Emergency Update on Covid Research and Outreach

The preparations for, and start of, the Fall 2021 has brought the corona crisis to a new level of intensity. I have not had time to write any of the many blog posts I have in mind or already drafted. Instead, I want to provide a quick summary and update of recent work.

A number of faculty from across Canada and various disciplines spanning the natural and social sciences and humanities have formed Canadian Academics for Covid Ethics. The group had already published several pertinent letters and op-eds that you can find on the web site.

In addition, I interviewed with Argentinian journalist Agustina Sucri for an extensive article titled “Carta de académicos a los no vacunados“, appeared with Dr. Angela Durante on the Richard Syrett Show – News Talk Sauga 960 AM (September 2, 2021, recording from 1:02), and was profiled by Richard G in Fearless Canada’s Covid Stories and Testimonials.

Last but not least, I joined the Canadian Covid Care Alliance and co-authored a letter-to-the-editor of the Toronto Star with Drs. Steven Pelech and Julie Ponesse, in response to the Star’s disturbing August 26 front page hate messages.

More work is in progress.

The Divided States of Coronamerica: How Big is too Big?

For coronaphobics and lockdown believers, the United States serve as the poster child for how not to handle the pandemic. The Johns Hopkins University COVID-19 dashboard (Fig. 1) shows cumulative “case” counts by US counties using proportional circles – a suitable cartographic choice, although the bright red colour on dark background is questionable, as discussed elsewhere. The ten-and-a-half million cumulative cases and nearly a quarter-million deaths as of November 10th, place the US at the top of the COVID-19 world rankings. But are these numbers actually big? And what can we gather from the spatial pattern of cases?

Figure 1: The Johns Hopkins University COVID-19 dashboard zoomed to the United States. Source: screenshot from https://coronavirus.jhu.edu/map.html.
Continue reading “The Divided States of Coronamerica: How Big is too Big?”

COVID-19 Counts and Curves – A Developing Case Study in Data Classification and Normalization Issues

It is heartening to hear Ontario’s Premier Doug Ford explain that “we must listen to what the data tells us” about the threat of the novel coronavirus. Commitments from politicians to evidence-based decision-making are refreshing, even though it is well understood that the data (a plural word) do not actually speak to us, unless we ask the right questions of them. In the case of COVID-19, numerous analysts – myself included – have been playing with ways to visualize, interpret, and even predict the curves of confirmed infections, tests conducted, deaths, and cases resolved. Unfortunately, it is becoming increasingly clear that the underlying data are fundamentally flawed and should not be used for public information nor for executive decisions that drastically interfere with our freedoms to live a healthy life, move around, assemble, or conduct business.

number of fatalities
case-fatality rate = ———————————
number of cases

Continue reading “COVID-19 Counts and Curves – A Developing Case Study in Data Classification and Normalization Issues”

The Graduated Colour Map: A Minefield for Armchair Cartographers

Do not use choropleths for your COVID-19 counts, ever!

In a hilarious contribution to Medium, Dr. Noah Haber et al. issued a call to “Flatten the Curve of Armchair Epidemiology“. They analyze the transmission of “well-intended partial truths” about COVID-19 and caution of hidden “viral reservoirs throughout the internet”. To flatten this curve, they recommend fact-checking before posting and go as far as endorsing social-media distancing measures. As with general COVID-19 tips based on armchair epidemiology, misinformation can also be spread through the numerous COVID-19 maps that are widely circulating through the Web. In this article I want to focus on one particular instance of armchair cartography: wrongly mapping COVID-19 count data using choropleth symbology.

Continue reading “The Graduated Colour Map: A Minefield for Armchair Cartographers”

Geospatial Analysis for Pandemic Response

Why studying Applied Geography is more important than ever

Today was going to be Ryerson University’s Open House for prospective students, those already admitted for Fall 2020 as well as those considering a late application to our programs. The event was cancelled as a consequence of the distancing measures taken to slow the spread of the novel coronavirus. As undergraduate program director for the BA Honours in Geographic Analysis and past graduate program director for the MSA in Spatial Analysis, I would like to share some thoughts about why it is now particularly important to recruit bright students into Geography programs.

Continue reading “Geospatial Analysis for Pandemic Response”

2018 Meeting of the American Association of Geographers

This week, geographers from far and wide will converge onto New Orleans, Louisiana, for the 2018 edition of the Annual Meeting of the American Association of Geographers. Ryerson’s geography faculty and graduate students are no exception and there are even two senior undergraduate students presenting. Here are their research topics and presentation details from the conference program at https://aag.secure-abstracts.com/AAG%20Annual%20Meeting%202018/abstracts-gallery, sorted by abstract title:

“Solidarity” in the Migration Literature: A Critical Review of the Concept

Authors: Harald Bauder*, Ryerson University
Topics: Migration, Political Geography, Immigration/Transnationalism
Keywords: migration, solidarity, activism, borders, political geography
Session Type: Paper
Scheduler ID: FRI-044-3:20 p.m.
Day: 4/13/2018
Start / End Time: 3:20 PM / 5:00 PM
Room: Poydras, Sheraton, 3rd Floor

A mega index paradigm for simplifying sustainable development assessment

Authors: Richard Shaker*, Ryerson University
Topics: Sustainability Science, Urban and Regional Planning, Spatial Analysis & Modeling
Keywords: Composite index, Factor analysis, Geometric mean, Mega index, Sustainability assessment, Sustainable development planning, Sustainability indicators
Session Type: Paper
Scheduler ID: TUE-013-8:00 a.m.
Day: 4/10/2018
Start / End Time: 8:00 AM / 9:40 AM
Room: Galerie 3, Marriott, 2nd Floor

An approach to modelling tree root architecture in virtual urban growing conditions

Authors: Justin Miron*, Ryerson University, Geography and Environmental Studies, Andrew Millward, Ryerson University, Geography and Environmental Studies
Topics: Environmental Science, Quantitative Methods, Urban Geography
Keywords: urban forest, tree root, model, simulation
Session Type: Paper
Scheduler ID: FRI-085-5:20 p.m.
Day: 4/13/2018
Start / End Time: 5:20 PM / 7:00 PM
Room: Proteus, Sheraton, 8th Floor

An Assessment of a Multinational Retail Chain on Local Economic Development, Investigating the Impact on Commercial Activities using Geographic and Spatial Analysis

Authors: Brian Ceh*, Ryerson University, Tony Hernandez, Ryerson University, Florence Ipaye, Ryerson University
Topics: Business Geography, Economic Geography, Urban Geography
Keywords: Walmart, retail, geography, box-store, store
Session Type: Paper
Scheduler ID: FRI-026-8:00 a.m.
Day: 4/13/2018
Start / End Time: 8:00 AM / 9:40 AM
Room: Bacchus, Marriott, 4th Floor

Cardiovascular health in the city: an analysis of the health risks of exposure to environmental stressors in Toronto, Canada

Authors: Danielle Sadakhom*, Ryerson University, Tor Oiamo, Ryerson University
Topics: Geography and Urban Health, Spatial Analysis & Modeling, Canada
Keywords: environmental health, health geography, cardiovascular disease, Toronto
Session Type: Paper
Scheduler ID: FRI-008-10:00 a.m.
Day: 4/13/2018
Start / End Time: 10:00 AM / 11:40 AM
Room: Studio 8, Marriott, 2nd Floor

Defining Community Tolerance Levels of noise and assessing the influence of environmental context on responses to noise exposure in the City of Toronto, Ontario, Canada

Authors: Desislava Stefanova*, Ryerson University, Tor Oiamo, Ryerson University
Topics: Geography and Urban Health, Urban Geography, Canada
Keywords: Environmental noise, Noise annoyance, Noise perception
Session Type: Paper
Scheduler ID: TUE-083-10:00 a.m.
Day: 4/10/2018
Start / End Time: 10:00 AM / 11:40 AM
Room: Endymion, Sheraton, 8th Floor

Deforestation at Tommy Thompson Park: solutions for urban double-crested cormorant disturbance

Authors: Daniellle Marcoux-Hunter*, Ryerson University, Andrew Millward, Ryerson University
Topics: Environmental Science
Keywords: urban forestry, double-crested cormorant, Tommy Thompson Park, restoration
Session Type: Paper
Scheduler ID: FRI-085-5:20 p.m.
Day: 4/13/2018
Start / End Time: 5:20 PM / 7:00 PM
Room: Proteus, Sheraton, 8th Floor

Developing a Typology of Integrated Retail Mixed-Use Properties

Authors: Christopher Daniel*, Centre for the Study of Commercial Activity – Ryerson University, Tony Hernandez, Centre for the Study of Commercial Activity, Ryerson University
Topics: Business Geography, Urban and Regional Planning, Applied Geography
Keywords: Business Geography, Retail Geography, Urban Planning
Session Type: Paper
Scheduler ID: THU-026-8:00 a.m.
Day: 4/12/2018
Start / End Time: 8:00 AM / 9:40 AM
Room: Bacchus, Marriott, 4th Floor

Equity goals and implementation strategies: A meta-analysis of urban forestry policy documents for municipalities across North America

Authors: Amber Grant*, Ryerson University, Environmental Applied Science and Management, Andrew Millward, Ryerson University, Department of Geography and Environmental Studies, Sara Edge, Ryerson University, Department of Geography and Environmental Studies, Ekow Ashun-Stone, Ryerson University, Department of Geography and Environmental Studies
Topics: Urban Geography, Social Geography
Keywords: urban forestry, tree cover, cities, management plan, equity, justice,
Session Type: Paper
Scheduler ID: THU-102-3:20 p.m.
Day: 4/12/2018
Start / End Time: 3:20 PM / 5:00 PM
Room: Bourbon Room, Astor, Mezzanine

Geodemographic Visualisation of Foreign Upscale Retail in Canada’s Major Cities

Authors: Stephen Swales*, Ryerson University, K. Forsythe, Ryerson University, Nicole Serrafero, Ryerson University
Topics: Business Geography, Geographic Information Science and Systems, Applied Geography
Keywords: geodemographics, business geography, upscale retail, Canadian cities
Session Type: Paper
Scheduler ID: FRI-026-8:00 a.m.
Day: 4/13/2018
Start / End Time: 8:00 AM / 9:40 AM
Room: Bacchus, Marriott, 4th Floor

Impact of Box Stores in the Exurban Region: Case Study of a Large Metropolitan Region, Toronto, Canada

Authors: Oskaycan Turanoglu*, Ryerson University, Brian Ceh, Ryerson University, Nana Ntim, Ryerson University
Topics: Business Geography, Economic Geography, Urban Geography
Keywords: box-store, walmart, Toronto, retail
Session Type: Paper
Scheduler ID: THU-026-8:00 a.m.
Day: 4/12/2018
Start / End Time: 8:00 AM / 9:40 AM
Room: Bacchus, Marriott, 4th Floor

Implications of Large Retail Stores on Commercial Activities by Suburban and Inner City Location, A Comprehensive Metropolitan Analysis

Authors: Nana Ntim*, , Brian Ceh, Ryerson University, Oskaycan Turanoglu, Ryerson University, Tony Hernandez, Ryerson University
Topics: Economic Geography, Urban Geography, Canada
Keywords: retail, Toronto, box-store, walmart,
Session Type: Paper
Scheduler ID: THU-026-10:00 a.m.
Day: 4/12/2018
Start / End Time: 10:00 AM / 11:40 AM
Room: Bacchus, Marriott, 4th Floor

Location strategies and retail disruption: from trade areas to customer moments

Authors: Tony Hernandez*, Ryerson University
Topics: Business Geography
Keywords: Retail, business model, customer behaviour
Session Type: Paper
Scheduler ID: FRI-026-10:00 a.m.
Day: 4/13/2018
Start / End Time: 10:00 AM / 11:40 AM
Room: Bacchus, Marriott, 4th Floor

Practitioner perspectives on the role of Spatial Big Data in retail decision making.

Authors: Joseph Aversa*, Ryerson University, Tony Hernandez , Ryerson University, Sean Doherty, Wilfrid Laurier University
Topics: Business Geography, Marketing Geography, Economic Geography
Keywords: Big Data, Retail Location Planning, Retail Decision Making
Session Type: Paper
Scheduler ID: THU-026-10:00 a.m.
Day: 4/12/2018
Start / End Time: 10:00 AM / 11:40 AM
Room: Bacchus, Marriott, 4th Floor

Production of risk: Multiple interacting exposures and unequal vulnerability in a coastal community

Authors: Greg Oulahen*, Ryerson University
Topics: Hazards and Vulnerability, Hazards, Risks, and Disasters, Human-Environment Geography
Keywords: hazards, risk, exposure, vulnerability, flood, Crescent Beach
Session Type: Paper
Scheduler ID: TUE-089-10:00 a.m.
Day: 4/10/2018
Start / End Time: 10:00 AM / 11:40 AM
Room: Muses, Sheraton, 8th Floor

Quantifying scalar ecological processes in an urban forest using drone-based image acquisition

Authors: Christopher Scarpone*, Ryerson University, Environmental Applied Science and Management, Andrew Millward, Ryerson University, Geography and Environmental Studies
Topics: Environmental Science, Quantitative Methods, Remote Sensing
Keywords: urban forest, ecological restoration, machine learning, UAV, drone, LiDAR
Session Type: Paper
Scheduler ID: THU-102-10:00 a.m.
Day: 4/12/2018
Start / End Time: 10:00 AM / 11:40 AM
Room: Bourbon Room, Astor, Mezzanine

Socioeconomic status, greenspace and exposure to multiple environmental stressors in Toronto, Canada

Authors: Tor Oiamo*, Ryerson University
Topics: Geography and Urban Health, Hazards and Vulnerability, Spatial Analysis & Modeling
Keywords: Environment; noise; air pollution; greenspace; health; equity
Session Type: Paper
Scheduler ID: WED-015-10:00 a.m.
Day: 4/11/2018
Start / End Time: 10:00 AM / 11:40 AM
Room: Galerie 5, Marriott, 2nd Floor

Spatial Access to Community and Specialized Mental Health Care in Toronto: A Case of Mental Health Crises

Authors: Lu Wang*, Ryerson University
Topics: Medical and Health Geography, Spatial Analysis & Modeling, Applied Geography
Keywords: Spatial accessibility, mental health, Two-Step Floating Catchment Area model
Session Type: Paper
Scheduler ID: WED-069-5:20 p.m.
Day: 4/11/2018
Start / End Time: 5:20 PM / 7:00 PM
Room: Estherwood, Sheraton, 4th Floor

The Survival Strategies of Dollarama in the Era of Online Retailing

Authors: Shuguang Wang*, Ryerson University
Topics: Business Geography, Canada, Economic Geography
Keywords: retail geography, business geography, Canada, Dollarama
Session Type: Paper
Scheduler ID: FRI-026-10:00 a.m.
Day: 4/13/2018
Start / End Time: 10:00 AM / 11:40 AM
Room: Bacchus, Marriott, 4th Floor

Towards Urban Revitalization for All: Reflections on Participatory Research, Action and Equity in Digitally Enabled Citizenship

Authors: Sara Edge*, Ryerson University, Rachel Singer, Ryerson University, Ekow Stone, Ryerson University, Emma Beattie, Ryerson University, Amber Grant, Ryerson University, Andrew Millward, Ryerson University
Topics: Urban Geography, Geography and Urban Health, Political Geography
Keywords: urban revitalization, equity, displacement, lived experience, PAR, digital citizenship
Session Type: Paper
Scheduler ID: FRI-049-3:20 p.m.
Day: 4/13/2018
Start / End Time: 3:20 PM / 5:00 PM
Room: Napoleon A2, Sheraton, 3rd Floor

Welcome Home, GIS Professionals – Ryerson Geography at URISA’s 54th Annual Conference

The Urban and Regional Information Systems Association (URISA) held its first conference on “Urban Planning Information Systems and Programs” in 1963 at the University of Southern California. Now dubbed “GIS-Pro”, the conference and URISA as an organization are the preeminent destinations for exchange of best-practices among Geographic Information Systems (GIS) professionals. This year, Canada, the birth place of GIS, welcomed URISA back for its 54th annual conference held at Toronto’s Westin Harbour Castle hotel from Oct 31-Nov 3, 2016.

The conference drew over 350 participants, with some 200 from Canada (including 150 from Ontario) and most of the remainder from the United States. Representatives from Australia, Barbados, Japan, Malaysia, Republic of Korea, Saudi Arabia, South Africa, and the United Kingdom rounded out the pre-conference attendee list. URISA is greatly engaged in the professional development of its members, and consequently, over 100 participants held the GISP designation. URISA is a founding member of the GIS Certification Institute, which awards the “GISP” status and was an exhibitor and workshop organizer at the conference. URISA’s Vanguard Cabinet of young geospatial professionals, URISA’s GISCorps of worldwide GIS volunteers, its GIS Management Institute, and its regional chapters were all involved in organizing the conference. In one of the conference highlights, Esri Canada founder and president Alex Miller was inducted to the URISA GIS Hall of Fame. More information about URISA can be found at http://www.urisa.org/main/about-us/.

Title slide - 3D-printed geography

Ryerson’s Department of Geography and Environmental Studies attended the conference with three speakers and ten student volunteers. In the unusual format of a luncheon presentation and discussion table (https://gispro2016.sched.org/event/6nuR/hosted-lunch-vendor-spark-lunch-presentations-roundtable-discussions), I presented work with Dr. Claire Oswald on “3D-Printed Geography for Education, Outreach, and More?” This was a summary of one-and-a-half years of 3D-printing of terrain models and cityscapes, focusing on the processing of geospatial data into 3D printer-compliant format, and on the reception of this project among potential users such as conservation authorities. Our slides are available at http://gis.blog.ryerson.ca/files/2016/11/3d-printed-geographies_urisa-gispro2016.pdf. A previous review of the project is available at https://storify.com/ClausRinner/3d-printed-geographies-one-year-in.

My former graduate students Justin Pierre and Richard Wen had signed up for a session on open-source geospatial software (https://gispro2016.sched.org/event/6nv7/free-puppies-and-solutions-open-source-and-commercial-software). Justin presented on his Master of Spatial Analysis (MSA) major research paper “Developing an Argumentation Platform in an Open Source Stack”. His map-based discussion forum on Toronto’s bike lane network runs on Ryerson’s cloud at https://cartoforum.com/bikelanes/, albeit not always as reliably as we wish. Richard outlined his MSA thesis research on “Using Open Source Python Packages for Machine Learning on Vector Geodata”. He applied the “random forest” algorithm to the task of detecting outliers in OpenStreetMap data, with the goal of developing tools for semi-automated data input and quality control in volunteered geographic data. Richard’s code and thesis are available at https://github.com/rrwen/msa-thesis. Both of these student were part of the Geothink SSHRC Parternship Grant, http://geothink.ca/, which supported their conference participation.

RyersonGeo booth with AR-sandbox at GIS-Pro2016

@RyersonGeo also had a booth in the GIS-Pro 2016 exhibit hall. While conference participants were interested in the Department’s programs and research expertise, the main attraction of our booth was an augmented-reality (AR) sandbox. The sandbox was built, set up, and staffed by our collaborators in the GIS team at the Central Lake Ontario Conservation Authority (CLOCA – http://cloca.ca/). CLOCA staff had attended Dr. Oswald’s GeovisUW workshop (https://storify.com/ClausRinner/geovisuw-workshop-ryersongeo) in June 2016 and were inspired by the visit of Ryerson’s Digital Media Experience Lab, which demo’ed an AR sandbox. In subsequent discussions about public outreach around surface- and groundwater protection, we proceeded with 3D-prining of CLOCA’s watershed geography and terrain, while CLOCA staff endeavoured to build the sandbox. The two displays were used by CLOCA at the 2016 Durham Children’s Groundwater Festival in late September. At the GIS-Pro 2016 conference, some participants were wondering about combining the two technologies, while others were interested in using the sandbox to model real-world terrain and simulating flooding. While accurate modeling of terrain and water flow may prove difficult, we are indeed planning to test the sandbox with semi-realistic scenarios.

CLOCA's AR-sandbox at GIS-Pro2016

In conclusion, applied GIS researchers and practicing GIS professionals are a friendly, close-knit group. The conference volunteers from our BA in Geographic Analysis, BA in Environment and Urban Sustainability, and MSA in Spatial Analysis programs were given a lot of free time and thoroughly enjoyed the conference. They were truly impressed by the large number and variation in GIS applications presented, and left the conference with a greater sense for the professional community. For me, the conference confirmed that research and development of GIS should be led by geographers, within Geography departments, as we are best positioned to understand the professional end-user’s needs, yet also have the technical expertise, at least @RyersonGeo, to contribute to GIS R&D.

Leveraging Open Data: International Perspectives Presented at URISA’s GIS-Pro 2016 Conference

Guest post by Sarah Greene (@SarahAGreene), Master of Spatial Analysis (MSA) candidate, Ryerson University

This past week, URISA held its 54th annual GIS-Pro conference in Toronto, bringing together GIS professionals and businesses from around the world. The conference provided many interesting sessions including one focused entirely on open data. This session, titled “Leveraging Open Data” (https://gispro2016.sched.org/event/6nun/leveraging-open-data), included government as well as private sector perspectives.

The session began with a presentation from the Government of North Carolina, discussing the importance of metadata. They are currently collaborating with a number of agencies to create and share a metadata profile to help others open up their data and understand how to implement the standards suggested. They have produced a living document which can be accessed through their webpage http://nconemap.com/DiscoverGetData/Metadata.aspx.

The next speaker at the session represented Pitkin County in Colorado. They represent an open data success story with a number of great resources available for download on their website including high quality aerial imagery. An important aspect to their open data project was their engagement with their local community to understand what data should be opened, and then marketing those datasets which were released.

The Government of Ontario was also present as this session, presenting on the current status of open data for the province. The Ontario Government promotes an Open by Default approach and currently has over 500 datasets from 49 agencies available to download through their portal at https://www.ontario.ca/search/data-catalogue?sort=asc. They are working towards continuing to increase their open datasets available.

A presentation by MapYourProperty (http://mapyourproperty.com/) provided an interesting perspective from the private sector using open data to successfully run their business. They heavily depend on visualizing open data to provide a web-based mapping application for the planning and real estate community to search properties, map zoning information and create a due diligence report based on the information found. This is one example of many that exist in the private sector of open data helping build new companies, or help existing companies thrive.

Lastly, a representative from Esri Canada’s (http://esri.ca/) BC office wrapped up the session reminding us all of the importance of opening data. This included highlighting the seemingly endless benefits to open data, including providing information to help make decisions, supporting innovation, creating smart cities and building connections. Of course, open data is big business for Esri too, with the addition of ArcGIS Open Data as a hosted open data catalog to the ArcGIS Online platform.

This session showcased some great initiatives taking place in Canada and the United States that are proving the importance of opening up data and how this can be done successfully. It is exciting to see what has been taking place locally and internationally and it will be even more exciting to see what happens in the future, as both geospatial and a-spatial data products continue to become more openly available.

Geographic Analysis Explained through Pokemon GO

Hello, pokemon trainers of the World! Today, I would like to explain Geographic Analysis using the ideas of the Pokemon GO game that you know only too well. I hope that you will return to the game with a good understanding of the geographic concepts and the geospatial technology behind it.

Safe for some serious cheating, you have to move around this thing called THE REAL WORLD with your location-enabled device in order to “catch’em all”. Smartphone producers make it really difficult to manipulate GPS location, because it is such a critical function of your device. So, unless you are truly close to that poke stop, you won’t be able to access its resources: free poke balls, razz berries, etc. In Geography, we often study the location of points-of-interest or services. For example, if you live or work close to a specific shopping mall or hospital, you are likely to use their services at one point or another. Or, if you are far away from a college or university and still choose to pursue higher education, you may have to move in order to be within reach of that institution.

To use a poke stop or gym, or to catch a pokemon, you do not need to be at their exact coordinate locations, but you need them to appear within your proximity circle as you move around. In Geographic Analysis, we often examine this “reach”, or catchment area, that is defined by proximity to locations of interest. For example, when a coffee chain looks to open a new store, Geographers will examine their competitors’ locations and surrounding neighbourhood profiles to determine whether there is a gap in coverage or whether there are catchment areas that include enough people of the right demographic to support an additional cafe. In Retail Geography, we call these areas “trade areas”. That’s why you can find clusters of Tim Horton’s, Second Cup, and/or Starbucks at major intersections where the geodemographics are favourable – yes, this is likely a Geospatial Analyst’s work! And that’s also why you can find clusters of poke stops in some of your favourite busy locations.

To support business decision-making, AKA “location intelligence”, Geographers use data on population, household incomes and employment, the movement of people, and the built environment. If you have ever “watched” pokevision.com for different locations, you will have noticed great variation in the pokemon spawn density and frequency. For example, in our screenshots below you can see tons of pokemon in downtown Toronto, but not a single one in an area of rural Ontario. Similarly, there are dozens of poke stops and several gyms within walking distance in the City but a lone poke stop in rural Ontario. The Pokemon GO vendor, Niantic, seems to be using geodemographics in determining where pokemon will spawn. They make it more likely for pokemon to spawn where there are “clients”: that is, yourselves, the trainers/players.

(a)IMG_0035 (b)IMG_0042 (c)IMG_0099

Fig. 1: poke stops locations and pokemon appearances in downtown Toronto (a, b), compared to rural Ontario (c)

Geographic space is a unique dimension that critically influences our lives and societies. The spatial distribution of people and things is something that Geographers are studying. Just like the spawning of pokemon in general, the appearance of the different types of pokemon is not randomly distributed either. For example, it has been shown that water-type pokemon are more likely to appear near water bodies. See all those Magicarps near the Toronto lakefront in the screenshot below? A few types of pokemon even seem restricted to one continent such as Tauros in North-America and won’t appear on another (e.g., Europe). The instructions by “Professor Willow” upon installation of the app actually refer to this regional distribution of pokemon. I also believe that the points-of-interest, such as buildings, that serve as poke stops, determine the pokemon type spawning near them. For example, the Ontario Power Building at College St. and University Ave. in Toronto regularly spawns an Elektrabuzz, as shown in the last screenshot below.

(a)IMG_0026 (b)pokemon_cluster-of-magicarps-at-lakefront (c)algorithmic-regulation_aka-pokemon-go

Fig.2: (a), “Professor Willow” explaining his interest in studying the regional distribution of pokemon (what a great-looking Geographer he is!); screenshots of pokevision.com with (a) Magicarps at the Toronto lakefront and (b) an Elektrabuzz near the Ontario Power Building

In Environmental Geography, we often analyze (non-pokemon) species distribution, which is also not random. The availability of suitable habitat is critical, just like for pokemon. In addition, spatial interactions between species are important – remember the food chain you learned about in school. I am not sure that different pokemon types interact with one another; maybe that could be the topic of your first course project, as you enter a Geography program at university?

The techniques that we use within Geographic Information Systems (GIS) include suitability mapping, distance and buffer analysis, and distance decay. Distance decay means that it is becoming less and less likely to encounter a species as you move away from suitable habitat. Or in the business field, it is becoming less and less likely that people will shop at a specific mall the further away they live from it. A buffer is an area of a specified distance around a point, line, or polygon, just like the proximity circle around your pokemon avatar. GIS software can determine if other features are within the buffer around a location. Instead of enabling access to poke stops or gyms around your avatar, Geographers would use buffer analysis to determine which residents have access to public transit, e.g. if they are within walking distance of 500m or 1km of a transit stop.

A final thought about how Pokemon GO has brought Geography to the headlines concerns important professional and societal challenges that Geographers can tackle. These range from map design and online map functionality to crowdsourcing of geospatial data, as well as the handling of big data, privacy concerns, and ultimately the control of people’s locations and movement. The now-defunct pokevision.com Web map used Esri online mapping technology, one of the world-leading vendors of GIS software and promoters of professional Geography. Another approach, which is used by pokemonradargo.com, has trainers (users) report/upload their pokemon sightings in real-time. This geospatial crowdsourcing comes with a host of issues around the accuracy of, and bias in, the crowdsourced data as well as the use of free labour. For example, poke stops were created by players of a previous location-based game called “Ingress” and are now used by Niantic in a for-profit venture – Pokemon GO! Finally, you have all read about the use and misuse of lure to attract people to poke stops at different times of day and night. The City of Toronto recently requested the removal of poke stops near the popular island ferry terminal for reasons of pedestrian control and safety. Imagine how businesses or government could in the future control our movement in real space with more advanced games.

I hope I was able to explain how Pokemon GO is representative of the much larger impact of Geography on our everyday lives and how Geographers prepare and make very important, long-term decisions in business and government on the basis of geospatial data analysis. Check out our BA in Geographic Analysis or MSA in Spatial Analysis programs to find out more and secure a meaningful and rewarding career in Geography. And good luck hunting and training more pokemon!