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Merge branch 'master' into fix-361
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Zeitsperre committed May 13, 2024
2 parents 4811a6c + 1f5be4e commit 120b89f
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Expand Up @@ -405,6 +405,13 @@
"all_properties = {**shape_info, **land_use, **terrain}\n",
"display(all_properties)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
Expand All @@ -418,7 +425,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.16"
"version": "3.10.13"
}
},
"nbformat": 4,
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Original file line number Diff line number Diff line change
Expand Up @@ -77,6 +77,7 @@
"import xclim.sdba as sdba\n",
"from birdy import WPSClient\n",
"from clisops.core import average, subset\n",
"from dask.diagnostics import ProgressBar\n",
"\n",
"from ravenpy import Emulator\n",
"from ravenpy.config import commands as rc\n",
Expand Down Expand Up @@ -399,7 +400,7 @@
" ERA5_pr = ERA5_pr.mean({\"latitude\", \"longitude\"})\n",
"\n",
" # Ensure that the precipitation is non-negative, which can happen with some reanalysis models.\n",
" ERA5_pr[ERA5_pr < 0] = 0\n",
" ERA5_pr = np.maximum(ERA5_pr, 0)\n",
"\n",
" # Transform them to a dataset such that they can be written with attributes to netcdf\n",
" ERA5_tmin = ERA5_tmin.to_dataset(name=\"tmin\", promote_attrs=True)\n",
Expand Down Expand Up @@ -463,21 +464,20 @@
" col_subset = col.search(require_all_on=[\"source_id\"], **query)\n",
" mapper = fsCMIP.get_mapper(col_subset.df.zstore[0])\n",
"\n",
" # special case for precipitation, which does not have the \"height\" variable that we need to discard as for tasmax and tasmin.\n",
" if variable == \"pr\":\n",
" out[exp][variable] = average.average_shape(\n",
" xr.open_zarr(mapper, consolidated=True).sel(\n",
" time=slice(period_start, period_end)\n",
" )[variable],\n",
" basin_contour,\n",
" ).chunk(-1)\n",
" else:\n",
" out[exp][variable] = average.average_shape(\n",
" xr.open_zarr(mapper, consolidated=True)\n",
" .sel(time=slice(period_start, period_end))\n",
" .reset_coords(\"height\", drop=True)[variable],\n",
" basin_contour,\n",
" ).chunk(-1)\n",
" ds = xr.open_zarr(mapper, consolidated=True).sel(\n",
" time=slice(period_start, period_end)\n",
" )\n",
"\n",
" if \"height\" in ds.coords:\n",
" ds = ds.drop_vars(\"height\")\n",
"\n",
" out[exp][variable] = average.average_shape(\n",
" ds,\n",
" basin_contour,\n",
" )[\n",
" variable\n",
" ].chunk(-1)\n",
"\n",
"\n",
"# We can now extract the variables that we will need later:\n",
"historical_tasmax = out[\"historical\"][\"tasmax\"]\n",
Expand Down Expand Up @@ -633,15 +633,16 @@
" ]\n",
")\n",
"# Write to temporary folder\n",
"fn_tmp_fut = tmp / \"future_dataset_tmp.nc\"\n",
"fut_dataset.to_netcdf(fn_tmp_fut)\n",
"with ProgressBar():\n",
" fn_tmp_fut = tmp / \"future_dataset_tmp.nc\"\n",
" fut_dataset.to_netcdf(fn_tmp_fut)\n",
"\n",
"# Write the data to disk to a temporary location for future use.\n",
"ref_dataset = xr.open_dataset(fn_tmp_ref)\n",
"ref_dataset.isel(geom=0).squeeze().to_netcdf(tmp / \"reference_dataset.nc\")\n",
" # Write the data to disk to a temporary location for future use.\n",
" ref_dataset = xr.open_dataset(fn_tmp_ref)\n",
" ref_dataset.isel(geom=0).squeeze().to_netcdf(tmp / \"reference_dataset.nc\")\n",
"\n",
"fut_dataset = xr.open_dataset(fn_tmp_fut)\n",
"fut_dataset.isel(geom=0).squeeze().to_netcdf(tmp / \"future_dataset.nc\")"
" fut_dataset = xr.open_dataset(fn_tmp_fut)\n",
" fut_dataset.isel(geom=0).squeeze().to_netcdf(tmp / \"future_dataset.nc\")"
]
},
{
Expand Down Expand Up @@ -826,11 +827,10 @@
"source": [
"# Copy the configuration of the previous model that we will modify for our validation:\n",
"model_validation = model_config.duplicate(\n",
" params=optimized_parameters,\n",
" StartDate=dt.datetime(1986, 1, 1),\n",
" EndDate=dt.datetime(1990, 12, 31),\n",
" SuppressOutput=False,\n",
")\n",
").set_params(optimized_parameters)\n",
"\n",
"sim_output = Emulator(config=model_validation).run()\n",
"\n",
Expand Down Expand Up @@ -1007,7 +1007,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.16"
"version": "3.11.6"
}
},
"nbformat": 4,
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