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 sha256:789253f670c7df659775caa8a54650a072ad9877fa65c49b5a72aff9a920e0b8
|
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 sha256:48069223c8b506f2fd5bdd597dd990a09a41470d46d3e2e49ab09d20f8c5b831
|
3 |
+
size 144112048
|
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| fibroblast | 8247 | 0.81 | 0.78 | 0.88 | 0.68 | 0.00 | 0.68 | 0.70 | 0.74 | 0.88 |\n| stromal cell of ovary | 3511 | 0.98 | 0.94 | 0.89 | 0.62 | 0.00 | 0.56 | 0.97 | 0.97 | 0.99 |\n| mesenchymal stem cell | 2267 | 0.94 | 0.74 | 0.88 | 0.36 | 0.00 | 0.37 | 0.89 | 0.89 | 0.96 |\n| smooth muscle cell | 1815 | 0.77 | 0.65 | 0.85 | 0.69 | 0.00 | 0.64 | 0.76 | 0.80 | 0.84 |\n| pericyte | 1110 | 0.73 | 0.63 | 0.82 | 0.63 | 0.00 | 0.61 | 0.71 | 0.73 | 0.78 |\n| skeletal muscle satellite stem cell | 669 | 0.96 | 0.95 | 0.96 | 0.81 | 0.00 | 0.81 | 0.95 | 0.95 | 0.97 |\n| blood vessel smooth muscle cell | 580 | 0.82 | 0.44 | 0.92 | 0.65 | 0.00 | 0.82 | 0.88 | 0.86 | 0.93 |\n| regular atrial cardiac myocyte | 621 | 0.80 | 0.43 | 0.73 | 0.30 | 0.00 | 0.70 | 0.87 | 0.93 | 0.92 |\n| fibroblast of breast | 541 | 0.96 | 0.00 | 0.71 | 0.08 | 0.00 | 0.01 | 0.93 | 0.81 | 0.89 |\n| vascular associated smooth muscle cell | 477 | 0.70 | 0.03 | 0.64 | 0.41 | 0.00 | 0.45 | 0.62 | 0.70 | 0.72 |\n| myofibroblast cell | 430 | 0.61 | 0.27 | 0.82 | 0.40 | 0.00 | 0.33 | 0.57 | 0.64 | 0.78 |\n| thymic fibroblast type 2 | 400 | 0.72 | 0.00 | 0.43 | 0.06 | 0.00 | 0.01 | 0.64 | 0.67 | 0.44 |\n| mesenchymal stem cell of adipose tissue | 356 | 0.33 | 0.00 | 0.65 | 0.26 | 0.00 | 0.18 | 0.34 | 0.38 | 0.49 |\n| stromal cell | 289 | 0.82 | 0.02 | 0.50 | 0.12 | 0.00 | 0.31 | 0.78 | 0.81 | 0.91 |\n| thymic fibroblast type 1 | 337 | 0.64 | 0.02 | 0.61 | 0.09 | 0.00 | 0.03 | 0.56 | 0.53 | 0.58 |\n| ventricular cardiac muscle cell | 245 | 0.45 | 0.13 | 0.60 | 0.40 | 0.00 | 0.31 | 0.73 | 0.85 | 0.78 |\n| fibroblast of cardiac tissue | 186 | 0.92 | 0.53 | 0.92 | 0.06 | 0.00 | 0.24 | 0.78 | 0.74 | 0.93 |\n| alveolar adventitial fibroblast | 125 | 0.78 | 0.32 | 0.66 | 0.12 | 0.00 | 0.05 | 0.60 | 0.81 | 0.75 |\n| adventitial cell | 106 | 0.22 | 0.00 | 0.13 | 0.10 | 0.00 | 0.13 | 0.31 | 0.43 | 0.45 |\n| theca cell | 120 | 0.87 | 0.00 | 0.86 | 0.67 | 0.00 | 0.65 | 0.78 | 0.74 | 0.90 |\n| keratocyte | 92 | 0.55 | 0.00 | 0.37 | 0.02 | 0.00 | 0.11 | 0.39 | 0.46 | 0.52 |\n| myometrial cell | 101 | 0.76 | 0.00 | 0.89 | 0.14 | 0.00 | 0.41 | 0.66 | 0.71 | 0.88 |\n| mural cell | 56 | 0.65 | 0.53 | 0.76 | 0.16 | 0.00 | 0.16 | 0.52 | 0.56 | 0.86 |\n| Mueller cell | 50 | 0.97 | 0.75 | 0.94 | 0.79 | 0.00 | 0.77 | 0.96 | 0.96 | 0.99 |\n| fast muscle cell | 53 | 0.78 | 0.67 | 0.78 | 0.71 | 0.00 | 0.72 | 0.78 | 0.85 | 0.90 |\n| pancreatic stellate cell | 38 | 0.66 | 0.00 | 0.51 | 0.14 | 0.00 | 0.00 | 0.77 | 0.75 | 0.74 |\n| tendon cell | 40 | 0.52 | 0.05 | 0.52 | 0.11 | 0.00 | 0.22 | 0.45 | 0.37 | 0.70 |\n| muscle cell | 37 | 0.80 | 0.00 | 0.71 | 0.69 | 0.00 | 0.65 | 0.96 | 0.90 | 0.97 |\n| Schwann cell | 25 | 0.80 | 0.76 | 0.83 | 0.80 | 0.00 | 0.49 | 0.79 | 0.67 | 0.85 |\n| melanocyte | 15 | 0.73 | 0.67 | 0.69 | 0.62 | 0.00 | 0.26 | 0.68 | 0.70 | 0.94 |\n| hepatic stellate cell | 28 | 0.71 | 0.00 | 0.67 | 0.15 | 0.00 | 0.15 | 0.79 | 0.84 | 0.78 |\n| bronchial smooth muscle cell | 12 | 0.22 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 | 0.16 | 0.30 | 0.34 |\n| tongue muscle cell | 12 | 0.74 | 0.15 | 0.67 | 0.12 | 0.00 | 0.42 | 0.55 | 0.32 | 0.74 |\n| slow muscle cell | 14 | 0.67 | 0.65 | 0.67 | 0.43 | 0.00 | 0.60 | 0.87 | 0.90 | 0.93 |\n| connective tissue cell | 9 | 0.00 | 0.00 | 0.00 | 0.11 | 0.00 | 0.00 | 0.24 | 0.17 | 0.15 |\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 | 0.50 | 0.00 | 0.04 | 0.25 | 0.15 | 0.67 |\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 bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 74895 | 0.81 | 0.70 | 0.93 | 0.76 | 0.00 | 0.87 | 0.70 | 0.74 | 0.92 |\n| stromal cell of ovary | 31492 | 0.98 | 0.38 | 0.91 | 0.68 | 0.00 | 0.97 | 0.97 | 0.97 | 0.99 |\n| mesenchymal stem cell | 21229 | 0.94 | 0.59 | 0.94 | 0.53 | 0.00 | 0.94 | 0.89 | 0.90 | 0.97 |\n| smooth muscle cell | 16574 | 0.76 | 0.59 | 0.92 | 0.79 | 0.00 | 0.82 | 0.77 | 0.81 | 0.88 |\n| pericyte | 9768 | 0.71 | 0.52 | 0.90 | 0.75 | 0.00 | 0.79 | 0.72 | 0.75 | 0.83 |\n| skeletal muscle satellite stem cell | 5499 | 0.96 | 0.93 | 0.98 | 0.87 | 0.00 | 0.95 | 0.95 | 0.96 | 0.98 |\n| blood vessel smooth muscle cell | 5407 | 0.82 | 0.11 | 0.96 | 0.79 | 0.00 | 0.96 | 0.88 | 0.88 | 0.96 |\n| regular atrial cardiac myocyte | 5190 | 0.78 | 0.10 | 0.90 | 0.77 | 0.00 | 0.99 | 0.89 | 0.94 | 0.96 |\n| fibroblast of breast | 4729 | 0.97 | 0.00 | 0.76 | 0.31 | 0.00 | 0.98 | 0.92 | 0.81 | 0.99 |\n| vascular associated smooth muscle cell | 4541 | 0.69 | 0.01 | 0.80 | 0.58 | 0.00 | 0.70 | 0.67 | 0.72 | 0.79 |\n| myofibroblast cell | 4004 | 0.61 | 0.07 | 0.90 | 0.60 | 0.00 | 0.64 | 0.60 | 0.66 | 0.84 |\n| thymic fibroblast type 2 | 3803 | 0.72 | 0.00 | 0.67 | 0.26 | 0.00 | 0.89 | 0.66 | 0.68 | 0.89 |\n| mesenchymal stem cell of adipose tissue | 3416 | 0.37 | 0.00 | 0.77 | 0.47 | 0.00 | 0.48 | 0.37 | 0.42 | 0.53 |\n| stromal cell | 3139 | 0.83 | 0.00 | 0.70 | 0.36 | 0.00 | 0.85 | 0.81 | 0.83 | 0.94 |\n| thymic fibroblast type 1 | 2932 | 0.60 | 0.00 | 0.79 | 0.26 | 0.00 | 0.87 | 0.58 | 0.54 | 0.87 |\n| ventricular cardiac muscle cell | 2353 | 0.45 | 0.00 | 0.79 | 0.75 | 0.00 | 0.98 | 0.79 | 0.88 | 0.92 |\n| fibroblast of cardiac tissue | 1751 | 0.92 | 0.27 | 0.98 | 0.40 | 0.00 | 0.80 | 0.77 | 0.72 | 0.94 |\n| alveolar adventitial fibroblast | 986 | 0.81 | 0.16 | 0.74 | 0.29 | 0.00 | 0.84 | 0.59 | 0.85 | 0.94 |\n| adventitial cell | 938 | 0.23 | 0.00 | 0.63 | 0.26 | 0.00 | 0.57 | 0.29 | 0.42 | 0.67 |\n| theca cell | 918 | 0.83 | 0.00 | 0.92 | 0.79 | 0.00 | 0.60 | 0.73 | 0.69 | 0.87 |\n| keratocyte | 882 | 0.57 | 0.01 | 0.54 | 0.16 | 0.00 | 0.50 | 0.39 | 0.47 | 0.74 |\n| myometrial cell | 816 | 0.71 | 0.00 | 0.87 | 0.57 | 0.00 | 0.68 | 0.65 | 0.71 | 0.83 |\n| mural cell | 558 | 0.64 | 0.40 | 0.84 | 0.38 | 0.00 | 0.85 | 0.54 | 0.57 | 0.95 |\n| Mueller cell | 445 | 0.97 | 0.38 | 0.96 | 0.87 | 0.00 | 0.89 | 0.98 | 0.97 | 0.98 |\n| fast muscle cell | 442 | 0.81 | 0.65 | 0.90 | 0.82 | 0.00 | 0.87 | 0.83 | 0.93 | 0.94 |\n| pancreatic stellate cell | 386 | 0.57 | 0.00 | 0.84 | 0.29 | 0.00 | 0.70 | 0.79 | 0.76 | 0.79 |\n| tendon cell | 380 | 0.53 | 0.01 | 0.80 | 0.48 | 0.00 | 0.32 | 0.49 | 0.39 | 0.77 |\n| muscle cell | 369 | 0.79 | 0.00 | 0.90 | 0.89 | 0.00 | 0.94 | 0.99 | 1.00 | 0.99 |\n| Schwann cell | 287 | 0.68 | 0.40 | 0.87 | 0.77 | 0.00 | 0.62 | 0.87 | 0.83 | 0.92 |\n| melanocyte | 216 | 0.60 | 0.57 | 0.92 | 0.68 | 0.00 | 0.50 | 0.75 | 0.79 | 0.96 |\n| hepatic stellate cell | 194 | 0.64 | 0.00 | 0.80 | 0.45 | 0.00 | 0.75 | 0.71 | 0.74 | 0.82 |\n| bronchial smooth muscle cell | 207 | 0.39 | 0.00 | 0.59 | 0.31 | 0.00 | 0.49 | 0.38 | 0.52 | 0.71 |\n| tongue muscle cell | 186 | 0.71 | 0.03 | 0.87 | 0.36 | 0.00 | 0.88 | 0.80 | 0.50 | 0.94 |\n| slow muscle cell | 160 | 0.66 | 0.49 | 0.82 | 0.63 | 0.00 | 0.90 | 0.95 | 0.96 | 0.96 |\n| connective tissue cell | 142 | 0.00 | 0.00 | 0.55 | 0.18 | 0.00 | 0.62 | 0.37 | 0.29 | 0.78 |\n| adipocyte | 33 | 0.50 | 0.00 | 0.96 | 0.55 | 0.00 | 0.57 | 0.90 | 0.96 | 0.96 |\n| glial cell | 19 | 0.00 | 0.00 | 0.76 | 0.47 | 0.00 | 0.11 | 0.33 | 0.21 | 0.70 |\n| Leydig cell | 9 | 0.00 | 0.00 | 0.00 | 0.22 | 0.00 | 0.14 | 0.72 | 0.27 | 0.82 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 0.40 | 0.67 | 0.67 |"
|
4 |
+
}
|
celltypist.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:f3b0bb9bbd36493303a67e1a0f60aeef261cd2ba8d40cad8680b4027c742cb37
|
3 |
+
size 794213
|
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 sha256:8dec049b1484d758ef9e8ff912c6056b74b664d1aa614ecd31a6f0e884ac87fe
|
3 |
+
size 163501463
|
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 sha256:46fbbfeefdff1d0990ee87b7086cbe06ed75898f94d50475e2fedc5a8237bf2e
|
3 |
+
size 173204499
|
scanvi/model.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8bbb2df674aa316d0d8a60ce091484d8288400aaf0a0f911a5ef8330b122f93a
|
3 |
+
size 14592364
|
scvi/model.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:dc9634776882a1756064be139ddefcd43e6848575e6657141ab9d3532846f24a
|
3 |
+
size 13968381
|
scvi_knn_classifier.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:68c83dece3aae698a2910d33c6b7dde69febeb87cc862634fe493d0522b31a64
|
3 |
+
size 92908151
|
svm_classifier_cuml.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e6efea65fec6f40d5200f03b8759805866b4655a25b17543b3096d9923623cc2
|
3 |
+
size 666219
|
xgboost_classifier.model
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:098430533259168b02c91c6fec54c399873891edc77c13045e8ce2873492808c
|
3 |
+
size 10857611
|