Pandasai openai. You can find the full documentation for PandasAI here.
- Pandasai openai. Multi-ChatCSV Streamlit App:Analyze Multiple CSV files with PandasAI and OpenAI| Step by Step DataEdge 5. llm import AzureOpenAI df =pd. Get ready to explore data, generate insights, and answer questions with ease! Mar 29, 2024 · Hi Gabriele, can you confirm we need a PandasAI API Key to use pandasAI for free or do we need an OpenAI Key? In that case do we need an OpenAI premium account? Jul 19, 2024 · A comprehensive guide to Pandas AI, the generative AI Python library, detailing its features and integration with OpenAI for enhanced data analysis. 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. 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. environ['OPENAI_API_KEY'] = " May 29, 2023 · はじめに Pandas AI はPandasにAI機能を追加するPythonライブラリです。Pandas AIを使うと、自然言語によってpandas dataframeから特定のデータを抽出したり、dataframeからグラフを描画したりと、pandasの操作が圧倒的に楽になります。 公式リポのサンプルがOpenAI社APIを使っていたので、Azure OpenAI Serviceの場合 Jun 15, 2023 · 那么，PandasAI具体是做什么呢？ PandasAI并非是Pandas的替代品，而是将Pandas转换为 聊天机器人。 通过使用OpenAI API key，用户可以以Pandas DataFrame的形式提出有关数据的问题，PandasAI会以自然语言、表格或者图表等形式进行回答（目前仅支持GPT模型，OpenAI API key需自备） Jun 26, 2025 · I'm using PandasAI with OpenAI's GPT models (GPT-4o and GPT-3. Jun 22, 2023 · I am trying to leverage pandasai for generating chart based on input provided with OpenAI as the LLM. 22K subscribers Subscribed Mar 1, 2024 · System Info OS version: win10 Python version: python 3. PandasAI is essentially a small tool that allows you to integrate both Pandas and OpenAI's language models for analytical purposes. It's not a replacement for the pandas library; rather, it augments pandas with AI to simplify data analysis tasks and improve efficiency. This makes data analysis more accessible and user-friendly. May 13, 2025 · 3. It allows you to generate insights from your dataframe using just a text prompt. Jun 18, 2025 · This extension integrates OpenAI with PandasAI, providing OpenAI LLMs support. In this article, we will explore the key features of May 31, 2025 · PandasAI is a powerful Python library that enables users to interact with their data using natural language queries. 我在程式一開始，要先匯入等一下要用的模組，第一個是pandas，然後是pandasai 的類別Agent，最後是我們要使用的語言模型OpenAI，模組匯入完成後，我要宣告一個變數llm，這是一個OpenAI 物件，我在參數api_token ，輸入剛才我設定的環境變數OPENAI_API_KEY，這樣就可以 Oct 2, 2023 · みなさん、こんにちは。突然の質問ですが、PythonのライブラリであるPandasAIをご存じでしょうか？ データに対して、自然言語により質問をすることができるようになるライブラリです。本記事ではこのPandasAIと、高度なセキュリティ機能を備えたAzure Ope 今天介绍一个将Pandas和AI结合，让 ChatGPT 帮你使用Pandas分析数据的工具—— PandasAI，能够极大地帮你提升分析数据的效率，降低数据分析的门槛。 We would like to show you a description here but the site won’t allow us. The library can be used alongside our Pandas AI: The Generative AI Python Library The road to simpler Data Analysis for data scientists and analysts, powered by OpenAI. By using PandasAI, we can turn the Pandas package into a conversational tool that would automatically explore and clean our data. You can either decide to use PandasAI in your Jupyter notebooks, Streamlit apps, or use the client and server architecture from the repo. Below you will find a quick tutorial on how to install pandas-ai and an example on how to use it using the open. These sample programs show common scenarios for using Azure OpenAI offerings. Through its powerful data preparation layer and intuitive natural language interface, you can PandasAI 3. set ("your-key") 导入数据 df=pai. If the issue persists, double-check the version compatibility between the openai package and the pandasai package. pandasai made available openai, HuggingFace and Azure APIs for Generative AI capabilities. These include Hugging Face models, Azure OpenAI, Google PALM, and Jun 4, 2024 · Hello all, I am trying to instantiate a SmartDatalake using the PandasAI API and OpenAI. responses. 5-turbo) to analyze data loaded from Excel files using natural language queries. Through its powerful data preparation layer and intuitive natural language interface, you can 学习如何使用PandasAI库进行数据分析，结合Pandas和OpenAI生成人工智能，回答问题和绘制图表。 PandasAI，一款革命性的数据分析与智能处理工具，正引领着数据科学领域的新潮流。它巧妙地将Pandas这一强大的数据处理库与先进的人工智能算法深度融合，为用户提供了一个前所未有的高效、智能的数据探索与分析平台… Oct 6, 2023 · PandasAI is a powerful library that simplifies and enriches the data analysis experience. To use PandasAI, we need to install them with the following code. 想象一下：您正在做某事，突然，一位同事问您几个关于您的一个数据分析的问题。问题并没有那么复杂，但您不想在分析此数据时分散注意力。 该怎么办？ 好吧，现在你可以简单地问 PandasAI 你有任何问题并快速得到答… Mar 30, 2025 · 基本信息 PandaAI是一个开源的大模型智能体，主要利用自然语言进行数据处理和分析，能够将简单的自然语言输入转换为可执行代码，生成可视化图表。 快速开始 安装 pip install "pandasai>=3. In this article, we will delve into how PandasAI can be used for conducting basic CSV file analysis with natural language user requests. The output of the generated code is returned. Instead of using the Azure OpenAI API key directly, I want to use azure ad token in code. PandasAI appeared to meet my needs in this regard. Create a Custom LLM Class: Extend the LLM base class Jul 7, 2023 · A new cutting-edge innovation, a GenAI-powered data analysis library to the regular Pandas library known as "PandasAI. We will need to set up an OpenAI account and generate an OpenAI API token key, which you can find on your account here. Powered by OpenAI and PandasAI, this project aims to streamline data analysis for users. Mar 10, 2024 · from pandasai import SmartDataframe from pandasai. Jun 14, 2023 · PandasAI是增强Pandas的Python库，集成生成式AI功能，支持复杂数据查询和可视化，兼容OpenAI和HuggingFace模型，需API密钥，注重隐私保护，提供丰富示例与扩展可能。 4 days ago · A key aspect of data analysis using PandasAI is the API key. py を以下のコードに修正しましょう。 What is PandasAI? PandasAI is an open-source framework that brings together intelligent data processing and natural language analysis. It is designed to be used in conjunction with pandas, and is not a Apr 12, 2024 · 文章浏览阅读3. Jul 7, 2024 · I recently embarked on a hands-on project to deepen my understanding by creating an AI assistant. 0 is currently in beta. 11 Code： from pandasai import SmartDataframe from langchain_openai import AzureChatOpenAI import pandas as pd import os os. It helps non-technical users to interact with their data in a more natural way, and it helps technical users to save time, and effort when working with data. This section delves into the advanced functionalities of PandasAI, particularly in conjunction with Azure OpenAI, enhancing the data analysis experience. Mar 18, 2024 · PandasAI 旨在与 Pandas 结合使用。它使 Pandas 具有对话性，支持以 Pandas DataFrames 的形式提出有关数据的问题并获得答案。 比如，可以要求 PandasAI 查找 DataFrame 中哪5个国家最幸福？，它将返回仅包含这些行的 DataFrame： 前提：需要有OpenAI ApiKey 配置API Key Jun 16, 2023 · In summary, PandasAI is a Python library that seamlessly integrates generative artificial intelligence capabilities (eg Openai) into Pandas, enabling users to perform basic Pandas operations using Dec 5, 2023 · from openai import OpenAI client = OpenAI (api_key=“api key”) def ask_my_assistant (prompt): response = client. create (model=“my assistant”, # Replace with your assistant’s ID prompt=prompt, max_tokens=150) return response. Oct 21, 2023 · pandasAIなるpythonライブラリがリリースされていたのでAzure OpenAI、langchainと組み合わせて試してみた。 PandasAIとは PandasAIは、一般的なデータ分析・操作ツールであるpandasにGenerative AI機能を追加するP This app is built using streamlit as front end and using pandasai a higher level python wrapper to make dataframes conversational. * Image created by me, using DALL-E What is Pandas AI? Datacamp describes PandasAI as "a Python library that uses genAI Jun 6, 2023 · OPENAI_API_KEY = “XXXXXX” llm = OpenAI(api_token=OPENAI_API_KEY) pandas_ai = PandasAI(llm) When I tried asking a few questions on the data frame API is taking a long time to respond which is more than 2 minutes like that although i am using the Paid API Key. PandasAI is a Python library that makes it easy to ask questions to your data (CSV, XLSX, PostgreSQL, MySQL, BigQuery, Databrick, Snowflake, etc. This beginner-friendly guide equips you with the tools and knowledge to transform raw data into actionable intelligence. It leverages the power of ChatGPT to generate Python code and executes it. This library allows users to pose questions about their data and receive answers in the form of Pandas DataFrames, making data analysis more conversational and accessible. You can find the full documentation for PandasAI here. pandabi. Simple APIs, zero DevOps, infinite scale. The pandasai documentation specifies that the openai package version should be less than 2 [1]. llm. Feb 18, 2024 · 由于PandasAI由大型语言模型（LLM）提供支持，应该导入想要用于用例的LLM。 在这个案例中将使用OpenA，要使用 OpenAI，需要一个API令牌。 Sep 25, 2024 · Hey @vsneelesh! I'm here to help you with any bugs, questions, or contributions you have regarding PandasAI. 基本的な使い方 PandasAIの導入方法はPoetryまたはpipからインストールするのが一般的です。 ここではpipの例を簡単に示します。LLMコネクタとしてOpenAIを利用する場合は、 pandasai と pandasai-openai の両方をインストールするとよいでしょう。 What is PandasAI? PandasAI is an open-source framework that brings together intelligent data processing and natural language analysis. completions. It is intended to complement pandas rather than May 11, 2025 · PandasAI是一个基于Python的数据分析工具，它结合了传统Pandas数据处理能力和现代AI技术。通过集成大型语言模型(LLM)，用户可以使用自然语言与数据进行交互，极大地简化了数据分析流程。本文将详细介绍如何正确配置PandasAI与OpenAI的集成，以及解决常见的API调用错误。 # Jul 17, 2023 · Whether you are working as a Data Analyst or Data Scientist and using the Pandas library (in Python) for Exploratory Analysis, you will be greatly intrigued. My primary objective is to conduct fast exploratory data analysis on new datasets, which would guide my future analysis approach. callbacks import BaseCallback from pandasai. Enter PandasAI a free, open source Python library. We will use this object to run prompts on single or multiple pandas dataframes. In summary, PandasAI is a Python library that seamlessly integrates generative artificial intelligence capabilities (eg Openai) into Dev tools for AI builders. 0. Through its powerful data preparation layer and intuitive natural language interface, you can Jul 24, 2023 · PandasAI is a Python library that brings generative AI capabilities, specifically, OpenAI's technology, into your pandas dataframes. Jul 23, 2025 · In the age of AI, many of our tasks have been automated especially after the launch of ChatGPT. How does PandasAI work? It uses a generative AI model to understand and interpret Natural Language queries and translate them into Python code and SQL queries. Feb 21, 2024 · We must use OpenAI LLM API Wrapper for this tutorial to power PandasAI’s generative artificial intelligence capabilities. This tool supports several Large Language Models (LLMs) and LangChains models, which are used to generate code from natural language queries. 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. In this video, we'll take a quick look at a new library called PandasAI - this library enhances Pandas with capabilities from OpenAI's large-language-models, allowing you to ask questions and pass 我在程式一開始，要先匯入等一下要用的模組，第一個是pandas，然後是pandasai 的類別Agent，最後是我們要使用的語言模型OpenAI，模組匯入完成後，我要宣告一個變數llm，這是一個OpenAI 物件，我在參數api_token ，輸入剛才我設定的環境變數OPENAI_API_KEY，這樣就可以 Sep 16, 2023 · PandasAI PandasAI is a Python package that provides LLM implementation in Pandas. Key Functionalities of PandasAI Natural Language Processing: Leverage the capabilities of Azure OpenAI to interpret complex PandasAI是一款数据分析领域的AI应用，它可以使用ChatGPT也可以使用HuggingFace Hub上的LLM—StarCoder进行代码生成，原理和使用方法在文中都有描述，大家自行饮用。 Aug 18, 2023 · 🐛 Describe the bug Code import pandas as pd import os from pandasai import SmartDataframe from pandasai. openai import OpenAI PandasAI supports several large language models (LLMs) that are used to generate code from natural language queries. Get started with PandasAI by installing it and using the SmartDataframe class. PandasAI is a Python platform that makes it easy to ask questions to your data in natural language. Let's tackle this challenge together! To set up and use PandasAI agents with a local LLM, follow these steps: Integration Steps: Install Dependencies: Ensure you have the necessary dependencies installed, such as openai and pandasai. Jan 29, 2024 · PandasAI is a Python library that enhances pandas, the popular data analysis and manipulation tool, by integrating Generative AI capabilities. environ["PANDASAI_A Aug 17, 2023 · Talk to your dataset with PandasAI: A Python library that extends the functionality of Pandas by incorporating generative AI capabilities. ai API key. pip install pandasai To use the PandasAI package, we need Nov 20, 2023 · PandasAI是一个给pandas加持了大模型能力的Python库，可以提升你的数据分析和处理能力。 本教程包含两部分： 第一部分对PandasAI的功能进行介绍第二部分对源码进行解析, 了解PandasAI是如何具体实现这些炫酷的功能… Bug Bytes WebIn this post, we will explore how to build a Streamlit application that uses PandasAI, and let's users prompt for insights into a dataset. 5 and GPT-4 via the OpenAI API in Python. This documentation reflects the latest features and functionality, which may evolve before the final release. In order to use Polars dataframes as a data source, you need to install the pandasai[polars] extra dependency. Sep 17, 2024 · データが読み込めたので、PandasAIの機能を利用して OpenAI の GPT-4o-mini モデルを使って自然言語で分析できるコードに修正します。 pandasaiの SmartDataframeクラス を使うことで、データフレームに対して自然言語で質問をすることができます。 sample. Donate today! "PyPI", "Python Package Index", and the blocks logos are registered trademarks of the Python Software Foundation. It allows users to interact with data using natural language queries, making data analysis more accessible Working with Polars dataframes Example of using PandasAI with a Polars DataFrame (still in beta). Jan 20, 2025 · A key aspect of data analysis using PandasAI is the API key. Most of the prompts getting errors as “Unfortunately, I was not able to answer your question, because of the following error:\\n\\n’import’\\n” I’ve created a python virtual env and installed all dependicies for this data analysis project. 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. md file. In this post, we examine how to use PandasAI to query Series values, create new Series, set Series values conditionally, and reshape our data. With PandasAI, you can efficiently handle large datasets, perform complex operations, and leverage artificial intelligence techniques seamlessly. llm import Open… Jul 31, 2025 · Chat with your database (SQL, CSV, pandas, polars, mongodb, noSQL, etc). openai import OpenAI Before we move onto the next section, you need ensure generating an API key from here in order to access the GPT LLM model. These include Hugging Face models, Azure OpenAI, Google PALM, and Empowering Data Scientists and Analysts: Simplifying Data Analysis with OpenAI's Pandas AI, the Generative Python Library - meeno15/PandasAI Mar 18, 2024 · PandasAI framework doesn't have the option to use Azure-managed identity. It facilitates data exploration, cleaning, and analysis using generative AI. Aug 18, 2024 · from pandasai import SmartDataframe from pandasai. I don’t know if it has to do with the dataset or with the library itself, but PandasAI failed to plot visualizations from datasets that weren’t as simple as the one shown in its documentation. 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 import OpenAI from pandasai. from my exploration, i have understood that using Jul 5, 2023 · Related to #155, guess a short fix could be to accept a optional param when we declare OpenAI, like OpenAI(openai_api_key="YOUR_KEY", api_base="CUSTOM_URL"). Jul 23, 2025 · We now have PandasAI, a pandas library extension that can aid in more efficient data analysis and manipulation. When I ran the code present in the README. ) in natural language. This guide empowers you, a beginner, to craft your own self-service analytics application, leveraging the power of pandas-ai and OpenAI. 0b2" 获取API KEY 登陆 app. Mar 10, 2024 · After successfully installing PandasAI, you need to import it along with the Pandas library to start using its enhanced functionalities. Pandas AI：生成型AI Python库。在OpenAI的支持下，为数据科学家和分析师提供更简单的数据分析之路。Pandas是一个开源工具包，它为数据科学家和分析师提供了使用Python数据操作和分析能力。Pandas库在机器学习和深… Mar 29, 2024 · PandasAI is a Python library that simplifies the process of querying data in natural language, supporting various formats. And then expose the generated image response using flask API. 2k次，点赞25次，收藏19次。本文介绍了PandasAI，一个结合Pandas和AI的Python库，支持自然语言查询、数据可视化、缺失值处理和特征生成。通过详细步骤展示了如何下载源码、安装依赖、修复bug并运行官方demo，以展示其全面的数据处理能力。 Jun 18, 2023 · By leveraging PandasAI, users can interact with Pandas data frames in a more intuitive and human-like manner, enabling effective data summarization. PandasAI makes data analysis conversational using LLMs (GPT 3. I got an error APIKeyNotFoundError: OpenAI API key is required The Apr 16, 2024 · pip install pandasai==2. One such tool that uses the power of ChatGPT to ease data manipulation task in Python is PandasAI. My code looks like this: import pandas as pd from pandasai import Agent, SmartDataframe import os #from pandasai. csv') os. It is aimed at complementing Pandas, not replacing them. While this Mar 26, 2024 · By using OpenAI API PandasAI, we can achieve the goal of virtually conversing with a machine and providing the desired results rather than programming the task by ourselves. Here’s a…. Jan 8, 2025 · These code samples show common scenario operations calling to Azure OpenAI. This is the PandasAI library, which Oct 28, 2023 · PandasAI is a Python library that simplifies the utilization of Pandas by leveraging the power of LLMs. api_key. Everything was working fine — I have a list of tested PandasAI 是一个 Python 库，它为流行的数据分析和操作工具 pandas 添加了生成式 AI 功能。 它被设计为与 pandas 结合使用，而不是它的替代品。 Oct 25, 2024 · Using pandas ai to extract metadata and tagging the columns with certain predefined tags. response_parser import ResponseParser May 19, 2023 · PandasAI是一款结合ChatGPT技术的数据分析工具，支持对话式操作Pandas库，让数据分析更智能。通过PandasAI，你可以轻松查询数据、生成图表，并享受强大的生成式人工智能功能。安装简单，使用便捷，是数据分析师的得力助手。 Pandas AI：生成型AI Python库。在OpenAI的支持下，为数据科学家和分析师提供更简单的数据分析之路。Pandas是一个开源工具包，它为数据科学家和分析师提供了使用Python数据操作和分析能力。Pandas库在机器学习和深… Feb 26, 2025 · A Beginner’s Guide to Integrating LLMs with Your Data Science Projects Learn the best ways to use LLM in your data projects. 运行demo 官网提供的demo有bug（使用BambooLLM大语言模型会报错，但是使用OpenAI不会），已经有其他人遇到了和我一样的问题，并给该开源作者提了issue，但是目前这个bug还没有修复，因此需要修改一下demo的代码。 首先我生成了一个包含23条数据的csv数据 Sep 26, 2023 · PandasAI is a Python library that adds Generative AI capabilities to pandas, the popular data analysis and manipulation tool. What is PandasAI? PandasAI is an open-source framework that brings together intelligent data processing and natural language analysis. read_csv('search_data_v3. What is PandasAI? PandasAI is an open-source framework that brings together intelligent data processing and natural language analysis. 5 / 4, Anthropic, VertexAI) and RAG. What do you think @DWGFAKER? Mar 8, 2024 · Unfortunately, PandasAI didn’t get the barplot right, which is weird because it successfully calculated the amount for each gender. text. from pandasai import PandasAI from pandasai. strip () Example usage response = ask_my_assistant (“Hello, how can I help you Apr 15, 2024 · I recently discovered a very intriguing new tool that marries my interest in data science and generative AI, which allows you to leverage ChatGPT to "talk" to your data directly in natural language while in a Jupyter notebook. Finally, we must import essential functions, set the OpenAI key into the LLM API wrapper, and instantiate a PandasAI object. Oct 9, 2024 · ©著作权归作者所有：来自51CTO博客作者爱看书的小沐的原创作品，请联系作者获取转载授权，否则将追究法律责任 Aug 31, 2024 · Ensure that you have the openai package installed and properly configured in your environment. The fastest way to build and ship General AI Agents. PandasAI is versatile and can work with various types of models. ai/ 注册 import pandasai as pai pai. Through its powerful data preparation layer and intuitive natural language interface, you can Jan 17, 2025 · The PandasAI library, developed by OpenAI, is designed to make data analysis easier and more efficient by combining the power of artificial intelligence with the popular Pandas library. You can authenticate your client with an API key or through Microsoft Entra ID with a token credential from azure-identity. You can install this extension using poetry: Developed and maintained by the Python community, for the Python community. This application enables users to upload a CSV file, and then input a text-based prompt to query the dataset May 14, 2023 · 🐛 Describe the bug A minor issue that i face. read_csv("filepath Empower yourself to delve into data, generate insights, and answer questions with ease through this self-service analytics application powered by PandasAI and OpenAI. please help me if you have any insights Apr 16, 2024 · Utilizing Pandas AI for Data Analysis Bring the latest AI implementation to Pandas to improve your data workflow. 29 到这里环境就安装好了。 3. openai import OpenAI import pandas as pd import os from flask import send_file, request, jsonify from flask import Flask import numpy as np #The Python numerical algebra package import Jul 19, 2024 · A comprehensive guide to Pandas AI, the generative AI Python library, detailing its features and integration with OpenAI for enhanced data analysis. PandasAI是一个给pandas加持了大模型能力的Python库，可以提升你的数据分析和处理能力。 本教程包含两部分： 第一部分对PandasAI Jun 16, 2023 · What is PandasAI? PandasAI is an advanced library built on top of the popular Pandas library, designed to provide enhanced functionality for data manipulation, analysis, and AI-driven tasks. choices [0]. What is PandasAI? Pandas AI is an extension to the pandas library using OpenAI's generative AI models. What are we going to build? Jun 14, 2023 · 🐛 Describe the bug I have intsalled pandasai, openai and strealit using '''pip3 install pandasai openai streamlit''' I am getting below error '''ModuleNotFoundError: No module named 'pandasai''', when I execute from pandasai import Panda Jun 16, 2023 · I came across PandasAI while searching for AI integration with Pandas dataframes. Don’t know if it’s a model problem? please let me know if you have any ideas. sxk jknk reyq qqn ckiqw rrkh cjch ozgbydi cjbh idnuaf