--- title: LLMs + Pandas: How I Use Generative AI to Generate... description: A practical guide demonstrating how to combine pandas data analysis with local Large Language Models to automatically generate comprehensive DataFrame... canonical: https://daily.dev/posts/llms-pandas-how-i-use-generative-ai-to-generate-pandas-dataframe-summaries-3cosb0pcm twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: LLMs + Pandas: How I Use Generative AI to Generate Pandas DataFrame Summaries | daily.dev og:description: A practical guide demonstrating how to combine pandas data analysis with local Large Language Models to automatically generate comprehensive DataFrame... og:url: https://daily.dev/posts/llms-pandas-how-i-use-generative-ai-to-generate-pandas-dataframe-summaries-3cosb0pcm og:image: https://api.daily.dev/og/posts/3cosb0pCm.png og:image:alt: LLMs + Pandas: How I Use Generative AI to Generate Pandas DataFrame Summaries og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # LLMs + Pandas: How I Use Generative AI to Generate Pandas DataFrame Summaries **[Towards Data Science](https://daily.dev/sources/tds)** · 11 min read · 4 upvotes · 0 comments ## Summary A practical guide demonstrating how to combine pandas data analysis with local Large Language Models to automatically generate comprehensive DataFrame summaries and reports. The approach involves extracting key statistics from datasets using pandas, then feeding this structured data to an LLM (via Ollama) to create polished Markdown or HTML reports. The tutorial covers dataset preprocessing, statistical extraction functions, LLM integration using LangChain, and prompt engineering for report generation, offering a scalable solution for automated data reporting workflows. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#python](https://daily.dev/tags/python), [#automation](https://daily.dev/tags/automation), [#llm](https://daily.dev/tags/llm), [#data-analysis](https://daily.dev/tags/data-analysis), [#pandas](https://daily.dev/tags/pandas) [View this post on daily.dev](https://daily.dev/posts/llms-pandas-how-i-use-generative-ai-to-generate-pandas-dataframe-summaries-3cosb0pcm) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"LLMs + Pandas: How I Use Generative AI to Generate Pandas DataFrame Summaries","url":"https://daily.dev/posts/llms-pandas-how-i-use-generative-ai-to-generate-pandas-dataframe-summaries-3cosb0pcm","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/llms-pandas-how-i-use-generative-ai-to-generate-pandas-dataframe-summaries-3cosb0pcm"},"datePublished":"2025-06-03T01:19:04.275Z","dateModified":"2025-06-03T01:19:28.441Z","description":"A practical guide demonstrating how to combine pandas data analysis with local Large Language Models to automatically generate comprehensive DataFrame...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/4495fefd6b08c1e31e00c6b5baa1bc39?_a=AQAEulh","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/4495fefd6b08c1e31e00c6b5baa1bc39?_a=AQAEulh","isAccessibleForFree":true,"articleSection":"Towards Data Science","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Towards Data Science","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/tds","url":"https://daily.dev/sources/tds"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/llms-pandas-how-i-use-generative-ai-to-generate-pandas-dataframe-summaries-3cosb0pcm","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":4},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"python,automation,llm,data-analysis,pandas","timeRequired":"PT11M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Towards Data Science","item":"https://daily.dev/sources/tds"},{"@type":"ListItem","position":3,"name":"LLMs + Pandas: How I Use Generative AI to Generate Pandas DataFrame Summaries"}]} ```