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MOBILITY DATA IN
FIGHTING AND
UNDERSTANDING THE
COVID19 AND RELATED
CRISIS
TUULI TOIVONEN,
OLLE JÄRV,
ELIAS WILLBERG,
TUOMAS VÄISÄNEN
VUOKKO HEIKINHEIMO
ET AL.
TUULI TOIVONEN /
DIGITAL GEOGRAPHY LABGeoforum seminar 7.5.2020
COMBATTING THE VIRUS
IS NOT
PHARMACEUTICAL,
IT IS MOSTLY SPATIAL.
Testing and tracing,
Bans on large gatherings,
Non-essential business and school and
university closures,
International and domestic mobility
Restrictions and physical isolation,
Total lockdowns of regions and countries
TUULI TOIVONEN /
DIGITAL GEOGRAPHY LAB
https://advances.sciencemag.org/content/early/2020/04
/27/sciadv.abc0764
UNDERSTANDING THE CRISIS
CALLS FOR DATA
Environment:
Climate
Weather
Land use
…
Health :
Diagnosed cases
Underlying health
conditions
Other health data
…
Socioeconomy:
Age distribution
Employment and
businesses
Other socioeconomic
variables
…
Mobility:
Global to local scale
movement of people,
encounters, activity spaces
…
UNDERSTANDING THE CRISIS
CALLS FOR DATA
Mobility flows
Ambient
population
Interactions
between people
Mobility
data
Mobility data
HTTPS://WWW.HELSINKI.FI/EN/RESEARCHGROUPS/DIGITAL-GEOGRAPHY-LAB
but they are collected, owned and managed
by private companies with other interests than sharing it.
THERE IS A LOT OF BIG
(MOBILITY) DATA
OUT THERE
https://www.domo.com/learn/data-never-sleeps-7
MOBILE NETWORK DATA
FROM TELEOPERATORS
Good representation of population,
promising possibilities
national in scale
24H POPULATION
(see also Järv, Tenkanen, Salonen, Ahas & Toivonen 2018)
Relative distribution of people at
each hour of the day
MSc thesis work of Claudia Bergroth
(based on model by:
Järv, Tenkanen & Toivonen 2017)
Elias Willberg, Digital Geography Lab
with Telia Crowd insights Data
https://blogs.helsinki.fi/digital-geography/2020/05/06/covid-19-changed-the-presence-
of-people-and-their-mobility-in-finland-during-march-snapshots-from-mobile-phone-
data/
Elias Willberg, Digital Geography Lab
with Telia Crowd insights Data
https://blogs.helsinki.fi/digital-geography/2020/05/06/covid-19-changed-the-presence-
of-people-and-their-mobility-in-finland-during-march-snapshots-from-mobile-phone-
data/
Elias Willberg, Digital Geography Lab
with Telia Crowd insights Data
https://blogs.helsinki.fi/digital-geography/2020/05/06/covid-19-changed-the-presence-
of-people-and-their-mobility-in-finland-during-march-snapshots-from-mobile-phone-
data/
COVID RESTRICTIONS DROPPED
MOBILITY IN FINLAND
Olle Järv, Digital Geography Lab with Telia Crowd insights Data
https://blogs.helsinki.fi/digital-geography/2020/05/06/covid-19-changed-the-presence-of-people-and-their-mobility-in-finland-during-march-snapshots-from-mobile-phone-data/
MOBILITIES FROM UUSIMAA
TO OTHER REGIONS
First week of February
Anonymised and aggregated
data by Telia Crowd Insights
Daily trips between regions,
aggregated from municipality level
Tuomas Väisänen, Digital Geography Lab
MOBILITIES FROM UUSIMAA
TO OTHER REGIONS
Holiday week (23.2.2020)
Anonymised and aggregated
data by Telia Crowd Insights
Daily trips between regions,
aggregated from municipality level
Tuomas Väisänen, Digital Geography Lab
MOBILITIES FROM UUSIMAA
TO OTHER REGIONS
18TH MARCH
Anonymised and aggregated
data by Telia Crowd Insights
Daily trips between regions,
aggregated from municipality level
Tuomas Väisänen, Digital Geography Lab
MOBILITIES FROM UUSIMAA
TO OTHER REGIONS
28TH MARCH 2020
Anonymised and aggregated
data by Telia Crowd Insights
Daily trips between regions,
aggregated from municipality level
Tuomas Väisänen, Digital Geography Lab
MOBILITIES FROM UUSIMAA
TO OTHER REGIONS
30TH MARCH 2020
Anonymised and aggregated
data by Telia Crowd Insights
Daily trips between regions,
aggregated from municipality level
Tuomas Väisänen, Digital Geography Lab
https://advances.sciencemag.org/content/early/2020/04/27/sciadv.abc0764
GOOGLE MOBILITY DATA
Black box, but allows novel temporal inspections
Graphs by Tuomo Virkola, @virkola
Graphs by Tuomo Virkola, @virkola
THE CHANGE IN
VISITS TO
WORKPLACES
DECREASED BY 26%
IN SWEDEN, 39% IN
DENMARK, 41% IN
NORWAY & 47% IN
FINLAND.
https://nordregio.org/maps/mobility-
changes-due-to-covid-19/
Sporadic but rich in content and global in nature
SOCIAL MEDIA DATA
For more, see: Toivonen et al. (2019)
Social media Data for Conservation Science – a Methodological Overview
https://www.sciencedirect.com/science/article/pii/S0006320718317609
SOCIAL
MEDIA
DATA
VISITORS OF
PALLAS-YLLÄS NATIONAL PARK
Posts from a Finnish Instagram-user. 107 posts in total.
A VISITOR OF
PALLAS-YLLÄS NATIONAL PARK
Rogers Pass Summit,
Canada
Schladming-Dachstein, Austria Pallas-Yllästunturi National Park,
Finland
Posts from a Finnish Instagram-user. 107 posts in total.
A VISITOR OF
PALLAS-YLLÄS NATIONAL PARK
CROSS BORDER MOBILITIES: TWEET MOBILITIES OF FINNS (YELLOW) AND ESTONIANS (BLUE)
WHO HAVE TWEETED IN BOTH COUNTRIES.
Ongoing work by Olle Järv, Tuomas Väisänen et al. Read more via https://bit.ly/31KELHo !
Digital Geography Lab
CROSS BORDER MOBILITIES: RUSSIAN MOBILITIES TO ESTONIA (GREEN), FINLAND (YELLOW)
AND BETWEEN THE TWO COUNTRIES (PINK).
Ongoing work by Olle Järv, Tuomas Väisänen et al. Read more via https://bit.ly/31KELHo !
THE CRISIS HAS HIGHLIGHTED MANY
DATA RELATED MATTERS
COLLABORATION BETWEEN DATA
OWNERS, ADMINISTRATION AND
RESEARCH
THE CRISIS HAS HIGHLIGHTED THE
NEED FOR:
WELL-THOUGHT DATA PRODUCTS
INSTEAD OF AD-HOC SOLUTIONS
THE CRISIS HAS HIGHLIGHTED THE
NEED FOR:
SOLVING CHALLENGES OF PRIVACY AND
ANONYMISATION IN A CONTROLLED
MANNER
THE CRISIS HAS HIGHLIGHTED THE
NEED FOR
A MORE HARMONIZED OR COORDINATED
APPROACH FOR USE OF INDIVIDUAL
LEVEL DATA
THE CRISIS HAS HIGHLIGHTED THE
NEED FOR
IMPORTANCE OF OPENNESS AND
TARNSPARENCY OF DATA AND METHODS
THE CRISIS HAS HIGHLIGHTED THE
NEED FOR:
THE VALUE OF SPATIAL
ANALYSES AND RESEARCH OVERALL
THE CRISIS HAS HIGHLIGHTED THE
NEED FOR:
DIGITAL
GEOGRAPHY LAB
Tuuli
Toivonen
Henrikki
Tenkanen
Olle
Järv
Vuokko
Heikinheimo
Tuomo
Hiippala
Joel
Jalkanen
Elias
Willberg
Kerli
Müürisepp
Tuomas
Väisänen
Joose Helle
Age
Poom
HTTPS://WWW.HELSINKI.FI/EN/RESEARCHGROUPS/DIGITAL-GEOGRAPHY-LAB
Johanna
Eklund
THANK YOU!
TWITTER:
@DIGIGEOLAB, @TUULITOIVONEN
WEBSITE:
HTTPS://WWW.HELSINKI.FI/EN/RESEARC
HGROUPS/DIGITAL-GEOGRAPHY-LAB
TUULI TOIVONEN /
DIGITAL GEOGRAPHY LAB
SOME REFERENCES: AMBIENT
POPULATION & MOBILE PHONE
DATA
• Järv et al. (2018) Dynamic cities: Location-based accessibility
modelling as a function of time
https://doi.org/10.1016/j.apgeog.2018.04.009
• Bergroth (2019) Uncovering population dynamics using mobile
phone data : the case of Helsinki Metropolitan Area.
http://urn.fi/URN:NBN:fi:hulib-201905272171
SOME REFERENCES ON
SOCIAL MEDIA DATA
ANALYSES
• Toivonen et al. (2019) Social media data for conservation
science: A methodological overview
https://doi.org/10.1016/j.biocon.2019.01.023
• From part 3 onwards: generic descriptions of social media data,
access and mining, relevant to all fields of spatially orientated
research
• Tenkanen et al. (2017) Instagram, Flickr, or Twitter: Assessing
the usability of social media data for visitor monitoring in
protected areas https://doi.org/10.1038/s41598-017-18007-4
• Relevant for understanding how well social media data presents
people in places. National parks as a test lab, with ground truth
data on the visitor numbers.
• For more relevant references, see the work by Heikinheimo et
al., Hausmann et al. and Hiippala et al. cited in Toivonen et al.
2019.

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Mobility data to support COVID19 analytics

  • 1. MOBILITY DATA IN FIGHTING AND UNDERSTANDING THE COVID19 AND RELATED CRISIS TUULI TOIVONEN, OLLE JÄRV, ELIAS WILLBERG, TUOMAS VÄISÄNEN VUOKKO HEIKINHEIMO ET AL. TUULI TOIVONEN / DIGITAL GEOGRAPHY LABGeoforum seminar 7.5.2020
  • 2.
  • 3.
  • 4. COMBATTING THE VIRUS IS NOT PHARMACEUTICAL, IT IS MOSTLY SPATIAL. Testing and tracing, Bans on large gatherings, Non-essential business and school and university closures, International and domestic mobility Restrictions and physical isolation, Total lockdowns of regions and countries TUULI TOIVONEN / DIGITAL GEOGRAPHY LAB https://advances.sciencemag.org/content/early/2020/04 /27/sciadv.abc0764
  • 5. UNDERSTANDING THE CRISIS CALLS FOR DATA Environment: Climate Weather Land use … Health : Diagnosed cases Underlying health conditions Other health data … Socioeconomy: Age distribution Employment and businesses Other socioeconomic variables … Mobility: Global to local scale movement of people, encounters, activity spaces …
  • 6. UNDERSTANDING THE CRISIS CALLS FOR DATA Mobility flows Ambient population Interactions between people Mobility data
  • 9. but they are collected, owned and managed by private companies with other interests than sharing it. THERE IS A LOT OF BIG (MOBILITY) DATA OUT THERE
  • 11. MOBILE NETWORK DATA FROM TELEOPERATORS Good representation of population, promising possibilities national in scale
  • 12. 24H POPULATION (see also Järv, Tenkanen, Salonen, Ahas & Toivonen 2018) Relative distribution of people at each hour of the day MSc thesis work of Claudia Bergroth (based on model by: Järv, Tenkanen & Toivonen 2017)
  • 13. Elias Willberg, Digital Geography Lab with Telia Crowd insights Data https://blogs.helsinki.fi/digital-geography/2020/05/06/covid-19-changed-the-presence- of-people-and-their-mobility-in-finland-during-march-snapshots-from-mobile-phone- data/
  • 14. Elias Willberg, Digital Geography Lab with Telia Crowd insights Data https://blogs.helsinki.fi/digital-geography/2020/05/06/covid-19-changed-the-presence- of-people-and-their-mobility-in-finland-during-march-snapshots-from-mobile-phone- data/
  • 15. Elias Willberg, Digital Geography Lab with Telia Crowd insights Data https://blogs.helsinki.fi/digital-geography/2020/05/06/covid-19-changed-the-presence- of-people-and-their-mobility-in-finland-during-march-snapshots-from-mobile-phone- data/
  • 16. COVID RESTRICTIONS DROPPED MOBILITY IN FINLAND Olle Järv, Digital Geography Lab with Telia Crowd insights Data https://blogs.helsinki.fi/digital-geography/2020/05/06/covid-19-changed-the-presence-of-people-and-their-mobility-in-finland-during-march-snapshots-from-mobile-phone-data/
  • 17. MOBILITIES FROM UUSIMAA TO OTHER REGIONS First week of February Anonymised and aggregated data by Telia Crowd Insights Daily trips between regions, aggregated from municipality level Tuomas Väisänen, Digital Geography Lab
  • 18. MOBILITIES FROM UUSIMAA TO OTHER REGIONS Holiday week (23.2.2020) Anonymised and aggregated data by Telia Crowd Insights Daily trips between regions, aggregated from municipality level Tuomas Väisänen, Digital Geography Lab
  • 19. MOBILITIES FROM UUSIMAA TO OTHER REGIONS 18TH MARCH Anonymised and aggregated data by Telia Crowd Insights Daily trips between regions, aggregated from municipality level Tuomas Väisänen, Digital Geography Lab
  • 20. MOBILITIES FROM UUSIMAA TO OTHER REGIONS 28TH MARCH 2020 Anonymised and aggregated data by Telia Crowd Insights Daily trips between regions, aggregated from municipality level Tuomas Väisänen, Digital Geography Lab
  • 21. MOBILITIES FROM UUSIMAA TO OTHER REGIONS 30TH MARCH 2020 Anonymised and aggregated data by Telia Crowd Insights Daily trips between regions, aggregated from municipality level Tuomas Väisänen, Digital Geography Lab
  • 23. GOOGLE MOBILITY DATA Black box, but allows novel temporal inspections
  • 24. Graphs by Tuomo Virkola, @virkola
  • 25. Graphs by Tuomo Virkola, @virkola
  • 26. THE CHANGE IN VISITS TO WORKPLACES DECREASED BY 26% IN SWEDEN, 39% IN DENMARK, 41% IN NORWAY & 47% IN FINLAND. https://nordregio.org/maps/mobility- changes-due-to-covid-19/
  • 27. Sporadic but rich in content and global in nature SOCIAL MEDIA DATA
  • 28. For more, see: Toivonen et al. (2019) Social media Data for Conservation Science – a Methodological Overview https://www.sciencedirect.com/science/article/pii/S0006320718317609 SOCIAL MEDIA DATA
  • 30. Posts from a Finnish Instagram-user. 107 posts in total. A VISITOR OF PALLAS-YLLÄS NATIONAL PARK
  • 31. Rogers Pass Summit, Canada Schladming-Dachstein, Austria Pallas-Yllästunturi National Park, Finland Posts from a Finnish Instagram-user. 107 posts in total. A VISITOR OF PALLAS-YLLÄS NATIONAL PARK
  • 32. CROSS BORDER MOBILITIES: TWEET MOBILITIES OF FINNS (YELLOW) AND ESTONIANS (BLUE) WHO HAVE TWEETED IN BOTH COUNTRIES. Ongoing work by Olle Järv, Tuomas Väisänen et al. Read more via https://bit.ly/31KELHo !
  • 33. Digital Geography Lab CROSS BORDER MOBILITIES: RUSSIAN MOBILITIES TO ESTONIA (GREEN), FINLAND (YELLOW) AND BETWEEN THE TWO COUNTRIES (PINK). Ongoing work by Olle Järv, Tuomas Väisänen et al. Read more via https://bit.ly/31KELHo !
  • 34. THE CRISIS HAS HIGHLIGHTED MANY DATA RELATED MATTERS
  • 35. COLLABORATION BETWEEN DATA OWNERS, ADMINISTRATION AND RESEARCH THE CRISIS HAS HIGHLIGHTED THE NEED FOR:
  • 36. WELL-THOUGHT DATA PRODUCTS INSTEAD OF AD-HOC SOLUTIONS THE CRISIS HAS HIGHLIGHTED THE NEED FOR:
  • 37. SOLVING CHALLENGES OF PRIVACY AND ANONYMISATION IN A CONTROLLED MANNER THE CRISIS HAS HIGHLIGHTED THE NEED FOR
  • 38. A MORE HARMONIZED OR COORDINATED APPROACH FOR USE OF INDIVIDUAL LEVEL DATA THE CRISIS HAS HIGHLIGHTED THE NEED FOR
  • 39. IMPORTANCE OF OPENNESS AND TARNSPARENCY OF DATA AND METHODS THE CRISIS HAS HIGHLIGHTED THE NEED FOR:
  • 40. THE VALUE OF SPATIAL ANALYSES AND RESEARCH OVERALL THE CRISIS HAS HIGHLIGHTED THE NEED FOR:
  • 43. SOME REFERENCES: AMBIENT POPULATION & MOBILE PHONE DATA • Järv et al. (2018) Dynamic cities: Location-based accessibility modelling as a function of time https://doi.org/10.1016/j.apgeog.2018.04.009 • Bergroth (2019) Uncovering population dynamics using mobile phone data : the case of Helsinki Metropolitan Area. http://urn.fi/URN:NBN:fi:hulib-201905272171
  • 44. SOME REFERENCES ON SOCIAL MEDIA DATA ANALYSES • Toivonen et al. (2019) Social media data for conservation science: A methodological overview https://doi.org/10.1016/j.biocon.2019.01.023 • From part 3 onwards: generic descriptions of social media data, access and mining, relevant to all fields of spatially orientated research • Tenkanen et al. (2017) Instagram, Flickr, or Twitter: Assessing the usability of social media data for visitor monitoring in protected areas https://doi.org/10.1038/s41598-017-18007-4 • Relevant for understanding how well social media data presents people in places. National parks as a test lab, with ground truth data on the visitor numbers. • For more relevant references, see the work by Heikinheimo et al., Hausmann et al. and Hiippala et al. cited in Toivonen et al. 2019.

Notas del editor

  1. Ehdottaisin näitä kahta, jotka esityksessä näkyisi hyvin: FinEstTwitter tiedosto: virolaisten liikkuminen Virossa (sininen) ja suomalaiset Suomessa (kelt) ja kahden maan rajaylitykset, jotka keskittyy Tal-Hel väliin. Hyvä esimerkki alueellisten hierarkioiden ja toiminta-alueiden tarkasteluun Twitter aineistolla löydettyjen liikkuvuuksien kautta.
  2. Russians_visiting_FinEst tiedosto: venäläisten liikkumiset Viroon (vihreä) ja Suomeen (kelt) jSa lopuksi Suomen ja Viron sisällä ja kahden maan välinen liikkuminen (pinkki). Hyvä esimerkki (venäläisten) toiminta-alueiden/interaktion tarkasteluun matkailun/liiketoiminnan näkökulmasta.
  3. Inspiring group of people Different stages of academic career