DOI: 10.5281/zenodo.13844984
title: Data and code associated with "The Observed Availability of Data and Code in Earth Science and Artificial Intelligence"

description: 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.