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README.md
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@@ -31,33 +31,33 @@ computed on a 10% random subset of the data that was not used for training.
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| Cell Type | N cells | celltypist | knn on bbknn | knn on harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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| endothelial cell |
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| capillary endothelial cell |
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| cardiac endothelial cell |
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| vein endothelial cell |
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| endothelial cell of artery |
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| endothelial cell of lymphatic vessel |
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| retinal blood vessel endothelial cell |
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| endothelial cell of vascular tree |
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| colon endothelial cell | 12 | 0.
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| endothelial cell of arteriole |
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| endothelial cell of venule |
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The train accuracies are computed on the training data.
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| Cell Type | N cells | celltypist | knn on bbknn | knn on harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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| endothelial cell |
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| capillary endothelial cell |
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| cardiac endothelial cell |
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| vein endothelial cell |
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| endothelial cell of artery |
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| endothelial cell of lymphatic vessel |
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| retinal blood vessel endothelial cell |
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| endothelial cell of vascular tree |
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| colon endothelial cell |
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| endothelial cell of arteriole |
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| endothelial cell of venule |
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</details>
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| Cell Type | N cells | celltypist | knn on bbknn | knn on harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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| endothelial cell | 3249 | 0.74 | 0.86 | 0.81 | 0.65 | 0.00 | 0.62 | 0.72 | 0.76 | 0.85 |
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| capillary endothelial cell | 1488 | 0.73 | 0.83 | 0.76 | 0.53 | 0.00 | 0.56 | 0.71 | 0.76 | 0.79 |
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| cardiac endothelial cell | 1035 | 0.97 | 0.98 | 0.87 | 0.53 | 0.00 | 0.09 | 0.94 | 0.96 | 0.98 |
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| vein endothelial cell | 486 | 0.47 | 0.48 | 0.53 | 0.12 | 0.00 | 0.32 | 0.49 | 0.53 | 0.59 |
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| endothelial cell of artery | 295 | 0.63 | 0.73 | 0.70 | 0.35 | 0.00 | 0.46 | 0.56 | 0.65 | 0.70 |
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| endothelial cell of lymphatic vessel | 241 | 0.64 | 0.71 | 0.70 | 0.60 | 0.00 | 0.62 | 0.62 | 0.70 | 0.72 |
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| retinal blood vessel endothelial cell | 191 | 0.54 | 0.11 | 0.48 | 0.08 | 0.00 | 0.00 | 0.57 | 0.64 | 0.54 |
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| endothelial cell of vascular tree | 80 | 0.38 | 0.79 | 0.46 | 0.53 | 0.00 | 0.41 | 0.50 | 0.67 | 0.76 |
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| colon endothelial cell | 12 | 0.33 | 0.12 | 0.36 | 0.00 | 0.00 | 0.27 | 0.18 | 0.22 | 0.70 |
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| endothelial cell of arteriole | 9 | 0.00 | 0.20 | 0.50 | 0.00 | 0.00 | 0.20 | 0.16 | 0.51 | 0.62 |
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| endothelial cell of venule | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.10 | 0.50 | 0.00 |
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The train accuracies are computed on the training data.
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| Cell Type | N cells | celltypist | knn on bbknn | knn on harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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| endothelial cell | 30237 | 0.72 | 0.84 | 0.89 | 0.75 | 0.00 | 0.90 | 0.70 | 0.76 | 0.91 |
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| capillary endothelial cell | 13797 | 0.74 | 0.80 | 0.85 | 0.67 | 0.00 | 0.82 | 0.72 | 0.77 | 0.85 |
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| cardiac endothelial cell | 9044 | 0.96 | 0.97 | 0.91 | 0.62 | 0.00 | 0.99 | 0.94 | 0.96 | 0.99 |
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| vein endothelial cell | 4200 | 0.46 | 0.39 | 0.72 | 0.38 | 0.00 | 0.70 | 0.51 | 0.53 | 0.70 |
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| endothelial cell of artery | 3170 | 0.63 | 0.70 | 0.79 | 0.56 | 0.00 | 0.60 | 0.61 | 0.68 | 0.75 |
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| endothelial cell of lymphatic vessel | 2189 | 0.62 | 0.66 | 0.82 | 0.68 | 0.00 | 0.77 | 0.62 | 0.68 | 0.77 |
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| retinal blood vessel endothelial cell | 1871 | 0.51 | 0.11 | 0.72 | 0.21 | 0.00 | 0.99 | 0.58 | 0.66 | 0.87 |
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| endothelial cell of vascular tree | 787 | 0.40 | 0.77 | 0.71 | 0.61 | 0.00 | 0.85 | 0.51 | 0.64 | 0.79 |
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| colon endothelial cell | 308 | 0.33 | 0.26 | 0.64 | 0.19 | 0.00 | 1.00 | 0.43 | 0.48 | 0.87 |
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| endothelial cell of arteriole | 103 | 0.00 | 0.05 | 0.53 | 0.06 | 0.00 | 0.97 | 0.25 | 0.63 | 0.96 |
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| endothelial cell of venule | 48 | 0.00 | 0.00 | 0.32 | 0.08 | 0.00 | 0.80 | 0.32 | 0.64 | 0.81 |
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</details>
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