Default mode uses the Web Crypto API (crypto.getRandomValues) with rejection sampling for unbiased integers when available. Toggle off for Math.random(). Not a certified lottery or hardware RNG—use audited services for regulated draws. For passwords and API keys, use the dedicated Password and API Key generators.

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Random Number Generator

Set a min/max range, pick integers or decimals, roll dice, flip coins, or pick from a list—cryptographically strong when your browser supports Web Crypto.

Example: 5 unique picks from 1–49

Lottery-style draw (no duplicates): 7, 15, 23, 38, 44 — illustrative sample. Live runs use your browser's crypto.getRandomValues() with rejection sampling when available.

Set range, quantity, integer or decimal mode, then generate in the tool below. For secure tokens or UUIDs, use the Random String Generator or UUID Generator.

Need secure tokens or UUIDs instead of numbers?

Random String →UUID Generator →
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Web Crypto unavailable; falling back to Math.random().

Informal raffles and games only. Not a certified lottery service or substitute for hardware RNG / audited drawings. Passwords and API secrets: use Password Generator or API Key Generator.

By Muhammad Abdullah Rauf · Founder, EverydayTools.proUpdated 2026-07-10· Reviewed by EverydayTools Editorial Team

How does a random number generator work?

A random number generator (RNG) produces numbers with no predictable pattern. This tool uses the Web Crypto API (crypto.getRandomValues) with rejection sampling when available, or Math.random() as a fallback—supporting integers, decimals, dice, coin flips, and list picks in your browser.

Random number generators fall into two broad categories:

**Pseudorandom number generators (PRNG)**: Use a deterministic algorithm with a seed value. Given the same seed, they produce the same sequence — not truly random, but statistically unpredictable for practical purposes. JavaScript's Math.random() is a PRNG.

**Cryptographically secure PRNGs (CSPRNG)**: Use additional entropy sources (hardware events, system entropy) to ensure outputs cannot be predicted even with knowledge of the algorithm. The Web Crypto API's crypto.getRandomValues() is cryptographically secure and available in all modern browsers.

This tool defaults to Web Crypto with rejection sampling so every integer in your range has equal probability (avoiding naive modulo bias). You can switch to Math.random() for speed in non-sensitive simulations.

This tool generates:

  • **Integers**: Whole numbers within a custom min/max range
  • **Decimals**: Floating-point numbers with configurable precision
  • **Multiple values**: Sets of random numbers from a single click
  • **Unique sets**: When duplicates are disabled, numbers are drawn without replacement (like lottery draws)
  • **Dice, coin, and list picker** modes for common casual uses

Quick answers

Concise answers for common searches — definitions, steps, and comparisons.

What does the random number generator do?

Generates random integers or decimals within a custom min/max range using Web Crypto when available. Supports unique sets, dice, coin flips, and list picks — all in your browser.

Is the random number generator private?

Yes — numbers are generated locally in your browser. Range settings and results are not uploaded to EverydayTools servers.

How to use Generate random numbers, dice rolls, and list picks locally

  1. Set min and max values

    Enter the lower and upper bounds of your range. The range can include negative numbers (e.g., min: -100, max: 100). For a standard 1–100 range, enter 1 and 100—or tap a preset.

  2. Set the quantity

    Choose how many random numbers to generate. If duplicates are disabled, the count cannot exceed the range size (max − min + 1) — the tool will show a warning if you request more than is possible.

  3. Choose integer or decimal

    Integer mode generates whole numbers. Decimal mode generates floating-point numbers — set the number of decimal places (0–10) for the precision you need.

  4. Click Generate

    Numbers appear as chips. Copy, copy as lines, download CSV, or share a settings link. Use Dice, Coin, or List picker tabs for those workflows.

Who uses Generate random numbers, dice rolls, and list picks locally?

Common real-world scenarios where this tool saves time.

Software testing and QA

Generate random integers for test data, boundary value analysis, fuzz testing inputs, or populating seed data in development databases.

Games and simulations

Roll NdM dice, flip coins, draw random cards, or generate simulation parameters without writing code.

Random selection and sampling

Pick a random winner from numbered entries (1–N), use the list picker for names, or sample a subset from a numbered list.

Statistics and probability education

Demonstrate probability concepts by generating large samples — count occurrences of each value and observe how distributions converge with larger N.

Informal raffles (not certified)

Office draws and classroom picks are fine. For regulated lotteries or prize draws with financial stakes, use a certified / notarized randomness service.

Workflow guides

Step-by-step chains that connect related tools for common tasks.

Random test data generation

Use random numbers to populate test inputs for software testing.

  1. Set the range to match the valid input boundaries of the field under test.
  2. Generate 10–20 values and use them as test inputs to check for edge-case handling.
  3. Generate values at boundaries (min, max) explicitly — these are the most likely to expose bugs.
  4. For random strings or IDs, use the UUID Generator to generate unique string identifiers.

Random raffle draw

Pick a winner from numbered entries without bias.

  1. Number your entries from 1 to N (e.g., 1–200 for 200 participants).
  2. Set min: 1, max: 200, quantity: 1, duplicates: off — or paste names into List picker.
  3. Click Generate — the result is the winning entry number or name.
  4. For multiple prizes, set quantity to the number of prizes with duplicates disabled.

Generate random numbers, dice rolls, and list picks locally examples

Generate 5 lottery picks (1–49, no duplicates)

Input

Min: 1 · Max: 49 · Quantity: 5 · Duplicates: off

Output

e.g. 7, 15, 23, 38, 44

With duplicates disabled, each number is drawn once — like balls in a lottery drum. The count (5) must be ≤ range size (49), which it is.

Generate random decimal for probability simulation

Input

Min: 0 · Max: 1 · Quantity: 1 · Decimal: 4 places

Output

e.g. 0.7341

A uniform random float between 0 and 1 is the foundation of most probability simulations — compare against a threshold (e.g., 0.7 = 70% probability event).

Reference tables

Math.random() vs crypto.getRandomValues()

The two main random number APIs in browsers — choosing the right one for your use case.

FeatureMath.random()crypto.getRandomValues()
TypePRNG (pseudorandom)CSPRNG (cryptographically secure)
SpeedVery fastSlightly slower
PredictabilityStatistically unpredictableCryptographically unpredictable
Use caseGames, simulations, testingTokens, secure draws, security-sensitive picks
Browser supportAll browsersAll modern browsers
Suitable for securityNoYes (for most applications)

This tool defaults to crypto.getRandomValues() with an optional Math.random() fallback. Use Password / API Key generators for production secrets.

Random number use cases by requirement

Which randomness approach matches different needs.

Use caseSecurity requirementRecommended approach
Dice roll / gameLowWeb Crypto or Math.random() ✓
Test data generationLowWeb Crypto or Math.random() ✓
Random survey sampleLow–MediumWeb Crypto ✓
Temporary password / tokenHighPassword / API Key generators
Cryptographic key materialVery highDedicated crypto library / HSM
Regulated lottery / gamblingCertifiedHardware RNG + audit

Never use browser Math.random() alone for security credentials.

Frequently Asked Questions

How are the random numbers generated?

By default the tool uses crypto.getRandomValues() (Web Crypto CSPRNG) with rejection sampling so integers in your range are unbiased. You can turn off “Prefer Web Crypto” to use Math.random() instead. Neither replaces certified hardware RNG for regulated gambling.

Can I generate unique (non-repeating) random numbers?

Yes — disable the 'Allow duplicates' option. The tool then draws numbers without replacement, like a lottery draw. The count you request cannot exceed the number of unique values in the range (max − min + 1). For example, generating 10 unique numbers from the range 1–5 is impossible and will produce a warning.

What is the largest range I can use?

The tool supports any range where min and max are valid JavaScript numbers (up to ±2^53 − 1, or approximately ±9 quadrillion). Practically, ranges of millions to billions work fine for generating integers or decimals.

Can I generate negative random numbers?

Yes. Set a negative minimum value, such as min: −100 and max: 100. The generator will produce numbers anywhere in that range, including negative values.

What is the difference between a random number generator and a UUID generator?

A random number generator produces numbers within a specified numeric range (e.g., 1–100). A UUID generator produces 128-bit universally unique identifiers in hex format (e.g., 550e8400-e29b-41d4-a716-446655440000), designed for use as database keys, session IDs, and distributed system identifiers — not numeric values.

Can I use these numbers for a lottery or raffle?

For informal raffles or office draws, yes — the unpredictability is sufficient. For regulated lotteries, legal gambling, or prize draws with financial stakes, use certified random number hardware or a notarized randomness service, as these require verifiable and auditable randomness.

What does 'decimal precision' mean in the settings?

Decimal mode generates floating-point numbers. Precision sets how many decimal places appear in the result: 1 decimal = X.X, 2 decimals = X.XX, 3 = X.XXX, etc. For example, a range 0–1 with precision 4 might generate 0.7423.

Is this tool private?

Yes — all random number generation runs locally in your browser. The range, quantity, and generated values are not sent to EverydayTools servers. History stays in localStorage on your device.

Privacy, accuracy, and trust

Privacy

All random number generation runs in your browser. Range inputs and generated values are not sent to EverydayTools servers. Optional history uses localStorage only.

Not suitable as a certified lottery service or sole source for cryptographic key material. For passwords and API keys use dedicated generators. Regulated gambling requires audited RNG.

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Reviewed by EverydayTools Editorial Team on 2026-07-10.

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