与您的数据库聊天(SQL、CSV、pandas、polars、mongodb、noSQL 等),PandasAI 使用 LLM(GPT 3.5 / 4、Anthropic、VertexAI)和 RAG 使数据分析具有对话性

runing2月前 ⋅ 1681 阅读

https://github.com/Sinaptik-AI/pandas-ai

https://docs.pandas-ai.com/llms   PandasAI 支持几种大型语言模型 (LLM),用于从自然语言查询生成代码。

使用pip安装

pip install pandasai

绘制国家直方图,显示每个国家的 gd。为每个条形使用不同的颜色

import os
import pandas as pd
from pandasai import Agent

# Sample DataFrame
sales_by_country = pd.DataFrame({
    "country": ["United States", "United Kingdom", "France", "Germany", "Italy", "Spain", "Canada", "Australia", "Japan", "China"],
    "revenue": [5000, 3200, 2900, 4100, 2300, 2100, 2500, 2600, 4500, 7000]
})

# By default, unless you choose a different LLM, it will use BambooLLM.
# You can get your free API key signing up at https://pandabi.ai (you can also configure it in your .env file)
os.environ["PANDASAI_API_KEY"] = "YOUR_API_KEY"

agent = Agent(sales_by_country)
agent.chat(
    "Plot the histogram of countries showing for each one the gd. Use different colors for each bar",
)

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