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Data Lens makes data analysis accessible to everyone. No coding required! Upload your data, ask questions in plain language, and get instant insights and predictions.

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Data Lens 🔍 - Your AI-Powered Data Analysis Assistant

Data Lens is an all-in-one web application that empowers you to explore, understand, and model your data with ease.

✨ The Interface

Data Lens UI

✨ Features

  • Automated Exploratory Data Analysis (EDA):

    • Generate insightful summaries and visualizations of your data automatically.
    • Uncover hidden patterns, trends, and relationships with ease.
  • Intuitive Data Querying:

    • Ask questions about your data in natural language – no coding required!
    • Data Lens translates your queries into powerful data analysis operations.
  • AI-Driven Predictive Modeling:

    • Effortlessly transition from data exploration to building predictive models.
    • Data Lens guides you through the process of selecting and training models tailored to your business needs.
  • Context-Aware Chatbot:

    • Get instant answers to your questions based on your specific documents.
    • Our chatbot leverages advanced vector databases to provide accurate and contextually relevant information.

🚀 Getting Started

Installation

  1. Clone the Repository:

    git clone https://github.com/VijayV28/data-lens.git
  2. Create a Conda Environment:

    conda env create -f environment.yml
  3. Activate the Environment:

    conda activate data-lens

Configuration

  1. Create a .env File: Create a file named .env in the root directory of the project and add your API keys in the following format:

    OPENAI_API_KEY=your_openai_api_key
    PINECONE_API_KEY=your_pinecone_api_key 
    
  2. Run the App:

    cd app
    streamlit run app.py 

📝 License

This project is licensed under the MIT License - see the LICENSE file for details.

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Data Lens makes data analysis accessible to everyone. No coding required! Upload your data, ask questions in plain language, and get instant insights and predictions.

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