Understanding the geography of society represents a challenge for social and economic sciences. The recent availability of data from social media enables the observation of societies at a global scale. In this paper, we study the geographical structure of the Twitter communication network at the global scale. We find a complex structure where self-organized patches with clear cultural, historical, and administrative boundaries are manifested and first-world economies centralize information flows. These patches unveil world regions that are socially closer to each other with direct implications for processes of collective learning and identity creation.

1.
D.
Arlt
,
A.
Rauchfleisch
, and
M. S.
Schäfer
, “
Between fragmentation and dialogue. Twitter communities and political debate about the Swiss “nuclear withdrawal initiative”
,”
Environ. Commun.
13
(
4
),
440
456
(
2019
).
2.
A. J.
Morales
,
J. C.
Losada
, and
R. M.
Benito
, “
Users structure and behavior on an online social network during a political protest
,”
Physica A
391
(
21
),
5244
5253
(
2012
).
3.
D.
Xue
,
S.
Hirche
, and
M.
Cao
, “
Opinion behavior analysis in social networks under the influence of coopetitive media
,”
IEEE Trans. Netw. Sci. Eng.
1
(
2019
).
4.
A.
Morales
,
J.
Borondo
,
J. C.
Losada
, and
R. M.
Benito
, “
Measuring political polarization: Twitter shows the two sides of Venezuela
,”
Chaos
25
,
033114
(
2015
).
5.
M.
Nelimarkka
,
S.-M.
Laaksonen
, and
B.
Semaan
, “Social media is polarized, social media is polarized: Towards a new design agenda for mitigating polarization,” in Proceedings of the 2018 Designing Interactive Systems Conference (ACM, 2018), pp. 957–970.
6.
T.
Bolsen
and
M. A.
Shapiro
, “
The US news media, polarization on climate change, and pathways to effective communication
,”
Environ. Commun.
12
(
2
),
149
163
(
2018
).
7.
L.
Hedayatifar
,
R. A.
Rigg
,
Y.
Bar-Yam
, and
A. J.
Morales
, “
US social fragmentation at multiple scales
,”
J. R. Soc. Interface
16
(
159
),
20190509
(
2019
).
8.
J.
Swart
,
C.
Peters
, and
M.
Broersma
, “
Shedding light on the dark social: The connective role of news and journalism in social media communities
,”
New Media Soc.
20
(
11
),
4329
4345
(
2018
).
9.
M.
Bailey
,
R.
Cao
,
T.
Kuchler
,
J.
Stroebel
, and
A.
Wong
, “
Social connectedness: Measurement, determinants, and effects
,”
J. Econ. Perspect.
32
(
3
),
259
280
(
2018
).
10.
M.
Lim
,
R.
Metzler
, and
Y.
Bar-Yam
, “
Global pattern formation and ethnic/cultural violence
,”
Science
317
(
5844
),
1540
1544
(
2007
).
11.
R.
Hausmann
and
C.
Hidalgo
, The Atlas of Economic Complexity: Mapping Paths to Prosperity, Vol. 1 (The MIT Press, 2014).
12.
M. E. J.
Newman
, “
Communities, modules and large-scale structure in networks
,”
Nat. Phys.
8
(
1
),
25
(
2012
).
13.
M. S.
Granovetter
, “
The strength of weak ties
,”
Am. J. Sociol.
78
(
6
),
1360
1380
(
1973
).
14.
C.
Thiemann
,
F.
Theis
,
D.
Grady
,
R.
Brune
, and
D.
Brockmann
, “
The structure of borders in a small world
,”
PLoS One
5
,
e15422
(
2010
).
15.
F.
Calabrese
,
D.
Dahlem
,
A.
Gerber
,
D.
Paul
,
X.
Chen
,
J.
Rowland
,
C.
Rath
, and
C.
Ratti
, “The connected States of America: Quantifying social radii of influence,” in Proceedings of IEEE International Conference on Social Computing (SocialCom) (IEEE, 2011).
16.
T.
Menezes
and
C.
Roth
, “
Natural scales in geographical patterns
,”
Sci. Rep.
7
,
45823
(
2017
).
17.
A.
Amini
,
K.
Kung
,
C.
Kang
,
S.
Sobolevsky
, and
C.
Ratti
, “
The impact of social segregation on human mobility in developing and urbanized regions
,”
EPJ Data Sci.
3
(
6
),
6
(
2014
).
18.
F.
Xiang
,
L.
Tu
,
B.
Huang
, and
X.
Yin
, “Region partition using user mobility patterns based on topic model,” in 16th International Conference on Computational Science and Engineering (IEEE, 2014).
19.
G. D.
Nelson
and
A.
Rae
, “
An economic geography of the United States: From commutes to megaregions
,”
PLoS One
11
(
11
),
e0166083
(
2016
).
20.
A. J.
Morales
,
W.
Creixell
,
J.
Borondo
,
J. C.
Losada
, and
R.
Benito
, “
Characterizing ethnic interactions from human communication patterns in Ivory Coast
,”
Netw. Heterog. Media
10
(
1
),
87
(
2015
).
21.
R.
Lambiotte
,
V. D.
Blondel
,
C.
De Kerchove
,
E.
Huens
,
C.
Prieur
,
Z.
Smoreda
, and
P.
Van Dooren
, “
Geographical dispersal of mobile communication networks
,”
Physica A
387
,
5317
5325
(
2008
).
22.
C.
Ratti
,
S.
Sobolevsky
,
F.
Calabrese
,
C.
Andris
,
J.
Reades
,
M.
Martino
,
R.
Claxton
, and
S. H.
Strogatz
, “
Redrawing the map of Great Britain from a network of human interactions
,”
PLoS One
5
(
12
),
e14248
(
2010
).
23.
S.
Sobolevsky
,
M.
Szell
,
R.
Campari
,
T.
Couronné
,
Z.
Smoreda
, and
C.
Ratti
, “
Delineating geographical regions with networks of human interactions in an extensive set of countries
,”
PLoS One
8
,
e81707
(
2013
).
24.
V.
Blondel
,
G.
Krings
, and
I.
Thomas
, “
Regions and borders of mobile telephony in Belgium and in the Brussels metropolitan zone
,”
Brussels Stud.
42
(
2010
).
25.
S.
Šćepanović
,
I.
Mishkovski
,
P.
Hui
,
J. K.
Nurminen
, and
A.
Ylä-Jääski
, “
Mobile phone call data as a regional socio-economic proxy indicator
,”
PLoS One
10
,
e0124160
(
2015
).
26.
Z.
Kallus
,
N.
Barankai
,
J.
Szüle
, and
G.
Vattay
, “
Spatial fingerprints of community structure in human interaction network for an extensive set of large-scale regions
,”
PLoS One
10
(
5
),
e0126713
(
2015
).
27.
M.
Saeedian
,
T.
Jamali
,
S. V.
Farahani
,
G. R.
Jafari
, and
M.
Ausloos
, “How visas shape and make visible the geopolitical architecture of the planet,” arXiv:1601.06314 (2016).
28.
D.
Lazer
,
A.
Pentland
,
L.
Adamic
,
S.
Aral
,
A.-L.
Barabasi
,
D.
Brewer
,
N.
Christakis
,
N.
Contractor
,
J.
Fowler
,
M.
Gutmann
,
T.
Jebara
,
G.
King
,
M.
Macy
,
D.
Roy
, and
M.
Van Alstyne
, “
Computational social science
,”
Science
323
(
5915
),
721
723
(
2009
).
29.
Y.-A.
de Montjoye
,
C. A.
Hidalgo
,
M.
Verleysen
, and
V. D.
Blondel
, “
Unique in the crowd: The privacy bounds of human mobility
,”
Sci. Rep.
3
,
1376
(
2013
).
30.
Y.
Bar-Yam
,
Making Things Work: Solving Complex Problems in a Complex World
(
Knowledge Industry
,
2004
).
31.
Y.
Bar-Yam
, “
From big data to important information
,”
Complexity
21
(
S2
),
73
98
(
2016
).
32.
A.
Adam
,
J.-C.
Delvenne
, and
I.
Thomas
, “
Detecting communities with the multi-scale Louvain method: Robustness test on the metropolitan area of Brussels
,”
J. Geogr. Syst.
20
(
4
),
363
386
(
2018
).
33.
Y.
Bar-Yam
, “
Multiscale variety in complex systems
,”
Complexity
9
(
4
),
37
45
(
2004
).
34.
M.
Ostovari
and
D.
Yu
, “
Impact of care provider network characteristics on patient outcomes: Usage of social network analysis and a multi-scale community detection
,”
PLoS One
14
(
9
),
e0222016
(
2019
).
35.
Y.-A.
de Montjoye
,
A.
Stopczynski
,
E.
Shmueli
,
A.
Pentland
, and
S.
Lehmann
, “
The strength of the strongest ties in collaborative problem solving
,”
Sci. Rep.
4
,
5277
(
2014
).
36.
A.
Morales
,
J.
Borondo
,
J. C.
Losada
, and
R. M.
Benito
, “
Efficiency of human activity on information spreading on Twitter
,”
Soc. Netw.
39
,
1
11
(
2014
).
37.
E.
Bakshy
,
S.
Messing
, and
L. A.
Adamic
, “
Exposure to ideologically diverse news and opinion on Facebook
,”
Science
348
(
6239
),
1130
1132
(
2015
).
38.
A. J.
Morales
,
V.
Vavilala
,
R. M.
Benito
, and
Y.
Bar-Yam
, “
Global patterns of synchronization in human communications
,”
J. R. Soc. Interface
14
(
128
),
20
(
2017
).
39.
T.
Schelling
, “
Dynamic models of segregation
,”
J. Math. Sociol.
1
,
143
186
(
1971
).
40.
A.
Varshney
,
Ethnic Conflict and Civic Life: Hindus and Muslims in India
(
Yale University Press
,
2008
).
41.
D. L.
Horowitz
,
Ethnic Groups in Conflict
(
University of California Press
,
Berkeley
,
2011
).
42.
M. J.
Esman
,
Ethnic Conflict in the Western World
(
Cornell University Press
,
London
,
1979
).
43.
R.
Axelrod
, “
The dissemination of culture: A model with local convergence and global polarization
,”
J. Confl. Resolut.
41
(
2
),
203
226
(
1997
).
44.
C. R.
Laub
, “Complexity of roles as a seedbed of individual autonomy,” in The Idea of Social Structure: Essays in Honor of Robert Merton (Harcourt Brace Jovanovich, 1975).
45.
B. R.
da Cunha
,
J. C.
González-Avella
, and
S.
Gonçalves
, “
Fast fragmentation of networks using module-based attacks
,”
PLoS One
10
,
e0142824
(
2015
).
46.
S.
Wandelt
,
X.
Sun
,
D.
Feng
,
M.
Zanin
, and
S.
Havlin
, “
A comparative analysis of approaches to network-dismantling
,”
Sci. Rep.
8
,
13513
(
2018
).
47.
L. M.
Shekhtman
,
M. M.
Danziger
, and
S.
Havlin
, “
Recent advances on failure and recovery in networks of networks
,”
Chaos Solitons Fractals
90
,
28
36
(
2016
).
48.
J. M.
Kleinberg
, “
Navigation in a small world
,”
Nature
406
,
845
(
2000
).
49.
N.
Friedkin
, “
A test of the structural features of Granovetter’s ‘strength of weak ties’ theory
,”
Soc. Netw.
2
,
411
422
(
1980
).
50.
R. L.
Breiger
and
P. E.
Pattison
, “
The joint role structure of two communities’ elites
,”
Sociol. Methods Res.
7
(
2
),
213
226
(
1978
).
51.
B. R.
da Cunha
and
S.
Gonçalves
, “
Topology, robustness, and structural controllability of the Brazilian Federal Police criminal intelligence network
,”
Appl. Netw. Sci.
3
,
36
(
2018
).
52.
F.
Morstatter
,
J.
Pfeffer
,
H.
Liu
, and
K. M.
Carley
, “Is the sample good enough? Comparing data from Twitter’s streaming API with Twitter’s firehose,” in Proceedings of the 7th International AAAI Conference on Weblogs and Social Media (The AAAI Press, Palo Alto, CA, 2013).
53.
K.
Leetaru
,
S.
Wang
,
G.
Cao
,
A.
Padmanabhan
, and
E.
Shook
, “
Mapping the global Twitter heartbeat: The geography of Twitter
,”
First Monday
18
(
5
) (
2013
).
54.
M.
Lenormand
,
B.
Gonçalves
,
A.
Tugores
, and
J. J.
Ramasco
, “
Human diffusion and city influence
,”
J. R. Soc. Interface
12
(
109
),
20150473
(
2015
).
55.
J. I.
Blanford
,
Z.
Huang
,
A.
Savelyev
, and
A. M.
MacEachren
, “
Geo-located tweets. Enhancing mobility maps and capturing cross-border movement
,”
PLoS One
10
(
6
),
e0129202
(
2015
).
56.
D.
Mocanu
,
A.
Baronchelli
,
N.
Perra
,
B.
Gonçalves
,
Q.
Zhang
, and
A.
Vespignani
, “
The Twitter of Babel: Mapping world languages through microblogging platforms
,”
PLoS One
8
(
4
),
e61981
(
2013
).
57.
J.
Atienza-Barthelemy
,
S.
Martin-Gutierrez
,
J. C.
Losada
, and
R. M.
Benito
, “
Relationship between ideology and language in the Catalan independence context
,”
Sci. Rep.
9
(
1
),
17148
(
2019
).
58.
M.
Bakillah
,
R.-Y.
Li
, and
S. H. L.
Liang
, “
Geo-located community detection in Twitter with enhanced fast-greedy optimization of modularity: The case study of typhoon Haiyan
,”
Int. J. Geogr. Inf. Sci.
29
(
2
),
258
279
(
2015
).
59.
C. A.
Bail
,
L. P.
Argyle
,
T. W.
Brown
,
J. P.
Bumpus
,
H.
Chen
,
M. B. F.
Hunzaker
,
J.
Lee
,
M.
Mann
,
F.
Merhout
, and
A.
Volfovsky
, “
Exposure to opposing views on social media can increase political polarization
,”
Proc. Natl. Acad. Sci. U.S.A.
115
(
37
),
9216
9221
(
2018
).
60.
A.
Herdagdelen
,
W.
Zuo
,
A.
Gard-Murray
, and
Y.
Bar-Yam
, “
An exploration of social identity: The geography and politics of news-sharing communities in Twitter
,”
Complexity
19
(
2
),
10
20
(
2013
).
61.
M. R.
Frank
,
L.
Mitchell
,
P. S.
Dodds
, and
C. M.
Danforth
, “
Happiness and the patterns of life: A study of geolocated tweets
,”
Sci. Rep.
3
(
1
),
2625
(
2013
).
62.
J.
Ugander
,
B.
Karrer
,
L.
Backstrom
, and
C.
Marlow
, “The anatomy of the Facebook social graph,” arXiv:1111.4503 (2011).
63.
Pew Research Center
, “Social media use in 2018,” Pew Research Center, March 2018.
64.
M.
Duggan
and
D.
Page
, “Mobile messaging and social media 2015,” Internet Science and Technology, Pew Research Center, 2015.
65.
F.
Lamanna
,
M.
Lenormand
,
M. H.
Salas-Olmedo
,
G.
Romanillos
,
B.
Gonçalves
, and
J. J.
Ramasco
, “
Immigrant community integration in world cities
,”
PLoS One
13
(
3
),
e0191612
(
2018
).
66.
J.
Yin
,
A.
Soliman
,
D.
Yin
, and
S.
Wang
, “
Depicting urban boundaries from a mobility network of spatial interactions: A case study of Great Britain with geo-located Twitter data
,”
Int. J. Geogr. Inf. Sci.
31
(
7
),
1293
1313
(
2017
).
67.
B.
Hawelka
,
I.
Sitko
,
E.
Beinat
,
S.
Sobolevsky
,
P.
Kazakopoulos
, and
C.
Ratti
, “
Geo-located Twitter as proxy for global mobility patterns
,”
Cartogr. Geogr. Inf. Sci.
41
(
3
),
260
271
(
2014
).
68.
V. D.
Blondel
,
J.-L.
Guillaume
,
R.
Lambiotte
, and
E.
Lefebvre
, “
Fast unfolding of communities in large networks
,”
J. Stat. Mech.: Theory Exp.
2008
(
10
),
P10008
.
69.
M. E. J.
Newman
, “
Modularity and community structure in networks
,”
Proc. Natl. Acad. Sci. U.S.A.
103
(
23
),
8577
8582
(
2006
).
70.
A.-L.
Barabási
et al.,
Network Science
(
Cambridge University Press
,
2016
).
71.
A.
Clauset
,
M. E. J.
Newman
, and
C.
Moore
, “
Finding community structure in very large networks
,”
Phys. Rev. E
70
(
6
),
066111
(
2004
).
72.
J.
Reichardt
and
S.
Bornholdt
, “
Statistical mechanics of community detection
,”
Phys. Rev. E
74
,
016110
(
2006
).
73.
A.
Braunstein
,
L.
Dall’Asta
,
G.
Semerjian
, and
L.
Zdeborová
, “
Network dismantling
,”
Proc. Natl. Acad. Sci. U.S.A.
113
(
44
),
12368
12373
(
2016
).
74.
X.-L.
Ren
,
N.
Gleinig
,
D.
Helbing
, and
N.
Antulov-Fantulin
, “
Generalized network dismantling
,”
Proc. Natl. Acad. Sci. U.S.A.
116
,
6554
6559
(
2018
).
75.
M.
Girvan
and
M. E. J.
Newman
, “
Community structure in social and biological networks
,”
Proc. Natl. Acad. Sci. U.S.A.
99
(
12
),
7821
7826
(
2002
).
76.
B.
Huberman
,
D.
Romero
, and
F.
Wu
, “
Social networks that matter: Twitter under the microscope
,”
First Monday
14
(
1
),
9
(
2008
), arXiv:0812.1045.
77.
A.
Morales
,
X.
Dong
,
Y.
Bar-Yam
, and
A. S.
Pentland
, “Segregation and polarization in urban areas,” R. Soc. Open Sci.
6
(
10
),
190573
(
2019
).
78.
T. P.
Peixoto
, “
Hierarchical block structures and high-resolution model selection in large networks
,”
Phys. Rev. X
4
(
1
),
011047
(
2014
).
79.
T.
Mayer
and
S.
Zignago
, “Notes on CEPII distances measures: The GeoDist database,” CEPII Working Paper, 2011.
80.
World Mentions Network Data
, see https://necsi.edu/world-mentions-network-data.

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