diff --git a/merge_climate_datasets_exercise.ipynb b/merge_climate_datasets_exercise.ipynb new file mode 100644 index 0000000..cd05f32 --- /dev/null +++ b/merge_climate_datasets_exercise.ipynb @@ -0,0 +1,446 @@ +{ + "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": "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": "markdown", + "id": "d6f677f5", + "metadata": {}, + "source": [ + "## 1. Setup\n" + ] + }, + { + "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": 2, + "id": "0a656265", + "metadata": { + "tags": [ + "parameters" + ] + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import xarray as xr\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", + "LAT_RANGE = (20, 50) # degrees North\n", + "LON_RANGE_360 = (230, 300) # degrees East (equivalent to -130° to -60°)\n", + "LON_RANGE_180 = (-130, -60) # convenience if a dataset uses -180° to 180°\n", + "\n", + "TIME_RANGE = slice(\"2020-06-01\", \"2020-06-30\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3270985f", + "metadata": { + "tags": [ + "exercise" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":488: RuntimeWarning: numpy.ndarray size changed, may indicate binary incompatibility. Expected 16 from C header, got 96 from PyObject\n" + ] + } + ], + "source": [ + "# TODO: load the air temperature and precipitation datasets.\n", + "# Example: air = xr.open_dataset(..., chunks={\"time\": 8})\n", + "\n", + "\n", + "air = xr.open_dataset(TEMP_URL, chunks={\"time\": 8})\n", + "precip = xr.open_dataset(PRECIP_URL, chunks={\"time\": 8})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "264d9641", + "metadata": { + "tags": [ + "exercise" + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 62MB\n", + "Dimensions: (time: 1464, lat: 73, lon: 144)\n", + "Coordinates:\n", + " * lat (lat) float32 292B 90.0 87.5 85.0 82.5 ... -82.5 -85.0 -87.5 -90.0\n", + " * lon (lon) float32 576B 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5\n", + " * time (time) datetime64[ns] 12kB 2020-01-01 ... 2020-12-31T18:00:00\n", + "Data variables:\n", + " air (time, lat, lon) float32 62MB dask.array\n", + "Attributes:\n", + " Conventions: COARDS\n", + " title: 4x daily NMC reanalysis (2014)\n", + " history: created 2017/12 by Hoop (netCDF2.3)\n", + " description: Data is from NMC initialized reanalysis\\...\n", + " platform: Model\n", + " dataset_title: NCEP-NCAR Reanalysis 1\n", + " _NCProperties: version=2,netcdf=4.6.3,hdf5=1.10.5\n", + " References: http://www.psl.noaa.gov/data/gridded/dat...\n", + " DODS_EXTRA.Unlimited_Dimension: time\n" + ] + } + ], + "source": [ + "# TODO: subset both datasets using `sel`, handling coordinate ordering as needed.\n", + "\n", + "print(air)\n", + "\n", + "air_us = air.sel(\n", + " time=slice(\"2020-06-01\", \"2020-06-30\"),\n", + " lat=slice(50, 20),\n", + " lon=slice(230, 300)\n", + ")\n", + "\n", + "precip_us = precip.sel(\n", + " time=slice(\"2020-06-01\", \"2020-06-30\"),\n", + " lat=slice(50, 20),\n", + " lon=slice(230, 300)\n", + ")\n", + "\n" + ] + }, + { + "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": 5, + "id": "96529bc0", + "metadata": { + "tags": [ + "exercise" + ] + }, + "outputs": [], + "source": [ + "# TODO: use xr.resample to create daily means.\n", + "\n", + "air_daily = air_us['air'].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": 6, + "id": "52eb7321", + "metadata": { + "tags": [ + "exercise" + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 1MB\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 240B 2020-06-01 2020-06-02 ... 2020-06-30\n", + " * lat (lat) float32 240B 49.75 49.25 48.75 48.25 ... 21.25 20.75 20.25\n", + " * lon (lon) float32 560B 230.2 230.8 231.2 231.8 ... 298.8 299.2 299.8\n", + "Attributes: (12/13)\n", + " long_name: 4xDaily Air temperature at sigma level 995\n", + " units: degK\n", + " precision: 2\n", + " GRIB_id: 11\n", + " GRIB_name: TMP\n", + " var_desc: Air temperature\n", + " ... ...\n", + " parent_stat: Other\n", + " valid_range: [185.16 331.16]\n", + " dataset: NCEP Reanalysis\n", + " actual_range: [188.6 324.1]\n", + " level_desc: 0.995 sigma\n", + " _ChunkSizes: [ 1 73 144]\n" + ] + } + ], + "source": [ + "# TODO: interpolate the resampled temperature field onto the precipitation grid.\n", + "\n", + "air_interp = air_daily.interp(lat=precip_us.lat,lon=precip_us.lon)\n", + "print(air_interp)" + ] + }, + { + "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": 7, + "id": "b766aff5", + "metadata": { + "tags": [ + "exercise" + ] + }, + "outputs": [], + "source": [ + "# TODO: build datasets and merge them into one object named `merged`.\n", + "\n", + "air_data = xr.Dataset({\"air_temperature\": air_interp})\n", + "\n", + "precip_us_daily = precip_us['precip']\n", + "precip_data = xr.Dataset({\"daily_precip\": precip_us_daily})\n", + "\n", + "merged = xr.merge([air_data, precip_data])" + ] + }, + { + "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": 8, + "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", + " * time (time) datetime64[ns] 240B 2020-06-01 ... 2020-06-30\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", + "Data variables:\n", + " air_temperature (time, lat, lon) float32 1MB dask.array\n", + " daily_precip (time, lat, lon) float32 1MB dask.array\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": "markdown", + "id": "d1c320a1", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4cacca2", + "metadata": {}, + "outputs": [], + "source": [ + "air_time1 = merged.air_temperature.isel(time=0)\n", + "precip_time1 = merged.daily_precip.isel(time=0)\n", + "\n", + "time_merge1 = str(merged.time.values[0])[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d783acc2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "fig, ax = plt.subplots(figsize=(10, 6), subplot_kw={\"projection\": ccrs.PlateCarree()})\n", + "\n", + "ax.set_extent([230, 300, 20, 50], crs=ccrs.PlateCarree())\n", + "ax.coastlines()\n", + "\n", + "air_plot = ax.pcolormesh(\n", + " air_time1.lon, air_time1.lat, air_time1,\n", + " cmap='coolwarm',\n", + " transform=ccrs.PlateCarree()\n", + ")\n", + "cbar_air = plt.colorbar(air_plot, ax=ax, orientation='vertical', label='Air Temp (K)')\n", + "\n", + "precip_plot = ax.pcolormesh(\n", + " precip_time1.lon, precip_time1.lat, precip_time1,\n", + " cmap='coolwarm',\n", + " transform=ccrs.PlateCarree()\n", + ")\n", + "\n", + "ax.set_title(f\"Air Temp + Precip Overlay on {time_merge1}\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "c26d74d6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "air_values = air_time1.values.flatten()\n", + "precip_values = precip_time1.values.flatten()\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(air_valuess, precip_values, alpha=0.5, edgecolor='k', linewidth=0.3)\n", + "plt.xlabel(\"Air Temperature (K)\")\n", + "plt.ylabel(\"Daily Precipitation (mm)\")\n", + "plt.title(f\"Colcated Temps and Precip Values\")\n", + "plt.show()\n" + ] + } + ], + "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 +}