RMVMR
RMVMR is being tidied in lockstep with MVMR, the package it wraps
Comparison · Analytics
camtrapdp vs filtro
A side-by-side editorial comparison of camtrapdp and filtro — release velocity, themes, recent moves, and the top alternatives to consider.
camtrapdp vs filtro: at a glance
What is camtrapdp?
camtrapdp has become a full read-edit-write toolkit for camera trap datasets, then went quiet
camtrapdp reads, filters and writes Camera Trap Data Packages in R, with export paths to Darwin Core and EML for GBIF publication. The round trip closed at 0.4.0, when write_camtrapdp() joined the existing reader; everything since has been standard-version upkeep and dependency alignment. The latest release does no user-facing work at all — it raises the R floor to 4.1.0, switches to base pipes, and pins {frictionless} >= 1.3.0.
What is filtro?
filtro moves to S7 and multiplies its feature-scoring methods in a single release.
filtro supplies feature-selection filter scores for the tidymodels stack. Version 0.2.0 adds five scoring methods — correlation, random forest importance, information gain, ROC AUC and cross tabulation — and moves the package from S3 to S7. It also gains a ranking layer: show_best_score_* and rank_best_score_* helpers for a single score, plus desirability-function helpers for optimising across several scores at once.
camtrapdp vs filtro: editorial side-by-side
camtrapdp
2.5ANALYTICS
camtrapdp has become a full read-edit-write toolkit for camera trap datasets, then went quiet
◆ Current state
camtrapdp reads, filters and writes Camera Trap Data Packages in R, with export paths to Darwin Core and EML for GBIF publication. The round trip closed at 0.4.0, when write_camtrapdp() joined the existing reader; everything since has been standard-version upkeep and dependency alignment. The latest release does no user-facing work at all — it raises the R floor to 4.1.0, switches to base pipes, and pins {frictionless} >= 1.3.0.
◆ Where it's heading
Development tracks two things it does not control: the Camtrap DP specification and the frictionless package underneath it. Each release so far has absorbed a spec bump (1.0.1, then 1.0.2) or an upstream API change, with the package's own surface largely settled since contributors(), individuals() and taxa() landed. The metadata-scope logic — filters rewriting spatial, temporal and taxonomic scope automatically — is the one genuinely opinionated piece and it has not been revisited.
◆ Prediction
The next release is most likely another spec-tracking one, upgrading datasets to whatever Camtrap DP version follows 1.0.2, since that has been the trigger for every release after the write path closed.
filtro
0.0ANALYTICS
filtro moves to S7 and multiplies its feature-scoring methods in a single release.
◆ Current state
filtro supplies feature-selection filter scores for the tidymodels stack. Version 0.2.0 adds five scoring methods — correlation, random forest importance, information gain, ROC AUC and cross tabulation — and moves the package from S3 to S7. It also gains a ranking layer: show_best_score_* and rank_best_score_* helpers for a single score, plus desirability-function helpers for optimising across several scores at once.
◆ Where it's heading
The package is being built out on two axes at once — the catalogue of scores, and the machinery for choosing between them. The desirability functions are the more telling half, since they assume users will filter on several criteria rather than one. Adopting S7 while still pre-1.0 suggests the object model is being settled before the API is frozen.
◆ Prediction
Expect more scoring methods on the same S7 interface and a 1.0 release once the score and ranking APIs stop moving; the ranking helpers' naming is the most likely thing to change first.
Alternatives to camtrapdp and filtro
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 camtrapdp or filtro.
geoarrow-r
geoarrow tracks the GeoArrow spec and otherwise just keeps compiling
n2khab
n2khab keeps retracting interpretations of habitat data it can't actually support
tidypolars
tidypolars is grinding toward complete dplyr coverage, one supported function at a time
OneSampleMR
OneSampleMR found that argument order in a formula was silently changing its estimates
bpbounds
bpbounds found the same swapped-cell bug twice and clamped its bounds back into range
See all camtrapdp alternatives → · See all filtro alternatives →
Recent activity from camtrapdp and filtro
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 14d agocamtrapdpcamtrapdp 0.6.0
- 7mo agocamtrapdpcamtrapdp 0.5.0
- 11mo agofiltroFive new filter scores and the move to S7 ⚡
- 11mo agofiltroDevelopment build: score transformation handling
- 1y agocamtrapdpcamtrapdp 0.4.0 closes the read-edit-write loop for Camtrap DP ⚡
- 2y agocamtrapdpcamtrapdp 0.3.0
- 2y agocamtrapdpcamtrapdp reaches CRAN
Frequently asked questions
What is the difference between camtrapdp and filtro?
They serve adjacent needs but don't currently overlap on shipped themes. camtrapdp is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is camtrapdp better than filtro?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. camtrapdp is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to camtrapdp?
Top camtrapdp alternatives in Analytics are ranked by recent ship velocity. Browse the "camtrapdp alternatives" section above for the current picks, or visit /alternatives/camtrapdp for the full list with editorial commentary on each.
What are the best alternatives to filtro?
Top filtro alternatives in Analytics are ranked by recent ship velocity. Browse the "filtro alternatives" section above for the current picks, or visit /alternatives/filtro-r for the full list with editorial commentary on each.