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Text to SQL Agent for Data Visualization 

LangChain
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Data analysis has traditionally been inaccessible to those without extensive SQL or visualization expertise. This video highlights a recent project demonstrating how agents can bridge the gap between natural language questions and data visualization. We explore a repo that implements a SQL agent in LangGraph, serving it via LangGraph API as the backend to a user-facing app. The app's UI allows users to input questions and upload CSV files, which are converted into an SQLite database. The agent then queries this database based on user questions, selects appropriate visualization methods, and formats the resulting data for display in the UI. We walk through the repo, demonstrate backend testing via LangGraph Studio, and showcase the user interface in action.
Repo:
github.com/Dhr...
Blog:
blog.langchain...

Опубликовано:

 

17 сен 2024

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Комментарии : 10   
@EmanueleCannizzaro
@EmanueleCannizzaro 2 дня назад
Thank you for the explanation. Is this package available as a docker image?
@PiyushKUMAR-sg5qz
@PiyushKUMAR-sg5qz 5 дней назад
Thanks for reviewing , will try using it in my project for generating graphs.
@ramkipalle6612
@ramkipalle6612 4 дня назад
Wow.. The cool thing is Visualization reason. There are so many ways to visualize data, and it choosing the right visual based on the data without user prompting is very cool.
@eRiicBelleT
@eRiicBelleT День назад
Great example!
@TejasReddyS
@TejasReddyS 13 часов назад
LIDA also do the same thing i guess
@rajvijaymaharajwala
@rajvijaymaharajwala День назад
please fix ChatOllama with tool calling
@ssbbvideomaker
@ssbbvideomaker 3 дня назад
stopped listening after hearing sequel
@sundar17617
@sundar17617 5 дней назад
bubble will burst lol .
@mohammadkaif2325
@mohammadkaif2325 4 дня назад
what bubble ?
@RahulSharma-rs6on
@RahulSharma-rs6on 4 дня назад
oversmart people
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