wcvp-gbif-processing

Match GBIF and WCVP taxonomies, such that an assessment of GBIF holdings can be made using the WCVP taxonomy.

Research questions

1. How many WCVP taxa have type material in GBIF?
2. How many WCVP taxa have type material mobilised from within their WCVP defined native range?
3. Are there differences pre / post CBD / Nagoya?

Overview

graph TB

    subgraph "Data access                                                                                                                                                                                               "
        wcvptax[fa:fa-download Download WCVP<br>taxon file: 'wcvp.txt']
        gbiftax[fa:fa-download Download GBIF backbone<br>taxonomy: 'gbif-taxonomy.zip']-->gbiftax_extract[Extract: 'Taxon.txt']
        gbiftax_extract-->gbiftax_filtered[fa:fa-filter Filter to Tracheophyta<br>only: 'Taxon-Tracheophyta.txt']
        gbifspec[fa:fa-download Download GBIF specimens<br> with type status]
        wcvpdist[fa:fa-download Download WCVP<br>dist file: 'wcvp_dist.txt']
    end

    subgraph "Processing&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;"
        wcvptax----> gbif2wcvp
        gbiftax_filtered-->gbif2wcvp[Integrate taxonomies:<br>'gbif2wcvp.csv']
        gbifspec---->locategbifholders[Add lat/long for<br>publishing organisation]
    end

    subgraph "Reporting&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;"
        direction LR
        taxa_with_types_in_gbif[How many taxa have type material in GBIF? fa:fa-image]
        gbif2wcvp-->taxa_with_types_in_gbif
        wcvpdist------>taxa_with_types_in_natrange
        taxa_with_types_in_natrange[How many taxa have type material published from within their native range? fa:fa-image]
        taxa_with_types_in_gbif-->taxa_with_types_in_natrange
        locategbifholders-->taxa_with_types_in_gbif
    end

Loading

Background

The GBIF taxonomy is available as a download, and the WCVP taxonomy has been made available to authors invited for the special issue.

This integration process has been adapted from one coded in R by Barnaby Walker. This is available in DarkSpots/wcvp-gbif-processing and for convenience / comparison the R scripts have been copied to the resources directory in this repository.

How to use this repository

Pre-requisites

The software is written in Python and execution is managed with the build tool make.

Software package dependencies are specified in requirements.txt

How to set up the environment

1. Create a virtual environment: python -m venv env
2. Activate the virtual environment: source env/Scripts/activate
3. Install dependencies: pip install -r requirements.txt

Note: geopandas can be tricky to install on Windows, NN has run the analysis process on the Microsoft Planetary Computer (MPC) to avoid installation issues. Unfortunately the environment exposed by the terminal in the MPC does not have the tool make. A github issue has been logged to request this, and includes a work-around to temporarily install make using mamba install -y -c conda-forge make. The commands managed by the Makefile also require the command line tool jq, similarly this can be installed on the MPC using mamba install -y -c conda-forge jq

Seeing what will be done for each step

A report of the actions that will be taken to build a particular Makefile target can be seen by using the --dry-run flag. For example to see the actions taken to process the gbif2wcvp target use make gbif2wcvp --dry-run.

How to run the analysis

A complete run can be initiated with make all or individual steps are detailed below.

1. Downloads
   • GBIF taxonomy - make downloads/gbif-taxonomy.zip or shorthand: make getgbif
   • WCVP taxonomy - make downloads/wcvp.txt or shorthand: make getwcvp
   • WCVP distribution - make downloads/wcvp_dist.txt
   • GBIF occurrences in Tracheophyta with type status set - make data/gbif-types.zip
   • TDWG WGSRPD L3 regions as geojson - make downloads/tdwg_wgsrpd_l3.json
   • (Shorthand target to do all downloads: make dl)
2. Extract Taxon.tsv file from GBIF backbone taxonomy:
   • make data/Taxon.tsv
3. Filter GBIF taxonomy
   • Script filtergbif.py
   • Inputfile(s): data/Taxon.tsv
   • Outputfile: data/Taxon-Tracheophyta.tsv
   • Method TBC
   • How to run: Use the Makefile target: make data/Taxon-Tracheophyta.tsv or the shorthand: make filter
4. Process GBIF taxonomy - integrate with WCVP
   • Script gbif2wcvp.py
   • Inputfile(s): data/Taxon-Tracheophyta.tsv, downloads/wcvp.txt
   • Outputfile: data/gbif2wcvp.csv
   • Method TBC
   • How to run: Use the Makefile target: make data/gbif2wcvp.csv or the shorthand: make all
5. Process GBIF type data to add details of publishing organisation:
   • Script types2publisherlocations.py
   • Inputfile(s): data/gbif-types.zip
   • Outputfile: data/gbif-typesloc.zip
   • Method TBC
   • How to run: Use the Makefile target: make data/gbif-typesloc.zip
6. Analyse how many taxa have type material in GBIF
   • Script taxa2gbiftypeavailability.py
   • Inputfile(s): data/gbif2wcvp.csv data/gbif-types.zip
   • Outputfile(s): data/taxa2gbiftypeavailability.csv data/taxa2gbiftypeavailability.md
   • Method TBC
   • How to run: Use the Makefile target: make data/taxa2gbiftypeavailability.md
7. Analyse how many taxa have type material published from within native range
   • Script taxa2nativerangetypeavailability.py
   • Inputfile(s): data/gbif2wcvp.csv downloads/wcvp_dist.txt data/gbif-types.zip data/gbif-typesloc.zip downloads/tdwg_wgsrpd_l3.json
   • Outputfile(s): data/taxa2nativerangetypeavailability.csv data/taxa2nativerangetypeavailability.md
   • Method TBC
   • How to run: Use the Makefile target: make data/taxa2nativerangetypeavailability.md

Cleaning up downloaded and processed files

Two utility make targets are provided for this:

• make clean - removes all processed files (ie the contents of the data directory)
• make sterilise - removes all processed files and all downloaded files (ie the contents of both the data and downloads directories)

How to archive an analysis, suitable for reference in an article

1. Execute an complete analysis using make all
2. Archive the inputs and results using make archive
3. Tag (and comment) the software version used using git tag, and push the tag to github. E.g:
   • git tag -a v0.0.1 -m "Initial release"
   • git push origin v0.0.1
4. Create a release in github using the tag created in the previous step and attach the archived file created in step 1 to the github release

Contributing

Reporting bugs and feature requests

Please use the github issue tracker associated with this project to report bugs and make feature requests.

Commit messages

Please link your commit message to an issue which describes what is being implemented or fixed.

Environment updates

Any new dependencies should be added to requirements.txt and committed to git. The env directory is specified in .gitignore, please do not commit this to git.

Outputs (data files and chart images)

The data and download directories are specified in .gitignore, so please do not commit these, or any outputs such as data files / chart images to git. Instead you should:

1. Develop a script which automates the construction of the output (the datafile or chart image)
2. Add a target to the Makefile which will:
   • Define the dependencies of the output (the script used to create the output, and any input files required)
   • Call the script and generate the output
3. Update the instructions above

Similarly, the archive directory is specified in .gitignore, please do not commit this or any of its contents to git - instead follow the process laid out in the "How to archive an analysis" section above.

Contact information

Nicky Nicolson, RBG Kew ([email protected])