DataWiz: An AI-Powered Data Visualization & Learning

Tool

Overview

DataWiz is an AI-driven, interactive data visualization platform that bridges the gap between learning and analysis. It enables users - from students to analysts - to upload, visualize, and understand their datasets effortlessly while offering real-time AI guidance, explanations, and chart recommendations.

Key Features

1. Automated Chart Generation ○ Supports 107+ chart types from bar, line, and pie to advanced visuals like radar, network, treemap, and Gantt. ○ Built with a modular registry system using Matplotlib and Plotly for static and interactive rendering.

2. Smart Recommendations & Explanations ○ Automatically suggests the best visualizations based on the dataset. ○ Integrated Groq LLaMA 3 LLM provides simple, contextual explanations for each chart and dataset interpretation.

3. Dynamic Themes & Color Customization ○ Choose from Seaborn, Plotly Dark, Minimal, or Custom color palettes with real-time preview support. ○ Allows full personalization for presentations and reports.

4. Learn While You Visualize ○ Each visualization includes “What it shows” and “When to use” explanations. ○ A built-in learning assistant explains core concepts like correlation, variance, and standard deviation in plain English.

5. Privacy-First & Offline ○ Runs locally with Streamlit, requiring no login or internet connection. ○ Lightweight (<200MB) and ideal for classrooms or offline environments.

How DataWiz Differs from Existing Tools

● Unlike Power BI, Tableau, or Excel, which primarily target professionals and require licenses or cloud integration, DataWiz is open, local, and learning-oriented. ● It is designed not only to visualize data but also to teach users the reasoning behind each visualization. ● While competitors focus on business analytics, DataWiz uniquely combines education, visualization, and explainable AI in one lightweight platform that runs without a login required.

Tech Stack

● Frontend/UI: Streamlit ● Visualization: Matplotlib, Plotly, Seaborn ● Backend Logic: Python (Pandas, NumPy) ● AI/LLM: Groq (LLaMA 3 API), Rule-based SLM ● Environment Management: dotenv, Pillow ● File Handling: CSV/XLSX via Pandas I/O

Future Scope - DataWiz Premium

DataWiz Premium will evolve into an AI-assisted analytics environment for professionals and managers. Planned capabilities include: ● Trend Analysis: Fetch and compare user data with latest industry trends. ● Comparative Insights: Auto-analyze datasets against averages, medians, or standard deviations. ● AI-Driven Reports: Generate contextual analytical summaries using Groq or Mixtral LLMs to explain why and what it means.