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Comparison · Analytics
epinowcast vs ieegio
A side-by-side editorial comparison of epinowcast and ieegio — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r
epinowcast vs ieegio: at a glance
What is epinowcast?
epinowcast added Gaussian processes to its formula interface and made the sampler twice as fast
epinowcast is a Bayesian nowcasting toolkit for right-truncated epidemiological count data, built on Stan with a brms-style formula interface. Over 2025-2026 it moved from experimental to stable, prepared for CRAN, and broadened past nowcasting proper — 0.6.0's max_delay = 1 support allows purely retrospective fitting of fully reported counts. 0.7.0 in July 2026 is the largest modelling release in the window.
What is ieegio?
ieegio's first release lands electrode trajectory burning and a WebGL-free surface plot
ieegio handles file I/O and volume manipulation for intracranial EEG and neuroimaging data in R. Only one release is on record, 0.1.0 from May 2026, so there is no cadence to read yet. Its content is a mix of new volume-authoring capability and format-level correctness fixes.
epinowcast vs ieegio: editorial side-by-side
epinowcast
0.0ANALYTICS
epinowcast added Gaussian processes to its formula interface and made the sampler twice as fast
◆ Current state
epinowcast is a Bayesian nowcasting toolkit for right-truncated epidemiological count data, built on Stan with a brms-style formula interface. Over 2025-2026 it moved from experimental to stable, prepared for CRAN, and broadened past nowcasting proper — 0.6.0's max_delay = 1 support allows purely retrospective fitting of fully reported counts. 0.7.0 in July 2026 is the largest modelling release in the window.
◆ Where it's heading
The package is converging on a general formula-driven latent process toolkit rather than a single nowcasting model. rw() and arima() were joined in 0.7.0 by gp(), a Hilbert-space reduced-rank Gaussian process placeable on any module's linear predictor with selectable kernels and an integration order matching arima()'s d. Alongside it, the fixed-effects design and integrated residuals are now centred against the module intercept, which the notes report roughly doubles sampling speed on a weekly random-walk growth model.
◆ Prediction
With CRAN preparation done in 0.6.0 and the model surface substantially widened in 0.7.0, the next release is likely a CRAN submission plus consolidation of the gp() kernels. The release notes repeatedly benchmark against EpiNow2's behaviour, suggesting continued convergence between the two codebases.
ieegio
0.0ANALYTICS
ieegio's first release lands electrode trajectory burning and a WebGL-free surface plot
◆ Current state
ieegio handles file I/O and volume manipulation for intracranial EEG and neuroimaging data in R. Only one release is on record, 0.1.0 from May 2026, so there is no cadence to read yet. Its content is a mix of new volume-authoring capability and format-level correctness fixes.
◆ Where it's heading
The release points at two audiences at once: burn_curve() writes electrode trajectories — depth/sEEG leads, DBS shafts — into a volume from start and end positions in native RAS coordinates, with a merge mode so trajectories compost onto an existing volume rather than overwriting it. Separately, a base R graphics plot method for surfaces provides a path for environments without WebGL, where the default r3js renderer cannot run. Format work covers BCI2000 and BrainVision channel lookup by label and a quaternion handedness fix aligning with FreeSurfer conventions.
◆ Prediction
A single release gives no basis for predicting cadence. The FreeSurfer alignment and multi-format channel handling suggest interoperability with established neuroimaging toolchains is the near-term priority.
Alternatives to epinowcast and ieegio
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 epinowcast or ieegio.
spsurvey
spsurvey has spent four years consolidating after its 5.0.0 rewrite rather than adding to it
StreamCatTools
StreamCatTools is quietly moving off web services and onto cloud-native GeoParquet
reproducible
reproducible added a windowed read path so remote GeoTiffs never fully download
qcTAF
qcTAF is building an automated checklist for reproducible fisheries assessments, one criterion at a time
rpymat
After three dormant years, rpymat returned to fix the OpenMP crash that breaks R and conda together
See all epinowcast alternatives → · See all ieegio alternatives →
Recent activity from epinowcast and ieegio
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoepinowcastgp() brings Gaussian processes to every module, and centring doubles sampling speed ⚡
- 2mo agoieegioburn_curve() writes electrode trajectories into volumes
- 3mo agoepinowcastCRAN preparation, inspection methods, and retrospective-only fitting
- 7mo agoepinowcastStructural reporting patterns for non-daily reporting cycles
- 10mo agoepinowcastLifecycle moves to stable; pathfinder and negative binomial support
- 2y agoepinowcastNon-parametric reference date models and a stricter max_delay default
- 3y agoepinowcastFix initial conditions for cmdstan 2.32.1 compatibility
Frequently asked questions
What is the difference between epinowcast and ieegio?
Both compete on the same themes — r — within Analytics. epinowcast and ieegio 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 epinowcast better than ieegio?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. epinowcast and ieegio 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 epinowcast?
Top epinowcast alternatives in Analytics are ranked by recent ship velocity. Browse the "epinowcast alternatives" section above for the current picks, or visit /alternatives/epinowcast for the full list with editorial commentary on each.
What are the best alternatives to ieegio?
Top ieegio alternatives in Analytics are ranked by recent ship velocity. Browse the "ieegio alternatives" section above for the current picks, or visit /alternatives/ieegio for the full list with editorial commentary on each.