This preliminary analysis is a collaboration between ISI Foundation and Cuebiq.

The ISI Foundation authors acknowledge support from the Lagrange Project funded by CRT Foundation and access to anonymized mobility data by Cuebiq. In response to the COVID-19 crisis, Cuebiq is providing insights to academic and humanitarian groups through a multi-stakeholder data collaborative for timely and ethical analysis of aggregate human mobility patterns.

The research team of COVID-19 MM is formed by:


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