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fix ocean colour
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malmans2 committed May 17, 2024
1 parent dfce566 commit f4166a0
Showing 1 changed file with 33 additions and 13 deletions.
46 changes: 33 additions & 13 deletions notebooks/wp5/ocean_color_timeseries.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -66,13 +66,22 @@
"\n",
"# Regions to plot\n",
"regions = {\n",
" \"Global Ocean\": {\"lon_slice\": slice(-180, 180), \"lat_slice\": slice(90, -90)},\n",
" \"Global Ocean\": {\n",
" \"lon_slice\": slice(-180, 180),\n",
" \"lat_slice\": slice(90, -90),\n",
" },\n",
" \"Latitudes 50$^o$S-50$^o$N\": {\n",
" \"lon_slice\": slice(-180, 180),\n",
" \"lat_slice\": slice(50, -50),\n",
" },\n",
" \"NASTG\": {\"lon_slice\": slice(-80, 0), \"lat_slice\": slice(50, 0)},\n",
" \"SPSTG\": {\"lon_slice\": slice(-120, -110), \"lat_slice\": slice(-20, -30)},\n",
" \"NASTG\": {\n",
" \"lon_slice\": slice(-80, 0),\n",
" \"lat_slice\": slice(50, 0),\n",
" },\n",
" \"SPSTG\": {\n",
" \"lon_slice\": slice(-120, -110),\n",
" \"lat_slice\": slice(-20, -30),\n",
" },\n",
"}\n",
"for region, slices in regions.items():\n",
" # Enforce sorting as original data\n",
Expand Down Expand Up @@ -119,18 +128,23 @@
"metadata": {},
"outputs": [],
"source": [
"def regionalised_spatial_weighted_mean(ds, variable, lon_slice, lat_slice):\n",
"def regionalised_spatial_weighted_mean(\n",
" ds, variable, lon_slice, lat_slice, log_transformed, vmin, vmax\n",
"):\n",
" da = ds[variable]\n",
" da = utils.regionalise(da, lon_slice=lon_slice, lat_slice=lat_slice)\n",
" with xr.set_options(keep_attrs=True):\n",
" if variable == \"chlor_a\":\n",
" da = da.where((da > 0.01) & (da < 1.0e2))\n",
" if vmin is not None:\n",
" da = da.where(da > vmin)\n",
" if vmax is not None:\n",
" da = da.where(da < vmax)\n",
" if log_transformed:\n",
" with xr.set_options(keep_attrs=True):\n",
" da = 10 ** diagnostics.spatial_weighted_mean(np.log10(da))\n",
" da.attrs[\"long_name\"] = da.attrs[\"long_name\"].replace(\n",
" \" (not log-transformed)\", \"\"\n",
" )\n",
" else:\n",
" da = diagnostics.spatial_weighted_mean(da)\n",
" da.attrs[\"long_name\"] = da.attrs[\"long_name\"].replace(\n",
" \" (not log-transformed)\", \"\"\n",
" )\n",
" else:\n",
" da = diagnostics.spatial_weighted_mean(da)\n",
" return da.to_dataset(name=variable)"
]
},
Expand Down Expand Up @@ -168,7 +182,13 @@
" collection_id,\n",
" requests,\n",
" transform_func=regionalised_spatial_weighted_mean,\n",
" transform_func_kwargs={\"variable\": variable} | slices,\n",
" transform_func_kwargs=slices\n",
" | {\n",
" \"variable\": variable,\n",
" \"vmin\": 1.0e-2 if variable == \"chlor_a\" else None,\n",
" \"vmax\": 1.0e2 if variable == \"chlor_a\" else None,\n",
" \"log_transformed\": variable == \"chlor_a\",\n",
" },\n",
" chunks={\"year\": 1, \"month\": 1, \"variable\": 1},\n",
" )\n",
" datasets.append(ds.expand_dims(region=[region]))\n",
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