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Quantifying Data Distortion in Bar Graphs in Biological Research

T.-J. Lin, M.P. Landry*. Quantifying Data Distortion in Bar Graphs in Biological Research. bioRxiv (2024). DOI: 10.1101/2024.09.20.609464

Analysis Jupyter Notebooks (/analysis/)

  • bar_constants.py
    • Order: 1
    • Plot settings and constants
  • bar_util.py
    • Order: 2
    • Utility functions and custom statistics
  • bar-graph-classification.ipynb
    • Order: 3
    • Classification of articles
    • Graph-level bias analysis
    • Author number analysis
  • bar-graph-examples.ipynb
    • Order: 0
    • Examples of correct and incorrect bar graphs in Cartesian coordinates
  • lie-factor-quantification.ipynb
    • Order: 4
    • Quantify extend of data distortion with data distortion metrics by mistake types
      • No grouping
      • Grouped by absolute/relative measurands
      • Grouped by measurand identity
      • Grouped by journals
  • polar-bar-plot.ipynb
    • Order: 0
    • Examples of bar graphs in polar coordinates

Data (/data/)

  • misused_bar_graph_annotation
    • Order: 3
    • The raw annotation data file from WebPlotDigitizer v5 stored in folders by journals and mistake types
    • Each article has a visualization value file (viz) and a true value file (val)
  • misused_bar_graph_data
    • Order: 4
    • CSV data file from WebPlotDigitizer v5 stored in folders by journals and mistake types
    • Each article has a visualization value file (viz) and a true value file (val)
  • misused_bar_graph_figures
    • Order: 2
    • Misused bar graphs are screenshotted and stored in folders by journals and mistake types
    • Each folder contains a CSV file storing the manually labeled metadata of each figure
  • processed_data
    • Order: 5
  • zotero_data
    • Order: 1
    • CSV of Zotero export of articles included in the study
      • "Manual Tags" column contains the categorization of each article

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