python-crfsuite

Python binding for CRFsuite

Project description

https://github.com/scrapinghub/python-crfsuite/actions/workflows/tests.yml/badge.svg?branch=master

https://ci.appveyor.com/api/projects/status/uaq4sw8tc0oojr4v?svg=true

python-crfsuite is a python binding to CRFsuite.

Installation

Using pip:

pip install python-crfsuite

Using conda:

conda install -c conda-forge python-crfsuite

Usage

See docs and an example.

Contributing

Source code: https://github.com/scrapinghub/python-crfsuite
Issue tracker: https://github.com/scrapinghub/python-crfsuite/issues

Feel free to submit ideas, bugs reports, pull requests or regular patches.

In order to run tests, install Cython (> 0.24.1) and tox, then type

./update_cpp.sh; tox

from the source checkout.

Please don’t commit generated cpp files in the same commit as other files.

Authors and Contributors

Original authors are Terry Peng <pengtaoo@gmail.com> and Mikhail Korobov <kmike84@gmail.com>. Many other people contributed; some of them can be found at github Contributors page.

Bundled CRFSuite C/C++ library is by Naoaki Okazaki & contributors.

License

python-crfsuite is licensed under MIT license. CRFsuite library is licensed under BSD license.

Alternatives

https://github.com/chokkan/crfsuite/tree/master/swig/python - official Python wrapper, exposes C++ API using SWIG.
https://github.com/jakevdp/pyCRFsuite - uses C API instead of C++ API; allows to use scipy sparse matrices as an input. At the time of writing it is unmaintained.
https://github.com/bosondata/crfsuite-rs - uses a Rust wrapper with CFFI instead of C++ API; allows to tag with GIL released for better performance.

This package (python-crfsuite) wraps CRFsuite C++ API using Cython. It is faster than official SWIG wrapper and has a simpler codebase than a more advanced pyCRFsuite. python-crfsuite works in Python 2 and Python 3, doesn’t have external dependencies (CRFsuite is bundled, numpy/scipy stack is not needed) and workarounds some of the issues with C++ CRFsuite library.

Project details

Release history Release notifications | RSS feed

0.9.12

Dec 23, 2025

0.9.11

Oct 2, 2024

0.9.10

Dec 19, 2023

0.9.9

Feb 1, 2023

This version

0.9.8

Mar 23, 2022

0.9.7

Mar 14, 2020

0.9.6

Aug 1, 2018

0.9.5

Sep 4, 2017

0.9.4

Sep 4, 2017

0.9.2

May 3, 2017

0.9.1

Dec 19, 2016

0.9

Dec 7, 2016

0.8.4

Nov 25, 2015

0.8.3

Apr 24, 2015

0.8.2

Feb 4, 2015

0.8.1

Oct 10, 2014

0.8

Oct 10, 2014

0.7

Aug 10, 2014

0.6.1

Jun 5, 2014

0.6

May 28, 2014

0.5

May 26, 2014

0.4.1

May 18, 2014

0.4

May 15, 2014

0.3

May 14, 2014

0.2

May 13, 2014

0.1

Apr 30, 2014

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

python-crfsuite-0.9.8.tar.gz (440.1 kB view details)

Uploaded Mar 23, 2022 Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

python_crfsuite-0.9.8-py3.8-win-amd64.egg (152.8 kB view details)

Uploaded Mar 23, 2022 Egg

python_crfsuite-0.9.8-py3.8-win32.egg (128.2 kB view details)

Uploaded Mar 23, 2022 Egg

python_crfsuite-0.9.8-py3.7-win-amd64.egg (150.6 kB view details)

Uploaded Mar 23, 2022 Egg

python_crfsuite-0.9.8-py3.7-win32.egg (125.8 kB view details)

Uploaded Mar 23, 2022 Egg

python_crfsuite-0.9.8-py3.6-win-amd64.egg (150.4 kB view details)

Uploaded Mar 23, 2022 Egg

python_crfsuite-0.9.8-py3.6-win32.egg (125.9 kB view details)

Uploaded Mar 23, 2022 Egg

python_crfsuite-0.9.8-py2.7-win-amd64.egg (140.9 kB view details)

Uploaded Mar 23, 2022 Egg

python_crfsuite-0.9.8-py2.7-win32.egg (112.9 kB view details)

Uploaded Mar 23, 2022 Egg

python_crfsuite-0.9.8-cp310-cp310-win_amd64.whl (158.9 kB view details)

Uploaded Mar 23, 2022 CPython 3.10Windows x86-64

python_crfsuite-0.9.8-cp310-cp310-win32.whl (132.3 kB view details)

Uploaded Mar 23, 2022 CPython 3.10Windows x86

python_crfsuite-0.9.8-cp310-cp310-musllinux_1_1_x86_64.whl (1.5 MB view details)

Uploaded Mar 23, 2022 CPython 3.10musllinux: musl 1.1+ x86-64

python_crfsuite-0.9.8-cp310-cp310-musllinux_1_1_i686.whl (1.6 MB view details)

Uploaded Mar 23, 2022 CPython 3.10musllinux: musl 1.1+ i686

python_crfsuite-0.9.8-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.0 MB view details)

Uploaded Mar 23, 2022 CPython 3.10manylinux: glibc 2.17+ x86-64

python_crfsuite-0.9.8-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl (964.3 kB view details)

Uploaded Mar 23, 2022 CPython 3.10manylinux: glibc 2.12+ i686manylinux: glibc 2.17+ i686

python_crfsuite-0.9.8-cp310-cp310-macosx_10_9_x86_64.whl (182.0 kB view details)

Uploaded Mar 23, 2022 CPython 3.10macOS 10.9+ x86-64

python_crfsuite-0.9.8-cp39-cp39-win_amd64.whl (158.6 kB view details)

Uploaded Mar 23, 2022 CPython 3.9Windows x86-64

python_crfsuite-0.9.8-cp39-cp39-win32.whl (132.2 kB view details)

Uploaded Mar 23, 2022 CPython 3.9Windows x86

python_crfsuite-0.9.8-cp39-cp39-musllinux_1_1_x86_64.whl (1.5 MB view details)

Uploaded Mar 23, 2022 CPython 3.9musllinux: musl 1.1+ x86-64

python_crfsuite-0.9.8-cp39-cp39-musllinux_1_1_i686.whl (1.6 MB view details)

Uploaded Mar 23, 2022 CPython 3.9musllinux: musl 1.1+ i686

python_crfsuite-0.9.8-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.0 MB view details)

Uploaded Mar 23, 2022 CPython 3.9manylinux: glibc 2.17+ x86-64

python_crfsuite-0.9.8-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl (962.9 kB view details)

Uploaded Mar 23, 2022 CPython 3.9manylinux: glibc 2.12+ i686manylinux: glibc 2.17+ i686

python_crfsuite-0.9.8-cp39-cp39-macosx_10_9_x86_64.whl (181.8 kB view details)

Uploaded Mar 23, 2022 CPython 3.9macOS 10.9+ x86-64

python_crfsuite-0.9.8-cp38-cp38-win_amd64.whl (152.5 kB view details)

Uploaded Mar 23, 2022 CPython 3.8Windows x86-64

python_crfsuite-0.9.8-cp38-cp38-win32.whl (128.0 kB view details)

Uploaded Mar 23, 2022 CPython 3.8Windows x86

python_crfsuite-0.9.8-cp38-cp38-musllinux_1_1_x86_64.whl (1.6 MB view details)

Uploaded Mar 23, 2022 CPython 3.8musllinux: musl 1.1+ x86-64

python_crfsuite-0.9.8-cp38-cp38-musllinux_1_1_i686.whl (1.6 MB view details)

Uploaded Mar 23, 2022 CPython 3.8musllinux: musl 1.1+ i686

python_crfsuite-0.9.8-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.0 MB view details)

Uploaded Mar 23, 2022 CPython 3.8manylinux: glibc 2.17+ x86-64

python_crfsuite-0.9.8-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl (969.3 kB view details)

Uploaded Mar 23, 2022 CPython 3.8manylinux: glibc 2.12+ i686manylinux: glibc 2.17+ i686

python_crfsuite-0.9.8-cp38-cp38-macosx_10_9_x86_64.whl (181.3 kB view details)

Uploaded Mar 23, 2022 CPython 3.8macOS 10.9+ x86-64

python_crfsuite-0.9.8-cp37-cp37m-win_amd64.whl (150.3 kB view details)

Uploaded Mar 23, 2022 CPython 3.7mWindows x86-64

python_crfsuite-0.9.8-cp37-cp37m-win32.whl (125.6 kB view details)

Uploaded Mar 23, 2022 CPython 3.7mWindows x86

python_crfsuite-0.9.8-cp37-cp37m-musllinux_1_1_x86_64.whl (1.5 MB view details)

Uploaded Mar 23, 2022 CPython 3.7mmusllinux: musl 1.1+ x86-64

python_crfsuite-0.9.8-cp37-cp37m-musllinux_1_1_i686.whl (1.5 MB view details)

Uploaded Mar 23, 2022 CPython 3.7mmusllinux: musl 1.1+ i686

python_crfsuite-0.9.8-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (965.4 kB view details)

Uploaded Mar 23, 2022 CPython 3.7mmanylinux: glibc 2.17+ x86-64

python_crfsuite-0.9.8-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl (924.1 kB view details)

Uploaded Mar 23, 2022 CPython 3.7mmanylinux: glibc 2.12+ i686manylinux: glibc 2.17+ i686

python_crfsuite-0.9.8-cp37-cp37m-macosx_10_9_x86_64.whl (180.7 kB view details)

Uploaded Mar 23, 2022 CPython 3.7mmacOS 10.9+ x86-64

python_crfsuite-0.9.8-cp36-cp36m-win_amd64.whl (150.1 kB view details)

Uploaded Mar 23, 2022 CPython 3.6mWindows x86-64

python_crfsuite-0.9.8-cp36-cp36m-win32.whl (125.6 kB view details)

Uploaded Mar 23, 2022 CPython 3.6mWindows x86

python_crfsuite-0.9.8-cp36-cp36m-musllinux_1_1_x86_64.whl (1.5 MB view details)

Uploaded Mar 23, 2022 CPython 3.6mmusllinux: musl 1.1+ x86-64

python_crfsuite-0.9.8-cp36-cp36m-musllinux_1_1_i686.whl (1.5 MB view details)

Uploaded Mar 23, 2022 CPython 3.6mmusllinux: musl 1.1+ i686

python_crfsuite-0.9.8-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (967.5 kB view details)

Uploaded Mar 23, 2022 CPython 3.6mmanylinux: glibc 2.17+ x86-64

python_crfsuite-0.9.8-cp36-cp36m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl (925.9 kB view details)

Uploaded Mar 23, 2022 CPython 3.6mmanylinux: glibc 2.12+ i686manylinux: glibc 2.17+ i686

python_crfsuite-0.9.8-cp36-cp36m-macosx_10_9_x86_64.whl (180.5 kB view details)

Uploaded Mar 23, 2022 CPython 3.6mmacOS 10.9+ x86-64

python_crfsuite-0.9.8-cp27-cp27m-win_amd64.whl (140.7 kB view details)

Uploaded Mar 23, 2022 CPython 2.7mWindows x86-64

python_crfsuite-0.9.8-cp27-cp27m-win32.whl (112.7 kB view details)

Uploaded Mar 23, 2022 CPython 2.7mWindows x86

File details

Details for the file python-crfsuite-0.9.8.tar.gz.

File metadata

Download URL: python-crfsuite-0.9.8.tar.gz
Upload date: Mar 23, 2022
Size: 440.1 kB
Tags: Source
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for python-crfsuite-0.9.8.tar.gz
Algorithm	Hash digest
SHA256	`0e03cf6eba3628717ccf06dfa0f4a2ba8628860adb174cbfd250a7a4692865a1`
MD5	`fb5f58abfefac542bef40c69bbee1b0a`
BLAKE2b-256	`5bb9b6f48d74e10136ccfafbadcae751f3e81d143b40847d0f20728026783834`

Algorithm	Hash digest
SHA256	`ea22ddcbe62797da0ae86f4a700f6215fd2d45e8a3bd38e92956aa9646e5f277`
MD5	`a28feed37ab0bf0a3d970fe160a00f59`
BLAKE2b-256	`5a7e76a5de74f0693d8c28491408e19cca6827dcec70de5d6566d83022df6843`

Algorithm	Hash digest
SHA256	`2d2bea92593876c007969d86bbc0254f6f31b67a085b3f396311290be750b14b`
MD5	`0872460215b90e471af80cf7ae36fb47`
BLAKE2b-256	`774285557e5711f4f5364de3be5452a81d1a0ceccd5b13cd95772c45681e204d`

Algorithm	Hash digest
SHA256	`e984e3aa4e68a5db671562008373f1a07496cfbd9cfd7c79716f44b3eadf5e9e`
MD5	`584aa3666ca8d39030b774c53a2f0545`
BLAKE2b-256	`3f29b835144accdf5e7421a975aa67f5e3e204658b0b98eb20e3e85ec6e52803`

Algorithm	Hash digest
SHA256	`f1d7d20af284f20f8ccc6e019c82a6ce699c29166f2a49e86b648e892e4e0994`
MD5	`919a1875c6a8d98eae66851b03e75b72`
BLAKE2b-256	`c2233818074afac8705f2355bd959f7c830481f58329da1a32ff1cf632fec465`

Algorithm	Hash digest
SHA256	`814c9920a87530c9ab56324cad90f69e703dcf399c51e2660584bfdd30a4213b`
MD5	`a6d52a80e442c3f65085f2cc216d6136`
BLAKE2b-256	`3168a16a8e0b2acd8ab0b37d56274cf48a590eb9fc590a17b5353f15d3ced9c4`

Algorithm	Hash digest
SHA256	`dbf4cbd1babec759b8a3211c3c50507d5f300fa9b5f0c2be1a03246dd1e4c251`
MD5	`bd00f9e02e1193740e3140c8c419a17b`
BLAKE2b-256	`eac46e45ef21ebda87e857366028f9ec1780b2be7f13177d5d22891c804383ca`

Algorithm	Hash digest
SHA256	`18c46286c179e642876364f48d92f42ba5172decaf33409f8b26450744c8dd80`
MD5	`a77dd7c025d436cee8fcb29ea0bc4946`
BLAKE2b-256	`00958e0ce46e3ae861f1a19088a6fafdc7a839fc1314e70f632b9deab4a1da8b`

Algorithm	Hash digest
SHA256	`2210ea3936090d023d6770aa1d3b6ba0831153fda34558c99ee3dfe13000b07d`
MD5	`ca8f632e64b494db894db89413ca0471`
BLAKE2b-256	`2463376c5eccef926080e84e880c2ec5963408426469dac82303f859bc8e4b32`

Algorithm	Hash digest
SHA256	`683856f9093b00fa8a21e0ce9802bd0b98169c843f120a890e7d8a0ab3490804`
MD5	`970513618d3099b45a29c47827621b60`
BLAKE2b-256	`ce88353d0d1ffa3d66593b0debe2601fa761d7327615188baf455bc196a99d14`

Algorithm	Hash digest
SHA256	`6315d0e64966406377d240e573fd99d3859c0470cdfe5ba08051ba58b8f05dbb`
MD5	`d0c6026ca97fab6d2a5eff92a251a9f0`
BLAKE2b-256	`a933af22066be1b5971f5136905f8f3189f4579be76898f66e80f387feff584a`

Algorithm	Hash digest
SHA256	`6cea8a2a58294f141e12650a63a595d58c3725e33a536b0b12ab427a555ca355`
MD5	`604e5716535efc6981706d0ef73627bc`
BLAKE2b-256	`92f8c95a033c45d026f9f4722ac902ef8833fda8c3218fc28c94e1c6bcc70304`

Algorithm	Hash digest
SHA256	`fbb3997d1d029d4b4ecff6162e739cddcccfdb738672aecc79187c0f3ce311fd`
MD5	`01b27a0109c849cdcaf8b4b8dd5597a1`
BLAKE2b-256	`8689069e0782fb755b99dab88a8ef1bbe82713f3936068926fde6fd6be6cd5d0`

Algorithm	Hash digest
SHA256	`a3fd4598e4ad61fe7b4b628a6ca677e3b2138f8178d9cf1e9a9ed964bc7c4fae`
MD5	`57fc0eee108d861387a3350bb81968da`
BLAKE2b-256	`7651c2765e9407bc23da8c6056b1907f41ca3749ba1b349d172bdc33dee30165`

Algorithm	Hash digest
SHA256	`961e55450b401504d7563a6d5dd2f7ddf799c60284a205342a3c4a9eb0da22fd`
MD5	`01822a7306856dd67bcff0c97ff6a8bd`
BLAKE2b-256	`07a81f918ee66b62109a378f0d1f7e5496f74e5e5c2f1a06e491ce130ccbc3d6`

Algorithm	Hash digest
SHA256	`65fc199148c33ef5ff98f7c826a902b2b5b812030f1cde86d2914e314770acd0`
MD5	`0fe4f9c934e0131c494050880e5ecd82`
BLAKE2b-256	`d6420dfef5874f13c6f6505d7d81f9b2bfebfe91a59df735cf43bfbf786a6d5f`

Algorithm	Hash digest
SHA256	`cec973c7a1ef75ebeade4e18607c195c922a0276dabeaa4ba134f8576901d04a`
MD5	`f53074099d42c2ebb7c154cf8d5b99f5`
BLAKE2b-256	`c41d4e15a47e293d90827bfad4256e78a711033d49001fcca6eab55e7a2a0b76`

Algorithm	Hash digest
SHA256	`aa8715f34fcd72b34b16116533b0ee156c55a06eef10950a7afb5fc248c8dd61`
MD5	`19d10b95b533a4672c9f8f94421c3ea1`
BLAKE2b-256	`78781137d431a9b7d674740a229efd8f08ed212d277ad0af6609b82826bd96c0`

Algorithm	Hash digest
SHA256	`7e648326bb5dcdececb22c198a2d4d71da3d208af97b3cf3185a5e0f92cc657e`
MD5	`3993e6c97bb6d80c1031d73911223b1b`
BLAKE2b-256	`aff08b23a8fa69ee91e8e74d862558dc942bd21721d234b965c6bee3498507d7`

Algorithm	Hash digest
SHA256	`83f6ac190cbc40f2e618b564772b96d789182c044c9f94749f4c4b07bde8c095`
MD5	`1803c8b585335f25cc76dfb5f265a55c`
BLAKE2b-256	`725dae18b1a91bcf5fe5c4d365f9e135b4dfae4e7fce90be6c4b2b5952895a88`

Algorithm	Hash digest
SHA256	`1bc71a57426e0f18e5616abdc4a9adebca919c3aa9fb3268aa35317c82cd144f`
MD5	`011ab4c21fe1d76562ea06156389c2cc`
BLAKE2b-256	`4fb48adcb74a3894bdc0e0aba60b34b2c93bf776161937140813fc0eb456130c`

python-crfsuite 0.9.8

Navigation

Verified details

Maintainers

Unverified details

Project links

Meta

Classifiers

Project description

Installation

Usage

See Also

Contributing

Authors and Contributors

License

Alternatives

Project details

Verified details

Maintainers

Unverified details

Project links

Meta

Classifiers

Release history Release notifications | RSS feed

Download files

Source Distribution

Built Distributions

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

Algorithm	Hash digest
SHA256	`66b07c616638967e4f45e0b1124f50c255c9ddd48675a84bc556b657ad9bb109`
MD5	`691146b239c7cd2599854a306fc1239b`
BLAKE2b-256	`0d3ee76cee995b7695be4d4c06ebdb69a9d886c6fcc084cbe3b03a72585732d8`

Algorithm	Hash digest
SHA256	`fc10579037376fb00afc5c7827d4dc16f586ad59061b4f069dd83d75dd5653ae`
MD5	`b1ce5ae4b8ad3af82cbc65d885f9414f`
BLAKE2b-256	`fbf48fbea1ee67d88cf17c0b977e03c5ed7c86c156c57eda294a12266d3f0a49`

Algorithm	Hash digest
SHA256	`7d78e7d0af233934e6df864090d754be3d505aad26862156b23f5697c64c6285`
MD5	`7abf0cce1b7d4e17fac07b2f8e0f497a`
BLAKE2b-256	`8ec292f55a475de714801b9836514e514bc11667fc0d90b14a48bcea1170fdbf`

Algorithm	Hash digest
SHA256	`1605803e601d80f40ce0b4af42471c456607cf12d26dc4a91f67a1b2bbf4f333`
MD5	`34d456c058864cb7f592cf5e07366a22`
BLAKE2b-256	`635a4f466b9517b8302aced8e10191921e4902400ec75d3e66bd3078fd797d94`

Algorithm	Hash digest
SHA256	`50d717e0b92a016c29f949c6d2f3c76c7d4d3ec91fe930642c3c918ee88a12ec`
MD5	`518d5410f5d2eb469c5a8a6cf8e6176b`
BLAKE2b-256	`91b8c730d013101f7701c8803427bf68d67c75179f250181183697c1a4e815d7`

Algorithm	Hash digest
SHA256	`5d34d6f4ced98dcae4042c01bd53ef555f9cf038f9de4d2d49fac15b2f5339f1`
MD5	`2795eb14b9cada5251bef06b876a5ef0`
BLAKE2b-256	`2a8d9cde7e9e46f3b0c3abab88ce36f288860c8f5e8cf6d043bddf92b3741b1c`

Algorithm	Hash digest
SHA256	`ab8ceb0e3cb681c4b60e947692ad7848d1da58ade4fbcd833ee3fc772e997fb9`
MD5	`73f1a7771a8d396a539154d041714229`
BLAKE2b-256	`0916386038076eb1cc8cdd8d97344b4e576dce909bed3322935c0902674ce919`

Algorithm	Hash digest
SHA256	`5192d57955e0fbdcba37751617eb6e6c011aaa865f8580aa2792bda58020fee9`
MD5	`77b50928d42c22206259fd59ebd18c4a`
BLAKE2b-256	`b340ab190cf697ce1a61921e7a96fc662ebe7c38a805bf069bbf7749b7b579ef`

Algorithm	Hash digest
SHA256	`a9e8ff97148bd9ef573e785e1b2144b44a731e4ae34730b966f9ff805229afb7`
MD5	`24627fa12c1c9c27a7dc8a277b76adb5`
BLAKE2b-256	`43c8178974df19f421eddcd53e80da6958f20c5b7f845702adf132fa34507c4d`

Algorithm	Hash digest
SHA256	`cabf91e918a155deccc9116661f3cc6a5e5318674f7e0c63d87880d532bedbfc`
MD5	`d1bcafa2823052bbe80320706b65a62e`
BLAKE2b-256	`48342372273a54ca3b004fdb32c7393dd41311c08585a53e44395df9a6a9ccfd`