 0.00 | 0.22 | 0.20 | 0.24 | 0.32 |\n| platelet | 441 | 0.66 | 0.88 | 0.97 | 0.95 | 0.00 | 0.60 | 0.86 | 0.80 | 0.91 |\n| common myeloid progenitor | 417 | 0.29 | 0.42 | 0.84 | 0.77 | 0.00 | 0.66 | 0.78 | 0.89 | 0.89 |\n| thymocyte | 412 | 0.00 | 0.00 | 0.53 | 0.32 | 0.00 | 0.32 | 0.26 | 0.59 | 0.90 |\n| microglial cell | 353 | 0.05 | 0.01 | 0.61 | 0.16 | 0.00 | 0.27 | 0.21 | 0.22 | 0.49 |\n| colon macrophage | 286 | 0.23 | 0.00 | 0.81 | 0.33 | 0.00 | 0.12 | 0.28 | 0.38 | 0.74 |\n| leukocyte | 171 | 0.11 | 0.00 | 0.49 | 0.20 | 0.00 | 0.33 | 0.16 | 0.19 | 0.38 |\n| plasmacytoid dendritic cell | 91 | 0.00 | 0.32 | 0.79 | 0.66 | 0.00 | 0.18 | 0.44 | 0.52 | 0.69 |\n| hematopoietic cell | 90 | 0.00 | 0.00 | 0.98 | 0.75 | 0.00 | 0.14 | 0.97 | 0.53 | 0.92 |\n| myeloid cell | 79 | 0.00 | 0.00 | 0.33 | 0.14 | 0.00 | 0.46 | 0.51 | 0.30 | 0.88 |\n| Langerhans cell | 69 | 0.57 | 0.05 | 0.76 | 0.51 | 0.00 | 0.13 | 0.30 | 0.27 | 0.72 |\n| T follicular helper cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.08 | 1.00 | 0.67 | 0.80 |\n| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.06 | 0.18 | 1.00 | 0.00 |"
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+ "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| B cell | 11274 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| 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 |\n| 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 |\n| neutrophil | 7005 | 0.97 | 0.98 | 0.98 | 0.98 | 0.00 | 0.95 | 0.95 | 0.96 | 0.99 |\n| macrophage | 6828 | 0.83 | 0.85 | 0.91 | 0.83 | 0.00 | 0.71 | 0.74 | 0.76 | 0.90 |\n| plasma cell | 2767 | 0.97 | 0.98 | 0.97 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| monocyte | 2633 | 0.55 | 0.40 | 0.76 | 0.47 | 0.00 | 0.27 | 0.47 | 0.55 | 0.63 |\n| classical monocyte | 1789 | 0.62 | 0.62 | 0.75 | 0.50 | 0.00 | 0.55 | 0.57 | 0.67 | 0.71 |\n| erythrocyte | 1509 | 0.97 | 0.97 | 0.97 | 0.98 | 0.00 | 0.97 | 0.97 | 0.97 | 0.98 |\n| natural killer cell | 1406 | 0.71 | 0.74 | 0.76 | 0.69 | 0.00 | 0.74 | 0.68 | 0.70 | 0.75 |\n| 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 |\n| T cell | 599 | 0.46 | 0.34 | 0.53 | 0.13 | 0.00 | 0.26 | 0.31 | 0.43 | 0.53 |\n| mast cell | 575 | 0.79 | 0.85 | 0.94 | 0.84 | 0.00 | 0.90 | 0.90 | 0.91 | 0.93 |\n| intermediate monocyte | 551 | 0.31 | 0.15 | 0.53 | 0.12 | 0.00 | 0.26 | 0.32 | 0.43 | 0.48 |\n| mature NK T cell | 548 | 0.53 | 0.56 | 0.62 | 0.36 | 0.00 | 0.41 | 0.41 | 0.48 | 0.61 |\n| mononuclear phagocyte | 556 | 0.62 | 0.00 | 0.77 | 0.16 | 0.00 | 0.13 | 0.61 | 0.58 | 0.69 |\n| CD4-positive, alpha-beta thymocyte | 460 | 0.44 | 0.01 | 0.59 | 0.20 | 0.00 | 0.35 | 0.31 | 0.43 | 0.61 |\n| regulatory T cell | 294 | 0.32 | 0.04 | 0.36 | 0.11 | 0.00 | 0.28 | 0.26 | 0.37 | 0.43 |\n| hematopoietic precursor cell | 198 | 0.53 | 0.65 | 0.79 | 0.66 | 0.00 | 0.60 | 0.53 | 0.58 | 0.76 |\n| gamma-delta T cell | 192 | 0.43 | 0.38 | 0.77 | 0.08 | 0.00 | 0.55 | 0.54 | 0.52 | 0.76 |\n| basophil | 165 | 0.48 | 0.12 | 0.90 | 0.45 | 0.00 | 0.76 | 0.68 | 0.78 | 0.84 |\n| tissue-resident macrophage | 128 | 0.62 | 0.00 | 0.83 | 0.28 | 0.00 | 0.28 | 0.59 | 0.55 | 0.72 |\n| non-classical monocyte | 114 | 0.25 | 0.33 | 0.44 | 0.06 | 0.00 | 0.23 | 0.21 | 0.36 | 0.52 |\n| 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 |\n| 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 |\n| myeloid leukocyte | 87 | 0.34 | 0.00 | 0.66 | 0.15 | 0.00 | 0.09 | 0.20 | 0.22 | 0.54 |\n| erythroid progenitor cell | 106 | 0.66 | 0.70 | 0.72 | 0.64 | 0.00 | 0.59 | 0.70 | 0.69 | 0.74 |\n| innate lymphoid cell | 85 | 0.24 | 0.18 | 0.33 | 0.25 | 0.00 | 0.21 | 0.17 | 0.26 | 0.35 |\n| hematopoietic stem cell | 72 | 0.76 | 0.71 | 0.79 | 0.71 | 0.00 | 0.67 | 0.68 | 0.70 | 0.81 |\n| granulocyte | 72 | 0.35 | 0.03 | 0.65 | 0.44 | 0.00 | 0.17 | 0.28 | 0.32 | 0.66 |\n| CD8-positive, alpha-beta thymocyte | 69 | 0.47 | 0.03 | 0.38 | 0.36 | 0.00 | 0.25 | 0.23 | 0.38 | 0.65 |\n| 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 |\n| myeloid dendritic cell | 45 | 0.14 | 0.22 | 0.39 | 0.23 | 0.00 | 0.10 | 0.13 | 0.15 | 0.22 |\n| platelet | 50 | 0.66 | 0.94 | 0.97 | 0.94 | 0.00 | 0.57 | 0.77 | 0.73 | 0.83 |\n| common myeloid progenitor | 41 | 0.65 | 0.63 | 0.71 | 0.43 | 0.00 | 0.57 | 0.60 | 0.71 | 0.80 |\n| thymocyte | 46 | 0.00 | 0.00 | 0.35 | 0.37 | 0.00 | 0.21 | 0.21 | 0.46 | 0.68 |\n| microglial cell | 35 | 0.11 | 0.00 | 0.35 | 0.09 | 0.00 | 0.08 | 0.14 | 0.14 | 0.27 |\n| colon macrophage | 41 | 0.24 | 0.00 | 0.72 | 0.07 | 0.00 | 0.15 | 0.28 | 0.32 | 0.59 |\n| leukocyte | 15 | 0.12 | 0.00 | 0.05 | 0.11 | 0.00 | 0.00 | 0.09 | 0.15 | 0.20 |\n| plasmacytoid dendritic cell | 7 | 0.46 | 0.20 | 0.55 | 0.20 | 0.00 | 0.04 | 0.25 | 0.21 | 0.35 |\n| hematopoietic cell | 8 | 0.64 | 0.00 | 0.77 | 0.77 | 0.00 | 0.09 | 0.94 | 0.48 | 0.80 |\n| myeloid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 | 0.17 | 0.06 | 0.00 |\n| Langerhans cell | 6 | 0.00 | 0.40 | 0.73 | 0.17 | 0.00 | 0.14 | 0.34 | 0.25 | 0.62 |\n| T follicular helper cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| erythroid lineage cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
3
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