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EdwardSamuel13/business-analytics-dashboard

sourceHugging Faceupdated 9mo agoView on Hugging Face
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App README

Integrated Business Analytics Dashboard

This is a comprehensive Business Analytics tool that combines traditional data analytics with AI-powered insights.

Features

  • —📊 Overview: Real-time KPIs and recent activity tracking.
  • —📈 Sales Performance: Interactive charts for revenue trends, category performance, and top products.
  • —👥 Customer Segmentation: RFM (Recency, Frequency, Monetary) analysis using K-Means clustering.
  • —🔮 Forecasting: Sales forecasting using Linear Regression.
  • —💬 Feedback Analysis: Sentiment analysis of customer reviews.
  • —🤖 Business Q&A: AI-powered RAG (Retrieval-Augmented Generation) system to answer questions about your data.

Tech Stack

  • —Frontend: Streamlit
  • —Visualization: Plotly
  • —Machine Learning: Scikit-learn, TextBlob
  • —AI/RAG: LangChain, FAISS, Hugging Face Transformers (Flan-T5)

Local Installation

  1. 1.Clone the repository.
  2. 2.Install dependencies:
bash
   pip install -r requirements.txt
  1. 1.Run the application:
bash
   streamlit run src/dashboard.py

Data

The application uses synthetic data located in the data/ directory:

  • —sales_data.csv: Transaction records.
  • —customer_reviews.csv: User feedback and ratings.
  • —web_logs.json: Web traffic logs.

To regenerate data, run:

bash
python src/data_gen.py