Chat with a CSV - LangChain CSV Agents Tutorial For Beginners (OpenAI API)

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In this Langchain video, we take a look at how you can use CSV agents and the OpenAI API to talk directly to a CSV file. While still a bit buggy, this is a pretty cool feature to implement in a test tool. It's a great way to get your feet wet with python automations and ai.

Interested in discussing a Data or AI project? Feel free to reach out via email or simply complete the contact form on my website.

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As a full-time data analyst/scientist at a fintech company specializing in combating fraud within underwriting and risk, I've transitioned from my background in Electrical Engineering to pursue my true passion: data. In this dynamic field, I've discovered a profound interest in leveraging data analytics to address complex challenges in the financial sector.

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Hey guys I hope you enjoyed the video! If you did please subscribe to the channel!


*Both Datacamp and Stratascratch are affiliate links.

RyanAndMattDataScience
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Also, I'm taking on Data and AI projects. Have something for me to work on? Fill out the contact form on my site or email me.

RyanAndMattDataScience
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Ryan-
This is awesome! I’ve been looking for tutorials to get into LangChain. It’s been super intimidating, but you broke it down into simple steps. Thank you!

evanklingle
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Good tutorial, everything is clear, learned a lot, thx for the efforts.

tonygan
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Thanks a lot Ryan, that was a great tutorial.
do you know how can i add memory to the agent? i want it to remember all interactions with user.

Abdulrhman.
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how to solve the outputparsererror you got? im having the same

ta_helado
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How do I take the file name from the user prompt and then ask questions on it?

devalmodi
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Hello, i want to ask. It possible if result/output of the prompt outside the .csv?

gordcxg
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How is this different from a simple OpenAI Assistant that has file_search?

GamerGDS
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Ryan I follow your tutorail install all libraries but having a problem in creating csv agent when i run this command
agent = create_csv_agent(ChatOpenAI(temperature=0), "/content/drive/MyDrive/data.csv", verbose=True)
It gives me this error below
ValueError: Prompt missing required variables: {'tool_names', 'tools'}
I am an absolute beginner and can't able to fix this error please help....


Please Reply

usamasajid
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{'input': 'How many total FIPS are there?',
'output': 'Agent stopped due to iteration limit or time limit.'}

Any Idea please let me know ?

ranati
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Would be nice to get the code snippets :D Thanks for the tutorial

akath
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What s the difference with directly parsing csv to llm vs using RAG? Per this example?

stanTrX
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Bro looks like the younger version of seriel k!ller guy from No country for Old Men

loveutube
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Tried this and it has too many bugs unfortunately

akath
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Doesn’t work accurately for large dataset like 55K rows

FrozenValorantYT