#megatrends, Twitter, 9/15/2019 7:21:55 PM, 209817


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#megatrends_2019-09-15_12-05-32.xlsx
#megatrends_2019-09-15_12-05-32.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 15, 2019
Short Description:
#megatrends via NodeXL http://bit.ly/31quxM3
@mikequindazzi
@topcybernews
@wef
@haroldsinnott
@grazytgrazynatt
@jblefevre60
@cybersec_feeds
@helene_wpli
@influencerprom1
@stephanenappo

Top hashtags:
#megatrends
#ai
#megacities
#robotics
#india
#yourmustread

Description:
Description
The graph represents a network of 870 Twitter users whose recent tweets contained "#megatrends", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 15 September 2019 at 19:06 UTC.

The tweets in the network were tweeted over the 9-day, 6-hour, 6-minute period from Friday, 06 September 2019 at 12:50 UTC to Sunday, 15 September 2019 at 18:57 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 870
Unique Edges : 4881
Edges With Duplicates : 6805
Total Edges : 11686
Self-Loops : 158
Reciprocated Vertex Pair Ratio : 0.0220635950681376
Reciprocated Edge Ratio : 0.0431746031746032
Connected Components : 42
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 762
Maximum Edges in a Connected Component : 11512
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.532292
Graph Density : 0.00833300265862466
Modularity : 0.309887
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[125] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=206126
[31] https://howmuch.net/articles/worlds-top-reserve-currencies-2019
[18] https://howmuch.net/articles/the-world-economy-2018
[16] https://www.ft.com/content/d93866aa-247d-11e9-b329-c7e6ceb5ffdf
[13] https://www.gsmaintelligence.com/research/?file=8535289e1005eb248a54069d82ceb824&download
[12] https://www.weforum.org/agenda/2018/11/the-changing-nature-of-work
[7] https://www.cio.com/article/3433866/aws-cloud-storage-the-flexibility-of-elastic-block-storage.html
[4] http://tweetedtimes.com/v/3266
[4] https://www.ey.com/en_gl/disruption/is-the-next-big-thing-in-manufacturing-the-molecule
[4] https://www.bertelsmann-stiftung.de/de/themen/aktuelle-meldungen/2019/september/the-bigger-picture-megatrend-report-sieht-wachsende-polarisierungsgefahr/

Top URLs in Tweet in G1:
[113] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=206126
[13] https://www.ft.com/content/d93866aa-247d-11e9-b329-c7e6ceb5ffdf
[11] https://www.gsmaintelligence.com/research/?file=8535289e1005eb248a54069d82ceb824&download
[9] https://www.weforum.org/agenda/2018/11/the-changing-nature-of-work
[2] https://www.visualcapitalist.com/mapping-the-worlds-urban-population-in-2050/
[2] https://www.linkedin.com/pulse/create-good-energy-cr%C3%A9ez-une-bonne-%C3%A9nergie-tw%C3%B3rzcie-dobr%C4%85-gra%C5%BCyna-tt/
[2] https://howmuch.net/articles/the-world-economy-2018
[2] https://www.visualcapitalist.com/mapping-the-worlds-new-megacities-in-2030/
[2] https://www.weforum.org/agenda/2017/07/11-facts-about-world-population
[1] https://www.visualcapitalist.com/the-future-of-5g-comparing-3-generations-of-wireless-technology/

Top URLs in Tweet in G2:
[28] https://howmuch.net/articles/worlds-top-reserve-currencies-2019
[15] https://howmuch.net/articles/the-world-economy-2018
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=206126
[2] https://www.ft.com/content/d93866aa-247d-11e9-b329-c7e6ceb5ffdf
[2] https://www.gsmaintelligence.com/research/?file=8535289e1005eb248a54069d82ceb824&download
[1] https://www.weforum.org/agenda/2018/11/the-changing-nature-of-work

Top URLs in Tweet in G3:
[7] https://www.cio.com/article/3433866/aws-cloud-storage-the-flexibility-of-elastic-block-storage.html
[3] https://twitter.com/HeinzVHoenen/status/1172862184130584577
[2] https://twitter.com/HeinzVHoenen/status/1164238013083336704
[2] https://twitter.com/realColinMac/status/1171976762072477696
[2] https://t.co/4NvoGTUVBY
[1] https://twitter.com/Eli_Krumova/status/1164855907093753856
[1] https://twitter.com/DigitalMedDoc/status/1170974059129184256
[1] https://twitter.com/DheerajMawa/status/1172858422720520192
[1] https://www.ft.com/content/d93866aa-247d-11e9-b329-c7e6ceb5ffdf
[1] https://twitter.com/MikeQuindazzi/status/1171801101269688320

Top URLs in Tweet in G4:
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=206126

Top URLs in Tweet in G5:
[4] https://www.ey.com/en_gl/disruption/is-the-next-big-thing-in-manufacturing-the-molecule
[2] https://newsroom.domtar.com/global-megatrends-drive-demand/?utm_source=twitter&utm_medium=social&utm_campaign=sc0719
[2] https://youtu.be/eJ4dSGwuT1Y
[1] https://www.forbes.com/lists/innovative-leaders/
[1] https://www.sparkasse.at/sgruppe/privatkunden/sparen-anlegen/anlegen-investieren/wertpapier-services/newsletter-broschueren/investment-newsletter/aktuelle-ausgabe/thema-im-fokus
[1] http://www.morningstar.it/it/news/195597/le-piccole-possono-essere-disruptive-ma-attenti-ai-prezzi.aspx
[1] https://www.wissenschaftlicherverein.de/event/dr-andrea-jonas-nachhaltig-und-smart-trends-der-stadtentwicklung-in-deutschland
[1] https://blog.euromonitor.com/how-ageing-populations-and-rising-longevity-drive-megatrends/
[1] https://gimegatrends.com/articles/bill-gates-and-ban-ki-moon-turn-to-cost-benefit-analysis-to-advocate-change/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=bill-gates-and-ban-ki-moon-turn-to-cost-benefit-analysis-to-advocate-change
[1] https://gimegatrends.com/articles/cloud-computing-etf-launched-tracking-us-listed-cloud-businesses/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=cloud-computing-etf-launched-tracking-us-listed-cloud-businesses

Top URLs in Tweet in G6:
[1] https://dy.si/HjvbDe2
[1] https://dy.si/1jUn9b
[1] https://dy.si/KNE9xz
[1] https://dy.si/w2ZsPr
[1] https://dy.si/quyA5
[1] https://dy.si/HBSUd
[1] https://dy.si/HXLLb

Top URLs in Tweet in G7:
[2] https://www.weforum.org/agenda/2018/11/the-changing-nature-of-work
[2] https://www.linkedin.com/slink?code=gX7dniZ
[1] https://twitter.com/HaroldSinnott/status/1170706124091383808
[1] https://www.linkedin.com/slink?code=g-ZKM7u
[1] https://www.linkedin.com/slink?code=g_b_RQ7

Top URLs in Tweet in G8:
[4] https://www.bertelsmann-stiftung.de/de/themen/aktuelle-meldungen/2019/september/the-bigger-picture-megatrend-report-sieht-wachsende-polarisierungsgefahr/
[2] https://www.youtube.com/watch?v=Pg1mHC5GHMM&feature=youtu.be

[1] https://www.bertelsmann-stiftung.de/de/publikationen/publikation/did/the-bigger-picture-1/
[1] https://www.bertelsmann-stiftung.de/megatrends
[1] https://twitter.com/GED_Tweet/status/1172482263466090497

Top URLs in Tweet in G9:
[1] https://www.aerosociety.com/news/global-megatrends-and-aerospace/

Top URLs in Tweet in G10:
[1] https://lirneasia.net/megatrends

Top Domains
Top Domains in Tweet in Entire Graph:
[125] nodexlgraphgallery.org
[49] howmuch.net
[21] twitter.com
[16] ft.com
[15] weforum.org
[14] gsmaintelligence.com
[12] linkedin.com
[8] visualcapitalist.com
[8] dy.si
[7] cio.com

Top Domains in Tweet in G1:
[113] nodexlgraphgallery.org
[13] ft.com
[12] weforum.org
[11] gsmaintelligence.com
[7] visualcapitalist.com
[7] linkedin.com
[3] howmuch.net
[2] t.co
[1] 3gp.fm
[1] pwc.pt

Top Domains in Tweet in G2:
[43] howmuch.net
[4] nodexlgraphgallery.org
[2] ft.com
[2] gsmaintelligence.com
[1] weforum.org

Top Domains in Tweet in G3:
[15] twitter.com
[7] cio.com
[2] t.co
[1] ft.com
[1] howmuch.net
[1] nodexlgraphgallery.org
[1] pwc.com

Top Domains in Tweet in G4:
[5] nodexlgraphgallery.org

Top Domains in Tweet in G5:
[6] gimegatrends.com
[4] ey.com
[2] domtar.com
[2] youtu.be
[1] forbes.com
[1] sparkasse.at
[1] morningstar.it
[1] wissenschaftlicherverein.de
[1] euromonitor.com
[1] howmuch.net

Top Domains in Tweet in G6:
[7] dy.si

Top Domains in Tweet in G7:
[4] linkedin.com
[2] weforum.org
[1] twitter.com

Top Domains in Tweet in G8:
[6] bertelsmann-stiftung.de
[2] youtube.com
[1] twitter.com

Top Domains in Tweet in G9:
[1] aerosociety.com

Top Domains in Tweet in G10:
[1] lirneasia.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[896] megatrends
[446] ai
[211] megacities
[205] robotics
[204] india
[171] yourmustread
[169] cybersecurity
[168] 4ir
[151] futureofwork
[140] influencerpromotion



Top Hashtags in Tweet in G1:
[378] megatrends
[332] ai
[128] 4ir
[98] iot
[97] robotics
[96] patent
[96] cybersecurity
[88] yourmustread
[75] influencerpromotion
[71] megacities

Top Hashtags in Tweet in G2:
[244] megatrends
[107] megacities
[107] india
[101] gdp
[70] futureofwork
[67] robotics
[60] economy
[55] human
[55] digital
[41] ai

Top Hashtags in Tweet in G3:
[105] megatrends
[69] emergingtechnologies
[66] ev
[66] vtol
[66] autonomous
[57] techtrends
[53] ai
[42] technology
[38] robotics
[36] drones

Top Hashtags in Tweet in G4:
[77] yourmustread
[62] influencerpromotion
[58] cybersecurity
[53] topcasestudy
[53] megatrends
[47] knowledge
[30] promoedutech
[14] influencers
[10] ai
[9] humanity

Top Hashtags in Tweet in G5:
[29] megatrends
[3] innovation
[3] ai
[3] megatrends_2019
[2] pulp
[2] paper
[2] betterworkingworld
[2] cloudcomputing
[2] sustainability
[2] westtoeast

Top Hashtags in Tweet in G6:
[15] megatrends
[8] futureofmobility
[6] data
[6] uberization
[6] connected
[6] platform
[1] intelligentmobility
[1] webinar

Top Hashtags in Tweet in G7:
[15] megatrends
[12] india
[10] emergingtech
[8] megacities
[7] emergingmarkets
[5] ai
[4] 4ir
[4] iot
[3] robots
[3] healthtech

Top Hashtags in Tweet in G8:
[15] megatrends
[9] digitalisierung
[9] globalisierung
[7] demografischerwandel
[4] tryingtimes19
[2] rethinkingsocialcohesion
[1] demographie

Top Hashtags in Tweet in G9:
[3] megatrends
[3] avgeek
[1] ypc19

Top Hashtags in Tweet in G10:
[7] megatrends
[7] apac

Top Words
Top Words in Tweet in Entire Graph:
[903] Words in Sentiment List#1: Positive
[382] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[45980] Non-categorized Words
[47265] Total Words
[4473] gt
[1638] #megatrends
[1245] #ai
[967] mikequindazzi
[714] #iot

Top Words in Tweet in G1:
[2532] gt
[771] #megatrends
[673] #ai
[575] mikequindazzi
[417] #iot
[335] #bigdata
[319] #4ir
[290] #cybersecurity
[260] wef
[220] #yourmustread

Top Words in Tweet in G2:
[1143] gt
[341] #megatrends
[225] #ai
[223] mikequindazzi
[205] cc
[193] #iot
[180] jblefevre60
[172] #emergingmarkets
[161] #4ir
[131] #emergingtech

Top Words in Tweet in G3:
[694] gt
[220] #megatrends
[161] #ai
[128] mikequindazzi
[103] #4ir
[91] #emergingtechnologies
[72] #techtrends
[70] #drones
[69] topcybernews
[67] seeker

Top Words in Tweet in G4:
[176] #megatrends
[168] #cybersecurity
[168] #ai
[157] #yourmustread
[155] #influencerpromotion
[155] #custserv
[154] #influencermarketing
[153] #topcasestudy
[152] #fintech
[145] #smm

Top Words in Tweet in G5:
[29] #megatrends
[5] more
[4] demand
[3] leaders
[3] #innovation
[3] global
[3] driving
[3] smarter
[3] competitive
[3] advantage

Top Words in Tweet in G6:
[16] india
[15] #megatrends
[14] frost_sullivan
[8] keynote
[8] sarwant
[8] managing
[8] partner
[8] setting
[8] context
[8] #futureofmobility

Top Words in Tweet in G7:
[54] gt
[15] #megatrends
[12] #india
[12] #emergingtech
[12] #emergingmarkets
[12] #iot
[12] #healthtech
[11] #ai
[9] #4ir
[8] rise

Top Words in Tweet in G8:
[18] #megatrends
[10] unser
[9] bertelsmannst
[9] #digitalisierung
[9] #globalisierung
[7] #demografischerwandel
[7] report
[6] leben
[6] #tryingtimes19
[5] stärker

Top Words in Tweet in G9:
[9] aerospace
[9] raes
[9] global
[9] #megatrends
[9] #avgeek
[7] future
[7] leaders
[7] tomorrow
[7] 2019
[7] young

Top Words in Tweet in G10:
[7] much
[7] awaited
[7] #megatrends
[7] series
[7] #apac
[7] 2030
[7] now
[7] online
[7] here
[7] first

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2928] gt,gt
[637] mikequindazzi,gt
[332] #megatrends,#ai
[293] #custserv,#ai
[281] #topcasestudy,#cybersecurity
[278] #influencerpromotion,#topcasestudy
[276] #fintech,#custserv
[271] wef,mikequindazzi
[268] #yourmustread,#influencerpromotion
[268] #megatrends,#influencers

Top Word Pairs in Tweet in G1:
[1682] gt,gt
[300] mikequindazzi,gt
[161] #ai,#iot
[158] #megatrends,#ai
[150] evankirstel,wef
[143] topcybernews,stephanenappo
[142] thomas_harrer,evankirstel
[142] #topcasestudy,#cybersecurity
[138] gt,#ai
[138] #custserv,#ai

Top Word Pairs in Tweet in G2:
[719] gt,gt
[212] mikequindazzi,gt
[121] gt,wef
[121] wef,mikequindazzi
[108] gt,#megatrends
[107] rise,#megacities
[107] #megacities,5
[107] 5,ways
[107] ways,#india
[107] #india,change

Top Word Pairs in Tweet in G3:
[458] gt,gt
[111] mikequindazzi,gt
[85] #megatrends,#ai
[70] #drones,#megatrends
[66] #ev,#vtol
[66] #vtol,aircraft
[66] aircraft,#autonomous
[66] #autonomous,return
[66] return,home
[66] home,button

Top Word Pairs in Tweet in G4:
[149] #custserv,#ai
[144] #fintech,#custserv
[143] #influencerpromotion,#topcasestudy
[139] #yourmustread,#influencerpromotion
[138] #megatrends,#influencers
[136] #knowledge,#megatrends
[134] #topcasestudy,#cybersecurity
[132] #influencers,#influencermarketing
[124] #cybersecurity,#knowledge
[123] #influencermarketing,#trust

Top Word Pairs in Tweet in G5:
[3] competitive,advantage
[3] #megatrends_2019,08
[3] 08,08_13
[3] 08_13,41
[3] 41,43
[3] 43,xlsx
[3] xlsx,#megatrends
[2] driving,demand
[2] demand,#pulp
[2] #pulp,#paper

Top Word Pairs in Tweet in G6:
[8] keynote,sarwant
[8] sarwant,managing
[8] managing,partner
[8] partner,frost_sullivan
[8] frost_sullivan,setting
[8] setting,context
[8] context,#futureofmobility
[8] #futureofmobility,#megatrends
[8] #megatrends,growth
[8] growth,opportunities

Top Word Pairs in Tweet in G7:
[36] gt,gt
[8] rise,#megacities
[8] #megacities,5
[8] 5,ways
[8] ways,#india
[8] #india,change
[8] gt,wef
[8] wef,mikequindazzi
[8] mikequindazzi,gt
[8] gt,#megatrends

Top Word Pairs in Tweet in G8:
[6] #globalisierung,#digitalisierung
[5] #megatrends,report
[4] #digitalisierung,#demografischerwandel
[3] bertelsmannst,#megatrends
[3] #digitalisierung,#globalisierung
[3] #globalisierung,#demografischerwandel
[3] #demografischerwandel,sind
[3] sind,sogenannte
[3] sogenannte,#megatrends
[3] #megatrends,unser

Top Word Pairs in Tweet in G9:
[9] global,#megatrends
[7] future,aerospace
[7] aerospace,leaders
[7] leaders,tomorrow
[7] tomorrow,raes
[7] raes,2019
[7] 2019,young
[7] young,professionals
[7] professionals,conference
[7] conference,hears

Top Word Pairs in Tweet in G10:
[7] much,awaited
[7] awaited,#megatrends
[7] #megatrends,series
[7] series,#apac
[7] #apac,2030
[7] 2030,now
[7] now,online
[7] online,here
[7] here,first
[7] first,introductory

Top Replied-To
Top Replied-To in Entire Graph:
@influencerprom1
@grazytgrazynatt
@mamanina736
@andrewincontact
@sumawun
@tripletsfan19
@thomas_harrer
@mikequindazzi
@fmfrancoise
@stephanenappo

Top Replied-To in G1:
@influencerprom1
@grazytgrazynatt
@thomas_harrer
@fmfrancoise
@mikequindazzi
@mamanina736
@chidambara09
@stephanenappo
@andrewincontact
@nodexl_mktng

Top Replied-To in G2:
@mamanina736
@grazytgrazynatt
@influencerprom1
@ai_miami

Top Replied-To in G4:
@influencerprom1
@grazytgrazynatt
@mamanina736
@andrewincontact
@tripletsfan19
@sumawun
@mikequindazzi
@stephanenappo
@itakethelead
@aymenezermane

Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@wef
@topcybernews
@evankirstel
@jblefevre60
@andi_staub
@stephanenappo
@spirosmargaris
@thomas_harrer
@santchiweb

Top Mentioned in G1:
@mikequindazzi
@wef
@evankirstel
@topcybernews
@stephanenappo
@santchiweb
@thomas_harrer
@cybersec_feeds
@chidambara09
@grazytgrazynatt

Top Mentioned in G2:
@mikequindazzi
@jblefevre60
@andi_staub
@louisserge
@wef
@spirosmargaris
@howmuch_net
@curtisschin
@ursbolt
@therudingroup

Top Mentioned in G3:
@mikequindazzi
@topcybernews
@seeker
@evankirstel
@andi_staub
@heinzvhoenen
@alvinfoo
@divergentcio
@domhalps
@paula_piccard

Top Mentioned in G4:
@kiyotaka_1991
@cynthia_lardner
@fujio0606
@itakethelead
@topcybernews
@vipeurope5
@cwiklowa
@peterleah18
@heroldbarton
@pestochampion

Top Mentioned in G5:

Top Mentioned in G6:
@frost_sullivan
@sarwant
@searrichard
@neil_sahota

Top Mentioned in G7:
@wef
@mikequindazzi
@omkar_raii
@askaaronlee
@sarahburnett
@sam_zormati
@peterzaitsev
@andi_staub
@jblefevre60
@louisserge

Top Mentioned in G8:
@bertelsmannst
@petersen_econ
@flueke
@aartjandegeus

Top Mentioned in G9:
@aerosociety

Top Mentioned in G10:
@yudhanjaya
@merl_syrex
@sriganeshl
@shaznazuhyle

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@marshawright
@arkangelscrap
@easy_branches
@sectest9
@resilient_ent
@nosqldigest
@evankirstel
@jilliemary
@chidambara09

Top Tweeters in G1:
@marshawright
@sectest9
@resilient_ent
@nosqldigest
@evankirstel
@chidambara09
@businessinsider
@swissbusiness
@santchiweb
@jeffbullas

Top Tweeters in G2:
@arkangelscrap
@fintechna
@iam__network
@trippbraden
@akwyz
@gvalan
@grattongirl
@parvez1
@kuriharan
@rubusmubu

Top Tweeters in G3:
@jornalistavitor
@mashable
@ele9061
@bar_zie
@mjoehlerich
@2601manish
@adamsconsulting
@ipfconline1
@sminaev2015
@markmcardle

Top Tweeters in G4:
@easy_branches
@jilliemary
@gracemurphy2
@stevekrohn
@datsyuklover
@glaveanton
@drjimmystar
@wanderingstarz1
@calcaware
@papaporter1

Top Tweeters in G5:
@drnatalie
@thoheller
@opticalbuddy
@iurialencar
@eynews
@suganpalanee
@rlingle
@canopach
@mauroh06
@domtareveryday

Top Tweeters in G6:
@frost_sullivan
@kirti
@frost_latam
@juneliang
@frostsullivanap
@fs_automotive
@frost_menasa
@frostsullivancs
@sanjivbhaskar
@pj_schwartz

Top Tweeters in G7:
@dme_health
@daviddoughty
@askaaronlee
@timane
@omkar_raii
@pedrorlopezgar1
@sarahburnett
@extentia
@peterzaitsev
@iot_india_

Top Tweeters in G8:
@aktiondemograph
@sanneweber
@flueke
@bertelsmannst
@kmesch1
@petersen_econ
@empterstefan
@joergdraeger
@aartjandegeus
@martinalizarazo

Top Tweeters in G9:
@jetcitystar
@planespotiscool
@raestimr
@aerosociety
@hervepmorvan
@wd4963
@rocw11
@raescareers
@_jamiebignell

Top Tweeters in G10:
@nalakag
@yudhanjaya
@chenaichair
@mafazishaq
@lirneasia
@drahwidiati
@sriganeshl
@shaznazuhyle
@merl_syrex