Geospatial Insights Using AI

Amir Sayegh, Ph.D. Data and Analytics Department 12th of September 2019

Confidential Executive Summary

● Geospatial Tools at Geotab ● Examples MyGeotab | Visit Geotab.com Data Fuels Geotab’s Analytics AI Ecosystem

Kubernetes Container Engine Gateway Servers

Compute Cloud 1.8M BigQuery Engine Storage

5-10 second delay MyGeotab | Visit Geotab.com Data Science Package

● A turn-key Data Lake for customers in Google BigQuery ● Query across thousands of vehicles and years of data in seconds ● Easily connect line of business applications and industry-leading BI tools ● Sample queries and python notebooks in GitHub ● Updated via daily batch MyGeotab | Visit Geotab.com Custom Tool: Big Query Visualizer

● Built in-house! ● Google’s BigQuery GeoViz allows for SQL to be run on BigQuery data on a map; amount of data that is viewable is limited ● Visualize millions of data points at once with fast zoom-in/out ● Users can run SQL queries against BigQuery datasets and view results on a WebGL ● Gradual data loading for large datasets (and more!) MyGeotab | Visit Geotab.com Custom Tool: Real-Time Tracking App Open Source Real-time Tracking App

● Plan: Open-source on Github ● Useful for visualizing real-time movement of vehicles and associated status and exceptions ● Examples: temperature-tracking, snow plow, etc. ● Partners can take the code and embellish MyGeotab | Visit Geotab.com Analysis Using Geohashes

● Currently using for analysis with great results ● Geohash is a public domain system which encodes a geographic location into a short string of letters and digits. It is a hierarchical spatial data structure which subdivides space into buckets of grid shape ● Plan is to shift to ‘snap to road’ soon GO Device - Current Outdoor Temperature

Oakville: 20 Las Vegas: 32 Boston: 20 Chicago: 29 Orlando: 32 Houston: 30 Los Angeles: 27 Vancouver: 18 Welcome to our office in Oakville! Phoenix: 34 Polar vortex during last winter Hyper-Local weather insights! MyGeotab | Visit Geotab.com data.geotab.com

Urban Infrastructure

● Hazardous Driving Areas ● Searching for Parking ● Areas of Idling ● Cell Coverage Dark Spots ● Road Impediments ● Intersection Insight

Weather

● Hyper Local Temperature ● Hyper Local Barometric Pressure ● Hyper Local Precipitation

Location Analytics

● Fuel Station Metrics ● Service Centre Metrics ● Truck Parking Locations MyGeotab | Visit Geotab.com Public Safety- Hurricane Dorian Impact

Time-lapse ground-truth probability of Time-lapse commercial traffic over the last 24 precipitation over the last 24 hours hours MyGeotab | Visit Geotab.com Intelligent Zoning using AI

By simply driving with a Geotab device, zones should automatically be created for you, and identified by type (i.e. Customer, Distribution Centre, etc).

CUSTOMER

AI for Zone Identification

AI for Zone Classification 12 MyGeotab | Visit Geotab.com NYC MVP

● Measure spot speeds and travel times in NYC ● Use the tool to make data-driven safety decisions ○ Road redesigns ○ Traffic calming ○ Lane narrowing ○ Siting speed cameras and humps MyGeotab | Visit Geotab.com Sensor Data + Big Data + AI = Safer Cities

BQML - Predict Dangerous Predict Hyper Local Weather Predict Vehicle Movement and Driving via Conditions Down to 150m Traffic Patterns MyGeotab | Visit Geotab.com Air Quality Assessment

● Smart City app to assess requisite vehicle mix for optimal municipal road coverage ● Allows municipal fleets to maximize the use of their vehicles and reduce cost of deployment ● Uses Geohashes to measure number of ‘passes’ MyGeotab | Visit Geotab.com Intersection Insights Aggregated Traffic Patterns in Hamilton MyGeotab | Visit Geotab.com Corporate headquarters: Geotab Inc. 2440 Winston Park Drive Oakville, Ontario L6H 7V2, Canada Tel: +1.416.434.4309 www.geotab.com

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