Top 20 R Data Science Projects
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Project mention: Need 8 million records in excel, ways to get around it | reddit.com/r/datascience | 2022-08-10
Consult the free online version of the R for data science book for concise examples of how to work with the data table stored in the R object assigned to "df": https://r4ds.had.co.nz/
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SonarLint
Clean code begins in your IDE with SonarLint. Up your coding game and discover issues early. SonarLint is a free plugin that helps you find & fix bugs and security issues from the moment you start writing code. Install from your favorite IDE marketplace today.
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drake
An R-focused pipeline toolkit for reproducibility and high-performance computing (by ropensci)
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Project mention: R Libraries Every Data Scientist Should Know - Pyoflife | reddit.com/r/rprogramming | 2022-07-13
I just stumbled across Janitor which can help you clean colum names easily.
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"The forecasts are based on a substantially revised version of ESPN’s Soccer Power Index (SPI), a rating system originally devised by FiveThirtyEight editor-in-chief Nate Silver in 2009 for rating international soccer teams. We have updated and adapted SPI to incorporate club soccer data going back to 1888 (from more than 550,000 matches in all) that we’ve collected from ESPN’s database and the Engsoccerdata GitHub repository, as well as from play-by-play data produced by Opta that has been available since 2010."
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Scout APM
Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
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targets
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Project mention: Do you code from memory? Or do you reference things? | reddit.com/r/rstats | 2022-03-31
Say hello to disk.frame.
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If you are looking for performance I would recommend to check the collapse package. The following line "collapse" = collapse::fsum(df_datatable$x, g=df_datatable$g) is around 2x faster than base::rowsum, and the dplyr style syntax doesn't add that much of an overhead "collapse dplyr" = df_datatable |> fgroup_by(g) |> fsum(x)
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R-Fundamentals
D-Lab's 12 hour introduction to R Fundamentals. Learn how to create variables and functions, manipulate data frames, make visualizations, use control flow structures, and more, using R in RStudio.
Project mention: R-Fundamentals: NEW Data - star count:112.0 | reddit.com/r/algoprojects | 2022-05-07 -
fastverse
An Extensible Suite of High-Performance and Low-Dependency Packages for Statistical Computing and Data Manipulation in R
I understand the sentiment and I'm not trying to convince you to start writing optimised code to save ~2ms. There's a ton of optimised tools that I don't use myself because the time benefit is immaterial for what I do.
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Project mention: The new Drake ropensci targets: Function-oriented Make-like declarative workflows for R {R} | reddit.com/r/Sciatro | 2021-11-15
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Project mention: Should you always rerun your entire script when reopening an R project? | reddit.com/r/rstats | 2022-05-03
Will has a GitHub repo in his own profile that is pretty minimal: https://github.com/wlandau/targets-minimal
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causalglm
Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning
Project mention: [Q] Sensitivity of (Causal) Inference to Nonlinear Functional Form | reddit.com/r/statistics | 2021-09-28Why not both? https://tlverse.org/causalglm/ (Will replace this with a more informative comment when I have free time later today)
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Project mention: Useful Tools and Programs list for R and RStudio | reddit.com/r/RStudio | 2022-03-21
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COVID19Algeria
This repository contains datasets about Coronavirus COVID-19 in Algeria with daily updates and virus evolution in the country by province, date, and other criteria that are lacking in official resources and may help researchers or doctors to analyse the disease and maintain a good state of it changes.
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R Data Science related posts
- Need 8 million records in excel, ways to get around it
- New to R
- Web dev or Data Analytics Path
- What are your favorite R Libraries?
- Learning R language
- [R] RStudio changes name to Posit, expands focus to include Python and VS Code
- is this good enough for someone who has used R for less than 5 months?
Index
What are some of the best open-source Data Science projects in R? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | awesome-R | 5,120 |
| 2 | r4ds | 3,591 |
| 3 | DataScienceR | 1,812 |
| 4 | drake | 1,321 |
| 5 | tidyverse | 1,258 |
| 6 | janitor | 1,156 |
| 7 | engsoccerdata | 687 |
| 8 | targets | 615 |
| 9 | disk.frame | 577 |
| 10 | collapse | 384 |
| 11 | voice-gender | 275 |
| 12 | R-Fundamentals | 121 |
| 13 | fastverse | 114 |
| 14 | tweetbotornot2 | 83 |
| 15 | targets-tutorial | 77 |
| 16 | targets-minimal | 50 |
| 17 | causalglm | 12 |
| 18 | R-Guide | 1 |
| 19 | COVID19Algeria | 1 |
| 20 | c3plot | 0 |
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