Scikit mobility analysis

From Communauté de la Fabrique des Mobilités


scikit-mobility is a library for human mobility analysis in Python.

💼 porté par

Logo skmob.png


The library allows to:

  • represent trajectories and mobility flows with proper data structures, TrajDataFrame and FlowDataFrame.
  • manage and manipulate mobility data of various formats (call detail records, GPS data, data from social media, survey data, etc.);
  • extract mobility metrics and patterns from data, both at individual and collective level (e.g., length of displacements, characteristic distance, origin-destination matrix, etc.)
  • generate synthetic individual trajectories using standard mathematical models (random walk models, exploration and preferential return model, etc.)
  • generate synthetic mobility flows using standard migration models (gravity model, radiation model, etc.)
  • assess the privacy risk associated with a mobility data set

The documentation of scikit-mobility's classes and functions is available at: https://scikit-mobility.github.io/scikit-mobility/

if you use scikit-mobility please cite the following paper: https://arxiv.org/abs/1907.07062


Organizations using or interested in using the resource:

Contributor(s):

Tags: trace, flow, pattern, origine destination, trajectoire

Categories: Logiciel, Données, Connaissance

Theme: Open Street Map OSM, Voiture Connectée, Données ouvertes, Traces de mobilité et des données associées, Logiciel Libre, Collectivité

Referent:

Challenge: Accompagner une collectivité à ouvrir un maximum de ressources et construire un kit d'aide à l'innovation, Augmenter les connaissances partagées en cartographie et usages des véhicules et réseaux de transports

Key people to solicit:

Other related common: Kit Minimal pour créer gérer et partager des traces de Mobilité

Wealth sought: Expérimentation, Cas d'usages, Contributeur - Communauté

Required skills:

Community of interest: Communauté autour des traces de mobilité et des données associées, Communauté autour des données ouvertes

License: Licence BSD 3

Terms of Service (TOS):

Level of development: Disponible mais non validé

Link to my actions board:

Link to my cloud, wiki, drive…:

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Next step:

Documentation of the experimentations:



Other informations

List of the actors using or willing of using this common: aucun pour le moment

List of the workshop reports related to this common: