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Numora Hypothesis Testing
x402
Numora Hypothesis Testing is a paid API for AI agents from numormo.vercel.app, paid per call via x402, $0.1/call, status unknown (last checked 2026-09-14).
Performs statistical hypothesis tests on numeric data arrays, returning test statistics, p-values, and conclusions
Price / call$0.1
Success—
StatusUnknown
How this service works
100 pure math computation endpoints for AI agents. Statistics, financial math, linear algebra, equation solving, calculus, number theory, sequence generation, and unit conversions. Zero external dependencies. x402 micropayments on Base.
Output
Returns a JSON object with success=true, a result object containing the test statistic, p-value, whether the null hypothesis is rejected, and degrees of freedom or other relevant statistical measures, plus a human-readable 'computation' string describing what was computed and what it means.
Example use cases
A/B test significance check
“I ran an experiment and got these conversion counts: [42, 37, 45, 39, 41, 38, 44]. Can you test whether the mean is significantly different from the expected baseline of 40, using alpha = 0.05?”
Quality control mean deviation
“These are the weights in grams of sampled products from our factory today: [499.8, 500.3, 499.5, 500.1, 498.9, 500.7]. Test whether the process mean has drifted from the target of 500g at the 0.01 significance level.”
Clinical trial outcome testing
“Here are the pain reduction scores from our trial participants: [3.2, 4.1, 3.8, 5.0, 4.4, 3.6, 4.7]. Test if the average reduction is significantly greater than 3.5 using a 0.05 significance threshold.”
Technical details
Endpoint
POSThttps://numormo.vercel.app/api/statistics/hypothesisWhen to prefer
Choose this endpoint when you need serverless, dependency-free statistical hypothesis testing without spinning up a Python/R environment. Ideal for agents that need quick, pure-math significance testing on numeric arrays with micropayment billing. Best for one-sample tests against a known population parameter; if you need two-sample tests or ANOVA, check other Numora endpoints.
Side effects
- Empty or missing data array returns validation error
- Data array with fewer than 2 elements may cause test to fail
- Invalid params object (non-numeric mu or alpha outside 0-1) returns error
- Alpha not specified defaults to 0.05 or may cause unexpected behavior
- Non-numeric values in data array cause computation failure
- Payment failure via x402 returns 402 status before computation begins
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| datarequired | array | |
| params | object | Test parameters (mu, alpha, etc.) |
Output
Schema · Response
| Field | Type | Description |
|---|---|---|
| resultrequired | object | Computation result varies by endpoint |
| successrequired | boolean | Always true on success |
| computationrequired | string | Human-readable description of what was computed |
Tags
x402
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