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update citations
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ThomasMBury committed Dec 12, 2022
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Expand Up @@ -32,7 +32,7 @@ From a mathematical perspective, these transitions may be understood as the
crossing of a bifurcation (tipping point) in an appropriate dynamical system model.
In 2009, Scheffer and colleagues proposed using statistical metrics to signal the
approach of a bifurcation in time series data [@scheffer2009early].
This created massive interest in the subject of EWS from a wide range scientific disciplines.
This spurred massive interest in the subject of EWS from a wide range scientific disciplines.
Now, there exist a multitude of different EWS and associated methods for
anticipating bifurcations [@clements2018indicators].

Expand Down Expand Up @@ -73,13 +73,13 @@ Critical transitions may occur in many disciplines, including ecology, medicine,
finance, and epidemiology, to name a few. As such, it is important that EWS are made
widely accessible. To my knowledge, there are two other software packages developed for
computing EWS (
[earlywarnings](https://cran.r-project.org/web/packages/earlywarnings/index.html) by Dakos et al. [dakos2012methods],
[earlywarnings](https://cran.r-project.org/web/packages/earlywarnings/index.html) by Dakos et al. @dakos2012methods,
and
[spatialwarnings](https://cran.r-project.org/web/packages/spatialwarnings/index.html) by Génin et al. [genin2018monitoring]),
[spatialwarnings](https://cran.r-project.org/web/packages/spatialwarnings/index.html) by Génin et al. @genin2018monitoring),
both using the R programming language.
Given the recent surge in popularity of the Python programming language [@stanvcin2019overview],
it makes sense to have a package available for these users.
Moreover, ewstools implements recently developed methods (bury) that make use of deep learning
Moreover, `ewstools` implements recently developed methods [@bury2021deep] that make use of deep learning
and packages therein that are native to Python.


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