RTutor
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About
RTutor is an AI-powered tool that enables users to engage with their data through natural language interactions. Users can upload datasets and ask for analyses in plain English, which RTutor translates into R code and executes. It offers features such as exploratory data analysis (EDA), automatic code generation, and the ability to download results as HTML reports. The app is designed primarily for R users, helping them learn and streamline their coding tasks. While it allows for dynamic querying and visualization, users should verify the results, as generated code can be error-prone. RTutor is particularly suited for those with some R experience and can be utilized for both educational purposes and enhancing productivity. The tool operates with data privacy in mind, as it does not store user data after a session.
Platform
Task
Features
• natural language querying
• automatic r code generation and execution
• exploratory data analysis (eda)
• multi-file upload support
• html report generation
• interactive data visualization options
FAQs
What is RTutor?
It is an artificial intelligence (AI)-based app that enables users to interact with their data via natural language.
How does RTutor work?
The requests are structured and sent to OpenAI’s AI system, which returns R code. The R code is cleaned up and executed in a Shiny environment, showing results or error messages.
Is my data uploaded to OpenAI?
No. The column names of your data, not the data itself, is sent to OpenAI as a prompt to generate R code. Your data is not stored in our server after the session.
Who is it for?
The primary goal is to help people with some R experience to learn R or be more productive.
How do you make sure the results are correct?
Try to word your question differently. And try the same request several times. A higher temperature parameter will give diverse choices.
Can you use RTutor to do R coding homework?
No. That will defy the purpose. You need to learn R coding properly to be able to tell if the generated R coding is correct.
Can private companies use RTutor?
No. It can be tried as a demo. RTutor website and source code are freely available for non-profit organizations only and distributed using the CC NC 3.0 license.
Can you run RTutor locally?
Yes. Download the R package and install it locally. Then you need to obtain an API key from OpenAI.
Why do I get different results with the same request?
OpenAI’s language model has a certain degree of randomness that could be adjusted by parameters called 'temperature'. Set this in Settings.
Can people without R coding experience use RTutor for statistical analysis?
Not entirely. The generated code can be wrong. However, it could be used to quickly conduct data visualization, and exploratory data analysis (EDA). Just be mindful of this experimental technology.
Can this replace statisticians or data scientists?
No. But RTutor can make them more efficient.
How do I write my request effectively?
Imagine you have a summer intern, a college student who took one semester of statistics and R. You send the intern emails with instructions and he/she sends back code and results. The intern is not experienced thus error-prone, but is hard-working. Thanks to AI, this intern is lightning fast and nearly free.
Can I install R package in the AI generated code?
No. But we are working to pre-install all the R packages on the server!
Can I upload big files to the site?
Not if it is more than 10MB. Try to get a small portion of your data. Upload it to the site to get the code, which can be run locally on your laptop. Alternatively, download RTutor R package, and use it from your own computer.
Voice input does not work!
One of the main reasons is that your browser blocks the website from accessing the microphone. Make sure you access the site using https://RTutor.ai and ensure your mic settings allow access.
Is that your photo?
No. I am an old guy. The photo was synthesized by AI.
Pricing Plans
Free
Free Plan• Upload data file (CSV, TSV/tab-delimited text files, and Excel)
• Natural language interaction
• Automatic R code generation
• Download HTML reports
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