Align Sentinel-2 band names in EuroSAT and transforms tutorial (#1646)

* Align Sentinel-2 band names in EuroSAT and transforms tutorial

Fix #1635

* 'pr_eurosat'

docs/tutorials/transforms.ipynb

@@ -201,16 +201,16 @@
     "    ]\n",
     ")\n",
     "bands = {\n",
-    "    \"B1\": \"Coastal Aerosol\",\n",
-    "    \"B2\": \"Blue\",\n",
-    "    \"B3\": \"Green\",\n",
-    "    \"B4\": \"Red\",\n",
-    "    \"B5\": \"Vegetation Red Edge 1\",\n",
-    "    \"B6\": \"Vegetation Red Edge 2\",\n",
-    "    \"B7\": \"Vegetation Red Edge 3\",\n",
-    "    \"B8\": \"NIR 1\",\n",
+    "    \"B01\": \"Coastal Aerosol\",\n",
+    "    \"B02\": \"Blue\",\n",
+    "    \"B03\": \"Green\",\n",
+    "    \"B04\": \"Red\",\n",
+    "    \"B05\": \"Vegetation Red Edge 1\",\n",
+    "    \"B06\": \"Vegetation Red Edge 2\",\n",
+    "    \"B07\": \"Vegetation Red Edge 3\",\n",
+    "    \"B08\": \"NIR 1\",\n",
     "    \"B8A\": \"NIR 2\",\n",
-    "    \"B9\": \"Water Vapour\",\n",
+    "    \"B09\": \"Water Vapour\",\n",
     "    \"B10\": \"SWIR 1\",\n",
     "    \"B11\": \"SWIR 2\",\n",
     "    \"B12\": \"SWIR 3\",\n",

torchgeo/datasets/eurosat.py

@@ -95,7 +95,7 @@ class EuroSAT(NonGeoClassificationDataset):
         "B06",
         "B07",
         "B08",
-        "B08A",
+        "B8A",
         "B09",
         "B10",
         "B11",