75trust / 100
Datasets Join Loss
by Dataset Join Loss Preview in Other
x402 APIPassing, checked 10 h ago
Measure join multiplication and unmatched records without returning joined cells. Declared keys only.
POST https://www.mahastrategies.com/api/v1/compute/datasets/join-loss
Last 30 days
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Status and outage history · Atom feed
- Uptime
- 100%
- Response time
- 180 ms typical, 180 ms slowest 5%
- Last check
- 10 h ago
- Next check
- any minute now
How to call it
POST https://www.mahastrategies.com/api/v1/compute/datasets/join-loss
Each call costs $0.035019 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.
POST https://www.mahastrategies.com/api/v1/compute/datasets/join-loss
content-type: application/json
{
"dataClass": "synthetic",
"keyFields": [
"id"
],
"left": [
{
"id": 1
}
],
"right": [
{
"id": 1
},
{
"id": 2
}
]
}Parameters
| Parameter | Type | Required | Description |
|---|---|---|---|
dataClass | string | Yes | One of: synthetic, public. |
keyFields | array | Yes | |
left | array | Yes | |
right | array | Yes |
Example response
The provider's example. We can't check it without paying.
Example response, 29 lines
{
"data": {
"inputHash": "sha256:0406800743088fc2eff300bcdf4aae069fdc1e46c55b7fe0ac39f718c…",
"limitations": [
"Schema and integrity checks do not certify scientific truth, com…"
],
"productId": "dataset-join-loss-preview",
"receiptDigest": "sha256:c00ba39b180a03db122dbb680c1e2487a480d9584f568a1601d2d0729…",
"result": {
"fullOuterJoinRows": 2,
"innerJoinRows": 1,
"joinedCellsReturned": false,
"leftJoinRows": 1,
"leftRows": 1,
"manyToManyKeys": 0,
"nullOrMissingKeysMatch": false,
"rightRows": 2,
"typeCoercionPerformed": false,
"unmatchedLeftRows": 0,
"unmatchedRightRows": 1
},
"resultHash": "sha256:863d6e261095b15694fa0a0cfd98c5d40f2acf15d1f992f5389fbdf04…",
"version": "maha-workflow/1.0.0"
},
"proof": {
"settlement_id": "0x00000000000000000000000000000000000000000000000000000000000000…"
},
"success": true
}Call it from code
The curl command shows the payment challenge. The JavaScript and Python versions pay and call, and never pay more than $0.035019.
curl: see the payment challenge
# bash or zsh: see the payment challenge. Nothing is charged.
curl -sS -g -i -X POST 'https://www.mahastrategies.com/api/v1/compute/datasets/join-loss' \
-H 'content-type: application/json' \
--data-raw '{"dataClass":"synthetic","keyFields":["id"],"left":[{"id":1}],"right":[{"id":1},{"id":2}]}'
# 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 - -X POST 'https://www.mahastrategies.com/api/v1/compute/datasets/join-loss' \
-H 'content-type: application/json' \
--data-raw '{"dataClass":"synthetic","keyFields":["id"],"left":[{"id":1}],"right":[{"id":1},{"id":2}]}' \
| 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 $0.035019 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.035019" });
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 $0.035019 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fwww.mahastrategies.com%2Fapi%2Fv1%2Fcompute%2Fdatasets%2Fjoin-loss&method=POST
const res = await pay("https://www.mahastrategies.com/api/v1/compute/datasets/join-loss", {
method: "POST",
headers: { "content-type": "application/json" },
body: JSON.stringify({
"dataClass": "synthetic",
"keyFields": [
"id"
],
"left": [
{
"id": 1
}
],
"right": [
{
"id": 1
},
{
"id": 2
}
]
}),
});
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 $0.035019 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.035019"})
register_exact_evm_client(client, EthAccountSigner(Account.from_key(os.environ["EVM_PRIVATE_KEY"])))
with x402_requests(client) as session:
res = session.post(
"https://www.mahastrategies.com/api/v1/compute/datasets/join-loss",
json={
"dataClass": "synthetic",
"keyFields": [
"id",
],
"left": [
{
"id": 1,
},
],
"right": [
{
"id": 1,
},
{
"id": 2,
},
],
},
)
print(res.status_code, res.text)Security scan
- No findings. We scan names, descriptions and tool definitions for hidden instructions and other prompt-injection patterns.
Recent checks
| When | Result | HTTP | Time | Price |
|---|---|---|---|---|
| 10 h ago | Passed | 402 | 180 ms | $0.035 |