{ "cells": [ { "cell_type": "markdown", "id": "196d6919", "metadata": {}, "source": [ "# Climatological Means\n", "\n", "In this tutorial, we'll look at how to use wxee to calculate long-term climatological means of gridded weather data. Currently, monthly and daily mean climatologies are supported." ] }, { "cell_type": "markdown", "id": "3081bca9", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": null, "id": "bb2858a2", "metadata": {}, "outputs": [], "source": [ "!pip install wxee" ] }, { "cell_type": "code", "execution_count": 1, "id": "739f74b7", "metadata": { "ExecuteTime": { "end_time": "2021-09-12T04:10:26.651800Z", "start_time": "2021-09-12T04:10:23.250427Z" } }, "outputs": [], "source": [ "import ee\n", "import wxee\n", "\n", "ee.Authenticate()\n", "wxee.Initialize()" ] }, { "cell_type": "markdown", "id": "7c2f16bc", "metadata": {}, "source": [ "## Create a Time Series" ] }, { "cell_type": "markdown", "id": "1b29c81a", "metadata": {}, "source": [ "Time-based methods in wxee, like temporal aggregation and climatology, work with the `TimeSeries` subclass of `ee.ImageCollection`. To use them, we'll need to create a `TimeSeries`. There are two ways to do this." ] }, { "cell_type": "markdown", "id": "fc5b5bed", "metadata": {}, "source": [ "### From an Image Collection\n", "Create an `ee.ImageCollection` and use the `wx` accessor and the `to_time_series` method to convert the Image Collection to a `TimeSeries`. " ] }, { "cell_type": "code", "execution_count": 2, "id": "7a46bdfa", "metadata": { "ExecuteTime": { "end_time": "2021-09-12T04:10:27.684886Z", "start_time": "2021-09-12T04:10:27.677169Z" }, "scrolled": true }, "outputs": [], "source": [ "rtma = ee.ImageCollection(\"IDAHO_EPSCOR/GRIDMET\")\n", "ts = rtma.wx.to_time_series()" ] }, { "cell_type": "markdown", "id": "87386d6a", "metadata": {}, "source": [ "### From Scratch\n", "As a shortcut, you can create a `TimeSeries` just like you would create an `ee.ImageCollection`. Just pass a collection ID or list of Images." ] }, { "cell_type": "code", "execution_count": 3, "id": "4ec3cc84", "metadata": { "ExecuteTime": { "end_time": "2021-09-12T04:10:28.505760Z", "start_time": "2021-09-12T04:10:28.498234Z" } }, "outputs": [], "source": [ "ts = wxee.TimeSeries(\"IDAHO_EPSCOR/GRIDMET\")" ] }, { "cell_type": "markdown", "id": "f5db4613", "metadata": {}, "source": [ "## Monthly Total Rainfall" ] }, { "cell_type": "markdown", "id": "92465eba", "metadata": {}, "source": [ "gridMET contains daily weather data including precipitation. First, we'll load 10 years of data from 2000 - 2010 into a `TimeSeries`, giving us several thousand daily images." ] }, { "cell_type": "code", "execution_count": 4, "id": "7e88f86f", "metadata": { "ExecuteTime": { "end_time": "2021-09-12T04:10:30.663549Z", "start_time": "2021-09-12T04:10:30.325626Z" } }, "outputs": [ { "data": { "text/plain": [ "3653" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts = ts.select(\"pr\")\n", "ts = ts.filterDate(\"2000\", \"2010\")\n", "\n", "ts.size().getInfo()" ] }, { "cell_type": "markdown", "id": "c47cd687", "metadata": {}, "source": [ "Now, we'll calculate the monthly mean total rainfall over the 10 years, giving us just 12 images (one per month)." ] }, { "cell_type": "code", "execution_count": 5, "id": "344e2dde", "metadata": { "ExecuteTime": { "end_time": "2021-09-12T04:10:36.786299Z", "start_time": "2021-09-12T04:10:31.880623Z" } }, "outputs": [ { "data": { "text/plain": [ "12" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clim = ts.climatology_mean(frequency=\"month\", reducer=ee.Reducer.sum())\n", "clim.size().getInfo()" ] }, { "cell_type": "markdown", "id": "53f6cbac", "metadata": {}, "source": [ "
\n", "Tip: The reducer argument defines how data will be aggregated before the mean climatology is calculated. In this case, we'll sum the daily precipitation to get monthly totals. The mean monthly climatology will be calculated from those totals.\n", "
" ] }, { "cell_type": "markdown", "id": "1cfc033b", "metadata": {}, "source": [ "Finally, we'll download the monthly mean totals as an xarray dataset and plot them." ] }, { "cell_type": "code", "execution_count": 6, "id": "a41c350d", "metadata": { "ExecuteTime": { "end_time": "2021-09-12T04:10:59.791167Z", "start_time": "2021-09-12T04:10:36.788783Z" }, "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f6528f1a684f449db9826c08ea8a7afc", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Requesting: 0%| | 0/12 [00:00" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = clim.wx.to_xarray(scale=50_000, crs=\"EPSG:5070\")\n", "x.pr.plot(col=\"month\", col_wrap=3, figsize=(16, 12), cmap=\"Blues\")" ] }, { "cell_type": "markdown", "id": "6c0060b5", "metadata": {}, "source": [ "## Daily Mean Burning Index" ] }, { "cell_type": "markdown", "id": "7ea33ef9", "metadata": {}, "source": [ "Once again we'll look at gridMET daily weather data, but this time we'll calculate the climatological mean burning index (a measure of wildfire potential) by day-of-year. Day-of-year climatologies require processing a lot more data, so we'll just use 4 years for this example." ] }, { "cell_type": "code", "execution_count": 7, "id": "bf33616e", "metadata": { "ExecuteTime": { "end_time": "2021-09-12T04:10:59.796401Z", "start_time": "2021-09-12T04:10:59.792860Z" } }, "outputs": [], "source": [ "ts = wxee.TimeSeries(\"IDAHO_EPSCOR/GRIDMET\").select(\"bi\")\n", "ts = ts.filterDate(\"2000\", \"2004\")" ] }, { "cell_type": "markdown", "id": "a95c1974", "metadata": {}, "source": [ "A day-of-year climatology will give 366 images, one for each day through the 4 years (including leap days)." ] }, { "cell_type": "markdown", "id": "dfbe9e3c", "metadata": {}, "source": [ "
\n", "Note: Julian dates are used to calculate day-of-year means in wxee, so days after February 29 will be offset by one in leap years. For example, day-of-year 365 will represent December 31 in non-leap years and December 30 in leap years. Day 366 will always represent December 31, but will be aggregated from 1/4 as many days as other days of the year.\n", "
" ] }, { "cell_type": "code", "execution_count": 8, "id": "635a947d", "metadata": { "ExecuteTime": { "end_time": "2021-09-12T04:14:36.378693Z", "start_time": "2021-09-12T04:10:59.798136Z" } }, "outputs": [ { "data": { "text/plain": [ "366" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clim = ts.climatology_mean(frequency=\"day\")\n", "clim.size().getInfo()" ] }, { "cell_type": "markdown", "id": "c9177a01", "metadata": {}, "source": [ "We could download all 366 images, but maybe we're only interested in burning index for the month of August. We can use the `start` and `end` args to set the climatological window of days to look at. \n", "\n", "Here we'll set the `start` to 213 and the `end` to 243 (Aug. 1 and Aug. 31 in non-leap years). Now we only have 31 images." ] }, { "cell_type": "code", "execution_count": 9, "id": "2c42751f", "metadata": { "ExecuteTime": { "end_time": "2021-09-12T04:14:58.297344Z", "start_time": "2021-09-12T04:14:36.380314Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "31" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clim = ts.climatology_mean(frequency=\"day\", start=213, end=243)\n", "clim.size().getInfo()" ] }, { "cell_type": "markdown", "id": "06c84fdf", "metadata": {}, "source": [ "
\n", "Tip: Downloading is the slowest part of dealing with Earth Engine data in wxee, so it's always best to aggregate and filter your data before downloading.\n", "
" ] }, { "cell_type": "markdown", "id": "934d594c", "metadata": {}, "source": [ "Let's download them." ] }, { "cell_type": "code", "execution_count": 10, "id": "bf512593", "metadata": { "ExecuteTime": { "end_time": "2021-09-12T04:18:23.161616Z", "start_time": "2021-09-12T04:14:58.299124Z" }, "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "882e30efa6c14410a33e66165302035c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Requesting: 0%| | 0/31 [00:00]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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