Omni
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Comparison · Analytics
glyclean vs silx
A side-by-side editorial comparison of glyclean and silx — release velocity, themes, recent moves, and the top alternatives to consider.
glyclean vs silx: 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 silx?
silx settles into maintenance a release after its PySide6 migration
silx is in the quiet phase after a generational release. 3.1.1 is a single fix to FitWidget loading a fit function from file. The release before it, 3.1.0, was the first real feature work since the migration - asinh axis scaling, twilight colormaps, and dark-theme icons - and 3.0.1 was similarly small. The 3.0.0 cut that reset the Qt binding and Python floor still defines what the line is doing.
glyclean vs silx: 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.
silx
5.0ANALYTICS
silx settles into maintenance a release after its PySide6 migration
◆ Current state
silx is in the quiet phase after a generational release. 3.1.1 is a single fix to FitWidget loading a fit function from file. The release before it, 3.1.0, was the first real feature work since the migration - asinh axis scaling, twilight colormaps, and dark-theme icons - and 3.0.1 was similarly small. The 3.0.0 cut that reset the Qt binding and Python floor still defines what the line is doing.
◆ Where it's heading
The cadence has slowed markedly since April, and the content has shifted from structural change to plotting and colormap refinement. That is the expected shape after a binding migration: downstream beamline code needs a stable target, so the project trades feature velocity for a quiet surface. The gap between 3.0.1 in May and 3.1.0 in August is the clearest signal of the deliberate slowdown.
◆ Prediction
Expect further point releases servicing the plotting and fitting widgets rather than another structural change, with feature work continuing to arrive in the 3.1.x minors rather than patches.
Alternatives to glyclean and silx
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 silx.
Plotly
Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
aniread
aniread stops asking you to know which tracker wrote the file
Rho
Rho's release machinery finally produced a stable build — and it shipped no new product.
Usermaven
Usermaven closed the loop: data comes in from anywhere, and now it goes back out.
OpenCTI
OpenCTI spends a release unblocking queues and hardening upserts
See all glyclean alternatives → · See all silx alternatives →
Recent activity from glyclean and silx
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4h agosilxFitWidget fix for loading a fit function from file
- 9d agosilx3.1.0: asinh axis scaling, twilight colormaps, dark-theme icons
- 1mo agoglycleanDocs recommend the new SE containers
- 1mo agoglycleanPreprocessing behaves the same across both containers
- 1mo agoglycleanMatrix inputs rejected; containers now required
- 3mo agoglycleanauto_clean() works without extra package installs
- 3mo agoglycleanImputation strategy now keyed to sample size, not QC
- 3mo agosilx3.0.1: silx view fails to disable HDF5 file locking
- 3mo agosilx3.0.0: PySide6 becomes the default Qt binding, Python 3.10 required ⚡
- 3mo agosilx3.0.0rc1: release candidate for the PySide6 migration
- 4mo agoglycleanCoDA transforms aligned with published methods
- 1y agosilx2.2.2: plot axes limits, OpenGL axes and libhdf5 1.14 fixes
Frequently asked questions
What is the difference between glyclean and silx?
They serve adjacent needs but don't currently overlap on shipped themes. silx is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is glyclean better than silx?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. silx is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. 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 silx?
Top silx alternatives in Analytics are ranked by recent ship velocity. Browse the "silx alternatives" section above for the current picks, or visit /alternatives/silx for the full list with editorial commentary on each.