diff --git a/docs/example_hres_t0.ipynb b/docs/example_hres_t0.ipynb
index 70cd28d..7c98d0d 100644
--- a/docs/example_hres_t0.ipynb
+++ b/docs/example_hres_t0.ipynb
@@ -87,15 +87,17 @@
    "source": [
     "## Downloading Static Variables from ERA5 Data\n",
     "\n",
-    "The static variables are not available in WeatherBench2, so we need to download them from ERA5, just like we did [in the example for ERA5](example_era5.ipynb#downloading-the-data).\n",
-    "To do so, register an account with the [Climate Data Store](https://cds.climate.copernicus.eu/) and create `$HOME/.cdsapirc` with the following content:\n",
+    "The static variables are not available in WeatherBench2, so we need to download them from ERA5, just like we did [in the example for ERA5](example_era5#downloading-the-data).\n",
+    "To do so, register an account with the [Climate Data Store](https://cds-beta.climate.copernicus.eu/) and create `$HOME/.cdsapirc` with the following content:\n",
     "\n",
     "```\n",
-    "url: https://cds.climate.copernicus.eu/api/v2\n",
-    "key: <UID>:<API key>\n",
+    "url: https://cds-beta.climate.copernicus.eu/api\n",
+    "key: <API key>\n",
     "```\n",
     "\n",
-    "You can find your UID and API key on your account page."
+    "You can find your API key on your account page.\n",
+    "\n",
+    "In order to be able to download ERA5 data, you need to accept the terms of use in the [dataset page](https://cds-beta.climate.copernicus.eu/datasets/reanalysis-era5-single-levels?tab=download)."
    ]
   },
   {
@@ -220,8 +222,8 @@
     "        # 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",
-    "        atmos_levels=tuple(int(level) for level in atmos_vars_ds.level.values),\n",
+    "        time=(surf_vars_ds.valid_time.values.astype(\"datetime64[s]\").tolist()[i],),\n",
+    "        atmos_levels=tuple(int(level) for level in atmos_vars_ds.pressure_level.values),\n",
     "    ),\n",
     ")"
    ]
@@ -246,7 +248,7 @@
     "from aurora import Aurora, rollout\n",
     "\n",
     "model = Aurora()\n",
-    "model.load_checkpoint(\"wbruinsma/aurora\", \"aurora-0.25-finetuned.ckpt\")\n",
+    "model.load_checkpoint(\"microsoft/aurora\", \"aurora-0.25-finetuned.ckpt\")\n",
     "\n",
     "model.eval()\n",
     "model = model.to(\"cuda\")\n",