Load Data Source

Browse File (CSV/XLSX) OR

Sample Data URLs

https://bangladiseasesymtomsampledataset.tiiny.site/bangal-disease-dataset.xlsx
https://data.mendeley.com/public-files/datasets/rjgjh8hgrt/files/76a0863f-e65c-49a9-be8b-69ebeff528e7/file_downloaded

Instructions

1. Download a compatible dataset and use Browse for local privacy.
2. Paste URL directly to fetch if the source supports CORS.
3. Ensure the first column is the Condition and subsequent columns are binary (1/0) indicators.

Health Analysis Report

Universal Health Predictor | Data-Driven Probabilistic Insights

Date:

Patient:

Input Parameters

Universal Health Predictor

About This App

Universal Health Predictor is a client-side statistical decision-support tool. It enables users to perform transparent, deterministic condition matching using their own structured datasets. The application does not contain built-in medical knowledge and does not use artificial intelligence or machine learning.

Algorithm & Model

This app implements a frequency-based statistical weighting model. For each selected indicator, the system calculates its frequency within each condition, then computes a normalized mean score. All computations are deterministic and fully explainable. No predictive, AI, or ML methods are used.

Regulatory & Professional Statement

This application is intended for use with hospital-supplied, high-quality datasets. It is strictly a statistical pattern-matching tool and does not provide diagnostic, predictive, or clinical decision-making capabilities. All results are based solely on user-provided data and statistical calculations.

Data Structure Example

Condition	Fever	Cough	Unicode_नाम	...
A (फ्लू)	1	0	1	...
B (Cold)	0	1	0	...

MIT License | Open-Source Core

Developed by Saurabh Gayali