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A distribution catalogue that grows by one family at a time, and rarely breaks anything.
Alternatives · analytics tools
TLF-Library alternatives
The best TLF-Library alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 17, 2026
Looking for the best alternatives to TLF-Library? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, TLF-Library 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 TLF-Library
The Open Systems Pharmacology plotting layer spent 2025 absorbing a ggplot2 major break.
tlf is the plotting library behind Open Systems Pharmacology's tables, listings and figures — a ggplot2 wrapper producing the PK/PD reporting output the OSP suite generates. Recent work splits into two strands: a feature set adding Lower Limit Of Quantification annotation to time-profile and observed-vs-predicted plots alongside a reworked axis-limits API, and then hot fixes to survive ggplot2 v4.0.0's breaking changes. The axis change is the substantive one, separating cropping the view from filtering the data behind it.
Velocity 0.0 · Last update 57m ago
Top 12 alternatives to TLF-Library
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
College football's open data client hit v2 — and now reports how many API calls you have left.
ANALYTICS
The USA phenology data client rebuilt its entire stack and stopped handing users -9999 as a number.
ANALYTICS
GeneNMF rebuilt how it derives meta-programs, changing every result it had produced.
ANALYTICS
Publication-ready psychology tables and plots, tracking APA style as closely as the software allows.
ANALYTICS
A spatial-statistics utility package exists to be depended on, and is built accordingly.
ANALYTICS
The area-proportional Euler diagram package is finished software, and maintained like it.
ANALYTICS
A Cox cure-rate model package woke up after four years to simplify its own interface.
ANALYTICS
A phyloseq toolbox keeps absorbing metabarcoding methods, and has started splitting into a family.
ANALYTICS
The R-ArcGIS plumbing layer grew a portal administration API and geoprocessing job support.
ANALYTICS
A parametric bootstrap for state-space models, shipped and then left alone.
ANALYTICS
A Brazilian housing-data palette package went from internal tooling to public 1.0 in five days.
TLF-Library 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 |
|---|---|---|---|---|
| TLF-Library (baseline) | 0.0 | 0 | pharmacometricsggplot2plotting | — |
| TidyDensity | 0.0 | 0 | statistical-distributionsrandom-generationparameter-estimation | — |
| cfbfastr | 0.0 | 0 | college-footballsports-analyticsapi-migration | Rebuilt on CFBD API v2 with metered access and live endpoints |
| rnpn | 0.0 | 0 | phenologyapi-clientecological-data | Dependency stack and return types replaced wholesale |
| GeneNMF | 0.0 | 0 | single-cell-genomicsnmfgene-programs | Meta-programs rebuilt on gene weight vectors and cosine similarity |
| rempsyc | 0.0 | 0 | apa-formattingpsychology-researchstatistical-tables | — |
| sdsfun | 0.0 | 0 | spatial-statisticsgeodetectorspatial-clustering | — |
| eulerr | 0.0 | 0 | euler-diagramsset-visualizationoptimization | — |
| intsurv | 0.0 | 0 | survival-analysiscure-modelscensored-data | — |
| miscmetabar | 0.0 | 0 | metabarcodingphyloseqbioinformatics | — |
| arcgisutils | 0.0 | 0 | arcgisgeospatialapi-client | Portal administration and geoprocessing jobs join the utility layer |
| bootStateSpace | 0.0 | 0 | state-space-modelsparametric-bootstrappsychometrics | — |
| benviplot | 0.0 | 0 | data-visualizationcolor-palettesggplot2 | — |
The 12 best TLF-Library alternatives, in depth
1. TidyDensity · velocity 0.0
A distribution catalogue that grows by one family at a time, and rarely breaks anything.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, TidyDensity focuses on statistical distributions, random generation and parameter estimation.
TidyDensity and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full TidyDensity trajectory → · Compare TLF-Library vs TidyDensity →
2. cfbfastr · velocity 0.0
College football's open data client hit v2 — and now reports how many API calls you have left.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Rebuilt on CFBD API v2 with metered access and live endpoints”.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, cfbfastr focuses on college football, sports analytics and api migration.
cfbfastr and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full cfbfastr trajectory → · Compare TLF-Library vs cfbfastr →
3. rnpn · velocity 0.0
The USA phenology data client rebuilt its entire stack and stopped handing users -9999 as a number.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Dependency stack and return types replaced wholesale”.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, rnpn focuses on phenology, api client and ecological data.
rnpn and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. GeneNMF · velocity 0.0
GeneNMF rebuilt how it derives meta-programs, changing every result it had produced.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Meta-programs rebuilt on gene weight vectors and cosine similarity”.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, GeneNMF focuses on single cell genomics, nmf and gene programs.
GeneNMF and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full GeneNMF trajectory → · Compare TLF-Library vs GeneNMF →
5. rempsyc · velocity 0.0
Publication-ready psychology tables and plots, tracking APA style as closely as the software allows.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, rempsyc focuses on apa formatting, psychology research and statistical tables.
rempsyc and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full rempsyc trajectory → · Compare TLF-Library vs rempsyc →
6. sdsfun · velocity 0.0
A spatial-statistics utility package exists to be depended on, and is built accordingly.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, sdsfun focuses on spatial statistics, geodetector and spatial clustering.
sdsfun and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. eulerr · velocity 0.0
The area-proportional Euler diagram package is finished software, and maintained like it.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, eulerr focuses on euler diagrams, set visualization and optimization.
eulerr and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. intsurv · velocity 0.0
A Cox cure-rate model package woke up after four years to simplify its own interface.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, intsurv focuses on survival analysis, cure models and censored data.
intsurv and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full intsurv trajectory → · Compare TLF-Library vs intsurv →
9. miscmetabar · velocity 0.0
A phyloseq toolbox keeps absorbing metabarcoding methods, and has started splitting into a family.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, miscmetabar focuses on metabarcoding, phyloseq and bioinformatics.
miscmetabar and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full miscmetabar trajectory → · Compare TLF-Library vs miscmetabar →
10. arcgisutils · velocity 0.0
The R-ArcGIS plumbing layer grew a portal administration API and geoprocessing job support.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Portal administration and geoprocessing jobs join the utility layer”.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, arcgisutils focuses on arcgis, geospatial and api client.
arcgisutils and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full arcgisutils trajectory → · Compare TLF-Library vs arcgisutils →
11. bootStateSpace · velocity 0.0
A parametric bootstrap for state-space models, shipped and then left alone.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, bootStateSpace focuses on state space models, parametric bootstrap and psychometrics.
bootStateSpace and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full bootStateSpace trajectory → · Compare TLF-Library vs bootStateSpace →
12. benviplot · velocity 0.0
A Brazilian housing-data palette package went from internal tooling to public 1.0 in five days.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where TLF-Library leans on pharmacometrics, ggplot2 and plotting, benviplot focuses on data visualization, color palettes and ggplot2.
benviplot and TLF-Library have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full benviplot trajectory → · Compare TLF-Library vs benviplot →
Frequently asked questions
What are the best alternatives to TLF-Library?
The top TLF-Library alternatives we currently track in analytics tools are TidyDensity, cfbfastr, rnpn, GeneNMF, rempsyc, ranked by recent ship velocity.
How is this list of TLF-Library alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare TLF-Library directly with one of these alternatives?
Yes — every card has a "Compare with TLF-Library" link to a side-by-side /compare page.