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Comparison · Analytics

excluder vs naijR

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

Shared themes:data-cleaning

excluder vs naijR: at a glance

FeatureexcludernaijR
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themessurvey-data, data-cleaning, r-package, qualtricsnigeria, geospatial, reference-data, r-language
Last editorial update49m ago2h ago
WebsiteVisit →Visit →

What is excluder?

A Qualtrics data-cleaning package that has been in maintenance mode since its CRAN acceptance.

excluder marks, checks, and excludes online-survey rows that fail quality criteria — duplicate responses, suspicious IP or geolocation, screen resolution, completion duration, preview rows. The mark_*/check_*/exclude_* verb trio and the column-renaming helpers are the whole public surface. Recent releases are dependency chasing and test robustness rather than new exclusion criteria.

Read the full excluder trajectory →

What is naijR?

naijR is assembling the Nigerian reference data R analysts otherwise hand-code every time.

naijR packages Nigeria-specific data and utilities for R: state and Local Government Area names, choropleth mapping, and phone-number repair. The newest release adds `ngdist`, a UNDP-sourced distance matrix covering road distances between all 37 state capitals, with `ng_distance()` for pairwise lookup in kilometres or miles. The spatial foundation was rebased on sf in 0.6.0, retiring the rgdal-era code.

Read the full naijR trajectory →

excluder vs naijR: editorial side-by-side

E
excluder
ANALYTICS
0.0

A Qualtrics data-cleaning package that has been in maintenance mode since its CRAN acceptance.

◆ Current state

excluder marks, checks, and excludes online-survey rows that fail quality criteria — duplicate responses, suspicious IP or geolocation, screen resolution, completion duration, preview rows. The mark_*/check_*/exclude_* verb trio and the column-renaming helpers are the whole public surface. Recent releases are dependency chasing and test robustness rather than new exclusion criteria.

◆ Where it's heading

The package is stable and its maintenance load comes from things it does not control: the {iptools} package leaving CRAN, {tidyselect} deprecating the .data pronoun, IP-geolocation tests breaking when the underlying address data shifts. Much of that work is about staying installable, not about better exclusions. Note that several of these entries were backfilled into the feed within the same two-minute window and are not in version order.

◆ Prediction

The next release will most likely be another dependency or CRAN-check response rather than a new exclusion criterion, following the pattern of the last three.

N
naijR
ANALYTICS
0.0

naijR is assembling the Nigerian reference data R analysts otherwise hand-code every time.

◆ Current state

naijR packages Nigeria-specific data and utilities for R: state and Local Government Area names, choropleth mapping, and phone-number repair. The newest release adds `ngdist`, a UNDP-sourced distance matrix covering road distances between all 37 state capitals, with `ng_distance()` for pairwise lookup in kilometres or miles. The spatial foundation was rebased on sf in 0.6.0, retiring the rgdal-era code.

◆ Where it's heading

The package keeps converting local knowledge into checked data structures. LGA names shared between states got `disambiguate_lga()` with interactive selection; misspellings in the original reference document were corrected; mobile numbers with inconsistent separators, or with the letter O typed for zero, get repaired rather than rejected. Each addition targets a specific way Nigerian administrative or contact data breaks generic tooling, which is a narrower and more durable brief than most country packages take on.

◆ Prediction

With a distance matrix now in place alongside the boundary and naming data, the plausible next step is more derived geography of the same kind rather than new utility functions, though the entries do not say which dataset is next.

Alternatives to excluder and naijR

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 excluder or naijR.

See all excluder alternatives → · See all naijR alternatives →

Recent activity from excluder and naijR

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

  1. 5mo agonaijRRoad distances between all 37 state capitals
  2. 5mo agonaijRDevelopment snapshot of the distance-matrix work
  3. 1y agoexcluderInternet-dependent tests and examples made conditional
  4. 2y agoexcluderqualtrics_fetch2 dataset and tidyselect deprecation fixes
  5. 2y agonaijRMore examples and tighter internal data compression
  6. 3y agonaijRsf replaces rgdal; LGA name collisions get a resolver
  7. 3y agonaijRWarning silenced ahead of the spatial stack migration
  8. 3y agoexcluderCRAN acceptance and graceful IP-lookup failure
  9. 3y agoexcluderdplyr 1.0.8 across()/is.na() compatibility fix
  10. 3y agoexcluderuse_labels(), rename_columns(), and orientation-agnostic resolution
  11. 3y agoexcluderSwaps iptools for ipaddress
  12. 3y agonaijRPackage objects gain base R semantics; phone repair widened

Frequently asked questions

What is the difference between excluder and naijR?

Both compete on the same themes — data-cleaning — within Analytics. excluder and naijR 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 excluder better than naijR?

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

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

What are the best alternatives to naijR?

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