{"package": "pysar", "summary": "Analysing Sequence Activity Relationships (SARs) of protein sequences and their mutants using Machine Learning.", "pypi_url": "https://pypi.org/project/pysar", "piwheels_url": "https://www.piwheels.org/project/pysar", "releases": {"2.5.6": {"released": "2026-07-02 11:00:44", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pysar-2.5.6-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pysar-2.5.6-py3-none-any.whl", "filehash": "fabee85a7a3df6874f250b6e729005a7b80b2e836a50630bfa1ba55574283d55", "filesize": 88658, "builder_abi": "cp311", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.9", "apt_dependencies": [], "pip_dependencies": ["aaindex", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.5.5": {"released": "2026-06-24 12:39:43", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pysar-2.5.5-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pysar-2.5.5-py3-none-any.whl", "filehash": "d7d54f621559b04bad0c606c8c21726415d8692b73f9fba5329af9f0ea7ea291", "filesize": 88655, "builder_abi": "cp311", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.9", "apt_dependencies": [], "pip_dependencies": ["aaindex", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.5.4": {"released": "2026-06-23 19:32:06", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pysar-2.5.4-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pysar-2.5.4-py3-none-any.whl", "filehash": "2b76113c175521862fa0cb9d5907b68c5ff9fed663cb2d765eb742c576c13f61", "filesize": 88656, "builder_abi": "cp311", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.9", "apt_dependencies": [], "pip_dependencies": ["aaindex", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.5.3": {"released": "2026-06-23 13:33:27", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pysar-2.5.3-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pysar-2.5.3-py3-none-any.whl", "filehash": "5091f732c1182cd06d853543adb5c11f76a1e4f9ab6579be79b049fc286a2317", "filesize": 88642, "builder_abi": "cp311", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.8", "apt_dependencies": [], "pip_dependencies": ["aaindex", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.5.2": {"released": "2026-06-13 23:17:47", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pysar-2.5.2-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pysar-2.5.2-py3-none-any.whl", "filehash": "7a868dc5a8c5f2a1536af4a8c96282b1d0f795df820a8094fc3c229887a00523", "filesize": 88257, "builder_abi": "cp311", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.8", "apt_dependencies": [], "pip_dependencies": ["aaindex", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.5.1": {"released": "2026-04-20 20:10:51", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pysar-2.5.1-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pysar-2.5.1-py3-none-any.whl", "filehash": "80ee6333065020b9c70cef89824bd393a00e44a8b31c43dac37b1c719ec778f1", "filesize": 78639, "builder_abi": "cp311", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.8", "apt_dependencies": [], "pip_dependencies": ["aaindex", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.5.0": {"released": "2026-04-09 22:27:02", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pysar-2.5.0-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pysar-2.5.0-py3-none-any.whl", "filehash": "d5b73f1761b95dd1049d9fcf47bc1c695b53749a062bc5181335b66cd04195c8", "filesize": 78966, "builder_abi": "cp311", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.8", "apt_dependencies": [], "pip_dependencies": ["aaindex", "delayed", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.4.3": {"released": "2023-11-23 17:16:04", "prerelease": false, "yanked": false, "skip_reason": "binary only", "files": {}}, "2.4.2": {"released": "2023-11-16 00:59:09", "prerelease": false, "yanked": false, "skip_reason": "binary only", "files": {}}, "2.4.1": {"released": "2023-11-08 19:02:15", "prerelease": false, "yanked": false, "skip_reason": "binary only", "files": {}}, "2.4.0": {"released": "2023-10-31 18:40:02", "prerelease": false, "yanked": false, "skip_reason": "binary only", "files": {}}, "2.3.6": {"released": "2023-10-19 10:36:31", "prerelease": false, "yanked": false, "skip_reason": "binary only", "files": {}}, "2.3.5": {"released": "2023-10-17 23:17:12", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.3.5-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.3.5-py3-none-any.whl", "filehash": "f8da65761819ede548cd32d2e7ef0bd0c281aa253feb46fa150d2867fa9405e6", "filesize": 58883, "builder_abi": "cp311", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.6", "apt_dependencies": [], "pip_dependencies": ["aaindex", "delayed", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.3.4": {"released": "2023-04-16 16:10:00", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.3.4-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.3.4-py3-none-any.whl", "filehash": "4349bf4a605e71b87625c89f758dcb6df0079a2a56855e233148a278d00278bf", "filesize": 57696, "builder_abi": "cp37m", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.6", "apt_dependencies": [], "pip_dependencies": ["aaindex", "delayed", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.3.3": {"released": "2023-04-04 22:37:19", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.3.3-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.3.3-py3-none-any.whl", "filehash": "d34544ce44ba006ea7c13ee64b37c68b8dd7b7abeb5f09c34ea26eb535c75f7d", "filesize": 57670, "builder_abi": "cp37m", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.6", "apt_dependencies": [], "pip_dependencies": ["aaindex", "delayed", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.3.2": {"released": "2023-03-26 17:34:56", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.3.2-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.3.2-py3-none-any.whl", "filehash": "26398bca1729a0c8fdfe023cf86574f72a2a7ed9593e1690eb7ea9c604fb805e", "filesize": 57238, "builder_abi": "cp37m", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.6", "apt_dependencies": [], "pip_dependencies": ["aaindex", "delayed", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.3.1": {"released": "2023-03-25 01:14:45", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.3.1-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.3.1-py3-none-any.whl", "filehash": "5f8f3d583ebc0f94e42b4d72f2416f09e4d031b0982405d92fb5ecbe183ad242", "filesize": 57140, "builder_abi": "cp37m", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.6", "apt_dependencies": [], "pip_dependencies": ["aaindex", "delayed", "matplotlib", "numpy", "pandas", "protpy", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.3.0": {"released": "2023-03-24 13:39:04", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.3.0-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.3.0-py3-none-any.whl", "filehash": "ea9654a4c85accf3890e9ae1ec8d475cffab1063ae9623257df5b7cfaa4463f4", "filesize": 57197, "builder_abi": "cp37m", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.6", "apt_dependencies": [], "pip_dependencies": ["aaindex", "biopython", "delayed", "matplotlib", "numpy", "pandas", "protpy", "requests", "scikit-learn", "scipy", "seaborn", "tqdm", "urllib3"]}}}, "2.2.2": {"released": "2023-03-08 16:03:51", "prerelease": false, "yanked": false, "skip_reason": "repeated failure", "files": {}}, "2.2.1": {"released": "2023-03-08 15:33:45", "prerelease": false, "yanked": false, "skip_reason": "repeated failure", "files": {}}, "2.2.0": {"released": "2023-03-08 14:09:59", "prerelease": false, "yanked": false, "skip_reason": "repeated failure", "files": {}}, "2.1.5": {"released": "2023-03-07 13:34:40", "prerelease": false, "yanked": false, "skip_reason": "repeated failure", "files": {}}, "2.1.4": {"released": "2023-03-06 18:40:57", "prerelease": false, "yanked": false, "skip_reason": "repeated failure", "files": {}}, "2.1.3": {"released": "2023-02-25 00:04:33", "prerelease": false, "yanked": false, "skip_reason": "repeated failure", "files": {}}, "2.1.2": {"released": "2023-02-23 15:36:28", "prerelease": false, "yanked": false, "skip_reason": "repeated failure", "files": {}}, "2.1.1": {"released": "2023-02-23 15:04:25", "prerelease": false, "yanked": false, "skip_reason": "repeated failure", "files": {}}, "2.1.0": {"released": "2023-02-20 17:26:07", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.1.0-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.1.0-py3-none-any.whl", "filehash": "2ec08fd9a8ed88fa6ea8dedf7136fa1beb37d863a4aa09b7de970ac3c0fb4602", "filesize": 60425, "builder_abi": "cp37m", "file_abi_tag": "none", "platform": "any", "requires_python": ">=3.6", "apt_dependencies": [], "pip_dependencies": ["aaindex", "biopython", "delayed", "numpy", "pandas", "protpy", "pytest", "requests", "scikit-learn", "scipy", "seaborn", "tqdm", "varname"]}}}, "2.0.6": {"released": "2022-07-16 14:49:25", "prerelease": false, "yanked": false, "skip_reason": "binary only", "files": {}}, "2.0.5": {"released": "2022-03-31 22:58:31", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.0.5-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.0.5-py3-none-any.whl", "filehash": "d16964c27453f44d30fed6f7a23313461cba2997a0c61c6ef3cd66c74b05ba84", "filesize": 365702, "builder_abi": "cp37m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["aaindex", "biopython", "delayed", "numpy", "pandas", "pytest", "requests", "scikit-learn", "scipy", "seaborn", "tqdm", "varname"]}}}, "2.0.4": {"released": "2022-03-03 18:04:48", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.0.4-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.0.4-py3-none-any.whl", "filehash": "8c6486b5b8baf41f0f2395a9066ddb7f668f3380e3d128c81b07048c7a6efd79", "filesize": 381025, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["biopython", "delayed", "numpy", "pandas", "pytest", "requests", "scikit-learn", "scipy", "seaborn", "tqdm", "varname"]}}}, "2.0.3": {"released": "2022-03-03 12:26:14", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.0.3-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.0.3-py3-none-any.whl", "filehash": "f8d66b05eebaa23c7f39cafecdc726bc6abba6d862f37ab4572442e0ceb60b64", "filesize": 97463, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["biopython", "delayed", "numpy", "pandas", "pytest", "requests", "scikit-learn", "scipy", "seaborn", "tqdm", "varname"]}}}, "2.0.2": {"released": "2022-03-02 17:50:35", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.0.2-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.0.2-py3-none-any.whl", "filehash": "6842b7e9fbe79ea4080303efe2c16e2b5870cb84efcdca1e3275083759519ecc", "filesize": 97328, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["biopython", "delayed", "numpy", "pandas", "pytest", "requests", "scikit-learn", "scipy", "seaborn", "tqdm", "varname"]}}}, "2.0.1": {"released": "2022-02-19 14:46:22", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.0.1-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.0.1-py3-none-any.whl", "filehash": "ba398d45694bf7f36abe6db1abcea7f80054850439ef2ab638c8289d8fa2a570", "filesize": 100112, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["delayed", "numpy", "pandas", "pytest", "requests", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "2.0.0": {"released": "2022-02-06 22:47:54", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-2.0.0-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-2.0.0-py3-none-any.whl", "filehash": "ad5e6145674f40f1360f438d701b98b7739f095d01c6306c38e5639cb7b4469c", "filesize": 94952, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["delayed", "numpy", "pandas", "pytest", "requests", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "1.0.1": {"released": "2021-05-09 20:50:13", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-1.0.1-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-1.0.1-py3-none-any.whl", "filehash": "ac76a0f50f71c5c77a7f3df662c778879248e29acc6eb866c907f38dd8601404", "filesize": 109314, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["delayed", "matplotlib", "numpy", "pandas", "requests", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "1.0.0": {"released": "2021-05-09 16:24:20", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-1.0.0-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-1.0.0-py3-none-any.whl", "filehash": "1fd9928f848533ccf5129bce815cc73b60d743afedc9b461f027090cf6588efe", "filesize": 108587, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["delayed", "matplotlib", "numpy", "pandas", "requests", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "0.2.0": {"released": "2021-05-15 21:27:50", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-0.2.0-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-0.2.0-py3-none-any.whl", "filehash": "7287b49af3b7e786740a9c61ba3dbd1ea6186ef94b47ec464cd03434806be802", "filesize": 109660, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["delayed", "matplotlib", "numpy", "pandas", "requests", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "0.1.0": {"released": "2021-05-15 20:57:02", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-0.1.0-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-0.1.0-py3-none-any.whl", "filehash": "ca1c6f4ba03f38fe2550f5db9bb0ee002358e4b1649e660d74184385ef21fabe", "filesize": 109669, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["delayed", "matplotlib", "numpy", "pandas", "requests", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "0.0.9": {"released": "2021-05-09 16:07:20", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-0.0.9-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-0.0.9-py3-none-any.whl", "filehash": "cd75ed6c9cc2f539a2a0ed2c812470b2a1a692804892c495806cd716dd229ad3", "filesize": 108549, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["delayed", "matplotlib", "numpy", "pandas", "requests", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "0.0.8": {"released": "2021-05-09 01:40:13", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-0.0.8-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-0.0.8-py3-none-any.whl", "filehash": "c28beab6b8b082d0db2f3e163ce161731eb9161e7aafd328ed2521b1a729b0a0", "filesize": 108733, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["delayed", "matplotlib", "numpy", "pandas", "requests", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "0.0.7": {"released": "2021-05-09 00:38:01", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-0.0.7-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-0.0.7-py3-none-any.whl", "filehash": "dde61647f5cb4c7a895ef994702f4d96070070b80cda103304808d84ec348fd9", "filesize": 108731, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["delayed", "matplotlib", "numpy", "pandas", "requests", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}, "0.0.3": {"released": "2021-05-07 13:18:33", "prerelease": false, "yanked": false, "skip_reason": "", "files": {"pySAR-0.0.3-py3-none-any.whl": {"file_url": "https://archive1.piwheels.org/simple/pysar/pySAR-0.0.3-py3-none-any.whl", "filehash": "0b8ee074b7f51c9cb534d8fdd0b3ce0ad58396a5953b31c50581fc35c4a1ef6c", "filesize": 106265, "builder_abi": "cp35m", "file_abi_tag": "none", "platform": "any", "requires_python": null, "apt_dependencies": [], "pip_dependencies": ["delayed", "matplotlib", "numpy", "pandas", "requests", "scikit-learn", "scipy", "seaborn", "tqdm"]}}}}}