{ "cells": [ { "cell_type": "markdown", "id": "2856ecae", "metadata": {}, "source": [ "# Temporal Aggregation\n", "\n", "In this tutorial, we'll use wxee to aggregate time series image collections over time. Image collections can be aggregated to monthly, weekly, daily, and hourly frequencies, but the input data must have finer temporal resolution than the output (e.g. daily data can be aggregated to weekly, but not vice versa)." ] }, { "cell_type": "markdown", "id": "ed60a5a7", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": null, "id": "d69532a6", "metadata": {}, "outputs": [], "source": [ "!pip install wxee" ] }, { "cell_type": "code", "execution_count": 1, "id": "5b574ca8", "metadata": { "ExecuteTime": { "end_time": "2021-09-16T01:46:47.944621Z", "start_time": "2021-09-16T01:46:44.391972Z" } }, "outputs": [], "source": [ "import ee\n", "import wxee\n", "\n", "ee.Authenticate()\n", "wxee.Initialize()" ] }, { "cell_type": "markdown", "id": "34977e0e", "metadata": {}, "source": [ "## Create a Time Series" ] }, { "cell_type": "markdown", "id": "930fc801", "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": "5d99bf94", "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": "b6826d1f", "metadata": { "ExecuteTime": { "end_time": "2021-09-16T01:46:49.653140Z", "start_time": "2021-09-16T01:46:49.650414Z" }, "scrolled": true }, "outputs": [], "source": [ "rtma = ee.ImageCollection(\"NOAA/NWS/RTMA\")\n", "ts = rtma.wx.to_time_series()" ] }, { "cell_type": "markdown", "id": "87a4e7e3", "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": "a1d6066c", "metadata": { "ExecuteTime": { "end_time": "2021-09-16T01:46:51.297858Z", "start_time": "2021-09-16T01:46:51.295013Z" } }, "outputs": [], "source": [ "ts = wxee.TimeSeries(\"NOAA/NWS/RTMA\")" ] }, { "cell_type": "markdown", "id": "852b2ca2", "metadata": {}, "source": [ "## Aggregate Hourly to Daily" ] }, { "cell_type": "markdown", "id": "80f11f33", "metadata": {}, "source": [ "Now that we have out time series, let's get two days of wind velocity grids. The collection should contain 48 images--one per hour." ] }, { "cell_type": "code", "execution_count": 4, "id": "84ef9689", "metadata": { "ExecuteTime": { "end_time": "2021-09-16T01:46:53.083205Z", "start_time": "2021-09-16T01:46:53.075294Z" } }, "outputs": [], "source": [ "ts = ts.filterDate(\"2020-09-08\", \"2020-09-10\").select(\"WIND\")" ] }, { "cell_type": "markdown", "id": "a75c88ab", "metadata": {}, "source": [ "This is a good time to introduce the `wxee.TimeSeries.describe()` method, which simply prints out some helpful information about our time series. As expected, we have 48 images and the mean interval between images is 1 hour." ] }, { "cell_type": "code", "execution_count": 5, "id": "9845a2e3", "metadata": { "ExecuteTime": { "end_time": "2021-09-16T01:46:55.901722Z", "start_time": "2021-09-16T01:46:53.931349Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mNOAA/NWS/RTMA\u001b[0m\n", "\tImages: 48\n", "\tStart date: 2020-09-08 00:00:00 UTC\n", "\tEnd date: 2020-09-09 23:00:00 UTC\n", "\tMean interval: 1.00 hours\n" ] } ], "source": [ "ts.describe(unit=\"hour\")" ] }, { "cell_type": "markdown", "id": "a69a71bb", "metadata": {}, "source": [ "Now we'll aggregate hourly data to daily data. By default, `aggregate_time` uses `ee.Reducer.mean()` to aggregate data, so the output will represent average daily wind speeds. The 48 hourly input images have been aggregated into 2 daily images." ] }, { "cell_type": "code", "execution_count": 6, "id": "dc4b506d", "metadata": { "ExecuteTime": { "end_time": "2021-09-16T01:46:59.832280Z", "start_time": "2021-09-16T01:46:57.391196Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mNOAA/NWS/RTMA\u001b[0m\n", "\tImages: 2\n", "\tStart date: 2020-09-08 00:00:00 UTC\n", "\tEnd date: 2020-09-09 00:00:00 UTC\n", "\tMean interval: 1.00 days\n" ] } ], "source": [ "daily = ts.aggregate_time(frequency=\"day\")\n", "daily.describe()" ] }, { "cell_type": "markdown", "id": "0abe4077", "metadata": {}, "source": [ "Now we can download and visualize the daily data." ] }, { "cell_type": "code", "execution_count": 7, "id": "ec8f916c", "metadata": { "ExecuteTime": { "end_time": "2021-09-16T01:47:06.098232Z", "start_time": "2021-09-16T01:47:02.363972Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9109d9e60f8d4b05b89a458c7a8a031d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Requesting data: 0%| | 0/2 [00:00" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = daily.wx.to_xarray()\n", "x.WIND.plot(col=\"time\")" ] }, { "cell_type": "markdown", "id": "0b842e94", "metadata": {}, "source": [ "## Aggregate Daily to Monthly" ] }, { "cell_type": "markdown", "id": "633d0b4c", "metadata": {}, "source": [ "gridMET contains daily temperature data. We'll load a time series with one year of data from 2020, giving us 366 images (2020 was a leap year)." ] }, { "cell_type": "code", "execution_count": 8, "id": "1c1989f6", "metadata": { "ExecuteTime": { "end_time": "2021-09-16T01:47:10.855086Z", "start_time": "2021-09-16T01:47:07.606489Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mIDAHO_EPSCOR/GRIDMET\u001b[0m\n", "\tImages: 366\n", "\tStart date: 2020-01-01 06:00:00 UTC\n", "\tEnd date: 2020-12-31 06:00:00 UTC\n", "\tMean interval: 1.00 days\n" ] } ], "source": [ "gridmet = wxee.TimeSeries(\"IDAHO_EPSCOR/GRIDMET\").select(\"tmmx\")\n", "gridmet = gridmet.filterDate(\"2020-01\", \"2021-01\")\n", "gridmet.describe()" ] }, { "cell_type": "markdown", "id": "81010ec3", "metadata": {}, "source": [ "Now, we'll calculate the monthly maximum temperatures, download them an xarray dataset, and plot them by month." ] }, { "cell_type": "code", "execution_count": 9, "id": "27073a4f", "metadata": { "ExecuteTime": { "end_time": "2021-09-16T01:47:21.894801Z", "start_time": "2021-09-16T01:47:13.702206Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4da10a01f77f40baafeebe654ef6b406", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Requesting data: 0%| | 0/12 [00:00" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "monthly = gridmet.aggregate_time(frequency=\"month\", reducer=ee.Reducer.max())\n", "\n", "x = monthly.wx.to_xarray(scale=50_000, crs=\"EPSG:5070\")\n", "x.tmmx.plot(col=\"time\", col_wrap=3, figsize=(16, 12))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 5 }