ANALYTICS
stringi has spent two years on build hardening since its Unicode 15.1 reset.
Alternatives · analytics tools
OHPL alternatives
The best OHPL alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 15, 2026
Looking for the best alternatives to OHPL? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, OHPL shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About OHPL
A 2017 chemometrics method frozen in place, visited only when CRAN changes its documentation rules.
OHPL implements ordered homogeneity pursuit lasso, a variable selection method for high-dimensional spectroscopic data that groups correlated predictors before applying a lasso. The functional package was complete by 1.2 in 2017, when prediction, performance evaluation and simulated data generation functions were added. Every release since has touched documentation and packaging only.
Velocity 0.0 · Last update 54m ago
Top 12 alternatives to OHPL
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
A phylogenetics parser on life support, shipping only what CRAN's compilers demand.
ANALYTICS
climaemet added weather alerts and wildfire risk, then spent two years managing rate limits.
ANALYTICS
spanishoddata spent a year finding out its 2020-2021 data was quietly incomplete.
ANALYTICS
tidyterra finished wiring terra objects into the tidyverse, one verb family at a time.
ANALYTICS
mapSpain's 1.0.0 broke every user cache to get the package onto modern foundations.
ANALYTICS
A Berlin groundwater scraper grew a full IoT publishing pipeline in two days.
ANALYTICS
cheapr turned multi-threaded, and its next stop is a C++20 public API.
ANALYTICS
RadialMR's 2026 release corrects degrees of freedom that had been wrong since documentation.
ANALYTICS
mrbayes spent 2026 auditing its own Bayesian MR estimators for coding errors.
ANALYTICS
lineup2 ships once every few years, and 2026's release is a logo and a core-count tweak.
ANALYTICS
A fast dplyr stand-in that keeps finding new places to skip work entirely.
OHPL vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| OHPL (baseline) | 0.0 | 0 | chemometricsvariable-selectionspectroscopy | — |
| stringi | 2.5 | 0 | unicodeicubuild-portability | ICU 74.1 bundle lands; Solaris support dropped |
| rncl | 2.5 | 0 | phylogeneticsfile-parsingcran-maintenance | — |
| climaemet | 0.0 | 0 | weather-dataaemetspain | Weather alerts and wildfire risk rasters added |
| spanishoddata | 0.0 | 0 | mobility-dataorigin-destinationduckdb | — |
| tidyterra | 0.0 | 0 | geospatialterratidyverse | 1.0.0 requires ggplot2 4.0 and adds broom-style generics |
| mapSpain | 0.0 | 0 | spainadministrative-boundariesgeospatial | 1.0.0 rebuilds on httr2 and invalidates every cache |
| wasserportal | 0.0 | 0 | groundwater-monitoringweb-scrapingthingsboard | ThingsBoard integration turns the scraper into a pipeline |
| cheapr | 0.0 | 0 | performanceparallelismsimd | Parallelised math, thread control, and a C API rewrite |
| RadialMR | 0.0 | 0 | mendelian-randomizationradial-plotscorrectness-audit | — |
| mrbayes | 0.0 | 0 | mendelian-randomizationbayesian-inferencestan | — |
| lineup2 | 0.0 | 0 | sample-mixupsdistance-metricsr-package | — |
| fastplyr | 0.0 | 0 | dataframe-performancedplyr-alternativequery-optimization | — |
The 12 best OHPL alternatives, in depth
1. stringi · velocity 2.5
Stringi has spent two years on build hardening since its Unicode 15.1 reset.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “ICU 74.1 bundle lands; Solaris support dropped”.
Where OHPL leans on chemometrics, variable selection and spectroscopy, stringi focuses on unicode, icu and build portability.
stringi and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. rncl · velocity 2.5
A phylogenetics parser on life support, shipping only what CRAN's compilers demand.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where OHPL leans on chemometrics, variable selection and spectroscopy, rncl focuses on phylogenetics, file parsing and cran maintenance.
rncl and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. climaemet · velocity 0.0
Climaemet added weather alerts and wildfire risk, then spent two years managing rate limits.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Weather alerts and wildfire risk rasters added”.
Where OHPL leans on chemometrics, variable selection and spectroscopy, climaemet focuses on weather data, aemet and spain.
climaemet and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. spanishoddata · velocity 0.0
Spanishoddata spent a year finding out its 2020-2021 data was quietly incomplete.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where OHPL leans on chemometrics, variable selection and spectroscopy, spanishoddata focuses on mobility data, origin destination and duckdb.
spanishoddata and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full spanishoddata trajectory → · Compare OHPL vs spanishoddata →
5. tidyterra · velocity 0.0
Tidyterra finished wiring terra objects into the tidyverse, one verb family at a time.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “1.0.0 requires ggplot2 4.0 and adds broom-style generics”.
Where OHPL leans on chemometrics, variable selection and spectroscopy, tidyterra focuses on geospatial, terra and tidyverse.
tidyterra and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. mapSpain · velocity 0.0
MapSpain's 1.0.0 broke every user cache to get the package onto modern foundations.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “1.0.0 rebuilds on httr2 and invalidates every cache”.
Where OHPL leans on chemometrics, variable selection and spectroscopy, mapSpain focuses on spain, administrative boundaries and geospatial.
mapSpain and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. wasserportal · velocity 0.0
A Berlin groundwater scraper grew a full IoT publishing pipeline in two days.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “ThingsBoard integration turns the scraper into a pipeline”.
Where OHPL leans on chemometrics, variable selection and spectroscopy, wasserportal focuses on groundwater monitoring, web scraping and thingsboard.
wasserportal and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full wasserportal trajectory → · Compare OHPL vs wasserportal →
8. cheapr · velocity 0.0
Cheapr turned multi-threaded, and its next stop is a C++20 public API.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Parallelised math, thread control, and a C API rewrite”.
Where OHPL leans on chemometrics, variable selection and spectroscopy, cheapr focuses on performance, parallelism and simd.
cheapr and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. RadialMR · velocity 0.0
RadialMR's 2026 release corrects degrees of freedom that had been wrong since documentation.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where OHPL leans on chemometrics, variable selection and spectroscopy, RadialMR focuses on mendelian randomization, radial plots and correctness audit.
RadialMR and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. mrbayes · velocity 0.0
Mrbayes spent 2026 auditing its own Bayesian MR estimators for coding errors.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where OHPL leans on chemometrics, variable selection and spectroscopy, mrbayes focuses on mendelian randomization, bayesian inference and stan.
mrbayes and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. lineup2 · velocity 0.0
Lineup2 ships once every few years, and 2026's release is a logo and a core-count tweak.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where OHPL leans on chemometrics, variable selection and spectroscopy, lineup2 focuses on sample mixups, distance metrics and r package.
lineup2 and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. fastplyr · velocity 0.0
A fast dplyr stand-in that keeps finding new places to skip work entirely.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where OHPL leans on chemometrics, variable selection and spectroscopy, fastplyr focuses on dataframe performance, dplyr alternative and query optimization.
fastplyr and OHPL have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to OHPL?
The top OHPL alternatives we currently track in analytics tools are stringi, rncl, climaemet, spanishoddata, tidyterra, ranked by recent ship velocity.
How is this list of OHPL alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare OHPL directly with one of these alternatives?
Yes — every card has a "Compare with OHPL" link to a side-by-side /compare page.