Upload folder using huggingface_hub

OnClass.data-00000-of-00001

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a34805d479a5e88e7c59666ca646aefa162a011abf5668c530fa638edb05cf24
+oid sha256:6fd4025cf216835089f1e7db26bea5531e7fa08188357ffb029a88fd70c23dc1
 size 27239224

OnClass.npz

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c90460be49f96ed4d942997b9398461bef81df727a1d701d1ac662553582e72b
-size 144112134
+oid sha256:96dc451fefca7b343e59e8c1a38f8bdd6e5fed02b37384c15952a3749f5590b4
+size 144112149

accuracies.json

@@ -1,4 +1,4 @@
 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| cardiac endothelial cell | 1007 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| regular atrial cardiac myocyte | 602 | 0.84 | 0.65 | 0.84 | 0.77 | 0.00 | 0.84 | 0.91 | 0.95 | 0.89 |\n| ventricular cardiac muscle cell | 264 | 0.49 | 0.39 | 0.69 | 0.50 | 0.00 | 0.35 | 0.83 | 0.92 | 0.70 |\n| pericyte | 201 | 0.90 | 0.71 | 0.92 | 0.85 | 0.00 | 0.93 | 0.94 | 0.94 | 0.94 |\n| fibroblast of cardiac tissue | 180 | 0.99 | 0.95 | 0.99 | 0.98 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| smooth muscle cell | 158 | 0.83 | 0.85 | 0.86 | 0.74 | 0.00 | 0.87 | 0.85 | 0.89 | 0.90 |\n| macrophage | 72 | 0.93 | 0.95 | 0.95 | 0.89 | 0.00 | 0.94 | 0.95 | 0.95 | 0.94 |\n| CD8-positive, alpha-beta T cell | 30 | 0.76 | 0.82 | 0.89 | 0.77 | 0.00 | 0.88 | 0.87 | 0.85 | 0.86 |\n| mesothelial cell | 14 | 0.96 | 0.44 | 0.96 | 0.96 | 0.00 | 0.72 | 0.96 | 0.96 | 0.96 |\n| erythrocyte | 9 | 0.70 | 0.57 | 0.70 | 0.80 | 0.00 | 0.70 | 0.76 | 0.67 | 0.67 |\n| neutrophil | 11 | 0.96 | 0.96 | 0.96 | 0.85 | 0.00 | 0.92 | 0.96 | 0.92 | 0.96 |\n| monocyte | 12 | 0.73 | 0.38 | 0.78 | 0.73 | 0.00 | 0.67 | 0.80 | 0.61 | 0.76 |\n| neuron | 9 | 1.00 | 0.71 | 1.00 | 0.63 | 0.00 | 0.82 | 1.00 | 1.00 | 1.00 |\n| natural killer cell | 9 | 0.56 | 0.18 | 0.67 | 0.31 | 0.00 | 0.74 | 0.53 | 0.53 | 0.46 |\n| CD4-positive, alpha-beta T cell | 5 | 0.71 | 0.83 | 0.91 | 0.25 | 0.00 | 1.00 | 0.89 | 0.83 | 0.91 |\n| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mature NK T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasmacytoid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.18 | 0.00 | 0.00 | 0.00 |\n| plasma cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| platelet | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| cardiac endothelial cell | 9085 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| regular atrial cardiac myocyte | 5214 | 0.84 | 0.36 | 0.91 | 0.93 | 0.00 | 0.98 | 0.92 | 0.96 | 0.97 |\n| ventricular cardiac muscle cell | 2335 | 0.52 | 0.36 | 0.81 | 0.82 | 0.00 | 0.97 | 0.85 | 0.93 | 0.93 |\n| pericyte | 1828 | 0.93 | 0.59 | 0.96 | 0.89 | 0.00 | 0.96 | 0.96 | 0.96 | 0.97 |\n| fibroblast of cardiac tissue | 1767 | 0.99 | 0.93 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| smooth muscle cell | 1359 | 0.85 | 0.85 | 0.92 | 0.81 | 0.00 | 0.90 | 0.90 | 0.92 | 0.94 |\n| macrophage | 619 | 0.91 | 0.94 | 0.96 | 0.93 | 0.00 | 0.97 | 0.99 | 0.96 | 0.98 |\n| CD8-positive, alpha-beta T cell | 278 | 0.75 | 0.81 | 0.86 | 0.82 | 0.00 | 0.96 | 1.00 | 1.00 | 0.96 |\n| mesothelial cell | 142 | 0.96 | 0.30 | 0.96 | 0.96 | 0.00 | 0.84 | 0.99 | 0.98 | 0.98 |\n| erythrocyte | 134 | 0.85 | 0.71 | 0.94 | 0.90 | 0.00 | 0.81 | 0.88 | 0.88 | 0.87 |\n| neutrophil | 129 | 0.99 | 0.99 | 0.97 | 0.94 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| monocyte | 112 | 0.69 | 0.45 | 0.82 | 0.80 | 0.00 | 0.76 | 0.98 | 0.89 | 0.97 |\n| neuron | 73 | 0.93 | 0.90 | 0.99 | 0.89 | 0.00 | 0.79 | 0.97 | 0.95 | 0.96 |\n| natural killer cell | 70 | 0.47 | 0.26 | 0.69 | 0.51 | 0.00 | 0.89 | 0.99 | 0.99 | 0.89 |\n| CD4-positive, alpha-beta T cell | 64 | 0.62 | 0.73 | 0.75 | 0.45 | 0.00 | 0.97 | 1.00 | 0.99 | 0.96 |\n| B cell | 16 | 0.82 | 0.83 | 0.88 | 0.62 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| mature NK T cell | 7 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.88 | 1.00 | 1.00 | 0.60 |\n| plasmacytoid dendritic cell | 6 | 0.00 | 0.00 | 0.80 | 0.50 | 0.00 | 0.63 | 1.00 | 1.00 | 1.00 |\n| T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.10 | 1.00 | 1.00 | 1.00 |\n| plasma cell | 3 | 0.00 | 0.00 | 0.80 | 0.67 | 0.00 | 0.20 | 1.00 | 1.00 | 1.00 |\n| mast cell | 3 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| platelet | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| cardiac endothelial cell | 1015 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.98 | 0.99 | 0.99 |\n| regular atrial cardiac myocyte | 590 | 0.82 | 0.66 | 0.83 | 0.78 | 0.00 | 0.74 | 0.93 | 0.95 | 0.90 |\n| ventricular cardiac muscle cell | 259 | 0.52 | 0.34 | 0.67 | 0.50 | 0.00 | 0.48 | 0.87 | 0.90 | 0.74 |\n| pericyte | 202 | 0.93 | 0.73 | 0.93 | 0.85 | 0.00 | 0.93 | 0.95 | 0.95 | 0.94 |\n| fibroblast of cardiac tissue | 194 | 1.00 | 0.96 | 0.99 | 0.98 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| smooth muscle cell | 154 | 0.87 | 0.83 | 0.87 | 0.75 | 0.00 | 0.87 | 0.85 | 0.90 | 0.89 |\n| macrophage | 68 | 0.95 | 0.96 | 0.95 | 0.86 | 0.00 | 0.94 | 0.96 | 0.93 | 0.96 |\n| CD8-positive, alpha-beta T cell | 26 | 0.76 | 0.74 | 0.79 | 0.72 | 0.00 | 0.90 | 0.82 | 0.78 | 0.78 |\n| mesothelial cell | 17 | 0.97 | 0.52 | 0.87 | 0.97 | 0.00 | 0.68 | 0.97 | 0.97 | 0.97 |\n| erythrocyte | 10 | 0.67 | 0.60 | 0.86 | 0.82 | 0.00 | 0.58 | 0.69 | 0.78 | 0.64 |\n| neutrophil | 14 | 1.00 | 1.00 | 1.00 | 0.84 | 0.00 | 0.90 | 0.96 | 0.96 | 1.00 |\n| monocyte | 10 | 0.84 | 0.46 | 0.78 | 0.67 | 0.00 | 0.74 | 0.78 | 0.78 | 0.82 |\n| neuron | 10 | 1.00 | 0.89 | 1.00 | 0.86 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| natural killer cell | 8 | 0.00 | 0.00 | 0.31 | 0.00 | 0.00 | 0.82 | 0.59 | 0.31 | 0.00 |\n| CD4-positive, alpha-beta T cell | 6 | 0.00 | 0.71 | 0.83 | 0.22 | 0.00 | 0.92 | 0.80 | 0.77 | 0.83 |\n| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mature NK T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasmacytoid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasma cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| platelet | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| cardiac endothelial cell | 9077 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.98 | 0.99 | 0.99 |\n| regular atrial cardiac myocyte | 5226 | 0.83 | 0.54 | 0.91 | 0.91 | 0.00 | 0.98 | 0.93 | 0.96 | 0.96 |\n| ventricular cardiac muscle cell | 2340 | 0.56 | 0.39 | 0.80 | 0.77 | 0.00 | 0.97 | 0.87 | 0.92 | 0.91 |\n| pericyte | 1827 | 0.94 | 0.63 | 0.96 | 0.89 | 0.00 | 0.95 | 0.96 | 0.97 | 0.97 |\n| fibroblast of cardiac tissue | 1753 | 0.99 | 0.94 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| smooth muscle cell | 1363 | 0.87 | 0.86 | 0.92 | 0.82 | 0.00 | 0.90 | 0.89 | 0.92 | 0.94 |\n| macrophage | 623 | 0.92 | 0.94 | 0.95 | 0.92 | 0.00 | 0.93 | 0.99 | 0.95 | 0.97 |\n| CD8-positive, alpha-beta T cell | 282 | 0.75 | 0.79 | 0.86 | 0.82 | 0.00 | 0.97 | 1.00 | 1.00 | 0.95 |\n| mesothelial cell | 139 | 0.96 | 0.23 | 0.97 | 0.96 | 0.00 | 0.84 | 1.00 | 0.95 | 0.98 |\n| erythrocyte | 133 | 0.82 | 0.72 | 0.94 | 0.89 | 0.00 | 0.82 | 0.86 | 0.90 | 0.85 |\n| neutrophil | 126 | 0.98 | 0.98 | 0.97 | 0.90 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| monocyte | 114 | 0.71 | 0.45 | 0.82 | 0.80 | 0.00 | 0.85 | 0.98 | 0.91 | 0.96 |\n| neuron | 72 | 0.93 | 0.88 | 0.98 | 0.87 | 0.00 | 0.84 | 0.97 | 0.95 | 0.96 |\n| natural killer cell | 71 | 0.00 | 0.22 | 0.64 | 0.51 | 0.00 | 0.89 | 0.99 | 1.00 | 0.86 |\n| CD4-positive, alpha-beta T cell | 63 | 0.00 | 0.67 | 0.77 | 0.50 | 0.00 | 0.94 | 1.00 | 0.99 | 0.97 |\n| B cell | 16 | 0.00 | 0.81 | 0.85 | 0.45 | 0.00 | 0.91 | 1.00 | 1.00 | 1.00 |\n| mature NK T cell | 7 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.54 | 1.00 | 1.00 | 0.44 |\n| plasmacytoid dendritic cell | 6 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.57 | 1.00 | 1.00 | 1.00 |\n| T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 1.00 | 1.00 | 0.50 |\n| plasma cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.75 | 1.00 | 1.00 | 1.00 |\n| mast cell | 3 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| platelet | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 1.00 | 1.00 | 1.00 |"
 }

celltypist.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c1c4e207992e03516f0cdaf7aa6d96cb86d8ab630ad1dece2caffbfaf1380d55
+oid sha256:3b7ad5c8c83379084c3edeba11e71d3200a3055d1a2706196640d9690e37f9e2
 size 521711

harmony_knn_classifier.joblib

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1b1dbdcd440b54a7e30ac27db3e6632c374bc8c2f85d9f898d883109722b0aba
-size 17788850
+oid sha256:861b8b458f532180d0d0ee8473ed869fba4e2c3610f887433677e9f7cb21eb77
+size 17840514

preprocessing.json

@@ -17,8 +17,8 @@
         "ENSG00000003436",
         "ENSG00000004142",
         "ENSG00000004864",
+        "ENSG00000004866",
         "ENSG00000005102",
-        "ENSG00000005469",
         "ENSG00000005801",
         "ENSG00000005844",
         "ENSG00000005893",
@@ -34,6 +34,7 @@
         "ENSG00000006715",
         "ENSG00000006744",
         "ENSG00000006756",
+        "ENSG00000006831",
         "ENSG00000007129",
         "ENSG00000007312",
         "ENSG00000007314",
@@ -62,6 +63,7 @@
         "ENSG00000010539",
         "ENSG00000010610",
         "ENSG00000010704",
+        "ENSG00000010818",
         "ENSG00000011007",
         "ENSG00000011009",
         "ENSG00000011132",
@@ -82,7 +84,6 @@
         "ENSG00000013375",
         "ENSG00000013392",
         "ENSG00000013573",
-        "ENSG00000013583",
         "ENSG00000013588",
         "ENSG00000013619",
         "ENSG00000014138",
@@ -106,11 +107,9 @@
         "ENSG00000021776",
         "ENSG00000023171",
         "ENSG00000023191",
-        "ENSG00000023287",
         "ENSG00000023330",
         "ENSG00000023445",
         "ENSG00000023516",
-        "ENSG00000023697",
         "ENSG00000023734",
         "ENSG00000023892",
         "ENSG00000025293",
@@ -119,10 +118,10 @@
         "ENSG00000025772",
         "ENSG00000026103",
         "ENSG00000027001",
+        "ENSG00000027697",
         "ENSG00000027869",
         "ENSG00000028137",
         "ENSG00000030066",
-        "ENSG00000030582",
         "ENSG00000031698",
         "ENSG00000032389",
         "ENSG00000032444",
@@ -157,16 +156,16 @@
         "ENSG00000046604",
         "ENSG00000047365",
         "ENSG00000047410",
-        "ENSG00000047579",
+        "ENSG00000047578",
         "ENSG00000047644",
         "ENSG00000048405",
         "ENSG00000048544",
+        "ENSG00000048649",
         "ENSG00000049883",
         "ENSG00000050130",
         "ENSG00000050327",
         "ENSG00000050344",
         "ENSG00000051108",
-        "ENSG00000052802",
         "ENSG00000053900",
         "ENSG00000054938",
         "ENSG00000054967",
@@ -177,6 +176,7 @@
         "ENSG00000055813",
         "ENSG00000056736",
         "ENSG00000056972",
+        "ENSG00000056998",
         "ENSG00000057468",
         "ENSG00000057657",
         "ENSG00000057663",
@@ -184,8 +184,8 @@
         "ENSG00000057757",
         "ENSG00000058056",
         "ENSG00000058085",
+        "ENSG00000058729",
         "ENSG00000059145",
-        "ENSG00000059378",
         "ENSG00000059573",
         "ENSG00000059588",
         "ENSG00000059804",
@@ -204,6 +204,7 @@
         "ENSG00000064547",
         "ENSG00000064933",
         "ENSG00000064961",
+        "ENSG00000065000",
         "ENSG00000065060",
         "ENSG00000065154",
         "ENSG00000065183",
@@ -213,18 +214,19 @@
         "ENSG00000065457",
         "ENSG00000065665",
         "ENSG00000065717",
+        "ENSG00000065911",
         "ENSG00000066294",
         "ENSG00000066322",
-        "ENSG00000066379",
         "ENSG00000066583",
         "ENSG00000066697",
         "ENSG00000066926",
-        "ENSG00000067057",
         "ENSG00000067167",
+        "ENSG00000067177",
         "ENSG00000067182",
         "ENSG00000067221",
         "ENSG00000067445",
         "ENSG00000067560",
+        "ENSG00000067596",
         "ENSG00000067606",
         "ENSG00000067955",
         "ENSG00000068028",
@@ -238,6 +240,7 @@
         "ENSG00000069974",
         "ENSG00000070047",
         "ENSG00000070061",
+        "ENSG00000070159",
         "ENSG00000070269",
         "ENSG00000070423",
         "ENSG00000070526",
@@ -249,9 +252,8 @@
         "ENSG00000071553",
         "ENSG00000071655",
         "ENSG00000071894",
-        "ENSG00000071909",
         "ENSG00000072133",
-        "ENSG00000072210",
+        "ENSG00000072415",
         "ENSG00000072657",
         "ENSG00000072694",
         "ENSG00000072756",
@@ -269,7 +271,6 @@
         "ENSG00000074410",
         "ENSG00000074416",
         "ENSG00000074660",
-        "ENSG00000074695",
         "ENSG00000074800",
         "ENSG00000074935",
         "ENSG00000075089",
@@ -277,7 +278,6 @@
         "ENSG00000075142",
         "ENSG00000075188",
         "ENSG00000075234",
-        "ENSG00000075239",
         "ENSG00000075303",
         "ENSG00000075340",
         "ENSG00000075426",
@@ -309,12 +309,12 @@
         "ENSG00000079385",
         "ENSG00000079387",
         "ENSG00000079689",
+        "ENSG00000079974",
         "ENSG00000080007",
         "ENSG00000080189",
         "ENSG00000080503",
         "ENSG00000080815",
         "ENSG00000080823",
-        "ENSG00000080824",
         "ENSG00000080986",
         "ENSG00000081041",
         "ENSG00000081237",
@@ -325,7 +325,6 @@
         "ENSG00000081760",
         "ENSG00000081803",
         "ENSG00000081818",
-        "ENSG00000081923",
         "ENSG00000082175",
         "ENSG00000082213",
         "ENSG00000082293",
@@ -339,6 +338,7 @@
         "ENSG00000083812",
         "ENSG00000083814",
         "ENSG00000083817",
+        "ENSG00000084072",
         "ENSG00000084092",
         "ENSG00000084234",
         "ENSG00000084444",
@@ -356,13 +356,11 @@
         "ENSG00000086289",
         "ENSG00000086544",
         "ENSG00000086666",
-        "ENSG00000086758",
         "ENSG00000086827",
         "ENSG00000087008",
         "ENSG00000087086",
         "ENSG00000087191",
         "ENSG00000087589",
-        "ENSG00000087842",
         "ENSG00000088035",
         "ENSG00000088320",
         "ENSG00000088451",
@@ -382,6 +380,7 @@
         "ENSG00000089775",
         "ENSG00000089818",
         "ENSG00000089820",
+        "ENSG00000089847",
         "ENSG00000089876",
         "ENSG00000090104",
         "ENSG00000090339",
@@ -395,15 +394,16 @@
         "ENSG00000090857",
         "ENSG00000090975",
         "ENSG00000091136",
+        "ENSG00000091317",
         "ENSG00000091428",
         "ENSG00000091536",
-        "ENSG00000091704",
         "ENSG00000091732",
         "ENSG00000091986",
         "ENSG00000092020",
         "ENSG00000092036",
         "ENSG00000092068",
         "ENSG00000092098",
+        "ENSG00000092201",
         "ENSG00000092330",
         "ENSG00000092421",
         "ENSG00000092529",
@@ -412,15 +412,18 @@
         "ENSG00000092871",
         "ENSG00000092929",
         "ENSG00000093000",
+        "ENSG00000093010",
         "ENSG00000093072",
-        "ENSG00000094631",
+        "ENSG00000094755",
         "ENSG00000094841",
         "ENSG00000094880",
-        "ENSG00000094914",
+        "ENSG00000094963",
         "ENSG00000095002",
         "ENSG00000095110",
         "ENSG00000095303",
+        "ENSG00000095370",
         "ENSG00000095380",
+        "ENSG00000095464",
         "ENSG00000095585",
         "ENSG00000095713",
         "ENSG00000096070",
@@ -475,11 +478,13 @@
         "ENSG00000100325",
         "ENSG00000100336",
         "ENSG00000100342",
+        "ENSG00000100344",
         "ENSG00000100345",
         "ENSG00000100348",
         "ENSG00000100364",
         "ENSG00000100365",
         "ENSG00000100368",
+        "ENSG00000100393",
         "ENSG00000100395",
         "ENSG00000100410",
         "ENSG00000100439",
@@ -490,9 +495,7 @@
         "ENSG00000100526",
         "ENSG00000100532",
         "ENSG00000100564",
-        "ENSG00000100591",
         "ENSG00000100599",
-        "ENSG00000100601",
         "ENSG00000100731",
         "ENSG00000100744",
         "ENSG00000100749",
@@ -502,14 +505,17 @@
         "ENSG00000100889",
         "ENSG00000100906",
         "ENSG00000100911",
+        "ENSG00000100938",
         "ENSG00000100949",
         "ENSG00000101000",
+        "ENSG00000101052",
         "ENSG00000101076",
         "ENSG00000101079",
         "ENSG00000101104",
         "ENSG00000101126",
         "ENSG00000101138",
         "ENSG00000101146",
+        "ENSG00000101150",
         "ENSG00000101161",
         "ENSG00000101187",
         "ENSG00000101199",
@@ -523,13 +529,12 @@
         "ENSG00000101346",
         "ENSG00000101350",
         "ENSG00000101391",
+        "ENSG00000101407",
         "ENSG00000101412",
         "ENSG00000101417",
-        "ENSG00000101440",
         "ENSG00000101443",
         "ENSG00000101444",
         "ENSG00000101452",
-        "ENSG00000101457",
         "ENSG00000101558",
         "ENSG00000101608",
         "ENSG00000101638",
@@ -538,10 +543,12 @@
         "ENSG00000101825",
         "ENSG00000101843",
         "ENSG00000101844",
+        "ENSG00000101846",
         "ENSG00000101888",
         "ENSG00000101911",
         "ENSG00000101916",
         "ENSG00000101938",
+        "ENSG00000101966",
         "ENSG00000101997",
         "ENSG00000102003",
         "ENSG00000102007",
@@ -550,6 +557,7 @@
         "ENSG00000102057",
         "ENSG00000102078",
         "ENSG00000102096",
+        "ENSG00000102100",
         "ENSG00000102125",
         "ENSG00000102144",
         "ENSG00000102178",
@@ -579,7 +587,6 @@
         "ENSG00000102886",
         "ENSG00000102890",
         "ENSG00000102897",
-        "ENSG00000102900",
         "ENSG00000102934",
         "ENSG00000103035",
         "ENSG00000103061",
@@ -588,14 +595,13 @@
         "ENSG00000103150",
         "ENSG00000103152",
         "ENSG00000103168",
-        "ENSG00000103248",
+        "ENSG00000103319",
         "ENSG00000103343",
         "ENSG00000103353",
         "ENSG00000103356",
         "ENSG00000103404",
         "ENSG00000103429",
         "ENSG00000103494",
-        "ENSG00000103502",
         "ENSG00000103512",
         "ENSG00000103522",
         "ENSG00000103647",
@@ -671,7 +677,6 @@
         "ENSG00000105829",
         "ENSG00000105849",
         "ENSG00000105851",
-        "ENSG00000105852",
         "ENSG00000105855",
         "ENSG00000105865",
         "ENSG00000105875",
@@ -685,6 +690,7 @@
         "ENSG00000106003",
         "ENSG00000106013",
         "ENSG00000106080",
+        "ENSG00000106105",
         "ENSG00000106125",
         "ENSG00000106246",
         "ENSG00000106258",
@@ -734,6 +740,7 @@
         "ENSG00000107789",
         "ENSG00000107815",
         "ENSG00000107874",
+        "ENSG00000107882",
         "ENSG00000107897",
         "ENSG00000107951",
         "ENSG00000107959",
@@ -748,6 +755,7 @@
         "ENSG00000108384",
         "ENSG00000108387",
         "ENSG00000108405",
+        "ENSG00000108443",
         "ENSG00000108469",
         "ENSG00000108479",
         "ENSG00000108582",
@@ -758,7 +766,6 @@
         "ENSG00000108639",
         "ENSG00000108651",
         "ENSG00000108669",
-        "ENSG00000108671",
         "ENSG00000108679",
         "ENSG00000108691",
         "ENSG00000108733",
@@ -771,7 +778,6 @@
         "ENSG00000109065",
         "ENSG00000109072",
         "ENSG00000109079",
-        "ENSG00000109089",
         "ENSG00000109107",
         "ENSG00000109118",
         "ENSG00000109133",
@@ -781,7 +787,7 @@
         "ENSG00000109321",
         "ENSG00000109501",
         "ENSG00000109519",
-        "ENSG00000109536",
+        "ENSG00000109534",
         "ENSG00000109618",
         "ENSG00000109654",
         "ENSG00000109667",
@@ -839,11 +845,11 @@
         "ENSG00000111424",
         "ENSG00000111445",
         "ENSG00000111450",
-        "ENSG00000111490",
         "ENSG00000111581",
         "ENSG00000111602",
         "ENSG00000111615",
         "ENSG00000111640",
+        "ENSG00000111666",
         "ENSG00000111669",
         "ENSG00000111670",
         "ENSG00000111725",
@@ -854,27 +860,22 @@
         "ENSG00000111834",
         "ENSG00000111837",
         "ENSG00000111845",
-        "ENSG00000111859",
         "ENSG00000111897",
         "ENSG00000111907",
         "ENSG00000111911",
         "ENSG00000112029",
-        "ENSG00000112053",
         "ENSG00000112118",
         "ENSG00000112130",
         "ENSG00000112167",
         "ENSG00000112234",
         "ENSG00000112293",
         "ENSG00000112303",
-        "ENSG00000112309",
-        "ENSG00000112319",
         "ENSG00000112335",
         "ENSG00000112343",
         "ENSG00000112365",
         "ENSG00000112367",
         "ENSG00000112378",
         "ENSG00000112511",
-        "ENSG00000112576",
         "ENSG00000112592",
         "ENSG00000112659",
         "ENSG00000112685",
@@ -888,12 +889,12 @@
         "ENSG00000113070",
         "ENSG00000113108",
         "ENSG00000113119",
+        "ENSG00000113163",
         "ENSG00000113209",
         "ENSG00000113231",
         "ENSG00000113240",
         "ENSG00000113248",
         "ENSG00000113318",
-        "ENSG00000113319",
         "ENSG00000113389",
         "ENSG00000113460",
         "ENSG00000113504",
@@ -931,7 +932,6 @@
         "ENSG00000115138",
         "ENSG00000115165",
         "ENSG00000115170",
-        "ENSG00000115204",
         "ENSG00000115216",
         "ENSG00000115232",
         "ENSG00000115233",
@@ -958,6 +958,7 @@
         "ENSG00000115526",
         "ENSG00000115548",
         "ENSG00000115561",
+        "ENSG00000115594",
         "ENSG00000115596",
         "ENSG00000115602",
         "ENSG00000115607",
@@ -970,7 +971,6 @@
         "ENSG00000115806",
         "ENSG00000115828",
         "ENSG00000115841",
-        "ENSG00000115866",
         "ENSG00000115902",
         "ENSG00000115956",
         "ENSG00000115963",
@@ -980,7 +980,6 @@
         "ENSG00000116096",
         "ENSG00000116205",
         "ENSG00000116213",
-        "ENSG00000116221",
         "ENSG00000116299",
         "ENSG00000116478",
         "ENSG00000116514",
@@ -990,7 +989,6 @@
         "ENSG00000116690",
         "ENSG00000116701",
         "ENSG00000116752",
-        "ENSG00000116761",
         "ENSG00000116771",
         "ENSG00000116809",
         "ENSG00000116830",
@@ -1030,8 +1028,9 @@
         "ENSG00000118193",
         "ENSG00000118197",
         "ENSG00000118257",
-        "ENSG00000118263",
+        "ENSG00000118307",
         "ENSG00000118308",
+        "ENSG00000118412",
         "ENSG00000118482",
         "ENSG00000118503",
         "ENSG00000118508",
@@ -1059,7 +1058,9 @@
         "ENSG00000119397",
         "ENSG00000119401",
         "ENSG00000119408",
+        "ENSG00000119411",
         "ENSG00000119508",
+        "ENSG00000119673",
         "ENSG00000119682",
         "ENSG00000119684",
         "ENSG00000119685",
@@ -1076,9 +1077,11 @@
         "ENSG00000119922",
         "ENSG00000119927",
         "ENSG00000119929",
+        "ENSG00000119953",
         "ENSG00000119965",
         "ENSG00000119977",
         "ENSG00000119986",
+        "ENSG00000120008",
         "ENSG00000120053",
         "ENSG00000120075",
         "ENSG00000120129",
@@ -1108,7 +1111,6 @@
         "ENSG00000120942",
         "ENSG00000120948",
         "ENSG00000120949",
-        "ENSG00000120963",
         "ENSG00000121039",
         "ENSG00000121073",
         "ENSG00000121210",
@@ -1121,6 +1123,7 @@
         "ENSG00000121764",
         "ENSG00000121775",
         "ENSG00000121797",
+        "ENSG00000121858",
         "ENSG00000121864",
         "ENSG00000121897",
         "ENSG00000121898",
@@ -1140,17 +1143,19 @@
         "ENSG00000122512",
         "ENSG00000122547",
         "ENSG00000122550",
+        "ENSG00000122574",
         "ENSG00000122585",
         "ENSG00000122591",
         "ENSG00000122643",
+        "ENSG00000122679",
         "ENSG00000122696",
         "ENSG00000122778",
+        "ENSG00000122787",
         "ENSG00000122861",
         "ENSG00000122863",
         "ENSG00000122882",
         "ENSG00000122912",
         "ENSG00000122952",
-        "ENSG00000122958",
         "ENSG00000122971",
         "ENSG00000122986",
         "ENSG00000123064",
@@ -1182,6 +1187,7 @@
         "ENSG00000124120",
         "ENSG00000124191",
         "ENSG00000124203",
+        "ENSG00000124207",
         "ENSG00000124209",
         "ENSG00000124212",
         "ENSG00000124216",
@@ -1189,7 +1195,6 @@
         "ENSG00000124249",
         "ENSG00000124275",
         "ENSG00000124279",
-        "ENSG00000124380",
         "ENSG00000124444",
         "ENSG00000124491",
         "ENSG00000124508",
@@ -1200,9 +1205,12 @@
         "ENSG00000124608",
         "ENSG00000124743",
         "ENSG00000124749",
+        "ENSG00000124766",
+        "ENSG00000124789",
         "ENSG00000124920",
         "ENSG00000125046",
         "ENSG00000125089",
+        "ENSG00000125144",
         "ENSG00000125148",
         "ENSG00000125149",
         "ENSG00000125166",
@@ -1212,8 +1220,8 @@
         "ENSG00000125434",
         "ENSG00000125449",
         "ENSG00000125450",
-        "ENSG00000125454",
         "ENSG00000125484",
+        "ENSG00000125485",
         "ENSG00000125630",
         "ENSG00000125637",
         "ENSG00000125735",
@@ -1229,7 +1237,6 @@
         "ENSG00000125898",
         "ENSG00000125912",
         "ENSG00000125945",
-        "ENSG00000125968",
         "ENSG00000125970",
         "ENSG00000126062",
         "ENSG00000126106",
@@ -1265,6 +1272,7 @@
         "ENSG00000127666",
         "ENSG00000127824",
         "ENSG00000127920",
+        "ENSG00000127948",
         "ENSG00000127951",
         "ENSG00000127955",
         "ENSG00000128039",
@@ -1299,6 +1307,7 @@
         "ENSG00000129028",
         "ENSG00000129103",
         "ENSG00000129128",
+        "ENSG00000129158",
         "ENSG00000129170",
         "ENSG00000129219",
         "ENSG00000129226",
@@ -1310,13 +1319,14 @@
         "ENSG00000129538",
         "ENSG00000129667",
         "ENSG00000129673",
-        "ENSG00000129993",
         "ENSG00000130032",
         "ENSG00000130037",
         "ENSG00000130052",
         "ENSG00000130066",
         "ENSG00000130119",
         "ENSG00000130150",
+        "ENSG00000130159",
+        "ENSG00000130164",
         "ENSG00000130177",
         "ENSG00000130244",
         "ENSG00000130303",
@@ -1332,13 +1342,13 @@
         "ENSG00000130592",
         "ENSG00000130595",
         "ENSG00000130635",
-        "ENSG00000130640",
         "ENSG00000130707",
         "ENSG00000130713",
         "ENSG00000130764",
         "ENSG00000130766",
         "ENSG00000130775",
         "ENSG00000130787",
+        "ENSG00000130813",
         "ENSG00000130827",
         "ENSG00000130844",
         "ENSG00000130856",
@@ -1346,7 +1356,6 @@
         "ENSG00000130939",
         "ENSG00000130956",
         "ENSG00000130962",
-        "ENSG00000130985",
         "ENSG00000130988",
         "ENSG00000131042",
         "ENSG00000131043",
@@ -1361,13 +1370,14 @@
         "ENSG00000131351",
         "ENSG00000131373",
         "ENSG00000131381",
-        "ENSG00000131386",
         "ENSG00000131435",
         "ENSG00000131462",
+        "ENSG00000131471",
         "ENSG00000131503",
         "ENSG00000131584",
         "ENSG00000131634",
         "ENSG00000131669",
+        "ENSG00000131724",
         "ENSG00000131748",
         "ENSG00000131778",
         "ENSG00000131779",
@@ -1400,11 +1410,12 @@
         "ENSG00000132622",
         "ENSG00000132646",
         "ENSG00000132661",
+        "ENSG00000132664",
         "ENSG00000132740",
         "ENSG00000132768",
         "ENSG00000132773",
-        "ENSG00000132781",
         "ENSG00000132792",
+        "ENSG00000132824",
         "ENSG00000132906",
         "ENSG00000132950",
         "ENSG00000133019",
@@ -1429,6 +1440,7 @@
         "ENSG00000133742",
         "ENSG00000133794",
         "ENSG00000133800",
+        "ENSG00000133935",
         "ENSG00000133985",
         "ENSG00000134013",
         "ENSG00000134014",
@@ -1442,6 +1454,7 @@
         "ENSG00000134326",
         "ENSG00000134333",
         "ENSG00000134343",
+        "ENSG00000134460",
         "ENSG00000134490",
         "ENSG00000134539",
         "ENSG00000134574",
@@ -1450,7 +1463,6 @@
         "ENSG00000134802",
         "ENSG00000134815",
         "ENSG00000134817",
-        "ENSG00000134852",
         "ENSG00000134884",
         "ENSG00000134899",
         "ENSG00000134955",
@@ -1464,7 +1476,6 @@
         "ENSG00000135093",
         "ENSG00000135164",
         "ENSG00000135218",
-        "ENSG00000135241",
         "ENSG00000135253",
         "ENSG00000135297",
         "ENSG00000135317",
@@ -1506,10 +1517,11 @@
         "ENSG00000136010",
         "ENSG00000136014",
         "ENSG00000136040",
+        "ENSG00000136098",
         "ENSG00000136114",
-        "ENSG00000136143",
         "ENSG00000136144",
         "ENSG00000136152",
+        "ENSG00000136158",
         "ENSG00000136159",
         "ENSG00000136160",
         "ENSG00000136235",
@@ -1523,22 +1535,16 @@
         "ENSG00000136463",
         "ENSG00000136485",
         "ENSG00000136504",
-        "ENSG00000136514",
         "ENSG00000136521",
         "ENSG00000136535",
         "ENSG00000136636",
         "ENSG00000136699",
-        "ENSG00000136710",
         "ENSG00000136717",
-        "ENSG00000136720",
         "ENSG00000136802",
         "ENSG00000136807",
         "ENSG00000136816",
-        "ENSG00000136819",
         "ENSG00000136827",
-        "ENSG00000136840",
         "ENSG00000136859",
-        "ENSG00000136861",
         "ENSG00000136867",
         "ENSG00000136875",
         "ENSG00000136897",
@@ -1548,17 +1554,16 @@
         "ENSG00000136932",
         "ENSG00000136933",
         "ENSG00000136940",
-        "ENSG00000136944",
         "ENSG00000136960",
         "ENSG00000136997",
         "ENSG00000136999",
         "ENSG00000137070",
         "ENSG00000137135",
         "ENSG00000137168",
-        "ENSG00000137171",
         "ENSG00000137185",
         "ENSG00000137193",
         "ENSG00000137207",
+        "ENSG00000137261",
         "ENSG00000137269",
         "ENSG00000137343",
         "ENSG00000137393",
@@ -1575,11 +1580,11 @@
         "ENSG00000137507",
         "ENSG00000137509",
         "ENSG00000137563",
+        "ENSG00000137571",
         "ENSG00000137575",
         "ENSG00000137601",
         "ENSG00000137656",
         "ENSG00000137699",
-        "ENSG00000137700",
         "ENSG00000137727",
         "ENSG00000137731",
         "ENSG00000137752",
@@ -1593,7 +1598,6 @@
         "ENSG00000137845",
         "ENSG00000137857",
         "ENSG00000137872",
-        "ENSG00000137947",
         "ENSG00000137955",
         "ENSG00000137959",
         "ENSG00000137965",
@@ -1604,6 +1608,7 @@
         "ENSG00000138061",
         "ENSG00000138073",
         "ENSG00000138074",
+        "ENSG00000138079",
         "ENSG00000138107",
         "ENSG00000138152",
         "ENSG00000138160",
@@ -1635,7 +1640,6 @@
         "ENSG00000138785",
         "ENSG00000138794",
         "ENSG00000138821",
-        "ENSG00000138835",
         "ENSG00000138867",
         "ENSG00000138964",
         "ENSG00000139133",
@@ -1715,13 +1719,13 @@
         "ENSG00000141642",
         "ENSG00000141644",
         "ENSG00000141655",
-        "ENSG00000141664",
         "ENSG00000141665",
         "ENSG00000141682",
         "ENSG00000141934",
         "ENSG00000141956",
         "ENSG00000141994",
         "ENSG00000142039",
+        "ENSG00000142046",
         "ENSG00000142065",
         "ENSG00000142082",
         "ENSG00000142089",
@@ -1744,6 +1748,7 @@
         "ENSG00000142961",
         "ENSG00000142973",
         "ENSG00000143036",
+        "ENSG00000143079",
         "ENSG00000143119",
         "ENSG00000143127",
         "ENSG00000143164",
@@ -1753,9 +1758,8 @@
         "ENSG00000143226",
         "ENSG00000143248",
         "ENSG00000143258",
-        "ENSG00000143303",
-        "ENSG00000143314",
         "ENSG00000143315",
+        "ENSG00000143319",
         "ENSG00000143333",
         "ENSG00000143373",
         "ENSG00000143374",
@@ -1771,6 +1775,7 @@
         "ENSG00000143554",
         "ENSG00000143590",
         "ENSG00000143603",
+        "ENSG00000143624",
         "ENSG00000143643",
         "ENSG00000143756",
         "ENSG00000143801",
@@ -1791,7 +1796,6 @@
         "ENSG00000144233",
         "ENSG00000144362",
         "ENSG00000144369",
-        "ENSG00000144452",
         "ENSG00000144476",
         "ENSG00000144485",
         "ENSG00000144524",
@@ -1800,9 +1804,9 @@
         "ENSG00000144580",
         "ENSG00000144591",
         "ENSG00000144597",
+        "ENSG00000144644",
         "ENSG00000144645",
         "ENSG00000144647",
-        "ENSG00000144659",
         "ENSG00000144736",
         "ENSG00000144741",
         "ENSG00000144802",
@@ -1811,7 +1815,6 @@
         "ENSG00000144895",
         "ENSG00000144908",
         "ENSG00000144909",
-        "ENSG00000144959",
         "ENSG00000145014",
         "ENSG00000145022",
         "ENSG00000145191",
@@ -1839,12 +1842,12 @@
         "ENSG00000146021",
         "ENSG00000146054",
         "ENSG00000146063",
-        "ENSG00000146090",
         "ENSG00000146112",
         "ENSG00000146192",
         "ENSG00000146232",
         "ENSG00000146242",
         "ENSG00000146263",
+        "ENSG00000146267",
         "ENSG00000146278",
         "ENSG00000146386",
         "ENSG00000146409",
@@ -1897,7 +1900,6 @@
         "ENSG00000148341",
         "ENSG00000148411",
         "ENSG00000148459",
-        "ENSG00000148481",
         "ENSG00000148719",
         "ENSG00000148814",
         "ENSG00000148835",
@@ -1919,7 +1921,6 @@
         "ENSG00000149548",
         "ENSG00000149564",
         "ENSG00000149573",
-        "ENSG00000149582",
         "ENSG00000149636",
         "ENSG00000149658",
         "ENSG00000149679",
@@ -1930,16 +1931,16 @@
         "ENSG00000150281",
         "ENSG00000150401",
         "ENSG00000150433",
-        "ENSG00000150510",
+        "ENSG00000150459",
         "ENSG00000150594",
         "ENSG00000150625",
         "ENSG00000150630",
         "ENSG00000150687",
-        "ENSG00000150712",
         "ENSG00000150961",
         "ENSG00000150967",
         "ENSG00000150977",
         "ENSG00000151014",
+        "ENSG00000151025",
         "ENSG00000151093",
         "ENSG00000151116",
         "ENSG00000151117",
@@ -1948,6 +1949,7 @@
         "ENSG00000151233",
         "ENSG00000151287",
         "ENSG00000151338",
+        "ENSG00000151348",
         "ENSG00000151458",
         "ENSG00000151468",
         "ENSG00000151470",
@@ -1959,7 +1961,6 @@
         "ENSG00000151576",
         "ENSG00000151640",
         "ENSG00000151655",
-        "ENSG00000151657",
         "ENSG00000151689",
         "ENSG00000151692",
         "ENSG00000151746",
@@ -1986,8 +1987,8 @@
         "ENSG00000152582",
         "ENSG00000152583",
         "ENSG00000152642",
-        "ENSG00000152661",
         "ENSG00000152683",
+        "ENSG00000152689",
         "ENSG00000152700",
         "ENSG00000152749",
         "ENSG00000152760",
@@ -2002,7 +2003,6 @@
         "ENSG00000153044",
         "ENSG00000153046",
         "ENSG00000153113",
-        "ENSG00000153147",
         "ENSG00000153157",
         "ENSG00000153162",
         "ENSG00000153207",
@@ -2015,6 +2015,7 @@
         "ENSG00000153551",
         "ENSG00000153721",
         "ENSG00000153786",
+        "ENSG00000153802",
         "ENSG00000153896",
         "ENSG00000153933",
         "ENSG00000153975",
@@ -2060,7 +2061,6 @@
         "ENSG00000155287",
         "ENSG00000155363",
         "ENSG00000155367",
-        "ENSG00000155463",
         "ENSG00000155465",
         "ENSG00000155506",
         "ENSG00000155545",
@@ -2108,22 +2108,20 @@
         "ENSG00000156983",
         "ENSG00000157150",
         "ENSG00000157152",
-        "ENSG00000157191",
         "ENSG00000157214",
         "ENSG00000157349",
         "ENSG00000157353",
         "ENSG00000157429",
         "ENSG00000157510",
         "ENSG00000157514",
-        "ENSG00000157538",
         "ENSG00000157570",
+        "ENSG00000157601",
         "ENSG00000157613",
         "ENSG00000157625",
         "ENSG00000157637",
         "ENSG00000157654",
         "ENSG00000157703",
         "ENSG00000157734",
-        "ENSG00000157766",
         "ENSG00000157778",
         "ENSG00000157782",
         "ENSG00000157800",
@@ -2132,17 +2130,14 @@
         "ENSG00000157873",
         "ENSG00000158006",
         "ENSG00000158079",
-        "ENSG00000158104",
         "ENSG00000158109",
         "ENSG00000158113",
         "ENSG00000158158",
         "ENSG00000158164",
-        "ENSG00000158186",
         "ENSG00000158220",
         "ENSG00000158234",
         "ENSG00000158301",
         "ENSG00000158411",
-        "ENSG00000158427",
         "ENSG00000158435",
         "ENSG00000158445",
         "ENSG00000158483",
@@ -2167,6 +2162,7 @@
         "ENSG00000159189",
         "ENSG00000159200",
         "ENSG00000159231",
+        "ENSG00000159251",
         "ENSG00000159314",
         "ENSG00000159322",
         "ENSG00000159346",
@@ -2242,6 +2238,7 @@
         "ENSG00000161940",
         "ENSG00000161996",
         "ENSG00000162086",
+        "ENSG00000162129",
         "ENSG00000162144",
         "ENSG00000162174",
         "ENSG00000162188",
@@ -2250,7 +2247,6 @@
         "ENSG00000162367",
         "ENSG00000162396",
         "ENSG00000162426",
-        "ENSG00000162433",
         "ENSG00000162493",
         "ENSG00000162496",
         "ENSG00000162517",
@@ -2268,7 +2264,6 @@
         "ENSG00000162670",
         "ENSG00000162706",
         "ENSG00000162729",
-        "ENSG00000162745",
         "ENSG00000162753",
         "ENSG00000162769",
         "ENSG00000162775",
@@ -2283,7 +2278,6 @@
         "ENSG00000162951",
         "ENSG00000162971",
         "ENSG00000162981",
-        "ENSG00000162994",
         "ENSG00000162998",
         "ENSG00000163002",
         "ENSG00000163013",
@@ -2308,6 +2302,7 @@
         "ENSG00000163453",
         "ENSG00000163468",
         "ENSG00000163481",
+        "ENSG00000163491",
         "ENSG00000163516",
         "ENSG00000163517",
         "ENSG00000163520",
@@ -2317,7 +2312,6 @@
         "ENSG00000163576",
         "ENSG00000163611",
         "ENSG00000163630",
-        "ENSG00000163631",
         "ENSG00000163673",
         "ENSG00000163683",
         "ENSG00000163684",
@@ -2338,11 +2332,12 @@
         "ENSG00000163812",
         "ENSG00000163818",
         "ENSG00000163832",
+        "ENSG00000163848",
         "ENSG00000163864",
-        "ENSG00000163872",
         "ENSG00000163874",
         "ENSG00000163875",
         "ENSG00000163877",
+        "ENSG00000163900",
         "ENSG00000163918",
         "ENSG00000163933",
         "ENSG00000163935",
@@ -2350,7 +2345,7 @@
         "ENSG00000163975",
         "ENSG00000164002",
         "ENSG00000164011",
-        "ENSG00000164032",
+        "ENSG00000164023",
         "ENSG00000164038",
         "ENSG00000164039",
         "ENSG00000164050",
@@ -2408,11 +2403,9 @@
         "ENSG00000164885",
         "ENSG00000164920",
         "ENSG00000164929",
-        "ENSG00000164930",
         "ENSG00000164932",
         "ENSG00000164933",
         "ENSG00000164934",
-        "ENSG00000164944",
         "ENSG00000164946",
         "ENSG00000164961",
         "ENSG00000164970",
@@ -2423,12 +2416,16 @@
         "ENSG00000165078",
         "ENSG00000165105",
         "ENSG00000165124",
+        "ENSG00000165156",
         "ENSG00000165169",
+        "ENSG00000165194",
         "ENSG00000165195",
+        "ENSG00000165233",
         "ENSG00000165259",
         "ENSG00000165269",
         "ENSG00000165271",
         "ENSG00000165272",
+        "ENSG00000165275",
         "ENSG00000165282",
         "ENSG00000165322",
         "ENSG00000165409",
@@ -2437,13 +2434,13 @@
         "ENSG00000165457",
         "ENSG00000165475",
         "ENSG00000165494",
-        "ENSG00000165506",
         "ENSG00000165507",
         "ENSG00000165511",
         "ENSG00000165526",
         "ENSG00000165533",
         "ENSG00000165629",
         "ENSG00000165630",
+        "ENSG00000165650",
         "ENSG00000165660",
         "ENSG00000165661",
         "ENSG00000165671",
@@ -2459,7 +2456,6 @@
         "ENSG00000165819",
         "ENSG00000165832",
         "ENSG00000165868",
-        "ENSG00000165898",
         "ENSG00000165915",
         "ENSG00000165949",
         "ENSG00000166024",
@@ -2471,7 +2467,6 @@
         "ENSG00000166170",
         "ENSG00000166188",
         "ENSG00000166197",
-        "ENSG00000166224",
         "ENSG00000166257",
         "ENSG00000166260",
         "ENSG00000166261",
@@ -2494,7 +2489,6 @@
         "ENSG00000166526",
         "ENSG00000166557",
         "ENSG00000166579",
-        "ENSG00000166598",
         "ENSG00000166682",
         "ENSG00000166685",
         "ENSG00000166710",
@@ -2562,7 +2556,6 @@
         "ENSG00000167981",
         "ENSG00000167987",
         "ENSG00000168003",
-        "ENSG00000168010",
         "ENSG00000168026",
         "ENSG00000168060",
         "ENSG00000168062",
@@ -2583,6 +2576,7 @@
         "ENSG00000168395",
         "ENSG00000168404",
         "ENSG00000168427",
+        "ENSG00000168453",
         "ENSG00000168491",
         "ENSG00000168497",
         "ENSG00000168542",
@@ -2624,7 +2618,6 @@
         "ENSG00000169247",
         "ENSG00000169252",
         "ENSG00000169282",
-        "ENSG00000169288",
         "ENSG00000169291",
         "ENSG00000169302",
         "ENSG00000169313",
@@ -2636,11 +2629,11 @@
         "ENSG00000169490",
         "ENSG00000169583",
         "ENSG00000169598",
-        "ENSG00000169629",
         "ENSG00000169682",
         "ENSG00000169683",
         "ENSG00000169714",
         "ENSG00000169762",
+        "ENSG00000169814",
         "ENSG00000169855",
         "ENSG00000169896",
         "ENSG00000169902",
@@ -2650,6 +2643,7 @@
         "ENSG00000169919",
         "ENSG00000169964",
         "ENSG00000169967",
+        "ENSG00000169981",
         "ENSG00000169992",
         "ENSG00000170006",
         "ENSG00000170037",
@@ -2689,7 +2683,6 @@
         "ENSG00000170681",
         "ENSG00000170684",
         "ENSG00000170745",
-        "ENSG00000170779",
         "ENSG00000170802",
         "ENSG00000170854",
         "ENSG00000170876",
@@ -2715,6 +2708,7 @@
         "ENSG00000171453",
         "ENSG00000171469",
         "ENSG00000171476",
+        "ENSG00000171492",
         "ENSG00000171522",
         "ENSG00000171574",
         "ENSG00000171604",
@@ -2727,6 +2721,7 @@
         "ENSG00000171812",
         "ENSG00000171817",
         "ENSG00000171827",
+        "ENSG00000171848",
         "ENSG00000171860",
         "ENSG00000171861",
         "ENSG00000171928",
@@ -2738,6 +2733,7 @@
         "ENSG00000172123",
         "ENSG00000172137",
         "ENSG00000172172",
+        "ENSG00000172197",
         "ENSG00000172209",
         "ENSG00000172243",
         "ENSG00000172269",
@@ -2775,13 +2771,11 @@
         "ENSG00000173281",
         "ENSG00000173376",
         "ENSG00000173409",
-        "ENSG00000173418",
         "ENSG00000173456",
         "ENSG00000173540",
         "ENSG00000173545",
         "ENSG00000173548",
         "ENSG00000173588",
-        "ENSG00000173599",
         "ENSG00000173614",
         "ENSG00000173626",
         "ENSG00000173638",
@@ -2793,6 +2787,7 @@
         "ENSG00000173894",
         "ENSG00000173898",
         "ENSG00000173928",
+        "ENSG00000173930",
         "ENSG00000174125",
         "ENSG00000174151",
         "ENSG00000174165",
@@ -2801,9 +2796,9 @@
         "ENSG00000174227",
         "ENSG00000174243",
         "ENSG00000174276",
-        "ENSG00000174326",
         "ENSG00000174332",
         "ENSG00000174405",
+        "ENSG00000174442",
         "ENSG00000174502",
         "ENSG00000174514",
         "ENSG00000174516",
@@ -2852,6 +2847,7 @@
         "ENSG00000175970",
         "ENSG00000176024",
         "ENSG00000176049",
+        "ENSG00000176087",
         "ENSG00000176095",
         "ENSG00000176105",
         "ENSG00000176108",
@@ -2868,7 +2864,6 @@
         "ENSG00000176834",
         "ENSG00000176907",
         "ENSG00000176915",
-        "ENSG00000176928",
         "ENSG00000176945",
         "ENSG00000176971",
         "ENSG00000176974",
@@ -2880,7 +2875,6 @@
         "ENSG00000177191",
         "ENSG00000177192",
         "ENSG00000177337",
-        "ENSG00000177383",
         "ENSG00000177406",
         "ENSG00000177409",
         "ENSG00000177432",
@@ -2899,6 +2893,7 @@
         "ENSG00000177791",
         "ENSG00000177842",
         "ENSG00000177854",
+        "ENSG00000177879",
         "ENSG00000177932",
         "ENSG00000177946",
         "ENSG00000177951",
@@ -2914,7 +2909,6 @@
         "ENSG00000178163",
         "ENSG00000178177",
         "ENSG00000178187",
-        "ENSG00000178202",
         "ENSG00000178226",
         "ENSG00000178229",
         "ENSG00000178295",
@@ -2924,7 +2918,6 @@
         "ENSG00000178537",
         "ENSG00000178538",
         "ENSG00000178567",
-        "ENSG00000178607",
         "ENSG00000178700",
         "ENSG00000178718",
         "ENSG00000178726",
@@ -2951,6 +2944,7 @@
         "ENSG00000179431",
         "ENSG00000179454",
         "ENSG00000179476",
+        "ENSG00000179523",
         "ENSG00000179526",
         "ENSG00000179532",
         "ENSG00000179542",
@@ -2988,7 +2982,6 @@
         "ENSG00000180884",
         "ENSG00000180901",
         "ENSG00000181004",
-        "ENSG00000181019",
         "ENSG00000181026",
         "ENSG00000181061",
         "ENSG00000181135",
@@ -2998,6 +2991,7 @@
         "ENSG00000181274",
         "ENSG00000181284",
         "ENSG00000181381",
+        "ENSG00000181418",
         "ENSG00000181523",
         "ENSG00000181649",
         "ENSG00000181652",
@@ -3023,7 +3017,6 @@
         "ENSG00000182255",
         "ENSG00000182318",
         "ENSG00000182326",
-        "ENSG00000182359",
         "ENSG00000182372",
         "ENSG00000182481",
         "ENSG00000182504",
@@ -3051,14 +3044,12 @@
         "ENSG00000183077",
         "ENSG00000183111",
         "ENSG00000183137",
-        "ENSG00000183155",
         "ENSG00000183186",
         "ENSG00000183196",
         "ENSG00000183208",
         "ENSG00000183255",
         "ENSG00000183258",
         "ENSG00000183281",
-        "ENSG00000183287",
         "ENSG00000183291",
         "ENSG00000183323",
         "ENSG00000183340",
@@ -3080,6 +3071,7 @@
         "ENSG00000183778",
         "ENSG00000183793",
         "ENSG00000183801",
+        "ENSG00000183864",
         "ENSG00000183888",
         "ENSG00000183963",
         "ENSG00000183977",
@@ -3101,7 +3093,6 @@
         "ENSG00000184500",
         "ENSG00000184508",
         "ENSG00000184517",
-        "ENSG00000184530",
         "ENSG00000184557",
         "ENSG00000184584",
         "ENSG00000184588",
@@ -3211,12 +3202,14 @@
         "ENSG00000187446",
         "ENSG00000187474",
         "ENSG00000187513",
+        "ENSG00000187514",
         "ENSG00000187522",
         "ENSG00000187554",
         "ENSG00000187607",
         "ENSG00000187678",
         "ENSG00000187713",
         "ENSG00000187736",
+        "ENSG00000187741",
         "ENSG00000187742",
         "ENSG00000187775",
         "ENSG00000187955",
@@ -3242,8 +3235,8 @@
         "ENSG00000188488",
         "ENSG00000188542",
         "ENSG00000188566",
-        "ENSG00000188603",
         "ENSG00000188643",
+        "ENSG00000188725",
         "ENSG00000188739",
         "ENSG00000188766",
         "ENSG00000188783",
@@ -3258,6 +3251,7 @@
         "ENSG00000188997",
         "ENSG00000189046",
         "ENSG00000189050",
+        "ENSG00000189058",
         "ENSG00000189060",
         "ENSG00000189067",
         "ENSG00000189099",
@@ -3272,7 +3266,6 @@
         "ENSG00000189350",
         "ENSG00000189362",
         "ENSG00000189369",
-        "ENSG00000189376",
         "ENSG00000189420",
         "ENSG00000196074",
         "ENSG00000196091",
@@ -3285,6 +3278,7 @@
         "ENSG00000196155",
         "ENSG00000196267",
         "ENSG00000196338",
+        "ENSG00000196352",
         "ENSG00000196363",
         "ENSG00000196371",
         "ENSG00000196372",
@@ -3313,7 +3307,6 @@
         "ENSG00000196998",
         "ENSG00000197013",
         "ENSG00000197016",
-        "ENSG00000197019",
         "ENSG00000197020",
         "ENSG00000197021",
         "ENSG00000197037",
@@ -3352,11 +3345,13 @@
         "ENSG00000197702",
         "ENSG00000197713",
         "ENSG00000197746",
+        "ENSG00000197747",
         "ENSG00000197753",
         "ENSG00000197766",
         "ENSG00000197774",
         "ENSG00000197779",
         "ENSG00000197780",
+        "ENSG00000197798",
         "ENSG00000197826",
         "ENSG00000197841",
         "ENSG00000197863",
@@ -3371,7 +3366,6 @@
         "ENSG00000197956",
         "ENSG00000197961",
         "ENSG00000197969",
-        "ENSG00000198000",
         "ENSG00000198039",
         "ENSG00000198046",
         "ENSG00000198056",
@@ -3380,9 +3374,11 @@
         "ENSG00000198087",
         "ENSG00000198089",
         "ENSG00000198105",
+        "ENSG00000198176",
         "ENSG00000198205",
         "ENSG00000198331",
         "ENSG00000198346",
+        "ENSG00000198399",
         "ENSG00000198431",
         "ENSG00000198440",
         "ENSG00000198478",
@@ -3392,6 +3388,7 @@
         "ENSG00000198522",
         "ENSG00000198523",
         "ENSG00000198551",
+        "ENSG00000198585",
         "ENSG00000198598",
         "ENSG00000198612",
         "ENSG00000198642",
@@ -3405,8 +3402,11 @@
         "ENSG00000198727",
         "ENSG00000198763",
         "ENSG00000198774",
+        "ENSG00000198783",
         "ENSG00000198786",
+        "ENSG00000198791",
         "ENSG00000198804",
+        "ENSG00000198805",
         "ENSG00000198814",
         "ENSG00000198821",
         "ENSG00000198837",
@@ -3416,7 +3416,6 @@
         "ENSG00000198855",
         "ENSG00000198858",
         "ENSG00000198860",
-        "ENSG00000198865",
         "ENSG00000198870",
         "ENSG00000198876",
         "ENSG00000198886",
@@ -3444,8 +3443,7 @@
         "ENSG00000203778",
         "ENSG00000203801",
         "ENSG00000203872",
-        "ENSG00000203965",
-        "ENSG00000204020",
+        "ENSG00000203880",
         "ENSG00000204055",
         "ENSG00000204070",
         "ENSG00000204084",
@@ -3497,12 +3495,12 @@
         "ENSG00000204923",
         "ENSG00000204946",
         "ENSG00000204950",
-        "ENSG00000204977",
         "ENSG00000204978",
         "ENSG00000204991",
         "ENSG00000205038",
         "ENSG00000205045",
         "ENSG00000205085",
+        "ENSG00000205138",
         "ENSG00000205208",
         "ENSG00000205220",
         "ENSG00000205362",
@@ -3523,7 +3521,6 @@
         "ENSG00000206384",
         "ENSG00000206432",
         "ENSG00000206530",
-        "ENSG00000206535",
         "ENSG00000206538",
         "ENSG00000206559",
         "ENSG00000211445",
@@ -3534,6 +3531,7 @@
         "ENSG00000212907",
         "ENSG00000213024",
         "ENSG00000213066",
+        "ENSG00000213085",
         "ENSG00000213088",
         "ENSG00000213139",
         "ENSG00000213186",
@@ -3548,7 +3546,6 @@
         "ENSG00000213533",
         "ENSG00000213614",
         "ENSG00000213654",
-        "ENSG00000213699",
         "ENSG00000213780",
         "ENSG00000213782",
         "ENSG00000213888",
@@ -3574,6 +3571,7 @@
         "ENSG00000214491",
         "ENSG00000214652",
         "ENSG00000214694",
+        "ENSG00000215041",
         "ENSG00000215126",
         "ENSG00000215196",
         "ENSG00000215251",
@@ -3679,6 +3677,7 @@
         "ENSG00000231908",
         "ENSG00000232070",
         "ENSG00000232098",
+        "ENSG00000232310",
         "ENSG00000232352",
         "ENSG00000232434",
         "ENSG00000232653",
@@ -3696,7 +3695,6 @@
         "ENSG00000233930",
         "ENSG00000234072",
         "ENSG00000234263",
-        "ENSG00000234362",
         "ENSG00000234432",
         "ENSG00000234465",
         "ENSG00000234608",
@@ -3710,14 +3708,13 @@
         "ENSG00000235387",
         "ENSG00000235501",
         "ENSG00000235513",
-        "ENSG00000235590",
         "ENSG00000235863",
         "ENSG00000235927",
         "ENSG00000235947",
         "ENSG00000235997",
         "ENSG00000236104",
         "ENSG00000236200",
-        "ENSG00000236519",
+        "ENSG00000236305",
         "ENSG00000236526",
         "ENSG00000236671",
         "ENSG00000236699",
@@ -3730,7 +3727,7 @@
         "ENSG00000237248",
         "ENSG00000237310",
         "ENSG00000237440",
-        "ENSG00000237476",
+        "ENSG00000237484",
         "ENSG00000237541",
         "ENSG00000237883",
         "ENSG00000237986",
@@ -3751,6 +3748,7 @@
         "ENSG00000239998",
         "ENSG00000240184",
         "ENSG00000240303",
+        "ENSG00000240563",
         "ENSG00000240567",
         "ENSG00000240583",
         "ENSG00000240654",
@@ -3778,7 +3776,6 @@
         "ENSG00000243819",
         "ENSG00000243943",
         "ENSG00000243989",
-        "ENSG00000244005",
         "ENSG00000244038",
         "ENSG00000244041",
         "ENSG00000244203",
@@ -3840,6 +3837,7 @@
         "ENSG00000250802",
         "ENSG00000250988",
         "ENSG00000251301",
+        "ENSG00000251359",
         "ENSG00000251442",
         "ENSG00000251450",
         "ENSG00000251562",
@@ -3854,6 +3852,7 @@
         "ENSG00000254109",
         "ENSG00000254245",
         "ENSG00000254415",
+        "ENSG00000254470",
         "ENSG00000254685",
         "ENSG00000254703",
         "ENSG00000254862",
@@ -3865,6 +3864,7 @@
         "ENSG00000255423",
         "ENSG00000255561",
         "ENSG00000255650",
+        "ENSG00000255760",
         "ENSG00000255874",
         "ENSG00000256043",
         "ENSG00000256061",
@@ -3905,7 +3905,6 @@
         "ENSG00000261326",
         "ENSG00000261366",
         "ENSG00000261371",
-        "ENSG00000261404",
         "ENSG00000261455",
         "ENSG00000261652",
         "ENSG00000261701",
@@ -3918,6 +3917,7 @@
         "ENSG00000263002",
         "ENSG00000263069",
         "ENSG00000263072",
+        "ENSG00000263327",
         "ENSG00000263465",
         "ENSG00000263528",
         "ENSG00000263586",
@@ -3937,11 +3937,11 @@
         "ENSG00000266962",
         "ENSG00000266969",
         "ENSG00000266983",
-        "ENSG00000267040",
         "ENSG00000267169",
         "ENSG00000267278",
         "ENSG00000267296",
         "ENSG00000267365",
+        "ENSG00000267508",
         "ENSG00000267532",
         "ENSG00000267680",
         "ENSG00000267710",
@@ -3962,7 +3962,6 @@
         "ENSG00000271425",
         "ENSG00000271474",
         "ENSG00000271576",
-        "ENSG00000271601",
         "ENSG00000271605",
         "ENSG00000272057",
         "ENSG00000272086",
@@ -3982,6 +3981,7 @@
         "ENSG00000273142",
         "ENSG00000273143",
         "ENSG00000273297",
+        "ENSG00000273356",
         "ENSG00000273611",
         "ENSG00000273749",
         "ENSG00000273899",

pynndescent_index.joblib

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d22589f2b7b57f72d3c73c8e41f847dc0540bac0643f8594785971961c8a9c01
-size 19010904
+oid sha256:32e83a7128e89cb93979732a14cc1a792e9edcc465e35d36f6ae2ffe4a87855c
+size 18996888

scanvi/model.pt

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cf0e219756c90f68a50fa4c91a1364d341bd3f77f265b154b3446e51c90fe03c
+oid sha256:cd8ff7bf4dafb36c4640c67be81ab50dab660b9d4a0383cd276b6ffe4d6cd246
 size 11596844

scvi/model.pt

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:73d3cc989a67cb68b4a4aae308d0d72e35ef484e6c4e171eb146498268655a29
+oid sha256:5a597b686f30b349c6c16524a270461cf5798d4bce82de2572047b727f437c93
 size 11033917

scvi_knn_classifier.joblib

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6b89e52126b6afde3de737eaae77a5ce5999a97a907bbce50e790f041d206248
-size 9935426
+oid sha256:dfd82d88056d24691205e44ca2a3b1cf48bf3cd2163fe1326affaa1f0f3e3a34
+size 9920130

svm_classifier.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b3593dd94a650970ce98ca4dc285011f8e3ce3d200ba2bbfe03ccf65cdaaa52c
+size 3497691

svm_classifier_cuml.joblib

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a403ce778da3afcf79cf32cd9035d2a3b7d5d725e6de6364f3833adb98e2c2fe
+oid sha256:62b3147bb76ddf03037dde9c578d9416ffd92de12578876f8fc33d46031f2043
 size 376507

xgboost_classifier.model

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:95dc0cefacd0db3a72510bbe72f62d440614866e031c416b003d4f0eb68b60a3
-size 5333777
+oid sha256:42db394c50c7d0f08cf73ee5772a8108e3e81b9b869372730106ac97c93b481d
+size 5330860