From ceae5b584535ea666c5cf97f5c136531d321c65c Mon Sep 17 00:00:00 2001 From: Mathew Biddle <8480023+MathewBiddle@users.noreply.github.com> Date: Tue, 29 Oct 2024 10:00:36 -0400 Subject: [PATCH] updating description closes #236 --- .../2024-09-13-OBIS_EOVs.ipynb | 20 ++++++++++++------- 1 file changed, 13 insertions(+), 7 deletions(-) diff --git a/jupyterbook/content/code_gallery/data_analysis_and_visualization_notebooks/2024-09-13-OBIS_EOVs.ipynb b/jupyterbook/content/code_gallery/data_analysis_and_visualization_notebooks/2024-09-13-OBIS_EOVs.ipynb index dd683a09..ba58a1d2 100644 --- a/jupyterbook/content/code_gallery/data_analysis_and_visualization_notebooks/2024-09-13-OBIS_EOVs.ipynb +++ b/jupyterbook/content/code_gallery/data_analysis_and_visualization_notebooks/2024-09-13-OBIS_EOVs.ipynb @@ -9,13 +9,15 @@ "\n", "Created: 2024-09-13\n", "\n", - "Modified: 2024-10-07\n", + "Modified: 2024-10-29\n", "\n", "The Global Ocean Observing System (GOOS) is a global network of ocean observing systems led by the Intergovernmental Oceanographic Commission of UNESCO. NOAA's U.S. Integrated Ocean Observing System (IOOS) is a part of this global network. GOOS has developed Essential Ocean Variables (EOVs) to help harmonize data that is collected across various ocean observing systems around the globe. The [GOOS Biology and Ecosystems Variables](https://goosocean.org/what-we-do/framework/essential-ocean-variables/) are focused on the abundance and distribution of specific groups of aquatic organisms that are important for ecosystems. \n", "\n", - "The [IOOS Marine Life Data Network](https://ioos.github.io/marine_life_data_network/) has developed an example [list of biological taxa](https://github.com/ioos/marine_life_data_network/tree/main/eov_taxonomy) and their identifiers (in this case, aphiaIDs) that can be used to query published biological occurrence data in the [Ocean Biodiversity Information System](https://www.obis.org/) (OBIS). The lists established for this notebook are not comprehensive and serve as an example for how one could organize AphiaIDs to programmatically query OBIS for appropriate data.\n", + "Through the work of the [Biology - Integrating Core to Essential Variables (Bio-ICE) task team](https://doi.org/10.5281/zenodo.7335669), a [process](https://github.com/MathewBiddle/bio_ice/blob/main/create_map_from_OBIS_API.ipynb) was established to programmatically query the [Ocean Biodiversity Information System](https://www.obis.org/) API for shallow water hard corals (taxonomic order [Scleractinia](https://www.marinespecies.org/aphia.php?p=taxdetails&id=1363)) to generate a map of the density of occurrences.\n", "\n", - "OBIS uses the [World Register of Marine Species](https://marinespecies.org) (WoRMS) to provide a taxonomic backbone for all of the records in the database, and WoRMS only contains marine species. Therefore, the lists developed by the IOOS Marine Life Data Network leverage the taxonomic scope of WoRMS to perform high-level queries without requiring a detailed list of every species of seabird, for example. Once a query is complete, users can begin analyzing OBIS occurrence data to assess the abundance, distribution, and other characteristics of the taxa in these BioEco Variables.\n", + "To build on that process, the [IOOS Marine Life Data Network](https://ioos.github.io/marine_life_data_network/) has developed an example [list of biological taxa](https://github.com/ioos/marine_life_data_network/tree/main/eov_taxonomy) that align with GOOS EOVs. The lists contain their identifiers (in this case, aphiaIDs) that can be used to query published biological occurrence data in the OBIS. The lists established for this notebook are not comprehensive and serve as an example for how one could organize AphiaIDs to programmatically query OBIS for appropriate data.\n", + "\n", + "OBIS uses the [World Register of Marine Species](https://marinespecies.org) (WoRMS) to provide a taxonomic backbone for all of the records in the database. WoRMS provides an authoritative and comprehensive list of names of **marine** organisms, including information on synonymy. Therefore, the lists developed by the IOOS Marine Life Data Network leverage the taxonomic scope of WoRMS to perform high-level queries without requiring a detailed list of every species of seabird, for example. Once a query is complete, users can begin analyzing OBIS occurrence data to assess the abundance, distribution, and other characteristics of the taxa in these BioEco Variables.\n", "\n", "This notebook provides an example in R for how to use the Marine Life Data Network's list of AphiaIDs for the GOOS BioEco Variables to perform an OBIS query. This particular notebook uses mangroves as an example, but the query could be edited for any of the BioEco EOVs." ] @@ -45,7 +47,7 @@ "source": [ "First, we will pull the file with the mangrove aphiaIDs from the Marine Life Data Network GitHub repo.\n", "\n", - "**Note**: the acceptedTaxonIds in these files are based on what was up-to-date in the WoRMS database as of the date this script was written." + "**Note**: the `acceptedTaxonIds` in these files are based on what was up-to-date in the WoRMS database as of the date this script was written." ] }, { @@ -163,7 +165,7 @@ "outputs": [ { "data": { - "image/png": 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Ri7/Y705zPztIZhSJKUz3rMc13Xdd2Z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\naTmDLltPvTXJPiCw26+Fr++FaI0nSRJ6PKVY0Z2K53nLRk5lCwa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nVbrJZOL7/vYLbLZtX1xc0Dz1brcbRVEQBIjqik2W5WazmRVGUOsD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CoVCv14Mg2BBrHONUm7gMoBvVdQL2s4E7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\nHnqoa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6JbbmfakzTPy/UbNt77JKkLslclUuCgPIk0vA3u+fk5bfIRIn37dnh6Cp0vDfhL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\n", "text/plain": [ "plot without title" ] @@ -190,7 +192,11 @@ "\n", "Because you used the AphiaIDs to search for all families and genera of known mangrove species, you can be assured that you have all of the mangrove data currently published to OBIS. This could be repeated for any of the other lists of AphiaIDs for BioEco EOVs. This is a beginning step to many possible analyses.\n", "\n", - "For more information and code about how to get EOV data from OBIS, see the [GOOS BioEco Metadata Portal](https://bioeco.goosocean.org/)." + "For more information and code about how to get EOV data from OBIS, see the [GOOS BioEco Metadata Portal](https://bioeco.goosocean.org/).\n", + "\n", + "References:\n", + "\n", + "Erica K. Towle, Abigail Benson, Mathew Biddle, Sarah R. D. Bingo, Kaitlyn Brucker, Gabrielle Canonico, Maggie Chory, Kruti Desai, Masha Edmondson, Miguel Figuerola, Christina L. Horstmann, Susan Jackson, Jennifer Koss, Kathryn E. Lohr, J. Landrum, Laura Lorenzoni, Anderson B. Mayfield, Brian D. Melzian, Frank E. Muller-Karger, … Kimberly K. Yates. (2022). Biology: Integrating Core To Essential Variables (Bio-ICE) Task Team Report for Hard Corals. https://doi.org/10.5281/zenodo.7335670" ] } ], @@ -206,7 +212,7 @@ "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", - "version": "4.3.3" + "version": "4.1.3" } }, "nbformat": 4,