{ "cells": [ { "cell_type": "markdown", "id": "267df5ec-057d-4bd4-9e57-81642f79bfe8", "metadata": {}, "source": [ "# Incorrect units\n", "\n", "During the conversion from raw model output to zarr format, units were incorrectly assigned to the variables `\"precip\"` and `\"evap\"` in the forecast files `atmos_isobaric_month.zarr.zip`. These variables were processed from the daily files by summing them over months, but the units attributes were not changed from the daily files. Thus, the data can be corrected by normalising `\"precip\"` and `\"evap\"` by the number of days in each month, as demonstrated for a single forecast below." ] }, { "cell_type": "code", "execution_count": 1, "id": "69d49a6a-4c75-411b-9ba4-0ad75e2d90df", "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams[\"figure.figsize\"] = (12, 6)\n", "plt.rcParams[\"font.size\"] = 12\n", "\n", "_ = xr.set_options(keep_attrs=True)" ] }, { "cell_type": "code", "execution_count": 3, "id": "cdd9a40c-c1d4-4c21-97b5-c2465477d210", "metadata": {}, "outputs": [], "source": [ "variables = [\"precip\", \"evap\"]\n", "\n", "cafe = xr.open_zarr(\n", " \"../data/raw/CAFEf6/c5-d60-pX-f6-20191101/atmos_isobaric_month.zarr.zip\"\n", ")[variables]" ] }, { "cell_type": "markdown", "id": "5b2c07ee-ba20-4588-84aa-126e1b53b259", "metadata": {}, "source": [ "## Correct the data by normalising by the number of days in each month" ] }, { "cell_type": "code", "execution_count": 4, "id": "c9bbed63-6005-4d86-8cb0-841afdeed74b", "metadata": {}, "outputs": [], "source": [ "def normalise_by_days_in_month(ds):\n", " \"\"\"\n", " Normalise input array by the number of days in each month\n", "\n", " Parameters\n", " ----------\n", " ds : xarray Dataset\n", " The array to normalise\n", " \"\"\"\n", " # Cast days as float32 to avoid promotion to float64\n", " return ds / ds[\"time\"].dt.days_in_month.astype(np.float32)" ] }, { "cell_type": "code", "execution_count": 5, "id": "dd864a31-ed5f-4449-a14f-328f30de2f01", "metadata": {}, "outputs": [], "source": [ "cafe_corrected = normalise_by_days_in_month(cafe)" ] }, { "cell_type": "markdown", "id": "acfc66cd-dc11-4aa3-8bb8-68b9ce25fa55", "metadata": {}, "source": [ "## Compare renormalised CAFE data to GPCP data" ] }, { "cell_type": "code", "execution_count": 6, "id": "6e4463bb-f84b-4e8f-b8fd-1911cf76851d", "metadata": {}, "outputs": [], "source": [ "gpcp = xr.open_mfdataset(\"../data/raw/GPCP/2020/gpcp*.nc\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "9cbe12c3-e4e2-4f4c-a0d1-75107c4c8bc2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Somewhere near Melbourne\n", "lon = 145\n", "lat = -37.8\n", "\n", "gpcp_Melb = gpcp[\"precip\"].sel(longitude=lon, latitude=lat, method=\"nearest\")\n", "cafe_Melb = (\n", " (86400 * cafe_corrected[\"precip\"]) # Convert from kg/m2/s to mm/day\n", " .sel(lon=lon, lat=lat, ensemble=1, method=\"nearest\")\n", " .sel(time=\"2020\")\n", ")\n", "\n", "plt.plot(gpcp_Melb.time, gpcp_Melb, label=\"GPCP\")\n", "plt.plot(gpcp_Melb.time, cafe_Melb, label=\"CAFE-f6\")\n", "plt.ylabel(\"Monthly precipitation [mm/day]\")\n", "plt.legend()\n", "plt.grid()" ] } ], "metadata": { "kernelspec": { "display_name": "Python (cafe-f6_documentation)", "language": "python", "name": "cafe-f6_documentation" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }