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censored vs rnaturalearth

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

censored vs rnaturalearth: at a glance

Featurecensoredrnaturalearth
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themessurvival-analysis, tidymodels, parsnip, enginesspatial-data, natural-earth, sf-migration, geopackage
Last editorial update7h ago1h ago
WebsiteVisit →Visit →

What is censored?

censored keeps survival models aligned with parsnip's shifting prediction contracts

censored supplies survival-analysis engines to parsnip, and its release history is dominated by staying in step with the rest of tidymodels rather than shipping independent features. The 0.2.0 and 0.3.0 releases added engines and prediction types; everything since has been contract alignment — quantile prediction format, hardhat test adaptation, flexsurv preparation.

Read the full censored trajectory →

What is rnaturalearth?

rnaturalearth finished its sp exit and is now optimising how the data actually arrives.

1.0.0 ended sp support outright, making sf the default and offering terra's SpatVector via `returnclass`, after 0.3.3 had signposted that with lifecycle badges. The two releases since move to delivery mechanics: 1.1.0 reads data directly out of the zip through the GDAL Virtual File System, starts moving unloaded downloads to GeoPackage instead of shapefile, and switches the base URL to naciscdn.org; 1.2.0 adds caching to `ne_download()` when `destdir` is persistent, swaps devtools for pak when installing the companion data packages, and handles Natural Earth's inconsistent raster zip layouts.

Read the full rnaturalearth trajectory →

censored vs rnaturalearth: editorial side-by-side

C
censored
ANALYTICS
0.0

censored keeps survival models aligned with parsnip's shifting prediction contracts

◆ Current state

censored supplies survival-analysis engines to parsnip, and its release history is dominated by staying in step with the rest of tidymodels rather than shipping independent features. The 0.2.0 and 0.3.0 releases added engines and prediction types; everything since has been contract alignment — quantile prediction format, hardhat test adaptation, flexsurv preparation.

◆ Where it's heading

The package is settling into a downstream role where parsnip and hardhat set the interface and censored implements it for censored regression. Breaking changes arrive from upstream, not from new ideas here. The substantive engine work — aorsf, flexsurvspline, glmnet multi_predict — is behind it, and recent cycles are thin.

◆ Prediction

Expect the next releases to track further parsnip prediction-type changes rather than add engines; the entries do not show new survival methods in progress.

R
rnaturalearth
ANALYTICS
0.0

rnaturalearth finished its sp exit and is now optimising how the data actually arrives.

◆ Current state

1.0.0 ended sp support outright, making sf the default and offering terra's SpatVector via `returnclass`, after 0.3.3 had signposted that with lifecycle badges. The two releases since move to delivery mechanics: 1.1.0 reads data directly out of the zip through the GDAL Virtual File System, starts moving unloaded downloads to GeoPackage instead of shapefile, and switches the base URL to naciscdn.org; 1.2.0 adds caching to `ne_download()` when `destdir` is persistent, swaps devtools for pak when installing the companion data packages, and handles Natural Earth's inconsistent raster zip layouts.

◆ Where it's heading

With the class question settled, the work has shifted to not re-downloading and not unpacking — VFS reads, caching, and a container format that does not need a sidecar of four files. That points at the package being used in repeated or automated contexts rather than interactive one-offs. The shapefile-to-GeoPackage transition is explicitly incomplete.

◆ Prediction

Completing the GeoPackage transition for `load = FALSE` downloads is the obvious next step, since 1.1.0 described it as in progress.

Alternatives to censored and rnaturalearth

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 censored or rnaturalearth.

See all censored alternatives → · See all rnaturalearth alternatives →

Recent activity from censored and rnaturalearth

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

  1. 4mo agocensoredcensored 0.3.4
  2. 6mo agornaturalearthrnaturalearth 1.2.0
  3. 1y agornaturalearthrnaturalearth 1.1.0
  4. 1y agocensoredQuantile prediction format follows new parsnip requirements
  5. 2y agocensoredSurvival probabilities at infinite evaluation times now computed
  6. 2y agocensoredcensored 0.3.1
  7. 2y agocensoredmulti_predict() for all glmnet prediction types; aorsf predicts time
  8. 2y agornaturalearthrnaturalearth 1.0.0 drops sp for sf and terra
  9. 3y agornaturalearthrnaturalearth 0.3.3 deprecates sp, imports terra
  10. 3y agocensoredeval_time replaces time; matrix fitting for censored regression

Frequently asked questions

What is the difference between censored and rnaturalearth?

They serve adjacent needs but don't currently overlap on shipped themes. censored and rnaturalearth 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 censored better than rnaturalearth?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. censored and rnaturalearth 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 censored?

Top censored alternatives in Analytics are ranked by recent ship velocity. Browse the "censored alternatives" section above for the current picks, or visit /alternatives/censored for the full list with editorial commentary on each.

What are the best alternatives to rnaturalearth?

Top rnaturalearth alternatives in Analytics are ranked by recent ship velocity. Browse the "rnaturalearth alternatives" section above for the current picks, or visit /alternatives/rnaturalearth for the full list with editorial commentary on each.