Smartlytics [Lamatorima]-1

Basic page with visualization
GIF
Query continuation on same dataset
Dataset selection
Visualized data and conversation

Inspiration

Data analysis is a topic close to us. With semantic search and GPT models all around, we want to make data analysis accessible to everyone—whether you're a beginner or someone with a strong analytic background. Our goal is to create a platform that leverages natural language interactions and intuitive visualizations to make complex datasets understandable for everyone.

Features Overview

Dataset Flexibility: Automatically matches prompts to the most relevant dataset.
Example: "Visualize gender distribution from the supermarket dataset."
Custom Data Upload: Easily upload your own datasets (.csv files with a header row supported).
Intuitive Data Visualization and Explanation:
Beautiful charts and clear explanations designed for both professionals and non-data analysts.
Predictive Modeling: Experimental SVM predictive models available for relevant datasets.
Voice Recognition: Create prompts using voice or a text interface.
Export Options: Export graphs and analytical text in various file formats.

How We Built It

Frontend: Angular
Backend API: Python
Visualization/Analysis: Python libraries

Key Advantages

Beginner Friendly: Simplified answers turn complex data into easy-to-understand insights for new users.
User-Friendly Prompts: Just ask in plain language, and we will understand!
Smart Data Preprocessing: Data is automatically preprocessed where relevant.
Natural Language Queries: Advanced NLP and GPT models deliver accurate results based on your questions.
Multilingual Support: Ask in your preferred language! Whether it's Slovak, Hungarian, or others—we've got you covered!
Intelligent Prompt Filtering: Irrelevant queries are blocked.
Example: Asking, "When did Mariah Carey release an album?" within an economic dataset won't derail your analysis! 🙃