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        "description": "![Logo](https://raw.githubusercontent.com/MatthewReid854/reliability/master/docs/images/logo.png)\n\n[![PyPI version](https://img.shields.io/pypi/v/reliability?color=brightgreen&logo=Python&logoColor=white&label=PyPI%20package)](https://pypi.org/project/reliability/)\n[![Documentation Status](https://img.shields.io/readthedocs/reliability/latest.svg?logo=read%20the%20docs&logoColor=white&label=Docs&version=latest)](http://reliability.readthedocs.io/?badge=latest)\n[![Actions Status](https://github.com/MatthewReid854/reliability/workflows/Build%20and%20Test/badge.svg)](https://github.com/MatthewReid854/reliability/actions)\n[![Language grade: Python](https://img.shields.io/lgtm/grade/python/g/MatthewReid854/reliability.svg?logo=lgtm&logoWidth=18)](https://lgtm.com/projects/g/MatthewReid854/reliability/context:python)\n[![Scc Count Badge](https://sloc.xyz/github/MatthewReid854/reliability/?category=code)](https://github.com/MatthewReid854/reliability/)\n[![Downloads](https://static.pepy.tech/personalized-badge/reliability?period=month&units=international_system&left_color=grey&right_color=brightgreen&left_text=PyPI%20downloads/month)](https://pepy.tech/project/reliability)\n[![LGPLv3 license](https://img.shields.io/badge/License-LGPLv3-blue.svg?logo=GNU&logoColor=white)](https://www.gnu.org/licenses/lgpl-3.0.txt)\n[![DOI](https://img.shields.io/badge/DOI-10.5281/zenodo.3937999-blue.svg?logo=Buffer&logoColor=white)](https://doi.org/10.5281/zenodo.3937999)\n[![Donate](https://img.shields.io/badge/Support%20this%20project-grey.svg?logo=github%20sponsors)](https://reliability.readthedocs.io/en/latest/How%20to%20donate%20to%20the%20project.html)\n[![Survey](https://img.shields.io/badge/Provide%20feedback-gray.svg?logo=Verizon)](https://form.jotform.com/203156856636058)\n\n*reliability* is a Python library for [reliability engineering](https://en.wikipedia.org/wiki/Reliability_engineering) and [survival analysis](https://en.wikipedia.org/wiki/Survival_analysis). It significantly extends the functionality of scipy.stats and also includes many specialist tools that are otherwise only available in proprietary software.\n\n![](https://raw.githubusercontent.com/MatthewReid854/reliability/master/docs/images/readme_image_V3.png)\n\n## Documentation\nDetailed documentation and examples are available at [readthedocs](https://reliability.readthedocs.io/en/latest/).\n\n## Key features\n- Fitting probability distributions to data including right censored data\n- Fitting Weibull mixture models and Weibull Competing risks models\n- Fitting Weibull Defective Subpopulation (DS) models, Weibull Zero Inflated (ZI) models, and Weibull Defective Subpopulation Zero Inflated (DSZI) models\n- Calculating the probability of failure for stress-strength interference between any combination of the supported distributions\n- Support for Exponential, Weibull, Gamma, Gumbel, Normal, Lognormal, Loglogistic, and Beta probability distributions\n- Mean residual life, quantiles, descriptive statistics summaries, random sampling from distributions\n- Plots of probability density function (PDF), cumulative distribution function (CDF), survival function (SF), hazard function (HF), and cumulative hazard function (CHF)\n- Easy creation of distribution objects. Eg. dist = Weibull_Distribution(alpha=4,beta=2)\n- Non-parametric estimation of survival function using Kaplan-Meier, Nelson-Aalen, and Rank Adjustment\n- Goodness of fit tests (AICc, BIC, AD, Log-likelihood)\n- Probability plots on probability paper for all supported distributions\n- Quantile-Quantile plots and Probability-Probability plots\n- Reliability growth, optimal replacement time, sequential sampling charts, similar distributions, reliability test planners\n- Interactive matplotlib functions including crosshairs and distribution explorer\n- Physics of Failure (SN diagram, stress-strain, fracture mechanics, creep)\n- Accelerated Life Testing Models (24) comprising of 4 distributions (Weibull, Exponential, Normal, Lognormal) and 6 life-stress models (Exponential, Eyring, Power, Dual-Exponential, Dual-Power, Power-Exponential).\n- Mean cumulative function and ROCOF for repairable systems\n\n## Installation and upgrading\n\nTo install *reliability* for the first time, open your command prompt and type:\n\n```\npip install reliability\n```\n\nTo upgrade a previous installation of *reliability* to the most recent version, open your command prompt and type:\n\n```\npip install --upgrade reliability\n```\n\nIf you would like to receive an email notification when a new release of *reliability* is uploaded to PyPI, [NewReleases.io](https://newreleases.io/) provides this service for free.\n\n## Contact\nIf you find any errors, have any suggestions, or would like to request that something be added, please email alpha.reliability@gmail.com.\n\n\n",
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