fillpattern
Pattern fills for ggplot2, hardened against the ways users write sizes
Comparison · Analytics
tglkmeans vs yahoofinancer
A side-by-side editorial comparison of tglkmeans and yahoofinancer — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
tglkmeans vs yahoofinancer: at a glance
What is tglkmeans?
A k-means implementation that just told users their Spearman clustering on missing data was wrong
tglkmeans is a multi-core k-means implementation with seeding, aimed at single-cell and other large matrix workloads. Version 0.4.0 flipped the id_column default and moved to R's random number generator, 0.5.x added count-matrix downsampling and fixed id handling, and 0.6.3 in May 2026 is a correctness release: Spearman distance was ranking missing values as the largest value instead of dropping them, and predict_tgl_kmeans() with Euclidean distance did not reproduce the training metric when a cluster center had a missing dimension.
What is yahoofinancer?
A Yahoo Finance client that spent four years chasing API drift before adding bulk retrieval
yahoofinancer wraps the Yahoo Finance API for R. Its first four releases are almost entirely repair work: 0.2.0 existed only to absorb upstream API changes, 0.3.0 and 0.4.0 fixed row mismatches, a wrong quote endpoint, a broken options call, and valuation columns returning identical values. Version 0.5.0 in June 2026 is the first release to add capability rather than restore it, introducing a Tickers class that fetches pricing, valuation and history for a vector of symbols in one call.
tglkmeans vs yahoofinancer: editorial side-by-side
tglkmeans
0.0ANALYTICS
A k-means implementation that just told users their Spearman clustering on missing data was wrong
◆ Current state
tglkmeans is a multi-core k-means implementation with seeding, aimed at single-cell and other large matrix workloads. Version 0.4.0 flipped the id_column default and moved to R's random number generator, 0.5.x added count-matrix downsampling and fixed id handling, and 0.6.3 in May 2026 is a correctness release: Spearman distance was ranking missing values as the largest value instead of dropping them, and predict_tgl_kmeans() with Euclidean distance did not reproduce the training metric when a cluster center had a missing dimension.
◆ Where it's heading
The package handles missing data across three distance metrics, and 0.6.3 shows those paths had drifted apart — Spearman behaved unlike Euclidean and Pearson, and prediction behaved unlike training. Both fixes change results on affected data, and the release notes are careful to bound exactly where: Spearman on data with NAs changes, complete data does not. Performance work runs alongside, with the dense per-thread vote matrix removed from the reassignment step.
◆ Prediction
With the metric paths now aligned on missing-value handling, further work is more likely to target the parallel reassignment internals than the distance semantics.
yahoofinancer
0.0ANALYTICS
A Yahoo Finance client that spent four years chasing API drift before adding bulk retrieval
◆ Current state
yahoofinancer wraps the Yahoo Finance API for R. Its first four releases are almost entirely repair work: 0.2.0 existed only to absorb upstream API changes, 0.3.0 and 0.4.0 fixed row mismatches, a wrong quote endpoint, a broken options call, and valuation columns returning identical values. Version 0.5.0 in June 2026 is the first release to add capability rather than restore it, introducing a Tickers class that fetches pricing, valuation and history for a vector of symbols in one call.
◆ Where it's heading
The package is moving from single-asset lookups to portfolio-scale retrieval, and doing so without disturbing the existing path — the original Ticker class stays for single-asset deep dives while Tickers handles bulk. That parallel-class approach avoids a breaking change, but it means the package now carries two object models for the same data. The dependence on an undocumented upstream API remains the structural risk: two of the five releases here exist purely because Yahoo changed something.
◆ Prediction
Further breakage-driven patches are the safest expectation given the history, with any new work likely extending the Tickers class to the remaining single-ticker endpoints.
Alternatives to tglkmeans and yahoofinancer
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 tglkmeans or yahoofinancer.
gcube
gcube's recent releases are all packaging metadata, not simulation code
cubist
The R port of Quinlan's Cubist gets reproducibility fixes, not new modelling
ggstats
ggstats keeps widening what a coefficient or Likert plot can be
ecodive
ecodive rebuilt itself into a broad diversity-metric library, breaking as it went
simStateSpace
State-space data simulation for R, filled in one function at a time
See all tglkmeans alternatives → · See all yahoofinancer alternatives →
Recent activity from tglkmeans and yahoofinancer
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2mo agoyahoofinancerAdds a Tickers class for multi-symbol retrieval
- 2mo agotglkmeansSpearman metric no longer ranks missing values as the largest
- 1y agoyahoofinancerFixes valuation columns, quote path and options endpoint
- 2y agotglkmeansFixes corrupted cluster ids and dropped dimnames
- 2y agoyahoofinancerFixes row mismatch and CRAN check error
- 2y agotglkmeansAdds downsample_matrix() for count matrices
- 2y agotglkmeansBreaking: id_column defaults to FALSE, switches to R's RNG
- 3y agoyahoofinancerRepairs breakage from Yahoo Finance API changes
- 3y agoyahoofinancerAdds a NEWS.md changelog file
Frequently asked questions
What is the difference between tglkmeans and yahoofinancer?
Both compete on the same themes — r-package — within Analytics. tglkmeans and yahoofinancer 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 tglkmeans better than yahoofinancer?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. tglkmeans and yahoofinancer 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 tglkmeans?
Top tglkmeans alternatives in Analytics are ranked by recent ship velocity. Browse the "tglkmeans alternatives" section above for the current picks, or visit /alternatives/tglkmeans for the full list with editorial commentary on each.
What are the best alternatives to yahoofinancer?
Top yahoofinancer alternatives in Analytics are ranked by recent ship velocity. Browse the "yahoofinancer alternatives" section above for the current picks, or visit /alternatives/yahoofinancer for the full list with editorial commentary on each.