Advanced Cumulative Distribution Calculator

Analyze distributions with guided inputs and cumulative probabilities. Compare left, right, and interval probabilities easily. View graphs, save reports, and verify distribution behavior confidently.

Calculated Result

Calculator Inputs

The page uses a single main content flow. The calculator fields adjust to three columns on large screens, two on medium screens, and one on mobile.

Discrete ranges are inclusive.
Discrete ranges are inclusive.
Use interval mode for P(a ≤ X ≤ b). For binomial and Poisson distributions, interval boundaries are treated as inclusive integers.

Plotly Graph

Example Data Table

Distribution Parameters Query Approximate Result
Normal μ = 0, σ = 1 P(X ≤ 1) 0.841345
Binomial n = 10, p = 0.50 P(X ≤ 6) 0.828125
Poisson λ = 3 P(X ≤ 2) 0.423190
Exponential λ = 0.40 P(X ≤ 3) 0.698806
Uniform a = 2, b = 8 P(X ≤ 5) 0.500000

Formula Used

1) Normal CDF
F(x) = 0.5 × [1 + erf((x − μ) / (σ√2))]
Point density: f(x) = [1 / (σ√(2π))] × e^(-0.5((x−μ)/σ)^2)

2) Binomial CDF
P(X ≤ k) = Σ [C(n, i) × p^i × (1−p)^(n−i)], for i = 0 to k
Point mass: P(X = k) = C(n, k) × p^k × (1−p)^(n−k)

3) Poisson CDF
P(X ≤ k) = Σ [e^(−λ) × λ^i / i!], for i = 0 to k
Point mass: P(X = k) = e^(−λ) × λ^k / k!

4) Exponential CDF
F(x) = 1 − e^(−λx), for x ≥ 0
Density: f(x) = λe^(−λx), for x ≥ 0

5) Uniform CDF
F(x) = 0 for x < a
F(x) = (x − a) / (b − a) for a ≤ x ≤ b
F(x) = 1 for x > b
Density: f(x) = 1 / (b − a) for a ≤ x ≤ b

Interval Probability
Continuous models use P(a ≤ X ≤ b) = F(b) − F(a).
Discrete models use inclusive bounds: P(a ≤ X ≤ b) = F(b) − F(a−1).

How to Use This Calculator

  1. Select the probability distribution that matches your problem.
  2. Choose left-tail, right-tail, or interval mode.
  3. Enter the required distribution parameters.
  4. Type the target value or interval bounds.
  5. Click Calculate Distribution to show the result above the form.
  6. Review the probability, point mass or density, mean, variance, and graph.
  7. Use the CSV or PDF buttons to export the result summary.

Frequently Asked Questions

1) What does a cumulative distribution tell me?

A cumulative distribution gives the probability that a random variable is less than or equal to a chosen value. It is useful for thresholds, percentiles, tail checks, and interval comparisons.

2) What is the difference between CDF and PDF or PMF?

The CDF accumulates probability up to a point. A PDF is a density for continuous variables, while a PMF gives exact point probabilities for discrete variables like binomial or Poisson counts.

3) When should I use interval mode?

Use interval mode when you need the probability between two bounds, such as exam scores between 60 and 80, or defect counts from 2 through 5.

4) Why are binomial and Poisson inputs treated as integers?

Those distributions model count data. Counts happen in whole numbers, so the calculator rounds down to valid integer boundaries and treats interval endpoints as inclusive.

5) Why does the graph look smooth for some distributions and stepped for others?

Continuous distributions, such as normal and exponential, produce smooth cumulative curves. Discrete distributions, such as binomial and Poisson, jump at integer values because probability accumulates in steps.

6) Can I use this for right-tail probabilities?

Yes. Choose the right-tail option to compute the probability at or above the selected threshold. This is useful in reliability, quality control, and statistical hypothesis work.

7) What export options are included?

After calculation, you can download a CSV summary for spreadsheets or a PDF report for sharing, printing, recordkeeping, and documentation.

8) What input checks matter most?

Keep probabilities between 0 and 1, standard deviation greater than 0, rates positive, and uniform minimum smaller than maximum. For intervals, use a lower bound that does not exceed the upper bound.

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Important Note: All the Calculators listed in this site are for educational purpose only and we do not guarentee the accuracy of results. Please do consult with other sources as well.