Data and code associated with "The Observed Availability of Data and Code in Earth Science and Artificial Intelligence"

Data and code associated with "The Observed Availability of Data and Code in Earth Science 
and Artificial Intelligence" by Erin A. Jones, Brandon McClung, Hadi Fawad, and Amy McGovern.

Instructions: To reproduce figures, download all associated Python and CSV files and place
              in a single directory.
              Run BAMS_plot.py as you would run Python code on your system.

Code:
BAMS_plot.py: Python code for categorizing data availability statements based on given data
              documented below and creating figures 1-3. 

              Code was originally developed for Python 3.11.7 and run in the Spyder 
              (version 5.4.3) IDE.
              
              Libraries utilized:
                numpy        (version 1.26.4) 
                pandas       (version 2.1.4)
                matplotlib  (version 3.8.0)
              
              For additional documentation, please see code file.

Data:
ASDC_AIES.csv:      CSV file containing relevant availability statement data for Artificial 
                    Intelligence for the Earth Systems (AIES)
ASDC_AI_in_Geo.csv: CSV file containing relevant availability statement data for Artificial 
                    Intelligence in Geosciences (AI in Geo.)
ASDC_AIJ.csv:       CSV file containing relevant availability statement data for Artificial 
                    Intelligence (AIJ)
ASDC_MWR.csv:       CSV file containing relevant availability statement data for Monthly 
                    Weather Review (MWR)

Data documentation:
All CSV files contain the same format of information for each journal. The CSV files above are 
needed for the BAMS_plot.py code attached.

Records were analyzed based on the criteria below.

  Records:
    1) Title of paper
        The title of the examined journal article.
    2) Article DOI (or URL)
        A link to the examined journal article. For AIES, AI in Geo., MWR, the DOI is 
        generally given. For AIJ, the URL is given.
    3) Journal name
        The name of the journal where the examined article is published. Either a full
        journal name (e.g., Monthly Weather Review), or the acronym used in the 
        associated paper (e.g., AIES) is used.
    4) Year of publication
        The year the article was posted online/in print.
    5) Is there an ASDC?
        If the article contains an availability statement in any form, "yes" is 
        recorded. Otherwise, "no" is recorded.
    6) Justification for non-open data?
        If an availability statement contains some justification for why data is not 
        openly available, the justification is summarized and recorded as one of the 
        following options: 1) Dataset too large, 2) Licensing/Proprietary, 3) Can be 
        obtained from other entities, 4) Sensitive information, 5) Available at later 
        date. If the statement indicates any data is not openly available and no 
        justification is provided, or if no statement is provided is provided "None" 
        is recorded. If the statement indicates openly available data or no data 
        produced, "N/A" is recorded.
    7) All data available
        If there is an availability statement and data is produced, "y" is recorded 
        if means to access data associated with the article are given and there is no 
        indication that any data is not openly available; "n" is recorded if no means 
        to access data are given or there is some indication that some or all data is 
        not openly available. If there is no availability statement or no data is 
        produced, the record is left blank.
    8) At least some data available
        If there is an availability statement and data is produced, "y" is recorded 
        if any means to access data associated with the article are given; "n" is 
        recorded if no means to access data are given. If there is no availability 
        statement or no data is produced, the record is left blank.
    9) All code available
        If there is an availability statement and data is produced, "y" is recorded 
        if means to access code associated with the article are given and there is no 
        indication that any code is not openly available; "n" is recorded if no means 
        to access code are given or there is some indication that some or all code is 
        not openly available. If there is no availability statement or no data is 
        produced, the record is left blank.
    10) At least some code available
        If there is an availability statement and data is produced, "y" is recorded 
        if any means to access code associated with the article are given; "n" is 
        recorded if no means to access code are given. If there is no  availability 
        statement or no data is produced, the record is left blank.
    11) All data available upon request
        If there is an availability statement indicating data is produced and no data 
        is openly available, "y" is recorded if any data is available upon request to 
        the authors of the examined journal article (not a request to any other 
        entity); "n" is recorded if no data is available upon request to the authors 
        of the examined journal article. If there is no availability statement, any 
        data is openly available, or no data is produced, the record is left blank.
    12) At least some data available upon request
        If there is an availability statement indicating data is produced and not all 
        data is openly available, "y" is recorded if all data is available upon 
        request to the authors of the examined journal article (not a request to any 
        other entity); "n" is recorded if not all data is available upon request to 
        the authors of the examined journal article. If there is no availability 
        statement, all data is openly available, or no data is produced, the record
        is left blank.
    13) no data produced
        If there is an availability statement that indicates that no data was
        produced for the examined journal article, "y" is recorded. Otherwise, the
        record is left blank.
    14) links work
        If the availability statement contains one or more links to a data or code 
        repository, "y" is recorded if all links work; "n" is recorded if one or more 
        links do not work. If there is no availability statement or the statement 
        does not contain any links to a data or code repository, the record is left 
        blank.