{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Daymet" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pydaymet as daymet\n", "from pynhd import NLDI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Daymet database provides climatology data at 1-km resolution. 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": 2, "metadata": {}, "outputs": [], "source": [ "geometry = NLDI().get_basins(\"01031500\").geometry[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[PyDaymet](https://github.com/cheginit/pynhd) allows us to get the data for a single pixel or for a region as gridded data. The function to get single pixel is called `pydaymet.get_bycoords` and for gridded data is called `pydaymet.get_bygeom`. The arguments of these functions are identical except the first argument where the latter\n", "should be polygon and the former should be a coordinate (a tuple of length two as in `(x, y)`).\n", "\n", "The input geometry or coordinate can be in any valid CRS (defaults to EPSG:4326). The `date`\n", "argument can be either a tuple of length two like `(start_str, end_str)` or a list of years\n", "like `[2000, 2005]`.\n", "\n", "It is noted that both functions have a `pet` flag for computing PET.\n", "Additionally, we can pass `time_scale` to get daily, monthly or annual summaries. This flag\n", "by default is set to daily. We can pass `time_scale` as `daily`, `monthly`, or `annual`\n", "to `get_bygeom` or `get_bycoords` functions to download the respective summaries." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "var = [\"prcp\", \"tmin\"]\n", "dates = (\"2000-01-01\", \"2000-06-30\")\n", "daily = daymet.get_bygeom(geometry, dates, variables=var, pet=True)\n", "monthly = daymet.get_bygeom(geometry, dates, variables=var, time_scale=\"monthly\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = monthly.prcp.plot(x=\"x\", y=\"y\", row=\"time\", col_wrap=3)\n", "ax.fig.savefig(\"../_static/daymet_grid.png\", dpi=100, bbox_inches=\"tight\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the default CRS is EPSG:4326. If the input geometry (or coordinate) is in a different CRS we can pass it to the function. The gridded data are automatically masked to the input geometry. Now, Let's get the data for a coordinate in EPSG:3542 CRS." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "coords = (-1431147.7928, 318483.4618)\n", "crs = \"epsg:3542\"\n", "dates = (\"2000-01-01\", \"2006-12-31\")\n", "annual = daymet.get_bycoords(\n", " coords, dates, variables=var, loc_crs=crs, time_scale=\"annual\"\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 4), dpi=100)\n", "\n", "gs = fig.add_gridspec(1, 2)\n", "axes = gs[:].subgridspec(2, 1, hspace=0).subplots(sharex=True)\n", "annual[\"tmin (degrees C)\"].plot(ax=axes[0], color=\"r\")\n", "axes[0].set_ylabel(r\"$T_{min}$ ($^\\circ$C)\")\n", "axes[0].xaxis.set_ticks_position(\"none\")\n", "annual[\"prcp (mm/day)\"].plot(ax=axes[1])\n", "axes[1].set_ylabel(\"$P$ (mm/day)\")\n", "\n", "plt.tight_layout()\n", "fig.savefig(\"../_static/daymet_loc.png\", dpi=100, bbox_inches=\"tight\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's get annual total precipitation for Hawaii and Puerto Rico for 2010." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "hi_ext = (-160.3055, 17.9539, -154.7715, 23.5186)\n", "pr_ext = (-67.9927, 16.8443, -64.1195, 19.9381)\n", "hi = daymet.get_bygeom(hi_ext, 2010, variables=\"prcp\", region=\"hi\", time_scale=\"annual\")\n", "pr = daymet.get_bygeom(pr_ext, 2010, variables=\"prcp\", region=\"pr\", time_scale=\"annual\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = hi.prcp.plot(size=6)\n", "plt.title(\"Hawaii, 2010\")\n", "ax.figure.savefig(\"../_static/hi.png\", dpi=100, bbox_inches=\"tight\");" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = pr.prcp.plot(size=6)\n", "plt.title(\"Puerto Rico, 2010\")\n", "ax.figure.savefig(\"../_static/pr.png\", dpi=100, bbox_inches=\"tight\");" ] } ], "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 }