Mana Auearunyawat

Mana Auearunyawat

I am a big data and machine learning nerd who likes to solve real-world problems to make our cities more liveable, our communities more resilient, and our planet more sustainable.

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Scaling GPS Crowdsourced Data for Visitation Counts

Scaling GPS Crowdsourced Data for Visitation Counts

Understanding visitation patterns to various points of interest (POIs) like parks, trails, downtowns, business districts, shopping malls, restaurants, and individual businesses is crucial for urban planning, economic development, and tourism. Anonymized GPS crowdsourced

Scaling Trip Counts From Sample to Population

Scaling Trip Counts From Sample to Population

Understanding city-wide mobility patterns is crucial for effective urban planning. CITYFLOW.ai leverages GPS mobility data to provide a powerful lens into these patterns. However, the data represents a sample of the population,