#DLD2019, Twitter, 1/23/2019 4:40:58 AM, 182848


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#DLD2019_2019-01-22_20-34-34.xlsx
#DLD2019_2019-01-22_20-34-34.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
January 23, 2019
Short Description:
#DLD2019 via NodeXL http://bit.ly/2DsHVpf
@dldconference
@manfredweber
@kaibaumgartner
@sherylsandberg
@agy_nes
@micspehr
@kaifulee
@cityguidemunich
@birgitbertholdk
@nodexl

Top hashtags:
#dld2019
#dld19
#dld
#ai
#dldconference
#mobility
#reinventingmobility

Description:
Description
The graph represents a network of 399 Twitter users whose recent tweets contained "#DLD2019", 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 Wednesday, 23 January 2019 at 04:35 UTC.

The tweets in the network were tweeted over the 8-day, 17-hour, 59-minute period from Monday, 14 January 2019 at 09:30 UTC to Wednesday, 23 January 2019 at 03:29 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 : 399
Unique Edges : 524
Edges With Duplicates : 201
Total Edges : 725
Self-Loops : 85
Reciprocated Vertex Pair Ratio : 0.0430528375733855
Reciprocated Edge Ratio : 0.0825515947467167
Connected Components : 50
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 270
Maximum Edges in a Connected Component : 567
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.606635
Graph Density : 0.00335638090200375
Modularity : 0.615914
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[18] https://www.sueddeutsche.de/1.4296601
[12] https://twitter.com/gutjahr/status/994695322847928322
[7] https://www.faz.net/aktuell/wirtschaft/netzkonferenz-dld/wie-motiviert-man-junge-deutsche-zum-gruenden-15997275.html
[6] https://continuations.com/post/182220831445/reasons-for-optimism
[6] https://t3n.de/news/?post_type=post&p=1138994
[6] https://meetvibe.app/dld
[5] https://www.faz.net/aktuell/wirtschaft/netzkonferenz-dld/sap-frauen-haben-oft-die-besseren-ideen-15998567.html
[4] https://www.youtube.com/watch?v=U7gQp0NDqFk&feature=youtu.be

[4] https://t3n.de/news/facebooks-sheryl-sandberg-1138966/?utm_source=twitter.com&utm_medium=social&utm_campaign=social-buttons
[4] https://www.faz.net/aktuell/wirtschaft/netzkonferenz-dld/zur-dld-so-anders-ist-das-internet-in-china-15994415.html

Top URLs in Tweet in G1:
[2] https://dld-conference.com/articles/we-need-to-connect-with-a-global-audience-in-compelling-and-creative-ways
[2] https://blog.franziskript.de/2019/01/20/dld19-so-war-tag-2/
[1] https://twitter.com/metmuseum/status/1083584560296792064
[1] https://www.scanmyphotos.com/blog/2018/03/why-to-delete-your-photos-and-data-from-facebook.html
[1] https://www.youtube.com/watch?v=aIukJlB9QFs&feature=youtu.be

[1] https://twitter.com/baldoitaly/status/1087303440978661377
[1] http://www.spiegel.de/netzwelt/netzpolitik/dld-2019-die-digitale-zukunft-wird-sicher-ganz-fantastic-a-1249048.html
[1] http://events.techcast.com/dld19/archiv/so-main-1410/?q=so-main-1410
[1] https://authenticstorytelling.net/hire-speak-authentic-storytelling/
[1] https://twitter.com/roy_norris/status/1086687251067793409

Top URLs in Tweet in G2:
[2] https://twitter.com/epp/status/1087245107898781696
[1] https://dld-conference.com/DLDMunich19
[1] https://dld-conference.com/events/tbd-257da6e5-fc04-4e3a-a22b-524bb6b518ec
[1] https://www.facebook.com/DLDconference/videos/280214982667305?sfns=cl
[1] https://twitter.com/EPP/status/1087263094630420480
[1] https://twitter.com/BR24/status/1087015142024404992
[1] https://twitter.com/K44Bot/status/1086984851704766465
[1] https://twitter.com/k44bot/status/1086983592780226560
[1] https://twitter.com/k44bot/status/1086986173396996096

Top URLs in Tweet in G3:
[4] https://www.youtube.com/watch?v=U7gQp0NDqFk&feature=youtu.be

[3] https://www.youtube.com/watch?v=Tj4hfpXAP10&feature=youtu.be

[2] https://twitter.com/faz_net/status/1086915795123347458
[2] https://www.youtube.com/watch?v=4CyhW1cq1UM&feature=youtu.be

[2] https://www.youtube.com/watch?v=j64OjM-HOcQ&feature=youtu.be

[2] https://www.youtube.com/watch?v=TtY-NrGAtDM&feature=youtu.be

[1] https://www.youtube.com/watch?v=MIPcs6LuKew&feature=youtu.be

[1] https://www.youtube.com/watch?v=zbHabKniYIQ&feature=youtu.be

[1] https://www.youtube.com/watch?v=Dizm1nyzFrI&feature=youtu.be

[1] https://www.welt.de/wirtschaft/webwelt/article187392342/DLD-Konferenz-Facebook-Vorstand-Sandberg-startet-Charme-Offensive.html?wtmc=socialmedia.twitter.shared.web

Top URLs in Tweet in G4:
[2] https://www.youtube.com/watch?v=EidtJhadl9A&feature=share

[1] https://www.instagram.com/p/Bs0N5D9hgUR/
[1] http://www.handelsblatt.com/23887524.html
[1] https://www.faz.net/aktuell/wirtschaft/netzkonferenz-dld/zur-dld-multimedia-dossier-die-vermessung-des-webs-15995388.html
[1] https://www.instagram.com/p/Bs4CudZg_lw/?utm_source=ig_twitter_share&igshid=17kp7sth5ib29
[1] https://twitter.com/leanderwattig/status/1087086233128501248
[1] https://dld-conference.com/events/nineteen
[1] https://www.faz.net/aktuell/wirtschaft/netzkonferenz-dld/gewinnt-china-das-rennen-um-die-kuenstlichen-intelligenz-15998573.html?GEPC=s3
[1] https://dld-conference.com/events/education-for-the-future-the-digital-classroom
[1] https://www.faz.net/aktuell/wirtschaft/netzkonferenz-dld/sap-frauen-haben-oft-die-besseren-ideen-15998567.html

Top URLs in Tweet in G5:
[11] https://twitter.com/gutjahr/status/994695322847928322
[1] https://www.faz.net/aktuell/wirtschaft/netzkonferenz-dld/sap-frauen-haben-oft-die-besseren-ideen-15998567.html
[1] https://twitter.com/SvenjaLassen/status/1086981241646272512
[1] https://twitter.com/Economist_Kat/status/1086947904084946945

Top URLs in Tweet in G6:
[7] https://www.faz.net/aktuell/wirtschaft/netzkonferenz-dld/wie-motiviert-man-junge-deutsche-zum-gruenden-15997275.html
[4] https://www.faz.net/aktuell/wirtschaft/netzkonferenz-dld/zur-dld-so-anders-ist-das-internet-in-china-15994415.html
[3] https://www.faz.net/membership/premium?redirectUrl=L2FrdHVlbGwvd2lydHNjaGFmdC9kaWdpbm9taWNzL2Rpc2t1c3Npb25za3VsdHVyLWltLWludGVybmV0LWRpZS1kaWdpdGFsZS1tdWVsbGFiZnVoci0xNTk5NDQyOS5odG1sP3ByZW1pdW0=
[3] https://www.faz.net/aktuell/wirtschaft/netzkonferenz-dld/sap-frauen-haben-oft-die-besseren-ideen-15998567.html

Top URLs in Tweet in G7:
[1] http://events.techcast.com/dld19/archiv/so-museum-1610/?q=so-museum-1610
[1] https://m.facebook.com/sheryl/posts/10161131889740177

Top URLs in Tweet in G8:
[6] https://t3n.de/news/?post_type=post&p=1138994
[4] https://t3n.de/news/facebooks-sheryl-sandberg-1138966/?utm_source=twitter.com&utm_medium=social&utm_campaign=social-buttons
[1] https://twitter.com/gutjahr/status/994695322847928322
[1] https://twitter.com/papierjunge/status/1087017645931720704
[1] https://www.youtube.com/watch?v=-vbPXbm8eTw&app=desktop


Top URLs in Tweet in G9:
[1] https://twitter.com/dldconference/status/1086946545923182592
[1] https://www.youtube.com/watch?v=nnZ7gr-xHSQ&feature=youtu.be


Top URLs in Tweet in G10:
[10] https://www.sueddeutsche.de/1.4296601
[1] https://www.sueddeutsche.de/1.4296523
[1] https://twitter.com/SZ/status/1087380045209980928

Top Domains
Top Domains in Tweet in Entire Graph:
[34] twitter.com
[25] youtube.com
[22] faz.net
[21] sueddeutsche.de
[11] t3n.de
[7] dld-conference.com
[6] continuations.com
[6] meetvibe.app
[4] handelsblatt.com
[4] instagram.com

Top Domains in Tweet in G1:
[3] twitter.com
[2] dld-conference.com
[2] franziskript.de
[1] scanmyphotos.com
[1] youtube.com
[1] spiegel.de
[1] techcast.com
[1] authenticstorytelling.net

Top Domains in Tweet in G2:
[7] twitter.com
[2] dld-conference.com
[1] facebook.com

Top Domains in Tweet in G3:
[20] youtube.com
[2] twitter.com
[1] welt.de

Top Domains in Tweet in G4:
[4] handelsblatt.com
[3] faz.net
[3] twitter.com
[3] dld-conference.com
[2] instagram.com
[2] youtube.com
[1] t3n.de
[1] internetworld.de
[1] wuv.de
[1] playboy.de

Top Domains in Tweet in G5:
[13] twitter.com
[1] faz.net

Top Domains in Tweet in G6:
[17] faz.net

Top Domains in Tweet in G7:
[1] techcast.com
[1] facebook.com

Top Domains in Tweet in G8:
[10] t3n.de
[2] twitter.com
[1] youtube.com

Top Domains in Tweet in G9:
[1] twitter.com
[1] youtube.com

Top Domains in Tweet in G10:
[11] sueddeutsche.de
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[318] dld2019
[78] dld19
[36] dld
[20] ai
[12] dldconference
[12] mobility
[12] reinventingmobility
[11] ceokrueger
[11] bmw
[10] sheerdrivingpleasure



Top Hashtags in Tweet in G1:
[56] dld2019
[12] dldconference
[12] mobility
[12] reinventingmobility
[11] ceokrueger
[10] sheerdrivingpleasure
[10] bmw
[9] dld19
[6] dld
[2] munich

Top Hashtags in Tweet in G2:
[29] dld2019
[7] dld19
[4] strongertogether
[3] bettereurope
[2] markushaas
[2] spitzenkandidat
[2] youreurope
[2] dld
[1] urheberrechtsreform
[1] digitalisierung

Top Hashtags in Tweet in G3:
[26] dld2019
[22] dld19
[14] ai
[2] dld
[2] wef19
[2] firesidechat
[2] ethics
[2] bloomberg
[2] europe
[1] brexit

Top Hashtags in Tweet in G4:
[31] dld2019
[5] dld19
[3] dld
[2] dehubpitchnight
[2] ki
[1] conference
[1] future
[1] thefutureisnotunwritten
[1] metrixfreight
[1] dehub

Top Hashtags in Tweet in G5:
[29] dld2019
[6] dld19
[3] dld
[3] ai
[2] munich
[2] facebook
[1] optimism
[1] courage
[1] ep
[1] trust

Top Hashtags in Tweet in G6:
[17] dld2019
[7] gründen
[6] dld
[5] china
[5] internet
[3] ichbinhier
[3] fplus

Top Hashtags in Tweet in G7:
[17] dld2019
[1] blockchain

Top Hashtags in Tweet in G8:
[14] dld2019
[8] dld
[2] bloggertreffen
[2] facebook

Top Hashtags in Tweet in G9:
[7] dld2019
[1] aisuperpowers

Top Hashtags in Tweet in G10:
[13] dld2019

Top Words
Top Words in Tweet in Entire Graph:
[387] Words in Sentiment List#1: Positive
[199] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[9198] Non-categorized Words
[9784] Total Words
[318] dld2019
[114] dldconference
[99] manfredweber
[87] innovation
[78] dld19

Top Words in Tweet in G1:
[76] dldconference
[56] dld2019
[22] bmwgroup
[18] great
[17] future
[14] thank
[13] discussion
[13] mobility
[12] rachelbotsman
[12] reinventingmobility

Top Words in Tweet in G2:
[94] manfredweber
[70] innovation
[51] eines
[35] revolution
[34] neue
[29] dld2019
[29] heute
[26] digital
[24] als
[24] sie

Top Words in Tweet in G3:
[26] dld2019
[22] dld19
[17] ai
[11] dldconference
[11] kaibaumgartner
[7] facebook
[6] world
[5] youtube
[5] profgalloway
[5] talk

Top Words in Tweet in G4:
[31] dld2019
[5] dld19
[5] dld
[5] innovation
[3] facebook
[3] ja
[3] sind
[2] thefutureisnotunwritten
[2] future
[2] d

Top Words in Tweet in G5:
[29] dld2019
[16] sherylsandberg
[13] sandberg
[12] sheryl
[11] well
[11] trust
[10] gutjahr
[8] future
[7] 5
[6] 2

Top Words in Tweet in G6:
[17] dld2019
[14] deutsche
[10] zum
[10] sie
[9] viel
[8] gibt
[7] faz_net
[7] start
[7] ups
[7] unter

Top Words in Tweet in G7:
[17] dld2019
[10] tools
[10] good
[7] session
[7] jutta_steiner
[7] juanbenet
[7] web
[7] 3
[7] 0
[6] vickiturk

Top Words in Tweet in G8:
[14] dld2019
[8] t3n
[8] dld
[6] bmw
[6] chef
[6] papierjunge
[4] einen
[4] zeitraum
[4] zehn
[4] jahren

Top Words in Tweet in G9:
[11] kaifulee
[8] china
[7] dld2019
[5] wenn
[5] gold
[5] silbermedaille
[5] wertvoll
[5] sind
[5] bronze
[5] irrelevant

Top Words in Tweet in G10:
[13] dld2019
[11] sz
[10] unternehmerin
[10] fatoumata
[10] ba
[10] frau
[10] afrika
[10] umkrempelt
[4] er
[3] scott

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[41] dld19,dld2019
[25] innovation,wird
[25] wird,heute
[25] heute,vermehrt
[25] vermehrt,als
[25] als,gefahr
[25] gefahr,wahrgenommen
[25] wahrgenommen,sie
[25] sie,verbunden
[25] verbunden,angst

Top Word Pairs in Tweet in G1:
[12] dldconference,thank
[12] thank,great
[12] great,discussion
[12] discussion,future
[12] future,mobility
[12] mobility,dld2019
[12] dld2019,reinventingmobility
[12] reinventingmobility,dldconference
[11] bmwgroup,dldconference
[11] key,combine

Top Word Pairs in Tweet in G2:
[23] innovation,wird
[23] wird,heute
[23] heute,vermehrt
[23] vermehrt,als
[23] als,gefahr
[23] gefahr,wahrgenommen
[23] wahrgenommen,sie
[23] sie,verbunden
[23] verbunden,angst
[23] angst,unsere

Top Word Pairs in Tweet in G3:
[13] dld19,dld2019
[6] dld2019,dld19
[5] kaibaumgartner,ai
[4] ai,ethics
[4] profgalloway,dld2019
[4] ai,eating
[4] eating,world
[4] world,andreas
[4] andreas,kunze
[4] kunze,konux

Top Word Pairs in Tweet in G4:
[2] dld2019,dld19
[2] dld19,dld2019

Top Word Pairs in Tweet in G5:
[13] sherylsandberg,dld2019
[12] sheryl,sandberg
[11] well,sherylsandberg
[10] gutjahr,well
[5] sandberg,laying
[5] laying,out
[5] out,5
[5] 5,step
[5] step,plan
[5] plan,regain

Top Word Pairs in Tweet in G6:
[7] start,ups
[7] ups,unter
[7] unter,führung
[7] führung,frauen
[7] frauen,haben
[7] haben,kapitalmarkt
[7] kapitalmarkt,schwer
[7] schwer,deutsche
[7] deutsche,softwarekonzern
[7] softwarekonzern,sap

Top Word Pairs in Tweet in G7:
[7] jutta_steiner,juanbenet
[7] web,3
[7] 3,0
[6] hosting,session
[6] session,today
[6] today,dld2019
[6] dld2019,jutta_steiner
[6] juanbenet,web
[6] 0,need
[5] tools,abused

Top Word Pairs in Tweet in G8:
[6] bmw,chef
[4] einen,zeitraum
[4] zeitraum,zehn
[4] zehn,jahren
[4] jahren,keine
[4] keine,vorhersage
[4] vorhersage,möglich
[4] möglich,sagte
[4] sagte,bmw
[4] chef,dld

Top Word Pairs in Tweet in G9:
[5] wenn,gold
[5] gold,silbermedaille
[5] silbermedaille,wertvoll
[5] wertvoll,sind
[5] sind,bronze
[5] bronze,irrelevant
[5] irrelevant,sehr
[5] sehr,klare
[5] klare,worte
[5] worte,kaifulee

Top Word Pairs in Tweet in G10:
[10] unternehmerin,fatoumata
[10] fatoumata,ba
[10] ba,frau
[10] frau,afrika
[10] afrika,umkrempelt
[10] umkrempelt,dld2019
[9] sz,unternehmerin
[3] scott,galloway
[2] wenige,haben
[2] haben,steile

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@dldconference
@manfredweber
@sherylsandberg
@bmwgroup
@epp
@rachelbotsman
@kaifulee
@sz
@kaibaumgartner
@gutjahr

Top Mentioned in G1:
@dldconference
@bmwgroup
@rachelbotsman
@janinakugel
@base_campberlin
@alexanderrenz
@metmuseum
@loictallon
@manfredweber
@okiemofficial

Top Mentioned in G2:
@manfredweber
@epp
@dldconference
@burda_hubert
@ulrichwilhelmbr
@svenafhueppe
@francesca_bria
@annmettler
@evp_de
@chhuegel

Top Mentioned in G3:
@dldconference
@kaibaumgartner
@youtube
@profgalloway
@martinsorrell
@sherylsandberg
@facebook
@ediggs
@tu_muenchen

Top Mentioned in G4:

Top Mentioned in G5:
@sherylsandberg
@gutjahr
@alexisglick
@dldconference
@dave_harden
@youplusglobal
@scobytec
@manfredweber
@view85
@ediggs

Top Mentioned in G6:
@faz_net
@ghensel
@laserspex
@createstrategy
@gusthethe
@carstenknop
@faz_wirtschaft
@faz_top

Top Mentioned in G7:
@jutta_steiner
@juanbenet
@vickiturk
@hafsatkind
@werner
@deutschetelekom
@claudianemat
@sherylsandberg
@manfredweber
@bibohle

Top Mentioned in G8:
@t3n
@bmw
@papierjunge
@sascha_p
@gutjahr
@sherylsandberg
@kerstinkitzmann

Top Mentioned in G9:
@kaifulee
@holgerschmidt
@hrfortmann
@mariegorvild
@dldconference

Top Mentioned in G10:
@sz

Top Tweeters
Top Tweeters in Entire Graph:
@ottlegalrebels
@business
@didaclopez
@welt
@faz_net
@nicochan33
@asterathmaria
@konstantinabel3
@martingaedt
@cindygallop

Top Tweeters in G1:
@scanmyphotos
@ctrappe
@jpiedrahita
@paniaguai
@robertantwone
@lynnea58
@zwelch82
@jobsworth
@metmuseum
@stevebanfield

Top Tweeters in G2:
@didaclopez
@nicochan33
@asterathmaria
@konstantinabel3
@irenew1812
@hallaschka_hh
@3000dulce
@eradeljasch
@gitta_bella
@tenevanina

Top Tweeters in G3:
@ottlegalrebels
@business
@welt
@zuzudotai
@mikebutcher
@dansodergren
@sorayapa
@youtube
@industry40
@ediggs

Top Tweeters in G4:
@michaelhorak
@drhartmutfeucht
@dustdbugger
@csommer
@afallier
@crypto49ers
@midide
@playboy_d
@uhrenbacher
@de_kinemathek

Top Tweeters in G5:
@countup
@cityguidemunich
@ta7rmpmike
@ciffi
@gutjahr
@blogoli
@peterkammerer
@bindik
@timhoefinghoff
@alexisglick

Top Tweeters in G6:
@faz_net
@faz_wirtschaft
@faz_finance
@burtonlee
@faz_top
@ghensel
@carstenknop
@abockangela
@digiwomenm
@industrieexport

Top Tweeters in G7:
@deutschetelekom
@curious_reader
@hafsatkind
@werner
@scitech_cat
@vickiturk
@kirushik
@agy_nes
@juanbenet
@stephanscheuer

Top Tweeters in G8:
@martingaedt
@katrinhilger
@sascha_p
@t3n
@xholonx
@bmw
@michaelbobak
@kerstinkitzmann
@inngritttt
@fasuess

Top Tweeters in G9:
@antonyslumbers
@hrfortmann
@benjsto
@vinituict
@tariqkrim
@patrickbernau
@bildungsdesign
@patfan198010
@holgerschmidt
@kaifulee

Top Tweeters in G10:
@sz
@pjotrpetka
@praeludio
@migneroj
@nhenz
@oldmangotree
@mamieze
@bshmstr
@migrationevlks
@lieschenmsvater


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