Random Number Generator
Generate random numbers with advanced controls including distribution types, uniqueness, precision, and cryptographic randomness. Includes statistical analysis, sensitivity testing, and interactive visualizations.
Key Features
- • Generate random integers and decimal numbers
- • Custom range (min and max values)
- • Multiple distributions (uniform, normal, exponential)
- • Unique number generation (no duplicates)
- • Cryptographic random mode (secure randomness)
- • Seed support for reproducible results
- • Adjustable decimal precision
- • Multiple output formats (list, CSV, JSON, text)
- • Sorting options (ascending, descending)
- • Batch generation (up to large datasets)
- • Statistical analysis (mean, median, std dev)
- • Frequency distribution (histogram)
- • Sensitivity analysis over value ranges
- • Interactive charts (histogram, scatter, line)
- • History tracking with export (CSV, JSON, PDF)
Use Cases
- • Simulations and probabilistic modeling
- • Data science and statistical sampling
- • Game development and randomness testing
- • Cryptography and secure applications
- • Academic experiments and research
How It Works
- • Enter range (minimum and maximum values)
- • Specify quantity and number type (integer/decimal)
- • Choose distribution type and precision
- • Enable optional settings (unique, crypto, seed)
- • Generate numbers and view results
- • Analyze output using charts and statistical tools
Generator Settings
?Enter the minimum value for random numbers.
?Enter the maximum value for random numbers.
?Number of random numbers to generate (1-10000).
?Choose between integers or decimals.
?Decimal places for decimal numbers.
?Select the distribution type.
?Enter a seed for reproducible results.
?Choose how numbers are displayed.
?Sort the generated numbers.