Xavier Bustamante

Xavier Bustamante



Published! 🚴‍♀️ Riding the wave: Predicting the use of @bicing in #Barcelona before and during #COVID @RyanFedero & Xavier Fernández-i-Marin at #Sustainable Cities and Society journal. Info & insights 🧵👇

We use #MachineLearning to identify the key factors in predicting the use of @bicing (the bike-sharing system in Barcelona) before and during #COVID using bicing trips and #OpenData from @bcn_ajuntament and @govern @iopendatabcn. Main insights👇

1. Increasing bike-related built infrastructure, trip distance, and the income levels of neighborhoods are the most relevant predictors of the increase in bicing usage. 2. #TacticalUrbanism is effective to increase the use of Bicing.👇

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