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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@@ -33,3 +33,4 @@ saved_model/**/* 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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*.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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oid sha256:3469ae8139cc0079b1e0339b6325a51e5573d431e50d3fd91a2d476eafe22e72
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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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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| hematopoietic stem cell | 313 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.95 | 0.98 | 0.99 | 0.99 |\n| naive B cell | 301 | 0.97 | 0.98 | 0.97 | 0.96 | 0.00 | 0.92 | 0.96 | 0.96 | 0.98 |\n| granulocyte | 292 | 0.97 | 0.97 | 0.98 | 0.98 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| promonocyte | 103 | 0.97 | 0.99 | 0.97 | 0.94 | 0.00 | 0.96 | 0.98 | 0.96 | 0.99 |\n| precursor B cell | 93 | 0.94 | 0.96 | 0.95 | 0.91 | 0.00 | 0.91 | 0.95 | 0.95 | 0.97 |\n| immature B cell | 48 | 0.86 | 0.93 | 0.86 | 0.74 | 0.00 | 0.67 | 0.83 | 0.82 | 0.90 |\n| granulocytopoietic cell | 58 | 0.89 | 0.93 | 0.92 | 0.87 | 0.00 | 0.83 | 0.91 | 0.94 | 0.94 |\n| natural killer cell | 54 | 0.94 | 0.90 | 0.93 | 0.76 | 0.00 | 0.85 | 0.93 | 0.91 | 0.94 |\n| macrophage | 46 | 0.98 | 0.99 | 0.94 | 0.93 | 0.00 | 0.94 | 0.98 | 0.97 | 0.99 |\n| late pro-B cell | 40 | 0.90 | 0.96 | 0.96 | 0.95 | 0.00 | 0.99 | 1.00 | 0.96 | 0.97 |\n| mature alpha-beta T cell | 33 | 0.87 | 0.87 | 0.88 | 0.47 | 0.00 | 0.75 | 0.91 | 0.86 | 0.91 |\n| CD4-positive, alpha-beta T cell | 24 | 0.91 | 0.84 | 0.89 | 0.71 | 0.00 | 0.81 | 0.88 | 0.87 | 0.93 |\n| granulocyte monocyte progenitor cell | 27 | 0.89 | 0.91 | 0.93 | 0.80 | 0.00 | 0.79 | 0.92 | 0.90 | 0.93 |\n| megakaryocyte-erythroid progenitor cell | 6 | 0.91 | 0.80 | 1.00 | 0.46 | 0.00 | 0.52 | 0.92 | 0.83 | 0.91 |\n| early pro-B cell | 9 | 1.00 | 1.00 | 1.00 | 0.95 | 0.00 | 0.95 | 1.00 | 1.00 | 1.00 |\n| basophil | 5 | 1.00 | 1.00 | 1.00 | 0.43 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| lymphoid lineage restricted progenitor 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| hematopoietic stem cell | 2993 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.96 | 0.99 | 0.98 | 0.99 |\n| naive B cell | 2658 | 0.97 | 0.96 | 0.97 | 0.97 | 0.00 | 0.93 | 0.98 | 0.98 | 0.99 |\n| granulocyte | 2600 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| promonocyte | 912 | 0.98 | 0.98 | 0.98 | 0.97 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| precursor B cell | 763 | 0.94 | 0.94 | 0.95 | 0.90 | 0.00 | 0.92 | 0.98 | 0.99 | 0.99 |\n| immature B cell | 541 | 0.90 | 0.90 | 0.87 | 0.80 | 0.00 | 0.75 | 0.94 | 0.95 | 0.97 |\n| granulocytopoietic cell | 425 | 0.91 | 0.93 | 0.96 | 0.93 | 0.00 | 0.87 | 0.94 | 0.96 | 0.97 |\n| natural killer cell | 419 | 0.94 | 0.92 | 0.95 | 0.79 | 0.00 | 0.94 | 1.00 | 1.00 | 0.99 |\n| macrophage | 391 | 0.96 | 0.98 | 0.98 | 0.97 | 0.00 | 0.96 | 0.99 | 0.98 | 0.99 |\n| late pro-B cell | 371 | 0.96 | 0.97 | 0.99 | 0.95 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| mature alpha-beta T cell | 297 | 0.88 | 0.90 | 0.91 | 0.61 | 0.00 | 0.88 | 0.98 | 0.98 | 0.97 |\n| CD4-positive, alpha-beta T cell | 256 | 0.93 | 0.90 | 0.93 | 0.75 | 0.00 | 0.92 | 0.98 | 0.98 | 0.99 |\n| granulocyte monocyte progenitor cell | 223 | 0.84 | 0.87 | 0.93 | 0.89 | 0.00 | 0.78 | 0.89 | 0.91 | 0.92 |\n| megakaryocyte-erythroid progenitor cell | 74 | 0.95 | 0.89 | 0.95 | 0.73 | 0.00 | 0.69 | 0.98 | 0.99 | 0.99 |\n| early pro-B cell | 63 | 0.98 | 0.97 | 0.97 | 0.78 | 0.00 | 0.93 | 1.00 | 1.00 | 1.00 |\n| basophil | 66 | 0.97 | 0.89 | 0.96 | 0.73 | 0.00 | 0.75 | 1.00 | 1.00 | 1.00 |\n| lymphoid lineage restricted progenitor cell | 13 | 0.96 | 0.00 | 1.00 | 0.96 | 0.00 | 0.53 | 1.00 | 1.00 | 1.00 |"
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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 sha256:344932092312d1edc0cfc53ca6cf5808cea4ded904c42b3561d655a2ed7825d2
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size 453664
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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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oid sha256:b8a91d6f30fb7252cec6e91628a680a52f69845366b0c1bb72a296317dfb0f81
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size 10020757
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obo_dag.joblib
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version https://git-lfs.github.com/spec/v1
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oid sha256:88b6c19fc939f3c304978a10ef8b7cc6ba69d2d4a0a0613df8312b4ee3a26313
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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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oid sha256:ca7c12ab88e7a517ea5ba7239437af26222c94e5df5cf5ec4964b4097902b761
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size 10601835
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scanvi/model.pt
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oid sha256:cc35b876f58e57fa1aef5d8abdbf5dd989017bf89e37dfca07abee80e1454dc9
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size 11516460
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scvi/model.pt
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oid sha256:f4e437f2ffb2d43bdd488e4f587e00f8027bc7497fa2adcca6b1ba9fcc596243
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scvi_knn_classifier.joblib
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oid sha256:6f4def1544b91f9e8bfefc44b57ac1845ef860368feced66a9fbe669d408daea
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size 5567765
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svm_classifier_cuml.joblib
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oid sha256:0a88a43192ddc9fd4dcba3fe9edbaf4c99d6416d8eb74b609d3866f10b60c5c9
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size 291291
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xgboost_classifier.model
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oid sha256:6197a0852b5e9041f219a876afa5a0436e28cc8d9dd8316a6b83e22cdfbf6b71
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size 4278151
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