{
  "reference_reproduced": true,
  "max_prediction_absolute_difference": 8.326672684688674e-17,
  "tolerance": 1e-10,
  "contract_checks_passed": 16,
  "versions": {
    "numpy": "2.4.4",
    "pandas": "3.0.2",
    "scipy": "1.18.0",
    "scikit-learn": "1.9.0",
    "joblib": "1.5.3",
    "threadpoolctl": "3.6.0",
    "python-dateutil": "2.9.0.post0",
    "six": "1.17.0",
    "tzdata": "2026.1",
    "narwhals": "2.22.1"
  },
  "python": "3.12.0",
  "virtual_environment": true,
  "system_site_packages": false,
  "limits": "Checks the included source/code hashes and numerical outputs. Does not certify other operating systems, architectures, package builds or deployment behavior."
}