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# Data Analysis Agent
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An interactive, agentic data analysis application that leverages advanced LLM reasoning to help users explore, visualize, and understand their data using NVIDIA Llama-3.1-Nemotron-Ultra-253B-v1.
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An interactive, agentic data analysis application that leverages advanced LLM reasoning to help users explore, visualize, and understand their data using NVIDIA Llama-3.1-Nemotron-Ultra-253B-v1 and NVIDIA Llama-3.3-Nemotron-Super-49B-v1.5.
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## Overview
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3.**Automated Visualization**: Generate relevant plots and charts
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4.**Transparent Reasoning**: Get detailed explanations of the analysis process
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The implementation leverages the powerful Llama-3.1-Nemotron-Ultra-253B-v1 model through NVIDIA's API, enabling sophisticated data analysis and reasoning.
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The implementation leverages the powerful Llama-3.1-Nemotron-Ultra-253B-v1 and Llama-3.3-Nemotron-Super-49B-v1.5 models through NVIDIA's API, enabling sophisticated data analysis and reasoning.
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Learn more about the model[here](https://developer.nvidia.com/blog/build-enterprise-ai-agents-with-advanced-open-nvidia-llama-nemotron-reasoning-models/).
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Learn more about the models[here](https://developer.nvidia.com/blog/build-enterprise-ai-agents-with-advanced-open-nvidia-llama-nemotron-reasoning-models/).
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## Features
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-**Agentic Architecture**: Modular agents for data insight, code generation, execution, and reasoning
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-**Natural Language Queries**: Ask questions about your data—no coding required
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-**Automated Visualization**: Instantly generate and display relevant plots
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-**Transparent Reasoning**: Get clear, LLM-generated explanations for every result
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-**Powered by NVIDIA Llama-3.1-Nemotron-Ultra-253B-v1**: State-of-the-art reasoning and interpretability
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-**Powered by NVIDIA Llama-3.1-Nemotron-Ultra-253B-v1 and NVIDIA Llama-3.3-Nemotron-Super-49B-v1.5**: State-of-the-art reasoning and interpretability
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1. Run the Streamlit app:
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```bash
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streamlit run data_analysis.py
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streamlit run data_analysis_agent.py
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```
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2. Download example dataset (optional):
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```
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3. Use the application:
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- Select a model from the dropdown menu
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- Upload a CSV file (e.g., the Titanic dataset)
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- Ask questions in natural language
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- View results, visualizations, and detailed reasoning
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