GREENCALC CALCULATOR

Birthday Paradox Calculator

Calculate any-pair birthday collision probability and the minimum group size for a target, with adjustable uniform bucket count.

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Calculate any-pair birthday collision probability and the minimum group size for a target, with adjustable uniform bucket count.

How to use this tool

  1. Choose the event or model and review the assumptions below.
  2. Enter the labeled inputs. Probability inputs are percentages from 0 to 100, not decimal fractions.
  3. Select Calculate and read the labeled outputs.
  4. Change an input and calculate again; Reset restores the example inputs.

Calculation method

P(at least one shared birthday) = 1 − ∏(1−i/d), for i = 0,…,n−1.

Assumptions and limits

Independent uniform draws into d buckets; leap days and seasonal birthday variation are not modeled. Any-pair collision differs from matching one named birthday.

Worked example

With 23 people and 365 equally likely birthdays, the probability that at least two share a day is about 50.7297%. The minimum group size reaching 50% is therefore 23. There are 253 distinct pairs in that group. This is not the probability that someone matches one specified birthday; that narrower event uses another formula. Bucket count can represent a small uniform identifier space as well as days.

Worked reading and practical questions

Browse Statistics calculators or explore other tools on the GreenCalc homepage.

Frequently asked questions

What does this calculator assume?

Independent uniform draws into d buckets; leap days and seasonal birthday variation are not modeled. Any-pair collision differs from matching one named birthday.

How do I enter and update the inputs?

Use the labeled fields, then select Calculate. Percent fields use 0 to 100. After editing, calculate again; Reset restores the example inputs.

Sources

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