{ "cells": [ { "cell_type": "markdown", "metadata": { "cell_marker": "\"\"\"" }, "source": [ "# Climate Data from Daymet" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:05:08.325945Z", "iopub.status.busy": "2021-11-12T23:05:08.325171Z", "iopub.status.idle": "2021-11-12T23:05:09.703892Z", "shell.execute_reply": "2021-11-12T23:05:09.704334Z" } }, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "import pydaymet as daymet\n", "from pynhd import NLDI" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The Daymet database provides climatology data at 1-km resolution. First, we use [PyNHD](https://github.com/hyriver/pynhd) to get the contributing watershed geometry of a NWIS station with the ID of `USGS-01031500`:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:05:09.708922Z", "iopub.status.busy": "2021-11-12T23:05:09.708051Z", "iopub.status.idle": "2021-11-12T23:05:10.262066Z", "shell.execute_reply": "2021-11-12T23:05:10.262509Z" } }, "outputs": [], "source": [ "geometry = NLDI().get_basins(\"01031500\").geometry.iloc[0]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "[PyDaymet](https://github.com/hyriver/pydaymet) 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", "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.\n", "\n", "`PyDaymet` can also compute Potential EvapoTranspiration (PET) at daily timescale using three methods: ``penman_monteith``, ``priestley_taylor``, and ``hargreaves_samani``. Let's get the data for six days and plot PET." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:05:10.271498Z", "iopub.status.busy": "2021-11-12T23:05:10.264889Z", "iopub.status.idle": "2021-11-12T23:05:12.068712Z", "shell.execute_reply": "2021-11-12T23:05:12.069139Z" } }, "outputs": [], "source": [ "dates = (\"2000-01-01\", \"2000-01-06\")\n", "daily = daymet.get_bygeom(geometry, dates, variables=\"prcp\", pet=\"hargreaves_samani\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:05:12.079769Z", "iopub.status.busy": "2021-11-12T23:05:12.079054Z", "iopub.status.idle": "2021-11-12T23:05:12.876835Z", "shell.execute_reply": "2021-11-12T23:05:12.877379Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = daily.pet.plot(x=\"x\", y=\"y\", row=\"time\", col_wrap=3)\n", "ax.fig.savefig(Path(\"_static\", \"daymet_grid.png\"), facecolor=\"w\", bbox_inches=\"tight\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's get the monthly summaries for six months." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:05:12.889627Z", "iopub.status.busy": "2021-11-12T23:05:12.883299Z", "iopub.status.idle": "2021-11-12T23:05:15.624218Z", "shell.execute_reply": "2021-11-12T23:05:15.623700Z" } }, "outputs": [], "source": [ "var = [\"prcp\", \"tmin\"]\n", "dates = (\"2000-01-01\", \"2000-06-30\")\n", "monthly = daymet.get_bygeom(geometry, dates, variables=var, time_scale=\"monthly\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:05:15.630035Z", "iopub.status.busy": "2021-11-12T23:05:15.629318Z", "iopub.status.idle": "2021-11-12T23:05:16.177776Z", "shell.execute_reply": "2021-11-12T23:05:16.178096Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = monthly.prcp.plot(x=\"x\", y=\"y\", row=\"time\", col_wrap=3)" ] }, { "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": 7, "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:05:16.182780Z", "iopub.status.busy": "2021-11-12T23:05:16.182324Z", "iopub.status.idle": "2021-11-12T23:05:19.172582Z", "shell.execute_reply": "2021-11-12T23:05:19.172905Z" } }, "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=[\"prcp\", \"tmin\"], crs=crs, time_scale=\"annual\"\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:05:19.178170Z", "iopub.status.busy": "2021-11-12T23:05:19.177597Z", "iopub.status.idle": "2021-11-12T23:05:19.652747Z", "shell.execute_reply": "2021-11-12T23:05:19.653081Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(6, 4), facecolor=\"w\")\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\", facecolor=\"w\", 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": 9, "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:05:19.661283Z", "iopub.status.busy": "2021-11-12T23:05:19.656363Z", "iopub.status.idle": "2021-11-12T23:05:23.671862Z", "shell.execute_reply": "2021-11-12T23:05:23.672190Z" } }, "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": 10, "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:05:23.676120Z", "iopub.status.busy": "2021-11-12T23:05:23.675282Z", "iopub.status.idle": "2021-11-12T23:05:23.954330Z", "shell.execute_reply": "2021-11-12T23:05:23.954713Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = hi.prcp.plot(size=4)\n", "plt.title(\"Hawaii, 2010\")\n", "ax.figure.savefig(\"_static/hi.png\", facecolor=\"w\", bbox_inches=\"tight\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:05:23.959304Z", "iopub.status.busy": "2021-11-12T23:05:23.958817Z", "iopub.status.idle": "2021-11-12T23:05:24.208033Z", "shell.execute_reply": "2021-11-12T23:05:24.208350Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pr.prcp.plot(size=4)\n", "plt.title(\"Puerto Rico, 2010\")\n", "ax.figure.savefig(\"_static/pr.png\", facecolor=\"w\", bbox_inches=\"tight\")" ] } ], "metadata": { "interpreter": { "hash": "003c82ad5971cfdf345b67bc4c483230f4144cd11e9aff06d93cf3af71d62f25" }, "kernelspec": { "display_name": "Python 3.9.7 64-bit ('hyriver-dev': conda)", "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 4 }