Upload folder using huggingface_hub
Browse files- .gitattributes +2 -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
- faiss_index.faiss +3 -0
- harmony_knn_classifier.joblib +3 -0
- obo_dag.joblib +3 -0
- popv_output/predictions.csv +0 -0
- preprocessing.json +0 -0
- scanvi/model.pt +3 -0
- scvi/model.pt +3 -0
- scvi_knn_classifier.joblib +3 -0
- svm_classifier.joblib +3 -0
- svm_classifier_cuml.joblib +3 -0
- xgboost_classifier.model +3 -0
.gitattributes
CHANGED
@@ -33,3 +33,5 @@ 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
|
37 |
+
faiss_index.faiss 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 sha256:804dc1664792d8ea6fbbb7999ea33b08e7362881398709b4a7e93ed6c2cc6d34
|
3 |
+
size 27239224
|
OnClass.index
ADDED
Binary file (222 Bytes). View file
|
|
OnClass.meta
ADDED
Binary file (118 kB). View file
|
|
OnClass.npz
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:df5c9d944b3f21be300404974ddfd62bd372fb67151a0ccfc781c005f6773514
|
3 |
+
size 144112048
|
accuracies.json
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"query_accuracy": "| Cell Type | N cells | celltypist | knn on bbknn | knn on harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 8324 | 0.80 | 0.87 | 0.87 | 0.66 | 0.00 | 0.75 | 0.69 | 0.77 | 0.89 |\n| stromal cell of ovary | 3503 | 0.97 | 0.96 | 0.86 | 0.57 | 0.00 | 0.77 | 0.96 | 0.97 | 0.98 |\n| mesenchymal stem cell | 2264 | 0.93 | 0.91 | 0.87 | 0.33 | 0.00 | 0.53 | 0.88 | 0.90 | 0.96 |\n| smooth muscle cell | 1815 | 0.78 | 0.77 | 0.85 | 0.67 | 0.00 | 0.68 | 0.75 | 0.81 | 0.85 |\n| pericyte | 1122 | 0.73 | 0.75 | 0.81 | 0.62 | 0.00 | 0.58 | 0.64 | 0.73 | 0.80 |\n| skeletal muscle satellite stem cell | 667 | 0.96 | 0.96 | 0.96 | 0.73 | 0.00 | 0.78 | 0.93 | 0.96 | 0.97 |\n| blood vessel smooth muscle cell | 575 | 0.78 | 0.79 | 0.91 | 0.66 | 0.00 | 0.71 | 0.85 | 0.87 | 0.92 |\n| regular atrial cardiac myocyte | 619 | 0.85 | 0.82 | 0.65 | 0.31 | 0.00 | 0.66 | 0.94 | 0.97 | 0.96 |\n| fibroblast of breast | 541 | 0.98 | 0.31 | 0.62 | 0.04 | 0.00 | 0.00 | 0.90 | 0.86 | 0.88 |\n| vascular associated smooth muscle cell | 472 | 0.73 | 0.36 | 0.58 | 0.20 | 0.00 | 0.30 | 0.63 | 0.71 | 0.74 |\n| myofibroblast cell | 416 | 0.56 | 0.76 | 0.79 | 0.30 | 0.00 | 0.54 | 0.57 | 0.59 | 0.78 |\n| thymic fibroblast type 2 | 404 | 0.65 | 0.14 | 0.42 | 0.07 | 0.00 | 0.16 | 0.64 | 0.67 | 0.52 |\n| mesenchymal stem cell of adipose tissue | 364 | 0.35 | 0.08 | 0.64 | 0.24 | 0.00 | 0.31 | 0.35 | 0.40 | 0.52 |\n| stromal cell | 297 | 0.83 | 0.58 | 0.57 | 0.08 | 0.00 | 0.46 | 0.73 | 0.81 | 0.91 |\n| thymic fibroblast type 1 | 334 | 0.60 | 0.39 | 0.59 | 0.08 | 0.00 | 0.05 | 0.59 | 0.62 | 0.66 |\n| ventricular cardiac muscle cell | 244 | 0.49 | 0.22 | 0.54 | 0.46 | 0.00 | 0.66 | 0.86 | 0.92 | 0.90 |\n| fibroblast of cardiac tissue | 194 | 0.96 | 0.94 | 0.89 | 0.01 | 0.00 | 0.40 | 0.69 | 0.83 | 0.98 |\n| alveolar adventitial fibroblast | 122 | 0.84 | 0.81 | 0.61 | 0.10 | 0.00 | 0.03 | 0.63 | 0.78 | 0.84 |\n| adventitial cell | 107 | 0.26 | 0.07 | 0.27 | 0.05 | 0.00 | 0.14 | 0.34 | 0.40 | 0.41 |\n| theca cell | 119 | 0.77 | 0.80 | 0.90 | 0.61 | 0.00 | 0.76 | 0.71 | 0.72 | 0.88 |\n| keratocyte | 90 | 0.53 | 0.58 | 0.58 | 0.02 | 0.00 | 0.14 | 0.40 | 0.51 | 0.66 |\n| myometrial cell | 102 | 0.75 | 0.41 | 0.85 | 0.18 | 0.00 | 0.51 | 0.58 | 0.71 | 0.86 |\n| mural cell | 58 | 0.66 | 0.81 | 0.73 | 0.19 | 0.00 | 0.33 | 0.48 | 0.53 | 0.88 |\n| Mueller cell | 50 | 0.99 | 1.00 | 0.95 | 0.74 | 0.00 | 0.72 | 0.98 | 0.94 | 0.97 |\n| fast muscle cell | 53 | 0.73 | 0.73 | 0.86 | 0.75 | 0.00 | 0.79 | 0.73 | 0.89 | 0.89 |\n| pancreatic stellate cell | 38 | 0.64 | 0.00 | 0.46 | 0.11 | 0.00 | 0.00 | 0.56 | 0.72 | 0.74 |\n| tendon cell | 40 | 0.30 | 0.65 | 0.53 | 0.08 | 0.00 | 0.35 | 0.28 | 0.37 | 0.73 |\n| muscle cell | 35 | 0.73 | 0.11 | 0.79 | 0.79 | 0.00 | 0.80 | 0.89 | 0.96 | 0.97 |\n| Schwann cell | 35 | 0.85 | 0.81 | 0.87 | 0.76 | 0.00 | 0.63 | 0.61 | 0.68 | 0.86 |\n| melanocyte | 16 | 0.76 | 0.67 | 0.87 | 0.38 | 0.00 | 0.36 | 0.59 | 0.71 | 0.89 |\n| hepatic stellate cell | 29 | 0.78 | 0.00 | 0.73 | 0.33 | 0.00 | 0.13 | 0.62 | 0.83 | 0.85 |\n| bronchial smooth muscle cell | 12 | 0.24 | 0.40 | 0.16 | 0.00 | 0.00 | 0.11 | 0.15 | 0.26 | 0.32 |\n| tongue muscle cell | 15 | 0.57 | 0.70 | 0.64 | 0.00 | 0.00 | 0.18 | 0.40 | 0.46 | 0.70 |\n| slow muscle cell | 14 | 0.72 | 0.70 | 0.73 | 0.50 | 0.00 | 0.59 | 0.76 | 0.96 | 0.93 |\n| connective tissue cell | 10 | 0.00 | 0.00 | 0.17 | 0.09 | 0.00 | 0.12 | 0.16 | 0.22 | 0.44 |\n| adipocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| glial cell | 1 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.17 | 0.20 | 0.00 | 0.50 |\n| Leydig cell | 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 on bbknn | knn on harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 74863 | 0.80 | 0.85 | 0.91 | 0.75 | 0.00 | 0.88 | 0.69 | 0.77 | 0.92 |\n| stromal cell of ovary | 31500 | 0.97 | 0.95 | 0.86 | 0.68 | 0.00 | 0.97 | 0.96 | 0.97 | 0.99 |\n| mesenchymal stem cell | 21232 | 0.93 | 0.90 | 0.91 | 0.49 | 0.00 | 0.96 | 0.88 | 0.90 | 0.97 |\n| smooth muscle cell | 16590 | 0.78 | 0.74 | 0.90 | 0.76 | 0.00 | 0.86 | 0.75 | 0.81 | 0.89 |\n| pericyte | 9756 | 0.71 | 0.71 | 0.89 | 0.73 | 0.00 | 0.76 | 0.67 | 0.75 | 0.83 |\n| skeletal muscle satellite stem cell | 5501 | 0.96 | 0.96 | 0.98 | 0.82 | 0.00 | 0.94 | 0.93 | 0.95 | 0.97 |\n| blood vessel smooth muscle cell | 5412 | 0.79 | 0.77 | 0.95 | 0.75 | 0.00 | 0.94 | 0.86 | 0.88 | 0.94 |\n| regular atrial cardiac myocyte | 5193 | 0.82 | 0.75 | 0.87 | 0.74 | 0.00 | 0.99 | 0.94 | 0.97 | 0.97 |\n| fibroblast of breast | 4729 | 0.98 | 0.22 | 0.68 | 0.26 | 0.00 | 0.97 | 0.89 | 0.86 | 0.99 |\n| vascular associated smooth muscle cell | 4546 | 0.73 | 0.27 | 0.73 | 0.48 | 0.00 | 0.78 | 0.67 | 0.73 | 0.82 |\n| myofibroblast cell | 4019 | 0.57 | 0.74 | 0.88 | 0.56 | 0.00 | 0.74 | 0.58 | 0.62 | 0.83 |\n| thymic fibroblast type 2 | 3801 | 0.66 | 0.12 | 0.61 | 0.24 | 0.00 | 0.85 | 0.67 | 0.67 | 0.89 |\n| mesenchymal stem cell of adipose tissue | 3411 | 0.36 | 0.04 | 0.73 | 0.46 | 0.00 | 0.51 | 0.35 | 0.43 | 0.55 |\n| stromal cell | 3141 | 0.84 | 0.51 | 0.66 | 0.32 | 0.00 | 0.91 | 0.78 | 0.84 | 0.94 |\n| thymic fibroblast type 1 | 2935 | 0.58 | 0.27 | 0.75 | 0.25 | 0.00 | 0.82 | 0.64 | 0.63 | 0.86 |\n| ventricular cardiac muscle cell | 2354 | 0.44 | 0.22 | 0.76 | 0.74 | 0.00 | 0.97 | 0.88 | 0.94 | 0.93 |\n| fibroblast of cardiac tissue | 1750 | 0.95 | 0.93 | 0.97 | 0.35 | 0.00 | 0.76 | 0.68 | 0.79 | 0.98 |\n| alveolar adventitial fibroblast | 989 | 0.83 | 0.79 | 0.64 | 0.24 | 0.00 | 0.91 | 0.65 | 0.80 | 0.92 |\n| adventitial cell | 937 | 0.27 | 0.03 | 0.51 | 0.25 | 0.00 | 0.67 | 0.34 | 0.41 | 0.65 |\n| theca cell | 919 | 0.74 | 0.74 | 0.90 | 0.79 | 0.00 | 0.64 | 0.67 | 0.71 | 0.88 |\n| keratocyte | 889 | 0.56 | 0.47 | 0.60 | 0.12 | 0.00 | 0.59 | 0.42 | 0.51 | 0.68 |\n| myometrial cell | 815 | 0.70 | 0.16 | 0.87 | 0.46 | 0.00 | 0.75 | 0.60 | 0.70 | 0.86 |\n| mural cell | 557 | 0.63 | 0.74 | 0.82 | 0.34 | 0.00 | 0.86 | 0.50 | 0.57 | 0.94 |\n| Mueller cell | 447 | 0.99 | 0.96 | 0.94 | 0.86 | 0.00 | 0.81 | 0.99 | 0.95 | 0.98 |\n| fast muscle cell | 442 | 0.75 | 0.67 | 0.88 | 0.84 | 0.00 | 0.86 | 0.77 | 0.93 | 0.93 |\n| pancreatic stellate cell | 394 | 0.59 | 0.01 | 0.79 | 0.26 | 0.00 | 0.67 | 0.54 | 0.75 | 0.79 |\n| tendon cell | 380 | 0.31 | 0.64 | 0.80 | 0.36 | 0.00 | 0.51 | 0.33 | 0.40 | 0.74 |\n| muscle cell | 371 | 0.80 | 0.13 | 0.87 | 0.89 | 0.00 | 0.91 | 0.90 | 0.99 | 0.99 |\n| Schwann cell | 280 | 0.73 | 0.74 | 0.87 | 0.69 | 0.00 | 0.66 | 0.60 | 0.71 | 0.87 |\n| melanocyte | 216 | 0.78 | 0.72 | 0.94 | 0.63 | 0.00 | 0.55 | 0.69 | 0.81 | 0.96 |\n| hepatic stellate cell | 193 | 0.66 | 0.00 | 0.85 | 0.41 | 0.00 | 0.74 | 0.57 | 0.77 | 0.85 |\n| bronchial smooth muscle cell | 207 | 0.43 | 0.40 | 0.60 | 0.27 | 0.00 | 0.46 | 0.40 | 0.59 | 0.71 |\n| tongue muscle cell | 187 | 0.49 | 0.60 | 0.81 | 0.18 | 0.00 | 0.82 | 0.47 | 0.61 | 0.90 |\n| slow muscle cell | 160 | 0.77 | 0.76 | 0.82 | 0.69 | 0.00 | 0.75 | 0.80 | 0.92 | 0.96 |\n| connective tissue cell | 142 | 0.00 | 0.00 | 0.40 | 0.35 | 0.00 | 0.50 | 0.28 | 0.32 | 0.82 |\n| adipocyte | 34 | 0.00 | 0.13 | 0.96 | 0.77 | 0.00 | 0.42 | 0.99 | 0.80 | 0.96 |\n| glial cell | 19 | 0.00 | 0.00 | 0.71 | 0.52 | 0.00 | 0.26 | 0.34 | 0.18 | 0.75 |\n| Leydig cell | 9 | 0.00 | 0.00 | 0.00 | 0.17 | 0.00 | 0.16 | 0.67 | 0.33 | 0.67 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.67 | 0.80 | 0.00 |"
|
4 |
+
}
|
celltypist.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b04c7562375b2dea5a5852f6165283f462a5df2325a03b57007b4e20b1d54270
|
3 |
+
size 794213
|
checkpoint
ADDED
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
1 |
+
model_checkpoint_path: "OnClass"
|
2 |
+
all_model_checkpoint_paths: "OnClass"
|
faiss_index.faiss
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:34bd91a1a5354d88f6d24c8ff90dcddf93370f87814dbb21303bdcfb06f9550b
|
3 |
+
size 41883045
|
harmony_knn_classifier.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5fc5869a887b305ce4841508cd56f9fa6061c69949f65937382633fff6244d9d
|
3 |
+
size 71170989
|
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
|
|
scanvi/model.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:aadb34926040974c36715c5ec3ba245b5f821d6aa8b17acc825ecf520b922203
|
3 |
+
size 14640620
|
scvi/model.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:15c46c7cb0f9b798e481a1e539779f4822031e31fe9b957815765c89188c205b
|
3 |
+
size 14016701
|
scvi_knn_classifier.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5bc2faa8d55565af6af8c65bbb7fc45604f8b160ecfbd158c4a4a5db79f30f62
|
3 |
+
size 46052349
|
svm_classifier.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:4ca04ceea421a7ad118ecff53c78da044835601657fd2c3bfbad77e6a7801078
|
3 |
+
size 6255372
|
svm_classifier_cuml.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d98706594945f6c32cc8eb662b2c727ab45ca4e17d4eba67a6ca1c45ffd8fec0
|
3 |
+
size 666219
|
xgboost_classifier.model
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d4664b9173f516acb1e9b7972208304a0ced70efe26fee11fd5342bb652928e6
|
3 |
+
size 11071834
|