Package: dbreg 0.0.3.99

Grant McDermott
dbreg: Fast Regressions on Database Backends
Leverages database backends to run regressions on very large datasets, which may not fit into R's memory. Various acceleration strategies---e.g., Wong et al. (2021) <doi:10.48550/arXiv.2102.11297> and Arkhangelsky & Imbens (2024) <https://doi.org/10.1093/restud/rdad089>---allow for highly efficient computation, while robust standard errors are computed from sufficient statistics.
Authors:
dbreg_0.0.3.99.tar.gz
dbreg_0.0.3.99.zip(r-4.7)dbreg_0.0.3.99.zip(r-4.6)dbreg_0.0.3.99.zip(r-4.5)
dbreg_0.0.3.99.tgz(r-4.6-any)dbreg_0.0.3.99.tgz(r-4.5-any)
dbreg_0.0.3.99.tar.gz(r-4.7-any)dbreg_0.0.3.99.tar.gz(r-4.6-any)
dbreg_0.0.3.99.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
dbreg/json (API)
NEWS
| # Install 'dbreg' in R: |
| install.packages('dbreg', repos = c('https://grantmcdermott.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/grantmcdermott/dbreg/issues
Pkgdown/docs site:https://grantmcdermott.com
Last updated from:26ab3226ae. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 174 | ||
| source / vignettes | OK | 192 | ||
| linux-release-x86_64 | OK | 162 | ||
| macos-release-arm64 | OK | 120 | ||
| macos-oldrel-arm64 | OK | 119 | ||
| windows-devel | OK | 138 | ||
| windows-release | OK | 111 | ||
| windows-oldrel | OK | 132 | ||
| wasm-release | OK | 125 |
Exports:dbbinsregdbregglancegofsql_model_matrixtidy
Dependencies:DBIduckdbFormulagenericsgluelatticeMASSMatrixtinyplot
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Extract coefficients from dbreg objects | coef.dbreg |
| Confidence intervals for dbreg objects | confint.dbreg |
| Run a binscatter regression on a database backend and plot the result | dbbinsreg |
| Run a regression on a database backend | dbreg |
| Calculate goodness-of-fit metrics for dbreg objects | gof |
| Plot method for dbbinsreg objects | plot.dbbinsreg tinyplot.dbbinsreg |
| Predict method for dbreg objects | predict.dbreg |
| Print method for dbbinsreg objects (binsreg-compatible format) | print.dbbinsreg |
| Print method for dbreg objects | print.dbreg |
| Construct SQL expressions for a design matrix | sql_model_matrix |
| Tidiers for `dbreg` objects | glance.dbreg tidiers tidy.dbreg |
| Variance-covariance matrix for dbreg objects | vcov.dbreg |