Scikit mobility analysis
scikit-mobility is a library for human mobility analysis in Python.
The library allows to:
- represent trajectories and mobility flows with proper data structures,
TrajDataFrame
andFlowDataFrame
. - 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…:
Needs:
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: