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factoextra vs filtro

A side-by-side editorial comparison of factoextra and filtro — release velocity, themes, recent moves, and the top alternatives to consider.

Shared themes:tidymodels

factoextra vs filtro: at a glance

Featurefactoextrafiltro
SectorAnalyticsAnalytics
Velocity score3.80.0
Sparks · 30d10
Top themesdimension reduction, r, ggplot2, clusteringfeature selection, tidymodels, s7, filter methods
Last editorial update46m ago1h ago
WebsiteVisit →Visit →

What is factoextra?

factoextra woke from six years of silence and stopped being a FactoMineR front-end

factoextra supplies the fviz_* grammar most R users reach for when plotting PCA, correspondence analysis and clustering results. It sat effectively dormant from 2020 to early 2026, then shipped three releases in five months that resolved a six-year issue backlog, decoupled it from its original backends, and taught it to plot UMAP and t-SNE embeddings. The current version also reaches into tidymodels, plotting a PCA fitted inside a recipe or workflow directly.

Read the full factoextra trajectory →

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.

Read the full filtro trajectory →

factoextra vs filtro: editorial side-by-side

F
factoextra
ANALYTICS
3.8

factoextra woke from six years of silence and stopped being a FactoMineR front-end

◆ Current state

factoextra supplies the fviz_* grammar most R users reach for when plotting PCA, correspondence analysis and clustering results. It sat effectively dormant from 2020 to early 2026, then shipped three releases in five months that resolved a six-year issue backlog, decoupled it from its original backends, and taught it to plot UMAP and t-SNE embeddings. The current version also reaches into tidymodels, plotting a PCA fitted inside a recipe or workflow directly.

◆ Where it's heading

The direction is from wrapper to visualization layer. as_factoextra_pca() turned the fviz_pca_* family into something that consumes coordinates from anywhere — cmdscale, vegan, a custom decomposition, a recipes step — rather than only FactoMineR objects, and the vignette on extending factoextra to new backends says the maintainer intends others to plug in. The embedding support shows the same care: no scree plot, no correlation circle, and a convex hull instead of a confidence ellipse, because an embedding does not preserve the metric an ellipse would assume.

◆ Prediction

With recipes and workflows already wired in, the next likely step is covering more tidymodels dimension-reduction steps (step_umap, step_ica, step_pls) through the same as_factoextra_pca() entry point rather than adding new fviz_* functions per method.

F
filtro
ANALYTICS
0.0

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 factoextra 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 factoextra or filtro.

See all factoextra alternatives → · See all filtro alternatives →

Recent activity from factoextra and filtro

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 22d agofactoextrafactoextra 2.2.0 adds UMAP and t-SNE plotting, plus tidymodels recipes
  2. 1mo agofactoextrafactoextra 2.1.0 decouples its plots from any specific backend
  3. 5mo agofactoextrafactoextra 2.0.0 ends a six-year dormancy with breaking modernization
  4. 11mo agofiltroFive new filter scores and the move to S7
  5. 11mo agofiltroDevelopment build: score transformation handling
  6. 6y agofactoextrafactoextra 1.0.7
  7. 6y agofactoextrafactoextra 1.0.6
  8. 8y agofactoextrafactoextra 1.0.5

Frequently asked questions

What is the difference between factoextra and filtro?

Both compete on the same themes — tidymodels — within Analytics. factoextra is currently shipping more aggressively (velocity 3.8 vs 0.0), with 1 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 factoextra better than filtro?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. factoextra is currently shipping more aggressively (velocity 3.8 vs 0.0), with 1 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 factoextra?

Top factoextra alternatives in Analytics are ranked by recent ship velocity. Browse the "factoextra alternatives" section above for the current picks, or visit /alternatives/factoextra 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.