Rain Probability Calculator — Stated Probability Models
Combine entered rain probabilities with explicit dependence assumptions, or explore the confidence-times-coverage model. No live forecast is generated.
Work with rain probabilities that you already have, rather than generate a weather forecast. For several periods, the calculator shows what can be concluded without knowing their dependence. You can explicitly choose an independence model, or explore the educational confidence-times-coverage calculation.
How to use this tool
- Choose the periods model or the confidence-times-coverage example.
- For periods, enter percentages for the same location and distinct time intervals.
- Leave dependence unknown unless an independence assumption is justified.
- Read the assumptions with the result; use a forecast provider for actual weather.
Formula
Bounds: max(pᵢ) ≤ P(any) ≤ min(1, Σpᵢ). Under mutual independence: P(any) = 1 − ∏(1 − pᵢ).
Probabilities pᵢ are fractions in these formulas. Confidence C times conditional coverage A gives C×A under the stated representative-point model. Expected wet-period count is Σpᵢ and does not require independence.
Example
Two periods with 40% and 30% probabilities have a combined chance somewhere from 40% to 70% without dependence information. If they are independent, the dry chance is 0.6 × 0.7 = 0.42, so the chance of at least one wet period is 58%.
Frequently asked questions
Does 40% mean rain for 40% of the day?
No. NWS PoP refers to measurable precipitation at a given point during the specified period. Its stated threshold is 0.01 inch, equal to 0.254 mm of liquid or liquid-equivalent precipitation.
Can I multiply consecutive hourly forecasts?
Only as an explicit hypothetical independence model. Nearby hours often share weather systems. The marginal percentages alone do not determine the true combined probability.
Does this predict how much rain will fall?
No. Probability and rainfall depth are different quantities. The confidence and coverage inputs are assumptions supplied by you; this page does not estimate them from clouds, temperature or radar.
Sources
Last updated: 2026-10-30