diff --git a/merge_climate_datasets_exercise.ipynb b/merge_climate_datasets_exercise.ipynb new file mode 100644 index 0000000..f6714a6 --- /dev/null +++ b/merge_climate_datasets_exercise.ipynb @@ -0,0 +1,416 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "aa24b099", + "metadata": {}, + "source": [ + "# Merging Climate Datasets Exercise\n", + "\n", + "Work through this notebook to practice harmonizing and merging two climate datasets that differ in temporal cadence and spatial resolution.\n", + "\n", + "You will: \n", + "- Load two public NOAA datasets directly from the cloud\n", + "- Subset to the continental US (use 230°E–300°E in longitude since the data span 0–360°)\n", + "- Use `xr.resample` to aggregate time and `xr.interp` to match grids\n", + "- Combine the variables with `xr.merge` for joint analysis\n", + "\n", + "Refer back to the answer key after attempting each step.\n" + ] + }, + { + "cell_type": "markdown", + "id": "d6f677f5", + "metadata": {}, + "source": [ + "## 1. Setup\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "0a656265", + "metadata": { + "tags": [ + "parameters" + ] + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import xarray as xr\n", + "import numpy as np\n", + "\n", + "try:\n", + " import cartopy.crs as ccrs\n", + " import cartopy.feature as cfeature\n", + "except ImportError:\n", + " ccrs = None\n", + " cfeature = None\n", + "\n", + "TEMP_URL = \"https://psl.noaa.gov/thredds/dodsC/Datasets/ncep.reanalysis/surface/air.sig995.2020.nc\"\n", + "PRECIP_URL = \"https://psl.noaa.gov/thredds/dodsC/Datasets/cpc_global_precip/precip.2020.nc\"\n", + "\n", + "# reverse range of lats and added slice functions\n", + "LAT_RANGE = slice(50, 20) # degrees North\n", + "LON_RANGE_360 = slice(230, 300) # degrees East (equivalent to -130° to -60°)\n", + "LON_RANGE_180 = slice(-130, -60) # convenience if a dataset uses -180° to 180°\n", + "\n", + "TIME_RANGE = slice(\"2020-06-01\", \"2020-06-30\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "45f8536b", + "metadata": {}, + "source": [ + "## 2. Load the datasets\n", + "\n", + "Open both remote datasets with `xr.open_dataset`, passing a reasonable chunk size for the time dimension. Assign the resulting objects to `air` and `precip`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3270985f", + "metadata": { + "tags": [ + "exercise" + ] + }, + "outputs": [], + "source": [ + "# TODO: load the air temperature and precipitation datasets.\n", + "# Example: air = xr.open_dataset(..., chunks={\"time\": 8})\n", + "#raise NotImplementedError(\"Assign datasets to `air` and `precip`.\")\n", + "\n", + "air = xr.open_dataset(TEMP_URL, chunks={\"time\": 24})\n", + "precip = xr.open_dataset(PRECIP_URL, chunks={\"time\": 24})" + ] + }, + { + "cell_type": "markdown", + "id": "761ec85f", + "metadata": {}, + "source": [ + "## 3. Subset to the continental United States and June 2020\n", + "\n", + "Select the bounding box provided above and limit the time range to June 2020 for both datasets. Store the results in `air_us` and `precip_us`.\n", + "Remember that longitude runs from 0° to 360°, so select 230°E–300°E. Check whether each coordinate is ascending or descending before building the slice.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "264d9641", + "metadata": { + "tags": [ + "exercise" + ] + }, + "outputs": [], + "source": [ + "# TODO: subset both datasets using `sel`, handling coordinate ordering as needed.\n", + "#raise NotImplementedError(\"Create `air_us` and `precip_us`.\")\n", + "\n", + "air_us = air.sel(time=TIME_RANGE, lon=LON_RANGE_360, lat=LAT_RANGE)\n", + "precip_us = precip.sel(time=TIME_RANGE, lon=LON_RANGE_360, lat=LAT_RANGE)" + ] + }, + { + "cell_type": "markdown", + "id": "0fd517a9", + "metadata": {}, + "source": [ + "## 4. Align temporal cadence\n", + "\n", + "Aggregate the six-hourly air temperatures to daily means with `xr.resample`. Name the resulting DataArray `air_daily`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "96529bc0", + "metadata": { + "tags": [ + "exercise" + ] + }, + "outputs": [], + "source": [ + "# TODO: use xr.resample to create daily means.\n", + "#raise NotImplementedError(\"Create `air_daily`.\")\n", + "\n", + "air_daily = air_us.resample(time='1D').mean()\n" + ] + }, + { + "cell_type": "markdown", + "id": "b4bc3f03", + "metadata": {}, + "source": [ + "## 5. Interpolate to the precipitation grid\n", + "\n", + "Use `xr.interp` to interpolate the daily air temperatures onto the precipitation grid (`precip_us.lat` and `precip_us.lon`). Store the interpolated result in `air_interp`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "52eb7321", + "metadata": { + "tags": [ + "exercise" + ] + }, + "outputs": [], + "source": [ + "# TODO: interpolate the resampled temperature field onto the precipitation grid.\n", + "#raise NotImplementedError(\"Create `air_interp`.\")\n", + "\n", + "air_interp = air_daily.interp(lat=precip_us.lat, lon=precip_us.lon)\n" + ] + }, + { + "cell_type": "markdown", + "id": "7e1bcf4b", + "metadata": {}, + "source": [ + "## 6. Merge the datasets\n", + "\n", + "Convert the aligned arrays into datasets with clear variable names and merge them with `xr.merge`. Save the output as `merged`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "b766aff5", + "metadata": { + "tags": [ + "exercise" + ] + }, + "outputs": [], + "source": [ + "# TODO: build datasets and merge them into one object named `merged`.\n", + "#raise NotImplementedError(\"Create `merged`.\")\n", + "\n", + "merged = xr.merge([precip_us, air_interp])\n", + "# rename variables\n", + "merged = merged.rename({'precip': 'daily_precip', 'air': 'air_temperature'})\n" + ] + }, + { + "cell_type": "markdown", + "id": "fa374697", + "metadata": {}, + "source": [ + "## 7. Inspect your result\n", + "\n", + "Once your pipeline runs without `NotImplementedError`, evaluate the following cell to sanity-check the merged dataset.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "70410d84", + "metadata": { + "tags": [ + "validation" + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 2MB\n", + "Dimensions: (time: 30, lat: 60, lon: 140)\n", + "Coordinates:\n", + " * lat (lat) float32 240B 49.75 49.25 48.75 ... 21.25 20.75 20.25\n", + " * lon (lon) float32 560B 230.2 230.8 231.2 ... 298.8 299.2 299.8\n", + " * time (time) datetime64[ns] 240B 2020-06-01 ... 2020-06-30\n", + "Data variables:\n", + " daily_precip (time, lat, lon) float32 1MB dask.array\n", + " air_temperature (time, lat, lon) float32 1MB dask.array\n", + "Attributes:\n", + " _NCProperties: version=1|netcdflibversion=4.4.1.1|hdf5l...\n", + " Conventions: CF-1.0\n", + " version: V1.0\n", + " title: CPC GLOBAL PRCP V1.0 RT\n", + " dataset_title: CPC GLOBAL PRCP V1.0\n", + " Source: ftp://ftp.cpc.ncep.noaa.gov/precip/CPC_U...\n", + " References: https://www.psl.noaa.gov/data/gridded/da...\n", + " history: Updated 2021-01-02 23:31:03\n", + " DODS_EXTRA.Unlimited_Dimension: time\n" + ] + } + ], + "source": [ + "# The assertions below should pass once you have completed the exercise.\n", + "assert set(merged.data_vars) == {\"air_temperature\", \"daily_precip\"}\n", + "assert merged.air_temperature.dims == merged.daily_precip.dims\n", + "print(merged)\n" + ] + }, + { + "cell_type": "markdown", + "id": "9b789f53", + "metadata": {}, + "source": [ + "## 8. Check In\n", + "\n", + "- Render both variables at the first timestep on a `cartopy` map to verify alignment visually (PlateCarree works well).\n", + "- Build a scatter plot comparing colocated temperature and precipitation values across the merged domain.\n", + "- Save the merged output with `to_netcdf` for future analysis.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60798075", + "metadata": {}, + "outputs": [], + "source": [ + "# must save merged xarray Dataset as netcdf3 format to avoid\n", + "# Attribute error NetCDF: String match to name in use\n", + "merged.to_netcdf('merged_air_precip.nc', format='NETCDF3_64BIT')" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "eaa91c00", + "metadata": {}, + "outputs": [], + "source": [ + "# make map function\n", + "def make_map(data, lon, lat, title, cmap_title, data2, cmap_title2, \n", + " pt_col, marker, plon, plat, cmap='RdYlGn_r'):\n", + "\n", + " #lon_grid, lat_grid = np.meshgrid(lon_range, lat_range)\n", + " lon_grid, lat_grid = np.meshgrid(lon, lat)\n", + "\n", + " # projection\n", + " proj = ccrs.PlateCarree()\n", + "\n", + " # figure\n", + " fig, ax = plt.subplots(figsize=(15,15),subplot_kw=dict(projection=proj))\n", + "\n", + " # add title, axis labels, and coastlines\n", + " ax.coastlines()\n", + "\n", + " # add gridded data and colorbar\n", + " cs = ax.contourf(lon_grid, lat_grid, data, 10,\n", + " cmap=cmap, transform=proj, extend='both')\n", + " cb = fig.colorbar(cs,shrink=0.22)\n", + " cb.set_label(cmap_title)\n", + " # add gridded data and colorbar\n", + " cs2 = ax.contour(lon_grid, lat_grid, data2, 10,\n", + " cmap=\"Blues\", transform=proj, extend='both')\n", + " cb2 = fig.colorbar(cs2,shrink=0.22)\n", + " cb2.set_label(cmap_title2)\n", + "\n", + " # add point data\n", + " ax.scatter(plon, plat, transform=proj, marker=marker, c=pt_col)\n", + " \n", + " # title\n", + " ax.set_title(title)\n", + " # add gridlines\n", + " gl = ax.gridlines(draw_labels=True)\n", + " gl.top_labels = False\n", + " gl.right_labels = False\n", + " #ax.set_ylim(48,72); ax.set_xlim(-80,40)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3ea9b45f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Daily US mean precipitation on June 1, 2020\n", + "make_map(\n", + " data=merged.isel(time=0).daily_precip, \n", + " data2=merged.isel(time=0).air_temperature, \n", + " lon=merged.lon.values, \n", + " lat=merged.lat.values, \n", + " title='Daily US mean precipitation on June 1, 2020',\n", + " cmap_title=\"Daily Precipitation [mm]\",\n", + " cmap_title2=\"Daily Air Temperature [K]\",\n", + " marker='x',\n", + " pt_col='k',\n", + " plon=278.6,\n", + " plat=28.5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "20aa359d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Daily Precipitation [mm]')" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# scatter plot of daily precipitation vs air temperatures on June 1, 2020\n", + "plt.scatter(merged.daily_precip.values, merged.air_temperature.values)\n", + "plt.title('June 1st, 2020 Precipitation vs Air Temperature in North America')\n", + "plt.ylabel('Daily Air Temperature [K]')\n", + "plt.xlabel('Daily Precipitation [mm]')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/merged_air_precip.nc b/merged_air_precip.nc new file mode 100644 index 0000000..c84087d Binary files /dev/null and b/merged_air_precip.nc differ