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AI & research

Data Integrity Screen

Screen CSV, TXT or Excel research data for duplicated or near-identical records, pasted runs of values, uneven final digits, equal increments and impossible means, and export a report a reviewer can check cell by cell.

  • Runs locally
  • Cell-level report
  • CSV / TXT / Excel
StableVersion 2026.10.0Validated 2026-10-14Statistics match SciPy. In 3,000 simulated clean datasets of six kinds, 0–2% got a finding to review; planted duplicated rows, pasted runs, equal increments, invented final digits and copied columns were caught in 99–100% of 500 datasets each; GRIM gave no false alarm over every true mean with n < 100.
Guide

Screen a research data file for patterns that are unusual in genuine measurements — duplicated or near-identical records, pasted runs of values, uneven final digits, equal increments, impossible means — and export a report that a reviewer can check cell by cell.

A flagged pattern is a reason to look at the raw records, not proof of misconduct. Each finding lists the ordinary explanations to rule out first.

Choose a data file. It is read in this browser and never uploaded.
01 · Data file

Choose a file

CSV, TSV, TXT (delimited or space-separated), Excel or JSON, up to 50 MB. Numbers in text files are read exactly as written; spreadsheet numbers as stored, not as displayed.

Cite this work​

If you use the Digital Plant Phenotyping Platform v25.0 or any of its tools in your research, please cite it.

DOI10.5281/zenodo.17544584
APA

LiangchaoDeng. (2025). smiler488/smiler488.github.io: Digital Plant Phenotyping Platform v25.0 (v25.0.0). Zenodo. https://doi.org/10.5281/zenodo.17544584

BibTeX
@software{Deng2025_DPPP_v25,
  author       = {Deng, Liangchao},
  title        = {Digital Plant Phenotyping Platform (v25.0)},
  year         = {2025},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.17544584},
  url          = {https://doi.org/10.5281/zenodo.17544584},
  note         = {[Computer software]}
}

In Zotero, open the File menu and choose Import from Clipboard.

Parameter record​

Each export from this tool produces a record of the settings, tool version and file checksums, so the result can be reproduced later.

No export yet in this session.