Pandasai openai. It has two important modules SmartDataframe and.

Pandasai openai. This extension integrates OpenAI with PandasAI, providing OpenAI LLMs support. . Jun 4, 2024 · Hello all, I am trying to instantiate a SmartDatalake using the PandasAI API and OpenAI. Through its powerful data preparation layer and intuitive natural language interface, you can PandasAI is a Python library that makes it easy to ask questions to your data (CSV, XLSX, PostgreSQL, MySQL, BigQuery, Databrick, Snowflake, etc. What is PandasAI? PandasAI is an open-source framework that brings together intelligent data processing and natural language analysis. This tool supports several Large Language Models (LLMs) and LangChains models, which are used to generate code from natural language queries. 0 is currently in beta. LiteLLM LiteLLM provides a unified interface to multiple LLM providers including OpenAI, Anthropic, Google, and others. ) in natural language. Jul 24, 2023 · PandasAI is a Python library that brings generative AI capabilities, specifically, OpenAI's technology, into your pandas dataframes. The output of the generated code is returned. It's not a replacement for the pandas library; rather, it augments pandas with AI to simplify data analysis tasks and improve efficiency. Pandas AI helps performing tasks involving pandas library without explicitly Oct 14, 2024 · Learn about PandasAI, how to set up OpenAI, install PandasAI, analyze and visualize data with correlation heatmaps, histograms, boxplots etc. llm. In this post, we examine how to use PandasAI to query Series values, create new Series, set Series values conditionally, and reshape our data. Jul 23, 2025 · We now have PandasAI, a pandas library extension that can aid in more efficient data analysis and manipulation. 5 and GPT-4 via the OpenAI API in Python. Mar 10, 2024 · After successfully installing PandasAI, you need to import it along with the Pandas library to start using its enhanced functionalities. llm import Open… What is PandasAI? PandasAI is an open-source framework that brings together intelligent data processing and natural language analysis. Jul 23, 2025 · In the age of AI, many of our tasks have been automated especially after the launch of ChatGPT. It has two important modules SmartDataframe and May 10, 2023 · Pandas AI is a Python library that integrates generative artificial intelligence capabilities into Pandas, making dataframes conversational - GitHub - gventuri/pandas-ai: Pandas AI is a Python libr Here is the code i am running: import pandas as pd from pandasai import PandasAI from pandasai. It leverages the power of ChatGPT to generate Python code and executes it. This documentation reflects the latest features and functionality, which may evolve before the final release. Jan 20, 2025 · A key aspect of data analysis using PandasAI is the API key. Finally, we must import essential functions, set the OpenAI key into the LLM API wrapper, and instantiate a PandasAI object. What is PandasAI? PandasAI is an open-source framework that brings together intelligent data processing and natural language analysis. We will use this object to run prompts on single or multiple pandas dataframes. Through its powerful data preparation layer and intuitive natural language interface, you can Jun 12, 2023 · Second, we need to obtain an OpenAI API key and store it as an environment variable by following the tutorial on Using GPT-3. PandasAI is versatile and can work with various types of models. PandasAI makes data analysis conversational using LLMs (GPT 3. Install the pandasai-litellm extension: Jun 29, 2024 · PandasAI takes advantage of large language models, such as that from OpenAI, to enable natural language queries and operations on data columns. My code looks like this: import pandas as pd from pandasai import Agent, SmartDataframe import os #from pandasai. Through its powerful data preparation layer and intuitive natural language interface, you can PandasAI 3. What is PandasAI? Pandas AI is an extension to the pandas library using OpenAI's generative AI models. This makes data analysis more accessible and user-friendly. You can either decide to use PandasAI in your Jupyter notebooks, Streamlit apps, or use the client and server architecture from the repo. Jun 18, 2025 · 2025 Python Packaging Survey is now live! Take the survey now. You can install this extension using poetry: Developed and maintained by the Python community, for the Python community. One such tool that uses the power of ChatGPT to ease data manipulation task in Python is PandasAI. openai import OpenAI PandasAI supports several large language models (LLMs) that are used to generate code from natural language queries. It allows you to generate insights from your dataframe using just a text prompt. 5 / 4, Anthropic, VertexAI) and RAG. Donate today! You can find the full documentation for PandasAI here. Whether you’re working with complex datasets or just starting your data journey, PandasAI provides the tools to define, process, and analyze your data efficiently. These include Hugging Face models, Azure OpenAI, Google PALM, and Jul 31, 2025 · Chat with your database (SQL, CSV, pandas, polars, mongodb, noSQL, etc). zrcx kxfgnx dqi cpkd qawbc gsvm rtnw yfoiz hpw orjjyv