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OnClass.data-00000-of-00001

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OnClass.npz

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accuracies.json

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 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| stromal cell | 108 | 0.98 | 0.96 | 0.98 | 0.96 | 0.00 | 0.94 | 0.98 | 0.99 | 0.99 |\n| pericyte | 93 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 0.98 | 0.99 | 0.99 |\n| macrophage | 25 | 0.92 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.98 |\n| supporting cell of vestibular epithelium | 28 | 1.00 | 1.00 | 0.98 | 0.95 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 12 | 1.00 | 0.86 | 0.96 | 0.79 | 0.00 | 0.80 | 0.92 | 0.96 | 0.96 |\n| melanocyte | 14 | 0.96 | 0.92 | 0.96 | 0.88 | 0.00 | 0.92 | 0.96 | 0.96 | 0.96 |\n| hematopoietic cell | 11 | 0.96 | 0.92 | 0.96 | 0.90 | 0.00 | 0.85 | 0.95 | 1.00 | 1.00 |\n| vascular associated smooth muscle cell | 9 | 0.90 | 0.75 | 0.90 | 0.86 | 0.00 | 0.72 | 0.95 | 0.95 | 0.95 |\n| vestibular dark cell | 5 | 1.00 | 1.00 | 1.00 | 0.67 | 0.00 | 0.91 | 1.00 | 1.00 | 1.00 |\n| neutrophil | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD4-positive, alpha-beta T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 |\n| intermediate monocyte | 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| monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| B cell | 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| stromal cell | 1012 | 0.98 | 0.96 | 0.99 | 0.97 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| pericyte | 758 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| macrophage | 251 | 0.97 | 0.98 | 0.99 | 0.96 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| supporting cell of vestibular epithelium | 242 | 0.99 | 0.89 | 0.99 | 0.96 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 140 | 0.92 | 0.81 | 0.97 | 0.90 | 0.00 | 0.90 | 0.98 | 0.97 | 0.98 |\n| melanocyte | 114 | 0.99 | 0.92 | 0.99 | 0.94 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| hematopoietic cell | 89 | 0.84 | 0.78 | 0.86 | 0.80 | 0.00 | 0.89 | 0.98 | 0.99 | 0.93 |\n| vascular associated smooth muscle cell | 74 | 0.91 | 0.74 | 0.96 | 0.73 | 0.00 | 0.86 | 0.97 | 0.98 | 0.97 |\n| vestibular dark cell | 44 | 0.93 | 0.90 | 0.97 | 0.63 | 0.00 | 0.98 | 1.00 | 1.00 | 0.98 |\n| neutrophil | 9 | 0.47 | 0.90 | 0.90 | 0.36 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 6 | 0.00 | 0.29 | 0.67 | 0.00 | 0.00 | 0.77 | 1.00 | 1.00 | 1.00 |\n| intermediate monocyte | 3 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.50 |\n| mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 0.67 |\n| monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| CD8-positive, alpha-beta T cell | 2 | 0.00 | 0.00 | 0.40 | 0.40 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| B cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 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| stromal cell | 96 | 0.99 | 0.96 | 0.98 | 0.96 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| pericyte | 93 | 0.97 | 0.98 | 0.96 | 0.97 | 0.00 | 0.97 | 0.99 | 0.97 | 0.98 |\n| macrophage | 31 | 1.00 | 1.00 | 1.00 | 0.97 | 0.00 | 0.97 | 1.00 | 0.98 | 1.00 |\n| supporting cell of vestibular epithelium | 32 | 1.00 | 0.93 | 0.98 | 0.84 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 13 | 1.00 | 0.86 | 0.83 | 0.92 | 0.00 | 0.96 | 1.00 | 0.86 | 1.00 |\n| melanocyte | 15 | 1.00 | 0.93 | 0.86 | 0.86 | 0.00 | 0.93 | 1.00 | 0.97 | 0.97 |\n| hematopoietic cell | 13 | 0.78 | 0.92 | 0.73 | 0.80 | 0.00 | 0.81 | 0.92 | 0.88 | 0.92 |\n| vascular associated smooth muscle cell | 11 | 0.96 | 0.74 | 0.96 | 0.67 | 0.00 | 0.87 | 0.96 | 0.96 | 0.96 |\n| vestibular dark cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| neutrophil | 1 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD8-positive, alpha-beta T cell | 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| stromal cell | 1024 | 0.98 | 0.94 | 0.99 | 0.98 | 0.00 | 0.98 | 1.00 | 0.99 | 0.99 |\n| pericyte | 758 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| macrophage | 245 | 0.98 | 0.99 | 0.99 | 0.96 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| supporting cell of vestibular epithelium | 238 | 0.99 | 0.83 | 0.99 | 0.93 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| endothelial cell of vascular tree | 139 | 0.94 | 0.81 | 0.96 | 0.91 | 0.00 | 0.92 | 0.98 | 0.96 | 0.97 |\n| melanocyte | 113 | 0.99 | 0.85 | 0.99 | 0.89 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| hematopoietic cell | 87 | 0.86 | 0.81 | 0.90 | 0.84 | 0.00 | 0.89 | 0.98 | 0.99 | 0.94 |\n| vascular associated smooth muscle cell | 72 | 0.91 | 0.76 | 0.96 | 0.85 | 0.00 | 0.94 | 0.98 | 0.99 | 0.99 |\n| vestibular dark cell | 49 | 0.97 | 0.82 | 0.95 | 0.56 | 0.00 | 0.96 | 1.00 | 1.00 | 0.98 |\n| neutrophil | 8 | 0.67 | 0.82 | 0.89 | 0.50 | 0.00 | 0.76 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 7 | 0.42 | 0.00 | 0.75 | 0.00 | 0.00 | 0.88 | 1.00 | 1.00 | 0.93 |\n| intermediate monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.50 |\n| mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.67 |\n| monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.57 | 1.00 | 1.00 | 1.00 |\n| CD8-positive, alpha-beta T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000006327",
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-        "ENSG00000125648",
         "ENSG00000125657",
         "ENSG00000125675",
         "ENSG00000125691",
@@ -1328,10 +1331,12 @@
         "ENSG00000125772",
         "ENSG00000125810",
         "ENSG00000125845",
+        "ENSG00000125846",
         "ENSG00000125848",
         "ENSG00000125868",
         "ENSG00000125869",
         "ENSG00000125879",
+        "ENSG00000125966",
         "ENSG00000125968",
         "ENSG00000125971",
         "ENSG00000126003",
@@ -1407,7 +1412,6 @@
         "ENSG00000129219",
         "ENSG00000129226",
         "ENSG00000129244",
-        "ENSG00000129295",
         "ENSG00000129422",
         "ENSG00000129493",
         "ENSG00000129521",
@@ -1422,6 +1426,7 @@
         "ENSG00000129925",
         "ENSG00000129946",
         "ENSG00000130005",
+        "ENSG00000130021",
         "ENSG00000130032",
         "ENSG00000130147",
         "ENSG00000130164",
@@ -1429,7 +1434,6 @@
         "ENSG00000130203",
         "ENSG00000130208",
         "ENSG00000130222",
-        "ENSG00000130224",
         "ENSG00000130294",
         "ENSG00000130303",
         "ENSG00000130309",
@@ -1446,7 +1450,6 @@
         "ENSG00000130522",
         "ENSG00000130559",
         "ENSG00000130635",
-        "ENSG00000130653",
         "ENSG00000130707",
         "ENSG00000130755",
         "ENSG00000130762",
@@ -1465,6 +1468,7 @@
         "ENSG00000130988",
         "ENSG00000131016",
         "ENSG00000131018",
+        "ENSG00000131069",
         "ENSG00000131094",
         "ENSG00000131095",
         "ENSG00000131174",
@@ -1512,6 +1516,7 @@
         "ENSG00000132334",
         "ENSG00000132359",
         "ENSG00000132386",
+        "ENSG00000132429",
         "ENSG00000132470",
         "ENSG00000132481",
         "ENSG00000132510",
@@ -1553,7 +1558,6 @@
         "ENSG00000133401",
         "ENSG00000133424",
         "ENSG00000133433",
-        "ENSG00000133477",
         "ENSG00000133657",
         "ENSG00000133687",
         "ENSG00000133739",
@@ -1570,7 +1574,6 @@
         "ENSG00000134108",
         "ENSG00000134138",
         "ENSG00000134146",
-        "ENSG00000134152",
         "ENSG00000134215",
         "ENSG00000134243",
         "ENSG00000134245",
@@ -1581,6 +1584,7 @@
         "ENSG00000134333",
         "ENSG00000134339",
         "ENSG00000134463",
+        "ENSG00000134490",
         "ENSG00000134504",
         "ENSG00000134508",
         "ENSG00000134516",
@@ -1658,7 +1662,6 @@
         "ENSG00000136152",
         "ENSG00000136153",
         "ENSG00000136158",
-        "ENSG00000136160",
         "ENSG00000136161",
         "ENSG00000136167",
         "ENSG00000136169",
@@ -1673,7 +1676,6 @@
         "ENSG00000136383",
         "ENSG00000136425",
         "ENSG00000136514",
-        "ENSG00000136541",
         "ENSG00000136546",
         "ENSG00000136560",
         "ENSG00000136603",
@@ -1690,7 +1692,6 @@
         "ENSG00000136842",
         "ENSG00000136848",
         "ENSG00000136854",
-        "ENSG00000136859",
         "ENSG00000136867",
         "ENSG00000136868",
         "ENSG00000136869",
@@ -1714,7 +1715,6 @@
         "ENSG00000137267",
         "ENSG00000137269",
         "ENSG00000137285",
-        "ENSG00000137288",
         "ENSG00000137309",
         "ENSG00000137331",
         "ENSG00000137364",
@@ -1731,6 +1731,7 @@
         "ENSG00000137563",
         "ENSG00000137573",
         "ENSG00000137601",
+        "ENSG00000137628",
         "ENSG00000137642",
         "ENSG00000137691",
         "ENSG00000137710",
@@ -1741,6 +1742,7 @@
         "ENSG00000137801",
         "ENSG00000137802",
         "ENSG00000137821",
+        "ENSG00000137834",
         "ENSG00000137857",
         "ENSG00000137868",
         "ENSG00000137880",
@@ -1756,6 +1758,7 @@
         "ENSG00000138061",
         "ENSG00000138071",
         "ENSG00000138080",
+        "ENSG00000138081",
         "ENSG00000138101",
         "ENSG00000138119",
         "ENSG00000138135",
@@ -1797,6 +1800,7 @@
         "ENSG00000138794",
         "ENSG00000138795",
         "ENSG00000138801",
+        "ENSG00000138814",
         "ENSG00000138821",
         "ENSG00000138964",
         "ENSG00000139044",
@@ -1813,6 +1817,7 @@
         "ENSG00000139278",
         "ENSG00000139289",
         "ENSG00000139318",
+        "ENSG00000139350",
         "ENSG00000139354",
         "ENSG00000139364",
         "ENSG00000139433",
@@ -1823,8 +1828,8 @@
         "ENSG00000139517",
         "ENSG00000139549",
         "ENSG00000139629",
+        "ENSG00000139668",
         "ENSG00000139679",
-        "ENSG00000139722",
         "ENSG00000139737",
         "ENSG00000139832",
         "ENSG00000139835",
@@ -1840,6 +1845,7 @@
         "ENSG00000140199",
         "ENSG00000140259",
         "ENSG00000140263",
+        "ENSG00000140280",
         "ENSG00000140285",
         "ENSG00000140350",
         "ENSG00000140379",
@@ -1865,7 +1871,6 @@
         "ENSG00000140937",
         "ENSG00000140939",
         "ENSG00000140968",
-        "ENSG00000141068",
         "ENSG00000141098",
         "ENSG00000141179",
         "ENSG00000141198",
@@ -1883,6 +1888,7 @@
         "ENSG00000141480",
         "ENSG00000141503",
         "ENSG00000141506",
+        "ENSG00000141519",
         "ENSG00000141524",
         "ENSG00000141526",
         "ENSG00000141542",
@@ -1920,7 +1926,6 @@
         "ENSG00000142910",
         "ENSG00000142949",
         "ENSG00000143036",
-        "ENSG00000143067",
         "ENSG00000143110",
         "ENSG00000143119",
         "ENSG00000143126",
@@ -1972,7 +1977,6 @@
         "ENSG00000143919",
         "ENSG00000143924",
         "ENSG00000143933",
-        "ENSG00000143977",
         "ENSG00000144136",
         "ENSG00000144218",
         "ENSG00000144283",
@@ -2051,7 +2055,6 @@
         "ENSG00000146574",
         "ENSG00000146592",
         "ENSG00000146648",
-        "ENSG00000146676",
         "ENSG00000146833",
         "ENSG00000146856",
         "ENSG00000146938",
@@ -2059,6 +2062,7 @@
         "ENSG00000146966",
         "ENSG00000147010",
         "ENSG00000147027",
+        "ENSG00000147119",
         "ENSG00000147174",
         "ENSG00000147202",
         "ENSG00000147251",
@@ -2088,7 +2092,6 @@
         "ENSG00000148339",
         "ENSG00000148346",
         "ENSG00000148426",
-        "ENSG00000148481",
         "ENSG00000148498",
         "ENSG00000148516",
         "ENSG00000148634",
@@ -2156,6 +2159,7 @@
         "ENSG00000151320",
         "ENSG00000151322",
         "ENSG00000151327",
+        "ENSG00000151376",
         "ENSG00000151466",
         "ENSG00000151474",
         "ENSG00000151491",
@@ -2187,7 +2191,7 @@
         "ENSG00000152377",
         "ENSG00000152380",
         "ENSG00000152413",
-        "ENSG00000152484",
+        "ENSG00000152455",
         "ENSG00000152527",
         "ENSG00000152578",
         "ENSG00000152582",
@@ -2209,11 +2213,14 @@
         "ENSG00000153066",
         "ENSG00000153071",
         "ENSG00000153113",
+        "ENSG00000153162",
         "ENSG00000153179",
         "ENSG00000153208",
         "ENSG00000153246",
         "ENSG00000153310",
+        "ENSG00000153317",
         "ENSG00000153363",
+        "ENSG00000153446",
         "ENSG00000153485",
         "ENSG00000153551",
         "ENSG00000153558",
@@ -2230,6 +2237,7 @@
         "ENSG00000153956",
         "ENSG00000153975",
         "ENSG00000153989",
+        "ENSG00000153993",
         "ENSG00000154027",
         "ENSG00000154065",
         "ENSG00000154122",
@@ -2252,7 +2260,6 @@
         "ENSG00000154447",
         "ENSG00000154473",
         "ENSG00000154479",
-        "ENSG00000154493",
         "ENSG00000154511",
         "ENSG00000154518",
         "ENSG00000154548",
@@ -2314,7 +2321,6 @@
         "ENSG00000157110",
         "ENSG00000157150",
         "ENSG00000157168",
-        "ENSG00000157193",
         "ENSG00000157214",
         "ENSG00000157216",
         "ENSG00000157224",
@@ -2354,6 +2360,7 @@
         "ENSG00000158373",
         "ENSG00000158458",
         "ENSG00000158467",
+        "ENSG00000158470",
         "ENSG00000158528",
         "ENSG00000158555",
         "ENSG00000158560",
@@ -2451,9 +2458,11 @@
         "ENSG00000162512",
         "ENSG00000162545",
         "ENSG00000162576",
+        "ENSG00000162595",
         "ENSG00000162614",
         "ENSG00000162616",
         "ENSG00000162636",
+        "ENSG00000162641",
         "ENSG00000162645",
         "ENSG00000162654",
         "ENSG00000162664",
@@ -2487,6 +2496,7 @@
         "ENSG00000163116",
         "ENSG00000163126",
         "ENSG00000163131",
+        "ENSG00000163161",
         "ENSG00000163162",
         "ENSG00000163170",
         "ENSG00000163171",
@@ -2496,6 +2506,7 @@
         "ENSG00000163249",
         "ENSG00000163251",
         "ENSG00000163257",
+        "ENSG00000163281",
         "ENSG00000163291",
         "ENSG00000163297",
         "ENSG00000163328",
@@ -2510,7 +2521,6 @@
         "ENSG00000163520",
         "ENSG00000163521",
         "ENSG00000163531",
-        "ENSG00000163535",
         "ENSG00000163536",
         "ENSG00000163545",
         "ENSG00000163558",
@@ -2522,12 +2532,12 @@
         "ENSG00000163617",
         "ENSG00000163624",
         "ENSG00000163629",
-        "ENSG00000163635",
         "ENSG00000163638",
         "ENSG00000163661",
         "ENSG00000163673",
         "ENSG00000163683",
         "ENSG00000163694",
+        "ENSG00000163697",
         "ENSG00000163703",
         "ENSG00000163734",
         "ENSG00000163762",
@@ -2538,9 +2548,8 @@
         "ENSG00000163874",
         "ENSG00000163875",
         "ENSG00000163909",
-        "ENSG00000163913",
-        "ENSG00000163918",
         "ENSG00000163923",
+        "ENSG00000163932",
         "ENSG00000163935",
         "ENSG00000163947",
         "ENSG00000163975",
@@ -2574,7 +2583,6 @@
         "ENSG00000164221",
         "ENSG00000164236",
         "ENSG00000164237",
-        "ENSG00000164291",
         "ENSG00000164294",
         "ENSG00000164300",
         "ENSG00000164303",
@@ -2649,6 +2657,7 @@
         "ENSG00000165591",
         "ENSG00000165617",
         "ENSG00000165629",
+        "ENSG00000165633",
         "ENSG00000165637",
         "ENSG00000165644",
         "ENSG00000165655",
@@ -2657,6 +2666,7 @@
         "ENSG00000165714",
         "ENSG00000165716",
         "ENSG00000165757",
+        "ENSG00000165801",
         "ENSG00000165813",
         "ENSG00000165861",
         "ENSG00000165868",
@@ -2686,6 +2696,7 @@
         "ENSG00000166197",
         "ENSG00000166224",
         "ENSG00000166250",
+        "ENSG00000166272",
         "ENSG00000166289",
         "ENSG00000166292",
         "ENSG00000166323",
@@ -2715,13 +2726,10 @@
         "ENSG00000166689",
         "ENSG00000166741",
         "ENSG00000166750",
-        "ENSG00000166796",
         "ENSG00000166801",
-        "ENSG00000166823",
         "ENSG00000166825",
         "ENSG00000166833",
         "ENSG00000166839",
-        "ENSG00000166896",
         "ENSG00000166900",
         "ENSG00000166925",
         "ENSG00000166927",
@@ -2736,8 +2744,8 @@
         "ENSG00000167196",
         "ENSG00000167315",
         "ENSG00000167363",
-        "ENSG00000167460",
         "ENSG00000167470",
+        "ENSG00000167508",
         "ENSG00000167552",
         "ENSG00000167553",
         "ENSG00000167601",
@@ -2749,7 +2757,6 @@
         "ENSG00000167642",
         "ENSG00000167680",
         "ENSG00000167693",
-        "ENSG00000167695",
         "ENSG00000167703",
         "ENSG00000167733",
         "ENSG00000167740",
@@ -2761,6 +2768,7 @@
         "ENSG00000167779",
         "ENSG00000167799",
         "ENSG00000167815",
+        "ENSG00000167930",
         "ENSG00000168010",
         "ENSG00000168016",
         "ENSG00000168026",
@@ -2772,16 +2780,15 @@
         "ENSG00000168243",
         "ENSG00000168246",
         "ENSG00000168268",
-        "ENSG00000168273",
         "ENSG00000168280",
         "ENSG00000168306",
         "ENSG00000168309",
         "ENSG00000168374",
         "ENSG00000168386",
         "ENSG00000168389",
+        "ENSG00000168404",
         "ENSG00000168411",
         "ENSG00000168461",
-        "ENSG00000168487",
         "ENSG00000168496",
         "ENSG00000168528",
         "ENSG00000168542",
@@ -2792,7 +2799,6 @@
         "ENSG00000168754",
         "ENSG00000168758",
         "ENSG00000168769",
-        "ENSG00000168781",
         "ENSG00000168795",
         "ENSG00000168843",
         "ENSG00000168874",
@@ -2802,6 +2808,7 @@
         "ENSG00000169021",
         "ENSG00000169031",
         "ENSG00000169032",
+        "ENSG00000169047",
         "ENSG00000169071",
         "ENSG00000169116",
         "ENSG00000169122",
@@ -2814,7 +2821,6 @@
         "ENSG00000169306",
         "ENSG00000169372",
         "ENSG00000169403",
-        "ENSG00000169413",
         "ENSG00000169429",
         "ENSG00000169432",
         "ENSG00000169439",
@@ -2835,12 +2841,14 @@
         "ENSG00000169896",
         "ENSG00000169902",
         "ENSG00000169908",
+        "ENSG00000169914",
         "ENSG00000169918",
         "ENSG00000170006",
         "ENSG00000170011",
         "ENSG00000170017",
         "ENSG00000170075",
         "ENSG00000170085",
+        "ENSG00000170145",
         "ENSG00000170153",
         "ENSG00000170264",
         "ENSG00000170293",
@@ -2872,6 +2880,7 @@
         "ENSG00000170776",
         "ENSG00000170873",
         "ENSG00000170921",
+        "ENSG00000170949",
         "ENSG00000170955",
         "ENSG00000170962",
         "ENSG00000170989",
@@ -2880,7 +2889,6 @@
         "ENSG00000171044",
         "ENSG00000171045",
         "ENSG00000171051",
-        "ENSG00000171067",
         "ENSG00000171094",
         "ENSG00000171130",
         "ENSG00000171132",
@@ -2904,7 +2912,6 @@
         "ENSG00000171533",
         "ENSG00000171552",
         "ENSG00000171603",
-        "ENSG00000171608",
         "ENSG00000171621",
         "ENSG00000171659",
         "ENSG00000171680",
@@ -2947,6 +2954,7 @@
         "ENSG00000172572",
         "ENSG00000172575",
         "ENSG00000172663",
+        "ENSG00000172716",
         "ENSG00000172728",
         "ENSG00000172785",
         "ENSG00000172803",
@@ -2991,6 +2999,7 @@
         "ENSG00000173575",
         "ENSG00000173588",
         "ENSG00000173598",
+        "ENSG00000173638",
         "ENSG00000173674",
         "ENSG00000173706",
         "ENSG00000173744",
@@ -3024,11 +3033,9 @@
         "ENSG00000174938",
         "ENSG00000174939",
         "ENSG00000174945",
-        "ENSG00000174996",
         "ENSG00000175040",
         "ENSG00000175048",
         "ENSG00000175066",
-        "ENSG00000175087",
         "ENSG00000175104",
         "ENSG00000175105",
         "ENSG00000175115",
@@ -3057,7 +3064,6 @@
         "ENSG00000175899",
         "ENSG00000175906",
         "ENSG00000175928",
-        "ENSG00000175931",
         "ENSG00000175970",
         "ENSG00000175984",
         "ENSG00000176018",
@@ -3071,6 +3077,7 @@
         "ENSG00000176225",
         "ENSG00000176402",
         "ENSG00000176406",
+        "ENSG00000176454",
         "ENSG00000176463",
         "ENSG00000176485",
         "ENSG00000176490",
@@ -3086,7 +3093,6 @@
         "ENSG00000176946",
         "ENSG00000176971",
         "ENSG00000176974",
-        "ENSG00000177042",
         "ENSG00000177054",
         "ENSG00000177105",
         "ENSG00000177133",
@@ -3117,6 +3123,7 @@
         "ENSG00000178075",
         "ENSG00000178104",
         "ENSG00000178127",
+        "ENSG00000178177",
         "ENSG00000178234",
         "ENSG00000178381",
         "ENSG00000178425",
@@ -3131,7 +3138,6 @@
         "ENSG00000178764",
         "ENSG00000178878",
         "ENSG00000178882",
-        "ENSG00000178921",
         "ENSG00000178966",
         "ENSG00000178971",
         "ENSG00000178974",
@@ -3147,7 +3153,6 @@
         "ENSG00000179218",
         "ENSG00000179242",
         "ENSG00000179348",
-        "ENSG00000179364",
         "ENSG00000179388",
         "ENSG00000179399",
         "ENSG00000179403",
@@ -3181,6 +3186,7 @@
         "ENSG00000181026",
         "ENSG00000181029",
         "ENSG00000181104",
+        "ENSG00000181218",
         "ENSG00000181234",
         "ENSG00000181274",
         "ENSG00000181350",
@@ -3191,6 +3197,7 @@
         "ENSG00000181467",
         "ENSG00000181544",
         "ENSG00000181649",
+        "ENSG00000181722",
         "ENSG00000181744",
         "ENSG00000181804",
         "ENSG00000181885",
@@ -3217,11 +3224,11 @@
         "ENSG00000182472",
         "ENSG00000182492",
         "ENSG00000182511",
-        "ENSG00000182512",
         "ENSG00000182541",
         "ENSG00000182578",
         "ENSG00000182606",
         "ENSG00000182621",
+        "ENSG00000182648",
         "ENSG00000182667",
         "ENSG00000182704",
         "ENSG00000182718",
@@ -3261,6 +3268,7 @@
         "ENSG00000183696",
         "ENSG00000183722",
         "ENSG00000183723",
+        "ENSG00000183762",
         "ENSG00000183826",
         "ENSG00000183828",
         "ENSG00000183943",
@@ -3298,14 +3306,15 @@
         "ENSG00000184640",
         "ENSG00000184672",
         "ENSG00000184719",
-        "ENSG00000184785",
         "ENSG00000184792",
         "ENSG00000184828",
         "ENSG00000184838",
         "ENSG00000184867",
         "ENSG00000184897",
+        "ENSG00000184903",
         "ENSG00000184905",
         "ENSG00000184922",
+        "ENSG00000184983",
         "ENSG00000184986",
         "ENSG00000184988",
         "ENSG00000184992",
@@ -3354,6 +3363,7 @@
         "ENSG00000185909",
         "ENSG00000185942",
         "ENSG00000185947",
+        "ENSG00000185955",
         "ENSG00000185985",
         "ENSG00000186010",
         "ENSG00000186073",
@@ -3416,6 +3426,7 @@
         "ENSG00000187837",
         "ENSG00000187840",
         "ENSG00000187955",
+        "ENSG00000187957",
         "ENSG00000188001",
         "ENSG00000188010",
         "ENSG00000188042",
@@ -3425,7 +3436,6 @@
         "ENSG00000188153",
         "ENSG00000188158",
         "ENSG00000188211",
-        "ENSG00000188227",
         "ENSG00000188229",
         "ENSG00000188290",
         "ENSG00000188312",
@@ -3437,7 +3447,6 @@
         "ENSG00000188763",
         "ENSG00000188766",
         "ENSG00000188783",
-        "ENSG00000188785",
         "ENSG00000188786",
         "ENSG00000188825",
         "ENSG00000188906",
@@ -3455,6 +3464,7 @@
         "ENSG00000189195",
         "ENSG00000189221",
         "ENSG00000189241",
+        "ENSG00000189283",
         "ENSG00000189319",
         "ENSG00000189337",
         "ENSG00000189376",
@@ -3473,17 +3483,16 @@
         "ENSG00000196196",
         "ENSG00000196220",
         "ENSG00000196230",
+        "ENSG00000196267",
         "ENSG00000196284",
-        "ENSG00000196323",
         "ENSG00000196338",
         "ENSG00000196352",
-        "ENSG00000196357",
-        "ENSG00000196363",
         "ENSG00000196369",
         "ENSG00000196376",
         "ENSG00000196396",
         "ENSG00000196455",
         "ENSG00000196507",
+        "ENSG00000196510",
         "ENSG00000196511",
         "ENSG00000196526",
         "ENSG00000196549",
@@ -3514,20 +3523,20 @@
         "ENSG00000196975",
         "ENSG00000197006",
         "ENSG00000197013",
+        "ENSG00000197020",
         "ENSG00000197061",
         "ENSG00000197077",
-        "ENSG00000197093",
         "ENSG00000197119",
         "ENSG00000197121",
         "ENSG00000197142",
         "ENSG00000197147",
         "ENSG00000197249",
-        "ENSG00000197265",
         "ENSG00000197321",
         "ENSG00000197329",
         "ENSG00000197355",
         "ENSG00000197372",
         "ENSG00000197375",
+        "ENSG00000197381",
         "ENSG00000197405",
         "ENSG00000197415",
         "ENSG00000197442",
@@ -3560,9 +3569,11 @@
         "ENSG00000197977",
         "ENSG00000197989",
         "ENSG00000198001",
+        "ENSG00000198003",
+        "ENSG00000198026",
         "ENSG00000198034",
-        "ENSG00000198046",
-        "ENSG00000198055",
+        "ENSG00000198056",
+        "ENSG00000198064",
         "ENSG00000198075",
         "ENSG00000198089",
         "ENSG00000198108",
@@ -3592,7 +3603,6 @@
         "ENSG00000198648",
         "ENSG00000198673",
         "ENSG00000198682",
-        "ENSG00000198692",
         "ENSG00000198695",
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