Curated Comparison Evidence

Curated for DeTime 0.1.3 on 2026-07-14T15:15:44.279658+00:00.

Release state: local-unverified.

Audit date: 2026-07-14 (utc-current).

Comparator versions:

Runtime and memory boundary: feature audit only; no cross-package runtime or peak-memory ranking is claimed.

Capability matrix

package	primary_scope	unified_config_object	unified_result_object	machine_readable_catalog	batch_cli	profiling_path	multivariate_support	maturity_labeling	compact_output
DeTime	standalone cross-family time-series decomposition	yes	yes	yes	yes	yes	yes	explicit	yes
statsmodels	classical decomposition and modeling	per-method constructors	shared for STL/MSTL	library metadata	library API	external tooling	limited	implicit	method result
PyEMD	EMD-family toolkit	family classes	IMF arrays	method state	library API	external tooling	family-specific	family-specific	IMF arrays
PyWavelets	wavelet toolkit	function arguments	coefficient trees	transform metadata	library API	external tooling	transform-specific	family-specific	coefficients
PySDKit	signal decomposition toolkit	method-family classes	method-specific	method documentation	library API	external tooling	yes	less explicit	method-specific
SSALib	SSA specialist toolkit	SSA-specific	SSA-specific	SSA metadata	library API	external tooling	no	focused	SSA results
sktime	broad time-series ecosystem	estimator parameters	task-specific	runtime estimator registry	library API	external tooling	partial	ecosystem-level	task-specific

package	public_release_story	pypi_path	github_release	wheels	ci_platforms	docs_website	tutorials	api_docs	coverage_disclosure	reproducibility_script
DeTime	0.1.3 local source state; publication status unverified	not verified	not verified	yes	ubuntu, macOS, windows	GitHub Pages	yes	yes	dual report	yes
statsmodels	yes	yes	yes	yes	yes	yes	yes	yes	project-dependent	project-dependent
PyEMD	yes	yes	yes	partial	project-dependent	partial	partial	partial	project-dependent	no
PyWavelets	yes	yes	yes	yes	yes	yes	yes	yes	project-dependent	no
PySDKit	yes	yes	yes	partial	project-dependent	yes	partial	partial	project-dependent	no
SSALib	yes	yes	yes	partial	project-dependent	yes	partial	partial	project-dependent	no
sktime	yes	yes	yes	yes	yes	yes	yes	yes	project-dependent	project-dependent

family	specialist	specialist_deeper_strength	de_time_position
classical decomposition	statsmodels	deeper classical decomposition and statistical modeling	wraps STL and MSTL under one config/result/CLI layer
SSA	SSALib	deeper SSA-only environment with SSA-specific tooling	uses SSA as one core method inside a cross-family workflow layer
EMD family	PyEMD	deeper EMD-family tooling	exposes EMD and CEEMDAN through the same contract used for other families
wavelet workflows	PyWavelets	deeper wavelet transforms and transform-specific APIs	uses wavelets as one workflow option rather than a wavelet-first toolkit
unified toolkit layer	PySDKit	broader signal-decomposition toolkit with optional multivariate backends	focuses on time-series decomposition workflows, machine-facing contracts, and compact outputs

package	json_schema_assets	compact_result_modes	metadata_shortlist_interface	machine_readable_catalog	cli_schema_command	artifact_contract
DeTime	yes	full/summary/meta	yes	yes	yes	yes
statsmodels	no	no	no	no	no	no
PyEMD	no	no	no	no	no	no
PyWavelets	no	no	no	no	no	no
PySDKit	no	no	no	no	no	no
SSALib	no	no	no	no	no	no
sktime	no	no	no	yes-runtime-registry	no	no