CertifiedData.io

This page is a synthetic dataset in the CertifiedData AI Artifact Registry — a public index of synthetic datasets, AI models, and certified AI artifacts with cryptographic provenance records. This entry has been issued an Ed25519 certificate and can be independently verified using the SHA-256 fingerprint below — no account or trust in CertifiedData required. It is categorized under general.

Ed25519 Certifieddatasetgeneral

Synthetic Login Risk Dataset

Certified synthetic dataset: Synthetic Login Risk Dataset. Generated and certified by CertifiedData.io.

Hash Algorithm
SHA256
Algorithm
ctgan
Rows
250,000
Columns
18
Verification count10
Last verifiedApr 11, 2026

Artifact record

Artifact Hash
sha256:e66e43ef-cac3-4ec4-aa53-8d662aff0989
Issuer
CertifiedData.io
Schema Version
1.0
File Format
CSV
Registered
March 30, 2026

Description

Synthetic Login Risk Dataset is a certified synthetic dataset issued by CertifiedData.io. The certificate record includes a SHA-256 artifact fingerprint and Ed25519 signature verifiable at /verify/e66e43ef-cac3-4ec4-aa53-8d662aff0989.

Machine-readable record

Canonical JSON summary of this artifact for agents, systems, and developers. The certificate_id is the stable reference for verification via POST /api/verify.

Machine-readable summary (for agents and systems)

{
  "term": "Synthetic Login Risk Dataset",
  "slug": "synthetic-login-risk-dataset",
  "category": "registry",
  "artifact_type": "dataset",
  "certification_status": "certified",
  "issuer": "CertifiedData.io",
  "artifact_hash": "sha256:e66e43ef-cac3-4ec4-aa53-8d662aff0989",
  "hash_algorithm": "SHA256",
  "schema_version": "1.0",
  "signing_algorithm": "Ed25519",
  "canonical_url": "https://certifieddata.io/registry/synthetic-login-risk-dataset",
  "verification_auth_required": false,
  "openapi_spec": "https://certifieddata.io/openapi.json",
  "certificate_id": "e66e43ef-cac3-4ec4-aa53-8d662aff0989",
  "proof_surfaces": [
    "GET /api/certificates/e66e43ef-cac3-4ec4-aa53-8d662aff0989",
    "POST /api/verify → {\"certificate_id\":\"e66e43ef-cac3-4ec4-aa53-8d662aff0989\"}",
    "GET /.well-known/signing-keys.json"
  ],
  "certificate_endpoint": "/api/certificates/e66e43ef-cac3-4ec4-aa53-8d662aff0989",
  "generation_algorithm": "ctgan",
  "rows": 250000,
  "columns": 18,
  "industry": "general"
}

Use cases for this synthetic dataset

This certified synthetic dataset includes a verifiable provenance record, making it suitable for environments where data integrity and auditability are required.

  • AI model training and validation without real data exposure
  • Data pipeline testing and integration validation
  • Regulatory compliance demonstrations (GDPR, HIPAA, CCPA)
  • Audit and reproducibility workflows requiring provenance proof
  • Synthetic data benchmarking and performance evaluation

What this certificate proves

This certificate proves the following about the registered artifact:

  • The artifact existed at the recorded issuance timestamp.
  • Its SHA-256 fingerprint was recorded as: e66e43ef-cac…
  • The certificate payload was signed with an Ed25519 private key controlled by CertifiedData.io.
  • Any modification to the artifact — even a single byte — produces a different SHA-256 hash, invalidating the record.
  • The certificate has not been tampered with since issuance.

How to independently verify this synthetic dataset

Verification does not require an account or trust in CertifiedData. You can confirm artifact integrity entirely with local tools.

  1. 01
    Obtain the original artifact
    Download or locate the artifact file you want to verify.
  2. 02
    Compute its SHA-256 hash locally
    Run the following command on Linux/macOS: sha256sum artifact.csv or on Windows: Get-FileHash artifact.csv -Algorithm SHA256
  3. 03
    Compare to the recorded artifact hash
    The recorded hash for this entry is: sha256:e66e43ef-cac3-4ec4-aa53- A match confirms the artifact has not been modified since certification.
  4. 04
    Validate the Ed25519 signature
    Follow the verification link below to confirm the Ed25519 digital signature against CertifiedData's published public key.

What is a certified synthetic dataset?

A certified synthetic dataset is a synthetically generated dataset with a cryptographically verifiable certificate. The certificate binds a SHA-256 fingerprint to an Ed25519 digital signature, enabling any party to confirm the dataset has not been altered since issuance — without trusting CertifiedData.

Learn about AI artifact certification →
Synthetic Login Risk Dataset — Certified Synthetic Dataset | General | CertifiedData | CertifiedData