Anomaly detection on a time series: score recent periods against history with BigQuery…
Anomaly detection on a time series: score recent periods against history with BigQuery AI.DETECT_ANOMALIES (TimesFM). Give one table and its latest periods are scored against its own history, or a history and a target table. Returns every checked row with bou…
by hubvibe-io.com · discovered, not yet claimed by its owner · updated 2026-10-01
Mirrored from Coinbase's public x402 Bazaar. The description is the provider's own text and has not been reviewed here; the payment requirements are copied as published.
What it does
Anomaly detection on a time series: score recent periods against history with BigQuery AI.DETECT_ANOMALIES (TimesFM). Give one table and its latest periods are scored against its own history, or a history and a target table. Returns every checked row with bounds, anomaly flag and probability, plus the anomaly count. Input: history_table, target_table, timestamp_col, data_col; optional target_last, threshold, id_cols.
Tags: anomaly-detection · outliers · time-series · monitoring · timesfm · bazaar
Call contract
- Method
- POST
- Input
- json
- Output
- json
- Last paid call
- 2026-10-01
{
"data_col": "confirmed_cases",
"history_table": "bigquery-public-data.covid19_nyt.us_states",
"id_cols": [
"state_name"
],
"target_table": "bigquery-public-data.covid19_nyt.us_states",
"timestamp_col": "date"
}{
"attribution": [
{
"text": "Translated by Google",
"url": "https://translate.google.com"
}
],
"price_usd": 10,
"provenance": {
"attempts": 1,
"elapsed_ms": 340,
"providers_used": [
"coinbase-advanced-trade-public"
],
"steps": [
{
"ms": 312,
"ok": true,
"provider": "coinbase-advanced-trade-public",
"reason": "provider_timeout",
"step": "quote"
}
]
},
"receipt_id": "rcpt_9f1c2b3a4d5e6f70",
"receipt_url": "/work/receipts/rcpt_9f1c2b3a4d5e6f70",
"result": {
"anomaly_count": 2,
"anomaly_prob_threshold": 0.95,
"columns": [
"state_name",
"date",
"confirmed_cases",
"is_anomaly",
"lower_bound",
"upper_bound",
"anomaly_probability"
],
"data_col": "confirmed_cases",
"gib_processed": 0.012,
"history_table": "bigquery-public-data.covid19_nyt.us_states",
"mode": "split_by_time",
"row_count": 10,
"rows": [
{
"anomaly_probability": "0.12",
"confirmed_cases": "8631000",
"date": "2023-03-20",
"is_anomaly": "false",
"state_name": "Texas"
}
],
"target_periods": 30,
"target_table": "bigquery-public-data.covid19_nyt.us_states",
"timestamp_col": "date"
},
"status": "ok",
"worker": "data.anomalies"
}Use with an agent
- Discover. Agents find this listing with
GET https://bazaar.saylorinnovations.com/discovery/search?query=…, the MCP toolsearch_resources, or/discovery/resources. - Inspect. Fetch
/resources/32922.jsonfor the price and payment options. - Pay. Call
GET https://hubvibe-io.com/work/data/anomalies. The provider answers402with its payment requirements. An x402 client signs one of the options below and retries withPAYMENT-SIGNATURE. - Execute. The provider returns
200with the data. Agent Bazaar is not in the request path and never sees your payment.
For humans
You don't need an account or an API key; you need a wallet holding a small amount of USDC on Base, Solana, and an x402-capable client (see the examples below). Call the endpoint unpaid first to see exactly what it asks for.
Pricing & payment
- Price
- $10 / request
- Protocol
- x402 v2
- Auth
- No account or API key. Pay per request.
- Networks
- Base, Solana
- Demand
- 3 calls · 1 unique payers in 30d (public x402 Bazaar data)
x402 payment requirements
| Scheme | Network | Asset | Amount | Pay to | Timeout |
|---|---|---|---|---|---|
| exact | Base eip155:8453 | USDC | $10 | 0x837C40E2B4e976f43Ffb4451eE281A00fA9477dd | 300s |
| exact | Solana solana:5eykt4UsFv8P8NJdTREpY1vzqKqZKvdp | USDC | $10 | J1K4mdbvXEbJLRKpgxFcA7s66LWMCYHu71ye6Hz2icSh | 300s |
accepts[] (raw JSON)
[
{
"scheme": "exact",
"network": "eip155:8453",
"payTo": "0x837C40E2B4e976f43Ffb4451eE281A00fA9477dd",
"asset": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913",
"amount": "10000000",
"amountUsd": 10,
"maxTimeoutSeconds": 300
},
{
"scheme": "exact",
"network": "solana:5eykt4UsFv8P8NJdTREpY1vzqKqZKvdp",
"payTo": "J1K4mdbvXEbJLRKpgxFcA7s66LWMCYHu71ye6Hz2icSh",
"asset": "EPjFWdd5AufqSSqeM2qN1xzybapC8G4wEGGkZwyTDt1v",
"amount": "10000000",
"amountUsd": 10,
"maxTimeoutSeconds": 300
}
]Schemas
Output schema (JSON Schema)
{
"properties": {
"example": {
"type": "object"
},
"type": {
"type": "string"
}
},
"required": [
"type"
],
"type": "object"
}Example shape — generated from the schema, not a captured live response
{
"example": {},
"type": "string"
}Examples
curl "https://hubvibe-io.com/work/data/anomalies"
# -> 402 Payment Required, accepts[] lists how to pay
# retry with a PAYMENT-SIGNATURE (or PAYMENT header) once paidconst res = await fetch("https://hubvibe-io.com/work/data/anomalies");
if (res.status === 402) {
const { accepts } = await res.json();
// pay one of accepts[] via an x402 client, then retry with the payment header
}import httpx
res = httpx.get("https://hubvibe-io.com/work/data/anomalies")
if res.status_code == 402:
accepts = res.json()["accepts"]
# pay one of accepts[] via an x402 client, then retry with the payment headerDetails
- Provider
- hubvibe-io.com
- Endpoint
- https://hubvibe-io.com/work/data/anomalies
- Machine-readable
/resources/32922.json