{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NLCD" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pynhd import NLDI\n", "\n", "import pygeohydro as gh" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Land cover, imperviousness, and canopy data can be retrieved from the [NLCD](https://www.mrlc.gov/data) database. First, we use [PyNHD](https://github.com/cheginit/pynhd) to get the contributing watershed geometry of a NWIS station with the ID of `USGS-01031500`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "geometry = NLDI().get_basins(\"01031500\").geometry[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use the ``nlcd`` function to get the data. This function has one positional argumnet for passing the geometry which could be a Polygon or a boundig box. If CRS of the geometry is not EPSG:4326, it should be passed via ``geo_crs`` argument. The second argumnet is the target resolution of the data in meters. The NLCD database is multi-resolution and based on the target resolution, the source data are resampled on the server side.\n", "\n", "You should be mindful of the resolution since higher resolutions require more memory so if your requests requires more memory than the avialable memory on your system the code is likely to crash. You can either increase the resolution or divide your region of interest into smaller regions.\n", "\n", "Moreover, the [MRLC](https://www.mrlc.gov/geoserver/web/) GeoServer has a limit of about 8 million pixels per request but PyGeoHydro takes care of the domain decomposition under-the-hood and divides the request to smaller requests then merges them. So the only bottleneck for requests is the amount of available memory on your system.\n", "\n", "The ``nlcd`` function can request for three layers from the MRLC web service; imperviousness, land use/land cover, and tree canopy. Since NLCD is released every couple of years, you can specify the target year via the ``years`` argument. By default it is 2016. You can set any of the years to ``None`` to turn off that layer.\n", "\n", "Let's get the cover data at a 100 m resolution." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lulc = gh.nlcd(geometry, 100, years={\"impervious\": None, \"cover\": 2016, \"canopy\": None})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additionaly, PyGeoHydro provides a function for getting the official legends of the cover data. Let's plot the data using this legends." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cmap, norm, levels = gh.plot.cover_legends()\n", "ax = lulc.cover.plot(\n", " size=5, cmap=cmap, levels=levels, cbar_kwargs={\"ticks\": levels[:-1]}\n", ")\n", "ax.figure.savefig(\"../_static/lulc.png\", bbox_inches=\"tight\", dpi=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moreover, we can get the statistics of the cover data for each class or category as well:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'classes': {'Open Water': 2.3113852825026457,\n", " 'Perennial Ice/Snow': 0.0,\n", " 'Developed, Open Space': 2.8366414578117336,\n", " 'Developed, Low Intensity': 0.5923650724001756,\n", " 'Developed, Medium Intensity': 0.15486668559481712,\n", " 'Developed, High Intensity': 0.04387889425186486,\n", " 'Barren Land (Rock/Sand/Clay)': 0.07098056423095786,\n", " 'Unconsolidated Shore': 0.0,\n", " 'Deciduous Forest': 18.8666339725886,\n", " 'Evergreen Forest': 21.05412590661539,\n", " 'Mixed Forest': 33.87837802957954,\n", " 'Shrub': 7.752368169733888,\n", " 'Herbaceous': 2.181039155460341,\n", " 'Dwarf Scrub': 0.0,\n", " 'Shrub/Scrub': 0.29424670263015257,\n", " 'Grassland/Herbaceous': 0.1780966884340397,\n", " 'Sedge/Herbaceous': 0.0,\n", " 'Lichens': 0.0,\n", " 'Moss': 0.0,\n", " 'Pasture/Hay': 1.4079962831995456,\n", " 'Cultivated Crops': 0.06452778566450713,\n", " 'Woody Wetlands': 7.651704824097257,\n", " 'Emergent Herbaceous Wetlands': 0.6607645252045531},\n", " 'categories': {'Unclassified': 0.0,\n", " 'Water': 2.3113852825026457,\n", " 'Developed': 3.6277521100585917,\n", " 'Barren': 0.07098056423095786,\n", " 'Forest': 83.73254523397775,\n", " 'Shrubland': 0.29424670263015257,\n", " 'Herbaceous': 0.1780966884340397,\n", " 'Planted/Cultivated': 1.4725240688640528,\n", " 'Wetlands': 8.31246934930181}}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats = gh.cover_statistics(lulc.cover)\n", "stats" ] } ], "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": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 4 }