🎓 Lite Version: This is a simplified demo with basic features. Full version with advanced statistical tests, multiple visualizations, PDF reports, and more available for research collaboration.
⚙️ Configuration
Starting point for random sequence (same seed = same numbers)
🎲 Generate Numbers
Generate between 1 and 50,000 numbers (use 10,000+ for good statistics)
Numbers will appear here after generation.
📊 Basic Statistics
Count
0
Mean
-
Std Dev
-
Min / Max
- / -
📈 Distribution Histogram
Shows how numbers are distributed. Bars should be roughly equal height for good uniformity.
🪙 Coin Flip Demo
Test randomness by flipping virtual coins
Heads
0
0%
Tails
0
0%
⚠️ Important: This generator is NOT intended for cryptographic use. Do not use for passwords, encryption, security tokens, or any security-critical applications.