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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Data and code associated with "The Observed Availability of Data and Code in Earth Science and Artificial Intelligence"

Authors: Jones, Erin; McClung, Brandon; Fawad, Hadi; McGovern, Amy;

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

Abstract

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. 

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average