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Comparison · Analytics
glyclean vs ieegio
A side-by-side editorial comparison of glyclean and ieegio — release velocity, themes, recent moves, and the top alternatives to consider.
glyclean vs ieegio: at a glance
What is glyclean?
glyclean stopped trusting QC samples to choose its preprocessing strategy.
glyclean handles preprocessing and QC for glycomics and glycoproteomics data: filtering, imputation, normalization, batch correction, and compositional transforms. The defining change in this window is 0.14.0, which abandoned QC coefficient-of-variation heuristics for choosing imputation and normalization methods in favor of rules keyed to sample size. The 0.15.x releases then finished removing the deprecated QC arguments and moved the whole package onto glyexp's SummarizedExperiment containers.
What is ieegio?
ieegio's first release lands electrode trajectory burning and a WebGL-free surface plot
ieegio handles file I/O and volume manipulation for intracranial EEG and neuroimaging data in R. Only one release is on record, 0.1.0 from May 2026, so there is no cadence to read yet. Its content is a mix of new volume-authoring capability and format-level correctness fixes.
glyclean vs ieegio: editorial side-by-side
glyclean
0.0ANALYTICS
glyclean stopped trusting QC samples to choose its preprocessing strategy.
◆ Current state
glyclean handles preprocessing and QC for glycomics and glycoproteomics data: filtering, imputation, normalization, batch correction, and compositional transforms. The defining change in this window is 0.14.0, which abandoned QC coefficient-of-variation heuristics for choosing imputation and normalization methods in favor of rules keyed to sample size. The 0.15.x releases then finished removing the deprecated QC arguments and moved the whole package onto glyexp's SummarizedExperiment containers.
◆ Where it's heading
Two commitments are visible. First, defaults should be defensible rather than adaptive: the maintainer explicitly judged CV-in-QC-samples not robust and replaced it with sample-size thresholds. Second, the package wants containers, not matrices, and 0.15.0 makes bare matrix inputs an error. Dependency pruning runs alongside both, with imputeLCMD reimplemented away so auto_clean() works out of the box.
◆ Prediction
The compositional data thread is the least finished part of the package, so further CoDA methods or a broader auto_coda() are the likeliest next additions.
ieegio
0.0ANALYTICS
ieegio's first release lands electrode trajectory burning and a WebGL-free surface plot
◆ Current state
ieegio handles file I/O and volume manipulation for intracranial EEG and neuroimaging data in R. Only one release is on record, 0.1.0 from May 2026, so there is no cadence to read yet. Its content is a mix of new volume-authoring capability and format-level correctness fixes.
◆ Where it's heading
The release points at two audiences at once: burn_curve() writes electrode trajectories — depth/sEEG leads, DBS shafts — into a volume from start and end positions in native RAS coordinates, with a merge mode so trajectories compost onto an existing volume rather than overwriting it. Separately, a base R graphics plot method for surfaces provides a path for environments without WebGL, where the default r3js renderer cannot run. Format work covers BCI2000 and BrainVision channel lookup by label and a quaternion handedness fix aligning with FreeSurfer conventions.
◆ Prediction
A single release gives no basis for predicting cadence. The FreeSurfer alignment and multi-format channel handling suggest interoperability with established neuroimaging toolchains is the near-term priority.
Alternatives to glyclean and ieegio
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either glyclean or ieegio.
spsurvey
spsurvey has spent four years consolidating after its 5.0.0 rewrite rather than adding to it
StreamCatTools
StreamCatTools is quietly moving off web services and onto cloud-native GeoParquet
reproducible
reproducible added a windowed read path so remote GeoTiffs never fully download
qcTAF
qcTAF is building an automated checklist for reproducible fisheries assessments, one criterion at a time
rpymat
After three dormant years, rpymat returned to fix the OpenMP crash that breaks R and conda together
See all glyclean alternatives → · See all ieegio alternatives →
Recent activity from glyclean and ieegio
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoglycleanDocs recommend the new SE containers
- 1mo agoglycleanPreprocessing behaves the same across both containers
- 1mo agoglycleanMatrix inputs rejected; containers now required
- 2mo agoieegioburn_curve() writes electrode trajectories into volumes
- 3mo agoglycleanauto_clean() works without extra package installs
- 3mo agoglycleanImputation strategy now keyed to sample size, not QC
- 4mo agoglycleanCoDA transforms aligned with published methods
Frequently asked questions
What is the difference between glyclean and ieegio?
They serve adjacent needs but don't currently overlap on shipped themes. glyclean and ieegio are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is glyclean better than ieegio?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. glyclean and ieegio are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to glyclean?
Top glyclean alternatives in Analytics are ranked by recent ship velocity. Browse the "glyclean alternatives" section above for the current picks, or visit /alternatives/glyclean for the full list with editorial commentary on each.
What are the best alternatives to ieegio?
Top ieegio alternatives in Analytics are ranked by recent ship velocity. Browse the "ieegio alternatives" section above for the current picks, or visit /alternatives/ieegio for the full list with editorial commentary on each.