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GraphMZ-benchmark

GraphMZ SRFA cross-tool benchmark Paper-supporting reproducibility dataset for GraphMZ — a Neo4j  graph-database application written in Python for high-resolution mass-spectrometry analysis (organic-contaminant detection and natural-organic-matter charact

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CreatorYoung, Robert B.
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Published2026-05-23
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DOI10.5281/zenodo.20355487
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Downloads138
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Licensecc-by-4.0
File Size58.0 MB
Data TypeDataset
Published2026
Licensecc-by-4.0
Total Views46
Total Downloads138

GraphMZ SRFA cross-tool benchmark

Paper-supporting reproducibility dataset for GraphMZ — a Neo4j  graph-database application written in Python for high-resolution mass-spectrometry analysis (organic-contaminant detection and natural-organic-matter characterisation).

This record provides a frozen snapshot of the SRFA cross-tool consensus analysis used to validate GraphMZ’s formula-assignment performance.  The companion GraphMZ-demo record (concept DOI: `10.5281/zenodo.20351944`) holds tutorial-only inputs and uses an always-latest concept DOI.

All raw acquisitions are 21T FT-ICR negative-ESI on Suwannee River Fulvic Acid (SRFA — IHSS reference NOM), at the National High Magnetic Field Laboratory (MagLab, Tallahassee FL, USA). Cross-tool formula assignments were produced externally by CoreMS and MFAssignR. Files are uploaded flat; the filename prefix identifies the logical group.

Cross-tool formula assignments — CoreMS, MFAssignR, Hawkes

Per-tool, per-acquisition formula tables that feed the two-tier consensus pipeline. CoreMS and MFAssignR each produced four assignment tables: one for SRFA_1 and three replicates for SRFA_2.

FilenameSource
CoreMS_MagLab_NegESI_SRFA_1.csvCoreMS, SRFA_1 acquisition
CoreMS_MagLab_NegESI_SRFA_2_rep1.csvCoreMS, SRFA_2 replicate 1
CoreMS_MagLab_NegESI_SRFA_2_rep2.csvCoreMS, SRFA_2 replicate 2
CoreMS_MagLab_NegESI_SRFA_2_rep3.csvCoreMS, SRFA_2 replicate 3
MFAssignR_MagLab_NegESI_SRFA_1.csvMFAssignR, SRFA_1 acquisition
MFAssignR_MagLab_NegESI_SRFA_2_rep1.csvMFAssignR, SRFA_2 replicate 1
MFAssignR_MagLab_NegESI_SRFA_2_rep2.csvMFAssignR, SRFA_2 replicate 2
MFAssignR_MagLab_NegESI_SRFA_2_rep3.csvMFAssignR, SRFA_2 replicate 3
Hawkes_common_SRFA_neg.csvHawkes 2020 inter-lab SRFA consensus (1,125 formulas) — historical recall benchmark

Raw `.pks` acquisitions

Upstream of the formula-assignment tables — the original peak-list  exports that CoreMS and MFAssignR ran on.

FilenameSample
MagLab_NegESI_SRFA_1.pksSRFA_1 (byte-identical to the file of the same name in the demo record, where it’s used by NOM_demo1)
MagLab_NegESI_SRFA_2_rep1.pksSRFA_2 replicate 1
MagLab_NegESI_SRFA_2_rep2.pksSRFA_2 replicate 2
MagLab_NegESI_SRFA_2_rep3.pksSRFA_2 replicate 3

 

Consensus ground truth — pipelin

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GraphMZ-benchmark (Full Dataset)58.0 MB
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ReadmeVia DOI record
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Files are hosted on the source repository. Click download to access the full dataset.

Young, Robert B. (2026). GraphMZ-benchmark. https://doi.org/10.5281/zenodo.20355487