Debian 13 (Trixie) native package

python3-hmmlearn

unsupervised learning and inference of Hidden Markov Models

Packages / Debian 13 (Trixie) / python / python3-hmmlearn

[Source: python-hmmlearn]

Package: python3-hmmlearn (0.3.2-2+b2)

Maintainers:

Debian Med Packaging Team

External Resources:

Homepage: [github.com]

unsupervised learning and inference of Hidden Markov Models

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dep: [python3-numpy]
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dep: [python3-scipy]
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dep: [python3-sklearn]
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dep: [python3] [any]
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dep: [libc6] (>= 2.34)
GNU C Library: Shared libraries
dep: [libgcc-s1] (>= 3.0)
GCC support library
dep: [libstdc++6] (>= 14)
GNU Standard C++ Library v3

Download python3-hmmlearn

Architecture	Package Size	Installed Size	Files
amd64	121 KiB	528 KiB	[list of files]

Paketdateipfade (44)

Paths come from the repository package-file index for the observed builds. They describe archive/package associations, not every file that will exist on a running system after maintainer scripts, alternatives, generated state, diversions, or installation choices.

/usr/lib/python3/dist-packages/hmmlearn-0.3.2.dist-info/INSTALLER
/usr/lib/python3/dist-packages/hmmlearn-0.3.2.dist-info/METADATA
/usr/lib/python3/dist-packages/hmmlearn-0.3.2.dist-info/top_level.txt
/usr/lib/python3/dist-packages/hmmlearn-0.3.2.dist-info/WHEEL
/usr/lib/python3/dist-packages/hmmlearn/base.py
/usr/lib/python3/dist-packages/hmmlearn/_emissions.py
/usr/lib/python3/dist-packages/hmmlearn/_hmmc.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/hmmlearn/_hmmc.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/hmmlearn/hmm.py
/usr/lib/python3/dist-packages/hmmlearn/__init__.py
/usr/lib/python3/dist-packages/hmmlearn/_kl_divergence.py
/usr/lib/python3/dist-packages/hmmlearn/stats.py
/usr/lib/python3/dist-packages/hmmlearn/tests/conftest.py
/usr/lib/python3/dist-packages/hmmlearn/tests/__init__.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_base.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_categorical_hmm.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_gaussian_hmm.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_gmm_hmm_multisequence.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_gmm_hmm_new.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_gmm_hmm.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_kl_divergence.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_multinomial_hmm.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_poisson_hmm.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_utils.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_variational_categorical.py
/usr/lib/python3/dist-packages/hmmlearn/tests/test_variational_gaussian.py
/usr/lib/python3/dist-packages/hmmlearn/_utils.py
/usr/lib/python3/dist-packages/hmmlearn/utils.py
/usr/lib/python3/dist-packages/hmmlearn/_version.py
/usr/lib/python3/dist-packages/hmmlearn/vhmm.py
/usr/share/doc/python3-hmmlearn/AUTHORS.rst
/usr/share/doc/python3-hmmlearn/changelog.Debian.amd64.gz
/usr/share/doc/python3-hmmlearn/changelog.Debian.arm64.gz
/usr/share/doc/python3-hmmlearn/changelog.Debian.gz
/usr/share/doc/python3-hmmlearn/changelog.gz
/usr/share/doc/python3-hmmlearn/copyright
/usr/share/doc/python3-hmmlearn/examples/plot_casino.py
/usr/share/doc/python3-hmmlearn/examples/plot_gaussian_model_selection.py
/usr/share/doc/python3-hmmlearn/examples/plot_hmm_sampling_and_decoding.py
/usr/share/doc/python3-hmmlearn/examples/plot_multinomial_hmm.py
/usr/share/doc/python3-hmmlearn/examples/plot_poisson_hmm.py
/usr/share/doc/python3-hmmlearn/examples/plot_variational_inference.py
/usr/share/doc/python3-hmmlearn/examples/README.txt
/usr/share/doc/python3-hmmlearn/examples/scripts/benchmark.py

Field source: Debian 13 (Trixie) main amd64 revision trixie-main-amd64:3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3

Dieses Paket verwenden

OpenFactory kann dieses Betriebssystem in einer Browser-VM starten oder einen Image-Build mit dem nativen Paketnamen aus diesem Datensatz beginnen.

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Versionen, Suiten und Repositories

Jede Zeile ist Paketindex-Metadaten für eine Version, Architektur, Suite und ein Repository. Namen, URLs und Größen stammen aus der Quelle; ein Link ist ein veränderbarer Abrufort, kein Weitergabanspruch von OpenFactory.

Version	Release	Architecture	Repository	Package size	Installed size	Publisher repository artifact
0.3.2-2+b2	trixie / main	amd64	Debian 13 · main · amd64	121 KiB	528 KiB	pool/main/p/python-hmmlearn/python3-hmmlearn_0.3.2-2+b2_amd64.deb

Field source: Debian 13 (Trixie) main amd64 revision trixie-main-amd64:3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3

Prüfsummen und Beobachtungsdaten

For an APT source, signature verification authenticates the repository metadata chain and the Packages index containing this source-reported artifact digest. It does not certify package safety.

0.3.2-2+b2 / amd64Observed Sep 1, 2026 to Sep 1, 2026

Verification status: Metadata observed; artifact bytes were not independently fetched or hashed by this catalog import. The digest below is source-reported.

Source-reported sha256: 38add70c12313e6ed92073fa8999c95cd22c52fc02512e4a58ceda45d1178cce

After downloading that exact artifact, compare its bytes with the source-reported expected digest:

printf '%s  %s\n' '38add70c12313e6ed92073fa8999c95cd22c52fc02512e4a58ceda45d1178cce' 'python3-hmmlearn_0.3.2-2+b2_amd64.deb' | sha256sum --check --strict -

A match establishes equality with the repository metadata value. It does not establish safety or catalog-side artifact retrieval.

Field source: Debian 13 (Trixie) main amd64 revision trixie-main-amd64:3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3

Vollständigkeit des Katalogsatzes

The completeness score measures metadata coverage, not software quality, security, compatibility, or suitability.

Summary and description: 25/25
Artifact path and source digest: 25/25
Dependency metadata: 15/15
Package-file index: 15/15
Homepage: 5/5
License text: 0/5
Source package or maintainer: 10/10

Recorded total: 95/100

Field source: Debian 13 (Trixie) main amd64 revision trixie-main-amd64:3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3, Debian 13 (Trixie) main arm64 revision trixie-main-arm64:753da751bbc7a679f48bd1b623ffd4479cb6861c426118284c76eb82909e4908. The cross-OS mapping is catalog-derived from the source-reported homepage; it does not establish authorship or publisher identity

Quellen und Herkunft

Field-source links above resolve here. Each source entry names the metadata publisher, trust tier, exact snapshot revision, signature result, and observation time; catalog-derived mappings are labeled separately.

Debian 13 (Trixie) main amd64Sep 1, 2026
Authoritative source; repository metadata signature verified, revision trixie-main-amd64:3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3
Signature verification covers the configured repository metadata chain. It does not certify that the package is safe or suitable.
Repository-signature verification record
Signed object
https://deb.debian.org/debian/dists/trixie/InRelease
Signed-object SHA-256
98b25b5cd185c59d34aa6e4c3e9b5b8f01bbe9d104fe2dcfbcd30dc0a14a59ed
Signer fingerprint
4CB50190207B4758A3F73A796ED0E7B82643E131
Keyring revision
debian-archive-keyring.gpg
SHA-256 506b815cbb32d9b6066b4a2aa524071e071761e7e7f68c3ac74f3061ba852017
Tool and policy
gpgv (GnuPG) 2.4.9
openfactory-software-catalog-signature-v1
Verification time
Sep 1, 2026
Signed Release → package-index hash linkage
Path: main/binary-amd64/Packages.xz
Expected SHA-256: 3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3
Observed SHA-256: 3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3
Result: match verified
Debian 13 (Trixie) main arm64Sep 1, 2026
Authoritative source; repository metadata signature verified, revision trixie-main-arm64:753da751bbc7a679f48bd1b623ffd4479cb6861c426118284c76eb82909e4908
Signature verification covers the configured repository metadata chain. It does not certify that the package is safe or suitable.
Repository-signature verification record
Signed object
https://deb.debian.org/debian/dists/trixie/InRelease
Signed-object SHA-256
98b25b5cd185c59d34aa6e4c3e9b5b8f01bbe9d104fe2dcfbcd30dc0a14a59ed
Signer fingerprint
4CB50190207B4758A3F73A796ED0E7B82643E131
Keyring revision
debian-archive-keyring.gpg
SHA-256 506b815cbb32d9b6066b4a2aa524071e071761e7e7f68c3ac74f3061ba852017
Tool and policy
gpgv (GnuPG) 2.4.9
openfactory-software-catalog-signature-v1
Verification time
Sep 1, 2026
Signed Release → package-index hash linkage
Path: main/binary-arm64/Packages.xz
Expected SHA-256: 753da751bbc7a679f48bd1b623ffd4479cb6861c426118284c76eb82909e4908
Observed SHA-256: 753da751bbc7a679f48bd1b623ffd4479cb6861c426118284c76eb82909e4908
Result: match verified