Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- OnClass.data-00000-of-00001 +3 -0
- OnClass.index +0 -0
- OnClass.meta +0 -0
- OnClass.npz +3 -0
- accuracies.json +4 -0
- celltypist.pkl +3 -0
- checkpoint +2 -0
- harmony_knn_classifier.joblib +3 -0
- obo_dag.joblib +3 -0
- popv_output/predictions.csv +0 -0
- preprocessing.json +0 -0
- pynndescent_index.joblib +3 -0
- scanvi/model.pt +3 -0
- scvi/model.pt +3 -0
- scvi_knn_classifier.joblib +3 -0
- svm_classifier_cuml.joblib +3 -0
- xgboost_classifier.model +3 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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OnClass.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text
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OnClass.data-00000-of-00001
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version https://git-lfs.github.com/spec/v1
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size 27239224
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OnClass.index
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Binary file (222 Bytes). View file
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OnClass.meta
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OnClass.npz
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version https://git-lfs.github.com/spec/v1
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accuracies.json
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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| granulocyte | 1151 | 0.95 | 0.97 | 0.95 | 0.95 | 0.00 | 0.93 | 0.91 | 0.94 | 0.97 |\n| granulocytopoietic cell | 763 | 0.91 | 0.92 | 0.94 | 0.93 | 0.00 | 0.90 | 0.89 | 0.91 | 0.94 |\n| proerythroblast | 326 | 0.84 | 0.91 | 0.85 | 0.85 | 0.00 | 0.82 | 0.80 | 0.82 | 0.89 |\n| promonocyte | 285 | 0.89 | 0.94 | 0.91 | 0.92 | 0.00 | 0.92 | 0.93 | 0.93 | 0.94 |\n| monocyte | 258 | 0.93 | 0.96 | 0.93 | 0.93 | 0.00 | 0.93 | 0.95 | 0.95 | 0.95 |\n| erythroblast | 234 | 0.88 | 0.90 | 0.92 | 0.91 | 0.00 | 0.91 | 0.89 | 0.90 | 0.92 |\n| hematopoietic precursor cell | 213 | 0.94 | 0.94 | 0.96 | 0.93 | 0.00 | 0.93 | 0.95 | 0.93 | 0.96 |\n| megakaryocyte-erythroid progenitor cell | 174 | 0.79 | 0.88 | 0.86 | 0.84 | 0.00 | 0.82 | 0.78 | 0.79 | 0.88 |\n| naive T cell | 151 | 0.89 | 0.93 | 0.91 | 0.93 | 0.00 | 0.93 | 0.92 | 0.89 | 0.94 |\n| macrophage | 97 | 0.74 | 0.88 | 0.84 | 0.87 | 0.00 | 0.84 | 0.86 | 0.85 | 0.87 |\n| precursor B cell | 91 | 0.98 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| immature B cell | 87 | 0.87 | 0.75 | 0.87 | 0.98 | 0.00 | 0.94 | 0.66 | 0.90 | 0.95 |\n| late pro-B cell | 48 | 0.99 | 0.99 | 0.97 | 0.95 | 0.00 | 0.96 | 0.96 | 0.98 | 0.99 |\n| plasma cell | 45 | 0.93 | 0.93 | 0.94 | 0.84 | 0.00 | 0.92 | 0.96 | 0.87 | 0.97 |\n| erythroid progenitor cell, mammalian | 33 | 0.97 | 0.00 | 0.79 | 0.83 | 0.00 | 0.88 | 0.94 | 0.88 | 0.97 |\n| naive B cell | 42 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 1.00 |\n| natural killer cell | 9 | 0.72 | 0.89 | 0.88 | 0.67 | 0.00 | 0.55 | 0.78 | 0.80 | 0.86 |\n| basophil | 15 | 0.84 | 0.12 | 0.74 | 0.65 | 0.00 | 0.83 | 0.76 | 0.84 | 0.88 |",
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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| granulocyte | 9905 | 0.94 | 0.96 | 0.95 | 0.96 | 0.00 | 0.94 | 0.92 | 0.94 | 0.97 |\n| granulocytopoietic cell | 6836 | 0.92 | 0.92 | 0.95 | 0.95 | 0.00 | 0.90 | 0.90 | 0.92 | 0.95 |\n| proerythroblast | 3287 | 0.85 | 0.89 | 0.87 | 0.89 | 0.00 | 0.86 | 0.83 | 0.86 | 0.92 |\n| promonocyte | 2542 | 0.91 | 0.94 | 0.95 | 0.95 | 0.00 | 0.94 | 0.94 | 0.94 | 0.96 |\n| monocyte | 2135 | 0.93 | 0.96 | 0.95 | 0.96 | 0.00 | 0.94 | 0.95 | 0.95 | 0.96 |\n| erythroblast | 2126 | 0.90 | 0.91 | 0.94 | 0.95 | 0.00 | 0.93 | 0.92 | 0.92 | 0.95 |\n| hematopoietic precursor cell | 1931 | 0.95 | 0.96 | 0.97 | 0.97 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| megakaryocyte-erythroid progenitor cell | 1700 | 0.80 | 0.88 | 0.90 | 0.90 | 0.00 | 0.84 | 0.82 | 0.84 | 0.89 |\n| naive T cell | 1417 | 0.92 | 0.94 | 0.95 | 0.96 | 0.00 | 0.94 | 0.95 | 0.95 | 0.96 |\n| macrophage | 891 | 0.80 | 0.91 | 0.90 | 0.92 | 0.00 | 0.89 | 0.92 | 0.91 | 0.93 |\n| precursor B cell | 824 | 0.97 | 0.99 | 0.99 | 0.98 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| immature B cell | 739 | 0.86 | 0.77 | 0.90 | 0.98 | 0.00 | 0.95 | 0.73 | 0.94 | 0.98 |\n| late pro-B cell | 484 | 0.99 | 0.98 | 0.98 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| plasma cell | 400 | 0.94 | 0.93 | 0.96 | 0.91 | 0.00 | 0.92 | 0.97 | 0.96 | 0.97 |\n| erythroid progenitor cell, mammalian | 376 | 0.94 | 0.00 | 0.86 | 0.90 | 0.00 | 0.86 | 0.91 | 0.90 | 0.95 |\n| naive B cell | 356 | 0.96 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| natural killer cell | 140 | 0.77 | 0.89 | 0.92 | 0.83 | 0.00 | 0.78 | 0.87 | 0.94 | 0.93 |\n| basophil | 109 | 0.87 | 0.35 | 0.92 | 0.90 | 0.00 | 0.91 | 0.85 | 0.97 | 0.95 |"
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}
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celltypist.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:87f7eec1bb7b8165b1f584429cc607ff399eeb1d7c3d7809299e47dca33b32a5
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size 469620
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checkpoint
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model_checkpoint_path: "OnClass"
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all_model_checkpoint_paths: "OnClass"
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harmony_knn_classifier.joblib
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version https://git-lfs.github.com/spec/v1
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obo_dag.joblib
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version https://git-lfs.github.com/spec/v1
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size 321386
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popv_output/predictions.csv
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preprocessing.json
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pynndescent_index.joblib
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version https://git-lfs.github.com/spec/v1
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scanvi/model.pt
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version https://git-lfs.github.com/spec/v1
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scvi/model.pt
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version https://git-lfs.github.com/spec/v1
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scvi_knn_classifier.joblib
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svm_classifier_cuml.joblib
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version https://git-lfs.github.com/spec/v1
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size 308331
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xgboost_classifier.model
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version https://git-lfs.github.com/spec/v1
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