# Thesis Milestones Data Quality Analyzer

> Thesis Milestones Data Quality Analyzer is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-28).

Runs three local analytical reports on thesis milestone records: record quality audit, exact row deduplication, and equal-width histogram — no external lookups or predictions.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-education-21-219?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-28
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/thesis-milestones-data-quality-analyzer-1897a5c5
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_6IeH9z2isUJ6srDtKib27

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 thesis-milestones-data-quality-analyzer-1897a5c5 -d '<json body>'
```

Example prompt: Can you run a full data quality check on these thesis milestone records — audit for quality issues, remove any duplicate rows, and generate an equal-width histogram with 10 bins for the completed_milestones field? I have about 50 rows covering different course groups.

## When to prefer this

Choose this endpoint when you need three simultaneous data quality operations on thesis milestone data (quality audit, deduplication, and histogram) in a single low-cost call. It is ideal for education analytics workflows that need to validate and explore milestone completion and planning data without any external API calls, predictions, or professional assessments. Best for datasets up to 200 rows where local, deterministic computation is sufficient.

## Known failure modes

- More than 200 rows submitted — request rejected, must batch into smaller chunks
- Invalid date format (not YYYY-MM-DD) — schema validation error
- bin count outside 1–30 range — rejected with validation error
- Missing required fields (row_id, course_group, date) — schema error
- Numeric values outside allowed range — rejected by schema validation
- Empty rows array — rejected as minItems is 1

## How this service works

Thesis milestones — Record quality audit + Exact row deduplication + Equal-width histogram: Record quality audit + Exact row deduplication + Equal-width histogram for supplied thesis milestones records (completed_milestones, planned_milestones). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.

## Output

Returns three independent analytical reports: (1) a record quality audit flagging null values, format issues, and anomalies; (2) an exact row deduplication report identifying duplicate rows; and (3) an equal-width histogram over the specified numeric field (completed_milestones or planned_milestones) with the requested number of bins. All computed locally from submitted data, no external data sources used.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "bins": {
   "type": "integer",
   "default": 5,
   "maximum": 30,
   "minimum": 1
  },
  "rows": {
   "type": "array",
   "items": {
    "type": "object",
    "required": [
     "row_id",
     "course_group",
     "date",
     "completed_milestones",
     "planned_milestones"
    ],
    "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
     },
     "planned_milestones": {
      "type": [
       "number",
       "null"
      ],
      "maximum": 1000000000000,
      "minimum": -1000000000000
     },
     "completed_milestones": {
      "type": [
       "number",
       "null"
      ],
      "maximum": 1000000000000,
      "minimum": -1000000000000
     }
    },
    "additionalProperties": false
   },
   "default": [
    {
     "date": "2026-10-01",
     "row_id": "row-1",
     "course_group": "group-a",
     "planned_milestones": 1,
     "completed_milestones": 10
    },
    {
     "date": "2026-10-02",
     "row_id": "row-2",
     "course_group": "group-b",
     "planned_milestones": 2,
     "completed_milestones": 20
    },
    {
     "date": "2026-10-03",
     "row_id": "row-3",
     "course_group": "group-a",
     "planned_milestones": 3,
     "completed_milestones": 15
    },
    {
     "date": "2026-10-04",
     "row_id": "row-4",
     "course_group": "group-b",
     "planned_milestones": 4,
     "completed_milestones": 30
    }
   ],
   "maxItems": 200,
   "minItems": 1
  },
  "field": {
   "enum": [
    "completed_milestones",
    "planned_milestones"
   ],
   "type": "string",
   "default": "completed_milestones"
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/thesis-milestones-data-quality-analyzer-1897a5c5/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)