RTutor

An AI-powered application that converts natural language commands into R code for comprehensive data analysis and visualization.

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About RTutor

RTutor is an AI-driven platform that automatically generates and tests R code based on natural language inputs. Powered by OpenAI's Davinci model, it transforms user queries into executable R scripts within the Shiny framework. Users can produce detailed R Markdown and HTML reports, upload datasets, and receive quick insights. This tool simplifies data analysis, making it accessible through natural language interactions and comprehensive visualizations.

How to Use

Upload your dataset in CSV, TSV, or Excel format. Enter questions or commands in natural language, and RTutor will generate R code and display results. Use the Exploratory Data Analysis tab to explore your data, start with simple queries, and gradually add complexity. Use the Q&A box to request code snippets, results, or troubleshoot errors.

Features

Automatic R code generation and validation

Conversion of natural language prompts into R scripts

Generation of detailed R Markdown and HTML reports

Interactive data analysis and visualization tools

Use Cases

Creating dynamic data visualizations

Generating comprehensive exploratory data analysis reports

Performing data analysis through natural language queries

Automating R code for data processing tasks

Best For

Data scientistsResearchersStatisticiansStudentsBusiness analysts

Pros

Simplifies data analysis with natural language commands

Utilizes advanced GPT-4o AI model

Produces detailed EDA reports

Enables interactive visualizations

Automates R code creation and execution

Cons

Commercial usage requires licensing

Requires data in standard statistical formats

Dependent on OpenAI's AI models with certain limitations

Generated code may occasionally contain errors

Frequently Asked Questions

Find answers to common questions about RTutor

What data file formats does RTutor support?

RTutor supports CSV, TSV, and Excel file formats for data analysis.

Does RTutor store my uploaded data?

No, your data remains on the server during your session. However, column names and data types are sent to the AI model to improve functionality.

Can I use RTutor for commercial projects?

RTutor is free for non-profit use. A license is required for commercial applications.

What AI model powers RTutor?

RTutor currently uses the GPT-4o model for natural language processing and code generation.

How can I improve the accuracy of RTutor's outputs?

Prepare your data by cleaning and naming columns clearly. Provide context about the data and clarify column meanings. Review generated code carefully for correctness.