{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Chapter 3: Journey to the Frozen Sea" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this chapter, we'll delve into sea ice and the clear evidence it presents of our shifting climate. We'll employ satellite data to explore various attributes of sea ice in both the Arctic and Antarctic." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Objective:
\n", " Recreate figures from the C3S Climate Intelligence reports concerning sea ice. In particular, we'll replicate figures from the sea ice segments of the Monthly Climate Bulletins and Climate Indicators.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Background\n", "\n", "The data set for our analysis is furnished by the European Organisation for the Exploitation of Meteorological Satellites (EUMETSAT). EUMETSAT is a pivotal operational satellite agency located in the heart of Europe, supplying data, products, and support to a vast array of users, both in Europe and globally.\n", "\n", "The OSI SAF (Ocean and Sea Ice Satellite Application Facility) is one of the specialist Satellite Application Facilities (SAFs) under EUMETSAT. These SAFs are dedicated hubs for satellite data processing, each concentrating on different thematic areas. As implied by its name, the OSI SAF is committed to offering operational products and services pertaining to the ocean and [sea ice](https://osi-saf.eumetsat.int/products/sea-ice-products).\n", "\n", "In this guide, we'll examine various facets of global sea ice, focusing on:\n", "\n", "- **Sea Ice Concentration (SIC)**: The portion of a grid cell blanketed with sea ice.\n", "- **Sea Ice Extent (SIE)**: The aggregate area of all grid cells with a minimum of 15% ice concentration.\n", "- **Sea Ice Area**: The cumulative area covered by sea ice. This is calculated by multiplying grid cell areas by their respective sea ice concentrations and summing the outcomes.\n", "- **Sea Ice Edge**: The sea surface is categorised as open water, open ice, or closed ice, contingent on the quantity of sea ice in each grid cell. A sea ice concentration benchmark of 30% is employed to differentiate between open water and open ice.\n", "- **Sea Ice Type**: Sea ice-covered expanses are generally divided into two categories based on the sea ice's age: multiyear ice and seasonal first-year ice." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overview of Datasets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bulk of the datasets are sourced from the [MET Norway Thredds Service](https://thredds.met.no/thredds/osisaf/osisaf.html) affiliated with the Norwegian Meteorological Institute. Some datasets are accessible via the Climate Data Store (CDS). One exception is the Sea Ice Index, which outlines sea ice extent in both the Arctic and Antarctic and is exclusively provided by OSI SAF. Conversely, the C3S furnishes a unique product dedicated to the sea ice edge and type, available solely through the CDS.\n", "\n", "During our exploration in this notebook, we'll employ the following datasets:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| Variable | Provider | MET Norway Thredds Service | Climate Data Store |\n", "|---------|:-------------:|:------:|:------:| \n", "| Sea ice concentration | EUMETSAT OSI SAF | [CDR v3.0](https://osi-saf.eumetsat.int/products/osi-430-a) (OSI-450-a) / [ICDR v3.0](https://osi-saf.eumetsat.int/products/osi-450-a) (OSI-430-a) | [Yes](https://cds.climate.copernicus.eu/cdsapp#!/dataset/satellite-sea-ice-concentration?tab=overview) |\n", "| Sea ice extent | EUMETSAT OSI SAF | [Sea Ice Index v2.2](https://osi-saf.eumetsat.int/products/osi-420) | -- |\n", "| Sea ice edge/type | C3S/CDS | -- | [Yes](https://doi.org/10.24381/cds.29c46d83)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Caution:
\n", " This notebook is notably data-heavy and necessitates roughly 100 GB of free disk space. Cells in the notebook that initiate a download will be preceded by a warning cell.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "NOTE: \n", "Before interacting with the following notebook, please ensure you've reviewed the How to Execute the Notebooks section.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", "
Run the tutorial via free cloud platforms: \n", " \"Binder\"\n", " \"Kaggle\"\n", " \"Colab\"
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----------" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing Packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Standard libraries\n", "import os\n", "import glob\n", "\n", "# Data handling and processing\n", "import cdsapi\n", "import xarray as xr\n", "import numpy as np\n", "import dask\n", "from dask.diagnostics.progress import ProgressBar\n", "\n", "# Visualization\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import cmocean as cmo\n", "from tqdm.notebook import tqdm\n", "import matplotlib.dates as dates\n", "import matplotlib.ticker as ticker\n", "from matplotlib.gridspec import GridSpec\n", "import matplotlib.path as mpath\n", "\n", "# Cartopy for mapping\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the cell below to apply this book's visualisation style, ensuring uniformity in plots throughout the notebook. Bear in mind this cell solely affects visualisation and won't impact the calculations in this notebook. If you're using GoogleColab, the matplotlib stylesheet won't be accessible." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.style.use(\"../copernicus.mplstyle\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Take care not to create large dask chunks to enhance [dask performance](https://docs.dask.org/en/latest/understanding-performance.html):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dask.config.set(**{'array.slicing.split_large_chunks': True})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Getting Started" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set the reference period that dictates the climatology of our records. As we're dealing with data with time coordinates based on either daily `datetime` or yearly `int` values, we'll establish the reference period for both instances." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "REF_PERIOD_YEARS = {'year': slice(1991, 2020)}\n", "REF_PERIOD_DATETIME = {'time': slice('1991-01-01', '2020-12-31')}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's set up a data directory to organise our files." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ice_conc --> data/concentration/\n", "ice_conc_processed --> data/concentration/processed/\n", "ice_extent --> data/extent/\n", "ice_edge --> data/edge/\n", "ice_type --> data/type/\n" ] } ], "source": [ "path_to = {} # dictionary containing [ : ]\n", "\n", "path_to.update({\"ice_conc\": \"data/concentration/\"})\n", "path_to.update({\"ice_conc_processed\": \"data/concentration/processed/\"})\n", "path_to.update({\"ice_extent\": \"data/extent/\"})\n", "path_to.update({\"ice_edge\": \"data/edge/\"})\n", "path_to.update({\"ice_type\": \"data/type/\"})\n", "\n", "for file, path in path_to.items():\n", " os.makedirs(os.path.dirname(path), exist_ok=True)\n", " print(\"{:<20} --> {}\".format(file, path))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sea Ice Concentration\n", "\n", "We'll begin by downloading and analysing the sea ice concentration, as it underpins other sea ice metrics such as extent, area, and edge. Initially, we'll visualise sea ice extent anomalies for a specific month, focusing on the Arctic. But we'll also demonstrate how to sidestep the rigorous data processing for sea ice extent using the OSI SAF Sea Ice Index, allowing us to observe recent shifts in the Antarctic too. \n", "\n", "#### Downloading from CDS\n", "\n", "The sea ice concentration (SIC) is obtainable via the [CDS](https://doi.org/10.24381/cds.3cd8b812) as a daily gridded data set from 1979 onwards. Owing to the size of the entire dataset, we'll only fetch specific months required for the reproduction of the C3S Climate Intelligence reports - specifically January to March and September. We'll use the CDS API to download the data, storing it in the previously created data directory. To optimise the download, we'll batch it monthly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "NOTE:
\n", " At the time of writing, the Climate Data Store offers version 2 of the dataset, not the latest version 3. If you need version 3, consider downloading directly from the EUMETSAT OSI SAF official webpage.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll devise a function that takes a CDS `Client` object, along with the desired year and month to be downloaded and a destination path for the file. As the data comes in `tgz` format, it'll be necessary to unpack the file post-download. The final step in the process will discard the tar file to conserve disk space." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "DAYS = [\"{:02d}\".format(d) for d in range(1, 32)]\n", "\n", "def download_sea_ice_concentration(client, year, month, save_to):\n", " client.retrieve(\n", " \"satellite-sea-ice-concentration\",\n", " {\n", " \"version\": \"v2\",\n", " \"variable\": \"all\",\n", " \"format\": \"tgz\",\n", " \"origin\": \"eumetsat_osi_saf\",\n", " \"region\": \"northern_hemisphere\",\n", " \"cdr_type\": [\"cdr\", \"icdr\"],\n", " \"year\": year,\n", " \"month\": month,\n", " \"day\": DAYS,\n", " },\n", " save_to,\n", " )\n", " # Untar and then remove tar file\n", " path_dir = os.path.dirname(save_to)\n", " os.system(f\"tar -xzf {save_to} --directory {path_dir}\")\n", " os.system(f\"rm {save_to}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To initiate the download using the `cdsapi`, we must supply our CDS API key." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "URL = 'https://cds.climate.copernicus.eu/api/v2'\n", "KEY = '##################################' # add your key here the format should be as {uid}:{api-key}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "New to CDS? Consider the CDS tutorial for a detailed guide.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we can launch the CDS client. We're muting the rather verbose `cdsapi` output by adjusting the `quiet` and `progress` parameters, and we'll use `tqdm` to monitor the overall download progression." ] }, { "cell_type": "code", "execution_count": 407, "metadata": {}, "outputs": [], "source": [ "client = cdsapi.Client(url=URL, key=KEY, quiet=True, progress=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll specify the years and months to download. We're fetching data for January to March and September spanning from 1979 to 2022." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "YEARS = [\"{:04d}\".format(y) for y in range(1979, 2023)]\n", "MONTHS = [\"{:02d}\".format(m) for m in [1, 2, 3, 9]] # Note: only Jan, Feb, Mar and Sep are downloaded" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we'll iterate through our selected years and months, saving the files in the data directory. If the download is interrupted, simply re-run the cell, and it will bypass previously fetched files." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Warning:
\n", " The upcoming cell will download approximately 40 GB. Ensure you have sufficient storage space. Depending on your internet speed, this could take several hours.\n", "
" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "for year in tqdm(YEARS, desc=\"Overall progress\"):\n", " for month in tqdm(MONTHS, desc=\"Year {}\".format(year), leave=False):\n", " # Define the filename and the path to save the file\n", " filename = f\"EUMETSAT_OSI_SAF_SIC_{year}_{month}.tar.gz\"\n", " save_to = os.path.join(path_to[\"concentration\"], filename)\n", " # Check if the extracted files already exist\n", " files_in_dir = glob.glob(f\"data/concentration/*{year}{month}*.nc\")\n", " skip_file = len(files_in_dir) > 0\n", " # Download the file only if it doesn\"t exist\n", " if not skip_file:\n", " download_sea_ice_concentration(client, year, month, save_to)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Lazy Loading" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the dataset's size, there's a risk of memory overflow if we try to load all the data simultaneously. To avoid this, we'll employ *lazy loading*, delaying data fetching until absolutely necessary. The tool `dask` can assist, only loading and processing segments (chunks) that our memory can handle, culminating in the final outcome.\n", "\n", "Firstly, we'll inspect a file to grasp its contents." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "  * time                      (time) datetime64[ns] 2022-09-30T12:00:00\n",
       "  * xc                        (xc) float64 -5.388e+03 -5.362e+03 ... 5.388e+03\n",
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       "    lat                       (yc, xc) float32 ...\n",
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       "    ice_conc                  (time, yc, xc) float64 ...\n",
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       "    title:                     Interim Sea Ice Concentration Climate Data Rec...\n",
       "    summary:                   This Interim Climate Data Record implements an...\n",
       "    topiccategory:             Oceans ClimatologyMeteorologyAtmosphere\n",
       "    keywords:                  Earth Science > Cryosphere > Sea Ice > Sea Ice...\n",
       "    keywords_vocabulary:       GCMD Science Keywords\n",
       "    geospatial_lat_min:        16.62393\n",
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       "    Conventions:               CF-1.7 ACDD-1.3\n",
       "    standard_name_vocabulary:  CF Standard Name Table (v65, 09 April 2019)\n",
       "    product_id:                osi-430-b\n",
       "    product_name:              osi_saf_sea_ice_conc_climate_data_record_interim\n",
       "    product_status:            demonstration
" ], "text/plain": [ "\n", "Dimensions: (time: 1, nv: 2, xc: 432, yc: 432)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2022-09-30T12:00:00\n", " * xc (xc) float64 -5.388e+03 -5.362e+03 ... 5.388e+03\n", " * yc (yc) float64 5.388e+03 5.362e+03 ... -5.388e+03\n", " lat (yc, xc) float32 ...\n", " lon (yc, xc) float32 ...\n", "Dimensions without coordinates: nv\n", "Data variables:\n", " Lambert_Azimuthal_Grid int32 ...\n", " time_bnds (time, nv) datetime64[ns] ...\n", " ice_conc (time, yc, xc) float64 ...\n", " raw_ice_conc_values (time, yc, xc) float64 ...\n", " total_standard_error (time, yc, xc) float64 ...\n", " smearing_standard_error (time, yc, xc) float64 ...\n", " algorithm_standard_error (time, yc, xc) float64 ...\n", " status_flag (time, yc, xc) float32 ...\n", "Attributes: (12/41)\n", " title: Interim Sea Ice Concentration Climate Data Rec...\n", " summary: This Interim Climate Data Record implements an...\n", " topiccategory: Oceans ClimatologyMeteorologyAtmosphere\n", " keywords: Earth Science > Cryosphere > Sea Ice > Sea Ice...\n", " keywords_vocabulary: GCMD Science Keywords\n", " geospatial_lat_min: 16.62393\n", " ... ...\n", " tracking_id: 40d1b998-ea2b-4d1e-b761-0b501e06448c\n", " Conventions: CF-1.7 ACDD-1.3\n", " standard_name_vocabulary: CF Standard Name Table (v65, 09 April 2019)\n", " product_id: osi-430-b\n", " product_name: osi_saf_sea_ice_conc_climate_data_record_interim\n", " product_status: demonstration" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da = xr.open_dataset(\"data/concentration/ice_conc_nh_ease2-250_icdr-v2p0_202209301200.nc\")\n", "da" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's clear the file is extensive, encompassing not just the sea ice concentration but additional variables pertinent to preprocessing, data accuracy, and quality. For our needs, we're only concerned with the `ice_conc` variable.\n", "\n", "Additionally, spatial data coordinates are shown as `xc` and `yc`, which translate to `lat` and `lon`. The main distinction is while `xc` and `yc` depict grid cells of a consistent size (25 km, as outlined in the CDS data overview) within a Lambert Azimuthal Equal Area projection, the latitude and longitude system doesn't maintain grid cell area. As we'll discover, the `xc` and `yc` coordinates are more practical, so we'll retain them and omit the `lat` and `lon` coordinates to save memory.\n", "\n", "We'll then load the data into an `xr.Dataset` object. The `xr.open_mfdataset` method lets us open all the files simultaneously. Crucially, this won't load the data into memory straight away; instead, it'll be fetched lazily, providing a helpful feature of `xarray` that permits large dataset management without memory complications.\n", "\n", "To hasten the lazy loading, we'll use a preprocess function. This allows us to eliminate the `lat` and `lon` coordinates and select only the `ice_conc` variable before the individual files are merged." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def return_sic_only(ds):\n", " ds = ds.drop_vars([\"lat\", \"lon\"])\n", " return ds['ice_conc']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's now time to fetch the data, though be aware it may take several minutes." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "Coordinates:\n",
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       "  * xc        (xc) float64 -5.388e+03 -5.362e+03 ... 5.362e+03 5.388e+03\n",
       "  * yc        (yc) float64 5.388e+03 5.362e+03 ... -5.362e+03 -5.388e+03\n",
       "Data variables:\n",
       "    ice_conc  (time, yc, xc) float64 dask.array<chunksize=(1, 432, 432), meta=np.ndarray>
" ], "text/plain": [ "\n", "Dimensions: (time: 3735, xc: 432, yc: 432)\n", "Coordinates:\n", " * time (time) datetime64[ns] 1979-01-02T12:00:00 ... 2022-09-30T12:00:00\n", " * xc (xc) float64 -5.388e+03 -5.362e+03 ... 5.362e+03 5.388e+03\n", " * yc (yc) float64 5.388e+03 5.362e+03 ... -5.362e+03 -5.388e+03\n", "Data variables:\n", " ice_conc (time, yc, xc) float64 dask.array" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sic = xr.open_mfdataset(path_to['ice_conc'] + \"/*.nc\", preprocess=return_sic_only)\n", "sic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Preprocessing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An essential element when deriving the sea ice extent anomalies for a particular month is the transition from a daily to a monthly product. As detailed in the [About the Data](https://climate.copernicus.eu/climate-indicators/about-data#Seaiceindicator) section of the C3S Climate Indicators, the monthly sea ice concentration is determined by averaging the daily values for each grid cell. However, as the data are only available every other day during the period when the SMMR sensor data are utilised, the gridded data are first linearly interpolated in time, prior to monthly averages being calculated.\n", "\n", "The ensuing function will produce a daily index for a given Dataset object, reindex the data to the daily index, and then interpolate the data linearly over time. The resulting Dataset object will then have daily sea ice concentration values for each grid cell. Note that we will only interpolate the data for September, as delineated in the *About the Data* section above." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nrieger/miniconda3/envs/tutorial/lib/python3.10/site-packages/xarray/core/accessor_dt.py:72: FutureWarning: Index.ravel returning ndarray is deprecated; in a future version this will return a view on self.\n", " values_as_series = pd.Series(values.ravel(), copy=False)\n", "/home/nrieger/miniconda3/envs/tutorial/lib/python3.10/site-packages/xarray/core/accessor_dt.py:72: FutureWarning: Index.ravel returning ndarray is deprecated; in a future version this will return a view on self.\n", " values_as_series = pd.Series(values.ravel(), copy=False)\n" ] }, { "data": { "text/html": [ "
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       "    ancillary_variables:  total_standard_error status_flag\n",
       "    comment:              this field is the primary sea ice concentration est...
" ], "text/plain": [ "\n", "dask.array\n", "Coordinates:\n", " * time (time) datetime64[ns] 1979-09-01T12:00:00 ... 2022-09-30T12:00:00\n", " * xc (xc) float64 -5.388e+03 -5.362e+03 ... 5.362e+03 5.388e+03\n", " * yc (yc) float64 5.388e+03 5.362e+03 ... -5.362e+03 -5.388e+03\n", "Attributes:\n", " long_name: fully filtered concentration of sea ice using atmos...\n", " standard_name: sea_ice_area_fraction\n", " units: %\n", " valid_min: 0\n", " valid_max: 10000\n", " grid_mapping: Lambert_Azimuthal_Grid\n", " ancillary_variables: total_standard_error status_flag\n", " comment: this field is the primary sea ice concentration est..." ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def interpolate_daily(da):\n", " months = np.unique(da.time.dt.month)\n", " # Create a daily time index\n", " daily_index = xr.date_range(start=da.time[0].values,end=da.time[-1].values, freq='D')\n", " # Only consider the months that are in the data\n", " daily_index = daily_index[daily_index.month.isin(months)]\n", " # Reindex the data to the daily time index\n", " da_reindexed = da.reindex(time=daily_index)\n", " # Rechunk the data in space to speed up the interpolation\n", " da_reindexed = da_reindexed.chunk(dict(time=-1, xc=50, yc=50))\n", " # Interpolate the missing values\n", " return da_reindexed.interpolate_na(\"time\")\n", "\n", "is_september = sic.time.dt.month == 9\n", "sic_september = sic.sel(time=is_september)\n", "sic_interp = interpolate_daily(sic_september)\n", "sic_interp[\"ice_conc\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the primary benefits of `dask` is the ability to chain operations until our processed dataset can comfortably fit into memory. But, computing the same `dask` DataArray multiple times can be time-consuming. Thus, let's calculate this intermediate result, save it to disk, and lazily reload it for further processing." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 45.45 s\n" ] } ], "source": [ "path_to_processed_sic = path_to['ice_conc_processed'] + \"ice_conc_interpolated.nc\"\n", "\n", "with ProgressBar():\n", " sic_interp.to_netcdf(path_to_processed_sic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's reload our dataset, again using a `dask` DataArray. \n", "\n", "Given that we'll be working with spatial dimensions to compute the sea ice extent (specifically, totting up the grid cells blanketed in ice), it's essential to structure our data in chunks by time. This ensures that every chunk loaded contains the full set of information required for the calculation. By setting the chunks of a dimension to $-1$, we're indicating our preference not to chunk along that specific dimension." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "chunks = dict(time=50, xc=-1, yc=-1)\n", "with xr.open_mfdataset(path_to_processed_sic, chunks=chunks) as sic_interp:\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sea Ice Extent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our introduction, we touched on the concept of sea ice extent, which represents the total area engulfed by sea ice at any given time. For a grid cell to be deemed ice-covered, the sea ice concentration needs to be at least 15%. According to the CDS overview page, this data is depicted using a Lambert Azimuthal Equal Area projection centred over the poles, with a grid resolution of 25 km. Let's verify this by examining the dataset's coordinates, specifically the step size of the `xc` and `yc` coordinates." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[25. 25. 25. 25. 25.]\n", "[-25. -25. -25. -25. -25.]\n" ] } ], "source": [ "print(sic_interp.coords['xc'].diff('xc').values[:5])\n", "print(sic_interp.coords['yc'].diff('yc').values[:5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As anticipated, both coordinates have a step size of 25 km. Hence, each grid cell embodies an area of $(25 \\text{km})^2= 625 \\text{km}^2$. The sea ice extent can be deduced by multiplying this area by the count of ice-covered grid cells." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'ice_conc' (time: 1320)>\n",
       "dask.array<sum-aggregate, shape=(1320,), dtype=int64, chunksize=(50,), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1979-09-01T12:00:00 ... 2022-09-30T12:00:00
" ], "text/plain": [ "\n", "dask.array\n", "Coordinates:\n", " * time (time) datetime64[ns] 1979-09-01T12:00:00 ... 2022-09-30T12:00:00" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "is_covered = sic_interp['ice_conc'] >= 15\n", "ice_extent = (is_covered * 25**2).sum(('yc', 'xc'))\n", "ice_extent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the compact nature of this time series, it can comfortably fit into memory. Let's crunch the numbers!" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 3.78 sms\n" ] } ], "source": [ "with ProgressBar():\n", " ice_extent = ice_extent.compute()\n", " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the daily readings, we can derive monthly averages." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "ice_extent_monthly = ice_extent.resample(time='1M').mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to compute anomalies, we'll first have to compute the reference climatology." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "ice_extent_monthly_clim = ice_extent_monthly.sel(REF_PERIOD_DATETIME).mean('time')\n", "ice_extent_monthly_anomaly = ice_extent_monthly - ice_extent_monthly_clim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The subsequent step is computing the relative monthly anomaly of sea ice extent. An illustration of this is provided in Figure 1 of both Monthly Climate Bulletins and Climate Indicators." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "\n", "ice_extent_monthly_anomaly_relative = ice_extent_monthly_anomaly / ice_extent_monthly_clim * 100 # in percent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For ease of visualisation, we'll adopt more concise handles." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "time_steps = ice_extent_monthly_anomaly_relative.time\n", "data = ice_extent_monthly_anomaly_relative" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nrieger/miniconda3/envs/tutorial/lib/python3.10/site-packages/xarray/core/accessor_dt.py:72: FutureWarning: Index.ravel returning ndarray is deprecated; in a future version this will return a view on self.\n", " values_as_series = pd.Series(values.ravel(), copy=False)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# define colors to be blue for positive and red for negative anomalies\n", "colors = ['blue' if x >= 0 else 'red' for x in data]\n", "fig = plt.figure(figsize=(10, 5))\n", "ax = fig.add_subplot(111)\n", "ax.bar(data.time.dt.year, data, color=colors, alpha=.5)\n", "ax.axhline(0, color='black', linewidth=.5)\n", "ax.set_title('Arctic September Sea Ice Anomalies')\n", "ax.set_ylabel('Extent Anomaly (%)')\n", "ax.set_ylim(-40, 40)\n", "sns.despine(ax=ax, offset=5, trim=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sea Ice Extent (Less Data-Intensive Alternative)\n", "\n", "In the preceding section, we detailed the methodology for discerning the Arctic's sea ice extent based on its concentration. While this approach is straightforward, the sheer volume of data involved might prove cumbersome for some users. An alternative is the OSI SAF's [Sea Ice Index](https://osi-saf.eumetsat.int/products/osi-420), a dedicated product for sea ice extent that encompasses both the Arctic and Antarctic. This is derived from sea ice concentration data but offers the advantage of being pre-processed, minimising data processing requirements.\n", "\n", " \n", "\n", "\n", "To access the Sea Ice Index, we'll tap into the [MET Norway Thredds Service](https://thredds.met.no/thredds/osisaf/osisaf.html) offered by the Norwegian Meteorological Institute. Available in `netCDF` format, the data can be directly sourced from the [Thredds server](https://thredds.met.no/thredds/osisaf/osisaf_seaiceindex.html). Direct links to fetch the index for the [Northern Hemisphere](https://thredds.met.no/thredds/catalog/osisaf/met.no/ice/index/v2p2/nh/catalog.html?dataset=osisaf/met.no/ice/index/v2p2/nh/osisaf_nh_sie_daily.nc) and [Southern Hemisphere](https://thredds.met.no/thredds/catalog/osisaf/met.no/ice/index/v2p2/sh/catalog.html?dataset=osisaf/met.no/ice/index/v2p2/sh/osisaf_sh_sie_daily.nc) are provided." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:        (time: 16399, nv: 2)\n",
       "Coordinates:\n",
       "  * time           (time) datetime64[ns] 1978-10-25 1978-10-26 ... 2023-09-17\n",
       "    sic_threshold  float32 ...\n",
       "    lat            float32 ...\n",
       "    lon            float32 ...\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    lat_bounds     (nv) float32 ...\n",
       "    lon_bounds     (nv) float32 ...\n",
       "    area           |S64 ...\n",
       "    sie            (time) float64 ...\n",
       "    source         (time) float64 ...\n",
       "Attributes: (12/35)\n",
       "    title:                   Daily Northern Hemisphere Sea Ice Extent from EU...\n",
       "    product_id:              OSI-420\n",
       "    product_name:            OSI SAF Sea Ice Index\n",
       "    product_status:          demonstration\n",
       "    version:                 v2p2\n",
       "    summary:                 Time series of Daily Sea Ice Extent (SIE) for No...\n",
       "    ...                      ...\n",
       "    distribution_statement:  Free\n",
       "    copyright_statement:     Copyright 2023 EUMETSAT\n",
       "    references:              Product User Manual for OSI-420, Lavergne et al....\n",
       "    featureType:             timeSeries\n",
       "    DODS.strlen:             2\n",
       "    DODS.dimName:            nchar
" ], "text/plain": [ "\n", "Dimensions: (time: 16399, nv: 2)\n", "Coordinates:\n", " * time (time) datetime64[ns] 1978-10-25 1978-10-26 ... 2023-09-17\n", " sic_threshold float32 ...\n", " lat float32 ...\n", " lon float32 ...\n", "Dimensions without coordinates: nv\n", "Data variables:\n", " lat_bounds (nv) float32 ...\n", " lon_bounds (nv) float32 ...\n", " area |S64 ...\n", " sie (time) float64 ...\n", " source (time) float64 ...\n", "Attributes: (12/35)\n", " title: Daily Northern Hemisphere Sea Ice Extent from EU...\n", " product_id: OSI-420\n", " product_name: OSI SAF Sea Ice Index\n", " product_status: demonstration\n", " version: v2p2\n", " summary: Time series of Daily Sea Ice Extent (SIE) for No...\n", " ... ...\n", " distribution_statement: Free\n", " copyright_statement: Copyright 2023 EUMETSAT\n", " references: Product User Manual for OSI-420, Lavergne et al....\n", " featureType: timeSeries\n", " DODS.strlen: 2\n", " DODS.dimName: nchar" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url_northern_hemisphere = \"https://thredds.met.no/thredds/dodsC/osisaf/met.no/ice/index/v2p2/nh/osisaf_nh_sie_daily.nc\"\n", "url_southern_hemisphere = \"https://thredds.met.no/thredds/dodsC/osisaf/met.no/ice/index/v2p2/sh/osisaf_sh_sie_daily.nc\" \n", "\n", "sie_nh = xr.open_dataset(url_northern_hemisphere)\n", "sie_sh = xr.open_dataset(url_southern_hemisphere)\n", "sie_nh" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our initial step is to tidy up the datasets," ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "sie_nh = sie_nh.drop_vars([\"lat\", \"lon\", \"sic_threshold\"])\n", "sie_sh = sie_sh.drop_vars([\"lat\", \"lon\", \"sic_threshold\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and subsequently merge them into a single `Dataset`, featuring variables for both the `Arctic` and the `Antarctic`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:    (time: 16399)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1978-10-25 1978-10-26 ... 2023-09-17\n",
       "Data variables:\n",
       "    Arctic     (time) float64 ...\n",
       "    Antarctic  (time) float64 ...
" ], "text/plain": [ "\n", "Dimensions: (time: 16399)\n", "Coordinates:\n", " * time (time) datetime64[ns] 1978-10-25 1978-10-26 ... 2023-09-17\n", "Data variables:\n", " Arctic (time) float64 ...\n", " Antarctic (time) float64 ..." ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sie = xr.Dataset({\n", " \"Arctic\": sie_nh[\"sie\"],\n", " \"Antarctic\": sie_sh[\"sie\"],\n", "})\n", "sie" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A cursory examination of our data reveals a noteworthy contrast. Unlike our original methodology, which required extensive data processing and solely gave us Arctic data for September, this alternative method grants us daily data for both hemispheres throughout the year. Plus, with only a few days' lag, this dataset is frequently updated, making it a pivotal source for tracking global sea ice extent trends." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sie[\"Arctic\"].plot(label=\"Arctic\")\n", "sie[\"Antarctic\"].plot(label=\"Antarctic\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our subsequent task involves visualising daily sea ice extent via a line plot. For this, we'll remodel data coordinates, transitioning the `time` dimension into `year` and `dayofyear`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nrieger/miniconda3/envs/tutorial/lib/python3.10/site-packages/xarray/core/accessor_dt.py:72: FutureWarning: Index.ravel returning ndarray is deprecated; in a future version this will return a view on self.\n", " values_as_series = pd.Series(values.ravel(), copy=False)\n" ] }, { "data": { "text/html": [ "
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<xarray.Dataset>\n",
       "Dimensions:    (year: 46, dayofyear: 366)\n",
       "Coordinates:\n",
       "  * year       (year) int64 1978 1979 1980 1981 1982 ... 2020 2021 2022 2023\n",
       "  * dayofyear  (dayofyear) int64 1 2 3 4 5 6 7 8 ... 360 361 362 363 364 365 366\n",
       "Data variables:\n",
       "    Arctic     (year, dayofyear) float64 nan nan nan nan nan ... nan nan nan nan\n",
       "    Antarctic  (year, dayofyear) float64 nan nan nan nan nan ... nan nan nan nan
" ], "text/plain": [ "\n", "Dimensions: (year: 46, dayofyear: 366)\n", "Coordinates:\n", " * year (year) int64 1978 1979 1980 1981 1982 ... 2020 2021 2022 2023\n", " * dayofyear (dayofyear) int64 1 2 3 4 5 6 7 8 ... 360 361 362 363 364 365 366\n", "Data variables:\n", " Arctic (year, dayofyear) float64 nan nan nan nan nan ... nan nan nan nan\n", " Antarctic (year, dayofyear) float64 nan nan nan nan nan ... nan nan nan nan" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sie[\"year\"] = sie.time.dt.year\n", "sie[\"dayofyear\"] = sie.time.dt.dayofyear\n", "sie = sie.set_index(time=[\"year\", \"dayofyear\"]).unstack()\n", "sie\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before proceeding, it's imperative to compute the daily climatology, which will serve as our plot's reference line." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "sie_clim_median = sie.sel(REF_PERIOD_YEARS).median(\"year\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For data representation, we'll harness a few auxiliary functions:\n", "\n", "- `create_line_plot`: Initiates the basic plot, creating `Figure` and `Axes`objects\n", "- `highlight_most_recent_year`: Precisely as it sounds, this function accentuates the latest year by modifying its hue and appending a marker to its termination, signifying the most recent data point\n", "- `center_labels_between_xticks`: A simple aesthetic enhancement, this function repositions each month's axis label to reside between the ticks. For guidance, see [here](https://matplotlib.org/stable/gallery/ticks/centered_ticklabels.html)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def create_line_plot(data):\n", " fig = plt.figure(figsize=(10, 5))\n", " ax = fig.add_subplot(111)\n", " # Plot the data as a line for each year\n", " xr.plot.line(data, ax=ax, x=\"dayofyear\", color=\".5\", alpha=.5, add_legend=False)\n", " return fig, ax\n", "\n", "def highlight_most_recent_year(ax, data):\n", " # Add the most recent year as a red line\n", " data.isel(year=-1).plot.line(ax=ax, x=\"dayofyear\", color=\"r\", alpha=.5, lw=4)\n", " # Add text with year at the most recent data point with the same color as the line\n", " most_recent_data = data.isel(year=-1).dropna('dayofyear').isel(dayofyear=-1)\n", " ax.text(\n", " most_recent_data.dayofyear + 5,\n", " most_recent_data.values,\n", " most_recent_data.year.values,\n", " color=\"r\",\n", " alpha=.5,\n", " fontsize=14,\n", " weight=\"bold\",\n", " va=\"center\",\n", " )\n", " # Mark the most recent data with a red circle\n", " ax.plot(\n", " most_recent_data.dayofyear,\n", " most_recent_data.values,\n", " \"o\",\n", " color=\"r\",\n", " alpha=.75,\n", " markersize=10,\n", " markeredgewidth=0,\n", " )\n", "\n", "def center_labels_between_xticks(ax):\n", " # set y-ticks as integers\n", " ax.yaxis.set_major_locator(ticker.MaxNLocator(integer=True))\n", "\n", " # Set major x-ticks every 1 month\n", " ax.xaxis.set_major_locator(dates.MonthLocator())\n", "\n", "\n", " # Centering labels between ticks\n", " # 16 is a slight approximation since months differ in number of days.\n", " ax.xaxis.set_minor_locator(dates.MonthLocator(bymonthday=16))\n", " ax.xaxis.set_major_formatter(ticker.NullFormatter())\n", " ax.xaxis.set_minor_formatter(dates.DateFormatter(\"%b\"))\n", "\n", " # Remove the minor tick lines\n", " ax.tick_params(axis=\"x\", which=\"minor\", tick1On=False, tick2On=False)\n", "\n", " # Align the minor tick label\n", " for label in ax.get_xticklabels(minor=True):\n", " label.set_horizontalalignment(\"center\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choose the hemisphere you'd like to showcase on the plot." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "region = 'Antarctic'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's get plotting!" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = create_line_plot(sie[region])\n", "# Add the median as a bold black line\n", "sie_clim_median[region].plot(ax=ax, color=\"k\", alpha=1, lw=4)\n", "highlight_most_recent_year(ax, sie[region])\n", "center_labels_between_xticks(ax)\n", "ax.set_xlim(0, 365)\n", "ax.set_ylim(0, 21)\n", "ax.set_xlabel(\"\")\n", "ax.set_title(f\"Daily {region} Sea Ice Extent\", weight='bold')\n", "ax.set_ylabel(\"Sea ice extent (Mkm$^2$)\")\n", "sns.despine(ax=ax, trim=False, offset=5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then embark on visualising the anomalies, whose calculations are rather straightforward." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "sie_anomaly = sie - sie_clim_median" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By leveraging our previously mentioned helper functions and making slight adjustments to the axes, we're set." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = create_line_plot(sie_anomaly[region])\n", "highlight_most_recent_year(ax, sie_anomaly[region])\n", "center_labels_between_xticks(ax)\n", "# Add center line\n", "ax.axhline(0, color=\".3\", ls='--', lw=2)\n", "ax.set_xlim(0, 365)\n", "ax.set_ylim(-3, 3)\n", "ax.set_xlabel(\"\")\n", "ax.set_title(f\"Daily {region} Sea Ice Extent Anomalies\", weight=\"bold\")\n", "ax.set_ylabel(\"Sea ice extent anomaly (Mkm$^2$)\")\n", "sns.despine(ax=ax, trim=False, offset=5)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's have a look at the relative anomalies in terms of standard deviations." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "sie_relative_anomaly = sie_anomaly / sie.sel(REF_PERIOD_YEARS).std(\"year\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = create_line_plot(sie_relative_anomaly[region])\n", "highlight_most_recent_year(ax, sie_relative_anomaly[region])\n", "center_labels_between_xticks(ax)\n", "# Add center line\n", "ax.axhline(0, color=\".3\", ls='--', lw=2)\n", "ax.axhline(2, color=\".3\", ls='--', lw=.5)\n", "ax.axhline(-2, color=\".3\", ls='--', lw=.5)\n", "ax.set_xlim(0, 365)\n", "ax.set_ylim(-7, 7)\n", "ax.set_xlabel(\"\")\n", "ax.set_title(f\"Daily {region} Sea Ice Extent Anomalies\", weight=\"bold\")\n", "ax.set_ylabel(\"Sea ice extent anomaly ($\\sigma$)\")\n", "sns.despine(ax=ax, trim=False, offset=5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualising Sea Ice Concentration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our subsequent endeavour is to craft maps showcasing the **average sea ice concentration** for **September 2022** in the **Arctic**, alongside its associated anomaly and concentration trends. To depict other months or regions like the Antarctic, additional data pertaining to the desired month might be required.\n", "\n", "For a benchmark, we'll also present the median sea ice edge using data sourced from C3S.\n", "\n", "A brief note on data projection: the C3S CDS overview page clarifies that data adopts a Lambert Azimuthal Equal Area projection focused on the poles. Though the coordinate step size measures 25 km, the `cartopy` module (our projection medium) interprets data in the Lambert Azimuthal Equal Area projection in metres. Thus, before continuing, we need to transmute the coordinates into metres, ensuring any ensuing data inherits correct coordinates." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "sic_interp.coords.update({\"xc\": sic.xc * 1000, \"yc\": sic.yc * 1000}) # Convert km to metres" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Transitioning the daily concentrations into monthly averages is our next step." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "sic_monthly = sic_interp.resample(time='1M').mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll then load the processed dataset into memory." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[# ] | 3% Completed | 105.13 ms" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 4.70 sms\n" ] } ], "source": [ "with ProgressBar():\n", " sic_monthly = sic_monthly.compute()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our second quantity of interest is the anomaly, which can be computed as follows." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "sic_monthly_clim = sic_monthly.sel(REF_PERIOD_DATETIME).groupby('time.month').mean('time')\n", "sic_monthly_anomaly = sic_monthly.groupby('time.month') - sic_monthly_clim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the complexity associated with our desired plot, we've crafted helper functions to streamline the process:\n", "\n", "- `set_circle_boundary`: this will create an axis in form of a circle, in contrast to the default rectangular form. An example of this is given on the official `cartopy` [webpage](https://scitools.org.uk/cartopy/docs/latest/gallery/lines_and_polygons/always_circular_stereo.html#sphx-glr-gallery-lines-and-polygons-always-circular-stereo-py).\n", "- `str2float`: convert longitude representations from string to float, e.g. `60E` $\\rightarrow 60.0$ or `120W` $\\rightarrow -120.0$\n", "- `rotate_labels_polar_plot`: optimal label positioning" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "def set_circle_boundary(ax):\n", " # Set a circle boundary for the map\n", " theta = np.linspace(0, 2*np.pi, 100)\n", " center, radius = [0.5, 0.5], 0.5\n", " verts = np.vstack([np.sin(theta), np.cos(theta)]).T\n", " circle = mpath.Path(verts * radius + center)\n", " ax.set_boundary(circle, transform=ax.transAxes)\n", "\n", "def str2float(label):\n", " # Extract the numbers from the label\n", " number = ''.join(c for c in label if c.isdigit())\n", " number = float(number)\n", " # Longitude is negative if it is in the west of the meridian\n", " if 'W' in label:\n", " number = -number\n", " return number\n", "\n", "def lon2rot(lon):\n", " rot_rad = lon\n", " if abs(lon) >= 90:\n", " rot_rad = lon - 180\n", " return rot_rad\n", "\n", "def rotate_labels_polar_plot(ax, gridlines):\n", " # Rotate the labels to simplify reading them\n", " plt.draw()\n", " for label in ax.texts:\n", " alphanumeric_label = label.get_text()\n", " longitude = str2float(alphanumeric_label)\n", " if longitude in gridlines.xlocator.locs:\n", " rot_degree = lon2rot(longitude)\n", " label.set_rotation(rot_degree)\n", " label.set_horizontalalignment('center')\n", " label.set_verticalalignment('center')\n", " if abs(longitude) >= 90:\n", " label.set_verticalalignment('bottom')\n", " else:\n", " label.set_verticalalignment('top')\n", " else:\n", " label.set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Foremost, we must delineate the pertinent projections for the map (`proj_polar`) and the data (`proj_data`)." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "proj_polar = ccrs.NorthPolarStereo()\n", "proj_data = ccrs.LambertAzimuthalEqualArea(central_longitude=0, central_latitude=90)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following cell produces the desired figure:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 5))\n", "gs = GridSpec(1, 4, figure=fig, width_ratios=[1, .05, 1, .05])\n", "ax1 = fig.add_subplot(gs[0, 0], projection=proj_polar)\n", "ax2 = fig.add_subplot(gs[0, 2], projection=proj_polar)\n", "cax1 = fig.add_subplot(gs[0, 1])\n", "cax2 = fig.add_subplot(gs[0, 3])\n", "axes = [ax1, ax2]\n", "for ax in axes:\n", " ax.set_extent([-180, 180, 50, 90], crs=ccrs.PlateCarree())\n", "\n", " gl = ax.gridlines(zorder=5, ls=':', lw=.75, color='.75', alpha=.5, draw_labels=True)\n", " gl.xlocator = ticker.FixedLocator([-135, -90, -45, 0, 45, 90, 135, 180])\n", " gl.ylocator = ticker.FixedLocator([30, 65, 90])\n", "\n", " # ax.xaxis.set_major_formatter(lon_formatter)\n", " # ax.yaxis.set_major_formatter(lat_formatter)\n", "\n", " ax.add_feature(cfeature.OCEAN, zorder=1, color='k')\n", " ax.add_feature(cfeature.LAND, zorder=2, color='.3')\n", "\n", " set_circle_boundary(ax)\n", "\n", "sic_cbar_kws = dict(label='')\n", "sic_anom_cbar_kws = dict(label='')\n", "sic_kws = dict(vmin=0, vmax=100, cmap=cmo.cm.ice, zorder=3, transform=proj_data, cbar_ax=cax1, cbar_kwargs=sic_cbar_kws)\n", "sic_anom_kws = dict(vmin=-100, vmax=100, cmap='icefire_r', zorder=3, transform=proj_data, cbar_ax=cax2, cbar_kwargs=sic_anom_cbar_kws)\n", "sic_monthly['ice_conc'].isel(time=-1).plot.pcolormesh(ax=ax1, **sic_kws)\n", "sic_monthly_anomaly['ice_conc'].isel(time=-1).plot.pcolormesh(ax=ax2, **sic_anom_kws)\n", "\n", "for ax in axes:\n", " ax.set_title('')\n", " # Rotate the labels to simplify reading them\n", " rotate_labels_polar_plot(ax, gl)\n", "\n", "ax1.set_title('Average Sea Ice Concentration (%)', weight='bold', loc='center')\n", "ax2.set_title('Anomaly (%)', weight='bold', loc='center')\n", "fig.suptitle('September 2022', weight='bold', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Trends in Sea Ice Concentration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've already analysed and visualised the average sea ice concentration and its anomaly. The question now is whether the displayed anomaly is a rare occurrence or merely a standard data point in a larger trend. To determine this, we will conduct a least-squares linear regression on the monthly sea ice concentration values for each individual grid point. Our aim is to replicate [Figure 2](https://climate.copernicus.eu/climate-indicators/sea-ice) from the Climate Indicators section of the Climate Intelligence reports.\n", "\n", "\n", "`xarray` proves to be invaluable once again with its `polyfit` method. By selecting `degree=1`, we initiate a polynomial fit of one degree, effectively a linear regression." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:                        (yc: 432, xc: 432, degree: 2)\n",
       "Coordinates:\n",
       "  * yc                             (yc) float64 5.388e+06 ... -5.388e+06\n",
       "  * xc                             (xc) float64 -5.388e+06 ... 5.388e+06\n",
       "  * degree                         (degree) int64 1 0\n",
       "Data variables:\n",
       "    ice_conc_polyfit_coefficients  (degree, yc, xc) float64 0.0 0.0 ... nan nan
" ], "text/plain": [ "\n", "Dimensions: (yc: 432, xc: 432, degree: 2)\n", "Coordinates:\n", " * yc (yc) float64 5.388e+06 ... -5.388e+06\n", " * xc (xc) float64 -5.388e+06 ... 5.388e+06\n", " * degree (degree) int64 1 0\n", "Data variables:\n", " ice_conc_polyfit_coefficients (degree, yc, xc) float64 0.0 0.0 ... nan nan" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "polyfit = sic_monthly.polyfit('time', 1)\n", "polyfit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output is a `Dataset` showcasing the regression coefficients of the linear regression. The `degree` dimension distinguishes between the intercept (`degree=0`) and the slope (`degree=1`). As the underlying time dimension is represented in `datetime`, the unit of the slope coefficient is measured in $\\text{nanoseconds}^{-1}$. We then extract the slope and convert its units to 1/decade." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "trend = polyfit.ice_conc_polyfit_coefficients.sel(degree=1)\n", "# Convert from 1/ns to 1/decade\n", "trend = (trend * 1.e9 * 60 * 60 * 24 * 365 * 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before delving into the visual representation, we shall explore another sea ice variable to better contextualise our findings." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sea Ice Edge" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The **sea ice edge** demarcates the boundary where the continuous ice sheet fragments into the open ocean. For a deeper understanding of the data, visit the [overview webpage](https://cds.climate.copernicus.eu/cdsapp#!/dataset/satellite-sea-ice-edge-type?tab=overview) on the CDS. Our intention here is to compute the median sea ice edge over the reference period (1991-2020) to offer a comparative baseline.\n", "\n", "To begin, we'll download the sea ice edge data from the CDS. As done previously, we'll devise a function to facilitate the monthly download from the dataset. Subsequently, we'll iterate through the predefined years and months at the notebook's outset." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "def download_c3s_sea_ice_edge_type(client, variable, year, month, save_to):\n", " \"\"\"Download sea ice edge/type for a given year and month from the CDS.\"\"\"\n", "\n", " client.retrieve(\n", " \"satellite-sea-ice-edge-type\",\n", " {\n", " \"format\": \"tgz\",\n", " \"variable\": [variable], # one of [\"sea_ice_edge\", \"sea_ice_type\",], \n", " \"region\": \"northern_hemisphere\",\n", " \"cdr_type\": [\"cdr\", \"icdr\"],\n", " \"year\": year,\n", " \"month\": month,\n", " \"day\": DAYS,\n", " \"version\": \"2_0\",\n", " },\n", " save_to\n", " )\n", " # Unzip and then remove zipped file\n", " path_dir = os.path.dirname(save_to)\n", " os.system(f\"tar -xzf {save_to} --directory {path_dir}\")\n", " os.system(f\"rm {save_to}\")\n", "\n", "\n", "def download_loop_edge_type(client, variable, years, months):\n", " for year in tqdm(years, desc=\"Overall progress\"):\n", " for month in tqdm(months, desc=\"Year {}\".format(year), leave=False):\n", " # Define the filename and the path to save the file\n", " filename = f\"EUMETSAT_OSI_SAF_{year}_{month}.tar.gz\"\n", " save_to = os.path.join(path_to[variable], filename)\n", " # Check if the extracted files already exist\n", " path_dir = os.path.dirname(save_to)\n", " file_name_pattern = os.path.join(path_dir, f\"*{year}{month}*.nc\")\n", " # Get all files in the directory that match the pattern\n", " files_in_dir = glob.glob(file_name_pattern)\n", " file_already_exists = len(files_in_dir) > 0\n", " # Download the file if it doesn't exist\n", " if not file_already_exists:\n", " download_c3s_sea_ice_edge_type(client, variable, year, month, save_to)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Caution:
\n", " The subsequent cell will download roughly 40 GB. Ensure sufficient storage space and, depending on your internet speed, set aside a few hours for the download.\n", "
" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "download_loop_edge_type(client=client, variable='sea_ice_edge', years=YEARS, months=MONTHS)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's inspect one file:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:                 (time: 1, nv: 2, xc: 864, yc: 864)\n",
       "Coordinates:\n",
       "  * time                    (time) datetime64[ns] 1979-02-01T12:00:00\n",
       "  * xc                      (xc) float64 -5.394e+03 -5.381e+03 ... 5.394e+03\n",
       "  * yc                      (yc) float64 5.394e+03 5.381e+03 ... -5.394e+03\n",
       "    lat                     (yc, xc) float32 ...\n",
       "    lon                     (yc, xc) float32 ...\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    Lambert_Azimuthal_Grid  int32 ...\n",
       "    time_bnds               (time, nv) datetime64[ns] ...\n",
       "    ice_edge                (time, yc, xc) float32 ...\n",
       "    uncertainty             (time, yc, xc) float32 ...\n",
       "    status_flag             (time, yc, xc) float32 ...\n",
       "Attributes: (12/43)\n",
       "    title:                     Sea Ice Edge\n",
       "    summary:                   Daily gridded Level-4 Sea Ice Edge Climate Dat...\n",
       "    topiccategory:             Oceans ClimatologyMeteorologyAtmosphere\n",
       "    keywords:                  GCMDSK:Earth Science > Cryosphere > Sea Ice > ...\n",
       "    keywords_vocabulary:       GCMDSK:GCMD Science Keywords:https://gcmd.eart...\n",
       "    geospatial_lat_min:        16.62393\n",
       "    ...                        ...\n",
       "    processing_level:          Level-4 (l4)\n",
       "    tracking_id:               7905b5d9-d8f8-4260-9edb-86bb27b88d8b\n",
       "    doi:                       https://doi.org/10.24381/cds.29c46d83\n",
       "    naming_authority:          no.met\n",
       "    Conventions:               CF-1.7 ACDD-1.3\n",
       "    standard_name_vocabulary:  CF Standard Name Table (v36, 21 September 2016)
" ], "text/plain": [ "\n", "Dimensions: (time: 1, nv: 2, xc: 864, yc: 864)\n", "Coordinates:\n", " * time (time) datetime64[ns] 1979-02-01T12:00:00\n", " * xc (xc) float64 -5.394e+03 -5.381e+03 ... 5.394e+03\n", " * yc (yc) float64 5.394e+03 5.381e+03 ... -5.394e+03\n", " lat (yc, xc) float32 ...\n", " lon (yc, xc) float32 ...\n", "Dimensions without coordinates: nv\n", "Data variables:\n", " Lambert_Azimuthal_Grid int32 ...\n", " time_bnds (time, nv) datetime64[ns] ...\n", " ice_edge (time, yc, xc) float32 ...\n", " uncertainty (time, yc, xc) float32 ...\n", " status_flag (time, yc, xc) float32 ...\n", "Attributes: (12/43)\n", " title: Sea Ice Edge\n", " summary: Daily gridded Level-4 Sea Ice Edge Climate Dat...\n", " topiccategory: Oceans ClimatologyMeteorologyAtmosphere\n", " keywords: GCMDSK:Earth Science > Cryosphere > Sea Ice > ...\n", " keywords_vocabulary: GCMDSK:GCMD Science Keywords:https://gcmd.eart...\n", " geospatial_lat_min: 16.62393\n", " ... ...\n", " processing_level: Level-4 (l4)\n", " tracking_id: 7905b5d9-d8f8-4260-9edb-86bb27b88d8b\n", " doi: https://doi.org/10.24381/cds.29c46d83\n", " naming_authority: no.met\n", " Conventions: CF-1.7 ACDD-1.3\n", " standard_name_vocabulary: CF Standard Name Table (v36, 21 September 2016)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with xr.open_dataset(\"data/edge/ice_edge_nh_ease2-125_cdr-v2p0_197902011200.nc\") as ds:\n", " pass\n", "ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The procured dataset offers comprehensive data on errors and uncertainties. However, for our current purpose, which is the sea ice edge, we'll discard additional variables that bloat the dataset." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "def return_edge_only(ds):\n", " ds = ds.drop_vars([\"lat\", \"lon\"])\n", " return ds['ice_edge']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll then open the dataset as a `dask` `DataArray`, and rechunk along the `time` dimension, thus optimizing for spatial operations." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset>\n",
       "Dimensions:   (time: 3524, xc: 864, yc: 864)\n",
       "Coordinates:\n",
       "  * time      (time) datetime64[ns] 1979-02-01T12:00:00 ... 2022-09-30T12:00:00\n",
       "  * xc        (xc) float64 -5.394e+03 -5.381e+03 ... 5.381e+03 5.394e+03\n",
       "  * yc        (yc) float64 5.394e+03 5.381e+03 ... -5.381e+03 -5.394e+03\n",
       "Data variables:\n",
       "    ice_edge  (time, yc, xc) float32 dask.array<chunksize=(1, 864, 864), meta=np.ndarray>
" ], "text/plain": [ "\n", "Dimensions: (time: 3524, xc: 864, yc: 864)\n", "Coordinates:\n", " * time (time) datetime64[ns] 1979-02-01T12:00:00 ... 2022-09-30T12:00:00\n", " * xc (xc) float64 -5.394e+03 -5.381e+03 ... 5.381e+03 5.394e+03\n", " * yc (yc) float64 5.394e+03 5.381e+03 ... -5.381e+03 -5.394e+03\n", "Data variables:\n", " ice_edge (time, yc, xc) float32 dask.array" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ice_edge = xr.open_mfdataset(path_to['ice_edge'] + \"/*.nc\", preprocess=return_edge_only)\n", "ice_edge" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'ice_edge' (time: 3524, yc: 864, xc: 864)>\n",
       "dask.array<rechunk-merge, shape=(3524, 864, 864), dtype=float32, chunksize=(3524, 50, 50), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1979-02-01T12:00:00 ... 2022-09-30T12:00:00\n",
       "  * xc       (xc) float64 -5.394e+03 -5.381e+03 ... 5.381e+03 5.394e+03\n",
       "  * yc       (yc) float64 5.394e+03 5.381e+03 ... -5.381e+03 -5.394e+03\n",
       "Attributes:\n",
       "    long_name:            Classification of sea surface into the classes of o...\n",
       "    standard_name:        sea_ice_classification\n",
       "    valid_min:            1\n",
       "    valid_max:            3\n",
       "    grid_mapping:         Lambert_Azimuthal_Grid\n",
       "    flag_values:          [1 2 3]\n",
       "    flag_meanings:        open_water open_ice closed_ice\n",
       "    flag_descriptions:    flag 1: No ice or very open ice (less than 30% ice ...\n",
       "    ancillary_variables:  uncertainty status_flag\n",
       "    comment:              this field is the primary sea ice edge estimate for...
" ], "text/plain": [ "\n", "dask.array\n", "Coordinates:\n", " * time (time) datetime64[ns] 1979-02-01T12:00:00 ... 2022-09-30T12:00:00\n", " * xc (xc) float64 -5.394e+03 -5.381e+03 ... 5.381e+03 5.394e+03\n", " * yc (yc) float64 5.394e+03 5.381e+03 ... -5.381e+03 -5.394e+03\n", "Attributes:\n", " long_name: Classification of sea surface into the classes of o...\n", " standard_name: sea_ice_classification\n", " valid_min: 1\n", " valid_max: 3\n", " grid_mapping: Lambert_Azimuthal_Grid\n", " flag_values: [1 2 3]\n", " flag_meanings: open_water open_ice closed_ice\n", " flag_descriptions: flag 1: No ice or very open ice (less than 30% ice ...\n", " ancillary_variables: uncertainty status_flag\n", " comment: this field is the primary sea ice edge estimate for..." ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ice_edge = ice_edge.chunk({'time': -1, 'xc': 50, 'yc': 50})\n", "ice_edge.ice_edge" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `DataArray`'s attributes reveal that the data is categorised as integers, with the following interpretations:\n", "\n", "- 1: No ice or very open ice (less than 30 % ice concentration)\n", "- 2: Open ice (30-70 % ice concentration)\n", "- 3: Closed ice (more than 70 % ice concentration)\n", "\n", "Given our focus on September's sea ice concentration trends, we'll choose the respective month for the sea ice edge dataset. Since our primary interest lies in the median sea ice edge during our reference timeframe, we'll restrict our data to the years between 1991 and 2020." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nrieger/miniconda3/envs/tutorial/lib/python3.10/site-packages/xarray/core/accessor_dt.py:72: FutureWarning: Index.ravel returning ndarray is deprecated; in a future version this will return a view on self.\n", " values_as_series = pd.Series(values.ravel(), copy=False)\n" ] } ], "source": [ "ice_edge_september = ice_edge.sel(time=ice_edge.time.dt.month == 9)\n", "ice_edge_ref_period = ice_edge_september.sel(REF_PERIOD_DATETIME)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The median sea ice edge shown in the trend maps is defined as the contour line along which grid cells have a 50% probability of being classified as open water or open ice in the daily gridded sea ice edge product. That is, we want to first reclassify the data into a binary data set (`True` or `False`) representing ice (i.e. all categories $\\geq 2$) or no ice (i.e. all categories $\\leq 1$)." ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[################################### ] | 88% Completed | 96.80 ss" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/nrieger/miniconda3/envs/tutorial/lib/python3.10/site-packages/numpy/lib/nanfunctions.py:1217: RuntimeWarning: All-NaN slice encountered\n", " return function_base._ureduce(a, func=_nanmedian, keepdims=keepdims,\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 173.90 s\n" ] } ], "source": [ "ice_edge = ice_edge_ref_period['ice_edge']\n", "is_ice = ice_edge.where(ice_edge >= 2, other=False).where(ice_edge <= 1, other=True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After the recent operation, we lost the land information from the data. Let's restore the land mask using the original data's initial time step as a reference." ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [], "source": [ "is_land = ice_edge.isel(time=0).notnull()\n", "is_ice = is_ice.where(is_land)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our next move is to determine the median sea ice edge for each grid cell. The outcome is compact enough for memory storage, hence we'll compute it directly." ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 102.16 s\n" ] } ], "source": [ "median_ice_edge = is_ice.mean('time')\n", "\n", "with ProgressBar():\n", " median_ice_edge = median_ice_edge.compute()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the coordinates are denoted in kilometres, the `cartopy` projection necessitates them in metres, prompting a conversion." ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [], "source": [ "median_ice_edge.coords.update({'xc': median_ice_edge.xc.values * 1000, 'yc': median_ice_edge.yc.values * 1000})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, it's time to visualise the sea ice concentration trends alongside the median sea ice edge. The visual creation follows prior steps, allowing us to reuse the previously defined helper functions." ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(6, 5))\n", "gs = GridSpec(1, 2, figure=fig, width_ratios=[1, .05])\n", "ax1 = fig.add_subplot(gs[0, 0], projection=proj_polar)\n", "cax1 = fig.add_subplot(gs[0, 1])\n", "axes = [ax1]\n", "for ax in axes:\n", " ax.set_extent([-180, 180, 50, 90], crs=ccrs.PlateCarree())\n", "\n", " gl = ax.gridlines(zorder=5, ls=':', lw=.75, color='.75', alpha=.5, draw_labels=True)\n", " gl.xlocator = ticker.FixedLocator([-135, -90, -45, 0, 45, 90, 135, 180])\n", " gl.ylocator = ticker.FixedLocator([30, 65, 90])\n", "\n", " ax.add_feature(cfeature.OCEAN, zorder=1, color='k')\n", " ax.add_feature(cfeature.LAND, zorder=2, color='.3')\n", "\n", " set_circle_boundary(ax)\n", "\n", "bla_cbar_kws = dict(label='% per decade')\n", "bla_kws = dict(vmin=-30, vmax=30, cmap='icefire_r', zorder=3, transform=proj_data, cbar_ax=cax1, cbar_kwargs=bla_cbar_kws)\n", "trend.plot.pcolormesh(ax=ax1, **bla_kws)\n", "cp = median_ice_edge.plot.contour(ax=ax1, levels=[.5], transform=proj_data, zorder=5)\n", "labels = ['1991-2020 median ice edge']\n", "\n", "\n", "for ax in axes:\n", " ax.set_title('')\n", " # Rotate the labels to simplify reading them\n", " rotate_labels_polar_plot(ax, gl)\n", "\n", "ax1.set_title('Sea Ice Concentration Trend During 1979-2022', weight='bold', loc='center')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sea Ice Type\n", "Our last segment aims to reproduce Figure 3 from the [Climate Indicators](https://climate.copernicus.eu/climate-indicators/sea-ice) section of the Climate Intelligence reports, illustrating sea ice extent based on its type.\n", "\n", "Sea ice type categorises the sea ice cover into either first-year ice or multiyear ice, based on its survival past one melt season.\n", "\n", "This sea ice type data is also accessible on the [CDS](https://cds.climate.copernicus.eu/cdsapp#!/dataset/satellite-sea-ice-edge-type?tab=overview). For our illustration, we require data from January to March. Hence, we'll specify these months before using our established helper function to fetch the data." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "MONTHS = [\"{:02d}\".format(m) for m in [1, 2, 3]] # Note: only Jan-Mar are downloaded" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Caution:
\n", " The subsequent cell will download approximately 10 GB. Ensure you have ample storage. The download may require several hours, contingent on your internet connection.\n", "
" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "download_loop_edge_type(client=client, variable='sea_ice_type', years=YEARS, months=MONTHS)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A brief overview of the dataset:" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:                 (time: 1, nv: 2, xc: 432, yc: 432)\n",
       "Coordinates:\n",
       "  * time                    (time) datetime64[ns] 1979-02-01T12:00:00\n",
       "  * xc                      (xc) float64 -5.388e+03 -5.362e+03 ... 5.388e+03\n",
       "  * yc                      (yc) float64 5.388e+03 5.362e+03 ... -5.388e+03\n",
       "    lat                     (yc, xc) float32 ...\n",
       "    lon                     (yc, xc) float32 ...\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    Lambert_Azimuthal_Grid  int32 ...\n",
       "    time_bnds               (time, nv) datetime64[ns] ...\n",
       "    ice_type                (time, yc, xc) float32 ...\n",
       "    uncertainty             (time, yc, xc) float32 ...\n",
       "    status_flag             (time, yc, xc) float32 ...\n",
       "Attributes: (12/44)\n",
       "    title:                     Sea Ice Type\n",
       "    summary:                   Daily gridded Level-4 Sea Ice Type Climate Dat...\n",
       "    comment:                   Northern Hemisphere sea ice type classificatio...\n",
       "    topiccategory:             Oceans ClimatologyMeteorologyAtmosphere\n",
       "    keywords:                  GCMDSK:Earth Science > Cryosphere > Sea Ice > ...\n",
       "    keywords_vocabulary:       GCMDSK:GCMD Science Keywords:https://gcmd.eart...\n",
       "    ...                        ...\n",
       "    processing_level:          Level-4 (l4)\n",
       "    tracking_id:               43552121-b502-4672-877e-4807b5f50fb5\n",
       "    doi:                       https://doi.org/10.24381/cds.29c46d83\n",
       "    naming_authority:          no.met\n",
       "    Conventions:               CF-1.7 ACDD-1.3\n",
       "    standard_name_vocabulary:  CF Standard Name Table (v36, 21 September 2016)
" ], "text/plain": [ "\n", "Dimensions: (time: 1, nv: 2, xc: 432, yc: 432)\n", "Coordinates:\n", " * time (time) datetime64[ns] 1979-02-01T12:00:00\n", " * xc (xc) float64 -5.388e+03 -5.362e+03 ... 5.388e+03\n", " * yc (yc) float64 5.388e+03 5.362e+03 ... -5.388e+03\n", " lat (yc, xc) float32 ...\n", " lon (yc, xc) float32 ...\n", "Dimensions without coordinates: nv\n", "Data variables:\n", " Lambert_Azimuthal_Grid int32 ...\n", " time_bnds (time, nv) datetime64[ns] ...\n", " ice_type (time, yc, xc) float32 ...\n", " uncertainty (time, yc, xc) float32 ...\n", " status_flag (time, yc, xc) float32 ...\n", "Attributes: (12/44)\n", " title: Sea Ice Type\n", " summary: Daily gridded Level-4 Sea Ice Type Climate Dat...\n", " comment: Northern Hemisphere sea ice type classificatio...\n", " topiccategory: Oceans ClimatologyMeteorologyAtmosphere\n", " keywords: GCMDSK:Earth Science > Cryosphere > Sea Ice > ...\n", " keywords_vocabulary: GCMDSK:GCMD Science Keywords:https://gcmd.eart...\n", " ... ...\n", " processing_level: Level-4 (l4)\n", " tracking_id: 43552121-b502-4672-877e-4807b5f50fb5\n", " doi: https://doi.org/10.24381/cds.29c46d83\n", " naming_authority: no.met\n", " Conventions: CF-1.7 ACDD-1.3\n", " standard_name_vocabulary: CF Standard Name Table (v36, 21 September 2016)" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with xr.open_dataset(\"data/type/ice_type_nh_ease2-250_cdr-v2p0_197902011200.nc\") as ds:\n", " pass\n", "ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To optimise memory, we'll eliminate redundant variables and focus on `ice_type`." ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "def return_type_only(ds):\n", " ds = ds.drop_vars([\"lat\", \"lon\"])\n", " return ds['ice_type']" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'ice_type' (time: 3376, yc: 432, xc: 432)>\n",
       "dask.array<concatenate, shape=(3376, 432, 432), dtype=float32, chunksize=(1, 432, 432), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1979-01-02T12:00:00 ... 2022-03-31T12:00:00\n",
       "  * xc       (xc) float64 -5.388e+03 -5.362e+03 ... 5.362e+03 5.388e+03\n",
       "  * yc       (yc) float64 5.388e+03 5.362e+03 ... -5.362e+03 -5.388e+03\n",
       "Attributes:\n",
       "    long_name:            Classification of sea ice into the classes of first...\n",
       "    standard_name:        sea_ice_classification\n",
       "    valid_min:            1\n",
       "    valid_max:            4\n",
       "    grid_mapping:         Lambert_Azimuthal_Grid\n",
       "    flag_values:          [1 2 3 4]\n",
       "    flag_meanings:        open_water first_year_ice multi_year_ice ambiguous\n",
       "    flag_descriptions:    flag 1: No ice or very open ice (less than 30% ice ...\n",
       "    ancillary_variables:  uncertainty status_flag\n",
       "    comment:              this field is the primary sea ice type estimate for...
" ], "text/plain": [ "\n", "dask.array\n", "Coordinates:\n", " * time (time) datetime64[ns] 1979-01-02T12:00:00 ... 2022-03-31T12:00:00\n", " * xc (xc) float64 -5.388e+03 -5.362e+03 ... 5.362e+03 5.388e+03\n", " * yc (yc) float64 5.388e+03 5.362e+03 ... -5.362e+03 -5.388e+03\n", "Attributes:\n", " long_name: Classification of sea ice into the classes of first...\n", " standard_name: sea_ice_classification\n", " valid_min: 1\n", " valid_max: 4\n", " grid_mapping: Lambert_Azimuthal_Grid\n", " flag_values: [1 2 3 4]\n", " flag_meanings: open_water first_year_ice multi_year_ice ambiguous\n", " flag_descriptions: flag 1: No ice or very open ice (less than 30% ice ...\n", " ancillary_variables: uncertainty status_flag\n", " comment: this field is the primary sea ice type estimate for..." ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ice_type = xr.open_mfdataset(path_to['ice_type'] + \"/*.nc\", preprocess=return_type_only)\n", "ice_type['ice_type']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Upon reviewing the attributes, we discern four distinct sea ice classifications:\n", "\n", "- 1: **No ice** or very open ice (less than 30 % ice concentration)\n", "- 2: **Seasonal ice** that has formed since lat melting season\n", "- 3: **Older ice** that has survived at least one melting season\n", "- 4: **Ambiguous ice** with non-significant classification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To replicate Figure 3's time series of Arctic average sea ice types, we first ascertain the **total daily sea ice area** linked with each sea ice type. We then use this to determine **monthly averages** and **3-month averages** spanning January to March.\n", "\n", "We start by identifiying the common time steps in the ice concentration and ice type data sets. We could do this by simply selecting all data for the months of January to March, but we choose a more general way in case one data set has some missing values. We do this by converting the time coordinate of the sea ice concentration and ice type data into an index and take the intersection of both indices." ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "common_time_steps = sic.ice_conc.time.to_index().intersection(ice_type.ice_type.time.to_index())\n", "sic_spring = sic[\"ice_conc\"].sel(time=common_time_steps)\n", "ice_type_spring = ice_type[\"ice_type\"].sel(time=common_time_steps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we conver the daily sea ice concentration data into sea ice area by multiplying the concentration with the grid cell area." ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "ice_area_spring = (sic_spring / 100 * 25**2) # divide by 100 because SIC is in %" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we convert the data set such that the ice type is represented as another dimension. This will facilitate the computation of the sea ice area for each ice type." ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'ice_type' (ice_type: 3, time: 2539, yc: 432, xc: 432)>\n",
       "dask.array<concatenate, shape=(3, 2539, 432, 432), dtype=bool, chunksize=(1, 1, 432, 432), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * time      (time) datetime64[ns] 1979-01-02T12:00:00 ... 2022-03-31T12:00:00\n",
       "  * xc        (xc) float64 -5.388e+03 -5.362e+03 ... 5.362e+03 5.388e+03\n",
       "  * yc        (yc) float64 5.388e+03 5.362e+03 ... -5.362e+03 -5.388e+03\n",
       "  * ice_type  (ice_type) <U9 'seasonal' 'multiyear' 'ambiguous'
" ], "text/plain": [ "\n", "dask.array\n", "Coordinates:\n", " * time (time) datetime64[ns] 1979-01-02T12:00:00 ... 2022-03-31T12:00:00\n", " * xc (xc) float64 -5.388e+03 -5.362e+03 ... 5.362e+03 5.388e+03\n", " * yc (yc) float64 5.388e+03 5.362e+03 ... -5.362e+03 -5.388e+03\n", " * ice_type (ice_type) \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ice_typeseasonalmultiyearambiguous
year
19797.1861223.8198430.491337
19806.9428903.3753940.843926
19816.0230464.4604830.450165
19827.3243883.4604840.478364
19836.8051543.6258700.675470
\n", "" ], "text/plain": [ "ice_type seasonal multiyear ambiguous\n", "year \n", "1979 7.186122 3.819843 0.491337\n", "1980 6.942890 3.375394 0.843926\n", "1981 6.023046 4.460483 0.450165\n", "1982 7.324388 3.460484 0.478364\n", "1983 6.805154 3.625870 0.675470" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ice_extent_df = ice_extent_by_type.to_dataframe().unstack('ice_type')['ice_extent']\n", "ice_extent_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also compute the relative sea ice extent per ice type:" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "rel_ice_extent_df = ice_extent_df.div(ice_extent_df.sum(axis=1), axis=0) * 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we will use the median of the most recent data (Jan - Mar 2022) as a reference plot to be visuaprojected on a mini globe in the upper right corner of our final figure:" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nrieger/miniconda3/envs/tutorial/lib/python3.10/site-packages/dask/utils.py:73: RuntimeWarning: All-NaN slice encountered\n", " return func(*args, **kwargs)\n" ] } ], "source": [ "most_recent_data = ice_type['ice_type'].sel(time=slice('2022-01-01', '2022-03-31')).median('time')\n", "most_recent_data = most_recent_data.compute()\n", "most_recent_data.coords.update({\"xc\": most_recent_data.xc.values * 1000, \"yc\": most_recent_data.yc.values * 1000})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For visualizing different categories like ice types, we will use a categorical colormap." ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "colors = sns.color_palette(\"tab10\", n_colors=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we are ready to create our final plot in this notebook:" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pad = 0.0\n", "w = 0.3\n", "h = 0.3\n", "n_years = ice_extent_df.shape[0]\n", "xticks = np.arange(1, n_years, 5)\n", "xticklabels = ice_extent_df.index[xticks]\n", "\n", "fig = plt.figure(figsize=(15, 5))\n", "ax1 = fig.add_subplot(121)\n", "ax2 = fig.add_subplot(122)\n", "ice_extent_df.plot.bar(ax=ax1, stacked=True, xticks=xticks, color=colors, alpha=.7)\n", "rel_ice_extent_df.plot.bar(ax=ax2, stacked=True, xticks=xticks, color=colors, alpha=.7)\n", "for ax in [ax1, ax2]:\n", " ax.set_xticklabels(xticklabels, rotation=0)\n", " ax.set_xlabel('')\n", " ax.set_ylabel('Ice extent (Mkm$^2$)')\n", " sns.move_legend(ax, \"upper left\")\n", "\n", "ax1.set_ylim(0, 14)\n", "ax2.set_ylim(0, 100)\n", "\n", "ax1.set_title('Total Sea Ice Extent by Sea Ice Type (in Mkm$^2$)', weight='bold')\n", "ax2.set_title('Percentage of Sea Ice Extent by Sea Ice Type (in %)', weight='bold')\n", "\n", "ax1.set_ylabel('')\n", "ax2.set_ylabel('')\n", "\n", "# Add a mini map of the Arctic to the upper right corner\n", "a = ax2.get_position()\n", "axins = fig.add_axes([a.x1-(w+pad)*a.width,a.y1-(h+pad)*a.height,w*a.width,h*a.height], projection=proj_polar)\n", "axins.add_feature(cfeature.LAND, zorder=1, color='.8')\n", "axins.coastlines('110m', lw=.25)\n", "axins.set_extent([-180, 180, 55, 90], crs=ccrs.PlateCarree())\n", "most_recent_data.plot.contourf(ax=axins, transform=proj_data, add_colorbar=False, levels=[1.5, 2.5, 3.5], colors=colors)\n", "set_circle_boundary(axins)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook centred on replicating visuals from the Climate Intelligence reports concerning sea ice. Specifically, we echoed illustrations from the sea ice sections of the Monthly Climate Bulletins and Climate Indicators. We demonstrated how to access and utilise data from the Climate Data Store, and where required, how to obtain data directly from the official data provider, EUMETSAT OSI SAF." ] } ], "metadata": { "kernelspec": { "display_name": "tutorial", "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": "3.10.12" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }