{ "info": { "author": "Taylor Denouden", "author_email": "taylordenouden@gmail.com", "bugtrack_url": null, "classifiers": [], "description": "# MC Uncertainty\n\nUncertainty estimation functions for use with Monte Carlo sampled model outputs.\n\n## Installation\n\n`pip install mc-uncertainty`\n\n## Usage\n\n```python\nimport mc_uncertainty as mcu\n\n# All functions accept data with shape (mc_samples, n, classes)\ndata = np.array(...\n\n# Variance\nprint(mcu.variance(data).shape) # [n, classes]\n\n# Entropy\nprint(mcu.entropy(data).shape) # [mc_samples, n]\n\n# Predicted entropy\nprint(mcu.predicted_entropy(data).shape) # [n,]\n\n# Mutual information\nprint(mcu.mutual_information(data).shape) # [n,]\n```", "description_content_type": "text/markdown", "docs_url": null, "download_url": "", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "https://github.com/tayden/mc-uncertainty", "keywords": "", "license": "MIT", "maintainer": "", "maintainer_email": "", "name": "mc-uncertainty", "package_url": "https://pypi.org/project/mc-uncertainty/", "platform": "", "project_url": "https://pypi.org/project/mc-uncertainty/", "project_urls": { "Homepage": "https://github.com/tayden/mc-uncertainty" }, "release_url": "https://pypi.org/project/mc-uncertainty/0.1.3/", "requires_dist": null, "requires_python": "", "summary": "Calculate uncertainty measures from Monte Carlo sampled model outputs.", "version": "0.1.3" }, "last_serial": 5304560, "releases": { "0.1.0": [ { "comment_text": "", "digests": { "md5": "4962a6c76e815323c74426d10b8d74f7", "sha256": "f499b8c143ba848e586b5ca5934fa0abf88c871f662fdff370b77164b02d8755" }, "downloads": -1, "filename": "mc-uncertainty-0.1.0.tar.gz", "has_sig": false, "md5_digest": "4962a6c76e815323c74426d10b8d74f7", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 1542, "upload_time": "2019-05-22T18:14:23", "url": "https://files.pythonhosted.org/packages/84/a1/efada9d22fb5bbc2332a4b6c0feb6748a5ae88493db92a2357eeff6fb117/mc-uncertainty-0.1.0.tar.gz" } ], "0.1.1": [ { "comment_text": "", "digests": { "md5": "a42be10a003a0fe006e1371fa31c1736", "sha256": "39dbeaa44128ae35f744066efdf052c8040f85adeead9b06b61631a6f2b42241" }, "downloads": -1, "filename": "mc-uncertainty-0.1.1.tar.gz", "has_sig": false, "md5_digest": "a42be10a003a0fe006e1371fa31c1736", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 1546, "upload_time": "2019-05-22T18:20:19", "url": "https://files.pythonhosted.org/packages/de/6e/e0c3356b4cab445ccd6d3bfb6d9e8eafa5200fb85b3ded1dbaa2ff443db5/mc-uncertainty-0.1.1.tar.gz" } ], "0.1.2": [ { "comment_text": "", "digests": { "md5": "378fab99222fb7e462b8e58f9f365404", "sha256": "9a7296cabd5d2b311b2985370fafc68226538e7213d96543005e999f6e22d28f" }, "downloads": -1, "filename": "mc-uncertainty-0.1.2.tar.gz", "has_sig": false, "md5_digest": "378fab99222fb7e462b8e58f9f365404", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 1530, "upload_time": "2019-05-22T20:44:58", "url": "https://files.pythonhosted.org/packages/d8/b6/08665ee03d29d75f99453e9e01c8533a8fb106bbca5d1dd7267c4d78bac9/mc-uncertainty-0.1.2.tar.gz" } ], "0.1.3": [ { "comment_text": "", "digests": { "md5": "fa28b5574a48853a6baaae6567383668", "sha256": "20d6ddbf781a11c2c64cfe24759ee8186853d263ea1d79253578c0f09b4ed5b2" }, "downloads": -1, "filename": "mc-uncertainty-0.1.3.tar.gz", "has_sig": false, "md5_digest": "fa28b5574a48853a6baaae6567383668", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 1526, "upload_time": "2019-05-22T21:07:23", "url": "https://files.pythonhosted.org/packages/58/d9/9cdc0f4aa57d0368fb766a39377c7166538a8a73cba7a018aca024c51e61/mc-uncertainty-0.1.3.tar.gz" } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "fa28b5574a48853a6baaae6567383668", "sha256": "20d6ddbf781a11c2c64cfe24759ee8186853d263ea1d79253578c0f09b4ed5b2" }, "downloads": -1, "filename": "mc-uncertainty-0.1.3.tar.gz", "has_sig": false, "md5_digest": "fa28b5574a48853a6baaae6567383668", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 1526, "upload_time": "2019-05-22T21:07:23", "url": "https://files.pythonhosted.org/packages/58/d9/9cdc0f4aa57d0368fb766a39377c7166538a8a73cba7a018aca024c51e61/mc-uncertainty-0.1.3.tar.gz" } ] }