Num Stats
by Duo Data Utilities in Other
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.
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
Reliability
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%2C5Parameters
| Parameter | Type | Required | Description |
|---|---|---|---|
ddof | string | No | Delta degrees of freedom for variance/stdev: 1 (default, sample, n-1) or 0 (population, n). The *_population fields are always population. Default: "1". |
method | string | No | Percentile interpolation (NumPy/R names): linear (default), nearest, lower, higher, midpoint. One of: linear, nearest, lower, higher, midpoint. Default: "linear". |
percentiles | string | No | Comma-separated percentiles 0-100, at most 20. Default 25,50,75. Default: "25,50,75". |
values | string | Yes | Comma-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 --decodeJavaScript: 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)Security scan
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