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@@ -32,43 +32,41 @@ 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 bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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  | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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- | stromal cell | 108 | 0.98 | 0.96 | 0.98 | 0.96 | 0.00 | 0.94 | 0.98 | 0.99 | 0.99 |
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- | pericyte | 93 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 0.98 | 0.99 | 0.99 |
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- | macrophage | 25 | 0.92 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.98 |
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- | supporting cell of vestibular epithelium | 28 | 1.00 | 1.00 | 0.98 | 0.95 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |
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- | endothelial cell of vascular tree | 12 | 1.00 | 0.86 | 0.96 | 0.79 | 0.00 | 0.80 | 0.92 | 0.96 | 0.96 |
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- | melanocyte | 14 | 0.96 | 0.92 | 0.96 | 0.88 | 0.00 | 0.92 | 0.96 | 0.96 | 0.96 |
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- | hematopoietic cell | 11 | 0.96 | 0.92 | 0.96 | 0.90 | 0.00 | 0.85 | 0.95 | 1.00 | 1.00 |
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- | vascular associated smooth muscle cell | 9 | 0.90 | 0.75 | 0.90 | 0.86 | 0.00 | 0.72 | 0.95 | 0.95 | 0.95 |
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- | vestibular dark cell | 5 | 1.00 | 1.00 | 1.00 | 0.67 | 0.00 | 0.91 | 1.00 | 1.00 | 1.00 |
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- | neutrophil | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | CD4-positive, alpha-beta T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 |
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  | intermediate monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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  | mast cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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  | monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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  | CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 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 bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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  | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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- | stromal cell | 1012 | 0.98 | 0.96 | 0.99 | 0.97 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |
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  | pericyte | 758 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |
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- | macrophage | 251 | 0.97 | 0.98 | 0.99 | 0.96 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |
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- | supporting cell of vestibular epithelium | 242 | 0.99 | 0.89 | 0.99 | 0.96 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |
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- | endothelial cell of vascular tree | 140 | 0.92 | 0.81 | 0.97 | 0.90 | 0.00 | 0.90 | 0.98 | 0.97 | 0.98 |
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- | melanocyte | 114 | 0.99 | 0.92 | 0.99 | 0.94 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |
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- | hematopoietic cell | 89 | 0.84 | 0.78 | 0.86 | 0.80 | 0.00 | 0.89 | 0.98 | 0.99 | 0.93 |
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- | vascular associated smooth muscle cell | 74 | 0.91 | 0.74 | 0.96 | 0.73 | 0.00 | 0.86 | 0.97 | 0.98 | 0.97 |
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- | vestibular dark cell | 44 | 0.93 | 0.90 | 0.97 | 0.63 | 0.00 | 0.98 | 1.00 | 1.00 | 0.98 |
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- | neutrophil | 9 | 0.47 | 0.90 | 0.90 | 0.36 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
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- | CD4-positive, alpha-beta T cell | 6 | 0.00 | 0.29 | 0.67 | 0.00 | 0.00 | 0.77 | 1.00 | 1.00 | 1.00 |
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- | intermediate monocyte | 3 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.50 |
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- | mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 0.67 |
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- | monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |
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- | CD8-positive, alpha-beta T cell | 2 | 0.00 | 0.00 | 0.40 | 0.40 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |
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- | B cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |
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  </details>
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  | Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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  | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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+ | stromal cell | 96 | 0.99 | 0.96 | 0.98 | 0.96 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |
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+ | pericyte | 93 | 0.97 | 0.98 | 0.96 | 0.97 | 0.00 | 0.97 | 0.99 | 0.97 | 0.98 |
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+ | macrophage | 31 | 1.00 | 1.00 | 1.00 | 0.97 | 0.00 | 0.97 | 1.00 | 0.98 | 1.00 |
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+ | supporting cell of vestibular epithelium | 32 | 1.00 | 0.93 | 0.98 | 0.84 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |
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+ | endothelial cell of vascular tree | 13 | 1.00 | 0.86 | 0.83 | 0.92 | 0.00 | 0.96 | 1.00 | 0.86 | 1.00 |
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+ | melanocyte | 15 | 1.00 | 0.93 | 0.86 | 0.86 | 0.00 | 0.93 | 1.00 | 0.97 | 0.97 |
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+ | hematopoietic cell | 13 | 0.78 | 0.92 | 0.73 | 0.80 | 0.00 | 0.81 | 0.92 | 0.88 | 0.92 |
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+ | vascular associated smooth muscle cell | 11 | 0.96 | 0.74 | 0.96 | 0.67 | 0.00 | 0.87 | 0.96 | 0.96 | 0.96 |
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+ | vestibular dark cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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+ | neutrophil | 1 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |
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+ | CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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  | intermediate monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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  | mast cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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  | monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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  | CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 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 bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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  | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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+ | stromal cell | 1024 | 0.98 | 0.94 | 0.99 | 0.98 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |
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  | pericyte | 758 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |
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+ | macrophage | 245 | 0.98 | 0.99 | 0.99 | 0.96 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |
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+ | supporting cell of vestibular epithelium | 238 | 0.99 | 0.83 | 0.99 | 0.93 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |
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+ | endothelial cell of vascular tree | 139 | 0.94 | 0.81 | 0.96 | 0.91 | 0.00 | 0.92 | 0.98 | 0.96 | 0.97 |
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+ | melanocyte | 113 | 0.99 | 0.85 | 0.99 | 0.89 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |
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+ | hematopoietic cell | 87 | 0.86 | 0.81 | 0.90 | 0.84 | 0.00 | 0.89 | 0.98 | 0.99 | 0.94 |
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+ | vascular associated smooth muscle cell | 72 | 0.91 | 0.76 | 0.96 | 0.85 | 0.00 | 0.94 | 0.98 | 0.99 | 0.99 |
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+ | vestibular dark cell | 49 | 0.97 | 0.82 | 0.95 | 0.56 | 0.00 | 0.96 | 1.00 | 1.00 | 0.98 |
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+ | neutrophil | 8 | 0.67 | 0.82 | 0.89 | 0.50 | 0.00 | 0.76 | 1.00 | 1.00 | 1.00 |
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+ | CD4-positive, alpha-beta T cell | 7 | 0.42 | 0.00 | 0.75 | 0.00 | 0.00 | 0.88 | 1.00 | 1.00 | 0.93 |
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+ | intermediate monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.50 |
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+ | mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.67 |
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+ | monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.57 | 1.00 | 1.00 | 1.00 |
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+ | CD8-positive, alpha-beta T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
 
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  </details>
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