{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Launch in Binder [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/esowc/UNSEEN-open/master?filepath=doc%2FNotebooks%2Fexamples%2FCalifornia_Fires.ipynb)\n", "\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# California fires\n", "\n", "In August 2020 in California, wildfires have burned more than [a million acres of land](https://edition.cnn.com/2020/10/06/us/gigafire-california-august-complex-trnd/index.html). \n", "The wildfires coinciding with record high temperature anomalies, see [August 2020 temperature anomaly](../California_august_temperature_anomaly.ipynb).\n", "![California Temperature August 2020](../../../graphs/California_anomaly.png)\n", "\n", "\n", "In this example, we evaluate the UNSEEN ensemble and show that there is a clear trend in temperature extremes over the last decades. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Retrieve data" ] }, { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden" }, "source": [ "
\n", "\n", "Note\n", " \n", "In this notebook you cannot use the python functions under Retrieve and Preprocess (they are here only for documentation on the entire workflow, see [retrieve](../1.Download/1.Retrieve.ipynb) if you want to download your own dataset. The resulting preprocessed dataset is provided so you can perform statistical analysis on the dataset and rerun the evaluation and examples provided.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main functions to retrieve all forecasts (SEAS5) and reanalysis (ERA5) are `retrieve_SEAS5` and `retrieve_ERA5`. We want to download 2m temperature for August over California. By default, the hindcast years of 1981-2016 are downloaded for SEAS5. We include the years 1981-2020. The folder indicates where the files will be stored, in this case outside of the UNSEEN-open repository, in a 'California_example' directory. For more explanation, see [retrieve](../1.Download/1.Retrieve.ipynb)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "sys.path.insert(0, os.path.abspath('../../../'))\n", "os.chdir(os.path.abspath('../../../'))\n", "\n", "import src.cdsretrieve as retrieve\n", "import src.preprocess as preprocess\n", "\n", "import numpy as np\n", "import xarray as xr" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "retrieve.retrieve_SEAS5(\n", " variables=['2m_temperature', '2m_dewpoint_temperature'],\n", " target_months=[8],\n", " area=[70, -130, 20, -70],\n", " years=np.arange(1981, 2021),\n", " folder='../California_example/SEAS5/')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "retrieve.retrieve_ERA5(variables=['2m_temperature', '2m_dewpoint_temperature'],\n", " target_months=[8],\n", " area=[70, -130, 20, -70],\n", " folder='../California_example/ERA5/')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preprocess" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the preprocessing step, we first merge all downloaded files into one xarray dataset, then take the spatial average over the domain and a temporal average over the MAM season. Read the docs on [preprocessing](../2.Preprocess/2.Preprocess.ipynb) for more info. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Lead time: 07\n", "6\n", "5\n", "4\n", "3\n" ] } ], "source": [ "SEAS5_California = preprocess.merge_SEAS5(folder ='../California_example/SEAS5/', target_months = [8])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And for ERA5:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [], "source": [ "ERA5_California = xr.open_mfdataset('../California_example/ERA5/ERA5_????.nc',combine='by_coords')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We calculate the standardized anomaly of the 2020 event and select the 2m temperature over the region where 2 standard deviations from the 1979-2010 average was exceeded, [see this page](../California_august_temperature_anomaly.ipynb). This is an area-weighed average, since grid cell area decreases with latitude, see [preprocess](../2.Preprocess/2.Preprocess.ipynb). " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "ERA5_anomaly = ERA5_California['t2m'] - ERA5_California['t2m'].sel(time=slice('1979','2010')).mean('time')\n", "ERA5_sd_anomaly = ERA5_anomaly / ERA5_California['t2m'].sel(time=slice('1979','2010')).std('time')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use a land-sea mask to select land-only gridcells:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "LSMask = xr.open_dataset('../California_example/ERA_landsea_mask.nc')\n", "# convert the longitude from 0:360 to -180:180\n", "LSMask['longitude'] = (((LSMask['longitude'] + 180) % 360) - 180)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "area_weights = np.cos(np.deg2rad(ERA5_sd_anomaly.latitude))\n", "\n", "ERA5_California_events = (\n", " ERA5_California['t2m'].sel( # Select 2 metre temperature\n", " longitude = slice(-125,-100), # Select the longitude\n", " latitude = slice(45,20)). # And the latitude\n", " where(ERA5_sd_anomaly.sel(time = '2020').squeeze('time') > 2). ##Mask the region where 2020 sd >2. \n", " where(LSMask['lsm'].sel(time = '1979').squeeze('time') > 0.5). #Select land-only gridcells\n", " weighted(area_weights).\n", " mean(['longitude', 'latitude']) #And take the mean\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the August temperatures over the defined California domain: " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "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": [ "ERA5_California_events.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Select the same domain for SEAS5 and extract the events." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "SEAS5_California_events = (\n", " SEAS5_California['t2m'].sel(\n", " longitude = slice(-125,-100), # Select the longitude\n", " latitude = slice(45,20)). # And the latitude\n", " where(ERA5_sd_anomaly.sel(time = '2020').squeeze('time') > 2). #Mask the region where 2020 sd >2.\n", " where(LSMask['lsm'].sel(time = '1979').squeeze('time') > 0.5). #Select land-only gridcells\n", " weighted(area_weights).\n", " mean(['longitude', 'latitude']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And here we store the data in the Data section so the rest of the analysis in R can be reproduced. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "SEAS5_California_events.rename('t2m').to_dataframe().to_csv('Data/SEAS5_California_events.csv')\n", "ERA5_California_events.rename('t2m').to_dataframe().to_csv('Data/ERA5_California_events.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluate\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note\n", "\n", "From here onward we use R and not python!\n", " \n", "We switch to R since we believe R has a better functionality in extreme value statistics. \n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "nbsphinx": "hidden" }, "outputs": [ { "data": { "text/html": [ "'/lustre/soge1/projects/ls/personal/timo/UNSEEN-open'" ], "text/latex": [ "'/lustre/soge1/projects/ls/personal/timo/UNSEEN-open'" ], "text/markdown": [ "'/lustre/soge1/projects/ls/personal/timo/UNSEEN-open'" ], "text/plain": [ "[1] \"/lustre/soge1/projects/ls/personal/timo/UNSEEN-open\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "setwd('../../..')\n", "getwd()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "SEAS5_California_events <- read.csv(\"Data/SEAS5_California_events.csv\", stringsAsFactors=FALSE)\n", "ERA5_California_events <- read.csv(\"Data/ERA5_California_events.csv\", stringsAsFactors=FALSE)\n", "\n", "## Convert Kelvin to Celsius\n", "SEAS5_California_events$t2m <- SEAS5_California_events$t2m - 273.15\n", "ERA5_California_events$t2m <- ERA5_California_events$t2m - 273.15" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "## Convert character time to Date format\n", "ERA5_California_events$time <- lubridate::ymd(ERA5_California_events$time)\n", "SEAS5_California_events$time <- lubridate::ymd(SEAS5_California_events$time)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Is the UNSEEN ensemble realistic?* \n", "\n", "To answer this question, we perform three statistical tests: independence, model stability and model fidelity tests. \n", "These statistical tests are available through the [UNSEEN R package](https://github.com/timokelder/UNSEEN). \n", "See [evaluation](../3.Evaluate/3.Evaluate.ipynb) for more info." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: UNSEEN\n", "\n", "Loading required package: ggplot2\n", "\n", "Warning message:\n", "“replacing previous import ‘vctrs::data_frame’ by ‘tibble::data_frame’ when loading ‘dplyr’”\n" ] } ], "source": [ "require(UNSEEN)\n", "require(ggplot2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Timeseries\n", "\n", "\n", "We plot the timeseries of SEAS5 (UNSEEN) and ERA5 (OBS) for the the Siberian Heatwave. " ] }, { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden" }, "source": [ "You can call the documentation of the function with `?unseen_timeseries`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Removed 4680 rows containing non-finite values (stat_boxplot).”\n" ] }, { "data": { "image/png": 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jsXio2NnT59emNjo8lkkslk0dHRLr/a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\n4730en1ubm5FRYU7XhwAAHjMtpeSE/1kNXtnxW7nzp1JSUnLly9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+e88991RUVJw5c8ZFwQDA0xiG9Hry9b3mAQYDiUTUDz6RAgB4WlBQ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\nXatin7Mk7YdgB6Bj7t27d+rUKZFIRERVVVVDh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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 }, "text/plain": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "timeseries = unseen_timeseries(\n", " ensemble = SEAS5_California_events,\n", " obs = ERA5_California_events,\n", " ensemble_yname = \"t2m\",\n", " ensemble_xname = \"time\",\n", " obs_yname = \"t2m\",\n", " obs_xname = \"time\",\n", " ylab = \"August California temperature (C)\") \n", "\n", "timeseries + theme(text = element_text(size = 14))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The timeseries consist of **hindcast (years 1982-2016)** and **archived forecasts (years 2017-2020)**. The datasets are slightly different: the hindcasts contains 25 members whereas operational forecasts contain 51 members, the native resolution is different and the dataset from which the forecasts are initialized is different. \n", "\n", "**For the evaluation of the UNSEEN ensemble we want to only use the SEAS5 hindcasts for a consistent dataset**. Note, 2017 is not used in either the hindcast nor the operational dataset, since it contains forecasts both initialized in 2016 (hindcast) and 2017 (forecast), see [retrieve](../1.Download/1.Retrieve.ipynb).\n", "We split SEAS5 into hindcast and operational forecasts:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "SEAS5_California_events_hindcast <- SEAS5_California_events[\n", " SEAS5_California_events$time < '2017-02-01' &\n", " SEAS5_California_events$number < 25,]\n", "\n", "SEAS5_California_events_forecasts <- SEAS5_California_events[\n", " SEAS5_California_events$time > '2017-02-01',]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we select the same years for ERA5. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "ERA5_California_events_hindcast <- ERA5_California_events[\n", " ERA5_California_events$time > '1981-02-01' &\n", " ERA5_California_events$time < '2017-02-01',]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which results in the following timeseries:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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LyDnadiy8vL77777iFDhqxfv/7mm29+/fXXd+zYUV1drdFoNBqNWq3WarXV1dU7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\n7vWXngM7YUICAIiz3bFjrZo3HwBQ/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M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\nGyGky/T1ITwc+vaFR48AAAoLYeRIc3v71rdvD5T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hXbt2tLtxL168OHDgQL9+/Xr16kXr7+3trcHqZO0d4LgAACAASURBVBAKoWdPuHcP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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 }, "text/plain": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "unseen_timeseries(\n", " ensemble = SEAS5_California_events_hindcast,\n", " obs = ERA5_California_events_hindcast,\n", " ensemble_yname = \"t2m\",\n", " ensemble_xname = \"time\",\n", " obs_yname = \"t2m\",\n", " obs_xname = \"time\",\n", " ylab = \"August California temperature (C)\") + \n", "theme(text = element_text(size = 14))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Evaluation tests\n", "With the hindcast dataset we evaluate the independence, stability and fidelity. Here, we plot the results for the fidelity test, for more detail on the other tests see the [evaluation section](../3.Evaluate/3.Evaluate.ipynb). " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Removed 1625 rows containing non-finite values (stat_ydensity).”\n", "Warning message:\n", "“Removed 1625 rows containing non-finite values (stat_boxplot).”\n" ] }, { "data": { "image/png": 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RU9a0uGyDiWf7boIas6R/DbwbbEpG+v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\nGs7Y+iHrTV/EFGka+hDYBCfX2+aBUxvARfrhkbCvNHfzQEnrQSL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Pwgp7+c3ZYDANbaVuW4reBx0jjqScDQZdwqTpzJHolMAx2jHL3ojk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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 }, "text/plain": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "Independence_California = independence_test(\n", " ensemble = SEAS5_California_events_hindcast,\n", " var_name = \"t2m\"\n", " ) \n", "\n", "Independence_California +\n", " theme(text = element_text(size = 14))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Removed 4 row(s) containing missing values (geom_path).”\n" ] }, { "data": { "image/png": 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kpKGsd1ZLlcHh0dfenSpcuXL3/77bfJycnZ2dleF/ZDUXTdunWfffbZ0aNHd+zY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BEKlUKhAIOjo6zGZzn4MZDAa1h93U1HTr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\nAOwEgh0AX/FqHQAAAApJREFUAACAnfh/+8E8Yffq5N4AAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 }, "text/plain": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "Stability_California = stability_test(\n", " ensemble = SEAS5_California_events_hindcast,\n", " lab = 'August California temperature (C)',\n", " var_name = 't2m'\n", " )\n", "Stability_California\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Removed 4 row(s) containing missing values (geom_path).”\n" ] } ], "source": [ "Stability_California = stability_test(\n", " ensemble = SEAS5_California_events_hindcast,\n", " lab = 'August temperature (C)',\n", " var_name = 't2m',\n", " fontsize = 10\n", " \n", " )\n", "# ggsave(Stability_California,height = 120, width = 120, units = 'mm', filename = \"graphs/California_stability.pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fidelity test shows us how consistent the model simulations of UNSEEN (SEAS5) are with the observed (ERA5). The UNSEEN dataset is much larger than the observed -- hence they cannot simply be compared. For example, what if we had faced a few more or a few less heatwaves purely by chance? \n", "\n", "This would influence the observed mean, but not so much influence the UNSEEN ensemble because of the large data sample. Therefore we express the UNSEEN ensemble as a range of plausible means, for data samples of the same length as the observed. We do the same for higher order [statistical moments](https://en.wikipedia.org/wiki/Moment_(mathematics)). " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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ipnGACAwo1dfX39y5cv27dvTwipqanZunXrw4cPfXx8Zs+ebWRkpIIMgQHdu3fP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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 }, "text/plain": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "Fidelity_California = fidelity_test(\n", " obs = ERA5_California_events_hindcast$t2m,\n", " ensemble = SEAS5_California_events_hindcast$t2m,\n", " units = 'C',\n", " biascor = FALSE,\n", " fontsize = 14\n", ")\n", "Fidelity_California" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fidelity test shows that the mean of the UNSEEN ensemble is too low compared to the observed -- the blue line falls outside of the model range in a. To correct for this low bias, we can apply an additive bias correction, which only corrects the mean of the simulations. \n", "\n", "Lets apply the additive biascor:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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5qamvbo0YMQUlFRcezYsUePHtFlGlZcXEwIkZ6yhI6UlJQwCqNevHiRlJREl7W1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\nbdq0mTBhwpIlSzQeGwCAViEBgiwUdgAAAAAcgUu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gNQHr6fuUIQtIJBJ6cZMQQh+SUhzzxx9/0Nl6+9omthsAACAASURBVPTpwzQqXXni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hszZgwh5OLFi7o/JS8vz8HBQa8LuAMAMAu1\nDiho7IDlXn311R49ehw/flzH9U+ePDl79uysWbPs7e0NGgwAgEaodUBBYwcsZ2dn984772Rl\nZel4raZvv/1WIpG8//77hg4GAEAj1DqgoLED9nvvvffs7Oy++uqrp66Uy+UpKSnjxo0bOHCg\nEYIBANAItQ4IGjuwBD4+Pps2bfrnP//Z0NCgfeWJEyfu3r27d+9e4wQDAKARah0QQjh6nRoN\nYKakUml0dPT48eO3bNmiZc2AAQPmzZu3fv16Y2YDAKALah2gsQMAAABgCeyKBQAAAGAJNHYA\nAAAALIHGDgAAAIAl0NgBAAAAsAQaOwAAAACWQGMHAAAAwBJo7AAAAABYAo0dAAAAAEv8fxMX\nfeNoLXQKAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 }, "text/plain": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "obs = ERA5_California_events_hindcast$t2m\n", "ensemble = SEAS5_California_events_hindcast$t2m\n", "ensemble_biascor = ensemble + (mean(obs) - mean(ensemble))\n", "\n", "fidelity_test(\n", " obs = obs,\n", " ensemble = ensemble_biascor,\n", " units = 'C',\n", " biascor = FALSE,\n", " fontsize = 14\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This shows us what we expected: the mean bias is corrected because the model simulations are shifted up (the blue line is still the same, the axis has just shifted along with the histogram), but the other statistical moments are the same. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Publication-ready plots\n", "We combine the timeseries and the three evaluation plots in one plot for the manuscript. \n", "We want the font size to be 10 for all plots and we need to adjust the panel labels for the stability and fidelity plots. \n", "For the fidelity plot we also remove redundant ylabels and yticks. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Removed 4 row(s) containing missing values (geom_path).”\n" ] } ], "source": [ "timeseries_font10 = timeseries + theme(text = element_text(size = 10))\n", "Independence_font10 = Independence_California + theme(text = element_text(size = 10))\n", "Stability_font10 = stability_test(\n", " ensemble = SEAS5_California_events_hindcast,\n", " lab = 'August temperature (C)',\n", " var_name = 't2m',\n", " fontsize = 10,\n", " panel_labels = c(\"c\", \"d\")\n", ")\n", "Fidelity_font10 = fidelity_test(\n", " obs = ERA5_California_events_hindcast$t2m,\n", " ensemble = SEAS5_California_events_hindcast$t2m,\n", " ylab = '', \n", " yticks = FALSE, \n", " units = 'C',\n", " biascor = FALSE,\n", " fontsize = 10,\n", " panel_labels = c(\"e\", \"f\", \"g\", \"h\")\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Removed 4680 rows containing non-finite values (stat_boxplot).”\n", "Warning message:\n", "“Removed 1625 rows containing non-finite values (stat_ydensity).”\n", "Warning message:\n", "“Removed 1625 rows containing non-finite values (stat_boxplot).”\n" ] }, { "data": { "image/png": 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319/aNHj+rr693d3T/55JPHjx8/fvx4xYoV8Of5GcTj8U6fPl1TU9Pe3t7a2pqd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szaMU5dmpq6sr+taampqwblrEB/j4+GAP/P39r9NlF3kAACAASURBVF27RuSI0H0/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lUqlaGhoQghFos1YsSI5OTkO3fuNHddpxW7O3fuODs7+/n5FRcX07VffvmluaJGUdSuXbsQ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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 }, "text/plain": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "Evaluations = ggpubr::ggarrange(timeseries_font10,\n", " Independence_font10,\n", " Stability_font10,\n", " Fidelity_font10,\n", " labels = c(\"a\",\"b\", \"\", \"\"),\n", " font.label = list(size = 10,\n", " color = \"black\",\n", " face = \"bold\",\n", " family = NULL),\n", " ncol = 2,\n", " nrow = 2)\n", "Evaluations\n", "# ggsave(Evaluations,height = 180, width = 180, units = 'mm', filename = \"graphs/California_evaluation_test2.pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Illustrate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Was there a trend in the temperature extremes over the last decades? Let's investigate!\n", "\n", "First, we are loading the required extRemes package:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: extRemes\n", "\n", "Loading required package: Lmoments\n", "\n", "Loading required package: distillery\n", "\n", "\n", "Attaching package: ‘extRemes’\n", "\n", "\n", "The following objects are masked from ‘package:stats’:\n", "\n", " qqnorm, qqplot\n", "\n", "\n" ] } ], "source": [ "require('extRemes')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also source some R code to make the unseen-trends plots. These functions were written for this case study and we cannot ensure robustness to other case studies. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": true }, "outputs": [], "source": [ "source('src/evt_plot.r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use ERA5 events from 1981 to match the starting date of SEAS5, which we call 'obs'. In addition, we use the bias corrected UNSEEN ensemble with ld 6 removed. We remove the first two years from ERA5 and we remove lead time 6 from the SEAS5 ensemble:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "obs <- ERA5_California_events[\n", " ERA5_California_events$time > '1981-02-01',]\n", "\n", "UNSEEN_bc <- SEAS5_California_events[SEAS5_California_events$leadtime < 6 &\n", " SEAS5_California_events$number < 25,]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then we correct the SEAS5 temperature bias using a mean adjustment calculated over the hindcast period. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'data.frame':\t4000 obs. of 4 variables:\n", " $ leadtime: int 2 2 2 2 2 2 2 2 2 2 ...\n", " $ time : Date, format: \"1981-08-01\" \"1981-08-01\" ...\n", " $ number : int 0 1 2 3 4 5 6 7 8 9 ...\n", " $ t2m : num 23 24.8 23.2 23.9 24.6 ...\n" ] } ], "source": [ "UNSEEN_bc$t2m <- (UNSEEN_bc$t2m +\n", " mean(ERA5_California_events_hindcast$t2m) - mean(SEAS5_California_events_hindcast$t2m)\n", " )\n", "str(UNSEEN_bc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets plot the data to see whats going on" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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hQ7pVJ57ty5EydOXLx4saSkpKSkRKfTeXt7e3t7R0VFPfjgg6NGjeomd0SCxeh0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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 }, "text/plain": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "timeseries = unseen_timeseries(\n", " ensemble = UNSEEN_bc,\n", " obs = obs,\n", " ensemble_yname = \"t2m\",\n", " ensemble_xname = \"time\",\n", " obs_yname = \"t2m\",\n", " obs_xname = \"time\",\n", " ylab = \"August California temperature (C)\") \n", "\n", "timeseries + theme(text = element_text(size = 14))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We apply extreme value theory to analyze the likelihood and trend of the temperature extremes. There are different extreme value distributions that can be used to fit to the data. First, we fit a stationary Gumbel and a GEV distribution (including shape parameter) to the observed extremes, which shows that GEV better describes the data with a p-value of 0.0001 using the LR-test. Then we fit a nonstationary GEV distribution to the observed temperatures and show that this best fits the data with a very small p-value of 3.633e-05 as compared to the stationary distribution (much below 0.05 based on 5% significance with the likelihood ratio test)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "\n", "\tLikelihood-ratio Test\n", "\n", "data: obs$t2mobs$t2m\n", "Likelihood-ratio = 20.446, chi-square critical value = 7.8147, alpha =\n", "0.0500, Degrees of Freedom = 3.0000, p-value = 0.0001372\n", "alternative hypothesis: greater\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "\n", "\tLikelihood-ratio Test\n", "\n", "data: obs$t2mobs$t2m\n", "Likelihood-ratio = 20.446, chi-square critical value = 5.9915, alpha =\n", "0.0500, Degrees of Freedom = 2.0000, p-value = 3.633e-05\n", "alternative hypothesis: greater\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Fit stationary distributions\n", "fit_obs_Gumbel <- fevd(x = obs$t2m,\n", " type = \"Gumbel\"\n", " )\n", "fit_obs_GEV <- fevd(x = obs$t2m,\n", " type = \"GEV\"\n", " )\n", "## And the nonstationary distribution\n", "fit_obs_GEV_nonstat <- fevd(x = obs$t2m,\n", " type = \"GEV\",\n", " location.fun = ~ c(1:length(obs$time)), ##Fitting the gev with a location and scale parameter linearly correlated to the covariate (years)\n", " scale.fun = ~ c(1:length(obs$time)), \n", " use.phi = TRUE\n", " )\n", "#And test the fit\n", "##1. Stationary Gumbel vs stationary GEV\n", "lr.test(fit_obs_Gumbel, fit_obs_GEV_nonstat) \n", "##2. Stationary GEV vs Nonstationary GEV\n", "lr.test(fit_obs_GEV, fit_obs_GEV_nonstat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the unseen ensemble this analysis is slightly more complicated since we need a covariate that has the same length as the ensemble:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [], "source": [ "#Create the ensemble covariate\n", "year_vector = as.integer(format(UNSEEN_bc$time, format=\"%Y\"))\n", "covariate_ens = year_vector - 1980 \n", "\n", "# Fit the stationary distribution\n", "fit_unseen_GEV <- fevd(x = UNSEEN_bc$t2m,\n", " type = 'GEV',\n", " use.phi = TRUE)\n", "\n", "fit_unseen_Gumbel <- fevd(x = UNSEEN_bc$t2m,\n", " type = 'Gumbel',\n", " use.phi = TRUE)\n", "\n", "# Fit the nonstationary distribution\n", "fit_unseen_GEV_nonstat <- fevd(x = UNSEEN_bc$t2m,\n", " type = 'GEV',\n", " location.fun = ~ covariate_ens, ##Fitting the gev with a location and scale parameter linearly correlated to the covariate (years)\n", " scale.fun = ~ covariate_ens, \n", " use.phi = TRUE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the likelihood ratio test tells us that the nonstationary GEV distribution is the best fit, both p-values < 2.2e-16:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "\tLikelihood-ratio Test\n", "\n", "data: UNSEEN_bc$t2mUNSEEN_bc$t2m\n", "Likelihood-ratio = 568.39, chi-square critical value = 3.8415, alpha =\n", "0.0500, Degrees of Freedom = 1.0000, p-value < 2.2e-16\n", "alternative hypothesis: greater\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "\n", "\tLikelihood-ratio Test\n", "\n", "data: UNSEEN_bc$t2mUNSEEN_bc$t2m\n", "Likelihood-ratio = 945.52, chi-square critical value = 5.9915, alpha =\n", "0.0500, Degrees of Freedom = 2.0000, p-value < 2.2e-16\n", "alternative hypothesis: greater\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#And test the fit\n", "##1. Stationary Gumbel vs stationary GEV\n", "lr.test(fit_unseen_Gumbel,fit_unseen_GEV) \n", "##2. Stationary GEV vs Nonstationary GEV\n", "lr.test(fit_unseen_GEV, fit_unseen_GEV_nonstat) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot unseen trends in 100-year extremes. The function `unseen-trends1` fits the trend for a selected return period (rp) for both the observed and ensemble datasets. For the observed dataset, the year 2020 was not used in the fit. For more info on the UNSEEN-trend method see [this paper](https://doi.org/10.1038/s41612-020-00149-4) and for more details on the results, see section 3.2 of the [open workflow paper](http://eartharxiv.org/repository/view/2681/). The function was written for this case study in specific, and we cannot ensure robustness to other case studies. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "year_vector = as.integer(format(UNSEEN_bc$time, format=\"%Y\"))\n", "covariate_ens = year_vector - 1980 \n", "\n", "Trend_2year <- unseen_trends1(ensemble = UNSEEN_bc$t2m,\n", " x_ens = year_vector,\n", " x_obs = 1981:2020,\n", " rp = 2,\n", " obs = obs$t2m,\n", " covariate_ens = covariate_ens,\n", " covariate_obs = c(1:(length(obs$time)-1)),\n", " covariate_values = c(1:length(obs$time)),\n", " GEV_type = 'GEV',\n", " ylab = 'August temperature (C)',\n", " title = '2-year') +\n", "ylim(c(20,28.5))\n", "\n", "Trend_100year <- unseen_trends1(ensemble = UNSEEN_bc$t2m,\n", " x_ens = year_vector,\n", " x_obs = 1981:2020,\n", " rp = 100,\n", " obs = obs$t2m,\n", " covariate_ens = covariate_ens,\n", " covariate_obs = c(1:(length(obs$time)-1)),\n", " covariate_values = c(1:length(obs$time)),\n", " GEV_type = 'GEV',\n", " ylab = '',\n", " title = '100-year') +\n", "ylim(c(20,28.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We combine the two plots:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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VkdNUNi9/XXXz/yyCOxWGzq1Kmnn346x7K1a9e+9dZb11xzzZgxY4ho6NChffv2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\n8UoPCRps/h9alpVOp+GFQFWOvGHS2Ww2tMaKQI1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+8uc/P+mEE6QLLhBCLPWuNptNBJZ+jgdIQbjl+jQWZEoAACAASURBVHeNLCZL0BmG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\nw8ckrGONWNZARPx+fyV7pdDNfbIWyaQxqs0mIqSKzBOb421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WyWTUK7Rt8h4qDQAAIABJREFUe3V1NZvNmh5FcjUoJ5yammo2mwSH4/E4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\nSoWwPy6vsBOIpVIpk8kwGzwLU0ogikIZkBpnK5vNZjKDG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XLe/vBePp8vl8sRiWuuRBHa0+PxUCxgXaqd/FLfguV7oBQXur7lDpbmQEIg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\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WGH1S+/vKLrWqvVR9gbUa7JyfLIiFcU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\nIXNaK5UKqj3Zto1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nQ3yUkzDKNcLne7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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 }, "text/plain": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggpubr::ggarrange(Trend_2year,Trend_100year,\n", " labels = c(\"a\",\"b\"),\n", " common.legend = TRUE,\n", " font.label = list(size = 14,\n", " color = \"black\",\n", " face = \"bold\",\n", " family = NULL),\n", " ncol = 2,\n", " nrow = 1) #+\n", "# ggsave(height = 100, width = 180, units = 'mm', filename = \"graphs/California_trends.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a clear trend in the temperature extremes over last 40 years. How has this trend influenced the likelihood of occurrence of the 2020 event? The function `unseen_trends2` plots the extreme value distributions for the 'year' covariate 1981 and 2020. There is a clear difference -- the distribution for 1981 does not even reach the 2020 event. See section 3.2 of the [open workflow paper](http://eartharxiv.org/repository/view/2681/) for more details on this exciting but scary result! Note that also this function was written for this case study in specific, and we cannot ensure robustness to other case studies. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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kpv7lbMvccuKSlp48aN27dvP336dFZWVp06dRo0aNCxY8c+ffrExMRYe5RGPj4+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IzWbHxcUlJydr3ztSx7Mh6cBafPrpp2+9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\nBg2VdGfPns3Kyvrggw9UsQhjgpgDAABgIOxGpKq6rq6unTt3d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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 }, "text/plain": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "p2 <- unseen_trends2(ensemble = UNSEEN_bc$t2m,\n", " obs = obs[1:(length(obs$time)-1),]$t2m,\n", " covariate_ens = covariate_ens,\n", " covariate_obs = c(1:(length(obs$time)-1)), \n", " GEV_type = 'GEV', \n", " ylab = 'August temperature (C)')\n", "\n", "Distributions = p2 + geom_hline(yintercept = obs[obs$time == '2020-08-01',]$t2m) #+ \n", "Distributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make a publication-ready plot by combining the above figures. " ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [], "source": [ "Trends = ggpubr::ggarrange(Trend_2year,Trend_100year,\n", " labels = c(\"a\",\"b\"),\n", " common.legend = TRUE,\n", " font.label = list(size = 10,\n", " color = \"black\",\n", " face = \"bold\",\n", " family = NULL),\n", " ncol = 2,\n", " nrow = 1) \n" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "image/png": 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ULCjiAIgiCIsxvScwwSdgRBEARBnK2QpEuAhB1BEARBEGcfJOmqhG/sARAEQQAA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uoRQoruhjvztwgUC048mtmV4zvlW/v1KK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\n0hUVFe3fvz85OfngwYO//PKLEMLX17dhsEO7QlAD0CJt9KVBXuw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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 }, "text/plain": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "ggpubr::ggarrange(Trends,Distributions,\n", " labels = c(\"\",\"c\"),\n", " font.label = list(size = 10,\n", " color = \"black\",\n", " face = \"bold\",\n", " family = NULL),\n", " ncol = 1,\n", " nrow = 2) +\n", "ggsave(height = 180, width = 180, units = 'mm', filename = \"graphs/California_trends2.pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Applications:**\n", "\n", "We have seen the worst fire season over California in 2020. Such fires are likely part of a chain of impacts, from droughts to heatwaves to fires, with feedbacks between them. Here we assess August temperatures and show that the 2020 August average temperature was very anomalous. We furthermore use SEAS5 forecasts to analyze the trend in rare extremes. Evaluation metrics show that the model simulations have a high bias, which we correct for using an additive bias correction. UNSEEN trend analysis shows a clear trend over time, both in the model and in the observed temperatures. Based on this analysis, temperature extremes that you would expect to occur once in 1000 years in 1981 might occur once in <10 years at present (2020).\n", "\n", "**Note**\n", "\n", "Our analysis shows the results of a *linear* trend analysis of August temperature averages over 1981-2020. Other time windows, different trends than linear, and spatial domains could (should?) be investigated, as well as drought estimates in addition to temperature extremes. " ] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 4 }