PandaAI
PandaAI is an open-source Python library that enhances pandas with generative AI capabilities, enabling users to interact with their dataframes using natural language. By integrating with large language models (LLMs) like OpenAI, Cohere, or Hugging Face, PandaAI allows for conversational data analysis directly within Python environments.
Key Features
Natural Language Queries: Ask questions about your dataframes in plain English.
LLM Integration: Supports various LLMs for interpreting and executing queries.
Data Visualization: Automatically generates plots and charts based on queries.
Extensibility: Easily integrates with existing pandas workflows and supports customization.
Open Source: Available under the MIT License, encouraging community contributions.
Example Use Cases
Quickly summarizing large datasets without writing complex code.
Generating visualizations through simple natural language prompts.
Assisting non-technical users in data exploration and analysis.
Streamlining data cleaning and preprocessing tasks.