75trust / 100

Num Stats

by Duo Data Utilities in Other

x402 APIPassing, checked 2 h ago

Descriptive statistics for a supplied numeric array in one call: count, sum, mean, median, mode, variance and standard deviation with variance and standard deviation honouring ddof (default 1, the sample form; 0 gives the population form) and always-population *_population fields, min, max, range, the quartiles and interquartile range, skewness, kurtosis, and any requested percentiles. Percentiles use a named interpolation method so the result is reproducible rather than implementation-defined.

GET
https://api.duoleads.com/v1/num/stats
Price
$0.05
per call in USDC
Uptime
100%
last 30 days
Response time
483 ms
753 ms slowest 5%
Last check
Passed
2 h ago, next any minute now

Run a free test callHow to call it

Reliability

All checks passedSome failedAll failedNot checked

Status and outage history · Atom feed

How to call it

GET https://api.duoleads.com/v1/num/stats

Each call costs $0.05 in USDC on Base, paid with the request over x402.

Run a free test callOne unpaid request, the way an agent sends it. You see the payment challenge it gets back. Nothing is charged.

Example request

From the listing.

GET https://api.duoleads.com/v1/num/stats?values=1%2C2%2C3%2C4%2C5

Parameters

ParameterTypeRequiredDescription
ddofstringNoDelta degrees of freedom for variance/stdev: 1 (default, sample, n-1) or 0 (population, n). The *_population fields are always population. Default: "1".
methodstringNoPercentile interpolation (NumPy/R names): linear (default), nearest, lower, higher, midpoint. One of: linear, nearest, lower, higher, midpoint. Default: "linear".
percentilesstringNoComma-separated percentiles 0-100, at most 20. Default 25,50,75. Default: "25,50,75".
valuesstringYesComma-separated finite numbers, at most 500 values.

Example response

The provider's example. We can't check it without paying.

Example response, 39 lines
{
  "data": {
    "ddof": 1,
    "iqr": 2,
    "kurtosis_excess": -1.1999999999999993,
    "max": 5,
    "mean": 3,
    "median": 3,
    "method": "linear",
    "min": 1,
    "mode": null,
    "n": 5,
    "outliers_tukey": [],
    "percentiles": {
      "25": 2,
      "50": 3,
      "75": 4
    },
    "q1": 2,
    "q3": 4,
    "range": 4,
    "skewness": 0,
    "stdev": 1.5811388300841898,
    "stdev_population": 1.4142135623730951,
    "sum": 15,
    "variance": 2.5,
    "variance_population": 2
  },
  "meta": {
    "computed_at": "2026-09-28T12:00:00.000Z",
    "deterministic": true,
    "disclaimer": "Factual output of a deterministic computation over public data. Provided as is, with no warranty of accuracy, completeness or availability. Not investment, financial, legal, tax, medical or any other professional advice, and not a recommendation. Verify before relying on it. Terms: https://api.duoleads.com/terms",
    "price_usd": "0.05",
    "request_id": "01K6B7Q4ZC8H3F2M9WXR5TYN0D"
  },
  "ok": true,
  "route": "/v1/num/stats",
  "version": "1.0.0"
}

Call it from code

The curl command shows the payment challenge. The JavaScript and Python versions pay and call, and never pay more than $0.05.

curl: see the payment challenge
# bash or zsh: see the payment challenge. Nothing is charged.
curl -sS -g -i 'https://api.duoleads.com/v1/num/stats?values=1%2C2%2C3%2C4%2C5'

# x402 v2 sends the challenge base64-encoded in the PAYMENT-REQUIRED header (v1 sends it in the body).
# To read the header:
curl -sS -g -o /dev/null -D - 'https://api.duoleads.com/v1/num/stats?values=1%2C2%2C3%2C4%2C5' \
  | grep -i '^payment-required:' | cut -d' ' -f2 | tr -d '\r' | base64 --decode
JavaScript: pay and call
// npm i @x402/fetch @x402/evm viem
import { wrapFetchWithPayment, x402Client } from "@x402/fetch";
import { registerExactEvmScheme } from "@x402/evm/exact/client";
import { privateKeyToAccount } from "viem/accounts";

// Pays at most $0.05 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.05" });
registerExactEvmScheme(client, { signer: privateKeyToAccount(process.env.EVM_PRIVATE_KEY) });
const pay = wrapFetchWithPayment(fetch, client);

// Not sure it's safe to pay? ToolVet checks it first for $0.005. Pay for that from a separate
// client: this one is capped at $0.05 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fapi.duoleads.com%2Fv1%2Fnum%2Fstats
const res = await pay("https://api.duoleads.com/v1/num/stats?values=1%2C2%2C3%2C4%2C5");
console.log(res.status, await res.text());
Python: pay and call
# pip install "x402[requests,evm]"
import os
from eth_account import Account
from x402 import x402ClientSync
from x402.http.clients import x402_requests
from x402.mechanisms.evm import EthAccountSigner
from x402.mechanisms.evm.exact.register import register_exact_evm_client

# Pays at most $0.05 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.05"})
register_exact_evm_client(client, EthAccountSigner(Account.from_key(os.environ["EVM_PRIVATE_KEY"])))

with x402_requests(client) as session:
    res = session.get("https://api.duoleads.com/v1/num/stats?values=1%2C2%2C3%2C4%2C5")
    print(res.status_code, res.text)

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