diff --git a/demo.ipynb b/demo.ipynb
index 0d555e7..4a2e547 100644
--- a/demo.ipynb
+++ b/demo.ipynb
@@ -401,16 +401,149 @@
    "id": "f538daaf-37c8-4560-abd9-2aadd98b53dd",
    "metadata": {},
    "source": [
-    "### WOFOST ensembles"
+    "### Running a WOFOST ensemble across multiple locations"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "dbac85d4-db2f-4bd5-b474-d33058f4d97d",
+   "id": "59b61e9c-c00f-4927-8be5-889020da7fef",
    "metadata": {},
    "source": [
-    "### Running WOFOST at multiple sites"
+    "More interesting than a single WOFOST run is the ability to do multiple runs at the same time.\n",
+    "This can be used to simulate multiple locations at the same time, such as different plots in the BRP or random sites within one province."
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dbd7b6b3-7e94-4d0a-9938-149325f399c3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Setup BRP\n",
+    "year = 2020\n",
+    "brp = fpcup.io.load_brp(year)\n",
+    "index = 1  # Change this to any index in the BRP table. Try some values and see what happens!\n",
+    "\n",
+    "# Select plot\n",
+    "brp_plot = brp.iloc[index]\n",
+    "brp_plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f03731b8-f650-4a40-b350-1134099b941e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Setup WOFOST\n",
+    "crop_name = brp_plot[\"crop\"]\n",
+    "crop = fpcup.crop.select_crop(crop_name)\n",
+    "agromanagement = crop.agromanagement_first_sowingdate(year)  # First sowing date of the year\n",
+    "\n",
+    "soildata = fpcup.soil.soil_types[\"ec1\"]  # In the future, it will be possible to retrieve the soil type specific to this plot\n",
+    "\n",
+    "latitude, longitude = brp_plot[\"latitude\"], brp_plot[\"longitude\"]  # Center of the plot\n",
+    "weatherdata = fpcup.weather.load_weather_data_NASAPower((latitude, longitude))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fc1c2792-1680-40b6-82e8-1b97815f1c76",
+   "metadata": {},
+   "source": [
+    "Rather than keeping all of the results in working memory, they are saved to files which can be accessed later.\n",
+    "For this, we must also set up a folder."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7662330f-9df6-463f-b80e-a74ec4744de3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Setup output folder"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3b29ab07-7d1d-4e99-90e3-c2c22e3ad563",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Run WOFOST"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0eea4829-d284-4ffd-a649-8aeaaf4c2e81",
+   "metadata": {},
+   "source": [
+    "Since we have multiple outputs, the tabulated summary becomes more interesting:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "61709ee2-cc30-41ef-bf6f-d781e3d1fda1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "outputs.summary"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91022e4a-ffcf-4ab4-9dca-90e41583a7ac",
+   "metadata": {},
+   "source": [
+    "Additionally, we can plot the results in several ways:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e91a4803-e627-4a50-9ebf-c749870890fe",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5eadcd91-bf0e-418e-b386-93ede2581ffe",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1dafc5fc-a1b9-42b7-8936-1528f73f1cdd",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5144658-0015-41af-8278-20da55694238",
+   "metadata": {},
+   "source": [
+    "### Estimating uncertainty using WOFOST ensembles\n",
+    "Ensembles can also be used to estimate the uncertainty in outputs by using different combinations of input parameters.\n",
+    "Here, we will look at an example using one site."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c307ef2c-31a1-4f56-9fd7-041609a98c5e",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {