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
CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
36 |
+
OnClass.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text
|
OnClass.data-00000-of-00001
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:19eaa6bfbb144176d3bec5fef3f93a06c70ee12c9dc348a1cd39122fed6d7b4c
|
3 |
+
size 27239224
|
OnClass.index
ADDED
Binary file (222 Bytes). View file
|
|
OnClass.meta
ADDED
Binary file (85.6 kB). View file
|
|
OnClass.npz
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:03e8b0b2fb8206f8cbf3590d83158d368cd7391a110bd2db06cdf6ff87900543
|
3 |
+
size 144112146
|
accuracies.json
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell | 2349 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.93 | 0.97 | 0.97 | 0.99 |\n| skeletal muscle satellite stem cell | 595 | 0.96 | 0.97 | 0.97 | 0.97 | 0.00 | 0.97 | 0.97 | 0.97 | 0.98 |\n| endothelial cell | 358 | 0.95 | 0.95 | 0.93 | 0.94 | 0.00 | 0.95 | 0.95 | 0.95 | 0.96 |\n| capillary endothelial cell | 336 | 0.92 | 0.92 | 0.91 | 0.90 | 0.00 | 0.90 | 0.88 | 0.89 | 0.92 |\n| macrophage | 275 | 0.96 | 0.96 | 0.96 | 0.95 | 0.00 | 0.88 | 0.94 | 0.94 | 0.96 |\n| pericyte | 249 | 0.88 | 0.91 | 0.90 | 0.88 | 0.00 | 0.84 | 0.87 | 0.90 | 0.91 |\n| CD8-positive, alpha-beta T cell | 148 | 0.66 | 0.77 | 0.78 | 0.70 | 0.00 | 0.72 | 0.69 | 0.75 | 0.78 |\n| endothelial cell of vascular tree | 70 | 0.90 | 0.89 | 0.75 | 0.86 | 0.00 | 0.88 | 0.83 | 0.82 | 0.90 |\n| CD4-positive, alpha-beta T cell | 44 | 0.44 | 0.45 | 0.34 | 0.23 | 0.00 | 0.47 | 0.43 | 0.50 | 0.47 |\n| fast muscle cell | 53 | 0.86 | 0.90 | 0.90 | 0.68 | 0.00 | 0.92 | 0.90 | 0.93 | 0.91 |\n| tendon cell | 36 | 0.69 | 0.82 | 0.79 | 0.68 | 0.00 | 0.31 | 0.54 | 0.54 | 0.81 |\n| smooth muscle cell | 20 | 0.27 | 0.48 | 0.22 | 0.25 | 0.00 | 0.37 | 0.54 | 0.57 | 0.54 |\n| endothelial cell of artery | 18 | 0.86 | 0.94 | 0.88 | 0.76 | 0.00 | 0.80 | 0.82 | 0.83 | 0.97 |\n| neutrophil | 24 | 0.76 | 0.82 | 0.82 | 0.58 | 0.00 | 0.71 | 0.78 | 0.80 | 0.80 |\n| slow muscle cell | 17 | 0.76 | 0.80 | 0.74 | 0.36 | 0.00 | 0.78 | 0.80 | 0.82 | 0.80 |\n| endothelial cell of lymphatic vessel | 10 | 0.76 | 0.84 | 0.80 | 0.73 | 0.00 | 0.70 | 0.80 | 0.73 | 0.80 |\n| erythrocyte | 15 | 0.38 | 0.40 | 0.93 | 0.75 | 0.00 | 0.46 | 0.67 | 0.60 | 0.79 |\n| T cell | 15 | 0.00 | 0.12 | 0.24 | 0.00 | 0.00 | 0.14 | 0.36 | 0.41 | 0.24 |\n| mature NK T cell | 7 | 0.31 | 0.00 | 0.18 | 0.00 | 0.00 | 0.24 | 0.31 | 0.29 | 0.36 |\n| granulocyte | 6 | 0.60 | 0.00 | 0.59 | 0.47 | 0.00 | 0.32 | 0.63 | 0.62 | 0.71 |\n| natural killer cell | 5 | 0.50 | 0.40 | 0.33 | 0.00 | 0.00 | 0.43 | 0.50 | 0.73 | 0.36 |\n| mast cell | 4 | 0.42 | 0.62 | 0.57 | 0.50 | 0.00 | 0.57 | 0.57 | 0.62 | 0.50 |\n| epithelial cell | 7 | 0.55 | 0.36 | 0.60 | 0.40 | 0.00 | 0.30 | 0.55 | 0.55 | 0.55 |\n| B cell | 7 | 0.53 | 0.73 | 0.73 | 0.22 | 0.00 | 0.77 | 0.92 | 0.83 | 0.83 |\n| monocyte | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.24 | 0.20 | 0.36 | 0.00 |\n| basophil | 3 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.50 | 0.00 | 0.80 | 0.00 |\n| myeloid dendritic cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 0.50 | 0.40 | 0.00 |\n| plasma cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesenchymal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
|
3 |
+
"ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell | 21131 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.93 | 0.97 | 0.97 | 0.99 |\n| skeletal muscle satellite stem cell | 5555 | 0.97 | 0.98 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| endothelial cell | 3168 | 0.92 | 0.93 | 0.95 | 0.95 | 0.00 | 0.94 | 0.94 | 0.94 | 0.95 |\n| capillary endothelial cell | 2954 | 0.89 | 0.90 | 0.93 | 0.91 | 0.00 | 0.89 | 0.90 | 0.91 | 0.93 |\n| macrophage | 2454 | 0.96 | 0.96 | 0.97 | 0.96 | 0.00 | 0.89 | 0.96 | 0.96 | 0.97 |\n| pericyte | 2137 | 0.90 | 0.90 | 0.93 | 0.93 | 0.00 | 0.91 | 0.92 | 0.93 | 0.94 |\n| CD8-positive, alpha-beta T cell | 1269 | 0.66 | 0.76 | 0.85 | 0.80 | 0.00 | 0.81 | 0.84 | 0.89 | 0.88 |\n| endothelial cell of vascular tree | 653 | 0.89 | 0.89 | 0.89 | 0.90 | 0.00 | 0.89 | 0.89 | 0.89 | 0.92 |\n| CD4-positive, alpha-beta T cell | 470 | 0.51 | 0.50 | 0.64 | 0.53 | 0.00 | 0.67 | 0.78 | 0.81 | 0.77 |\n| fast muscle cell | 421 | 0.94 | 0.96 | 0.95 | 0.90 | 0.00 | 0.94 | 0.96 | 0.95 | 0.97 |\n| tendon cell | 384 | 0.73 | 0.76 | 0.84 | 0.71 | 0.00 | 0.37 | 0.59 | 0.61 | 0.82 |\n| smooth muscle cell | 198 | 0.46 | 0.46 | 0.54 | 0.66 | 0.00 | 0.68 | 0.79 | 0.81 | 0.88 |\n| endothelial cell of artery | 162 | 0.78 | 0.83 | 0.89 | 0.75 | 0.00 | 0.75 | 0.85 | 0.84 | 0.91 |\n| neutrophil | 150 | 0.77 | 0.81 | 0.88 | 0.78 | 0.00 | 0.80 | 0.94 | 0.96 | 0.96 |\n| slow muscle cell | 157 | 0.92 | 0.93 | 0.92 | 0.77 | 0.00 | 0.90 | 0.98 | 0.99 | 0.95 |\n| endothelial cell of lymphatic vessel | 145 | 0.89 | 0.88 | 0.91 | 0.92 | 0.00 | 0.94 | 0.92 | 0.91 | 0.92 |\n| erythrocyte | 109 | 0.45 | 0.27 | 0.93 | 0.85 | 0.00 | 0.45 | 0.70 | 0.69 | 0.89 |\n| T cell | 93 | 0.00 | 0.06 | 0.34 | 0.24 | 0.00 | 0.65 | 0.90 | 0.86 | 0.88 |\n| mature NK T cell | 91 | 0.49 | 0.06 | 0.49 | 0.29 | 0.00 | 0.42 | 0.82 | 0.87 | 0.84 |\n| granulocyte | 88 | 0.71 | 0.00 | 0.80 | 0.71 | 0.00 | 0.44 | 0.72 | 0.93 | 0.95 |\n| natural killer cell | 86 | 0.62 | 0.41 | 0.49 | 0.31 | 0.00 | 0.79 | 0.86 | 0.84 | 0.86 |\n| mast cell | 62 | 0.70 | 0.70 | 0.81 | 0.85 | 0.00 | 0.93 | 0.95 | 0.94 | 0.87 |\n| epithelial cell | 50 | 0.67 | 0.12 | 0.73 | 0.67 | 0.00 | 0.44 | 0.87 | 0.85 | 0.79 |\n| B cell | 42 | 0.63 | 0.81 | 0.92 | 0.65 | 0.00 | 0.98 | 0.99 | 0.99 | 0.98 |\n| monocyte | 28 | 0.00 | 0.07 | 0.12 | 0.19 | 0.00 | 0.19 | 0.74 | 0.74 | 0.30 |\n| basophil | 8 | 0.00 | 0.00 | 0.17 | 0.55 | 0.00 | 0.76 | 1.00 | 0.94 | 0.86 |\n| myeloid dendritic cell | 7 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.21 | 1.00 | 0.67 | 0.00 |\n| plasma cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 0.89 | 0.89 | 1.00 |\n| non-classical monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.75 | 0.86 | 0.80 |\n| intermediate monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.27 | 1.00 | 1.00 | 0.00 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.80 | 0.80 | 0.00 |"
|
4 |
+
}
|
celltypist.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b341caf636c437ce8bd2a9a1e4388d55edcc7146ff24f79a82c33241b9347227
|
3 |
+
size 665955
|
checkpoint
ADDED
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
1 |
+
model_checkpoint_path: "OnClass"
|
2 |
+
all_model_checkpoint_paths: "OnClass"
|
harmony_knn_classifier.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:4427671065766dfe78b6164b724c830776aa1be93671f3a87cb556ece802140c
|
3 |
+
size 32559013
|
obo_dag.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:88b6c19fc939f3c304978a10ef8b7cc6ba69d2d4a0a0613df8312b4ee3a26313
|
3 |
+
size 321386
|
popv_output/predictions.csv
ADDED
The diff for this file is too large to render.
See raw diff
|
|
preprocessing.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
pynndescent_index.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:97656a754a3ffd34a0ee1738232247e88c143c8e43570ba6e0968cbe46f2fdd0
|
3 |
+
size 34443865
|
scanvi/model.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:900b3c3762413c27bcea5f9b6a000f6db5127d31d1287d5551d5c9c4479a3f25
|
3 |
+
size 11850476
|
scvi/model.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8b06812334a320b2ca9ff040f6f13a1896ba15a11611636c0010d3871b1e179f
|
3 |
+
size 11255293
|
scvi_knn_classifier.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:23c31104588398417402e7ce3c18bd989e570c417efc063536a40e3b41cb7f06
|
3 |
+
size 18206645
|
svm_classifier_cuml.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d27a1445bbb44f37fa39ced5a43b74994e95faa5d0bcf5aa314814702d40a6cc
|
3 |
+
size 529883
|
xgboost_classifier.model
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d0b4f24d557684855857164ae8d46656a88b18eca4b503e274c2736b2bacfc0f
|
3 |
+
size 7925505
|