canergen commited on
Commit
eee4c5d
·
verified ·
1 Parent(s): e1323dc

Upload folder using huggingface_hub

Browse files
.gitattributes CHANGED
@@ -37,3 +37,6 @@ OnClass.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text
37
  popv_output/predictions.csv filter=lfs diff=lfs merge=lfs -text
38
  minified_ref_adata.h5ad filter=lfs diff=lfs merge=lfs -text
39
  OnClass.meta filter=lfs diff=lfs merge=lfs -text
 
 
 
 
37
  popv_output/predictions.csv filter=lfs diff=lfs merge=lfs -text
38
  minified_ref_adata.h5ad filter=lfs diff=lfs merge=lfs -text
39
  OnClass.meta filter=lfs diff=lfs merge=lfs -text
40
+ faiss_index.index filter=lfs diff=lfs merge=lfs -text
41
+ harmony_knn_classifier.index filter=lfs diff=lfs merge=lfs -text
42
+ scvi_knn_classifier.index filter=lfs diff=lfs merge=lfs -text
OnClass.data-00000-of-00001 CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:c2044e43499b2b957974fada8c2b57e15dfdc86f65b46f4b3b21d3d7ce154d78
3
  size 27239224
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:57f61d3c59811ab0c1c2011ca7931f04edaf46e3473b6bb65994eaf4358c4781
3
  size 27239224
OnClass.index CHANGED
Binary files a/OnClass.index and b/OnClass.index differ
 
OnClass.meta CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:ecdd7951a024897cd0b9ea0c511de6fbe9005d166e1ffde3e3603e01f0f2fbc9
3
- size 311888
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9bb00c20cc96bef68e8b51c25a8c0a45690817631028db5a73d2204a1b000850
3
+ size 262708
OnClass.npz CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:98bd75a493cdaaca472cadd00d5d4c122c08d0afc42b3b75e99a64b70b9a75d5
3
- size 144110280
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:24f67cca4ed5b86a45e8c1c13ea4fac9583aebff065bd5130a0040375d53d0cb
3
+ size 144110427
accuracies.json CHANGED
@@ -1,4 +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| B cell | 11445 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 9766 | 0.57 | 0.78 | 0.82 | 0.75 | 0.00 | 0.51 | 0.43 | 0.49 | 0.79 |\n| fibroblast | 8344 | 0.79 | 0.79 | 0.94 | 0.70 | 0.00 | 0.60 | 0.65 | 0.64 | 0.89 |\n| CD8-positive, alpha-beta T cell | 7611 | 0.71 | 0.78 | 0.81 | 0.74 | 0.00 | 0.76 | 0.57 | 0.62 | 0.80 |\n| neutrophil | 6846 | 0.95 | 0.97 | 0.97 | 0.97 | 0.00 | 0.95 | 0.95 | 0.94 | 0.98 |\n| macrophage | 6948 | 0.80 | 0.84 | 0.92 | 0.80 | 0.00 | 0.75 | 0.73 | 0.71 | 0.89 |\n| stromal cell of ovary | 3441 | 0.94 | 0.94 | 0.91 | 0.66 | 0.00 | 0.50 | 0.96 | 0.92 | 0.97 |\n| endothelial cell | 3271 | 0.67 | 0.74 | 0.91 | 0.62 | 0.00 | 0.52 | 0.71 | 0.64 | 0.83 |\n| basal cell | 3333 | 0.84 | 0.85 | 0.89 | 0.69 | 0.00 | 0.64 | 0.87 | 0.83 | 0.93 |\n| plasma cell | 2645 | 0.97 | 0.98 | 0.97 | 0.98 | 0.00 | 0.98 | 0.98 | 0.97 | 0.99 |\n| bladder urothelial cell | 2720 | 0.96 | 0.97 | 0.97 | 0.58 | 0.00 | 0.46 | 0.98 | 0.97 | 0.98 |\n| monocyte | 2566 | 0.47 | 0.37 | 0.78 | 0.45 | 0.00 | 0.24 | 0.50 | 0.54 | 0.62 |\n| mesenchymal stem cell | 2321 | 0.84 | 0.83 | 0.90 | 0.42 | 0.00 | 0.01 | 0.89 | 0.82 | 0.93 |\n| smooth muscle cell | 1764 | 0.67 | 0.67 | 0.88 | 0.67 | 0.00 | 0.67 | 0.74 | 0.73 | 0.80 |\n| classical monocyte | 1837 | 0.52 | 0.62 | 0.77 | 0.43 | 0.00 | 0.56 | 0.58 | 0.67 | 0.73 |\n| luminal epithelial cell of mammary gland | 1592 | 0.98 | 0.03 | 0.96 | 0.66 | 0.00 | 0.68 | 0.98 | 0.97 | 0.99 |\n| capillary endothelial cell | 1532 | 0.67 | 0.69 | 0.87 | 0.58 | 0.00 | 0.52 | 0.71 | 0.67 | 0.79 |\n| erythrocyte | 1495 | 0.97 | 0.96 | 0.95 | 0.97 | 0.00 | 0.97 | 0.96 | 0.96 | 0.97 |\n| natural killer cell | 1434 | 0.74 | 0.74 | 0.74 | 0.70 | 0.00 | 0.74 | 0.68 | 0.70 | 0.76 |\n| enterocyte of epithelium proper of duodenum | 1402 | 0.90 | 0.34 | 0.81 | 0.40 | 0.00 | 0.00 | 0.91 | 0.89 | 0.95 |\n| stratified squamous epithelial cell | 1259 | 0.82 | 0.78 | 0.89 | 0.67 | 0.00 | 0.66 | 0.85 | 0.81 | 0.89 |\n| acinar cell of salivary gland | 1236 | 0.88 | 0.82 | 0.94 | 0.53 | 0.00 | 0.36 | 0.94 | 0.92 | 0.97 |\n| pulmonary alveolar type 2 cell | 1184 | 0.94 | 0.96 | 0.97 | 0.77 | 0.00 | 0.69 | 0.96 | 0.95 | 0.98 |\n| conjunctival epithelial cell | 1154 | 0.92 | 0.75 | 0.86 | 0.57 | 0.00 | 0.31 | 0.95 | 0.88 | 0.95 |\n| pericyte | 1066 | 0.56 | 0.55 | 0.81 | 0.54 | 0.00 | 0.56 | 0.61 | 0.66 | 0.74 |\n| luminal cell of prostate epithelium | 1064 | 0.90 | 0.81 | 0.93 | 0.65 | 0.00 | 0.52 | 0.95 | 0.92 | 0.96 |\n| cardiac endothelial cell | 1038 | 0.94 | 0.91 | 0.93 | 0.50 | 0.00 | 0.18 | 0.95 | 0.89 | 0.96 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 982 | 0.23 | 0.02 | 0.32 | 0.07 | 0.00 | 0.24 | 0.22 | 0.29 | 0.27 |\n| kidney epithelial cell | 882 | 0.98 | 0.92 | 0.95 | 0.45 | 0.00 | 0.59 | 0.99 | 0.98 | 0.99 |\n| hepatocyte | 695 | 0.99 | 0.99 | 0.96 | 0.68 | 0.00 | 0.67 | 1.00 | 0.96 | 0.99 |\n| blood vessel smooth muscle cell | 665 | 0.68 | 0.50 | 0.90 | 0.46 | 0.00 | 0.11 | 0.89 | 0.79 | 0.92 |\n| enterocyte of epithelium proper of ileum | 648 | 0.93 | 0.01 | 0.70 | 0.26 | 0.00 | 0.00 | 0.97 | 0.93 | 0.96 |\n| T cell | 670 | 0.42 | 0.22 | 0.58 | 0.16 | 0.00 | 0.28 | 0.34 | 0.39 | 0.55 |\n| mast cell | 601 | 0.86 | 0.86 | 0.96 | 0.83 | 0.00 | 0.84 | 0.91 | 0.87 | 0.94 |\n| skeletal muscle satellite stem cell | 577 | 0.85 | 0.92 | 0.96 | 0.83 | 0.00 | 0.80 | 0.94 | 0.91 | 0.96 |\n| regular atrial cardiac myocyte | 561 | 0.82 | 0.63 | 0.78 | 0.19 | 0.00 | 0.27 | 0.87 | 0.90 | 0.90 |\n| pancreatic acinar cell | 535 | 0.95 | 0.32 | 0.94 | 0.42 | 0.00 | 0.02 | 0.98 | 0.95 | 0.98 |\n| intermediate monocyte | 554 | 0.30 | 0.15 | 0.58 | 0.26 | 0.00 | 0.22 | 0.36 | 0.47 | 0.53 |\n| mature NK T cell | 547 | 0.43 | 0.40 | 0.54 | 0.33 | 0.00 | 0.46 | 0.35 | 0.42 | 0.57 |\n| mononuclear phagocyte | 543 | 0.44 | 0.00 | 0.90 | 0.14 | 0.00 | 0.13 | 0.66 | 0.50 | 0.71 |\n| fibroblast of breast | 532 | 0.93 | 0.00 | 0.95 | 0.40 | 0.00 | 0.48 | 0.85 | 0.63 | 0.94 |\n| vascular associated smooth muscle cell | 526 | 0.66 | 0.04 | 0.74 | 0.18 | 0.00 | 0.42 | 0.61 | 0.64 | 0.71 |\n| vein endothelial cell | 487 | 0.34 | 0.17 | 0.76 | 0.33 | 0.00 | 0.35 | 0.47 | 0.45 | 0.57 |\n| CD4-positive, alpha-beta thymocyte | 503 | 0.38 | 0.00 | 0.61 | 0.23 | 0.00 | 0.25 | 0.40 | 0.38 | 0.59 |\n| enterocyte of epithelium of large intestine | 437 | 0.69 | 0.27 | 0.58 | 0.33 | 0.00 | 0.25 | 0.80 | 0.83 | 0.79 |\n| myofibroblast cell | 428 | 0.50 | 0.22 | 0.85 | 0.40 | 0.00 | 0.46 | 0.63 | 0.55 | 0.77 |\n| thymic fibroblast type 2 | 434 | 0.54 | 0.00 | 0.73 | 0.14 | 0.00 | 0.06 | 0.66 | 0.55 | 0.62 |\n| corneal epithelial cell | 405 | 0.92 | 0.00 | 0.92 | 0.55 | 0.00 | 0.59 | 0.94 | 0.91 | 0.95 |\n| spermatid | 416 | 0.91 | 0.00 | 0.96 | 0.88 | 0.00 | 0.95 | 0.99 | 0.96 | 0.99 |\n| duct epithelial cell | 400 | 0.69 | 0.52 | 0.84 | 0.43 | 0.00 | 0.47 | 0.83 | 0.80 | 0.87 |\n| mesenchymal stem cell of adipose tissue | 378 | 0.17 | 0.01 | 0.65 | 0.36 | 0.00 | 0.06 | 0.31 | 0.35 | 0.54 |\n| basal cell of prostate epithelium | 336 | 0.72 | 0.09 | 0.87 | 0.46 | 0.00 | 0.37 | 0.84 | 0.76 | 0.83 |\n| endothelial cell of artery | 369 | 0.43 | 0.42 | 0.75 | 0.48 | 0.00 | 0.52 | 0.66 | 0.55 | 0.73 |\n| stromal cell | 362 | 0.43 | 0.05 | 0.44 | 0.44 | 0.00 | 0.38 | 0.76 | 0.71 | 0.82 |\n| thymic fibroblast type 1 | 322 | 0.00 | 0.01 | 0.85 | 0.19 | 0.00 | 0.00 | 0.53 | 0.50 | 0.31 |\n| pulmonary alveolar type 1 cell | 313 | 0.97 | 0.93 | 0.96 | 0.79 | 0.00 | 0.92 | 0.98 | 0.93 | 0.98 |\n| spermatocyte | 317 | 0.84 | 0.00 | 0.94 | 0.57 | 0.00 | 0.84 | 0.98 | 0.94 | 0.97 |\n| pancreatic ductal cell | 267 | 0.89 | 0.39 | 0.92 | 0.64 | 0.00 | 0.11 | 0.97 | 0.90 | 0.96 |\n| regulatory T cell | 261 | 0.08 | 0.00 | 0.24 | 0.04 | 0.00 | 0.21 | 0.17 | 0.18 | 0.32 |\n| ventricular cardiac muscle cell | 249 | 0.21 | 0.18 | 0.70 | 0.25 | 0.00 | 0.26 | 0.77 | 0.79 | 0.71 |\n| endothelial cell of lymphatic vessel | 256 | 0.63 | 0.57 | 0.85 | 0.56 | 0.00 | 0.52 | 0.61 | 0.57 | 0.68 |\n| hematopoietic precursor cell | 217 | 0.61 | 0.69 | 0.78 | 0.72 | 0.00 | 0.52 | 0.63 | 0.62 | 0.80 |\n| retinal blood vessel endothelial cell | 188 | 0.03 | 0.00 | 0.79 | 0.16 | 0.00 | 0.00 | 0.65 | 0.50 | 0.59 |\n| small intestine goblet cell | 210 | 0.81 | 0.63 | 0.87 | 0.51 | 0.00 | 0.64 | 0.93 | 0.85 | 0.93 |\n| gamma-delta T cell | 214 | 0.00 | 0.10 | 0.62 | 0.19 | 0.00 | 0.52 | 0.69 | 0.54 | 0.66 |\n| fibroblast of cardiac tissue | 196 | 0.94 | 0.45 | 0.97 | 0.06 | 0.00 | 0.32 | 0.83 | 0.65 | 0.95 |\n| paneth cell of epithelium of small intestine | 191 | 0.56 | 0.48 | 0.65 | 0.20 | 0.00 | 0.21 | 0.69 | 0.65 | 0.77 |\n| club cell | 184 | 0.71 | 0.74 | 0.83 | 0.53 | 0.00 | 0.72 | 0.79 | 0.75 | 0.88 |\n| intestinal crypt stem cell of colon | 165 | 0.63 | 0.64 | 0.55 | 0.29 | 0.00 | 0.06 | 0.79 | 0.79 | 0.81 |\n| progenitor cell of mammary luminal epithelium | 169 | 0.99 | 0.00 | 0.99 | 0.97 | 0.00 | 0.97 | 0.96 | 0.91 | 0.99 |\n| epithelial cell | 167 | 0.84 | 0.46 | 0.93 | 0.23 | 0.00 | 0.46 | 0.91 | 0.90 | 0.94 |\n| basophil | 166 | 0.00 | 0.18 | 0.95 | 0.46 | 0.00 | 0.62 | 0.75 | 0.71 | 0.84 |\n| large intestine goblet cell | 173 | 0.86 | 0.64 | 0.82 | 0.49 | 0.00 | 0.54 | 0.94 | 0.85 | 0.93 |\n| eye photoreceptor cell | 150 | 0.90 | 0.91 | 0.93 | 0.95 | 0.00 | 0.88 | 0.96 | 0.97 | 0.96 |\n| epithelial cell of uterus | 147 | 0.85 | 0.39 | 0.91 | 0.31 | 0.00 | 0.36 | 0.84 | 0.87 | 0.95 |\n| enterocyte of epithelium proper of small intestine | 135 | 0.30 | 0.01 | 0.55 | 0.16 | 0.00 | 0.10 | 0.56 | 0.55 | 0.66 |\n| tissue-resident macrophage | 149 | 0.48 | 0.00 | 0.80 | 0.24 | 0.00 | 0.22 | 0.45 | 0.51 | 0.72 |\n| acinar cell | 127 | 0.83 | 0.67 | 0.87 | 0.72 | 0.00 | 0.44 | 0.92 | 0.83 | 0.94 |\n| non-classical monocyte | 129 | 0.00 | 0.38 | 0.34 | 0.09 | 0.00 | 0.25 | 0.27 | 0.30 | 0.46 |\n| lung ciliated cell | 113 | 0.62 | 0.53 | 0.97 | 0.66 | 0.00 | 0.79 | 0.91 | 0.91 | 0.91 |\n| activated CD8-positive, alpha-beta T cell | 128 | 0.26 | 0.00 | 0.75 | 0.01 | 0.00 | 0.04 | 0.33 | 0.31 | 0.43 |\n| alveolar adventitial fibroblast | 102 | 0.43 | 0.07 | 0.86 | 0.37 | 0.00 | 0.37 | 0.75 | 0.69 | 0.87 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 124 | 0.15 | 0.00 | 0.38 | 0.07 | 0.00 | 0.14 | 0.17 | 0.13 | 0.34 |\n| adventitial cell | 105 | 0.24 | 0.00 | 0.69 | 0.25 | 0.00 | 0.08 | 0.25 | 0.31 | 0.63 |\n| respiratory goblet cell | 108 | 0.18 | 0.55 | 0.84 | 0.47 | 0.00 | 0.29 | 0.60 | 0.64 | 0.77 |\n| theca cell | 125 | 0.00 | 0.03 | 0.82 | 0.52 | 0.00 | 0.64 | 0.78 | 0.60 | 0.82 |\n| myeloid leukocyte | 107 | 0.15 | 0.00 | 0.64 | 0.11 | 0.00 | 0.09 | 0.18 | 0.16 | 0.46 |\n| keratocyte | 87 | 0.00 | 0.00 | 0.50 | 0.08 | 0.00 | 0.20 | 0.37 | 0.31 | 0.31 |\n| enteroglial cell | 105 | 0.54 | 0.80 | 0.96 | 0.73 | 0.00 | 0.84 | 0.94 | 0.78 | 0.89 |\n| erythroid progenitor cell | 92 | 0.58 | 0.58 | 0.68 | 0.60 | 0.00 | 0.58 | 0.65 | 0.65 | 0.70 |\n| innate lymphoid cell | 99 | 0.21 | 0.19 | 0.33 | 0.32 | 0.00 | 0.28 | 0.18 | 0.23 | 0.40 |\n| myometrial cell | 99 | 0.48 | 0.00 | 0.83 | 0.48 | 0.00 | 0.39 | 0.62 | 0.65 | 0.84 |\n| endothelial cell of vascular tree | 82 | 0.27 | 0.07 | 0.58 | 0.48 | 0.00 | 0.40 | 0.55 | 0.41 | 0.61 |\n| hematopoietic stem cell | 89 | 0.61 | 0.62 | 0.69 | 0.71 | 0.00 | 0.69 | 0.76 | 0.70 | 0.79 |\n| salivary gland cell | 84 | 0.00 | 0.00 | 0.85 | 0.49 | 0.00 | 0.36 | 0.65 | 0.58 | 0.85 |\n| granulocyte | 74 | 0.20 | 0.00 | 0.56 | 0.35 | 0.00 | 0.17 | 0.25 | 0.20 | 0.58 |\n| CD8-positive, alpha-beta thymocyte | 66 | 0.15 | 0.00 | 0.29 | 0.22 | 0.00 | 0.43 | 0.27 | 0.20 | 0.44 |\n| ciliated columnar cell of tracheobronchial tree | 86 | 0.00 | 0.08 | 0.94 | 0.64 | 0.00 | 0.62 | 0.93 | 0.91 | 0.92 |\n| intrahepatic cholangiocyte | 68 | 0.97 | 0.11 | 0.94 | 0.30 | 0.00 | 0.39 | 0.99 | 0.83 | 0.96 |\n| mural cell | 68 | 0.31 | 0.23 | 0.92 | 0.14 | 0.00 | 0.32 | 0.61 | 0.48 | 0.69 |\n| intestinal crypt stem cell of small intestine | 67 | 0.00 | 0.23 | 0.12 | 0.04 | 0.00 | 0.12 | 0.31 | 0.37 | 0.40 |\n| activated CD4-positive, alpha-beta T cell | 61 | 0.05 | 0.00 | 0.28 | 0.06 | 0.00 | 0.15 | 0.10 | 0.10 | 0.19 |\n| myeloid dendritic cell | 56 | 0.12 | 0.15 | 0.29 | 0.23 | 0.00 | 0.14 | 0.11 | 0.14 | 0.24 |\n| Mueller cell | 44 | 0.53 | 0.51 | 0.61 | 0.67 | 0.00 | 0.17 | 0.83 | 0.89 | 0.86 |\n| fast muscle cell | 40 | 0.42 | 0.42 | 0.88 | 0.61 | 0.00 | 0.72 | 0.77 | 0.76 | 0.86 |\n| platelet | 45 | 0.89 | 0.86 | 0.90 | 0.94 | 0.00 | 0.63 | 0.88 | 0.69 | 0.89 |\n| myoepithelial cell | 43 | 0.35 | 0.36 | 0.81 | 0.42 | 0.00 | 0.50 | 0.61 | 0.41 | 0.76 |\n| common myeloid progenitor | 44 | 0.00 | 0.56 | 0.68 | 0.38 | 0.00 | 0.49 | 0.68 | 0.55 | 0.76 |\n| thymocyte | 59 | 0.00 | 0.00 | 0.39 | 0.25 | 0.00 | 0.34 | 0.32 | 0.27 | 0.70 |\n| intestinal tuft cell | 45 | 0.87 | 0.90 | 0.98 | 0.82 | 0.00 | 0.58 | 0.96 | 0.92 | 0.94 |\n| pancreatic stellate cell | 44 | 0.00 | 0.00 | 0.93 | 0.33 | 0.00 | 0.03 | 0.60 | 0.40 | 0.68 |\n| tendon cell | 32 | 0.00 | 0.06 | 0.40 | 0.24 | 0.00 | 0.12 | 0.42 | 0.23 | 0.48 |\n| muscle cell | 47 | 0.51 | 0.00 | 0.93 | 0.84 | 0.00 | 0.78 | 0.76 | 0.83 | 0.93 |\n| microglial cell | 40 | 0.11 | 0.00 | 0.59 | 0.08 | 0.00 | 0.05 | 0.25 | 0.13 | 0.32 |\n| enterocyte of epithelium proper of jejunum | 46 | 0.00 | 0.00 | 0.10 | 0.16 | 0.00 | 0.03 | 0.58 | 0.41 | 0.60 |\n| mesothelial cell | 33 | 0.53 | 0.60 | 0.85 | 0.65 | 0.00 | 0.45 | 0.64 | 0.60 | 0.70 |\n| colon endothelial cell | 30 | 0.00 | 0.00 | 0.76 | 0.05 | 0.00 | 0.05 | 0.28 | 0.16 | 0.32 |\n| colon macrophage | 30 | 0.00 | 0.00 | 0.63 | 0.00 | 0.00 | 0.04 | 0.20 | 0.19 | 0.17 |\n| serous cell of epithelium of trachea | 25 | 0.00 | 0.00 | 0.78 | 0.36 | 0.00 | 0.20 | 0.42 | 0.49 | 0.83 |\n| ciliated epithelial cell | 35 | 0.00 | 0.00 | 0.90 | 0.46 | 0.00 | 0.53 | 0.99 | 0.88 | 0.93 |\n| Schwann cell | 36 | 0.00 | 0.46 | 0.87 | 0.32 | 0.00 | 0.34 | 0.77 | 0.70 | 0.85 |\n| supporting cell of vestibular epithelium | 31 | 0.86 | 0.00 | 0.45 | 0.64 | 0.00 | 0.49 | 1.00 | 0.85 | 0.94 |\n| mucus secreting cell | 30 | 0.00 | 0.07 | 0.91 | 0.35 | 0.00 | 0.35 | 0.67 | 0.62 | 0.87 |\n| enteroendocrine cell of small intestine | 32 | 0.66 | 0.16 | 0.73 | 0.33 | 0.00 | 0.36 | 0.85 | 0.76 | 0.88 |\n| ovarian surface epithelial cell | 19 | 0.00 | 0.47 | 0.82 | 0.16 | 0.00 | 0.27 | 0.84 | 0.67 | 0.83 |\n| transit amplifying cell of colon | 22 | 0.00 | 0.30 | 0.39 | 0.06 | 0.00 | 0.08 | 0.60 | 0.38 | 0.56 |\n| glandular epithelial cell | 25 | 0.00 | 0.14 | 0.65 | 0.18 | 0.00 | 0.33 | 0.94 | 0.62 | 0.81 |\n| melanocyte | 19 | 0.00 | 0.32 | 0.59 | 0.12 | 0.00 | 0.21 | 0.68 | 0.73 | 0.84 |\n| tracheal goblet cell | 32 | 0.00 | 0.37 | 0.64 | 0.57 | 0.00 | 0.30 | 0.78 | 0.54 | 0.74 |\n| hepatic stellate cell | 16 | 0.56 | 0.00 | 0.69 | 0.00 | 0.00 | 0.03 | 0.50 | 0.35 | 0.67 |\n| bronchial smooth muscle cell | 14 | 0.00 | 0.00 | 0.48 | 0.14 | 0.00 | 0.11 | 0.17 | 0.16 | 0.44 |\n| paneth cell of colon | 24 | 0.00 | 0.27 | 0.45 | 0.47 | 0.00 | 0.15 | 0.68 | 0.32 | 0.81 |\n| tongue muscle cell | 24 | 0.00 | 0.00 | 0.78 | 0.15 | 0.00 | 0.14 | 0.60 | 0.34 | 0.83 |\n| leukocyte | 21 | 0.00 | 0.00 | 0.02 | 0.08 | 0.00 | 0.07 | 0.06 | 0.10 | 0.10 |\n| tuft cell of colon | 16 | 0.00 | 0.10 | 0.64 | 0.19 | 0.00 | 0.47 | 0.86 | 0.63 | 0.83 |\n| slow muscle cell | 17 | 0.00 | 0.26 | 0.82 | 0.25 | 0.00 | 0.55 | 0.77 | 0.68 | 0.91 |\n| ionocyte | 12 | 0.00 | 0.28 | 0.80 | 0.38 | 0.00 | 0.41 | 0.85 | 0.56 | 0.91 |\n| connective tissue cell | 21 | 0.00 | 0.00 | 0.95 | 0.00 | 0.00 | 0.13 | 0.48 | 0.25 | 0.76 |\n| neuro-medullary thymic epithelial cell | 9 | 0.27 | 0.41 | 0.89 | 0.20 | 0.00 | 0.29 | 0.34 | 0.39 | 0.38 |\n| sebum secreting cell | 10 | 0.00 | 0.01 | 0.75 | 0.33 | 0.00 | 0.04 | 0.78 | 0.49 | 0.90 |\n| endothelial cell of arteriole | 17 | 0.00 | 0.00 | 0.81 | 0.00 | 0.00 | 0.00 | 0.52 | 0.25 | 0.64 |\n| male germ cell | 9 | 0.00 | 0.00 | 0.94 | 0.00 | 0.00 | 0.34 | 0.95 | 0.73 | 0.94 |\n| type B pancreatic cell | 9 | 0.00 | 0.20 | 0.95 | 0.74 | 0.00 | 0.39 | 1.00 | 0.89 | 1.00 |\n| hematopoietic cell | 9 | 0.00 | 0.00 | 0.20 | 0.17 | 0.00 | 0.16 | 0.48 | 0.50 | 0.46 |\n| plasmacytoid dendritic cell | 14 | 0.00 | 0.67 | 0.64 | 0.45 | 0.00 | 0.16 | 0.58 | 0.38 | 0.73 |\n| neuron | 6 | 0.00 | 0.00 | 0.91 | 0.25 | 0.00 | 0.20 | 0.52 | 0.53 | 0.92 |\n| myeloid cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.32 | 0.11 | 0.40 |\n| myo-medullary thymic epithelial cell | 10 | 0.00 | 0.00 | 0.95 | 0.67 | 0.00 | 0.43 | 0.82 | 0.67 | 0.67 |\n| Langerhans cell | 4 | 0.00 | 0.40 | 1.00 | 0.22 | 0.00 | 0.07 | 0.18 | 0.20 | 0.67 |\n| interstitial cell of Cajal | 6 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.19 | 0.27 | 0.43 | 1.00 |\n| retinal pigment epithelial cell | 6 | 0.00 | 0.60 | 0.80 | 0.67 | 0.00 | 0.75 | 0.92 | 0.92 | 1.00 |\n| peritubular myoid cell | 10 | 0.36 | 0.00 | 0.43 | 0.00 | 0.00 | 0.43 | 0.67 | 0.44 | 0.63 |\n| spermatogonium | 7 | 0.00 | 0.00 | 0.44 | 0.00 | 0.00 | 0.24 | 0.86 | 0.67 | 0.73 |\n| retinal bipolar neuron | 2 | 0.00 | 0.00 | 0.67 | 0.40 | 0.00 | 0.29 | 0.67 | 1.00 | 1.00 |\n| endothelial cell of venule | 7 | 0.00 | 0.00 | 0.73 | 0.00 | 0.00 | 0.00 | 0.71 | 0.33 | 0.25 |\n| vestibular dark cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.89 | 0.67 | 0.00 |\n| pancreatic A cell | 2 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.00 | 1.00 | 0.67 | 1.00 |\n| type L enteroendocrine cell | 3 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.38 | 1.00 | 0.44 | 1.00 |\n| medullary thymic epithelial cell | 3 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.03 | 0.86 | 0.40 | 1.00 |\n| adipocyte | 4 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.00 | 0.46 | 0.00 | 0.40 |\n| transit amplifying cell of small intestine | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 |\n| taste receptor cell | 4 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.27 | 0.33 | 0.09 | 0.67 |\n| enterochromaffin-like cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 0.40 | 1.00 |\n| enteroendocrine cell | 4 | 0.00 | 0.00 | 1.00 | 0.44 | 0.00 | 0.31 | 0.67 | 0.50 | 0.75 |\n| pulmonary ionocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.67 | 0.00 |\n| glial cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 0.00 | 0.00 |\n| oocyte | 2 | 0.00 | 0.02 | 1.00 | 1.00 | 0.00 | 0.15 | 1.00 | 1.00 | 1.00 |\n| serous cell of epithelium of bronchus | 2 | 0.00 | 0.00 | 0.67 | 0.40 | 0.00 | 0.09 | 0.67 | 0.67 | 0.67 |\n| radial glial cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 0.00 |\n| Leydig cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.33 | 0.00 |\n| pancreatic D cell | 1 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| T follicular helper cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retina horizontal cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 0.00 | 0.00 | 0.00 |\n| erythroid lineage cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pancreatic PP cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| epithelial fate stem 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| B cell | 103041 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 87356 | 0.57 | 0.78 | 0.87 | 0.82 | 0.00 | 0.57 | 0.43 | 0.49 | 0.82 |\n| fibroblast | 74984 | 0.78 | 0.75 | 0.97 | 0.84 | 0.00 | 0.85 | 0.66 | 0.65 | 0.93 |\n| CD8-positive, alpha-beta T cell | 68662 | 0.72 | 0.77 | 0.87 | 0.82 | 0.00 | 0.75 | 0.57 | 0.63 | 0.83 |\n| neutrophil | 62691 | 0.95 | 0.97 | 0.99 | 0.98 | 0.00 | 0.95 | 0.95 | 0.94 | 0.99 |\n| macrophage | 62114 | 0.79 | 0.83 | 0.95 | 0.87 | 0.00 | 0.78 | 0.73 | 0.71 | 0.91 |\n| stromal cell of ovary | 31562 | 0.94 | 0.70 | 0.94 | 0.84 | 0.00 | 0.95 | 0.96 | 0.93 | 0.98 |\n| endothelial cell | 30425 | 0.69 | 0.70 | 0.96 | 0.82 | 0.00 | 0.77 | 0.72 | 0.66 | 0.91 |\n| basal cell | 30188 | 0.85 | 0.80 | 0.94 | 0.82 | 0.00 | 0.83 | 0.87 | 0.83 | 0.94 |\n| plasma cell | 24698 | 0.97 | 0.98 | 0.98 | 0.97 | 0.00 | 0.97 | 0.98 | 0.97 | 0.99 |\n| bladder urothelial cell | 24521 | 0.97 | 0.96 | 0.98 | 0.76 | 0.00 | 0.92 | 0.98 | 0.97 | 0.99 |\n| monocyte | 23187 | 0.45 | 0.30 | 0.86 | 0.72 | 0.00 | 0.56 | 0.51 | 0.56 | 0.72 |\n| mesenchymal stem cell | 21176 | 0.84 | 0.74 | 0.95 | 0.68 | 0.00 | 0.93 | 0.90 | 0.81 | 0.95 |\n| smooth muscle cell | 16656 | 0.68 | 0.64 | 0.93 | 0.85 | 0.00 | 0.85 | 0.75 | 0.75 | 0.88 |\n| classical monocyte | 16363 | 0.52 | 0.56 | 0.84 | 0.73 | 0.00 | 0.71 | 0.59 | 0.67 | 0.78 |\n| luminal epithelial cell of mammary gland | 13840 | 0.98 | 0.00 | 0.98 | 0.83 | 0.00 | 0.94 | 0.98 | 0.97 | 0.99 |\n| capillary endothelial cell | 13764 | 0.68 | 0.57 | 0.93 | 0.80 | 0.00 | 0.78 | 0.71 | 0.68 | 0.84 |\n| erythrocyte | 13116 | 0.97 | 0.96 | 0.98 | 0.98 | 0.00 | 0.97 | 0.96 | 0.96 | 0.98 |\n| natural killer cell | 12793 | 0.73 | 0.74 | 0.83 | 0.80 | 0.00 | 0.74 | 0.70 | 0.70 | 0.77 |\n| enterocyte of epithelium proper of duodenum | 12093 | 0.90 | 0.00 | 0.87 | 0.71 | 0.00 | 0.94 | 0.92 | 0.88 | 0.97 |\n| stratified squamous epithelial cell | 11064 | 0.82 | 0.71 | 0.93 | 0.81 | 0.00 | 0.86 | 0.85 | 0.82 | 0.90 |\n| acinar cell of salivary gland | 11001 | 0.88 | 0.71 | 0.97 | 0.78 | 0.00 | 0.93 | 0.94 | 0.91 | 0.98 |\n| pulmonary alveolar type 2 cell | 10410 | 0.94 | 0.96 | 0.99 | 0.87 | 0.00 | 0.95 | 0.97 | 0.96 | 0.98 |\n| conjunctival epithelial cell | 9930 | 0.92 | 0.70 | 0.91 | 0.73 | 0.00 | 0.94 | 0.94 | 0.87 | 0.96 |\n| pericyte | 9818 | 0.57 | 0.50 | 0.90 | 0.76 | 0.00 | 0.72 | 0.62 | 0.68 | 0.82 |\n| luminal cell of prostate epithelium | 9588 | 0.90 | 0.44 | 0.96 | 0.81 | 0.00 | 0.93 | 0.94 | 0.92 | 0.96 |\n| cardiac endothelial cell | 9044 | 0.94 | 0.78 | 0.98 | 0.82 | 0.00 | 0.96 | 0.95 | 0.89 | 0.97 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 8845 | 0.23 | 0.02 | 0.51 | 0.28 | 0.00 | 0.28 | 0.24 | 0.30 | 0.37 |\n| kidney epithelial cell | 8393 | 0.97 | 0.17 | 0.97 | 0.82 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| hepatocyte | 6719 | 0.99 | 0.98 | 0.98 | 0.87 | 0.00 | 0.98 | 0.99 | 0.97 | 1.00 |\n| blood vessel smooth muscle cell | 5977 | 0.68 | 0.20 | 0.95 | 0.88 | 0.00 | 0.93 | 0.89 | 0.80 | 0.95 |\n| enterocyte of epithelium proper of ileum | 5829 | 0.94 | 0.00 | 0.84 | 0.65 | 0.00 | 0.96 | 0.98 | 0.93 | 0.98 |\n| T cell | 5617 | 0.40 | 0.17 | 0.70 | 0.41 | 0.00 | 0.39 | 0.34 | 0.39 | 0.62 |\n| mast cell | 5620 | 0.85 | 0.84 | 0.97 | 0.93 | 0.00 | 0.93 | 0.91 | 0.90 | 0.96 |\n| skeletal muscle satellite stem cell | 5591 | 0.87 | 0.93 | 0.98 | 0.91 | 0.00 | 0.96 | 0.94 | 0.91 | 0.97 |\n| regular atrial cardiac myocyte | 5252 | 0.83 | 0.21 | 0.91 | 0.75 | 0.00 | 0.96 | 0.88 | 0.92 | 0.95 |\n| pancreatic acinar cell | 4946 | 0.95 | 0.02 | 0.97 | 0.83 | 0.00 | 0.93 | 0.98 | 0.96 | 0.99 |\n| intermediate monocyte | 4924 | 0.29 | 0.11 | 0.70 | 0.53 | 0.00 | 0.28 | 0.37 | 0.46 | 0.59 |\n| mature NK T cell | 4847 | 0.42 | 0.40 | 0.69 | 0.56 | 0.00 | 0.51 | 0.40 | 0.48 | 0.64 |\n| mononuclear phagocyte | 4793 | 0.43 | 0.00 | 0.96 | 0.54 | 0.00 | 0.81 | 0.67 | 0.52 | 0.92 |\n| fibroblast of breast | 4738 | 0.95 | 0.00 | 0.99 | 0.74 | 0.00 | 0.85 | 0.87 | 0.67 | 0.98 |\n| vascular associated smooth muscle cell | 4493 | 0.65 | 0.01 | 0.86 | 0.67 | 0.00 | 0.70 | 0.63 | 0.65 | 0.79 |\n| vein endothelial cell | 4211 | 0.35 | 0.07 | 0.87 | 0.63 | 0.00 | 0.56 | 0.51 | 0.49 | 0.72 |\n| CD4-positive, alpha-beta thymocyte | 4182 | 0.37 | 0.00 | 0.74 | 0.48 | 0.00 | 0.57 | 0.43 | 0.39 | 0.70 |\n| enterocyte of epithelium of large intestine | 4130 | 0.71 | 0.23 | 0.75 | 0.61 | 0.00 | 0.85 | 0.82 | 0.85 | 0.85 |\n| myofibroblast cell | 4008 | 0.51 | 0.13 | 0.91 | 0.72 | 0.00 | 0.73 | 0.64 | 0.58 | 0.85 |\n| thymic fibroblast type 2 | 3771 | 0.52 | 0.00 | 0.86 | 0.56 | 0.00 | 0.88 | 0.67 | 0.55 | 0.90 |\n| corneal epithelial cell | 3782 | 0.93 | 0.00 | 0.95 | 0.85 | 0.00 | 0.94 | 0.95 | 0.93 | 0.96 |\n| spermatid | 3593 | 0.91 | 0.00 | 0.99 | 0.97 | 0.00 | 0.98 | 0.99 | 0.97 | 0.99 |\n| duct epithelial cell | 3489 | 0.67 | 0.34 | 0.92 | 0.71 | 0.00 | 0.78 | 0.83 | 0.80 | 0.91 |\n| mesenchymal stem cell of adipose tissue | 3399 | 0.18 | 0.00 | 0.75 | 0.54 | 0.00 | 0.50 | 0.34 | 0.37 | 0.58 |\n| basal cell of prostate epithelium | 3159 | 0.71 | 0.01 | 0.93 | 0.74 | 0.00 | 0.85 | 0.84 | 0.78 | 0.89 |\n| endothelial cell of artery | 3101 | 0.42 | 0.28 | 0.85 | 0.65 | 0.00 | 0.65 | 0.64 | 0.54 | 0.78 |\n| stromal cell | 3095 | 0.43 | 0.00 | 0.69 | 0.57 | 0.00 | 0.80 | 0.77 | 0.73 | 0.92 |\n| thymic fibroblast type 1 | 2948 | 0.00 | 0.00 | 0.92 | 0.44 | 0.00 | 0.87 | 0.56 | 0.51 | 0.87 |\n| pulmonary alveolar type 1 cell | 2803 | 0.97 | 0.89 | 0.99 | 0.94 | 0.00 | 0.95 | 0.98 | 0.95 | 0.98 |\n| spermatocyte | 2753 | 0.83 | 0.00 | 0.97 | 0.92 | 0.00 | 0.94 | 0.98 | 0.96 | 0.98 |\n| pancreatic ductal cell | 2452 | 0.89 | 0.07 | 0.95 | 0.82 | 0.00 | 0.93 | 0.96 | 0.92 | 0.97 |\n| regulatory T cell | 2388 | 0.08 | 0.00 | 0.39 | 0.24 | 0.00 | 0.26 | 0.19 | 0.21 | 0.45 |\n| ventricular cardiac muscle cell | 2350 | 0.26 | 0.00 | 0.81 | 0.66 | 0.00 | 0.96 | 0.79 | 0.85 | 0.88 |\n| endothelial cell of lymphatic vessel | 2182 | 0.65 | 0.48 | 0.95 | 0.74 | 0.00 | 0.65 | 0.65 | 0.64 | 0.78 |\n| hematopoietic precursor cell | 1923 | 0.57 | 0.64 | 0.83 | 0.79 | 0.00 | 0.50 | 0.64 | 0.62 | 0.83 |\n| retinal blood vessel endothelial cell | 1901 | 0.05 | 0.00 | 0.92 | 0.48 | 0.00 | 0.95 | 0.69 | 0.55 | 0.90 |\n| small intestine goblet cell | 1834 | 0.83 | 0.49 | 0.93 | 0.82 | 0.00 | 0.85 | 0.94 | 0.89 | 0.93 |\n| gamma-delta T cell | 1763 | 0.00 | 0.07 | 0.78 | 0.42 | 0.00 | 0.58 | 0.68 | 0.51 | 0.82 |\n| fibroblast of cardiac tissue | 1751 | 0.95 | 0.18 | 0.98 | 0.54 | 0.00 | 0.83 | 0.81 | 0.66 | 0.98 |\n| paneth cell of epithelium of small intestine | 1662 | 0.56 | 0.32 | 0.79 | 0.60 | 0.00 | 0.65 | 0.72 | 0.70 | 0.83 |\n| club cell | 1563 | 0.70 | 0.70 | 0.91 | 0.70 | 0.00 | 0.72 | 0.80 | 0.77 | 0.90 |\n| intestinal crypt stem cell of colon | 1567 | 0.64 | 0.47 | 0.79 | 0.63 | 0.00 | 0.77 | 0.84 | 0.84 | 0.90 |\n| progenitor cell of mammary luminal epithelium | 1525 | 0.98 | 0.00 | 0.99 | 0.97 | 0.00 | 0.94 | 0.97 | 0.94 | 0.99 |\n| epithelial cell | 1506 | 0.82 | 0.13 | 0.98 | 0.72 | 0.00 | 0.90 | 0.93 | 0.91 | 0.95 |\n| basophil | 1503 | 0.00 | 0.00 | 0.96 | 0.81 | 0.00 | 0.81 | 0.78 | 0.75 | 0.93 |\n| large intestine goblet cell | 1384 | 0.86 | 0.14 | 0.93 | 0.76 | 0.00 | 0.82 | 0.93 | 0.88 | 0.94 |\n| eye photoreceptor cell | 1380 | 0.90 | 0.91 | 0.96 | 0.95 | 0.00 | 0.71 | 0.98 | 0.97 | 0.97 |\n| epithelial cell of uterus | 1270 | 0.87 | 0.18 | 0.98 | 0.69 | 0.00 | 0.89 | 0.85 | 0.87 | 0.98 |\n| enterocyte of epithelium proper of small intestine | 1280 | 0.31 | 0.00 | 0.79 | 0.57 | 0.00 | 0.79 | 0.66 | 0.68 | 0.81 |\n| tissue-resident macrophage | 1206 | 0.45 | 0.00 | 0.85 | 0.56 | 0.00 | 0.70 | 0.42 | 0.52 | 0.76 |\n| acinar cell | 1218 | 0.89 | 0.31 | 0.97 | 0.86 | 0.00 | 0.89 | 0.93 | 0.89 | 0.96 |\n| non-classical monocyte | 1155 | 0.00 | 0.32 | 0.56 | 0.41 | 0.00 | 0.24 | 0.32 | 0.36 | 0.60 |\n| lung ciliated cell | 1096 | 0.68 | 0.19 | 0.98 | 0.90 | 0.00 | 0.97 | 0.96 | 0.92 | 0.98 |\n| activated CD8-positive, alpha-beta T cell | 1019 | 0.28 | 0.00 | 0.86 | 0.40 | 0.00 | 0.57 | 0.34 | 0.32 | 0.71 |\n| alveolar adventitial fibroblast | 1011 | 0.44 | 0.02 | 0.94 | 0.62 | 0.00 | 0.58 | 0.78 | 0.71 | 0.94 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 932 | 0.13 | 0.00 | 0.59 | 0.31 | 0.00 | 0.30 | 0.17 | 0.15 | 0.55 |\n| adventitial cell | 940 | 0.21 | 0.00 | 0.88 | 0.55 | 0.00 | 0.35 | 0.27 | 0.34 | 0.71 |\n| respiratory goblet cell | 932 | 0.17 | 0.38 | 0.90 | 0.69 | 0.00 | 0.62 | 0.62 | 0.67 | 0.84 |\n| theca cell | 913 | 0.00 | 0.00 | 0.88 | 0.76 | 0.00 | 0.48 | 0.72 | 0.57 | 0.88 |\n| myeloid leukocyte | 895 | 0.19 | 0.00 | 0.85 | 0.42 | 0.00 | 0.68 | 0.22 | 0.23 | 0.77 |\n| keratocyte | 914 | 0.00 | 0.00 | 0.78 | 0.28 | 0.00 | 0.52 | 0.40 | 0.37 | 0.80 |\n| enteroglial cell | 885 | 0.51 | 0.58 | 0.97 | 0.87 | 0.00 | 0.76 | 0.94 | 0.81 | 0.89 |\n| erythroid progenitor cell | 879 | 0.60 | 0.54 | 0.82 | 0.80 | 0.00 | 0.76 | 0.74 | 0.73 | 0.80 |\n| innate lymphoid cell | 867 | 0.21 | 0.10 | 0.56 | 0.44 | 0.00 | 0.59 | 0.22 | 0.26 | 0.49 |\n| myometrial cell | 818 | 0.44 | 0.00 | 0.87 | 0.78 | 0.00 | 0.70 | 0.66 | 0.67 | 0.84 |\n| endothelial cell of vascular tree | 793 | 0.32 | 0.01 | 0.82 | 0.59 | 0.00 | 0.69 | 0.61 | 0.49 | 0.73 |\n| hematopoietic stem cell | 769 | 0.61 | 0.59 | 0.86 | 0.82 | 0.00 | 0.74 | 0.87 | 0.84 | 0.88 |\n| salivary gland cell | 766 | 0.00 | 0.00 | 0.93 | 0.80 | 0.00 | 0.75 | 0.70 | 0.64 | 0.93 |\n| granulocyte | 695 | 0.20 | 0.00 | 0.69 | 0.65 | 0.00 | 0.35 | 0.29 | 0.24 | 0.69 |\n| CD8-positive, alpha-beta thymocyte | 665 | 0.17 | 0.00 | 0.58 | 0.44 | 0.00 | 0.54 | 0.44 | 0.32 | 0.72 |\n| ciliated columnar cell of tracheobronchial tree | 626 | 0.00 | 0.01 | 0.97 | 0.83 | 0.00 | 0.88 | 0.95 | 0.90 | 0.98 |\n| intrahepatic cholangiocyte | 597 | 0.96 | 0.07 | 0.97 | 0.83 | 0.00 | 0.97 | 0.98 | 0.87 | 0.98 |\n| mural cell | 550 | 0.28 | 0.12 | 0.96 | 0.66 | 0.00 | 0.71 | 0.66 | 0.53 | 0.96 |\n| intestinal crypt stem cell of small intestine | 520 | 0.00 | 0.21 | 0.46 | 0.29 | 0.00 | 0.36 | 0.47 | 0.54 | 0.64 |\n| activated CD4-positive, alpha-beta T cell | 511 | 0.03 | 0.00 | 0.56 | 0.30 | 0.00 | 0.26 | 0.14 | 0.14 | 0.35 |\n| myeloid dendritic cell | 515 | 0.12 | 0.05 | 0.60 | 0.43 | 0.00 | 0.18 | 0.16 | 0.21 | 0.31 |\n| Mueller cell | 462 | 0.52 | 0.44 | 0.83 | 0.79 | 0.00 | 0.49 | 0.92 | 0.92 | 0.91 |\n| fast muscle cell | 455 | 0.32 | 0.47 | 0.94 | 0.85 | 0.00 | 0.88 | 0.81 | 0.88 | 0.92 |\n| platelet | 449 | 0.90 | 0.89 | 0.96 | 0.96 | 0.00 | 0.68 | 0.91 | 0.75 | 0.95 |\n| myoepithelial cell | 443 | 0.41 | 0.19 | 0.92 | 0.77 | 0.00 | 0.65 | 0.70 | 0.51 | 0.89 |\n| common myeloid progenitor | 412 | 0.00 | 0.37 | 0.84 | 0.75 | 0.00 | 0.71 | 0.88 | 0.79 | 0.92 |\n| thymocyte | 396 | 0.00 | 0.00 | 0.65 | 0.46 | 0.00 | 0.56 | 0.40 | 0.36 | 0.88 |\n| intestinal tuft cell | 403 | 0.81 | 0.77 | 0.97 | 0.86 | 0.00 | 0.90 | 0.97 | 0.97 | 0.97 |\n| pancreatic stellate cell | 392 | 0.00 | 0.00 | 0.96 | 0.59 | 0.00 | 0.56 | 0.68 | 0.42 | 0.92 |\n| tendon cell | 388 | 0.00 | 0.02 | 0.74 | 0.18 | 0.00 | 0.35 | 0.49 | 0.31 | 0.81 |\n| muscle cell | 359 | 0.50 | 0.00 | 0.98 | 0.94 | 0.00 | 0.95 | 0.79 | 0.93 | 0.95 |\n| microglial cell | 366 | 0.09 | 0.01 | 0.78 | 0.27 | 0.00 | 0.36 | 0.38 | 0.20 | 0.56 |\n| enterocyte of epithelium proper of jejunum | 359 | 0.00 | 0.00 | 0.60 | 0.47 | 0.00 | 0.73 | 0.63 | 0.44 | 0.95 |\n| mesothelial cell | 317 | 0.56 | 0.42 | 0.94 | 0.89 | 0.00 | 0.81 | 0.73 | 0.72 | 0.81 |\n| colon endothelial cell | 318 | 0.00 | 0.00 | 0.88 | 0.38 | 0.00 | 0.65 | 0.45 | 0.31 | 0.95 |\n| colon macrophage | 298 | 0.00 | 0.00 | 0.86 | 0.43 | 0.00 | 0.49 | 0.29 | 0.30 | 0.92 |\n| serous cell of epithelium of trachea | 301 | 0.00 | 0.00 | 0.87 | 0.67 | 0.00 | 0.35 | 0.58 | 0.60 | 0.94 |\n| ciliated epithelial cell | 285 | 0.00 | 0.00 | 0.97 | 0.83 | 0.00 | 0.84 | 0.99 | 0.92 | 0.99 |\n| Schwann cell | 282 | 0.00 | 0.31 | 0.87 | 0.71 | 0.00 | 0.70 | 0.88 | 0.78 | 0.89 |\n| supporting cell of vestibular epithelium | 239 | 0.85 | 0.00 | 0.72 | 0.78 | 0.00 | 0.86 | 1.00 | 0.87 | 0.99 |\n| mucus secreting cell | 240 | 0.00 | 0.01 | 0.86 | 0.69 | 0.00 | 0.64 | 0.71 | 0.77 | 0.92 |\n| enteroendocrine cell of small intestine | 232 | 0.51 | 0.07 | 0.88 | 0.76 | 0.00 | 0.53 | 0.88 | 0.84 | 0.92 |\n| ovarian surface epithelial cell | 222 | 0.00 | 0.11 | 0.92 | 0.83 | 0.00 | 0.86 | 0.90 | 0.70 | 0.94 |\n| transit amplifying cell of colon | 215 | 0.00 | 0.26 | 0.65 | 0.49 | 0.00 | 0.47 | 0.78 | 0.61 | 0.88 |\n| glandular epithelial cell | 210 | 0.00 | 0.03 | 0.89 | 0.67 | 0.00 | 0.58 | 0.88 | 0.72 | 0.98 |\n| melanocyte | 215 | 0.00 | 0.14 | 0.86 | 0.61 | 0.00 | 0.79 | 0.77 | 0.81 | 0.93 |\n| tracheal goblet cell | 200 | 0.00 | 0.10 | 0.86 | 0.76 | 0.00 | 0.55 | 0.78 | 0.61 | 0.96 |\n| hepatic stellate cell | 207 | 0.52 | 0.00 | 0.83 | 0.42 | 0.00 | 0.48 | 0.60 | 0.44 | 0.77 |\n| bronchial smooth muscle cell | 206 | 0.00 | 0.00 | 0.78 | 0.50 | 0.00 | 0.45 | 0.46 | 0.46 | 0.78 |\n| paneth cell of colon | 193 | 0.00 | 0.07 | 0.77 | 0.60 | 0.00 | 0.41 | 0.76 | 0.34 | 0.90 |\n| tongue muscle cell | 178 | 0.00 | 0.00 | 0.89 | 0.54 | 0.00 | 0.55 | 0.80 | 0.42 | 0.94 |\n| leukocyte | 180 | 0.00 | 0.00 | 0.62 | 0.09 | 0.00 | 0.39 | 0.28 | 0.19 | 0.71 |\n| tuft cell of colon | 162 | 0.00 | 0.06 | 0.89 | 0.58 | 0.00 | 0.84 | 0.94 | 0.92 | 0.98 |\n| slow muscle cell | 157 | 0.00 | 0.12 | 0.88 | 0.74 | 0.00 | 0.75 | 0.88 | 0.91 | 0.96 |\n| ionocyte | 148 | 0.00 | 0.10 | 0.80 | 0.62 | 0.00 | 0.51 | 0.83 | 0.76 | 0.93 |\n| connective tissue cell | 131 | 0.00 | 0.00 | 0.97 | 0.83 | 0.00 | 0.28 | 0.49 | 0.28 | 0.98 |\n| neuro-medullary thymic epithelial cell | 126 | 0.28 | 0.22 | 0.87 | 0.75 | 0.00 | 0.36 | 0.46 | 0.55 | 0.46 |\n| sebum secreting cell | 125 | 0.00 | 0.02 | 0.92 | 0.25 | 0.00 | 0.65 | 0.86 | 0.67 | 0.93 |\n| endothelial cell of arteriole | 115 | 0.00 | 0.00 | 0.95 | 0.36 | 0.00 | 0.20 | 0.74 | 0.44 | 0.97 |\n| male germ cell | 107 | 0.00 | 0.00 | 0.91 | 0.81 | 0.00 | 0.51 | 1.00 | 0.80 | 1.00 |\n| type B pancreatic cell | 93 | 0.00 | 0.00 | 0.93 | 0.86 | 0.00 | 0.65 | 1.00 | 0.94 | 1.00 |\n| hematopoietic cell | 91 | 0.00 | 0.00 | 0.81 | 0.63 | 0.00 | 0.26 | 0.61 | 0.49 | 0.80 |\n| plasmacytoid dendritic cell | 85 | 0.00 | 0.31 | 0.69 | 0.67 | 0.00 | 0.15 | 0.63 | 0.51 | 0.73 |\n| neuron | 76 | 0.00 | 0.00 | 0.97 | 0.76 | 0.00 | 0.58 | 0.61 | 0.79 | 0.92 |\n| myeloid cell | 75 | 0.00 | 0.00 | 0.58 | 0.03 | 0.00 | 0.49 | 0.41 | 0.27 | 0.87 |\n| myo-medullary thymic epithelial cell | 67 | 0.00 | 0.00 | 0.96 | 0.85 | 0.00 | 0.91 | 0.81 | 0.93 | 0.99 |\n| Langerhans cell | 72 | 0.00 | 0.10 | 0.83 | 0.57 | 0.00 | 0.11 | 0.34 | 0.44 | 0.82 |\n| interstitial cell of Cajal | 65 | 0.00 | 0.00 | 0.93 | 0.57 | 0.00 | 0.56 | 0.26 | 0.49 | 0.94 |\n| retinal pigment epithelial cell | 61 | 0.00 | 0.00 | 0.96 | 0.90 | 0.00 | 0.90 | 1.00 | 0.94 | 0.99 |\n| peritubular myoid cell | 57 | 0.18 | 0.00 | 0.78 | 0.50 | 0.00 | 0.30 | 0.67 | 0.43 | 0.77 |\n| spermatogonium | 57 | 0.00 | 0.00 | 0.69 | 0.58 | 0.00 | 0.44 | 0.93 | 0.78 | 0.90 |\n| retinal bipolar neuron | 59 | 0.00 | 0.08 | 0.85 | 0.69 | 0.00 | 0.70 | 0.83 | 0.91 | 0.93 |\n| endothelial cell of venule | 45 | 0.00 | 0.00 | 0.93 | 0.27 | 0.00 | 0.22 | 0.87 | 0.62 | 0.96 |\n| vestibular dark cell | 44 | 0.00 | 0.00 | 0.54 | 0.23 | 0.00 | 0.71 | 0.99 | 0.85 | 0.98 |\n| pancreatic A cell | 46 | 0.00 | 0.00 | 0.90 | 0.88 | 0.00 | 0.65 | 1.00 | 1.00 | 1.00 |\n| type L enteroendocrine cell | 41 | 0.00 | 0.05 | 0.89 | 0.56 | 0.00 | 0.86 | 0.96 | 0.94 | 0.97 |\n| medullary thymic epithelial cell | 40 | 0.00 | 0.00 | 0.62 | 0.29 | 0.00 | 0.44 | 0.93 | 0.76 | 0.91 |\n| adipocyte | 34 | 0.00 | 0.00 | 0.73 | 0.41 | 0.00 | 0.44 | 0.60 | 0.67 | 0.84 |\n| transit amplifying cell of small intestine | 32 | 0.00 | 0.00 | 0.41 | 0.48 | 0.00 | 0.16 | 0.82 | 0.74 | 0.89 |\n| taste receptor cell | 28 | 0.00 | 0.00 | 0.86 | 0.64 | 0.00 | 0.38 | 0.85 | 0.33 | 0.95 |\n| enterochromaffin-like cell | 26 | 0.00 | 0.03 | 0.88 | 0.63 | 0.00 | 0.71 | 0.96 | 0.90 | 0.96 |\n| enteroendocrine cell | 21 | 0.00 | 0.00 | 0.93 | 0.59 | 0.00 | 0.51 | 0.91 | 0.88 | 0.95 |\n| pulmonary ionocyte | 24 | 0.00 | 0.00 | 0.73 | 0.59 | 0.00 | 0.35 | 1.00 | 0.91 | 0.98 |\n| glial cell | 19 | 0.00 | 0.00 | 0.71 | 0.41 | 0.00 | 0.29 | 0.46 | 0.33 | 0.78 |\n| oocyte | 16 | 0.00 | 0.00 | 0.91 | 0.79 | 0.00 | 0.17 | 0.89 | 0.91 | 0.91 |\n| serous cell of epithelium of bronchus | 13 | 0.00 | 0.00 | 0.83 | 0.35 | 0.00 | 0.23 | 0.84 | 0.87 | 1.00 |\n| radial glial cell | 10 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.11 | 0.22 | 0.31 | 0.38 |\n| Leydig cell | 9 | 0.00 | 0.00 | 0.31 | 0.29 | 0.00 | 0.07 | 0.82 | 0.31 | 0.82 |\n| pancreatic D cell | 8 | 0.00 | 0.00 | 0.55 | 0.86 | 0.00 | 0.25 | 1.00 | 0.89 | 1.00 |\n| T follicular helper cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.86 | 0.32 | 0.55 |\n| retina horizontal cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 | 1.00 | 1.00 | 0.57 |\n| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 1.00 | 0.67 | 0.00 |\n| pancreatic PP cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| epithelial fate stem cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 1.00 | 1.00 | 0.00 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.22 | 0.31 | 0.00 |"
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| macrophage | 3541 | 0.90 | 0.89 | 0.89 | 0.61 | 0.00 | 0.00 | 0.85 | 0.86 | 0.93 |\n| fibroblast | 3208 | 0.87 | 0.82 | 0.88 | 0.52 | 0.00 | 0.00 | 0.82 | 0.76 | 0.92 |\n| B cell | 1923 | 0.65 | 0.46 | 0.69 | 0.34 | 0.00 | 0.00 | 0.72 | 0.79 | 0.77 |\n| neutrophil | 1826 | 0.96 | 0.96 | 0.94 | 0.71 | 0.00 | 0.00 | 0.93 | 0.94 | 0.97 |\n| memory B cell | 1585 | 0.49 | 0.49 | 0.66 | 0.22 | 0.00 | 0.01 | 0.71 | 0.74 | 0.67 |\n| mesenchymal stem cell | 1573 | 0.88 | 0.85 | 0.84 | 0.20 | 0.00 | 0.00 | 0.89 | 0.80 | 0.92 |\n| T cell | 1444 | 0.52 | 0.39 | 0.40 | 0.11 | 0.00 | 0.05 | 0.45 | 0.54 | 0.59 |\n| basal cell | 1360 | 0.89 | 0.67 | 0.79 | 0.33 | 0.00 | 0.00 | 0.91 | 0.88 | 0.94 |\n| CD4-positive, alpha-beta T cell | 1442 | 0.52 | 0.34 | 0.67 | 0.28 | 0.00 | 0.00 | 0.64 | 0.70 | 0.74 |\n| classical monocyte | 1376 | 0.62 | 0.64 | 0.73 | 0.54 | 0.00 | 0.00 | 0.80 | 0.77 | 0.86 |\n| endothelial cell | 1315 | 0.75 | 0.66 | 0.67 | 0.35 | 0.00 | 0.00 | 0.77 | 0.73 | 0.82 |\n| monocyte | 1260 | 0.71 | 0.26 | 0.74 | 0.54 | 0.00 | 0.00 | 0.80 | 0.81 | 0.86 |\n| CD8-positive, alpha-beta T cell | 1249 | 0.56 | 0.49 | 0.46 | 0.16 | 0.00 | 0.00 | 0.58 | 0.63 | 0.68 |\n| plasma cell | 1194 | 0.94 | 0.94 | 0.89 | 0.41 | 0.00 | 0.00 | 0.93 | 0.94 | 0.95 |\n| erythrocyte | 1149 | 0.97 | 0.97 | 0.97 | 0.95 | 0.00 | 0.00 | 0.99 | 0.97 | 0.99 |\n| mature NK T cell | 1036 | 0.57 | 0.68 | 0.63 | 0.38 | 0.00 | 0.00 | 0.55 | 0.63 | 0.67 |\n| acinar cell of salivary gland | 1059 | 0.97 | 0.07 | 0.88 | 0.41 | 0.00 | 0.00 | 0.95 | 0.94 | 0.98 |\n| epithelial cell | 941 | 0.88 | 0.05 | 0.73 | 0.25 | 0.00 | 0.00 | 0.83 | 0.85 | 0.87 |\n| CD4-positive helper T cell | 896 | 0.36 | 0.24 | 0.44 | 0.18 | 0.00 | 0.00 | 0.51 | 0.61 | 0.60 |\n| kidney epithelial cell | 832 | 0.99 | 0.27 | 0.86 | 0.47 | 0.00 | 0.00 | 0.99 | 0.99 | 0.99 |\n| cardiac muscle cell | 731 | 0.93 | 0.46 | 0.89 | 0.61 | 0.00 | 0.00 | 0.93 | 0.94 | 0.94 |\n| effector CD4-positive, alpha-beta T cell | 696 | 0.26 | 0.17 | 0.40 | 0.11 | 0.00 | 0.00 | 0.42 | 0.58 | 0.49 |\n| naive B cell | 680 | 0.38 | 0.49 | 0.58 | 0.13 | 0.00 | 0.04 | 0.77 | 0.80 | 0.74 |\n| CD8-positive, alpha-beta memory T cell | 584 | 0.24 | 0.32 | 0.39 | 0.12 | 0.00 | 0.00 | 0.35 | 0.43 | 0.51 |\n| effector CD8-positive, alpha-beta T cell | 602 | 0.29 | 0.05 | 0.30 | 0.12 | 0.00 | 0.00 | 0.43 | 0.57 | 0.48 |\n| pancreatic acinar cell | 541 | 0.93 | 0.94 | 0.95 | 0.90 | 0.00 | 0.00 | 0.95 | 0.94 | 0.96 |\n| luminal epithelial cell of mammary gland | 497 | 0.99 | 0.00 | 0.93 | 0.22 | 0.00 | 0.02 | 0.98 | 0.94 | 0.99 |\n| type I NK T cell | 528 | 0.22 | 0.06 | 0.09 | 0.03 | 0.00 | 0.00 | 0.27 | 0.39 | 0.33 |\n| innate lymphoid cell | 490 | 0.13 | 0.11 | 0.16 | 0.04 | 0.00 | 0.00 | 0.25 | 0.36 | 0.24 |\n| capillary endothelial cell | 478 | 0.72 | 0.59 | 0.67 | 0.26 | 0.00 | 0.00 | 0.78 | 0.73 | 0.81 |\n| skeletal muscle satellite stem cell | 408 | 0.99 | 0.63 | 0.97 | 0.30 | 0.00 | 0.00 | 0.96 | 0.94 | 0.99 |\n| conjunctival epithelial cell | 498 | 0.95 | 0.72 | 0.77 | 0.34 | 0.00 | 0.00 | 0.94 | 0.92 | 0.96 |\n| pericyte | 460 | 0.67 | 0.61 | 0.73 | 0.25 | 0.00 | 0.02 | 0.76 | 0.74 | 0.80 |\n| CD4-positive, alpha-beta memory T cell | 455 | 0.10 | 0.14 | 0.34 | 0.03 | 0.00 | 0.00 | 0.25 | 0.39 | 0.33 |\n| bladder urothelial cell | 419 | 0.97 | 0.80 | 0.95 | 0.35 | 0.00 | 0.00 | 0.98 | 0.96 | 0.97 |\n| smooth muscle cell | 420 | 0.80 | 0.79 | 0.81 | 0.49 | 0.00 | 0.00 | 0.86 | 0.83 | 0.89 |\n| keratinocyte | 364 | 0.78 | 0.00 | 0.52 | 0.64 | 0.00 | 0.00 | 0.98 | 0.93 | 0.96 |\n| endothelial cell of vascular tree | 352 | 0.86 | 0.82 | 0.58 | 0.17 | 0.00 | 0.00 | 0.91 | 0.85 | 0.91 |\n| stromal cell | 334 | 0.90 | 0.15 | 0.81 | 0.35 | 0.00 | 0.00 | 0.89 | 0.79 | 0.93 |\n| vein endothelial cell | 323 | 0.54 | 0.25 | 0.45 | 0.14 | 0.00 | 0.00 | 0.67 | 0.67 | 0.73 |\n| basal cell of prostate epithelium | 302 | 0.70 | 0.01 | 0.73 | 0.38 | 0.00 | 0.00 | 0.70 | 0.74 | 0.77 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 326 | 0.16 | 0.15 | 0.31 | 0.01 | 0.00 | 0.00 | 0.32 | 0.43 | 0.38 |\n| myofibroblast cell | 297 | 0.68 | 0.06 | 0.76 | 0.11 | 0.00 | 0.00 | 0.80 | 0.75 | 0.82 |\n| enterocyte of epithelium of large intestine | 242 | 0.69 | 0.00 | 0.71 | 0.29 | 0.00 | 0.00 | 0.89 | 0.88 | 0.88 |\n| vascular associated smooth muscle cell | 248 | 0.34 | 0.07 | 0.58 | 0.20 | 0.00 | 0.00 | 0.71 | 0.69 | 0.74 |\n| cardiac endothelial cell | 259 | 0.95 | 0.05 | 0.59 | 0.38 | 0.00 | 0.00 | 0.98 | 0.94 | 0.99 |\n| pancreatic ductal cell | 226 | 0.87 | 0.70 | 0.90 | 0.57 | 0.00 | 0.00 | 0.92 | 0.88 | 0.92 |\n| enterocyte | 275 | 0.62 | 0.35 | 0.56 | 0.35 | 0.00 | 0.00 | 0.87 | 0.86 | 0.88 |\n| leukocyte | 230 | 0.88 | 0.69 | 0.31 | 0.06 | 0.00 | 0.00 | 0.76 | 0.81 | 0.88 |\n| mast cell | 203 | 0.81 | 0.79 | 0.82 | 0.20 | 0.00 | 0.00 | 0.88 | 0.91 | 0.90 |\n| myeloid cell | 230 | 0.93 | 0.13 | 0.56 | 0.05 | 0.00 | 0.00 | 0.88 | 0.88 | 0.96 |\n| club cell | 236 | 0.25 | 0.41 | 0.35 | 0.08 | 0.00 | 0.00 | 0.32 | 0.28 | 0.29 |\n| fibroblast of breast | 218 | 0.97 | 0.00 | 0.78 | 0.05 | 0.00 | 0.02 | 0.95 | 0.83 | 0.97 |\n| DN3 thymocyte | 173 | 0.02 | 0.00 | 0.34 | 0.07 | 0.00 | 0.00 | 0.46 | 0.50 | 0.43 |\n| duct epithelial cell | 158 | 0.69 | 0.31 | 0.77 | 0.23 | 0.00 | 0.00 | 0.81 | 0.67 | 0.88 |\n| hepatocyte | 155 | 0.93 | 0.99 | 0.65 | 0.66 | 0.00 | 0.00 | 0.96 | 0.95 | 0.97 |\n| CD8-positive, alpha-beta cytokine secreting effector T cell | 142 | 0.38 | 0.00 | 0.27 | 0.10 | 0.00 | 0.00 | 0.44 | 0.48 | 0.51 |\n| corneal epithelial cell | 157 | 0.92 | 0.00 | 0.90 | 0.64 | 0.00 | 0.00 | 0.95 | 0.93 | 0.95 |\n| regulatory T cell | 129 | 0.04 | 0.09 | 0.08 | 0.00 | 0.00 | 0.00 | 0.42 | 0.53 | 0.53 |\n| endothelial cell of artery | 113 | 0.50 | 0.44 | 0.45 | 0.02 | 0.00 | 0.00 | 0.59 | 0.50 | 0.67 |\n| enterocyte of epithelium of small intestine | 81 | 0.68 | 0.00 | 0.84 | 0.09 | 0.00 | 0.00 | 0.86 | 0.79 | 0.89 |\n| luminal cell of prostate epithelium | 97 | 0.79 | 0.36 | 0.91 | 0.60 | 0.00 | 0.00 | 0.92 | 0.92 | 0.91 |\n| endothelial cell of lymphatic vessel | 112 | 0.70 | 0.55 | 0.62 | 0.02 | 0.00 | 0.00 | 0.67 | 0.70 | 0.74 |\n| non-classical monocyte | 110 | 0.39 | 0.00 | 0.47 | 0.08 | 0.00 | 0.00 | 0.42 | 0.51 | 0.62 |\n| DN1 thymic pro-T cell | 116 | 0.15 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.35 | 0.32 | 0.38 |\n| eye photoreceptor cell | 91 | 0.92 | 0.96 | 0.94 | 0.79 | 0.00 | 0.00 | 0.98 | 0.98 | 0.96 |\n| paneth cell of colon | 77 | 0.00 | 0.00 | 0.73 | 0.06 | 0.00 | 0.00 | 0.90 | 0.76 | 0.80 |\n| granulocyte | 71 | 0.77 | 0.73 | 0.78 | 0.17 | 0.00 | 0.00 | 0.71 | 0.61 | 0.83 |\n| erythroid progenitor cell | 83 | 0.62 | 0.59 | 0.68 | 0.27 | 0.00 | 0.00 | 0.76 | 0.71 | 0.81 |\n| adventitial cell | 79 | 0.23 | 0.00 | 0.42 | 0.00 | 0.00 | 0.00 | 0.38 | 0.34 | 0.39 |\n| hematopoietic stem cell | 81 | 0.58 | 0.15 | 0.62 | 0.00 | 0.00 | 0.00 | 0.71 | 0.71 | 0.77 |\n| respiratory goblet cell | 82 | 0.74 | 0.33 | 0.91 | 0.20 | 0.00 | 0.00 | 0.77 | 0.69 | 0.86 |\n| naive regulatory T cell | 80 | 0.14 | 0.00 | 0.16 | 0.00 | 0.00 | 0.00 | 0.41 | 0.44 | 0.40 |\n| basophil | 70 | 0.28 | 0.00 | 0.77 | 0.28 | 0.00 | 0.00 | 0.85 | 0.87 | 0.84 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 60 | 0.21 | 0.00 | 0.38 | 0.00 | 0.00 | 0.00 | 0.29 | 0.31 | 0.44 |\n| intermediate monocyte | 74 | 0.26 | 0.03 | 0.38 | 0.00 | 0.00 | 0.00 | 0.19 | 0.15 | 0.37 |\n| paneth cell of epithelium of small intestine | 55 | 0.74 | 0.06 | 0.47 | 0.18 | 0.00 | 0.00 | 0.83 | 0.80 | 0.86 |\n| CD8-positive, alpha-beta cytotoxic T cell | 73 | 0.09 | 0.00 | 0.07 | 0.04 | 0.00 | 0.00 | 0.26 | 0.27 | 0.31 |\n| lung ciliated cell | 64 | 0.75 | 0.11 | 0.94 | 0.43 | 0.00 | 0.00 | 0.94 | 0.94 | 0.97 |\n| keratocyte | 58 | 0.82 | 0.00 | 0.24 | 0.03 | 0.00 | 0.00 | 0.71 | 0.46 | 0.67 |\n| thymocyte | 54 | 0.30 | 0.00 | 0.03 | 0.03 | 0.00 | 0.00 | 0.81 | 0.90 | 0.88 |\n| dendritic cell | 66 | 0.42 | 0.11 | 0.59 | 0.08 | 0.00 | 0.02 | 0.36 | 0.44 | 0.64 |\n| lung microvascular endothelial cell | 49 | 0.63 | 0.00 | 0.54 | 0.00 | 0.00 | 0.00 | 0.62 | 0.71 | 0.73 |\n| retinal blood vessel endothelial cell | 47 | 0.41 | 0.00 | 0.04 | 0.00 | 0.00 | 0.00 | 0.72 | 0.69 | 0.64 |\n| muscle cell | 34 | 0.67 | 0.37 | 0.54 | 0.06 | 0.00 | 0.00 | 0.78 | 0.61 | 0.76 |\n| endothelial cell of hepatic sinusoid | 52 | 0.92 | 0.00 | 0.72 | 0.00 | 0.00 | 0.00 | 0.80 | 0.86 | 0.95 |\n| T follicular helper cell | 35 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.39 | 0.30 | 0.45 |\n| pancreatic stellate cell | 37 | 0.86 | 0.00 | 0.60 | 0.00 | 0.00 | 0.00 | 0.68 | 0.74 | 0.84 |\n| large intestine goblet cell | 37 | 0.59 | 0.00 | 0.81 | 0.05 | 0.00 | 0.00 | 0.95 | 0.79 | 0.95 |\n| Mueller cell | 28 | 0.44 | 0.39 | 0.61 | 0.06 | 0.00 | 0.00 | 0.93 | 0.84 | 0.83 |\n| fast muscle cell | 31 | 0.68 | 0.83 | 0.85 | 0.47 | 0.00 | 0.00 | 0.90 | 0.87 | 0.90 |\n| ciliated cell | 36 | 0.00 | 0.51 | 0.87 | 0.50 | 0.00 | 0.00 | 0.79 | 0.87 | 0.92 |\n| goblet cell | 41 | 0.00 | 0.21 | 0.56 | 0.00 | 0.00 | 0.00 | 0.72 | 0.62 | 0.78 |\n| CD1c-positive myeloid dendritic cell | 33 | 0.22 | 0.05 | 0.33 | 0.00 | 0.00 | 0.00 | 0.29 | 0.40 | 0.43 |\n| small intestine goblet cell | 34 | 0.00 | 0.00 | 0.91 | 0.00 | 0.00 | 0.00 | 0.84 | 0.79 | 0.93 |\n| common myeloid progenitor | 36 | 0.00 | 0.20 | 0.60 | 0.00 | 0.00 | 0.00 | 0.58 | 0.62 | 0.68 |\n| platelet | 22 | 0.78 | 0.60 | 0.78 | 0.41 | 0.00 | 0.00 | 0.70 | 0.66 | 0.86 |\n| secretory cell | 30 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.45 | 0.38 | 0.68 |\n| fibroblast of cardiac tissue | 19 | 0.95 | 0.00 | 0.82 | 0.00 | 0.00 | 0.00 | 0.62 | 0.43 | 0.95 |\n| connective tissue cell | 25 | 0.00 | 0.00 | 0.78 | 0.00 | 0.00 | 0.00 | 0.43 | 0.31 | 0.81 |\n| intestinal crypt stem cell | 20 | 0.00 | 0.31 | 0.34 | 0.00 | 0.00 | 0.00 | 0.67 | 0.65 | 0.76 |\n| tendon cell | 19 | 0.03 | 0.00 | 0.35 | 0.00 | 0.00 | 0.00 | 0.42 | 0.26 | 0.38 |\n| transit amplifying cell of small intestine | 27 | 0.00 | 0.00 | 0.28 | 0.00 | 0.00 | 0.00 | 0.52 | 0.50 | 0.58 |\n| microglial cell | 14 | 0.64 | 0.00 | 0.25 | 0.00 | 0.00 | 0.00 | 0.23 | 0.18 | 0.78 |\n| melanocyte | 17 | 0.91 | 0.76 | 0.84 | 0.11 | 0.00 | 0.00 | 0.62 | 0.75 | 0.94 |\n| transit amplifying cell of colon | 21 | 0.53 | 0.34 | 0.34 | 0.00 | 0.00 | 0.00 | 0.86 | 0.67 | 0.76 |\n| myometrial cell | 24 | 0.29 | 0.00 | 0.21 | 0.00 | 0.00 | 0.00 | 0.36 | 0.52 | 0.56 |\n| myoepithelial cell | 32 | 0.76 | 0.34 | 0.61 | 0.06 | 0.00 | 0.00 | 0.97 | 0.91 | 0.90 |\n| radial glial cell | 13 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.34 | 0.36 | 0.43 |\n| epithelial cell of uterus | 19 | 0.57 | 0.00 | 0.46 | 0.00 | 0.00 | 0.00 | 0.52 | 0.53 | 0.60 |\n| intestinal tuft cell | 16 | 0.81 | 0.07 | 0.73 | 0.00 | 0.00 | 0.00 | 0.67 | 0.65 | 0.81 |\n| CD141-positive myeloid dendritic cell | 14 | 0.00 | 0.15 | 0.31 | 0.00 | 0.00 | 0.00 | 0.21 | 0.56 | 0.40 |\n| medullary thymic epithelial cell | 16 | 0.57 | 0.00 | 0.79 | 0.12 | 0.00 | 0.00 | 0.71 | 0.81 | 0.73 |\n| slow muscle cell | 22 | 0.00 | 0.70 | 0.91 | 0.52 | 0.00 | 0.00 | 0.91 | 0.82 | 0.95 |\n| stem cell | 21 | 0.00 | 0.00 | 0.41 | 0.00 | 0.00 | 0.00 | 0.60 | 0.47 | 0.44 |\n| intestinal crypt stem cell of large intestine | 13 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.41 | 0.34 | 0.38 |\n| intestinal enteroendocrine cell | 5 | 0.60 | 0.14 | 0.80 | 0.00 | 0.00 | 0.00 | 0.67 | 0.89 | 0.89 |\n| ionocyte | 7 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.78 | 0.78 | 0.93 |\n| gut endothelial cell | 11 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.43 | 0.28 | 0.00 |\n| type B pancreatic cell | 10 | 0.57 | 0.00 | 0.71 | 0.46 | 0.00 | 0.00 | 0.95 | 0.72 | 0.91 |\n| plasmacytoid dendritic cell | 8 | 0.63 | 0.31 | 0.62 | 0.00 | 0.00 | 0.00 | 0.52 | 0.36 | 0.71 |\n| bronchial smooth muscle cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 0.29 | 0.40 |\n| tracheal goblet cell | 9 | 0.00 | 0.00 | 0.60 | 0.00 | 0.00 | 0.00 | 0.70 | 0.74 | 0.78 |\n| intestinal crypt stem cell of small intestine | 9 | 0.00 | 0.00 | 0.73 | 0.00 | 0.00 | 0.00 | 0.82 | 0.40 | 0.82 |\n| pancreatic PP cell | 13 | 0.00 | 0.00 | 0.73 | 0.00 | 0.00 | 0.00 | 0.92 | 0.92 | 0.92 |\n| pancreatic A cell | 4 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 0.00 | 1.00 | 0.50 | 0.75 |\n| mucus secreting cell | 9 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.00 | 0.46 | 0.71 | 0.20 |\n| tongue muscle cell | 4 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.80 | 1.00 |\n| surface ectodermal cell | 8 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.86 | 0.43 | 0.00 |\n| epithelial cell of lacrimal sac | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 1.00 | 0.75 | 1.00 |\n| retinal pigment epithelial cell | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| blood vessel endothelial cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.06 | 0.00 | 0.00 |\n| salivary gland cell | 5 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 0.00 | 0.33 | 0.53 | 0.75 |\n| adipocyte | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 1.00 | 0.86 | 0.80 |\n| immature natural killer cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| duodenum glandular cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.80 | 1.00 |\n| intrahepatic cholangiocyte | 5 | 0.75 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.91 | 0.36 | 0.75 |\n| mesothelial cell | 5 | 0.00 | 0.18 | 0.33 | 0.00 | 0.00 | 0.00 | 0.42 | 0.32 | 0.15 |\n| serous cell of epithelium of trachea | 3 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.00 | 0.67 | 0.36 | 0.80 |\n| Langerhans cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 0.44 | 0.00 |\n| retinal bipolar neuron | 5 | 0.00 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 0.60 | 0.67 |\n| liver dendritic cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.23 | 0.25 | 0.00 |\n| DN4 thymocyte | 5 | 0.00 | 0.00 | 0.75 | 0.00 | 0.00 | 0.00 | 0.11 | 0.11 | 0.31 |\n| ciliated epithelial cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 0.00 |\n| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.17 | 0.00 |\n| pulmonary ionocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 |\n| mature conventional dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pigmented ciliary epithelial cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 0.89 |\n| serous cell of epithelium of bronchus | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasmablast | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| sperm | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| Schwann cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| cell of skeletal muscle | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 |\n| pancreatic D cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retina horizontal cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| double-positive, alpha-beta thymocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 |\n| retinal ganglion cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic 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| macrophage | 31663 | 0.90 | 0.90 | 0.90 | 0.70 | 0.00 | 0.00 | 0.85 | 0.86 | 0.93 |\n| fibroblast | 29115 | 0.88 | 0.82 | 0.91 | 0.69 | 0.00 | 0.00 | 0.83 | 0.77 | 0.94 |\n| B cell | 17884 | 0.65 | 0.45 | 0.73 | 0.60 | 0.00 | 0.00 | 0.71 | 0.80 | 0.82 |\n| neutrophil | 15868 | 0.96 | 0.96 | 0.94 | 0.83 | 0.00 | 0.00 | 0.93 | 0.94 | 0.97 |\n| memory B cell | 14091 | 0.48 | 0.49 | 0.71 | 0.48 | 0.00 | 0.04 | 0.71 | 0.75 | 0.77 |\n| mesenchymal stem cell | 13886 | 0.87 | 0.84 | 0.91 | 0.70 | 0.00 | 0.00 | 0.90 | 0.81 | 0.94 |\n| T cell | 13235 | 0.55 | 0.44 | 0.54 | 0.37 | 0.00 | 0.04 | 0.49 | 0.58 | 0.69 |\n| basal cell | 12696 | 0.91 | 0.69 | 0.85 | 0.68 | 0.00 | 0.00 | 0.93 | 0.89 | 0.97 |\n| CD4-positive, alpha-beta T cell | 12609 | 0.53 | 0.36 | 0.79 | 0.56 | 0.00 | 0.00 | 0.65 | 0.72 | 0.80 |\n| classical monocyte | 12011 | 0.64 | 0.63 | 0.78 | 0.69 | 0.00 | 0.00 | 0.79 | 0.79 | 0.89 |\n| endothelial cell | 11869 | 0.74 | 0.68 | 0.72 | 0.57 | 0.00 | 0.00 | 0.79 | 0.75 | 0.87 |\n| monocyte | 11253 | 0.71 | 0.25 | 0.77 | 0.69 | 0.00 | 0.00 | 0.79 | 0.81 | 0.87 |\n| CD8-positive, alpha-beta T cell | 10943 | 0.55 | 0.52 | 0.55 | 0.35 | 0.00 | 0.00 | 0.59 | 0.64 | 0.73 |\n| plasma cell | 10351 | 0.95 | 0.95 | 0.89 | 0.59 | 0.00 | 0.00 | 0.94 | 0.95 | 0.95 |\n| erythrocyte | 9855 | 0.97 | 0.97 | 0.95 | 0.96 | 0.00 | 0.00 | 0.99 | 0.98 | 0.99 |\n| mature NK T cell | 9303 | 0.57 | 0.69 | 0.66 | 0.53 | 0.00 | 0.00 | 0.56 | 0.66 | 0.70 |\n| acinar cell of salivary gland | 9088 | 0.97 | 0.09 | 0.89 | 0.68 | 0.00 | 0.00 | 0.95 | 0.94 | 0.98 |\n| epithelial cell | 8221 | 0.89 | 0.06 | 0.82 | 0.77 | 0.00 | 0.00 | 0.86 | 0.88 | 0.91 |\n| CD4-positive helper T cell | 8176 | 0.37 | 0.25 | 0.58 | 0.52 | 0.00 | 0.00 | 0.56 | 0.67 | 0.76 |\n| kidney epithelial cell | 7499 | 1.00 | 0.27 | 0.88 | 0.83 | 0.00 | 0.00 | 0.99 | 0.99 | 1.00 |\n| cardiac muscle cell | 6474 | 0.93 | 0.44 | 0.88 | 0.76 | 0.00 | 0.00 | 0.93 | 0.94 | 0.93 |\n| effector CD4-positive, alpha-beta T cell | 6344 | 0.26 | 0.24 | 0.49 | 0.38 | 0.00 | 0.00 | 0.47 | 0.62 | 0.63 |\n| naive B cell | 6081 | 0.41 | 0.52 | 0.66 | 0.35 | 0.00 | 0.04 | 0.78 | 0.80 | 0.80 |\n| CD8-positive, alpha-beta memory T cell | 5438 | 0.24 | 0.36 | 0.48 | 0.35 | 0.00 | 0.00 | 0.42 | 0.50 | 0.60 |\n| effector CD8-positive, alpha-beta T cell | 5338 | 0.30 | 0.07 | 0.38 | 0.38 | 0.00 | 0.00 | 0.50 | 0.59 | 0.59 |\n| pancreatic acinar cell | 4993 | 0.94 | 0.96 | 0.95 | 0.91 | 0.00 | 0.00 | 0.97 | 0.96 | 0.98 |\n| luminal epithelial cell of mammary gland | 4881 | 0.99 | 0.00 | 0.94 | 0.65 | 0.00 | 0.01 | 0.98 | 0.96 | 0.99 |\n| type I NK T cell | 4786 | 0.19 | 0.09 | 0.20 | 0.17 | 0.00 | 0.00 | 0.34 | 0.41 | 0.43 |\n| innate lymphoid cell | 4641 | 0.14 | 0.15 | 0.29 | 0.20 | 0.00 | 0.00 | 0.31 | 0.44 | 0.35 |\n| capillary endothelial cell | 4611 | 0.70 | 0.59 | 0.72 | 0.54 | 0.00 | 0.00 | 0.80 | 0.77 | 0.85 |\n| skeletal muscle satellite stem cell | 4423 | 0.98 | 0.66 | 0.96 | 0.64 | 0.00 | 0.00 | 0.97 | 0.95 | 0.99 |\n| conjunctival epithelial cell | 4080 | 0.94 | 0.72 | 0.74 | 0.71 | 0.00 | 0.00 | 0.95 | 0.92 | 0.97 |\n| pericyte | 4079 | 0.65 | 0.59 | 0.77 | 0.52 | 0.00 | 0.01 | 0.81 | 0.76 | 0.84 |\n| CD4-positive, alpha-beta memory T cell | 4038 | 0.10 | 0.19 | 0.50 | 0.25 | 0.00 | 0.00 | 0.32 | 0.46 | 0.50 |\n| bladder urothelial cell | 3732 | 0.98 | 0.79 | 0.97 | 0.56 | 0.00 | 0.00 | 0.97 | 0.97 | 0.98 |\n| smooth muscle cell | 3660 | 0.79 | 0.77 | 0.85 | 0.69 | 0.00 | 0.00 | 0.88 | 0.84 | 0.90 |\n| keratinocyte | 3303 | 0.77 | 0.00 | 0.71 | 0.81 | 0.00 | 0.00 | 0.98 | 0.93 | 0.97 |\n| endothelial cell of vascular tree | 3250 | 0.87 | 0.83 | 0.64 | 0.51 | 0.00 | 0.00 | 0.91 | 0.87 | 0.93 |\n| stromal cell | 3077 | 0.90 | 0.16 | 0.81 | 0.54 | 0.00 | 0.00 | 0.88 | 0.82 | 0.95 |\n| vein endothelial cell | 3056 | 0.53 | 0.34 | 0.55 | 0.33 | 0.00 | 0.00 | 0.72 | 0.70 | 0.79 |\n| basal cell of prostate epithelium | 2996 | 0.75 | 0.02 | 0.79 | 0.64 | 0.00 | 0.00 | 0.76 | 0.79 | 0.83 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 2917 | 0.18 | 0.21 | 0.44 | 0.20 | 0.00 | 0.00 | 0.37 | 0.46 | 0.50 |\n| myofibroblast cell | 2773 | 0.67 | 0.07 | 0.81 | 0.44 | 0.00 | 0.00 | 0.82 | 0.76 | 0.87 |\n| enterocyte of epithelium of large intestine | 2522 | 0.72 | 0.00 | 0.83 | 0.51 | 0.00 | 0.00 | 0.93 | 0.91 | 0.93 |\n| vascular associated smooth muscle cell | 2423 | 0.37 | 0.08 | 0.71 | 0.48 | 0.00 | 0.00 | 0.79 | 0.76 | 0.83 |\n| cardiac endothelial cell | 2405 | 0.93 | 0.06 | 0.71 | 0.53 | 0.00 | 0.00 | 0.97 | 0.93 | 0.98 |\n| pancreatic ductal cell | 2205 | 0.90 | 0.75 | 0.92 | 0.75 | 0.00 | 0.00 | 0.96 | 0.94 | 0.96 |\n| enterocyte | 2131 | 0.58 | 0.29 | 0.71 | 0.56 | 0.00 | 0.00 | 0.89 | 0.88 | 0.92 |\n| leukocyte | 2056 | 0.90 | 0.71 | 0.61 | 0.29 | 0.00 | 0.00 | 0.79 | 0.83 | 0.93 |\n| mast cell | 2035 | 0.82 | 0.81 | 0.83 | 0.49 | 0.00 | 0.00 | 0.88 | 0.91 | 0.92 |\n| myeloid cell | 1997 | 0.91 | 0.09 | 0.65 | 0.43 | 0.00 | 0.00 | 0.88 | 0.91 | 0.96 |\n| club cell | 1880 | 0.24 | 0.40 | 0.38 | 0.36 | 0.00 | 0.00 | 0.31 | 0.28 | 0.29 |\n| fibroblast of breast | 1848 | 0.96 | 0.00 | 0.85 | 0.41 | 0.00 | 0.03 | 0.93 | 0.85 | 0.97 |\n| DN3 thymocyte | 1615 | 0.03 | 0.00 | 0.57 | 0.36 | 0.00 | 0.00 | 0.55 | 0.56 | 0.69 |\n| duct epithelial cell | 1535 | 0.75 | 0.34 | 0.80 | 0.43 | 0.00 | 0.00 | 0.85 | 0.72 | 0.92 |\n| hepatocyte | 1403 | 0.95 | 0.99 | 0.79 | 0.83 | 0.00 | 0.00 | 0.98 | 0.96 | 0.99 |\n| CD8-positive, alpha-beta cytokine secreting effector T cell | 1351 | 0.41 | 0.00 | 0.33 | 0.39 | 0.00 | 0.00 | 0.49 | 0.54 | 0.57 |\n| corneal epithelial cell | 1331 | 0.92 | 0.00 | 0.89 | 0.81 | 0.00 | 0.00 | 0.96 | 0.95 | 0.97 |\n| regulatory T cell | 1174 | 0.08 | 0.17 | 0.18 | 0.06 | 0.00 | 0.00 | 0.57 | 0.64 | 0.68 |\n| endothelial cell of artery | 1089 | 0.49 | 0.42 | 0.57 | 0.08 | 0.00 | 0.00 | 0.63 | 0.60 | 0.73 |\n| enterocyte of epithelium of small intestine | 1019 | 0.69 | 0.00 | 0.90 | 0.64 | 0.00 | 0.00 | 0.94 | 0.91 | 0.93 |\n| luminal cell of prostate epithelium | 995 | 0.83 | 0.28 | 0.93 | 0.81 | 0.00 | 0.00 | 0.93 | 0.95 | 0.95 |\n| endothelial cell of lymphatic vessel | 940 | 0.75 | 0.62 | 0.73 | 0.16 | 0.00 | 0.00 | 0.73 | 0.78 | 0.82 |\n| non-classical monocyte | 934 | 0.38 | 0.00 | 0.60 | 0.19 | 0.00 | 0.00 | 0.47 | 0.55 | 0.68 |\n| DN1 thymic pro-T cell | 869 | 0.09 | 0.00 | 0.04 | 0.17 | 0.00 | 0.00 | 0.44 | 0.39 | 0.47 |\n| eye photoreceptor cell | 800 | 0.89 | 0.96 | 0.95 | 0.87 | 0.00 | 0.00 | 1.00 | 0.99 | 0.96 |\n| paneth cell of colon | 811 | 0.00 | 0.00 | 0.74 | 0.39 | 0.00 | 0.00 | 0.93 | 0.88 | 0.84 |\n| granulocyte | 784 | 0.79 | 0.76 | 0.82 | 0.37 | 0.00 | 0.00 | 0.78 | 0.76 | 0.89 |\n| erythroid progenitor cell | 760 | 0.60 | 0.65 | 0.73 | 0.50 | 0.00 | 0.00 | 0.83 | 0.79 | 0.86 |\n| adventitial cell | 736 | 0.30 | 0.00 | 0.68 | 0.10 | 0.00 | 0.00 | 0.41 | 0.39 | 0.66 |\n| hematopoietic stem cell | 713 | 0.54 | 0.15 | 0.62 | 0.11 | 0.00 | 0.00 | 0.80 | 0.84 | 0.85 |\n| respiratory goblet cell | 680 | 0.74 | 0.36 | 0.92 | 0.51 | 0.00 | 0.00 | 0.76 | 0.79 | 0.91 |\n| naive regulatory T cell | 681 | 0.14 | 0.00 | 0.24 | 0.12 | 0.00 | 0.00 | 0.54 | 0.51 | 0.56 |\n| basophil | 645 | 0.19 | 0.00 | 0.65 | 0.66 | 0.00 | 0.00 | 0.86 | 0.89 | 0.88 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 638 | 0.22 | 0.00 | 0.44 | 0.19 | 0.00 | 0.00 | 0.39 | 0.41 | 0.51 |\n| intermediate monocyte | 615 | 0.20 | 0.01 | 0.48 | 0.07 | 0.00 | 0.00 | 0.29 | 0.26 | 0.53 |\n| paneth cell of epithelium of small intestine | 592 | 0.68 | 0.14 | 0.68 | 0.40 | 0.00 | 0.00 | 0.96 | 0.91 | 0.93 |\n| CD8-positive, alpha-beta cytotoxic T cell | 557 | 0.07 | 0.00 | 0.17 | 0.29 | 0.00 | 0.00 | 0.37 | 0.34 | 0.58 |\n| lung ciliated cell | 538 | 0.75 | 0.08 | 0.96 | 0.64 | 0.00 | 0.00 | 0.93 | 0.97 | 0.97 |\n| keratocyte | 537 | 0.81 | 0.00 | 0.46 | 0.14 | 0.00 | 0.00 | 0.70 | 0.52 | 0.68 |\n| thymocyte | 499 | 0.30 | 0.00 | 0.31 | 0.35 | 0.00 | 0.00 | 0.81 | 0.91 | 0.90 |\n| dendritic cell | 467 | 0.36 | 0.10 | 0.67 | 0.16 | 0.00 | 0.01 | 0.44 | 0.49 | 0.73 |\n| lung microvascular endothelial cell | 436 | 0.61 | 0.00 | 0.65 | 0.24 | 0.00 | 0.00 | 0.70 | 0.79 | 0.83 |\n| retinal blood vessel endothelial cell | 419 | 0.46 | 0.00 | 0.14 | 0.19 | 0.00 | 0.00 | 0.79 | 0.83 | 0.83 |\n| muscle cell | 403 | 0.79 | 0.50 | 0.73 | 0.14 | 0.00 | 0.00 | 0.87 | 0.74 | 0.84 |\n| endothelial cell of hepatic sinusoid | 369 | 0.90 | 0.01 | 0.50 | 0.17 | 0.00 | 0.00 | 0.81 | 0.83 | 0.95 |\n| T follicular helper cell | 363 | 0.00 | 0.00 | 0.13 | 0.05 | 0.00 | 0.00 | 0.59 | 0.49 | 0.75 |\n| pancreatic stellate cell | 356 | 0.87 | 0.00 | 0.79 | 0.30 | 0.00 | 0.00 | 0.71 | 0.80 | 0.93 |\n| large intestine goblet cell | 348 | 0.56 | 0.00 | 0.82 | 0.06 | 0.00 | 0.00 | 0.92 | 0.92 | 0.93 |\n| Mueller cell | 332 | 0.47 | 0.52 | 0.72 | 0.28 | 0.00 | 0.00 | 0.98 | 0.96 | 0.88 |\n| fast muscle cell | 321 | 0.79 | 0.94 | 0.96 | 0.58 | 0.00 | 0.00 | 0.99 | 0.93 | 0.97 |\n| ciliated cell | 281 | 0.00 | 0.49 | 0.90 | 0.58 | 0.00 | 0.00 | 0.88 | 0.94 | 0.97 |\n| goblet cell | 270 | 0.00 | 0.13 | 0.66 | 0.13 | 0.00 | 0.00 | 0.84 | 0.79 | 0.89 |\n| CD1c-positive myeloid dendritic cell | 273 | 0.23 | 0.16 | 0.40 | 0.09 | 0.00 | 0.00 | 0.40 | 0.39 | 0.57 |\n| small intestine goblet cell | 266 | 0.00 | 0.00 | 0.88 | 0.33 | 0.00 | 0.00 | 0.89 | 0.94 | 0.97 |\n| common myeloid progenitor | 254 | 0.00 | 0.21 | 0.70 | 0.14 | 0.00 | 0.00 | 0.86 | 0.92 | 0.92 |\n| platelet | 246 | 0.76 | 0.61 | 0.82 | 0.36 | 0.00 | 0.00 | 0.76 | 0.73 | 0.89 |\n| secretory cell | 223 | 0.00 | 0.01 | 0.76 | 0.12 | 0.00 | 0.00 | 0.61 | 0.51 | 0.87 |\n| fibroblast of cardiac tissue | 231 | 0.96 | 0.00 | 0.86 | 0.18 | 0.00 | 0.00 | 0.77 | 0.52 | 0.96 |\n| connective tissue cell | 224 | 0.00 | 0.00 | 0.94 | 0.09 | 0.00 | 0.00 | 0.51 | 0.39 | 0.96 |\n| intestinal crypt stem cell | 225 | 0.00 | 0.30 | 0.58 | 0.10 | 0.00 | 0.00 | 0.82 | 0.85 | 0.91 |\n| tendon cell | 215 | 0.07 | 0.01 | 0.63 | 0.19 | 0.00 | 0.00 | 0.50 | 0.39 | 0.56 |\n| transit amplifying cell of small intestine | 200 | 0.00 | 0.07 | 0.40 | 0.10 | 0.00 | 0.00 | 0.83 | 0.82 | 0.64 |\n| microglial cell | 195 | 0.61 | 0.00 | 0.69 | 0.00 | 0.00 | 0.00 | 0.35 | 0.31 | 0.72 |\n| melanocyte | 191 | 0.90 | 0.74 | 0.87 | 0.28 | 0.00 | 0.00 | 0.69 | 0.81 | 0.94 |\n| transit amplifying cell of colon | 187 | 0.52 | 0.32 | 0.40 | 0.11 | 0.00 | 0.00 | 0.91 | 0.83 | 0.77 |\n| myometrial cell | 175 | 0.31 | 0.00 | 0.56 | 0.10 | 0.00 | 0.00 | 0.50 | 0.69 | 0.71 |\n| myoepithelial cell | 164 | 0.77 | 0.28 | 0.68 | 0.21 | 0.00 | 0.00 | 0.78 | 0.82 | 0.91 |\n| radial glial cell | 182 | 0.00 | 0.01 | 0.33 | 0.08 | 0.00 | 0.00 | 0.67 | 0.58 | 0.80 |\n| epithelial cell of uterus | 175 | 0.69 | 0.05 | 0.83 | 0.09 | 0.00 | 0.00 | 0.67 | 0.65 | 0.77 |\n| intestinal tuft cell | 177 | 0.83 | 0.08 | 0.78 | 0.07 | 0.00 | 0.00 | 0.78 | 0.88 | 0.96 |\n| CD141-positive myeloid dendritic cell | 170 | 0.00 | 0.29 | 0.52 | 0.11 | 0.00 | 0.00 | 0.69 | 0.70 | 0.79 |\n| medullary thymic epithelial cell | 150 | 0.70 | 0.00 | 0.89 | 0.15 | 0.00 | 0.00 | 0.83 | 0.87 | 0.88 |\n| slow muscle cell | 141 | 0.00 | 0.66 | 0.93 | 0.66 | 0.00 | 0.00 | 0.98 | 0.93 | 0.97 |\n| stem cell | 123 | 0.00 | 0.00 | 0.49 | 0.00 | 0.00 | 0.00 | 0.73 | 0.59 | 0.70 |\n| intestinal crypt stem cell of large intestine | 101 | 0.00 | 0.00 | 0.08 | 0.02 | 0.00 | 0.00 | 0.77 | 0.68 | 0.89 |\n| intestinal enteroendocrine cell | 108 | 0.76 | 0.26 | 0.87 | 0.11 | 0.00 | 0.00 | 0.93 | 0.97 | 0.97 |\n| ionocyte | 93 | 0.00 | 0.03 | 0.88 | 0.00 | 0.00 | 0.00 | 0.89 | 0.86 | 0.97 |\n| gut endothelial cell | 88 | 0.00 | 0.00 | 0.65 | 0.00 | 0.00 | 0.00 | 0.50 | 0.46 | 0.66 |\n| type B pancreatic cell | 89 | 0.58 | 0.19 | 0.87 | 0.43 | 0.00 | 0.00 | 0.99 | 0.84 | 0.97 |\n| plasmacytoid dendritic cell | 88 | 0.44 | 0.25 | 0.38 | 0.02 | 0.00 | 0.00 | 0.49 | 0.42 | 0.68 |\n| bronchial smooth muscle cell | 78 | 0.00 | 0.07 | 0.43 | 0.10 | 0.00 | 0.00 | 0.64 | 0.72 | 0.77 |\n| tracheal goblet cell | 68 | 0.00 | 0.00 | 0.69 | 0.43 | 0.00 | 0.00 | 0.88 | 0.96 | 0.91 |\n| intestinal crypt stem cell of small intestine | 62 | 0.00 | 0.00 | 0.83 | 0.48 | 0.00 | 0.00 | 0.94 | 0.95 | 0.96 |\n| pancreatic PP cell | 58 | 0.00 | 0.00 | 0.73 | 0.03 | 0.00 | 0.00 | 0.94 | 0.95 | 0.96 |\n| pancreatic A cell | 67 | 0.00 | 0.14 | 0.84 | 0.45 | 0.00 | 0.00 | 0.99 | 0.99 | 0.99 |\n| mucus secreting cell | 55 | 0.00 | 0.00 | 0.58 | 0.16 | 0.00 | 0.00 | 0.94 | 0.99 | 0.84 |\n| tongue muscle cell | 56 | 0.94 | 0.00 | 0.92 | 0.00 | 0.00 | 0.00 | 0.73 | 0.52 | 0.96 |\n| surface ectodermal cell | 46 | 0.00 | 0.00 | 0.69 | 0.00 | 0.00 | 0.00 | 0.94 | 0.96 | 0.76 |\n| epithelial cell of lacrimal sac | 49 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.00 | 0.90 | 0.88 | 0.97 |\n| retinal pigment epithelial cell | 46 | 0.00 | 0.00 | 0.88 | 0.04 | 0.00 | 0.00 | 1.00 | 0.99 | 0.98 |\n| blood vessel endothelial cell | 44 | 0.00 | 0.00 | 0.72 | 0.09 | 0.00 | 0.00 | 0.17 | 0.92 | 0.92 |\n| salivary gland cell | 40 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 | 0.45 | 0.70 | 0.74 |\n| adipocyte | 41 | 0.00 | 0.00 | 0.68 | 0.05 | 0.00 | 0.00 | 0.98 | 0.95 | 0.95 |\n| immature natural killer cell | 43 | 0.00 | 0.00 | 0.05 | 0.00 | 0.00 | 0.00 | 0.34 | 0.50 | 0.63 |\n| duodenum glandular cell | 42 | 0.00 | 0.01 | 0.91 | 0.71 | 0.00 | 0.00 | 0.99 | 0.90 | 0.98 |\n| intrahepatic cholangiocyte | 37 | 0.86 | 0.00 | 0.83 | 0.00 | 0.00 | 0.00 | 0.99 | 0.93 | 0.86 |\n| mesothelial cell | 36 | 0.00 | 0.25 | 0.64 | 0.00 | 0.00 | 0.00 | 0.59 | 0.76 | 0.82 |\n| serous cell of epithelium of trachea | 38 | 0.00 | 0.00 | 0.71 | 0.00 | 0.00 | 0.00 | 0.86 | 0.80 | 0.90 |\n| Langerhans cell | 34 | 0.00 | 0.11 | 0.64 | 0.38 | 0.00 | 0.00 | 0.62 | 0.79 | 0.76 |\n| retinal bipolar neuron | 29 | 0.00 | 0.13 | 0.39 | 0.00 | 0.00 | 0.00 | 0.95 | 0.98 | 0.57 |\n| liver dendritic cell | 30 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.30 | 0.32 | 0.81 |\n| DN4 thymocyte | 27 | 0.00 | 0.00 | 0.60 | 0.00 | 0.00 | 0.00 | 0.21 | 0.33 | 0.55 |\n| ciliated epithelial cell | 28 | 0.00 | 0.00 | 0.55 | 0.07 | 0.00 | 0.00 | 0.73 | 0.55 | 0.59 |\n| erythroid lineage cell | 28 | 0.00 | 0.00 | 0.46 | 0.13 | 0.00 | 0.00 | 0.80 | 0.37 | 0.73 |\n| pulmonary ionocyte | 18 | 0.00 | 0.00 | 0.91 | 0.00 | 0.00 | 0.00 | 0.82 | 0.62 | 0.94 |\n| mature conventional dendritic cell | 16 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 0.73 | 0.48 |\n| pigmented ciliary epithelial cell | 12 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.00 | 0.80 | 0.96 | 0.96 |\n| serous cell of epithelium of bronchus | 15 | 0.00 | 0.01 | 0.33 | 0.00 | 0.00 | 0.00 | 0.97 | 1.00 | 0.75 |\n| plasmablast | 13 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.27 | 0.24 | 0.00 |\n| sperm | 11 | 0.00 | 0.00 | 0.78 | 0.00 | 0.00 | 0.00 | 0.88 | 0.79 | 0.31 |\n| Schwann cell | 10 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.00 | 0.62 | 0.91 | 0.62 |\n| cell of skeletal muscle | 9 | 0.00 | 0.00 | 0.82 | 0.20 | 0.00 | 0.00 | 0.86 | 0.90 | 0.36 |\n| pancreatic D cell | 8 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.86 |\n| retina horizontal cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.57 |\n| double-positive, alpha-beta thymocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.59 | 0.75 |\n| retinal ganglion cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.75 | 1.00 | 0.00 |\n| myeloid dendritic cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.13 | 0.86 | 0.00 |"
4
  }
celltypist.pkl CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:23718fa71af7f2323bd865fb85adbda147b009ee3248176bb66d275b0678f16d
3
- size 3006483
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d621a963b01b001c11270fb374870d766880749dbfaa984bacf0364da996780e
3
+ size 2701856
faiss_index.index ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3c792cae066f46720a689240311225a8e6f3cfef5036f76ea1ec134490b3c566
3
+ size 86967245
harmony_knn_classifier.index ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:de8d93e38fbb441e6046a2a286a49870167de6700fe8c913b5ab344bc349e45b
3
+ size 85091845
popv_output/predictions.csv CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:fccd446fcb22a99dfdcaef8a5a200a401df1357527d48c98c0f847ed7ffa4b7e
3
- size 32811558
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:65175ab140f9aab2538aee680c85176c23e6cdf9c9bd99f3a6566c4ea35475f3
3
+ size 13299948
preprocessing.json CHANGED
The diff for this file is too large to render. See raw diff
 
pynndescent_index.joblib CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:ca4d9e846694f7b26247a22dfb665a8302c869fcdabb100c6458941ea7af1cd6
3
- size 847259830
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5b7a808a4a359490a4cd2a328189d692966388256391e50cfdcb1d3c574fcc24
3
+ size 357758638
scanvi/model.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:cc6fab010fb16e75f05c0077d989ffeb44bd9e5fba5c6f971c5b67f0af01fe51
3
- size 24003116
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b81613e983d07a52bde5bf635f5f975b9769da852b494ed22a54ad56d54e7134
3
+ size 19463925
scvi/model.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:3fcb0e442c71d8fb57b57182373df7477903bb77d8c274ca8c3793f72959619d
3
- size 22883389
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3a9351b967a8b10168efc9879f2f95fff29ad2aa9678500729327a712f82a8e0
3
+ size 15998342
scvi_knn_classifier.index ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:57b6c81abc7ec08854662dfdd739d2a8d1d42d148898fc442f9b1fb7e8c5ef8b
3
+ size 34036765
svm_classifier.joblib CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:8ed66a7a717f1b008a1f8c858c3d308d82b11c8bb8a580133b38f5dce6964e06
3
- size 28350967
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7cabdf24e02a5271c5e11d9cbbed472ba675d14efca4dbd1faeebe7ff034703c
3
+ size 2540456
xgboost_classifier.model CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:b8a968b11980c626e0d00726e5ef724cbcdf71e58b619f9b0f7bc3340e0efe90
3
- size 48180700
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:acc7b8b67769531a94eda1cc1e444e3cea79997f2b33a970aafee04c9f3239f0
3
+ size 42909913