blorr

Tools for developing binary logistic regression models

https://github.com/rsquaredacademy/blorr

Science Score: 26.0%

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Low similarity (17.7%) to scientific vocabulary

Keywords

logistic-regression-models regression rstats

Last synced: 6 months ago · JSON representation

Repository

Tools for developing binary logistic regression models

Basic Info

Host: GitHub
Owner: rsquaredacademy
License: other
Language: R
Default Branch: master
Homepage: https://blorr.rsquaredacademy.com/
Size: 81 MB

Statistics

Stars: 16
Watchers: 3
Forks: 3
Open Issues: 7
Releases: 6

Topics

logistic-regression-models regression rstats

Created almost 9 years ago · Last pushed over 1 year ago

Metadata Files

Readme Changelog License Code of conduct Support

README.Rmd

---
output: github_document
---



```{r, echo = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>",
  fig.path = "tools/README-"
)
options(tibble.width = Inf)
```

# blorr 

> Tools for building binary logistic regression models


[![CRAN_Status_Badge](https://www.r-pkg.org/badges/version/blorr)](https://cran.r-project.org/package=blorr) 
[![R-CMD-check](https://github.com/rsquaredacademy/blorr/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/rsquaredacademy/blorr/actions/workflows/R-CMD-check.yaml)
[![Coverage status](https://app.codecov.io/gh/rsquaredacademy/blorr/branch/master/graph/badge.svg)](https://app.codecov.io/github/rsquaredacademy/blorr?branch=master)  



## Overview
 
Tools designed to make it easier for users, particularly beginner/intermediate 
R users to build logistic regression models. Includes comprehensive regression 
output, variable selection procedures, model validation techniques and a 
'shiny' app for interactive model building.

## Installation

```{r gh-installation, eval = FALSE}
# Install blorr from CRAN
install.packages("blorr")

# Install development version from GitHub
# install.packages("devtools")
devtools::install_github("rsquaredacademy/blorr")

# Install the development version from `rsquaredacademy` universe
install.packages("blorr", repos = "https://rsquaredacademy.r-universe.dev")
```

## Articles

- [A Short Introduction to the blorr Package](https://blorr.rsquaredacademy.com/articles/introduction.html)

## Usage

blorr uses consistent prefix `blr_*` for easy tab completion.

```{r libs}
library(blorr)
library(magrittr)
```

### Bivariate Analysis 

```{r bivar}
blr_bivariate_analysis(hsb2, honcomp, female, prog, race, schtyp)
```

### Weight of Evidence & Information Value

```{r woeiv}
blr_woe_iv(hsb2, prog, honcomp)
```

### Model

```{r model}
# create model using glm
model <- glm(honcomp ~ female + read + science, data = hsb2,
             family = binomial(link = 'logit'))
```

### Regression Output

```{r regress}
blr_regress(model)
```

### Model Fit Statistics

```{r mfs}
blr_model_fit_stats(model)
```

### Confusion Matrix

```{r conf}
blr_confusion_matrix(model)
```

### Hosmer Lemeshow Test

```{r hoslem}
blr_test_hosmer_lemeshow(model)
```

### Gains Table

```{r gains}
blr_gains_table(model)
```

### Lift Chart

```{r lift}
model %>%
  blr_gains_table() %>%
  plot()
```

### ROC Curve

```{r roc}
model %>%
  blr_gains_table() %>%
  blr_roc_curve()
```

### KS Chart

```{r kschart}
model %>%
  blr_gains_table() %>%
  blr_ks_chart()
```

### Lorenz Curve

```{r}
blr_lorenz_curve(model)
```

## Getting Help

If you encounter a bug, please file a minimal reproducible example using 
[reprex](https://reprex.tidyverse.org/index.html) on github. For questions and 
clarifications, use [StackOverflow](https://stackoverflow.com/).

## Code of Conduct

Please note that the blorr project is released with a [Contributor Code of Conduct](https://blorr.rsquaredacademy.com/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms.

Owner

Name: Rsquared Academy
Login: rsquaredacademy
Kind: organization
Email: pkgs@rsquaredacademy.com
Location: Bengaluru, India

Website: https://www.rsquaredacademy.com/
Repositories: 18
Profile: https://github.com/rsquaredacademy

GitHub Events

Total

Issues event: 5
Push event: 11
Pull request event: 5

Last Year

Issues event: 5
Push event: 11
Pull request event: 5

Committers

Last synced: 7 months ago

All Time

Total Commits: 478
Total Committers: 1
Avg Commits per committer: 478.0
Development Distribution Score (DDS): 0.0

Past Year

Commits: 13
Committers: 1
Avg Commits per committer: 13.0
Development Distribution Score (DDS): 0.0

Top Committers

Name	Email	Commits
rsquaredin	r**n@g**m	478

Issues and Pull Requests

Last synced: 7 months ago

All Time

Total issues: 57
Total pull requests: 63
Average time to close issues: 4 months
Average time to close pull requests: about 9 hours
Total issue authors: 8
Total pull request authors: 1
Average comments per issue: 0.23
Average comments per pull request: 0.0
Merged pull requests: 63
Bot issues: 0
Bot pull requests: 0

Past Year

Issues: 3
Pull requests: 3
Average time to close issues: 2 months
Average time to close pull requests: 11 minutes
Issue authors: 1
Pull request authors: 1
Average comments per issue: 0.0
Average comments per pull request: 0.0
Merged pull requests: 3
Bot issues: 0
Bot pull requests: 0

View more stats

Top Authors

Issue Authors

aravindhebbali (50)
DrMedfaresBrini (1)
paleolimbot (1)
romainfrancois (1)
ishonest (1)
aaronxs (1)
Irazall (1)
LuiNov (1)

Pull Request Authors

aravindhebbali (65)

Top Labels

Issue Labels

enhancement (20) feature (17) bug (4) docs (3) release (1) ci (1) chore (1)

Pull Request Labels

docs (4) enhancement (2)

Packages

Total packages: 1
Total downloads:
- cran 899 last-month

Total dependent packages: 1
Total dependent repositories: 2
Total versions: 6
Total maintainers: 1

cran.r-project.org: blorr

Tools for Developing Binary Logistic Regression Models

Homepage: https://blorr.rsquaredacademy.com/
Documentation: http://cran.r-project.org/web/packages/blorr/blorr.pdf
License: MIT + file LICENSE
Latest release: 0.3.1
published over 1 year ago

Versions: 6
Dependent Packages: 1
Dependent Repositories: 2
Downloads: 899 Last month

Rankings

Downloads: 12.3%

Stargazers count: 12.9%

Forks count: 14.2%

Average: 15.3%

Dependent packages count: 18.2%

Dependent repos count: 19.2%

Maintainers (1)

hebbali.aravind@gmail.com

Last synced: 6 months ago

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nor1mix * suggests
rgl * suggests
zoo * suggests

revdep/library/blorr/new/rlang/DESCRIPTION cran

R >= 3.5.0 depends
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methods * suggests
pillar * suggests
rmarkdown * suggests
stats * suggests
testthat >= 3.0.0 suggests
tibble * suggests
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withr * suggests

revdep/library/blorr/new/scales/DESCRIPTION cran

R >= 3.6 depends
R6 * imports
RColorBrewer * imports
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rlang >= 1.0.0 imports
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revdep/library/blorr/new/stringi/DESCRIPTION cran

R >= 3.4 depends
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revdep/library/blorr/new/stringr/DESCRIPTION cran

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covr * suggests
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revdep/library/blorr/new/tibble/DESCRIPTION cran

R >= 3.4.0 depends
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methods * imports
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DiagrammeR * suggests
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dplyr * suggests
evaluate * suggests
formattable * suggests
ggplot2 * suggests
here * suggests
hms * suggests
htmltools * suggests
knitr * suggests
lubridate * suggests
mockr * suggests
nycflights13 * suggests
pkgbuild * suggests
pkgload * suggests
purrr * suggests
rmarkdown * suggests
stringi * suggests
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tidyr * suggests
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revdep/library/blorr/new/tidyr/DESCRIPTION cran

R >= 3.6 depends
cli >= 3.4.1 imports
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covr * suggests
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revdep/library/blorr/new/tidyselect/DESCRIPTION cran

R >= 3.4 depends
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crayon * suggests
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knitr * suggests
magrittr * suggests
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revdep/library/blorr/new/utf8/DESCRIPTION cran

R >= 2.10 depends
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covr * suggests
knitr * suggests
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rmarkdown * suggests
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revdep/library/blorr/new/vctrs/DESCRIPTION cran

R >= 3.5.0 depends
cli >= 3.4.0 imports
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lifecycle >= 1.0.3 imports
rlang >= 1.1.0 imports
bit64 * suggests
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knitr * suggests
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pkgdown >= 2.0.1 suggests
rmarkdown * suggests
testthat >=3.0.0 suggests
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waldo >= 0.2.0 suggests
withr * suggests
xml2 * suggests
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revdep/library/blorr/new/viridisLite/DESCRIPTION cran

R >= 2.10 depends
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revdep/library/blorr/new/withr/DESCRIPTION cran

R >= 3.6.0 depends
grDevices * imports
graphics * imports
DBI * suggests
RSQLite * suggests
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revdep/library/blorr/old/Deriv/DESCRIPTION cran

methods * imports
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revdep/library/blorr/old/Formula/DESCRIPTION cran

R >= 2.0.0 depends
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revdep/library/blorr/old/MatrixModels/DESCRIPTION cran

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Matrix >= 1.6 imports
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revdep/library/blorr/old/R6/DESCRIPTION cran

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revdep/library/blorr/old/RColorBrewer/DESCRIPTION cran

R >= 2.0.0 depends

revdep/library/blorr/old/Rcpp/DESCRIPTION cran

methods * imports
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revdep/library/blorr/old/Rcpp/tinytest/testRcppAttributePackage/DESCRIPTION cran

Rcpp >= 1.0.7 imports

revdep/library/blorr/old/Rcpp/tinytest/testRcppClass/DESCRIPTION cran

R >= 2.15.0 depends
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revdep/library/blorr/old/Rcpp/tinytest/testRcppInterfaceExporter/DESCRIPTION cran

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revdep/library/blorr/old/Rcpp/tinytest/testRcppInterfaceUser/DESCRIPTION cran

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revdep/library/blorr/old/Rcpp/tinytest/testRcppModule/DESCRIPTION cran

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revdep/library/blorr/old/Rcpp/tinytest/testRcppPackage/DESCRIPTION cran

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revdep/library/blorr/old/RcppEigen/DESCRIPTION cran

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revdep/library/blorr/old/SparseM/DESCRIPTION cran

R >= 2.15 depends
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revdep/library/blorr/old/abind/DESCRIPTION cran

R >= 1.5.0 depends
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revdep/library/blorr/old/backports/DESCRIPTION cran

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revdep/library/blorr/old/blorr/DESCRIPTION cran

R >= 3.5 depends
Rcpp * imports
car * imports
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revdep/library/blorr/old/broom/DESCRIPTION cran

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tidyr >=1.0.0 imports
AER * suggests
AUC * suggests
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mfx * suggests
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muhaz * suggests
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network * suggests
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revdep/library/blorr/old/car/DESCRIPTION cran

R >= 3.5.0 depends
carData >= 3.0 depends
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revdep/library/blorr/old/carData/DESCRIPTION cran

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revdep/library/blorr/old/cli/DESCRIPTION cran

R >= 3.4 depends
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methods * suggests
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revdep/library/blorr/old/colorspace/DESCRIPTION cran

R >= 3.0.0 depends
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grid * suggests
jpeg * suggests
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png * suggests
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revdep/library/blorr/old/cowplot/DESCRIPTION cran

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VennDiagram * suggests
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revdep/library/blorr/old/cpp11/DESCRIPTION cran

R >= 3.6.0 depends
Rcpp * suggests
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covr * suggests
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lobstr * suggests
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revdep/library/blorr/old/data.table/DESCRIPTION cran

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revdep/library/blorr/old/doBy/DESCRIPTION cran

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Matrix * imports
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revdep/library/blorr/old/dplyr/DESCRIPTION cran

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DBI * suggests
Lahman * suggests
RMySQL * suggests
RPostgreSQL * suggests
RSQLite * suggests
bench * suggests
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lobstr * suggests
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revdep/library/blorr/old/fansi/DESCRIPTION cran

R >= 3.1.0 depends
grDevices * imports
utils * imports
knitr * suggests
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unitizer * suggests

revdep/library/blorr/old/farver/DESCRIPTION cran

covr * suggests
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revdep/library/blorr/old/generics/DESCRIPTION cran

R >= 3.2 depends
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revdep/library/blorr/old/ggplot2/DESCRIPTION cran

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grid * imports
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scales >=1.3.0 imports
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vctrs >= 0.6.0 imports
withr >= 2.5.0 imports
Hmisc * suggests
RColorBrewer * suggests
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munsell * suggests
nlme * suggests
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revdep/library/blorr/old/glue/DESCRIPTION cran

R >= 3.6 depends
methods * imports
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knitr * suggests
magrittr * suggests
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rmarkdown * suggests
testthat >= 3.2.0 suggests
vctrs >= 0.3.0 suggests
waldo >= 0.5.3 suggests
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revdep/library/blorr/old/gridExtra/DESCRIPTION cran

grDevices * imports
graphics * imports
grid * imports
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utils * imports
egg * suggests
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revdep/library/blorr/old/gtable/DESCRIPTION cran

R >= 4.0 depends
cli * imports
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grid * imports
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stats * imports
covr * suggests
ggplot2 * suggests
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revdep/library/blorr/old/isoband/DESCRIPTION cran

grid * imports
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covr * suggests
ggplot2 * suggests
knitr * suggests
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microbenchmark * suggests
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sf * suggests
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xml2 * suggests

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