calqulio.
◎ English · Global

Cumulative Poisson Probability Calculator

Find the probability of at most k events under a Poisson model with a supplied expected count.

Enter your values

Enter a numeric value. Use a non-negative value. Allowed range: 0–100.
Enter a numeric value. Use a whole number. Use a non-negative value. Allowed range: 0–170.

Use a decimal point, without thousands separators.

Example result
Probability of at most k (0–1)
0.42319008
Probability of more than k (0–1)0.57680992

The initial result uses the example values. Enter your own values and calculate again.

Edit inputs

How it works

Use the expected number of events in the same interval you evaluate. With λ = 2 and k = 1, P(X ≤ 1) = e⁻²(1 + 2), about 0.40600585. The model assumes independent occurrences at a constant rate. At λ = 0, zero events have probability one. The second result is strictly more than k events.

Inputs and units
Cumulative Poisson Probability Calculator · Inputs and units
InputExample valueWhat to enter
Expected count λ for the interval3Enter a numeric value. Use a non-negative value. Allowed range: 0–100.
Maximum events k2Enter a numeric value. Use a whole number. Use a non-negative value. Allowed range: 0–170.
P(X ≤ k) = e⁻λ Σᵢ₌₀ᵏ λⁱ/i!; P(X > k) = 1 − P(X ≤ k)

Worked example

Show example inputs and results

This example is generated by the same calculation engine using the starting values in the form. Your own inputs produce your own result.

Expected count λ for the interval
3
Maximum events k
2

Complete example results

Probability of at most k (0–1)
0.42319008
Probability of more than k (0–1)
0.57680992

Reading the result

Check the probability scale, sample size and assumptions stated by the method. A decimal probability of 0.5 represents 50%. Mean and spread inputs must describe the same dataset; the calculation does not validate those estimates.

Questions and answers

Can I use the example values for my own calculation?

The example values illustrate the calculation. Replace every input with your own information, especially dates, rates and the selected operation.

Is an hourly rate enough for a two-hour interval?

Convert it to the expected count for two hours first. Under the constant-rate assumption, an expectation of 3 per hour becomes λ = 6 for two hours. Tiny complementary tails may lose floating-point precision.

Why are some results rounded?

Results display up to 8 decimal places. Calculations use the unrounded values; very small values use scientific notation. JavaScript floating-point arithmetic can introduce tiny rounding differences.

Are my inputs sent to a server?

The calculator processes inputs in your browser. Its code does not send your values to a server.

Method sources: itl.nist.gov

Methods & accuracy

What would you like to calculate?

Browse all calculators