# Tutoring Sessions Record Quality Audit and Numeric Interval Filter

> Tutoring Sessions Record Quality Audit and Numeric Interval Filter is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-26).

Audits data quality and filters rows by numeric interval for tutoring session records containing session_minutes and session_count fields, returning two independent analytical reports.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-education-16-008?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-26
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/tutoring-sessions-record-quality-audit-and-numeric-interval-filter-00f95b61
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_cwZCtpTNycr_XE1MfOMOB

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability tutoring-sessions-record-quality-audit-and-numeric-interval-filter-00f95b61 -d '<json body>'
```

Example prompt: Can you audit the quality of these tutoring session records and also flag any rows where session_minutes falls outside 0 to 100? I have 4 rows: row-1 group-a 2026-10-01 10 min 1 session, row-2 group-b 2026-10-02 20 min 2 sessions, row-3 group-a 2026-10-03 15 min 3 sessions, row-4 group-b 2026-10-04 30 min 4 sessions.

## When to prefer this

Choose this endpoint when you need both a data quality audit and a numeric range filter on tutoring session records (session_minutes or session_count) in a single low-cost call. It is ideal for pre-processing education datasets before reporting, detecting anomalies or missing values in session logs, and filtering records to a valid operational range — all without sending data to an external AI model or live lookup service. Best suited for batches up to 200 rows where offline analytical processing is sufficient.

## Known failure modes

- Empty rows array or missing required fields (row_id, date, course_group) causes validation error
- More than 200 rows submitted exceeds the row limit and will be rejected
- Invalid date format (not YYYY-MM-DD) causes schema rejection
- Minimum value greater than maximum value may produce empty filter results
- Numeric values outside allowed bounds (-1e12 to 1e12) are rejected by schema
- Payment failure via x402 protocol prevents execution

## How this service works

Tutoring sessions — Record quality audit + Numeric interval filter: Record quality audit + Numeric interval filter for supplied tutoring sessions records (session_minutes, session_count). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.

## Output

Two independent analytical reports: (1) a record quality audit identifying missing values, format issues, or anomalies in the supplied tutoring session rows; and (2) a numeric interval filter report listing which rows fall within or outside the specified minimum-maximum range for the chosen field (session_minutes or session_count). Results are derived entirely from the supplied data with no external lookups.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "rows": {
   "type": "array",
   "items": {
    "type": "object",
    "required": [
     "row_id",
     "course_group",
     "date",
     "session_minutes",
     "session_count"
    ],
    "properties": {
     "date": {
      "type": "string",
      "default": "",
      "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      "maxLength": 10
     },
     "row_id": {
      "type": "string",
      "default": "",
      "maxLength": 80,
      "minLength": 1
     },
     "course_group": {
      "type": "string",
      "default": "",
      "maxLength": 80
     },
     "session_count": {
      "type": [
       "number",
       "null"
      ],
      "maximum": 1000000000000,
      "minimum": -1000000000000
     },
     "session_minutes": {
      "type": [
       "number",
       "null"
      ],
      "maximum": 1000000000000,
      "minimum": -1000000000000
     }
    },
    "additionalProperties": false
   },
   "default": [
    {
     "date": "2026-10-01",
     "row_id": "row-1",
     "course_group": "group-a",
     "session_count": 1,
     "session_minutes": 10
    },
    {
     "date": "2026-10-02",
     "row_id": "row-2",
     "course_group": "group-b",
     "session_count": 2,
     "session_minutes": 20
    },
    {
     "date": "2026-10-03",
     "row_id": "row-3",
     "course_group": "group-a",
     "session_count": 3,
     "session_minutes": 15
    },
    {
     "date": "2026-10-04",
     "row_id": "row-4",
     "course_group": "group-b",
     "session_count": 4,
     "session_minutes": 30
    }
   ],
   "maxItems": 200,
   "minItems": 1
  },
  "field": {
   "enum": [
    "session_minutes",
    "session_count"
   ],
   "type": "string",
   "default": "session_minutes"
  },
  "maximum": {
   "type": "number",
   "default": 100,
   "maximum": 1000000000000,
   "minimum": -1000000000000
  },
  "minimum": {
   "type": "number",
   "default": 0,
   "maximum": 1000000000000,
   "minimum": -1000000000000
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/tutoring-sessions-record-quality-audit-and-numeric-interval-filter-00f95b61/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from market.datapackvibe.com](https://www.zero.xyz/host/market.datapackvibe.com/llms.txt)