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OnClass.data-00000-of-00001

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OnClass.npz

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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| spermatid | 410 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| spermatocyte | 300 | 0.97 | 0.96 | 0.98 | 0.98 | 0.00 | 0.95 | 0.98 | 0.97 | 0.98 |\n| male germ cell | 7 | 1.00 | 0.93 | 0.93 | 0.88 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| spermatogonium | 8 | 0.94 | 0.55 | 0.77 | 0.74 | 0.00 | 0.84 | 0.94 | 0.94 | 1.00 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| spermatid | 3599 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| spermatocyte | 2770 | 0.97 | 0.98 | 0.99 | 0.98 | 0.00 | 0.96 | 0.98 | 0.97 | 0.99 |\n| male germ cell | 109 | 0.95 | 0.96 | 0.98 | 0.92 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| spermatogonium | 56 | 0.78 | 0.85 | 0.91 | 0.60 | 0.00 | 0.78 | 0.91 | 0.84 | 0.90 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| spermatid | 409 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| spermatocyte | 304 | 0.98 | 0.96 | 0.98 | 0.97 | 0.00 | 0.97 | 0.99 | 0.97 | 0.98 |\n| male germ cell | 7 | 0.92 | 1.00 | 0.92 | 0.71 | 0.00 | 0.92 | 0.92 | 0.92 | 0.92 |\n| spermatogonium | 6 | 1.00 | 0.50 | 0.80 | 0.25 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| spermatid | 3600 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| spermatocyte | 2766 | 0.97 | 0.98 | 0.99 | 0.98 | 0.00 | 0.97 | 0.98 | 0.97 | 0.99 |\n| male germ cell | 109 | 0.96 | 0.96 | 0.98 | 0.90 | 0.00 | 0.99 | 1.00 | 1.00 | 0.98 |\n| spermatogonium | 58 | 0.79 | 0.82 | 0.91 | 0.36 | 0.00 | 0.80 | 0.95 | 0.91 | 0.92 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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preprocessing.json

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         "ENSG00000006453",
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         "ENSG00000130414",
-        "ENSG00000130479",
         "ENSG00000130508",
         "ENSG00000130529",
         "ENSG00000130544",
@@ -1581,10 +1572,10 @@
         "ENSG00000131051",
         "ENSG00000131100",
         "ENSG00000131115",
+        "ENSG00000131143",
         "ENSG00000131153",
         "ENSG00000131171",
         "ENSG00000131174",
-        "ENSG00000131188",
         "ENSG00000131196",
         "ENSG00000131238",
         "ENSG00000131263",
@@ -1599,18 +1590,18 @@
         "ENSG00000131475",
         "ENSG00000131503",
         "ENSG00000131653",
+        "ENSG00000131669",
         "ENSG00000131724",
         "ENSG00000131725",
         "ENSG00000131730",
         "ENSG00000131748",
         "ENSG00000131779",
+        "ENSG00000131791",
         "ENSG00000131828",
         "ENSG00000131844",
         "ENSG00000131871",
         "ENSG00000131873",
         "ENSG00000131931",
-        "ENSG00000131941",
-        "ENSG00000131943",
         "ENSG00000131966",
         "ENSG00000132004",
         "ENSG00000132024",
@@ -1621,6 +1612,7 @@
         "ENSG00000132256",
         "ENSG00000132275",
         "ENSG00000132286",
+        "ENSG00000132300",
         "ENSG00000132305",
         "ENSG00000132313",
         "ENSG00000132326",
@@ -1642,8 +1634,6 @@
         "ENSG00000132589",
         "ENSG00000132591",
         "ENSG00000132612",
-        "ENSG00000132622",
-        "ENSG00000132640",
         "ENSG00000132646",
         "ENSG00000132661",
         "ENSG00000132669",
@@ -1651,8 +1641,6 @@
         "ENSG00000132716",
         "ENSG00000132763",
         "ENSG00000132793",
-        "ENSG00000132801",
-        "ENSG00000132819",
         "ENSG00000132874",
         "ENSG00000133026",
         "ENSG00000133027",
@@ -1671,7 +1659,6 @@
         "ENSG00000133392",
         "ENSG00000133398",
         "ENSG00000133460",
-        "ENSG00000133466",
         "ENSG00000133597",
         "ENSG00000133627",
         "ENSG00000133703",
@@ -1696,6 +1683,7 @@
         "ENSG00000134108",
         "ENSG00000134109",
         "ENSG00000134115",
+        "ENSG00000134215",
         "ENSG00000134247",
         "ENSG00000134248",
         "ENSG00000134253",
@@ -1712,16 +1700,15 @@
         "ENSG00000134453",
         "ENSG00000134461",
         "ENSG00000134463",
+        "ENSG00000134480",
         "ENSG00000134490",
         "ENSG00000134516",
-        "ENSG00000134575",
         "ENSG00000134690",
         "ENSG00000134697",
         "ENSG00000134748",
         "ENSG00000134759",
         "ENSG00000134769",
         "ENSG00000134775",
-        "ENSG00000134864",
         "ENSG00000134871",
         "ENSG00000134873",
         "ENSG00000134899",
@@ -1730,6 +1717,7 @@
         "ENSG00000134982",
         "ENSG00000134996",
         "ENSG00000135018",
+        "ENSG00000135040",
         "ENSG00000135048",
         "ENSG00000135090",
         "ENSG00000135108",
@@ -1744,17 +1732,16 @@
         "ENSG00000135334",
         "ENSG00000135372",
         "ENSG00000135390",
-        "ENSG00000135392",
         "ENSG00000135404",
         "ENSG00000135441",
-        "ENSG00000135451",
+        "ENSG00000135446",
+        "ENSG00000135452",
         "ENSG00000135457",
         "ENSG00000135480",
         "ENSG00000135482",
         "ENSG00000135486",
         "ENSG00000135503",
         "ENSG00000135506",
-        "ENSG00000135519",
         "ENSG00000135521",
         "ENSG00000135535",
         "ENSG00000135540",
@@ -1804,6 +1791,7 @@
         "ENSG00000136682",
         "ENSG00000136699",
         "ENSG00000136709",
+        "ENSG00000136715",
         "ENSG00000136718",
         "ENSG00000136754",
         "ENSG00000136783",
@@ -1830,6 +1818,7 @@
         "ENSG00000136938",
         "ENSG00000136940",
         "ENSG00000136943",
+        "ENSG00000136960",
         "ENSG00000137054",
         "ENSG00000137055",
         "ENSG00000137074",
@@ -1843,7 +1832,6 @@
         "ENSG00000137193",
         "ENSG00000137198",
         "ENSG00000137210",
-        "ENSG00000137221",
         "ENSG00000137275",
         "ENSG00000137309",
         "ENSG00000137312",
@@ -1864,8 +1852,8 @@
         "ENSG00000137710",
         "ENSG00000137727",
         "ENSG00000137818",
+        "ENSG00000137821",
         "ENSG00000137822",
-        "ENSG00000137824",
         "ENSG00000137831",
         "ENSG00000137845",
         "ENSG00000137942",
@@ -1877,18 +1865,21 @@
         "ENSG00000138029",
         "ENSG00000138031",
         "ENSG00000138050",
+        "ENSG00000138069",
         "ENSG00000138073",
         "ENSG00000138078",
         "ENSG00000138079",
         "ENSG00000138085",
         "ENSG00000138095",
         "ENSG00000138101",
+        "ENSG00000138107",
         "ENSG00000138111",
         "ENSG00000138162",
         "ENSG00000138246",
         "ENSG00000138279",
         "ENSG00000138308",
         "ENSG00000138346",
+        "ENSG00000138375",
         "ENSG00000138376",
         "ENSG00000138381",
         "ENSG00000138382",
@@ -1902,6 +1893,7 @@
         "ENSG00000138449",
         "ENSG00000138463",
         "ENSG00000138468",
+        "ENSG00000138495",
         "ENSG00000138600",
         "ENSG00000138617",
         "ENSG00000138629",
@@ -1918,7 +1910,6 @@
         "ENSG00000138801",
         "ENSG00000138814",
         "ENSG00000138867",
-        "ENSG00000138942",
         "ENSG00000138964",
         "ENSG00000139083",
         "ENSG00000139131",
@@ -1929,13 +1920,14 @@
         "ENSG00000139291",
         "ENSG00000139351",
         "ENSG00000139372",
-        "ENSG00000139405",
         "ENSG00000139436",
         "ENSG00000139546",
+        "ENSG00000139597",
         "ENSG00000139620",
         "ENSG00000139624",
         "ENSG00000139641",
         "ENSG00000139644",
+        "ENSG00000139697",
         "ENSG00000139719",
         "ENSG00000139842",
         "ENSG00000139921",
@@ -1944,10 +1936,12 @@
         "ENSG00000139971",
         "ENSG00000140006",
         "ENSG00000140022",
+        "ENSG00000140105",
         "ENSG00000140157",
         "ENSG00000140259",
         "ENSG00000140297",
         "ENSG00000140299",
+        "ENSG00000140319",
         "ENSG00000140350",
         "ENSG00000140368",
         "ENSG00000140374",
@@ -1970,7 +1964,6 @@
         "ENSG00000140750",
         "ENSG00000140807",
         "ENSG00000140830",
-        "ENSG00000140854",
         "ENSG00000140876",
         "ENSG00000140931",
         "ENSG00000140937",
@@ -2002,7 +1995,6 @@
         "ENSG00000141510",
         "ENSG00000141543",
         "ENSG00000141556",
-        "ENSG00000141560",
         "ENSG00000141562",
         "ENSG00000141570",
         "ENSG00000141639",
@@ -2012,7 +2004,6 @@
         "ENSG00000141736",
         "ENSG00000141741",
         "ENSG00000141905",
-        "ENSG00000141933",
         "ENSG00000141956",
         "ENSG00000141965",
         "ENSG00000141971",
@@ -2020,8 +2011,8 @@
         "ENSG00000142089",
         "ENSG00000142168",
         "ENSG00000142186",
+        "ENSG00000142188",
         "ENSG00000142230",
-        "ENSG00000142330",
         "ENSG00000142347",
         "ENSG00000142444",
         "ENSG00000142507",
@@ -2051,6 +2042,7 @@
         "ENSG00000143256",
         "ENSG00000143258",
         "ENSG00000143314",
+        "ENSG00000143322",
         "ENSG00000143341",
         "ENSG00000143353",
         "ENSG00000143373",
@@ -2094,10 +2086,10 @@
         "ENSG00000144199",
         "ENSG00000144229",
         "ENSG00000144231",
+        "ENSG00000144233",
         "ENSG00000144306",
         "ENSG00000144339",
         "ENSG00000144354",
-        "ENSG00000144369",
         "ENSG00000144381",
         "ENSG00000144401",
         "ENSG00000144485",
@@ -2114,13 +2106,13 @@
         "ENSG00000144655",
         "ENSG00000144659",
         "ENSG00000144668",
+        "ENSG00000144677",
         "ENSG00000144711",
         "ENSG00000144724",
         "ENSG00000144736",
         "ENSG00000144741",
         "ENSG00000144744",
         "ENSG00000144746",
-        "ENSG00000144749",
         "ENSG00000144771",
         "ENSG00000144802",
         "ENSG00000144821",
@@ -2135,6 +2127,7 @@
         "ENSG00000145191",
         "ENSG00000145216",
         "ENSG00000145293",
+        "ENSG00000145335",
         "ENSG00000145349",
         "ENSG00000145354",
         "ENSG00000145358",
@@ -2151,6 +2144,7 @@
         "ENSG00000145687",
         "ENSG00000145736",
         "ENSG00000145740",
+        "ENSG00000145741",
         "ENSG00000145779",
         "ENSG00000145832",
         "ENSG00000145901",
@@ -2167,7 +2161,7 @@
         "ENSG00000146085",
         "ENSG00000146109",
         "ENSG00000146143",
-        "ENSG00000146232",
+        "ENSG00000146281",
         "ENSG00000146376",
         "ENSG00000146410",
         "ENSG00000146425",
@@ -2186,7 +2180,6 @@
         "ENSG00000147050",
         "ENSG00000147140",
         "ENSG00000147155",
-        "ENSG00000147180",
         "ENSG00000147257",
         "ENSG00000147274",
         "ENSG00000147324",
@@ -2221,26 +2214,25 @@
         "ENSG00000148154",
         "ENSG00000148158",
         "ENSG00000148175",
+        "ENSG00000148187",
         "ENSG00000148218",
         "ENSG00000148229",
         "ENSG00000148291",
         "ENSG00000148296",
         "ENSG00000148303",
         "ENSG00000148308",
-        "ENSG00000148339",
-        "ENSG00000148362",
         "ENSG00000148399",
         "ENSG00000148468",
         "ENSG00000148484",
         "ENSG00000148498",
         "ENSG00000148541",
         "ENSG00000148572",
+        "ENSG00000148606",
         "ENSG00000148672",
         "ENSG00000148688",
         "ENSG00000148773",
         "ENSG00000148798",
         "ENSG00000148803",
-        "ENSG00000148835",
         "ENSG00000148943",
         "ENSG00000148985",
         "ENSG00000149016",
@@ -2258,7 +2250,6 @@
         "ENSG00000149357",
         "ENSG00000149418",
         "ENSG00000149474",
-        "ENSG00000149480",
         "ENSG00000149483",
         "ENSG00000149485",
         "ENSG00000149506",
@@ -2269,6 +2260,7 @@
         "ENSG00000149636",
         "ENSG00000149658",
         "ENSG00000149761",
+        "ENSG00000149806",
         "ENSG00000149823",
         "ENSG00000149923",
         "ENSG00000149925",
@@ -2287,6 +2279,7 @@
         "ENSG00000150756",
         "ENSG00000150768",
         "ENSG00000150779",
+        "ENSG00000150782",
         "ENSG00000150787",
         "ENSG00000150867",
         "ENSG00000150907",
@@ -2309,6 +2302,7 @@
         "ENSG00000151445",
         "ENSG00000151465",
         "ENSG00000151468",
+        "ENSG00000151470",
         "ENSG00000151491",
         "ENSG00000151498",
         "ENSG00000151500",
@@ -2320,6 +2314,7 @@
         "ENSG00000151729",
         "ENSG00000151746",
         "ENSG00000151806",
+        "ENSG00000151812",
         "ENSG00000151876",
         "ENSG00000151881",
         "ENSG00000151892",
@@ -2342,6 +2337,7 @@
         "ENSG00000152457",
         "ENSG00000152465",
         "ENSG00000152492",
+        "ENSG00000152527",
         "ENSG00000152558",
         "ENSG00000152583",
         "ENSG00000152601",
@@ -2350,12 +2346,10 @@
         "ENSG00000152939",
         "ENSG00000153006",
         "ENSG00000153044",
-        "ENSG00000153066",
         "ENSG00000153107",
         "ENSG00000153157",
         "ENSG00000153179",
         "ENSG00000153310",
-        "ENSG00000153395",
         "ENSG00000153406",
         "ENSG00000153561",
         "ENSG00000153574",
@@ -2363,6 +2357,7 @@
         "ENSG00000153814",
         "ENSG00000153823",
         "ENSG00000153879",
+        "ENSG00000153922",
         "ENSG00000153944",
         "ENSG00000153956",
         "ENSG00000153975",
@@ -2371,7 +2366,6 @@
         "ENSG00000154122",
         "ENSG00000154162",
         "ENSG00000154217",
-        "ENSG00000154222",
         "ENSG00000154274",
         "ENSG00000154277",
         "ENSG00000154309",
@@ -2380,15 +2374,17 @@
         "ENSG00000154328",
         "ENSG00000154330",
         "ENSG00000154358",
-        "ENSG00000154370",
         "ENSG00000154447",
         "ENSG00000154473",
         "ENSG00000154518",
         "ENSG00000154639",
         "ENSG00000154645",
+        "ENSG00000154710",
+        "ENSG00000154743",
         "ENSG00000154767",
         "ENSG00000154783",
         "ENSG00000154803",
+        "ENSG00000154814",
         "ENSG00000154832",
         "ENSG00000154839",
         "ENSG00000154917",
@@ -2415,6 +2411,7 @@
         "ENSG00000155959",
         "ENSG00000155975",
         "ENSG00000156049",
+        "ENSG00000156136",
         "ENSG00000156232",
         "ENSG00000156239",
         "ENSG00000156261",
@@ -2423,18 +2420,18 @@
         "ENSG00000156469",
         "ENSG00000156471",
         "ENSG00000156502",
+        "ENSG00000156508",
         "ENSG00000156531",
         "ENSG00000156603",
         "ENSG00000156735",
         "ENSG00000156795",
-        "ENSG00000156804",
-        "ENSG00000156853",
         "ENSG00000156858",
         "ENSG00000156876",
         "ENSG00000156976",
         "ENSG00000156990",
         "ENSG00000157020",
         "ENSG00000157045",
+        "ENSG00000157077",
         "ENSG00000157087",
         "ENSG00000157184",
         "ENSG00000157426",
@@ -2452,7 +2449,6 @@
         "ENSG00000157778",
         "ENSG00000157833",
         "ENSG00000157895",
-        "ENSG00000157927",
         "ENSG00000157933",
         "ENSG00000158006",
         "ENSG00000158062",
@@ -2463,7 +2459,6 @@
         "ENSG00000158186",
         "ENSG00000158201",
         "ENSG00000158234",
-        "ENSG00000158246",
         "ENSG00000158270",
         "ENSG00000158411",
         "ENSG00000158417",
@@ -2483,7 +2478,6 @@
         "ENSG00000159111",
         "ENSG00000159128",
         "ENSG00000159131",
-        "ENSG00000159176",
         "ENSG00000159199",
         "ENSG00000159200",
         "ENSG00000159202",
@@ -2500,7 +2494,9 @@
         "ENSG00000159479",
         "ENSG00000159593",
         "ENSG00000159596",
+        "ENSG00000159685",
         "ENSG00000159692",
+        "ENSG00000159720",
         "ENSG00000159842",
         "ENSG00000159884",
         "ENSG00000159905",
@@ -2521,10 +2517,8 @@
         "ENSG00000160299",
         "ENSG00000160310",
         "ENSG00000160325",
-        "ENSG00000160392",
         "ENSG00000160439",
         "ENSG00000160460",
-        "ENSG00000160539",
         "ENSG00000160570",
         "ENSG00000160588",
         "ENSG00000160606",
@@ -2536,10 +2530,9 @@
         "ENSG00000160783",
         "ENSG00000160799",
         "ENSG00000160888",
+        "ENSG00000160908",
         "ENSG00000160957",
         "ENSG00000160959",
-        "ENSG00000160972",
-        "ENSG00000160993",
         "ENSG00000161010",
         "ENSG00000161011",
         "ENSG00000161016",
@@ -2556,21 +2549,18 @@
         "ENSG00000161526",
         "ENSG00000161533",
         "ENSG00000161542",
-        "ENSG00000161677",
         "ENSG00000161791",
         "ENSG00000161800",
-        "ENSG00000161847",
         "ENSG00000161888",
-        "ENSG00000161905",
         "ENSG00000161920",
         "ENSG00000161981",
         "ENSG00000162063",
         "ENSG00000162076",
         "ENSG00000162104",
         "ENSG00000162105",
+        "ENSG00000162144",
         "ENSG00000162191",
         "ENSG00000162222",
-        "ENSG00000162227",
         "ENSG00000162231",
         "ENSG00000162298",
         "ENSG00000162368",
@@ -2581,7 +2571,6 @@
         "ENSG00000162409",
         "ENSG00000162419",
         "ENSG00000162430",
-        "ENSG00000162456",
         "ENSG00000162517",
         "ENSG00000162592",
         "ENSG00000162594",
@@ -2589,13 +2578,13 @@
         "ENSG00000162613",
         "ENSG00000162623",
         "ENSG00000162639",
-        "ENSG00000162650",
         "ENSG00000162688",
         "ENSG00000162695",
         "ENSG00000162704",
         "ENSG00000162722",
         "ENSG00000162735",
         "ENSG00000162736",
+        "ENSG00000162772",
         "ENSG00000162819",
         "ENSG00000162836",
         "ENSG00000162885",
@@ -2633,7 +2622,6 @@
         "ENSG00000163531",
         "ENSG00000163541",
         "ENSG00000163608",
-        "ENSG00000163624",
         "ENSG00000163626",
         "ENSG00000163632",
         "ENSG00000163636",
@@ -2648,7 +2636,6 @@
         "ENSG00000163811",
         "ENSG00000163832",
         "ENSG00000163872",
-        "ENSG00000163874",
         "ENSG00000163875",
         "ENSG00000163882",
         "ENSG00000163900",
@@ -2676,11 +2663,14 @@
         "ENSG00000164134",
         "ENSG00000164167",
         "ENSG00000164172",
+        "ENSG00000164219",
         "ENSG00000164237",
         "ENSG00000164244",
         "ENSG00000164252",
+        "ENSG00000164253",
         "ENSG00000164258",
         "ENSG00000164292",
+        "ENSG00000164294",
         "ENSG00000164300",
         "ENSG00000164305",
         "ENSG00000164306",
@@ -2719,6 +2709,7 @@
         "ENSG00000164934",
         "ENSG00000164961",
         "ENSG00000164967",
+        "ENSG00000165029",
         "ENSG00000165084",
         "ENSG00000165092",
         "ENSG00000165119",
@@ -2731,6 +2722,7 @@
         "ENSG00000165322",
         "ENSG00000165410",
         "ENSG00000165416",
+        "ENSG00000165475",
         "ENSG00000165480",
         "ENSG00000165501",
         "ENSG00000165506",
@@ -2743,15 +2735,16 @@
         "ENSG00000165660",
         "ENSG00000165672",
         "ENSG00000165675",
+        "ENSG00000165678",
         "ENSG00000165688",
         "ENSG00000165704",
         "ENSG00000165714",
-        "ENSG00000165716",
         "ENSG00000165724",
         "ENSG00000165730",
         "ENSG00000165732",
         "ENSG00000165733",
         "ENSG00000165782",
+        "ENSG00000165792",
         "ENSG00000165810",
         "ENSG00000165898",
         "ENSG00000165949",
@@ -2761,7 +2754,6 @@
         "ENSG00000166016",
         "ENSG00000166046",
         "ENSG00000166123",
-        "ENSG00000166126",
         "ENSG00000166135",
         "ENSG00000166136",
         "ENSG00000166140",
@@ -2770,7 +2762,7 @@
         "ENSG00000166192",
         "ENSG00000166197",
         "ENSG00000166199",
-        "ENSG00000166224",
+        "ENSG00000166226",
         "ENSG00000166261",
         "ENSG00000166266",
         "ENSG00000166340",
@@ -2788,6 +2780,7 @@
         "ENSG00000166479",
         "ENSG00000166535",
         "ENSG00000166582",
+        "ENSG00000166592",
         "ENSG00000166595",
         "ENSG00000166598",
         "ENSG00000166681",
@@ -2809,7 +2802,6 @@
         "ENSG00000166946",
         "ENSG00000166949",
         "ENSG00000166963",
-        "ENSG00000166965",
         "ENSG00000166971",
         "ENSG00000166974",
         "ENSG00000166986",
@@ -2823,6 +2815,7 @@
         "ENSG00000167123",
         "ENSG00000167186",
         "ENSG00000167193",
+        "ENSG00000167196",
         "ENSG00000167210",
         "ENSG00000167272",
         "ENSG00000167306",
@@ -2838,7 +2831,6 @@
         "ENSG00000167515",
         "ENSG00000167528",
         "ENSG00000167552",
-        "ENSG00000167553",
         "ENSG00000167562",
         "ENSG00000167565",
         "ENSG00000167601",
@@ -2892,10 +2884,8 @@
         "ENSG00000168397",
         "ENSG00000168439",
         "ENSG00000168461",
-        "ENSG00000168476",
         "ENSG00000168496",
         "ENSG00000168522",
-        "ENSG00000168528",
         "ENSG00000168542",
         "ENSG00000168546",
         "ENSG00000168566",
@@ -2912,10 +2902,12 @@
         "ENSG00000168883",
         "ENSG00000168884",
         "ENSG00000168887",
+        "ENSG00000168894",
         "ENSG00000168917",
         "ENSG00000168924",
         "ENSG00000168952",
         "ENSG00000169016",
+        "ENSG00000169019",
         "ENSG00000169032",
         "ENSG00000169057",
         "ENSG00000169087",
@@ -2940,7 +2932,6 @@
         "ENSG00000169660",
         "ENSG00000169679",
         "ENSG00000169689",
-        "ENSG00000169692",
         "ENSG00000169696",
         "ENSG00000169714",
         "ENSG00000169727",
@@ -2962,6 +2953,7 @@
         "ENSG00000170035",
         "ENSG00000170043",
         "ENSG00000170113",
+        "ENSG00000170142",
         "ENSG00000170153",
         "ENSG00000170190",
         "ENSG00000170222",
@@ -2973,10 +2965,10 @@
         "ENSG00000170310",
         "ENSG00000170312",
         "ENSG00000170315",
-        "ENSG00000170325",
         "ENSG00000170345",
         "ENSG00000170348",
         "ENSG00000170381",
+        "ENSG00000170421",
         "ENSG00000170430",
         "ENSG00000170445",
         "ENSG00000170468",
@@ -3021,27 +3013,30 @@
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