pins
pins keeps adding a storage backend per release while retiring its original API
Comparison · Analytics
googlesheets4 vs themis
A side-by-side editorial comparison of googlesheets4 and themis — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r
googlesheets4 vs themis: at a glance
What is googlesheets4?
googlesheets4's releases track Google's API and gargle's auth, not its own roadmap.
googlesheets4 is the tidyverse client for the Google Sheets API. Its recent history is dominated by authentication: retry logic for quota errors at 0.3.0, a cli-based message and error surface at 1.0.0, then successive rounds of syncing with gargle's OAuth model through the 1.1.x line. The latest release is documentation-only.
What is themis?
themis is back to adding real resampling algorithms after a documentation-heavy stretch.
themis supplies recipes steps for handling class imbalance in tidymodels. The 1.0.x line was consumed by documentation accuracy, message translation and internal consistency work. Version 1.1.0 returns to substance with two new under-sampling methods.
googlesheets4 vs themis: editorial side-by-side
googlesheets4
0.0ANALYTICS
googlesheets4's releases track Google's API and gargle's auth, not its own roadmap.
◆ Current state
googlesheets4 is the tidyverse client for the Google Sheets API. Its recent history is dominated by authentication: retry logic for quota errors at 0.3.0, a cli-based message and error surface at 1.0.0, then successive rounds of syncing with gargle's OAuth model through the 1.1.x line. The latest release is documentation-only.
◆ Where it's heading
Reading and writing sheets is essentially feature-complete, so remaining work concentrates on credential ergonomics — service accounts, user impersonation, explicit scope access — and absorbing Google's own capacity and quota changes as they land.
◆ Prediction
Expect the next substantive release to follow a gargle auth change or a Sheets API limit revision rather than new spreadsheet functionality.
themis
2.5ANALYTICS
themis is back to adding real resampling algorithms after a documentation-heavy stretch.
◆ Current state
themis supplies recipes steps for handling class imbalance in tidymodels. The 1.0.x line was consumed by documentation accuracy, message translation and internal consistency work. Version 1.1.0 returns to substance with two new under-sampling methods.
◆ Where it's heading
The package grows by adding algorithms rather than restructuring itself. tomek() was rewritten to handle multiple classes and drop the unbalanced dependency, case weights arrived at 1.0.0, and cluster-centroid and condensed-nearest-neighbour under-sampling arrive now — each shipped as both a recipes step and a direct-implementation function.
◆ Prediction
Expect further under- and over-sampling methods in the same paired form, as the package fills out coverage of the standard class-imbalance literature.
Alternatives to googlesheets4 and themis
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 googlesheets4 or themis.
tsibble
tsibble shipped one release in five and a half years - the data structure is finished
yardstick
yardstick made fairness metrics a first-class part of tidymodels evaluation
tune
tune extends tuning past the model itself to postprocessors, and adds a second parallel backend
leaflet
leaflet relicensed to MIT and finished migrating off R's retired spatial stack
ggpubr
ggpubr reached 1.0.0 with p-value formatting presets for specific journals
See all googlesheets4 alternatives → · See all themis alternatives →
Recent activity from googlesheets4 and themis
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 10d agothemisthemis 1.1.0 adds cluster-centroid and CNN under-sampling
- 11mo agogooglesheets4googlesheets4 1.1.2 ships documentation updates for CRAN
- 1y agothemisthemis 1.0.3 corrects resampling direction in documentation
- 2y agothemisthemis 1.0.2 makes internal consistency and speed changes
- 3y agogooglesheets4googlesheets4 1.1.1 supports service-account user impersonation
- 3y agothemisthemis 1.0.1 fixes upsampling errors when none is needed
- 3y agogooglesheets4googlesheets4 1.1.0 replaces OAuth app with client configuration
- 4y agogooglesheets4googlesheets4 1.0.1 tolerates invalid named ranges, sees 10M cells
- 4y agothemisthemis 1.0.0 adds case weights to up- and down-sampling
- 4y agothemisthemis 0.2.2 rewrites tomek() for multiclass, drops a dependency
- 5y agogooglesheets4googlesheets4 1.0.0 moves to cli messages and classed errors
- 5y agogooglesheets4googlesheets4 0.3.0 retries requests on quota exhaustion
Frequently asked questions
What is the difference between googlesheets4 and themis?
Both compete on the same themes — r — within Analytics. themis is currently shipping more aggressively (velocity 2.5 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 googlesheets4 better than themis?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. themis is currently shipping more aggressively (velocity 2.5 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 googlesheets4?
Top googlesheets4 alternatives in Analytics are ranked by recent ship velocity. Browse the "googlesheets4 alternatives" section above for the current picks, or visit /alternatives/googlesheets4 for the full list with editorial commentary on each.
What are the best alternatives to themis?
Top themis alternatives in Analytics are ranked by recent ship velocity. Browse the "themis alternatives" section above for the current picks, or visit /alternatives/themis for the full list with editorial commentary on each.