Recent Releases of ewstools
ewstools - v2.1.0
Updates:
- Deprecated function ews_compute() now removed. All computation of EWS must be done through the TimeSeries class and associated methods.
- Tutorials that used deprecated functions removed
- Small fix to apply_classifier_inc() to make sure that classifier is applied to all time values in the range provided
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by ThomasMBury about 3 years ago
ewstools - v2.0.1
Major changes include:
- A TimeSeries class : In version 2, users put their data into a TimeSeries class, and compute EWS by applying associated methods to this class. In older versions, users would use the stand-alone function ews_compute(), however this became impractical as I wanted add more features to the package. Now, when a new feature is desired (e.g. a new type of EWS), we can add a new method to the TimeSeries class. This class also allows us to store local variables associated with the data without having to pass them to each function.
- Methods to apply a deep learning classifier to make predictions : apply_classifier() and apply_classifier_inc().
- A method to visualise EWS with an interactive figure in Plotly: make_plotly()
- Added tutorials and documentation
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by ThomasMBury over 3 years ago
ewstools - First official release
Python package for computing, analysing and visualising early warning signals (EWS) in time series data. Includes a novel approach to characterise bifurcations using Spectral EWS.
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by ThomasMBury over 6 years ago
ewstools - ewstools: first release
Now contains tools for bootstrapping and eigenvalue reconstruction.
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by ThomasMBury over 6 years ago
ewstools - Pre-release version of ewstools
Python package for computing, analysing and visualising early warning signals (EWS) in time-series data. Includes a novel approach to characterise bifurcations using EWS.
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by ThomasMBury almost 7 years ago