Hoppr demo

Hoppr Route plannr and recommendr

Michael Ramm

Planning ErrandsPost office

Pharmacy

Dry Cleaning

Bank of America• Top-rated places on Yelp • Optimal path to save time • Recommendations along

the way

• Yelp: 60,000 business listings, ratings in Bay Area

• Geocode to find latitude, longitude

• Narrow search to 6 closest businesses per category

• Live request: distance matrix

• Calculate shortest path

Suggest next destinations

• Logistic regression: • precision: 0.91, recall: 0.94

• Import features: • distance • destination review count • destination rating • destination is a coffee shop

features labelscross-reference A 1

0

B

C

Business Graph

Define competitors: most common parent nodes !

Target San Mateo and Costco, Foster City !

Palo Alto: Nola’s and The Old Pro

Palo Alto

San Mateo

Redwood City San Carlos

Michael Ramm