basictabler
Four years dormant, then a CRAN-notes patch — the table renderer that already did what it set out to do.
Comparison · Infra & APIs
mdatools vs trackeR
A side-by-side editorial comparison of mdatools and trackeR — release velocity, themes, recent moves, and the top alternatives to consider.
mdatools vs trackeR: at a glance
What is mdatools?
mdatools spun out its cross-validation method, then came back for three-way data.
mdatools is a long-running chemometrics package covering PCA, PLS regression, SIMCA and DD-SIMCA classification, MCR resolution and a large spectral preprocessing framework. Its releases are infrequent and each one tends to carry one substantive idea plus a handful of fixes. The June release opens a direction the package had not previously taken: DD-SIMCA classification of three-way data, through PARAFAC and Tucker decompositions.
What is trackeR?
Fitness-tracking analysis in slow maintenance, still absorbing upstream breakage.
trackeR reads GPS and fitness-tracker files in TCX, GPX and JSON form and turns them into session data, distribution and concentration profiles, and route plots. Feature work concentrated in the 1.5 series in 2019; the two releases since are corrective. The latest swaps the plot layout dependencies for patchwork and fixes plot_route() returning nothing.
mdatools vs trackeR: editorial side-by-side
mdatools
0.0INFRA · APIS
mdatools spun out its cross-validation method, then came back for three-way data.
◆ Current state
mdatools is a long-running chemometrics package covering PCA, PLS regression, SIMCA and DD-SIMCA classification, MCR resolution and a large spectral preprocessing framework. Its releases are infrequent and each one tends to carry one substantive idea plus a handful of fixes. The June release opens a direction the package had not previously taken: DD-SIMCA classification of three-way data, through PARAFAC and Tucker decompositions.
◆ Where it's heading
The shape of the package has been managed deliberately rather than allowed to sprawl. Procrustes cross-validation grew large enough to warrant its own package and was moved out to pcv in 0.14.0; preprocessing was consolidated in 0.12.0 into a composable prep() framework rather than a set of loose functions. Around that, the recurring work is numerical: a more stable SIMPLS implementation, cross-validation rewritten to accept user-supplied segment indices, prep.savgol() and prep.alsbasecorr() rewritten for speed, and now the baseline iteration default raised to match the web applications the maintainer also runs.
◆ Prediction
Three-way DD-SIMCA arrives with two decompositions and no companion regression or resolution methods for multiway data, so extending the multiway path to the rest of the toolkit is the obvious follow-up. The alignment of defaults with the maintainer's web applications suggests those two codebases will keep being reconciled.
trackeR
0.0INFRA · APIS
Fitness-tracking analysis in slow maintenance, still absorbing upstream breakage.
◆ Current state
trackeR reads GPS and fitness-tracker files in TCX, GPX and JSON form and turns them into session data, distribution and concentration profiles, and route plots. Feature work concentrated in the 1.5 series in 2019; the two releases since are corrective. The latest swaps the plot layout dependencies for patchwork and fixes plot_route() returning nothing.
◆ Where it's heading
Recent releases track other people's changes: ggmap moving to Stadia maps, gridExtra giving way to patchwork, a cadence field being read into the wrong column. The 2019 entries are where the analysis surface was built out, with cumulative elevation gain, compressed file reading and elevation-noise thresholds, and it has not moved much since.
◆ Prediction
Expect the next release to be another compatibility or parsing fix rather than a new metric.
Alternatives to mdatools and trackeR
Other Infra & APIs 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 mdatools or trackeR.
eatGADS
Labelled survey data, one edge case at a time — and the edge cases are all about missing values.
CHNOSZ
A geochemistry thermodynamics engine that changed its units and its database schema in one release.
crandep
Half CRAN dependency scraper, half extreme-value modelling kit — and the scraper half keeps finding bugs.
OpenRepGrid
Repertory grids learn which pole is the preferred one — a data-model change, not another plot option.
DMRnet
A categorical-variable selection package that publishes its full test logs as release candidates.
See all mdatools alternatives → · See all trackeR alternatives →
Recent activity from mdatools and trackeR
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agomdatoolsDD-SIMCA classification arrives for three-way data ⚡
- 5mo agomdatoolsv. 0.15.0
- 11mo agotrackeRplot_route() fixed; plot layout moved to patchwork
- 2y agomdatoolsData frames converted to matrices automatically for model training
- 2y agotrackeRTCX cadence bug fixed; m_per_min units and Stadia maps
- 3y agomdatoolscv.scope lets centering and scaling follow the global or local set
- 3y agomdatoolsProcrustes cross-validation moves out to its own pcv package ⚡
- 3y agomdatoolsgetRegcoeffs() fixed for unscaled models; ipls() gains a full mode
- 7y agotrackeRCompressed file reading and correct GPX power extraction
- 7y agotrackeRvertical_noise threshold for elevation gain
- 7y agotrackeRCumulative elevation gain added as a derived metric
- 7y agotrackeRFortify and print bugs fixed in summary objects
Frequently asked questions
What is the difference between mdatools and trackeR?
They serve adjacent needs but don't currently overlap on shipped themes. mdatools and trackeR 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 mdatools better than trackeR?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. mdatools and trackeR 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 Infra & APIs products to evaluate alongside.
What are the best alternatives to mdatools?
Top mdatools alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "mdatools alternatives" section above for the current picks, or visit /alternatives/mdatools for the full list with editorial commentary on each.
What are the best alternatives to trackeR?
Top trackeR alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "trackeR alternatives" section above for the current picks, or visit /alternatives/tracker for the full list with editorial commentary on each.