diff --git a/demo.py b/demo.py
new file mode 100644
index 00000000..6bdece37
--- /dev/null
+++ b/demo.py
@@ -0,0 +1,51 @@
+import logging
+
+logging.basicConfig(
+    format="%(asctime)s.%(msecs)03dZ %(processName)s %(threadName)s %(levelname)s:%(name)s:%(message)s",
+    datefmt="%Y-%m-%dT%H:%M:%S",
+    level=logging.INFO,
+)
+
+logger = logging.getLogger("grib demo")
+
+import xarray as xr
+import numpy as np
+import pandas as pd
+import zarr
+import kerchunk
+import fsspec
+import gcsfs
+
+
+if __name__ == "__main__":
+
+    fs = fsspec.filesystem(
+        protocol="reference",
+        fo="gs://gcp-public-data-weather.camus.store/high-resolution-rapid-refresh/version_2/monthly_horizon/conus/hrrr.202309/hrrr.wrfsfcf.16_hour_horizon.zarr",  # The target zarr json blob
+        remote_protocol="gcs",
+    )
+
+
+    ds = xr.open_dataset(
+        fs.get_mapper(""),
+        engine="zarr",
+        drop_variables=["heightAboveGround"],  # Drop magic broken variable
+        backend_kwargs=dict(
+            consolidated=False,
+        )
+    )
+    logger.info(ds)
+
+    df = ds[
+        ['2t', 'dswrf']
+    ].interp(
+        dict(x=[500, 800], y=[300, 400])
+    ).to_dataframe()
+
+    # .loc[
+    #     dict(valid_time=slice('2023-09-04', '2023-09-06'))
+    # ].compute()
+
+
+
+    logger.info(df)