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Free seeded random number generator for simulations and statistics workflows. Generate repeatable pseudo-random values in custom ranges with quick summary metrics.
Last updated: April 20, 2026
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Min generated
2.6382
Mean generated
47.1468
Max generated
91.0929
Generated values
3.0199, 2.6382, 54.7724, 63.8555, 91.0929, 12.1337, 50.0931, 55.2865, 60.0139, 78.5616
Interpretation
Generated 10 pseudo-random values in range [1, 100] using seed 12345.
Method note:
Uses a deterministic linear congruential generator, so the same seed and settings always reproduce the same sequence.
Method
Linear congruential generator
Range mapping
min + u x (max - min)
Outputs
Min, mean, max
Range 1 to 100, count 10, seed 12345
Min
2.64
Mean
47.15
Max
91.09
This calculator uses a seed-based pseudo-random algorithm to produce repeatable values. A uniform unit interval output is transformed into your selected range, allowing reproducible sampling and simulation exercises.
state = (a x state + c) mod mu = state / mvalue = min + u x (max - min)Same seed and parameters reproduce identical sequences by design.
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Suggested hashtags: #RandomNumbers #Statistics #Simulation #DataScience #Calculator