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     Long Response



    Fan 2015 Figure Reproduction β€” Raw-Data Requirement

    What I can and can’t do right now
    • I cannot accurately β€œreproduce Fan 2015 figures from raw data” because the raw underlying data files (or the exact raw-data source tables) were not provided in your message.
    • I also don’t have enough metadata to know which Fan (2015) paper, which figure panels, and which raw datasets map to each panel.
    • Because you requested β€œno hypothetical/simulated data” and β€œno statements without citations,” any attempt to redraw would risk being incorrect or non-reproducible.

    Upload what I need (fastest path)

    1. The full citation for β€œFan 2015” (authors + title, or DOI).
    2. Which figure(s) you want reproduced (e.g., β€œFigure 2A–2D”, β€œFigure S3” etc.).
    3. Raw data needed to regenerate each panel (commonly: CSV/TSV tables, count matrices, alignment-derived tables, experiment metadata spreadsheets, or supplementary β€œsource data” files).
    4. If Fan 2015 provides a processing pipeline, also upload any supplementary methods scripts or parameter files.
    Once you upload the raw files (or paste the exact raw tables), I will generate Plotly graphs panel-by-panel and validate that the axes, binning, normalization, and statistical annotations match the paper.

    Reproducibility checklist (what I will verify once raw data is provided)

    • Axis transforms (e.g., log10 vs log2, offsets, scaling to % or per-sample).
    • Normalization (per-cell/per-sample, library-size, control normalization, batch correction assumptionsβ€”only if present in raw-data documentation).
    • Binning/aggregation (bin edges, smoothing kernels, replicate handling).
    • Statistical overlays (error bars: SD vs SEM; CI computation; tests used and how p-values are computed).
    • Labeling (legend order, units, cohort/group naming, color mapping).

    A ready-to-run Science Agent (iterative raw-data graphing)

    Upload the raw files (and/or paste links) before running, so the agent can iteratively locate the correct columns, compute the plotted quantities from the raw tables, and render the Plotly panels.

    Next message: minimal info to send

    1) Fan 2015 full reference (or DOI): __________
    2) Figures/panels to reproduce: __________
    3) Raw data files/tables to use (upload or list names): __________
    4) Any supplementary β€œsource data” files (if available): __________


    Feedback:    

    Updated: March 28, 2026

     Science Art


    Create Graphs: Reproduce Fan 2015 figures from raw data Science Art

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