{"repo":"alkaline-ml/pmdarima","free":true,"listed":false,"github":"https://github.com/alkaline-ml/pmdarima","clone":"git clone https://github.com/alkaline-ml/pmdarima.git","description":"A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.","language":"Python","stars":1734,"topics":["arima","time-series","forecasting","forecasting-models","python","econometrics","pmdarima","machine-learning","sarimax"],"license":"MIT","category":"machine-learning","readme_excerpt":"pmdarima Pmdarima (originally pyramid-arima , for the anagram of 'py' + 'arima') is a statistical library designed to fill the void in Python's time series analysis capabilities. This includes: The equivalent of R's auto.arima functionality A collection of statistical tests of stationarity and seasonality Time series utilities, such as differencing and inverse differencing Numerous endogenous and exogenous transformers and featurizers, including Box-Cox and Fourier transformations Seasonal time series decompositions Cross-validation utilities A rich collection of built-in time series datasets for prototyping and examples Scikit-learn-esque pipelines to consolidate your estimators and promote productionization Pmdarima wraps statsmodels under the hood, but is designed with an interface that's familiar to users coming from a scikit-learn background. Installation pip Pmdarima has binary and source distributions for Windows, Mac and Linux ( manylinux ) on pypi under the package name pmdarima and can be downloaded via pip : conda Pmdarima also has Mac and Linux builds available via conda and can be installed like so: Note: We do not maintain our own Conda binaries, they are maintained at https://github.com/conda-forge/pmdarima-feedstock. See that repo for further documentation on working with Pmdarima on Conda. Quickstart Examples Fitting a simple auto-ARIMA on the wineind dataset: Fitting a more complex pipeline on the sunspots dataset, serializing it, and then loading it from di","default_branch":null,"files":null,"tree":[],"storefront":"/r/alkaline-ml","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/alkaline-ml/pmdarima/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}