{
  "audit_date": "2026-07-14",
  "audit_date_source": "utc-current",
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      "maturity_labeling": "explicit",
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      "package": "DeTime",
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      "unified_config_object": "yes",
      "unified_result_object": "yes"
    },
    {
      "batch_cli": "library API",
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      "unified_config_object": "per-method constructors",
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    },
    {
      "batch_cli": "library API",
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      "machine_readable_catalog": "method state",
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      "package": "PyEMD",
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      "unified_config_object": "family classes",
      "unified_result_object": "IMF arrays"
    },
    {
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      "package": "PyWavelets",
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      "unified_config_object": "function arguments",
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    },
    {
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      "maturity_labeling": "less explicit",
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    },
    {
      "batch_cli": "library API",
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      "maturity_labeling": "focused",
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      "package": "SSALib",
      "primary_scope": "SSA specialist toolkit",
      "profiling_path": "external tooling",
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      "unified_result_object": "SSA-specific"
    },
    {
      "batch_cli": "library API",
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      "machine_readable_catalog": "runtime estimator registry",
      "maturity_labeling": "ecosystem-level",
      "multivariate_support": "partial",
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      "primary_scope": "broad time-series ecosystem",
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      "unified_config_object": "estimator parameters",
      "unified_result_object": "task-specific"
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  ],
  "comparator_versions": {
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    "PySDKit": "0.4.25",
    "PyWavelets": "1.9.0",
    "SSALib": "not installed in local audit environment",
    "sktime": "not installed in local audit environment",
    "statsmodels": "0.14.6"
  },
  "evidence_type": "curated feature audit",
  "family_fairness": [
    {
      "de_time_position": "wraps STL and MSTL under one config/result/CLI layer",
      "family": "classical decomposition",
      "specialist": "statsmodels",
      "specialist_deeper_strength": "deeper classical decomposition and statistical modeling"
    },
    {
      "de_time_position": "uses SSA as one core method inside a cross-family workflow layer",
      "family": "SSA",
      "specialist": "SSALib",
      "specialist_deeper_strength": "deeper SSA-only environment with SSA-specific tooling"
    },
    {
      "de_time_position": "exposes EMD and CEEMDAN through the same contract used for other families",
      "family": "EMD family",
      "specialist": "PyEMD",
      "specialist_deeper_strength": "deeper EMD-family tooling"
    },
    {
      "de_time_position": "uses wavelets as one workflow option rather than a wavelet-first toolkit",
      "family": "wavelet workflows",
      "specialist": "PyWavelets",
      "specialist_deeper_strength": "deeper wavelet transforms and transform-specific APIs"
    },
    {
      "de_time_position": "focuses on time-series decomposition workflows, machine-facing contracts, and compact outputs",
      "family": "unified toolkit layer",
      "specialist": "PySDKit",
      "specialist_deeper_strength": "broader signal-decomposition toolkit with optional multivariate backends"
    }
  ],
  "generated_at": "2026-07-14T15:15:44.279658+00:00",
  "install_matrix": [
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      "api_docs": "yes",
      "ci_platforms": "ubuntu, macOS, windows",
      "coverage_disclosure": "dual report",
      "docs_website": "GitHub Pages",
      "github_release": "not verified",
      "package": "DeTime",
      "public_release_story": "0.1.3 local source state; publication status unverified",
      "pypi_path": "not verified",
      "reproducibility_script": "yes",
      "tutorials": "yes",
      "wheels": "yes"
    },
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      "tutorials": "yes",
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    },
    {
      "api_docs": "partial",
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    },
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    },
    {
      "api_docs": "yes",
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      "coverage_disclosure": "project-dependent",
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    }
  ],
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    {
      "artifact_contract": "yes",
      "cli_schema_command": "yes",
      "compact_result_modes": "full/summary/meta",
      "json_schema_assets": "yes",
      "machine_readable_catalog": "yes",
      "metadata_shortlist_interface": "yes",
      "package": "DeTime"
    },
    {
      "artifact_contract": "no",
      "cli_schema_command": "no",
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      "machine_readable_catalog": "no",
      "metadata_shortlist_interface": "no",
      "package": "statsmodels"
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    {
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      "package": "PyEMD"
    },
    {
      "artifact_contract": "no",
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      "metadata_shortlist_interface": "no",
      "package": "PyWavelets"
    },
    {
      "artifact_contract": "no",
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      "machine_readable_catalog": "no",
      "metadata_shortlist_interface": "no",
      "package": "PySDKit"
    },
    {
      "artifact_contract": "no",
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      "metadata_shortlist_interface": "no",
      "package": "SSALib"
    },
    {
      "artifact_contract": "no",
      "cli_schema_command": "no",
      "compact_result_modes": "no",
      "json_schema_assets": "no",
      "machine_readable_catalog": "yes-runtime-registry",
      "metadata_shortlist_interface": "no",
      "package": "sktime"
    }
  ],
  "release_state": "local-unverified",
  "release_target_version": "0.1.3",
  "runtime_memory_boundary": "Feature audit only; no cross-package runtime or peak-memory ranking is claimed.",
  "runtime_snapshot_csv": "docs\\assets\\generated\\evidence\\performance_snapshot.csv"
}