lossrx

An R package, plumber API, database, and Shiny App for Actuarial Loss Development and Reserving Workflows.

Science Score: 26.0%

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

○
CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
✓
.zenodo.json file
Found .zenodo.json file
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DOI references
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Scientific vocabulary similarity
Low similarity (17.1%) to scientific vocabulary

Keywords

actuarial-science claims-data claims-reserving data-science insurance modelling property-casualty reserving rpackage rshiny rstats workflow

Keywords from Contributors

mesh interactive

Last synced: 6 months ago · JSON representation

Repository

An R package, plumber API, database, and Shiny App for Actuarial Loss Development and Reserving Workflows.

Basic Info

Host: GitHub
Owner: jimbrig
License: other
Language: R
Default Branch: main
Homepage: https://docs.jimbrig.com/lossrx/
Size: 39.3 MB

Statistics

Stars: 13
Watchers: 5
Forks: 1
Open Issues: 5
Releases: 4

Topics

actuarial-science claims-data claims-reserving data-science insurance modelling property-casualty reserving rpackage rshiny rstats workflow

Created over 4 years ago · Last pushed about 1 year ago

Metadata Files

Readme Changelog License Codemeta

README.Rmd

---
output: github_document
---



```{r, include = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>",
  fig.path = "man/figures/README-",
  out.width = "100%"
)
```

# lossrx 


[![R-CMD-check](https://github.com/jimbrig/lossrx/workflows/R-CMD-check/badge.svg)](https://github.com/jimbrig/lossrx/actions)
[![Lifecycle:experimental](https://img.shields.io/badge/lifecycle-experimental-orange.svg)](https://lifecycle.r-lib.org/articles/stages.html#experimental)
[![Project Status:WIP](https://www.repostatus.org/badges/latest/wip.svg)](http://www.repostatus.org/#wip)



*View the [Changelog](inst/CHANGELOG.md) for detailed progression on development of the package.*

*View the [Latest Database Documentation](https://dbdocs.io/jimbrigf0cdc6204e/Actuarial-Database) for a detailed look into its structure.*

## Contents



**Table of Contents**

- [Overview](#overview)
- [Installation](#installation)
- [Data](#data)
  - [Data Preparation](#data-preparation)
  - [Database](#database)



## Overview

The desired outcome of the `lossrx` R package is to provide actuaries and data scientists valuable tools and frameworks for performing Property Casualty related workflows.

Specifically, the package will contain:

- A suite of utility and workflow oriented functions bundled as an R package
- A plumber API that serves various endpoints related to a backend database and models
- A comprehensive, yet simple migration-friendly relational database representing the various entities, attributes, and relationships involved with actuarial reserving.[^1]
- A demo Shiny App for Actuarial Loss Development and Reserving including triangles, loss development factor selection, preliminary ultimates, etc. and a backend database/API to store results and selections.
- Comprehensive documentation and tests

## Installation

You can install the development version of `lossrx` with `pak`: [^2]

```r
pak::pak("jimbrig/lossrx")
```

## Data

### Data Preparation

This package utilizes a lot of data and in turn has a lot of code inside the [data-raw](data-raw) folder. I recommend taking a look at its [README](data-raw/README.md) to gain an understanding of how the data was prepared for both use in the package as well as included and uploaded to the database.

Data is prepared in the following ways:

- Simulated transactional claims data using the [claims_transactional.R Simulation R Script](https://github.com/jimbrig/lossrx/blob/main/data-raw/scripts/claims_transactional.R)
- Downloaded and extracted using ropensci's [piggyback package](https://github.com/ropensci/piggyback) - see the [dataprep.R Script](https://github.com/jimbrig/lossrx/blob/main/data-raw/scripts/dataprep.R).
- Supplemental *mocked data* generated using the [Mockaroo API](https://www.mockaroo.com/) for randomizing certain data attribute's.
- Uploaded and merged into the relational database using `SQL`, `R`, `CSVs`, and `YAML` files (see below about database details).
- Certain datasets are budled and included with the package as native `.rda` packaged data files.

### Database

*View Detailed [Database Documentation](https://dbdocs.io/jimbrigf0cdc6204e/Actuarial-Database) created via `dbdocs`* 

The core database files are housed in the [inst/database](inst/database) directory and are included on package installation.

[^1]: See the [database container package](https://github.com/jimbrig/lossrx/pkgs/container/actuarialdb) for details on how to run the database as a container image.

[^2]: Similarly, you can install the package using the more common `devtools::install_github()` and `remotes::install_github()`

## Checks

Latest `R CMD CHECK`:

```R
-- R CMD check results -------------------------------------- lossrx 0.0.2 ----
Duration: 1m 19.3s

0 errors v | 0 warnings v | 0 notes v

R CMD check succeeded
```

> Jimmy Briggs | 2022

Owner

Name: Jimmy Briggs
Login: jimbrig
Kind: user
Location: Atlanta, GA, USA
Company: @noclocks

Website: https://www.linkedin.com/in/jimbrig
Twitter: jimbrig2011
Repositories: 444
Profile: https://github.com/jimbrig

Striving to be a Modern Age Polymath

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GitHub Events

Total

Watch event: 3
Delete event: 33
Issue comment event: 7
Push event: 8
Pull request event: 12
Create event: 6

Last Year

Watch event: 3
Delete event: 33
Issue comment event: 7
Push event: 8
Pull request event: 12
Create event: 6

Committers

Last synced: 8 months ago

All Time

Total Commits: 620
Total Committers: 5
Avg Commits per committer: 124.0
Development Distribution Score (DDS): 0.455

Past Year

Commits: 19
Committers: 1
Avg Commits per committer: 19.0
Development Distribution Score (DDS): 0.0

Top Committers

Name	Email	Commits
Jimmy Briggs	j**s@j**m	338
github-actions[bot]	g****]	214
dependabot[bot]	4****]	35
Jimmy Briggs	j**s@p**m	32
Lars Gohr	l**s@g**l	1

Committer Domains (Top 20 + Academic)

gohr.digital: 1 pwc.com: 1 jimbrig.com: 1

Issues and Pull Requests

Last synced: 8 months ago

All Time

Total issues: 4
Total pull requests: 185
Average time to close issues: N/A
Average time to close pull requests: 18 days
Total issue authors: 1
Total pull request authors: 2
Average comments per issue: 0.0
Average comments per pull request: 0.05
Merged pull requests: 24
Bot issues: 0
Bot pull requests: 20

Past Year

Issues: 0
Pull requests: 4
Average time to close issues: N/A
Average time to close pull requests: less than a minute
Issue authors: 0
Pull request authors: 1
Average comments per issue: 0
Average comments per pull request: 1.0
Merged pull requests: 4
Bot issues: 0
Bot pull requests: 4

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jimbrig (5)
dependabot[bot] (1)

Pull Request Authors

jimbrig (269)
dependabot[bot] (61)

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feature (2) question (1) documentation (1) config (1) bug (1) dependencies (1)

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dependencies (61)

Dependencies

DESCRIPTION cran

R >= 2.10 depends
RPostgres * imports
cli * imports
config * imports
connections * imports
crayon * imports
dbx * imports
dplyr * imports
flipTime >= 2.9.4 imports
formattable * imports
fs * imports
glue * imports
here * imports
lubridate * imports
magrittr * imports
pool * imports
purrr * imports
randomNames * imports
readr * imports
rlang >= 0.4.11 imports
shiny * imports
stats * imports
stringr * imports
tibble * imports
timevis * imports
usethis * imports
utils * imports
actuar * suggests
dbplyr * suggests
devtools * suggests
fplot * suggests
janitor * suggests
kableExtra * suggests
knitr * suggests
rmarkdown * suggests
spelling * suggests
summarytools * suggests
testthat >= 3.0.0 suggests
tidyr * suggests

inst/database/package.json npm

dbdocs ^0.6.1

.github/workflows/check.yml actions

actions/checkout v2 composite
r-lib/actions/check-r-package v1 composite
r-lib/actions/setup-pandoc v1 composite
r-lib/actions/setup-r v1 composite
r-lib/actions/setup-r-dependencies v1 composite

.github/workflows/coverage.yml actions

actions/checkout v2 composite
r-lib/actions/setup-r v1 composite
r-lib/actions/setup-r-dependencies v1 composite

.github/workflows/docker.yml actions

actions/checkout v2 composite
elgohr/Publish-Docker-Github-Action master composite

.github/workflows/gh-release.yml actions

actions/checkout v3 composite
elgohr/Github-Release-Action v4 composite

.github/workflows/git-cliff.yml actions

actions-js/push master composite
actions/checkout v2 composite
orhun/git-cliff-action v1 composite

.github/workflows/labels.yml actions

actions/checkout v2 composite
micnncim/action-label-syncer v1 composite

.github/workflows/linguist.yml actions

actions/checkout main composite
fabasoad/linguist-action main composite

.github/workflows/pkgdown.yml actions

actions/checkout v2 composite
r-lib/actions/setup-pandoc v1 composite
r-lib/actions/setup-r v1 composite
r-lib/actions/setup-r-dependencies v1 composite

.github/workflows/toc.yml actions

technote-space/toc-generator v4 composite

inst/database/Dockerfile docker

postgres latest build

inst/database/docker-compose.yml docker

postgres latest

.github/workflows/document.yml actions

actions/checkout v4.1.0 composite
r-lib/actions/setup-r v2 composite
r-lib/actions/setup-r-dependencies v2 composite

.github/workflows/gha-versions.yml actions

actions/checkout v4.1.0 composite
saadmk11/github-actions-version-updater v0.8.1 composite

.github/workflows/lint-changes.yml actions

actions/checkout v4.1.0 composite
r-lib/actions/setup-r v2 composite
r-lib/actions/setup-r-dependencies v2 composite

.github/workflows/lintr.yml actions

actions/checkout v4.1.0 composite
github/codeql-action/upload-sarif codeql-bundle-20230524 composite
r-lib/actions/setup-r v2 composite
r-lib/actions/setup-r-dependencies v2 composite

.github/workflows/style.yml actions

actions/cache v3.3.2 composite
actions/checkout v4.1.0 composite
r-lib/actions/setup-r v2 composite
r-lib/actions/setup-r-dependencies v2 composite

inst/api/Dockerfile docker

rocker/r-ver latest build

ecosyste.ms

Data

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Open Source Science

lossrx

Science Score: 26.0%

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README.Rmd

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CodeMeta (codemeta.json)

GitHub Events

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