Merge branch 'main' of github-personal:microsoft/aurora into main

docs/example.ipynb

@@ -11,23 +11,13 @@
     "\n",
     "## Downloading the Data\n",
     "\n",
-    "To begin with, register an account with the [CDS](https://cds.climate.copernicus.eu/) and create `$HOME/.cdsapirc` with the following content:"
-   ]
-  },
-  {
-   "cell_type": "raw",
-   "id": "90c1c149-f332-4a6a-8f30-71dc165d5bd9",
-   "metadata": {},
-   "source": [
+    "To begin with, register an account with the [Climate Data Store](https://cds.climate.copernicus.eu/) and create `$HOME/.cdsapirc` with the following content:\n",
+    "\n",
+    "```\n",
     "url: https://cds.climate.copernicus.eu/api/v2\n",
-    "key: <UID>:<API key>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b78325dd-6ce5-4698-8291-323702db9f7b",
-   "metadata": {},
-   "source": [
+    "key: <UID>:<API key>\n",
+    "```\n",
+    "\n",
     "You can find your UID and API key on your account page.\n",
     "\n",
     "We now download the ERA5 data."
@@ -200,7 +190,7 @@
     "    metadata=Metadata(\n",
     "        lat=torch.from_numpy(surf_vars_ds.latitude.values),\n",
     "        lon=torch.from_numpy(surf_vars_ds.longitude.values),\n",
-    "        # Converting to `datetime64[s]` ensure that the output of `tolist()` gives\n",
+    "        # Converting to `datetime64[s]` ensures that the output of `tolist()` gives\n",
     "        # `datetime.datetime`s. Note that this needs to be a tuple of length one:\n",
     "        # one value for every batch element.\n",
     "        time=(surf_vars_ds.time.values.astype(\"datetime64[s]\").tolist()[i],),\n",