RTutor
Analyze your data in plain English
Description:
RTutor is an AI-powered application that allows users to interact with their data using natural language. Users can upload a dataset and ask questions or request analyses in plain English. RTutor will then generate and run R code to answer the question and provide plots and numeric results.
RTutor is designed to help people with some R experience to learn R or be more productive. It can be used to quickly speed up the coding process using R and provides a draft code to test and refine.
RTutor is not a replacement for statisticians or data scientists, but it can make them more efficient. It is important to be aware that the generated code can be wrong, so it is important to double-check the results and be mindful of this experimental technology.
For Tasks:
For Jobs:
Features
- Upload a data file (CSV, TSV/tab-delimited text files, and Excel)
- Ask questions about your data or request analyses in plain English
- RTutor will generate and run R code to answer your question
- Get plots and numeric results
- Download your results as an HTML report
Advantages
- Easy to use, no coding required
- Can speed up the data analysis process
- Can help you learn R
- Can be used to quickly generate data visualizations and exploratory data analysis (EDA)
- Can make statisticians and data scientists more efficient
Disadvantages
- The generated code can be wrong
- Not a replacement for statisticians or data scientists
- Can only be used to analyze traditional statistics data, where rows are observations and columns are variables
Frequently Asked Questions
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Q:What is RTutor?
A:RTutor is an artificial intelligence (AI)-based app that enables users to interact with your data via natural language. -
Q:How does RTutor work?
A: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. -
Q:Is my data uploaded to OpenAI?
A: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. -
Q:Who is it for?
A:The primary goal is to help people with some R experience to learn R or be more productive. -
Q:How do you make sure the results are correct?
A:Try to word your question differently. And try the same request several time. A higher temperature parameter will give diverse choices. Then users can double-check to see if you get the same results from different runs.
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