hmmlearn
hmmlearn is a set of algorithms for unsupervised learning and inference of Hidden Markov Models. For supervised learning learning of HMMs and similar models see seqlearn.
Note: This package is under limited-maintenance mode.
Important links
Official source code repo: https://github.com/hmmlearn/hmmlearn
HTML documentation (stable release): https://hmmlearn.readthedocs.org/en/stable
HTML documentation (development version): https://hmmlearn.readthedocs.org/en/latest
Dependencies
The required dependencies to use hmmlearn are
Python >= 3.6
NumPy >= 1.10
scikit-learn >= 0.16
You also need Matplotlib >= 1.1.1 to run the examples and pytest >= 2.6.0 to run the tests.
Installation
Requires a C compiler and Python headers.
To install from PyPI:
pip install --upgrade --user hmmlearn
To install from the repo:
pip install --user git+https://github.com/hmmlearn/hmmlearn
Metadata
Release files for hmmlearn 0.3.3
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| hmmlearn-0.3.3.tar.gz | 78.5 kB | Without provenance | Details for hmmlearn-0.3.3.tar.gz |
Built distributions (wheels)
Total release size: 4.8 MB
Release files / hmmlearn-0.3.3.tar.gz
| Download URL | hmmlearn-0.3.3.tar.gz |
|---|---|
| Size | 78.5 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
1d3c5dc4c5257e0c238dc1fe5387700b8cb987eab808edb3e0c73829f1cc44ec
|
|
BLAKE2b-256 checksum How to use checksums |
bb7789cdfbfaa2beb51f8cc57f83f9b4f653ec3faa660ba2e2146cc84bfc8eb9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp313-cp313-win_amd64.whl
| Download URL | hmmlearn-0.3.3-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 127.3 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
8f39d658a6366cb839157bdd8a075c62a43d3175e0f453145b5f2cdcdc05b4e3
|
|
BLAKE2b-256 checksum How to use checksums |
593b2e49e18e927203384bb0792c1d935dd371c1d14ed8d9cfacd9d0daccc35c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 166.0 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
491f3bd9e3c01fa1201057e1de2c87039fed0e225ad562111ad4a0e25c40ef00
|
|
BLAKE2b-256 checksum How to use checksums |
8899a0397750ee53ef7e6c18b82eec4bee41450216a59bd73153855eda8c2d22
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | hmmlearn-0.3.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 163.4 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
11de9f8bc0bea1a70cdfeca9466682c2131b00da53d0898f3b1d79aadffa85a9
|
|
BLAKE2b-256 checksum How to use checksums |
e909eb7abbc42b13a3a1983d825cfea170cf7a6033df9ea4fdc94aa2c94539b8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 130.9 kB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
41d8e2ae07ac5e9e48e693a4918e3a3717edd32328bd4b9d878c323c5358e625
|
|
BLAKE2b-256 checksum How to use checksums |
171553ee1f4c8905d3a74acc2314c626c1cf1f4a7b11384390dd9d8ed66e9c1b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp313-cp313-macosx_10_13_universal2.whl
| Download URL | hmmlearn-0.3.3-cp313-cp313-macosx_10_13_universal2.whl |
|---|---|
| Size | 196.2 kB |
| Tags | CPython 3.13 macOS 10.13+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
4a6da5aa01bb9beeef311706b03c16d411f93ef68220ad442f2eca8ef39da0a6
|
|
BLAKE2b-256 checksum How to use checksums |
6e34ad66eead2db6f03aebdc2feaa6992d803adf581628c6d67ad093fb3922e4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp312-cp312-win_amd64.whl
| Download URL | hmmlearn-0.3.3-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 127.3 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
49ed0d2451d9884d0bdfbe84dd14b3a699382b00bed931d6a5ca46997978a1c4
|
|
BLAKE2b-256 checksum How to use checksums |
925724bd2359bf0f2a2514f7b53f0bca562f912ac4751e415756b9138970c5aa
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 166.0 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
6cd27dc66bfe7f6ff77804f7dbfe42b35d18e21403eb2bdfef0de6ad3bd2368f
|
|
BLAKE2b-256 checksum How to use checksums |
82c888973fc908111491747cf1737d1c30f5d1a5f777ea3cdf625c8fcb3cdd9d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | hmmlearn-0.3.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 163.5 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
1128973a42fcf631579ef1b305e57e342aaf8769839a9899bff614ccc9d82c21
|
|
BLAKE2b-256 checksum How to use checksums |
03fc54dd991c71f32ddcf846cb99e21118166fb4341a0a9094f1e79add20d4b2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp312-cp312-macosx_10_9_x86_64.whl |
|---|---|
| Size | 130.8 kB |
| Tags | CPython 3.12 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
86ad9fa4319588212c0bc7f7f9a050b01138f76b7f69d83f50d687fe4f9dcd28
|
|
BLAKE2b-256 checksum How to use checksums |
05422ce8e5d10425fb56820be575894ee6d8a4b33eb92889588e6a3406299e82
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp312-cp312-macosx_10_9_universal2.whl
| Download URL | hmmlearn-0.3.3-cp312-cp312-macosx_10_9_universal2.whl |
|---|---|
| Size | 196.1 kB |
| Tags | CPython 3.12 macOS 10.9+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
898e2fd51244db793659b4eac584871addaf6e57efe72121e753d57b3fb1128f
|
|
BLAKE2b-256 checksum How to use checksums |
63fbc5e6522a6f596b24c0190cb7579e4d5beb993e4547e34d754bf33e9efc0a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp311-cp311-win_amd64.whl
| Download URL | hmmlearn-0.3.3-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 127.0 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
ad627014efb7ec8bb94746ff4b89ddb5c30444fae1a9f8c14a512f8e40449c46
|
|
BLAKE2b-256 checksum How to use checksums |
c85f65b892737fed694b23a753b516cd851d21963abd33ea86123723f6279987
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 165.9 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
71a222a04d2b7c97299e9233342e2a446e218a740f2bcfa03eae88265d18424a
|
|
BLAKE2b-256 checksum How to use checksums |
767f9fdd1f6077e2b33f4c4bb05638cfdfe7c2c7a103a8ddfd3439a7b9157cb3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | hmmlearn-0.3.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 163.4 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
fea742fb093e722b8a75f21fe8648be135cdf62a497ae8d58bb2d798eadffe96
|
|
BLAKE2b-256 checksum How to use checksums |
c156d541cd6a3dc0059d5f3a8e5389f5138f2914c2ee371e2607641793cb2640
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 132.0 kB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
67af5823bc3b60b8cda7e9315f79b807aae9467fd7cb29aeafb789baa9b0f09e
|
|
BLAKE2b-256 checksum How to use checksums |
9f1fc9eb1e9d8860b75b7925b5aa0997881810b7efb5c88e8cc313f05999f2a7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp311-cp311-macosx_10_9_universal2.whl
| Download URL | hmmlearn-0.3.3-cp311-cp311-macosx_10_9_universal2.whl |
|---|---|
| Size | 198.5 kB |
| Tags | CPython 3.11 macOS 10.9+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
0a174a1bf9db0971161c778b451ec8236a13c8fe9b0d1779e922179200f04de4
|
|
BLAKE2b-256 checksum How to use checksums |
c88bba03420f5e7a770338760675419f1ac4689e74dc991ea0cbae7159acb0d3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp310-cp310-win_amd64.whl
| Download URL | hmmlearn-0.3.3-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 125.9 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
1411f05a0241cea01791eb91eeecaad76c15a5f0b3de536d6e82a8424a2b0f86
|
|
BLAKE2b-256 checksum How to use checksums |
99841a515f473a422098555fb0a79d2bd07840b2bae9cf497288b61acce14b75
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 164.6 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
e6a807f79b5ecaaf57e899d0b876f76ac029026c4d9b2b2ba8c277205905e0f3
|
|
BLAKE2b-256 checksum How to use checksums |
68bd84b3a4334972cd61e0ad055a4082185ba17c4dd07a1a001b2fd6402849ee
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | hmmlearn-0.3.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 162.6 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
31390af12828999c11c6bb6417b91ee5d07f5ee7a91cb116d8ca763d1f4d9552
|
|
BLAKE2b-256 checksum How to use checksums |
6a12aca6710d81442bb4ea3ef6e8fb96e9c6a72d9b431e9692c40bdd00fd10fc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 130.4 kB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
ad910c05fb42f4261b5cebd683adc44e270cfb53330d21a5ce2bd907df9703fe
|
|
BLAKE2b-256 checksum How to use checksums |
1a14d9cb5a58169bbc27426e63e75b46e179f2d61dcddd11dc18e206f48bc9c3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp310-cp310-macosx_10_9_universal2.whl
| Download URL | hmmlearn-0.3.3-cp310-cp310-macosx_10_9_universal2.whl |
|---|---|
| Size | 195.6 kB |
| Tags | CPython 3.10 macOS 10.9+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
06abdc7f1905c1c10132e62d4e9d6bdf88bf17d267cae68b6ad834b0c2efef0b
|
|
BLAKE2b-256 checksum How to use checksums |
47d6f51e31d26c779428b43fdf1af4e5b7be8c1019d660446fb5799c11f1262a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp39-cp39-win_amd64.whl
| Download URL | hmmlearn-0.3.3-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 126.0 kB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
eebd93dca06b2ec6e7196a0b432118de3f4050bf7f75497d54d068d7e238c537
|
|
BLAKE2b-256 checksum How to use checksums |
b63118042a32389846a4f1ed86ff739f2ea27b8c3f0cf17a1b90e5bcb0ed1016
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 164.8 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
b5747d9542e8621dd7aae35f191e2d18e99148a71e88ab6867b51ae5b2044d98
|
|
BLAKE2b-256 checksum How to use checksums |
533377695d33b37eefb2fb6f288e704655a0f8dad8da84d4b2794c53a870ade6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | hmmlearn-0.3.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 162.7 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
97b81ce4da69a70f16a16e3ab0060d89b44b51b7e8b18907a8a2bde8ea53f67d
|
|
BLAKE2b-256 checksum How to use checksums |
0c1101defe63889bed9d5b60f6eeca41b7ce2eeab7fbea419a7249112d37eb0f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 130.5 kB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
b1646234be8f8689c2af13529492322fe7681eb0de5ae2610d191035fe75ddf9
|
|
BLAKE2b-256 checksum How to use checksums |
d7bc1ee80f046b21e92e71678082f41d5de11d18b5b17bc0dddbb1769a30b025
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp39-cp39-macosx_10_9_universal2.whl
| Download URL | hmmlearn-0.3.3-cp39-cp39-macosx_10_9_universal2.whl |
|---|---|
| Size | 195.8 kB |
| Tags | CPython 3.9 macOS 10.9+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
132846bdaf77731987e5b49aeb290f2ff38db9562fb1100731a20cfcae0edfc4
|
|
BLAKE2b-256 checksum How to use checksums |
c95051a423eb735cfca35ef9b6b9f8155936f7843ac32f481ce9b79bf7e9cab5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp38-cp38-win_amd64.whl
| Download URL | hmmlearn-0.3.3-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 125.9 kB |
| Tags | CPython 3.8 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
498ad4758e069dac03ec15a9c1424cae2b6fa0422139f910d89c8757fed1363a
|
|
BLAKE2b-256 checksum How to use checksums |
8672b5d860ea97c944bed95d3d9020a38cc6da9fa0623a534f1e0edc5d281e4e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 164.5 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
1fcbf1438a5313b7da03ac380ff36d1578ebf515eb47bb269a1c1ecbf9bd59e2
|
|
BLAKE2b-256 checksum How to use checksums |
cf642faaf4bb429745dbf4923b921d314fa79d03a19d6632248a2b2c9e933b03
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | hmmlearn-0.3.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 162.3 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
a1e5398e43141f70232de799a08d4a4eab19ca7db86f56cea8509f68857146e9
|
|
BLAKE2b-256 checksum How to use checksums |
d33a82e67cb262ca3c290da1362751409973ab07c342d0da3f7a83a78c865929
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | hmmlearn-0.3.3-cp38-cp38-macosx_10_9_x86_64.whl |
|---|---|
| Size | 130.3 kB |
| Tags | CPython 3.8 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
517fdb17711181933b253f6d1970e2b2b6f2ec1bd7239de6f88d83c8e6a28fc8
|
|
BLAKE2b-256 checksum How to use checksums |
d5fe09e94b3d1d7e067fbc6f2143d2b0b2c3a48e9c998ce0b8d48e1cd2eb9941
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Release files / hmmlearn-0.3.3-cp38-cp38-macosx_10_9_universal2.whl
| Download URL | hmmlearn-0.3.3-cp38-cp38-macosx_10_9_universal2.whl |
|---|---|
| Size | 195.3 kB |
| Tags | CPython 3.8 macOS 10.9+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
ade68e4dfed1e60233afe0169de101f6b670eb83ec66f3c0691230dd7276c0bf
|
|
BLAKE2b-256 checksum How to use checksums |
27fbf809d8e3d8c699eb755de147a051f6d90dbe3822290efb40da75a94d8d33
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.1 CPython/3.12.7
|
Security for hmmlearn 0.3.3
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
No provenance found
None of the files in this release were uploaded with provenance metadata.
A note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.