INFRA · APIS
France's national flood statistics, ported out of Fortran and into R.
Alternatives · developer tools
ggdist alternatives
The best ggdist alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Aug 18, 2026
Looking for the best alternatives to ggdist? Sparkpulse tracks and ranks 12 alternatives in developer tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, ggdist 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 ggdist
The grammar of uncertainty visualization, now drawing the uncertainty in its own estimates.
ggdist supplies ggplot2 with a compositional vocabulary for distributions — slabs, intervals, dotplots and the sub-geometries that combine them. The last three years moved it from a drawing library to an estimation library: bounded density estimation with Sheather-Jones bandwidth became the default, weights propagate through every density, interval and point summary, and blurred dotplots render Monte Carlo standard error as visual fuzz. The 2025 release rounds this out with per-geometry thickness subscales and settable global defaults.
Velocity 0.0 · Last update 29m ago
Top 12 alternatives to ggdist
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
INFRA · APIS
Sign, zero and narrative restrictions brought into the bsvars ecosystem.
INFRA · APIS
Fast design-based estimators for experiments, coasting on CRAN patches.
INFRA · APIS
IP address vectors for R that hit 1.0 and then went quiet.
INFRA · APIS
A column-key toolkit for stitching decades of ecological field data into one table.
INFRA · APIS
Microsoft's automated forecasting framework, still mostly a one-maintainer effort.
INFRA · APIS
Bayesian luminescence dating that finally replaced its folder-structure input format.
INFRA · APIS
An epidemic-economic model teaching its interventions to react to the outbreak itself.
INFRA · APIS
A parallel-chain helper for bkmr that has settled into pure upkeep.
INFRA · APIS
A cancer driver prioritization package that ships rarely and mostly to stay installable
INFRA · APIS
A meteorology ggplot2 extension where the netCDF reader became the main event
INFRA · APIS
An isotope geolocation package still recovering from the r-spatial retirement
ggdist 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 |
|---|---|---|---|---|
| ggdist (baseline) | 0.0 | 0 | data-visualizationuncertaintybayesian-statistics | Blurred dotplots draw Monte Carlo error; weights reach every estimator |
| HydroPortailStats | 0.0 | 0 | hydrologyflood-frequencybayesian-statistics | Historical flood records enter the estimator via an HBay port |
| bsvarSIGNs | 0.0 | 0 | bayesian-statisticseconometricsstructural-var | Launch: sign, zero and narrative restrictions for bsvars |
| estimatr | 0.0 | 0 | causal-inferenceexperimentsrobust-standard-errors | — |
| ipaddress | 0.0 | 0 | networkingip-addressesrcpp | 1.0.0 breaks the interface to make it vector-native |
| ltertools | 0.0 | 0 | data-harmonizationecologylter | — |
| finnts | 0.0 | 0 | forecastingtime-seriestidymodels | — |
| BayLum | 0.0 | 0 | bayesian-statisticsluminescence-datinggeochronology | One data-file function and a YAML config replace the folder layout |
| daedalus | 0.0 | 0 | epidemic-modellinghealth-economicsnpi-policy | Interventions now lift in response to live R_t |
| bkmrhat | 0.0 | 0 | bayesian-statisticsmcmcparallel-computing | — |
| driveR | 0.0 | 0 | cancer-genomicsbioinformaticsr-package | — |
| metR | 0.0 | 0 | meteorologyggplot2r-package | — |
| IsoriX | 0.0 | 0 | stable-isotopesgeolocationr-package | — |
The 12 best ggdist alternatives, in depth
1. HydroPortailStats · velocity 0.0
France's national flood statistics, ported out of Fortran and into R.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Historical flood records enter the estimator via an HBay port”.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, HydroPortailStats focuses on hydrology, flood frequency and bayesian statistics.
HydroPortailStats and ggdist have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full HydroPortailStats trajectory → · Compare ggdist vs HydroPortailStats →
2. bsvarSIGNs · velocity 0.0
Sign, zero and narrative restrictions brought into the bsvars ecosystem.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Launch: sign, zero and narrative restrictions for bsvars”.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, bsvarSIGNs focuses on bayesian statistics, econometrics and structural var.
bsvarSIGNs and ggdist have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full bsvarSIGNs trajectory → · Compare ggdist vs bsvarSIGNs →
3. estimatr · velocity 0.0
Fast design-based estimators for experiments, coasting on CRAN patches.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, estimatr focuses on causal inference, experiments and robust standard errors.
estimatr and ggdist have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. ipaddress · velocity 0.0
IP address vectors for R that hit 1.0 and then went quiet.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “1.0.0 breaks the interface to make it vector-native”.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, ipaddress focuses on networking, ip addresses and rcpp.
ipaddress and ggdist have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. ltertools · velocity 0.0
A column-key toolkit for stitching decades of ecological field data into one table.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, ltertools focuses on data harmonization, ecology and lter.
ltertools and ggdist have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. finnts · velocity 0.0
Microsoft's automated forecasting framework, still mostly a one-maintainer effort.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, finnts focuses on forecasting, time series and tidymodels.
finnts and ggdist have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. BayLum · velocity 0.0
Bayesian luminescence dating that finally replaced its folder-structure input format.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “One data-file function and a YAML config replace the folder layout”.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, BayLum focuses on bayesian statistics, luminescence dating and geochronology.
BayLum and ggdist have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. daedalus · velocity 0.0
An epidemic-economic model teaching its interventions to react to the outbreak itself.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Interventions now lift in response to live R_t”.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, daedalus focuses on epidemic modelling, health economics and npi policy.
daedalus and ggdist have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. bkmrhat · velocity 0.0
A parallel-chain helper for bkmr that has settled into pure upkeep.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, bkmrhat focuses on bayesian statistics, mcmc and parallel computing.
bkmrhat and ggdist have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. driveR · velocity 0.0
A cancer driver prioritization package that ships rarely and mostly to stay installable.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, driveR focuses on cancer genomics, bioinformatics and r package.
driveR and ggdist have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. metR · velocity 0.0
A meteorology ggplot2 extension where the netCDF reader became the main event.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, metR focuses on meteorology, ggplot2 and r package.
metR and ggdist have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. IsoriX · velocity 0.0
An isotope geolocation package still recovering from the r-spatial retirement.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ggdist leans on data visualization, uncertainty and bayesian statistics, IsoriX focuses on stable isotopes, geolocation and r package.
IsoriX and ggdist 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 ggdist?
The top ggdist alternatives we currently track in developer tools are HydroPortailStats, bsvarSIGNs, estimatr, ipaddress, ltertools, ranked by recent ship velocity.
How is this list of ggdist alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare ggdist directly with one of these alternatives?
Yes — every card has a "Compare with ggdist" link to a side-by-side /compare page.