{ "cells": [ { "cell_type": "raw", "id": "01d5a31b-2d84-4144-ba19-0c830a55e50e", "metadata": {}, "source": [ "---\n", "title: \"Extract data within a boundary\"\n", "author: NOAA CoastWatch with modifications to use earthaccess by Eli Holmes\n", "---" ] }, { "cell_type": "markdown", "id": "e8b98e06-8473-46d6-81c9-67e51d434b5a", "metadata": {}, "source": [ "[![Colab Badge](https://img.shields.io/badge/Open_in_Colab-blue?style=for-the-badge)][colab-link]\n", "\n", " \"JupyterHub\n", " [![Download Badge](https://img.shields.io/badge/Download-grey?style=for-the-badge)][download-link]\n", "\n", "[download-link]: https://nmfs-opensci.github.io/NMFSHackDays-2025/topics-2025/2025-02-14-earthdata/3-polygon.ipynb\n", "[colab-link]: https://colab.research.google.com/github/nmfs-opensci/nmfshackdays-2025/blob/main/topics-2025/2025-02-14-earthdata/3-polygon.ipynb\n", "[jupyter-link]: https://nmfs-openscapes.2i2c.cloud/hub/user-redirect/lab?fromURL=https://raw.githubusercontent.com/nmfs-opensci/nmfshackdays-2025/main/topics-2025/2025-02-14-earthdata/3-polygon.ipynb" ] }, { "cell_type": "markdown", "id": "1300d70e-60c5-456e-be8c-e08c4ab7112d", "metadata": {}, "source": [ ">📘 Learning Objectives\n", ">\n", "> 1. How to trim satellite data to specific bounding coordinates\n", "> 2. How to apply shapefiles as masks to satellite data\n", "> 3. How to compute and plot means within the shapefiles" ] }, { "attachments": {}, "cell_type": "markdown", "id": "7a020936", "metadata": {}, "source": [ "## Summary\n", "\n", "This example is adapted from the [NOAA CoastWatch Tutorial Github repository.](https://github.com/coastwatch-training/CoastWatch-Tutorials). It shows you how to get a time series of daily SST within a region defined by a shapefile.\n", "\n", "#### For those not working in the JupyterHub\n", "\n", "Create a code cell and run `pip install earthaccess`, `pip install regionmask`, `pip install cartopy`\n", "\n", "## Datasets used\n", "__GHRSST Level 4 AVHRR_OI Global Blended Sea Surface Temperature Analysis (GDS2) from NCEI__ \n", "This NOAA blended SST is a moderate resolution satellite-based gap-free \n", "sea surface temperature (SST) product. We will use the daily data.\n", "https://cmr.earthdata.nasa.gov/search/concepts/C2036881712-POCLOUD.html\n", "\n", "__Longhurst Marine Provinces__ \n", "The dataset represents the division of the world oceans \n", "into provinces as defined by Longhurst (1995; 1998; 2006). \n", "This division has been based on the prevailing role of physical \n", "forcing as a regulator of phytoplankton distribution. \n", "\n", "The Longhurst Marine Provinces dataset is available online \n", "(https://www.marineregions.org/downloads.php) and \n", "within the shapes folder associated with this repository. \n", "For this exercise we will use the Gulf Stream province (ProvCode: GFST) \n" ] }, { "attachments": { "d6a9074b-f8bd-41f0-b714-7398031243ee.png": { "image/png": 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sXbs2lU4NF/MC5dPbN/cPDJCUxWJRey5IEcwmDV7IlMO55hsAsOO4Y6OjURhW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1YlqRbphLbNz//H+33eiQ1IoWObejxCVgl3CaNnYQHxAqDGRqcqlbML1j6Fd//Sdbd+937S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} }, "cell_type": "markdown", "id": "755a35cb-ea28-42f4-b5f9-dd70053730e9", "metadata": {}, "source": [ "![longhurst.png](attachment:d6a9074b-f8bd-41f0-b714-7398031243ee.png)" ] }, { "cell_type": "markdown", "id": "2072c3fb", "metadata": {}, "source": [ "## Import packages and authenticate" ] }, { "cell_type": "code", "execution_count": 2, "id": "45ac5d46", "metadata": { "ExecuteTime": { "end_time": "2024-03-15T05:05:41.334822Z", "start_time": "2024-03-15T05:05:39.765760Z" } }, "outputs": [], "source": [ "import earthaccess \n", "from pprint import pprint\n", "import xarray as xr\n", "import geopandas as gpd\n", "\n", "import regionmask\n", "import os\n", "import matplotlib.pyplot as plt\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "10df5bae-c8bf-4595-9070-de07fe5fbecb", "metadata": {}, "outputs": [], "source": [ "os.environ[\"HOME\"] = \"/home/jovyan\" " ] }, { "cell_type": "code", "execution_count": 4, "id": "915537db-2314-45ae-ac43-ccaacf30115d", "metadata": {}, "outputs": [], "source": [ "auth = earthaccess.login()\n", "# are we authenticated?\n", "if not auth.authenticated:\n", " # ask for credentials and persist them in a .netrc file\n", " auth.login(strategy=\"interactive\", persist=True)" ] }, { "cell_type": "markdown", "id": "a037ceac", "metadata": {}, "source": [ "## Load the Longhurst Provinces shape files into a geopandas dataframe" ] }, { "cell_type": "code", "execution_count": 6, "id": "b8f4f525", "metadata": { "ExecuteTime": { "end_time": "2024-03-15T05:06:24.591369Z", "start_time": "2024-03-15T05:06:24.359466Z" } }, "outputs": [ { "data": { "text/html": [ "
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ProvCodeProvDescrgeometry
0BPLRPolar - Boreal Polar Province (POLR)MULTIPOLYGON (((-161.18426 63.5, -161.5 63.5, ...
1ARCTPolar - Atlantic Arctic ProvinceMULTIPOLYGON (((-21.51305 64.64409, -21.55945 ...
2SARCPolar - Atlantic Subarctic ProvinceMULTIPOLYGON (((11.26472 63.96082, 11.09548 63...
3NADRWesterlies - N. Atlantic Drift Province (WWDR)POLYGON ((-11.5 57.5, -11.5 56.5, -11.5 55.5, ...
4GFSTWesterlies - Gulf Stream ProvincePOLYGON ((-43.5 43.5, -43.5 42.5, -43.5 41.5, ...
5NASWWesterlies - N. Atlantic Subtropical Gyral Pro...POLYGON ((-39.5 25.5, -40.5 25.5, -41.5 25.5, ...
6NATRTrades - N. Atlantic Tropical Gyral Province (...MULTIPOLYGON (((-72.34673 18.53597, -72.36877 ...
7WTRATrades - Western Tropical Atlantic ProvincePOLYGON ((-19.5 -6.5, -20.5 -6.5, -21.5 -6.5, ...
\n", "
" ], "text/plain": [ " ProvCode ProvDescr \\\n", "0 BPLR Polar - Boreal Polar Province (POLR) \n", "1 ARCT Polar - Atlantic Arctic Province \n", "2 SARC Polar - Atlantic Subarctic Province \n", "3 NADR Westerlies - N. Atlantic Drift Province (WWDR) \n", "4 GFST Westerlies - Gulf Stream Province \n", "5 NASW Westerlies - N. Atlantic Subtropical Gyral Pro... \n", "6 NATR Trades - N. Atlantic Tropical Gyral Province (... \n", "7 WTRA Trades - Western Tropical Atlantic Province \n", "\n", " geometry \n", "0 MULTIPOLYGON (((-161.18426 63.5, -161.5 63.5, ... \n", "1 MULTIPOLYGON (((-21.51305 64.64409, -21.55945 ... \n", "2 MULTIPOLYGON (((11.26472 63.96082, 11.09548 63... \n", "3 POLYGON ((-11.5 57.5, -11.5 56.5, -11.5 55.5, ... \n", "4 POLYGON ((-43.5 43.5, -43.5 42.5, -43.5 41.5, ... \n", "5 POLYGON ((-39.5 25.5, -40.5 25.5, -41.5 25.5, ... \n", "6 MULTIPOLYGON (((-72.34673 18.53597, -72.36877 ... \n", "7 POLYGON ((-19.5 -6.5, -20.5 -6.5, -21.5 -6.5, ... " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#shape_path = '../resources/longhurst_v4_2010/Longhurst_world_v4_2010.shp'\n", "shape_path = os.path.join('..',\n", " 'resources',\n", " 'longhurst_v4_2010',\n", " 'Longhurst_world_v4_2010.shp'\n", " )\n", "shapefiles = gpd.read_file(shape_path)\n", "shapefiles.head(8)" ] }, { "cell_type": "markdown", "id": "2d4fe552", "metadata": {}, "source": [ "## Isolate the Gulf Stream Province\n", "The Gulf Stream Province can be isolated using its ProvCode (GFST)" ] }, { "cell_type": "code", "execution_count": 7, "id": "508e8688", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ProvCodeProvDescrgeometry
4GFSTWesterlies - Gulf Stream ProvincePOLYGON ((-43.5 43.5, -43.5 42.5, -43.5 41.5, ...
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" ], "text/plain": [ " ProvCode ProvDescr \\\n", "4 GFST Westerlies - Gulf Stream Province \n", "\n", " geometry \n", "4 POLYGON ((-43.5 43.5, -43.5 42.5, -43.5 41.5, ... " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ProvCode = \"GFST\"\n", "\n", "# Locate the row with the ProvCode code\n", "gulf_stream = shapefiles.loc[shapefiles[\"ProvCode\"] == ProvCode]\n", "gulf_stream" ] }, { "cell_type": "markdown", "id": "6c3ab4af", "metadata": {}, "source": [ "## Find the coordinates of the bounding box\n", "* The bounding box is the smallest rectangle that will completely enclose the province. \n", "* We will use the bounding box coordinates to subset the satellite data " ] }, { "cell_type": "code", "execution_count": 8, "id": "07ca5fe4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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minxminymaxxmaxy
4-73.533.5-43.543.5
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" ], "text/plain": [ " minx miny maxx maxy\n", "4 -73.5 33.5 -43.5 43.5" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gs_bnds = gulf_stream.bounds\n", "gs_bnds" ] }, { "cell_type": "markdown", "id": "a5da57ca", "metadata": {}, "source": [ "\n", "## Search and access NASA Earthdata with the Collection Concept ID " ] }, { "cell_type": "markdown", "id": "edb2c1ab-acb7-427e-a163-bc50fa812034", "metadata": {}, "source": [ "| Shortname | Collection Concept ID | DOI |\n", "| --- | --- | --- |\n", "| AVHRR_OI-NCEI-L4-GLOB-v2.1 | C2036881712-POCLOUD | 10.5067/GHAAO-4BC21 |" ] }, { "cell_type": "code", "execution_count": 9, "id": "bda466ff-8eec-43f6-8f30-ecfcac92e969", "metadata": {}, "outputs": [], "source": [ "# Search Dataset Unique ID\n", "collection_id = 'C2036881712-POCLOUD'\n", "results = earthaccess.search_data(\n", " concept_id = collection_id,\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "id": "5750beef-a053-4e4e-99fe-e4faf56c9078", "metadata": {}, "outputs": [], "source": [ "# Define date range and bounding box and search\n", "date_range = (\"2020-01-16\", \"2020-3-16\")\n", "# (xmin=-73.5, ymin=33.5, xmax=-43.5, ymax=43.5)\n", "bbox = (gs_bnds.minx, gs_bnds.miny, gs_bnds.maxx, gs_bnds.maxy)" ] }, { "cell_type": "code", "execution_count": 11, "id": "29cb81c1-a4b2-49c8-9866-649ff0362a77", "metadata": {}, "outputs": [], "source": [ "# Get results based on date range and bbox\n", "results = earthaccess.search_data(\n", " concept_id = collection_id,\n", " cloud_hosted = True,\n", " temporal = date_range,\n", " bounding_box = bbox,\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "a597e895-8e58-47e5-9e23-c3d8d66da15a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'TemporalExtent': {'RangeDateTime': {'EndingDateTime': '2020-01-16T00:00:00.000Z',\n", " 'BeginningDateTime': '2020-01-15T00:00:00.000Z'}},\n", " 'MetadataSpecification': {'URL': 'https://cdn.earthdata.nasa.gov/umm/granule/v1.6.6',\n", " 'Name': 'UMM-G',\n", " 'Version': '1.6.6'},\n", " 'GranuleUR': '20200115120000-NCEI-L4_GHRSST-SSTblend-AVHRR_OI-GLOB-v02.0-fv02.1',\n", " 'ProviderDates': [{'Type': 'Insert', 'Date': '2021-05-11T17:17:16.602Z'},\n", " {'Type': 'Update', 'Date': '2021-05-11T17:17:16.603Z'}],\n", " 'SpatialExtent': {'HorizontalSpatialDomain': {'Geometry': {'BoundingRectangles': [{'WestBoundingCoordinate': -179.875,\n", " 'SouthBoundingCoordinate': -89.875,\n", " 'EastBoundingCoordinate': 179.875,\n", " 'NorthBoundingCoordinate': 89.875}]}}},\n", " 'DataGranule': {'ArchiveAndDistributionInformation': [{'SizeUnit': 'MB',\n", " 'Size': 9.72747802734375e-05,\n", " 'Checksum': {'Value': 'f7f272ac28fd5563da4a03bc9c74a9c2',\n", " 'Algorithm': 'MD5'},\n", " 'SizeInBytes': 102,\n", " 'Name': '20200115120000-NCEI-L4_GHRSST-SSTblend-AVHRR_OI-GLOB-v02.0-fv02.1.nc.md5'},\n", " {'SizeUnit': 'MB',\n", " 'Size': 0.9890298843383789,\n", " 'Checksum': {'Value': '779e063e913ff1df721b252bbc4eb3b9',\n", " 'Algorithm': 'MD5'},\n", " 'SizeInBytes': 1037073,\n", " 'Name': '20200115120000-NCEI-L4_GHRSST-SSTblend-AVHRR_OI-GLOB-v02.0-fv02.1.nc'}],\n", " 'DayNightFlag': 'Unspecified',\n", " 'ProductionDateTime': '2020-02-11T00:00:00.000Z'},\n", " 'CollectionReference': {'Version': '2.1',\n", " 'ShortName': 'AVHRR_OI-NCEI-L4-GLOB-v2.1'},\n", " 'RelatedUrls': [{'URL': 's3://podaac-ops-cumulus-protected/AVHRR_OI-NCEI-L4-GLOB-v2.1/20200115120000-NCEI-L4_GHRSST-SSTblend-AVHRR_OI-GLOB-v02.0-fv02.1.nc',\n", " 'Type': 'GET DATA VIA DIRECT ACCESS',\n", " 'Description': 'This link provides direct download access via S3 to the granule.'},\n", " {'URL': 'https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-public/AVHRR_OI-NCEI-L4-GLOB-v2.1/20200115120000-NCEI-L4_GHRSST-SSTblend-AVHRR_OI-GLOB-v02.0-fv02.1.nc.md5',\n", " 'Description': 'Download 20200115120000-NCEI-L4_GHRSST-SSTblend-AVHRR_OI-GLOB-v02.0-fv02.1.nc.md5',\n", " 'Type': 'EXTENDED METADATA'},\n", " {'URL': 'https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/AVHRR_OI-NCEI-L4-GLOB-v2.1/20200115120000-NCEI-L4_GHRSST-SSTblend-AVHRR_OI-GLOB-v02.0-fv02.1.nc',\n", " 'Description': 'Download 20200115120000-NCEI-L4_GHRSST-SSTblend-AVHRR_OI-GLOB-v02.0-fv02.1.nc',\n", " 'Type': 'GET DATA'},\n", " {'URL': 'https://archive.podaac.earthdata.nasa.gov/s3credentials',\n", " 'Description': 'api endpoint to retrieve temporary credentials valid for same-region direct s3 access',\n", " 'Type': 'VIEW RELATED INFORMATION'},\n", " {'URL': 'https://opendap.earthdata.nasa.gov/providers/POCLOUD/collections/GHRSST%20Level%204%20AVHRR_OI%20Global%20Blended%20Sea%20Surface%20Temperature%20Analysis%20(GDS2)%20from%20NCEI/granules/20200115120000-NCEI-L4_GHRSST-SSTblend-AVHRR_OI-GLOB-v02.0-fv02.1',\n", " 'Type': 'USE SERVICE API',\n", " 'Subtype': 'OPENDAP DATA',\n", " 'Description': 'OPeNDAP request URL'}]}" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Examine results\n", "\n", "item = results[0]\n", "#type(item)\n", "#item.keys()\n", "item['umm']" ] }, { "cell_type": "code", "execution_count": 13, "id": "00409d44-28d5-41ad-9e14-8283710c7ca1", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5b256b3834d24917ad20437159147ff2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "QUEUEING TASKS | : 0%| | 0/29 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 10))\n", "\n", "# Label axes of a Plate Carree projection with a central longitude of 180:\n", "ax1 = plt.subplot(211, projection=ccrs.PlateCarree(central_longitude=180))\n", "\n", "# Use the lon and lat ranges to set the extent of the map\n", "# the 120, 260 lon range will show the whole Pacific\n", "# the 15, 55 lat range with capture the range of the data\n", "ax1.set_extent([260, 350, 15, 55], ccrs.PlateCarree())\n", "\n", "# set the tick marks to be slightly inside the map extents\n", "\n", "# add feature to the map\n", "ax1.add_feature(cfeature.LAND, facecolor='0.6')\n", "ax1.coastlines()\n", "\n", "# format the lat and lon axis labels\n", "lon_formatter = LongitudeFormatter(zero_direction_label=True)\n", "lat_formatter = LatitudeFormatter()\n", "ax1.xaxis.set_major_formatter(lon_formatter)\n", "ax1.yaxis.set_major_formatter(lat_formatter)\n", "\n", "sst_cm = ds_subset[0].plot.pcolormesh(ax=ax1, transform=ccrs.PlateCarree(), cmap='jet')\n", "plt.title('Satellite Data Before Masking')\n" ] }, { "cell_type": "markdown", "id": "a7322435", "metadata": {}, "source": [ "## Create the region from the shape file\n", "The plot shows the shape of the region and its placement along the US East Coast. " ] }, { "cell_type": "code", "execution_count": 17, "id": "9de68aa0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "region = regionmask.from_geopandas(gulf_stream)\n", "region.plot()" ] }, { "cell_type": "markdown", "id": "5b7deee6", "metadata": {}, "source": [ "## Mask the satellite data\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "bb874fdd", "metadata": {}, "outputs": [], "source": [ "# Create the mask\n", "mask = region.mask(ds_subset.lon, ds_subset.lat)\n", "\n", "# Apply mask the the satellite data\n", "masked_ds = ds_subset.where(mask == region.numbers[0])" ] }, { "cell_type": "markdown", "id": "afe0a42d", "metadata": {}, "source": [ "## Visualize the masked data on a map\n", "These data have been trimmed to contain only values within the Gulf Stream Province" ] }, { "cell_type": "code", "execution_count": 19, "id": "593c40e4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 10))\n", "\n", "# Label axes of a Plate Carree projection with a central longitude of 180:\n", "ax1 = plt.subplot(211, projection=ccrs.PlateCarree(central_longitude=180))\n", "\n", "# Use the lon and lat ranges to set the extent of the map\n", "# the 120, 260 lon range will show the whole Pacific\n", "# the 15, 55 lat range with capture the range of the data\n", "ax1.set_extent([260, 350, 15, 55], ccrs.PlateCarree())\n", "\n", "# add feature to the map\n", "ax1.add_feature(cfeature.LAND, facecolor='0.6')\n", "ax1.coastlines()\n", "\n", "masked_ds[0].plot.pcolormesh(ax=ax1,\n", " transform=ccrs.PlateCarree(),\n", " cmap='jet')\n", "\n", "plt.title('Satellite Data After Masking for Longhurst GFST');" ] }, { "cell_type": "markdown", "id": "1e47f270-9396-479a-9e5c-f22b4b6a54ac", "metadata": {}, "source": [ "## Calculate the mean temperature over all timesteps" ] }, { "cell_type": "code", "execution_count": 20, "id": "df2b1539-68b9-4eca-adb5-59c396658df3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate mean over all time steps\n", "sst_mean_grid = masked_ds.mean(dim='time')\n", "\n", "# Map the SST mean\n", "sst_mean_grid.plot()\n" ] }, { "cell_type": "markdown", "id": "073efe36-7aac-43bc-bca5-3fdde43c0036", "metadata": {}, "source": [ "## Calculate the mean temperature over all grids (lat, lon)" ] }, { "cell_type": "code", "execution_count": 21, "id": "ff326c58-3794-45fa-819c-bf6f62143819", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate mean over all grids\n", "sst_mean_time = masked_ds.mean(dim=['lat', 'lon'])\n", "\n", "# Plot the SST mean\n", "plt.figure(figsize=(10, 5)) \n", "plt.plot_date(sst_mean_time.time,\n", " sst_mean_time, \n", " 'o', markersize=8, \n", " label='gulf stream', c='black', \n", " linestyle='-', linewidth=2) \n", "\n", "plt.title('Gulf Stream Province Daily Mean Temperature 2020')\n", "plt.ylabel('SST (degrees C)') \n", "plt.xlabel('Dates')\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "3ba5fa06", "metadata": {}, "source": [ "## References\n", "\n", "* [AVHRR SST Data](https://cmr.earthdata.nasa.gov/search/concepts/C2036881712-POCLOUD.html)\n", "* [NASA Earthdata catalog](https://search.earthdata.nasa.gov/search)\n", "* To explore a full range of tutorials on accessing and utilizing oceanographic satellite data, visit the [NOAA CoastWatch Tutorial Github repository.](https://github.com/coastwatch-training/CoastWatch-Tutorials). These tutorials use ERDDAP servers but code for minulating the data cubes is the same as that use with data from NASA Earthdata.\n", "* Sources for marine shape files: https://www.marineregions.org/downloads.php" ] }, { "cell_type": "code", "execution_count": null, "id": "3a34a1f0-8d96-45a1-82dd-38f9bc401a56", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 5 }