{ "info": { "author": "Md Ashiqur Rahman", "author_email": "ashiqbuet14@gmail.com", "bugtrack_url": null, "classifiers": [ "License :: OSI Approved :: MIT License", "Operating System :: OS Independent", "Programming Language :: Python :: 3" ], "description": "![alt text](https://miro.medium.com/max/640/0*AaKD-VocK5nHixGz.PNG)\n# Copula\nA python library for sampling and generating new Data points by multivariate Gaussian copulas.\n## Overview\nA python libray to build multivariate gaussian copula for given data points and sample arbitary number of new data points from input data distribution. In short *given some input data points, it can generate more such data points which follow the input data distribution*\n\n## Installation\nInstall using pip\n```\npip install copula\n```\n\n## Usage\n\nIf you have some data points and distribution of this multivariate data points is not explicitly given. Then this library can be used to sample new points from this dritribution.\n*gendata()* funtion number of new samples to be generated as input\n```python\n>>>from copula import pyCopula\n>>>data = [[2,1,2,4],[3,1,7,4],[2,9,1,0],[3,6,1,6] ]\n>>>cop = pyCopula.Copula(data)\n>>>samples = cop.gendata(3)\n>>>print(samples)\n[2.697128268374179, 6.29726013955287, 2.983951810593502, 2.1149729235834496], [3.0, 1.0, 6.831369733333171, 4.631091408593663], [2.147377031275032, 6.75098812552581, 1.9789800708813163, 1.1200891337867478]]\n```\n\n## Assumptions\ndata provided to copula must be a 2D numeric array\n\nData must be clean (no null values)\n\nEvery row of input data must contain same number of columns\n\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/ashiq24/Copula", "keywords": "", "license": "", "maintainer": "", "maintainer_email": "", "name": "copula", "package_url": "https://pypi.org/project/copula/", "platform": "", "project_url": "https://pypi.org/project/copula/", "project_urls": { "Homepage": "https://github.com/ashiq24/Copula" }, "release_url": "https://pypi.org/project/copula/0.0.4/", "requires_dist": null, "requires_python": "", "summary": "A python library for sampling and generating new Data points by multivariate Gaussian copulas.", "version": "0.0.4" }, "last_serial": 5663191, "releases": { "0.0.4": [ { "comment_text": "", "digests": { "md5": "39042cbdb40a6eb2c03528f3529b20fb", "sha256": "89a4eab1ea3b474b53f394a50294f2463774f299f547ba6780351f1d6a40a9cf" }, "downloads": -1, "filename": "copula-0.0.4-py3-none-any.whl", "has_sig": false, "md5_digest": "39042cbdb40a6eb2c03528f3529b20fb", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": null, "size": 3340, "upload_time": "2019-08-11T20:19:15", "url": "https://files.pythonhosted.org/packages/c0/12/ee98bbda9666964bbc8777572a988ef6025d8a65705a50bcd1566ebc4c22/copula-0.0.4-py3-none-any.whl" }, { "comment_text": "", "digests": { "md5": "8c84ae50353895eb2f687dcad09a1b2c", "sha256": "4a714efaf984e1dd5a4c0fa8f49c952d30a68c9a9f8df92c4bbd79b73457f949" }, "downloads": -1, "filename": "copula-0.0.4.tar.gz", "has_sig": false, "md5_digest": "8c84ae50353895eb2f687dcad09a1b2c", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 2249, "upload_time": "2019-08-11T20:19:16", "url": "https://files.pythonhosted.org/packages/c5/5d/95657af10af15457ff62d6220efb4eb85b88e2b35a629980b199339ba2c6/copula-0.0.4.tar.gz" } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "39042cbdb40a6eb2c03528f3529b20fb", "sha256": "89a4eab1ea3b474b53f394a50294f2463774f299f547ba6780351f1d6a40a9cf" }, "downloads": -1, "filename": "copula-0.0.4-py3-none-any.whl", "has_sig": false, "md5_digest": "39042cbdb40a6eb2c03528f3529b20fb", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": null, "size": 3340, "upload_time": "2019-08-11T20:19:15", "url": "https://files.pythonhosted.org/packages/c0/12/ee98bbda9666964bbc8777572a988ef6025d8a65705a50bcd1566ebc4c22/copula-0.0.4-py3-none-any.whl" }, { "comment_text": "", "digests": { "md5": "8c84ae50353895eb2f687dcad09a1b2c", "sha256": "4a714efaf984e1dd5a4c0fa8f49c952d30a68c9a9f8df92c4bbd79b73457f949" }, "downloads": -1, "filename": "copula-0.0.4.tar.gz", "has_sig": false, "md5_digest": "8c84ae50353895eb2f687dcad09a1b2c", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 2249, "upload_time": "2019-08-11T20:19:16", "url": "https://files.pythonhosted.org/packages/c5/5d/95657af10af15457ff62d6220efb4eb85b88e2b35a629980b199339ba2c6/copula-0.0.4.tar.gz" } ] }