RTutor
Chat with your data via AI. https://RTutor.ai
Stars: 311
RTutor is an AI-based app that generates and tests R code by translating natural language into R scripts using API calls to OpenAI's ChatGPT. It executes the scripts within the Shiny platform, generating R Markdown source files and HTML reports. The tool features GPT-4 for accurate code, comprehensive EDA reports, and a chat window for code explanation, making it ideal for learning R and statistics.
README:
Hosted at RTutor.ai. Contact Steven Ge on LinkedIn or Twitter.
RTutor is an AI-based app that can quickly generate and test R code. Powered by API calls to OpenAI's ChatGPT or other models, RTutor translates natural languages into R scripts, which are then executed within the Shiny platform. An R Markdown source file and HTML report can be generated.
Highly recommend users to watch this 10-min YouTube video.
- GPT-4 becomes the default, providing more accurate code.
- Comprehensive EDA reports.
- Chat window that helps explain code, result, error messages, and statistics in general. This makes RTutor a great platform for learning R and statistics.
This repository is updated frequently, sometimes a few times a day. We suggest users reinstall everytime before using it, so that you always have the most recent version.
- Update R and RStudio to the most recent version.
- Install the RTutor package
if (!require("remotes")) {
install.packages("remotes")
}
library(remotes)
#voice input package heyshiny
install_github("jcrodriguez1989/heyshiny", dependencies = TRUE)
install_github("gexijin/RTutor")- Install other R packages. If you want to use additional R package for analyzing your data, you should install these in your computer too.
- Create a personal account at OpenAI.
- After logging in, click on Personal from top left.
- Click Manage Account and then Billing, where you can add Payment methods and set Usage limits. $3-$5 per month is more than enough for most people.
- Click on API keys to create a new key, which can be copied.
There are several ways to do this.
- After the app is started, you can click on Settings and paste the API key.
- You can also save this key as a text file called api_key.txt in the working directory.
- Finally, you can create an environment variable called OPEN_API_KEY. Instructions for Windows, Mac, and Linux.
library(RTutor)
run_app()
(CC BY-NC 3.0) Non-commercial use.
See this report generated by RTutor after in a typical session.
RTutor also generates comprehensive reports for exploratory data analysis (EDA).
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