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clubSandwich

Cluster-robust (sandwich) variance estimators with small-sample corrections

https://github.com/jepusto/clubsandwich

Science Score: 36.0%

This score indicates how likely this project is to be science-related based on various indicators:

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    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ✓
    Committers with academic emails
    1 of 7 committers (14.3%) from academic institutions
  • ○
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    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (11.7%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Cluster-robust (sandwich) variance estimators with small-sample corrections

Basic Info
Statistics
  • Stars: 49
  • Watchers: 6
  • Forks: 8
  • Open Issues: 17
  • Releases: 21
Created about 11 years ago · Last pushed 10 months ago
Metadata Files
Readme Changelog

README.md

R-CMD-check test coverage CRAN status <!-- badges: end -->

clubSandwich

clubSandwich provides several cluster-robust variance estimators (i.e., sandwich estimators) for ordinary and weighted least squares linear regression models, two-stage least squares regression models, and generalized linear models. Several adjustments are incorporated to improve small-sample performance. The package includes functions for estimating the variance-covariance matrix and for testing single- and multiple-contrast hypotheses based on Wald test statistics. Tests of single regression coefficients use Satterthwaite or saddlepoint corrections. Tests of multiple-contrast hypotheses use an approximation to Hotelling's T-squared distribution. Methods are provided for a variety of fitted models, including:

  • lm()
  • mlm()
  • glm()
  • lm_robust() and lm_lin() (from package estimatr)
  • geeglm() (from package geepack)
  • ivreg() (from package ivreg, when estimated using method = "OLS")
  • ivreg() (from package AER)
  • plm() (from package plm),
  • gls() and lme() (from package nlme)
  • lmer() (from package lme4)
  • robu() (from package robumeta)
  • rma.uni() and rma.mv() (from package metafor)

Installing clubSandwich

The package is available on the Comprehensive R Archive Network. To install it, type {r} install.packages("clubSandwich")

To install the latest development version directly from Github, type: {r} install.packages("remotes") remotes::install_github("jepusto/clubSandwich")

Once installed, have a look at the available vignettes by typing: {r} browseVignettes(package="clubSandwich")

Owner

  • Name: James E. Pustejovsky
  • Login: jepusto
  • Kind: user

GitHub Events

Total
  • Create event: 5
  • Release event: 1
  • Issues event: 5
  • Watch event: 2
  • Delete event: 7
  • Member event: 1
  • Issue comment event: 9
  • Push event: 77
  • Pull request review event: 12
  • Pull request review comment event: 11
  • Pull request event: 12
Last Year
  • Create event: 5
  • Release event: 1
  • Issues event: 5
  • Watch event: 2
  • Delete event: 7
  • Member event: 1
  • Issue comment event: 9
  • Push event: 77
  • Pull request review event: 12
  • Pull request review comment event: 11
  • Pull request event: 12

Committers

Last synced: over 2 years ago

All Time
  • Total Commits: 746
  • Total Committers: 7
  • Avg Commits per committer: 106.571
  • Development Distribution Score (DDS): 0.048
Past Year
  • Commits: 48
  • Committers: 3
  • Avg Commits per committer: 16.0
  • Development Distribution Score (DDS): 0.063
Top Committers
Name Email Commits
James E. Pustejovsky j****o@g****m 710
marianolake l****9@g****m 13
jzangela j****1@t****u 10
helix123 k****e@g****e 5
jzangela 5****a 4
Kevin Tappe 7****k 3
Katrin Leinweber k****i@p****e 1
Committer Domains (Top 20 + Academic)
posteo.de: 1 gmx.de: 1 tc.columbia.edu: 1

Issues and Pull Requests

Last synced: 10 months ago

All Time
  • Total issues: 71
  • Total pull requests: 40
  • Average time to close issues: 7 months
  • Average time to close pull requests: 3 days
  • Total issue authors: 33
  • Total pull request authors: 7
  • Average comments per issue: 1.69
  • Average comments per pull request: 0.93
  • Merged pull requests: 37
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 3
  • Pull requests: 12
  • Average time to close issues: 5 days
  • Average time to close pull requests: 5 days
  • Issue authors: 3
  • Pull request authors: 2
  • Average comments per issue: 0.33
  • Average comments per pull request: 0.75
  • Merged pull requests: 11
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • jepusto (30)
  • ghost (4)
  • wviechtb (3)
  • meghapsimatrix (3)
  • MrJerryTAO (2)
  • yukitakahashi1 (2)
  • pouwelskb (1)
  • niguarino (1)
  • tqtbui (1)
  • zachokeeffe (1)
  • tappek (1)
  • lukesonnet (1)
  • sophiestallasch (1)
  • kplevoet (1)
  • statisfactions (1)
Pull Request Authors
  • jepusto (23)
  • ghost (5)
  • tappek (3)
  • pekofsky (3)
  • jzangela (2)
  • s3alfisc (1)
  • katrinleinweber (1)
Top Labels
Issue Labels
enhancement (16) bug (9) help wanted (4) documentation (1)
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • cran 10,268 last-month
  • Total docker downloads: 43,796
  • Total dependent packages: 16
  • Total dependent repositories: 31
  • Total versions: 26
  • Total maintainers: 1
cran.r-project.org: clubSandwich

Cluster-Robust (Sandwich) Variance Estimators with Small-Sample Corrections

  • Versions: 26
  • Dependent Packages: 16
  • Dependent Repositories: 31
  • Downloads: 10,268 Last month
  • Docker Downloads: 43,796
Rankings
Dependent packages count: 4.0%
Dependent repos count: 4.8%
Downloads: 5.6%
Stargazers count: 7.3%
Average: 8.0%
Forks count: 8.7%
Docker downloads count: 17.3%
Maintainers (1)
jepusto@gmail.com
Last synced: 10 months ago

Dependencies

.github/workflows/R-CMD-check.yaml actions
  • actions/checkout v2 composite
  • r-lib/actions/check-r-package v2 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
.github/workflows/pkgdown.yaml actions
  • JamesIves/github-pages-deploy-action 4.1.4 composite
  • actions/checkout v2 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
.github/workflows/test-coverage.yaml actions
  • actions/checkout v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
DESCRIPTION cran
  • R >= 3.0.0 depends
  • sandwich * imports
  • stats * imports
  • AER * suggests
  • Formula * suggests
  • Matrix * suggests
  • carData * suggests
  • covr * suggests
  • geepack * suggests
  • ivreg * suggests
  • knitr * suggests
  • lme4 * suggests
  • metadat * suggests
  • metafor * suggests
  • mlmRev * suggests
  • nlme * suggests
  • plm >= 1.6 suggests
  • rmarkdown * suggests
  • robumeta * suggests
  • testthat * suggests
  • zoo * suggests