siradam / DataMining_Project

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Higher-order network analytics for time series data #45

Open lorenzznerol opened 2 years ago

lorenzznerol commented 2 years ago

https://www.pathpy.net/ and the linked videos there

Intro to PathPy https://youtu.be/CxJkVrD2ZlM

pip install pathpy https://youtu.be/QIPqFaR2Z5c

What is pathpy?

pathpy is an Open Source python package providing higher-order network analytics for time series data.

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Examples for data that can be analysed with pathpy include high-resolution time-stamped network data, dynamic social networks, user click streams on the Web, biological pathway data, citation graphs, passenger trajectories in transportation networks, or information propagation in social networks.

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It allows to answer the question when network models of time series data are justified and when higher-order models are needed.

pathpy is fully integrated with jupyter, providing rich interactive visualisations of networks, temporal networks, higher-, and multi-order models. Visualisations can be exported to HTML5 files that can be shared and published on the Web. You can find examples in our gallery.