ANALYTICS
Pattern fills for ggplot2, hardened against the ways users write sizes
Alternatives · analytics tools
impIndicator alternatives
The best impIndicator alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 17, 2026
Looking for the best alternatives to impIndicator? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, impIndicator 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 impIndicator
Biodiversity impact indicators settle their vocabulary before 1.0
impIndicator computes indicators of alien-species impact from GBIF-style occurrence cubes, producing species-level, site-level and regional measures with visualisation. The latest release renames the three headline functions to compute_species_indicator(), compute_site_indicator() and compute_regional_indicator(), drops the division by total occupied sites, and fixes the exponential transformation of impact categories into scores. It is part of the b-cubed-eu family and leans on sibling tooling rather than reimplementing it.
Velocity 0.0 · Last update 43m ago
Top 12 alternatives to impIndicator
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
gcube's recent releases are all packaging metadata, not simulation code
ANALYTICS
The R port of Quinlan's Cubist gets reproducibility fixes, not new modelling
ANALYTICS
ggstats keeps widening what a coefficient or Likert plot can be
ANALYTICS
ecodive rebuilt itself into a broad diversity-metric library, breaking as it went
ANALYTICS
State-space data simulation for R, filled in one function at a time
ANALYTICS
rollama turns a local-LLM wrapper into an instrument for reproducible annotation
ANALYTICS
A ggplot2 inset-map extension that is now infrastructure for other packages
ANALYTICS
hoopR rebuilds its HTTP layer on httr2 to stop segfaulting on modern systems
ANALYTICS
NSW boundary data for R, refreshed as the official sources move
ANALYTICS
A dormant trajectory-inference wrapper wakes up for maintenance only
ANALYTICS
The temporal half of the stscl EDM pair, tracking its spatial sibling
impIndicator 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 |
|---|---|---|---|---|
| impIndicator (baseline) | 0.0 | 0 | biodiversityinvasive-speciesoccurrence-cubes | — |
| fillpattern | 0.0 | 0 | ggplot2data-visualizationaccessibility | — |
| gcube | 0.0 | 0 | biodiversitysimulationoccurrence-cubes | — |
| cubist | 0.0 | 0 | machine-learningrule-based-modelstidymodels | — |
| ggstats | 0.0 | 0 | ggplot2data-visualizationlikert | — |
| ecodive | 0.0 | 0 | microbiomeecologydiversity-metrics | 2.0.0 expands to ~14 alpha and ~30 beta diversity metrics |
| simStateSpace | 0.0 | 0 | state-space-modelssimulationlongitudinal-data | — |
| rollama | 0.0 | 0 | local-llmollamatext-annotation | rollama 0.3.0 adds logprobs, caching and batched queries |
| ggmapinset | 0.0 | 0 | ggplot2geospatialinset-maps | — |
| hoopr | 0.0 | 0 | sports-databasketballapi-client | hoopR 3.0.0 moves every API backend to httr2 |
| nswgeo | 0.0 | 0 | geospatialaustraliapublic-health | — |
| dynwrap | 0.0 | 0 | single-celltrajectory-inferencebioinformatics | — |
| tEDM | 0.0 | 0 | causal-inferencetime-seriesempirical-dynamic-modeling | — |
The 12 best impIndicator alternatives, in depth
1. fillpattern · velocity 0.0
Pattern fills for ggplot2, hardened against the ways users write sizes.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, fillpattern focuses on ggplot2, data visualization and accessibility.
fillpattern and impIndicator have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full fillpattern trajectory → · Compare impIndicator vs fillpattern →
2. gcube · velocity 0.0
Gcube's recent releases are all packaging metadata, not simulation code.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, gcube focuses on biodiversity, simulation and occurrence cubes.
gcube and impIndicator have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. cubist · velocity 0.0
The R port of Quinlan's Cubist gets reproducibility fixes, not new modelling.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, cubist focuses on machine learning, rule based models and tidymodels.
cubist and impIndicator have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. ggstats · velocity 0.0
Ggstats keeps widening what a coefficient or Likert plot can be.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, ggstats focuses on ggplot2, data visualization and likert.
ggstats and impIndicator have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full ggstats trajectory → · Compare impIndicator vs ggstats →
5. ecodive · velocity 0.0
Ecodive rebuilt itself into a broad diversity-metric library, breaking as it went.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “2.0.0 expands to ~14 alpha and ~30 beta diversity metrics”.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, ecodive focuses on microbiome, ecology and diversity metrics.
ecodive and impIndicator have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full ecodive trajectory → · Compare impIndicator vs ecodive →
6. simStateSpace · velocity 0.0
State-space data simulation for R, filled in one function at a time.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, simStateSpace focuses on state space models, simulation and longitudinal data.
simStateSpace and impIndicator have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full simStateSpace trajectory → · Compare impIndicator vs simStateSpace →
7. rollama · velocity 0.0
Rollama turns a local-LLM wrapper into an instrument for reproducible annotation.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “rollama 0.3.0 adds logprobs, caching and batched queries”.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, rollama focuses on local llm, ollama and text annotation.
rollama and impIndicator have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full rollama trajectory → · Compare impIndicator vs rollama →
8. ggmapinset · velocity 0.0
A ggplot2 inset-map extension that is now infrastructure for other packages.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, ggmapinset focuses on ggplot2, geospatial and inset maps.
ggmapinset and impIndicator have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full ggmapinset trajectory → · Compare impIndicator vs ggmapinset →
9. hoopr · velocity 0.0
HoopR rebuilds its HTTP layer on httr2 to stop segfaulting on modern systems.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “hoopR 3.0.0 moves every API backend to httr2”.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, hoopr focuses on sports data, basketball and api client.
hoopr and impIndicator have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. nswgeo · velocity 0.0
NSW boundary data for R, refreshed as the official sources move.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, nswgeo focuses on geospatial, australia and public health.
nswgeo and impIndicator have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. dynwrap · velocity 0.0
A dormant trajectory-inference wrapper wakes up for maintenance only.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, dynwrap focuses on single cell, trajectory inference and bioinformatics.
dynwrap and impIndicator have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full dynwrap trajectory → · Compare impIndicator vs dynwrap →
12. tEDM · velocity 0.0
The temporal half of the stscl EDM pair, tracking its spatial sibling.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where impIndicator leans on biodiversity, invasive species and occurrence cubes, tEDM focuses on causal inference, time series and empirical dynamic modeling.
tEDM and impIndicator 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 impIndicator?
The top impIndicator alternatives we currently track in analytics tools are fillpattern, gcube, cubist, ggstats, ecodive, ranked by recent ship velocity.
How is this list of impIndicator alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare impIndicator directly with one of these alternatives?
Yes — every card has a "Compare with impIndicator" link to a side-by-side /compare page.