Api Endpoint

modell.halowerk.com

Compares two submitted sample sets feature by feature and returns deterministic drift metrics. Continuous features are binned on the combined value range and receive PSI, Jensen-Shannon divergence and a Kolmogorov-Smirnov statistic; categorical features receive PSI and Jensen-Shannon divergence over exact category labels. The response names every feature, its sample counts, the metric values, the threshold used, and the reason a feature was flagged.

Open interactive test console

Offering

Provider
modell.halowerk.com
Method
POST
Offering type
Api Endpoint
Transport type
http
Category
Data
Delivery
Not provided
Pricing model
Not provided
x402 version
2

Endpoint context

URL
https://modell.halowerk.com/v1/drift-check
MIME type
application/json
First seen
2026-10-16T01:51:51.176Z
Last seen
Tags
None supplied

Payment pricing

x402 payment terms are the authoritative price for calling this endpoint.

Payment option 1
0.003 USDC
Atomic price: 3000 · Network: eip155:8453 · Asset: USDC · Scheme: exact
Raw x402 terms
[
  {
    "scheme": "exact",
    "network": "eip155:8453",
    "asset": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913",
    "amount": "3000",
    "payTo": "0x2880EdfFF13100677Bf97A3CBdF3Bc34771C4E5E"
  }
]

Observed health

Status
Healthy
Latest latency
318 ms
Average latency
458 ms
HTTP status
204
Last checked
Reachability
100% over 8 checks

Latency is measured to the first response headers. A reachable result does not verify response accuracy or merchant identity.

Input schema

{
  "type": "object",
  "properties": {
    "type": {
      "type": "string",
      "const": "http"
    },
    "method": {
      "type": "string",
      "enum": [
        "POST",
        "PUT",
        "PATCH"
      ]
    },
    "bodyType": {
      "type": "string",
      "enum": [
        "json",
        "form-data",
        "text"
      ]
    },
    "body": {
      "type": "object",
      "required": [
        "reference_samples",
        "current_samples"
      ],
      "additionalProperties": false,
      "properties": {
        "reference_samples": {
          "type": "object",
          "minProperties": 1,
          "maxProperties": 50,
          "description": "Baseline samples keyed by feature name. Each value is an array of finite numbers for continuous features or scalar category labels for categorical features.",
          "additionalProperties": {
            "type": "array",
            "minItems": 2,
            "maxItems": 10000,
            "items": {
              "type": [
                "number",
                "string",
                "boolean"
              ]
            }
          }
        },
        "current_samples": {
          "type": "object",
          "minProperties": 1,
          "maxProperties": 50,
          "description": "Current samples keyed by the same feature names as reference_samples.",
          "additionalProperties": {
            "type": "array",
            "minItems": 2,
            "maxItems": 10000,
            "items": {
              "type": [
                "number",
                "string",
                "boolean"
              ]
            }
          }
        },
        "threshold": {
          "type": "number",
          "minimum": 0.01,
          "maximum": 1,
          "default": 0.2,
          "description": "Drift threshold applied to PSI for the final feature flag."
        },
        "bins": {
          "type": "integer",
          "minimum": 2,
          "maximum": 50,
          "default": 10,
          "description": "Number of equal-width bins for continuous features."
        },
        "feature_types": {
          "type": "object",
          "maxProperties": 50,
          "description": "Optional explicit feature types keyed by feature name.",
          "additionalProperties": {
            "type": "string",
            "enum": [
              "continuous",
              "categorical"
            ]
          }
        }
      }
    }
  },
  "required": [
    "type",
    "method",
    "bodyType",
    "body"
  ],
  "additionalProperties": false
}

Output schema

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "input": {
      "additionalProperties": false,
      "properties": {
        "body": {
          "additionalProperties": false,
          "properties": {
            "bins": {
              "default": 10,
              "description": "Number of equal-width bins for continuous features.",
              "maximum": 50,
              "minimum": 2,
              "type": "integer"
            },
            "current_samples": {
              "additionalProperties": {
                "items": {
                  "type": [
                    "number",
                    "string",
                    "boolean"
                  ]
                },
                "maxItems": 10000,
                "minItems": 2,
                "type": "array"
              },
              "description": "Current samples keyed by the same feature names as reference_samples.",
              "maxProperties": 50,
              "minProperties": 1,
              "type": "object"
            },
            "feature_types": {
              "additionalProperties": {
                "enum": [
                  "continuous",
                  "categorical"
                ],
                "type": "string"
              },
              "description": "Optional explicit feature types keyed by feature name.",
              "maxProperties": 50,
              "type": "object"
            },
            "reference_samples": {
              "additionalProperties": {
                "items": {
                  "type": [
                    "number",
                    "string",
                    "boolean"
                  ]
                },
                "maxItems": 10000,
                "minItems": 2,
                "type": "array"
              },
              "description": "Baseline samples keyed by feature name. Each value is an array of finite numbers for continuous features or scalar category labels for categorical features.",
              "maxProperties": 50,
              "minProperties": 1,
              "type": "object"
            },
            "threshold": {
              "default": 0.2,
              "description": "Drift threshold applied to PSI for the final feature flag.",
              "maximum": 1,
              "minimum": 0.01,
              "type": "number"
            }
          },
          "required": [
            "reference_samples",
            "current_samples"
          ],
          "type": "object"
        },
        "bodyType": {
          "enum": [
            "json",
            "form-data",
            "text"
          ],
          "type": "string"
        },
        "method": {
          "enum": [
            "POST",
            "PUT",
            "PATCH"
          ],
          "type": "string"
        },
        "type": {
          "const": "http",
          "type": "string"
        }
      },
      "required": [
        "type",
        "method",
        "bodyType",
        "body"
      ],
      "type": "object"
    },
    "output": {
      "properties": {
        "example": {
          "type": "object"
        },
        "type": {
          "type": "string"
        }
      },
      "required": [
        "type"
      ],
      "type": "object"
    }
  },
  "required": [
    "input"
  ],
  "type": "object"
}