#ThinkAtIBM, Twitter, 7/12/2019 6:48:52 PM, 202942


FAQ | Problem?

#ThinkAtIBM_2019-07-12_11-42-17.xlsx
#ThinkAtIBM_2019-07-12_11-42-17.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
July 12, 2019
Short Description:
#ThinkAtIBM via NodeXL http://bit.ly/2jEL5z0
@ronald_vanloon
@svensemet
@thomas_harrer
@stephanenappo
@lunkelhaeusser
@ibmdeutschland
@ganeshatkale
@digitalnaiv
@angelikalattner
@gsohn

Top hashtags:
#thinkatibm
#ibmpartner
#machinelearning
#ai
#customerexperience

Description:
Description
The graph represents a network of 246 Twitter users whose recent tweets contained "#ThinkAtIBM", 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 Friday, 12 July 2019 at 18:42 UTC.

The tweets in the network were tweeted over the 9-day, 12-hour, 44-minute period from Wednesday, 03 July 2019 at 05:32 UTC to Friday, 12 July 2019 at 18:16 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 : 246
Unique Edges : 504
Edges With Duplicates : 232
Total Edges : 736
Self-Loops : 23
Reciprocated Vertex Pair Ratio : 0.0368324125230203
Reciprocated Edge Ratio : 0.0710479573712256
Connected Components : 11
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 227
Maximum Edges in a Connected Component : 714
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.257009
Graph Density : 0.0093412974946076
Modularity : 0.528121
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=201291
[6] https://ichsagmal.com/2019/07/11/umweltgerechte-mobilitaet-belohnen-thinkatibm-livestudio-moovster/
[5] http://max.techmahindra.com/IBMThink
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199735
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=202752
[3] https://www.ibm.com/de-de/blogs/think/2019/07/04/rueckblick-think-at-ibm/
[2] https://www.ibm.com/blogs/insights-on-business/healthcare/the-future-of-disease-management-the-opportunities-and-challenges-of-digital-interventions/
[2] https://ichsagmal.com/2019/07/05/wann-kommt-der-grosse-wurf-bei-der-mobilitaetswende-ideen-auf-der-thinkatibm-in-berlin-digitalnaiv-larsbas-kkklawitter-foresight_lab-bbsr_bund-isarmatrose-schelpeter-a_ostertag/
[2] https://twitter.com/thomas_harrer/status/1146114631552946176
[2] https://twitter.com/ibmdeutschland/status/1145697295285071872

Top URLs in Tweet in G1:
[1] https://twitter.com/Ronald_vanLoon/status/1143524276642832384/video/1
[1] https://t.co/3jhLui8Y7P
[1] https://t.co/k1kchxxhDV
[1] https://ecosystems4innovating.wordpress.com/2018/08/01/opening-up-our-thinking-towards-ecosystems-has-a-powerful-effect/

Top URLs in Tweet in G2:
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=201291
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199735
[2] https://twitter.com/thomas_harrer/status/1146114631552946176
[2] https://www.ibm.com/blogs/insights-on-business/healthcare/the-future-of-disease-management-the-opportunities-and-challenges-of-digital-interventions/
[2] https://www.ibm.com/de-de/blogs/think/2019/07/04/rueckblick-think-at-ibm/
[2] https://twitter.com/ibmdeutschland/status/1145697295285071872
[1] https://lnkd.in/d_hxGXX
[1] https://www.youtube.com/watch?v=_ni8edaiqpM&feature=youtu.be

[1] https://think-livestudio.com/
[1] https://bs.serving-sys.com/Serving/adServer.bs?cn=trd&pli=1074863670&adid=1078902566&ord=[timestamp]

Top URLs in Tweet in G3:
[5] https://ichsagmal.com/2019/07/11/umweltgerechte-mobilitaet-belohnen-thinkatibm-livestudio-moovster/
[2] https://ichsagmal.com/2019/07/05/wann-kommt-der-grosse-wurf-bei-der-mobilitaetswende-ideen-auf-der-thinkatibm-in-berlin-digitalnaiv-larsbas-kkklawitter-foresight_lab-bbsr_bund-isarmatrose-schelpeter-a_ostertag/
[1] https://dnug.de/tom-zeizels-blog-hcl-domino-was-partner-im-bikini-praesentiert-haben/
[1] https://stefanpfeiffer.blog/2019/07/08/social-media-marketing-facebook-das-netzwerk-broeckelt-und-der-konzern-waechst-mit-instagram-video-auf-dem-vormarsch/
[1] https://twitter.com/gsohn/status/1147158788920795138
[1] https://twitter.com/IBMDeutschland/status/1145697295285071872
[1] https://www.ibm.com/de-de/blogs/think/2019/07/04/rueckblick-think-at-ibm/

Top URLs in Tweet in G4:
[1] https://twitter.com/Thomas_Harrer/status/1140272065896943616

Top URLs in Tweet in G5:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=202752

Top URLs in Tweet in G6:
[5] http://max.techmahindra.com/IBMThink

Top URLs in Tweet in G8:
[1] https://twitter.com/Ronald_vanLoon/status/1147504220112863234
[1] https://twitter.com/stanford__ai/status/1146455480954511360
[1] https://www.youtube.com/watch?reload=9&v=3wuAZy3xxQc
[1] https://ichsagmal.com/
[1] https://ichsagmal.com/2019/07/11/umweltgerechte-mobilitaet-belohnen-thinkatibm-livestudio-moovster/

Top URLs in Tweet in G9:
[1] https://twitter.com/IBMDeutschland/status/1137308843866775553

Top Domains
Top Domains in Tweet in Entire Graph:
[19] nodexlgraphgallery.org
[13] twitter.com
[9] ichsagmal.com
[5] ibm.com
[5] techmahindra.com
[2] youtube.com
[2] t.co
[2] serving-sys.com
[1] wordpress.com
[1] dnug.de

Top Domains in Tweet in G1:
[2] t.co
[1] twitter.com
[1] wordpress.com

Top Domains in Tweet in G2:
[15] nodexlgraphgallery.org
[4] twitter.com
[4] ibm.com
[2] serving-sys.com
[1] lnkd.in
[1] youtube.com
[1] think-livestudio.com

Top Domains in Tweet in G3:
[7] ichsagmal.com
[2] twitter.com
[1] dnug.de
[1] stefanpfeiffer.blog
[1] ibm.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[4] nodexlgraphgallery.org

Top Domains in Tweet in G6:
[5] techmahindra.com

Top Domains in Tweet in G8:
[2] twitter.com
[2] ichsagmal.com
[1] youtube.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[169] thinkatibm
[78] ibmpartner
[57] machinelearning
[52] ai
[33] customerexperience
[21] cognitiveenterprise
[20] journeytocloud
[18] iot
[18] berlin
[16] ibm



Top Hashtags in Tweet in G1:
[68] ibmpartner
[59] thinkatibm
[45] machinelearning
[33] customerexperience
[19] ai
[16] cognitiveenterprise
[15] journeytocloud
[10] bias
[10] datascience
[7] cloud

Top Hashtags in Tweet in G2:
[52] thinkatibm
[16] ibm
[13] berlin
[10] ai
[10] ibmtechu
[8] machinelearning
[6] ibmpartner
[6] artificialintelligence
[5] smm
[5] megatrends

Top Hashtags in Tweet in G3:
[25] thinkatibm
[6] livestudio
[5] moovster
[2] wirtschaft
[2] gpjmade
[1] hcl
[1] domino
[1] contentmarketing
[1] video
[1] gpj_germany

Top Hashtags in Tweet in G4:
[13] iot
[12] ai
[9] robots
[9] thinkatibm
[8] digital
[8] automation
[8] robotics
[8] smm
[8] ff
[5] megatrends

Top Hashtags in Tweet in G5:
[1] nowplaying
[1] nodexl
[1] ai
[1] ff
[1] iot
[1] airport
[1] bigdata
[1] thinkatibm
[1] ufc239

Top Hashtags in Tweet in G6:
[7] thinkatibm
[7] techmnxt
[6] ai
[5] industry40
[3] cloud
[3] blockchain
[2] digitaltransformation
[1] digital
[1] technologies
[1] bigdata

Top Hashtags in Tweet in G7:
[2] thinkatibm
[2] berlin

Top Hashtags in Tweet in G8:
[5] thinkatibm
[3] ibmpartner
[3] cognitiveenterprise
[3] journeytocloud
[3] ai
[2] cloud
[2] artificialintelligence
[1] tensorflow
[1] bigdata
[1] developer

Top Hashtags in Tweet in G9:
[2] airrohr
[2] luftdaten
[2] bikiniberlin
[2] thinkatibm

Top Hashtags in Tweet in G10:
[2] thinkatibm
[1] autonomesfahren
[1] clevershuttle
[1] moovster

Top Words
Top Words in Tweet in Entire Graph:
[80] Words in Sentiment List#1: Positive
[39] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[4205] Non-categorized Words
[4324] Total Words
[214] ronald_vanloon
[169] #thinkatibm
[78] #ibmpartner
[57] #machinelearning
[52] #ai

Top Words in Tweet in G1:
[191] ronald_vanloon
[68] #ibmpartner
[59] #thinkatibm
[45] #machinelearning
[43] new
[40] romeokienzler
[39] features
[39] explained
[39] 2
[39] minutes

Top Words in Tweet in G2:
[52] #thinkatibm
[25] thomas_harrer
[23] ibmdeutschland
[18] stephanenappo
[16] #ibm
[15] nodexl
[14] ibm
[13] #berlin
[12] ronald_vanloon
[12] svensemet

Top Words in Tweet in G3:
[25] #thinkatibm
[12] gsohn
[11] berlin
[11] kkklawitter
[9] wann
[9] kommt
[9] große
[9] wurf
[9] mobilitätswende
[9] ideen

Top Words in Tweet in G4:
[13] #iot
[12] #ai
[9] top
[9] 10
[9] countries
[9] #robots
[9] being
[9] put
[9] work
[9] v

Top Words in Tweet in G5:
[8] marc_smith
[4] nodexl
[4] bambam1a
[4] kissdatbam
[4] chidambara09
[4] edtech_stories
[4] alvinfoo
[3] docassar
[3] vivi
[2] ronald_vanloon

Top Words in Tweet in G6:
[17] ibm
[15] tech_mahindra
[12] think
[10] berlin
[10] know
[8] more
[7] meet
[7] visit
[7] #thinkatibm
[7] #techmnxt

Top Words in Tweet in G7:
[2] enjoying
[2] last
[2] day
[2] #thinkatibm
[2] #berlin
[2] pinar_ci
[2] cansus_93
[2] jan_fode

Top Words in Tweet in G8:
[7] ronald_vanloon
[5] #thinkatibm
[3] #ibmpartner
[3] #cognitiveenterprise
[3] #journeytocloud
[3] #ai
[3] cc
[3] gerald_bader
[2] ibmdeutschland
[2] #cloud

Top Words in Tweet in G9:
[2] far
[2] know
[2] largest
[2] #airrohr
[2] workshop
[2] worldwide
[2] until
[2] now
[2] #luftdaten
[2] #bikiniberlin

Top Words in Tweet in G10:
[6] neue
[3] sich
[2] #thinkatibm
[2] new
[2] mobility
[2] day
[2] statements
[2] entstehen
[2] ecosysteme
[2] bilden

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[72] ronald_vanloon,#ibmpartner
[58] #ibmpartner,#thinkatibm
[42] new,features
[42] features,explained
[42] explained,2
[42] 2,minutes
[42] minutes,romeokienzler
[42] romeokienzler,ronald_vanloon
[40] tensorflow,new
[38] ronald_vanloon,tensorflow

Top Word Pairs in Tweet in G1:
[68] ronald_vanloon,#ibmpartner
[54] #ibmpartner,#thinkatibm
[39] new,features
[39] features,explained
[39] explained,2
[39] 2,minutes
[39] minutes,romeokienzler
[39] romeokienzler,ronald_vanloon
[37] tensorflow,new
[35] ronald_vanloon,tensorflow

Top Word Pairs in Tweet in G2:
[11] #thinkatibm,nodexl
[11] nodexl,thomas_harrer
[11] thomas_harrer,ronald_vanloon
[11] ronald_vanloon,ibmdeutschland
[10] ibmdeutschland,svensemet
[9] svensemet,ibm
[8] pop,up
[8] up,experience
[7] ibm,stephanenappo
[7] top,hashtags

Top Word Pairs in Tweet in G3:
[9] wann,kommt
[9] kommt,große
[9] große,wurf
[9] wurf,mobilitätswende
[9] mobilitätswende,ideen
[9] ideen,#thinkatibm
[9] #thinkatibm,berlin
[9] berlin,digitalnaiv
[9] digitalnaiv,larsbas
[9] larsbas,kkklawitter

Top Word Pairs in Tweet in G4:
[9] top,10
[9] 10,countries
[9] countries,#robots
[9] #robots,being
[9] being,put
[9] put,work
[9] work,v
[9] v,wef
[8] #ai,#automation
[8] #automation,#robotics

Top Word Pairs in Tweet in G5:
[4] marc_smith,nodexl
[4] nodexl,marc_smith
[4] marc_smith,bambam1a
[4] bambam1a,kissdatbam
[4] kissdatbam,chidambara09
[4] chidambara09,edtech_stories
[4] edtech_stories,alvinfoo
[3] docassar,marc_smith
[3] alvinfoo,vivi

Top Word Pairs in Tweet in G6:
[12] ibm,think
[10] think,berlin
[8] know,more
[5] visit,ibm
[5] tech_mahindra,ibm
[4] berlin,know
[4] #techmnxt,#thinkatibm
[3] alokep,intelligently
[3] intelligently,use
[3] use,#ai

Top Word Pairs in Tweet in G7:
[2] enjoying,last
[2] last,day
[2] day,#thinkatibm
[2] #thinkatibm,#berlin
[2] #berlin,pinar_ci
[2] pinar_ci,cansus_93
[2] cansus_93,jan_fode

Top Word Pairs in Tweet in G8:
[3] ronald_vanloon,#ibmpartner
[3] #ibmpartner,#thinkatibm
[3] #cognitiveenterprise,#journeytocloud
[2] ibmdeutschland,#cognitiveenterprise
[2] #journeytocloud,#ai

Top Word Pairs in Tweet in G9:
[2] far,know
[2] know,largest
[2] largest,#airrohr
[2] #airrohr,workshop
[2] workshop,worldwide
[2] worldwide,until
[2] until,now
[2] now,#luftdaten
[2] #luftdaten,#bikiniberlin
[2] #bikiniberlin,#thinkatibm

Top Word Pairs in Tweet in G10:
[2] #thinkatibm,new
[2] new,mobility
[2] mobility,day
[2] day,statements
[2] statements,entstehen
[2] entstehen,neue
[2] neue,ecosysteme
[2] ecosysteme,bilden
[2] bilden,sich
[2] sich,neue

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ronald_vanloon
@romeokienzler
@tensorflow
@ibmdeutschland
@volkswagen
@thomas_harrer
@stephanenappo
@ibm
@digitalnaiv
@nodexl

Top Mentioned in G1:
@ronald_vanloon
@romeokienzler
@tensorflow
@volkswagen
@ibmdeutschland
@mariuskarma
@m0mms
@tsuedbroecker
@stgraunke
@elenaoua

Top Mentioned in G2:
@ibmdeutschland
@stephanenappo
@thomas_harrer
@nodexl
@ronald_vanloon
@svensemet
@ibm
@lunkelhaeusser
@bikiniberlin
@amartin171

Top Mentioned in G3:
@gsohn
@kkklawitter
@digitalnaiv
@larsbas
@fores
@afassnacht
@foresight_lab
@bbsr_bund
@isarmatrose
@schelpeter

Top Mentioned in G4:
@wef
@thomas_harrer
@mikequindazzi
@olivier_bossard
@pwc
@haroldsinnott
@topcybernews
@dirkschaar
@ganeshatkale
@heinzvhoenen

Top Mentioned in G5:
@marc_smith
@bambam1a
@kissdatbam
@chidambara09
@edtech_stories
@alvinfoo
@docassar
@vivi
@vivianfrancos
@thomas_harrer

Top Mentioned in G6:
@tech_mahindra
@ibm
@alokep
@bnpatiluk
@winzyz
@prakharv10
@mayank0203
@m_ahadev
@thomas_harrer
@pwc

Top Mentioned in G7:
@pinar_ci
@cansus_93
@jan_fode
@bahar_ci

Top Mentioned in G9:
@ricki_z

Top Mentioned in G10:
@ibmch

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@evankirstel
@chidambara09
@andysugs
@henne38
@santchiweb
@wallacegeorge7
@cybertaters
@kuriharan
@mariuskarma

Top Tweeters in G1:
@nosqldigest
@santchiweb
@mariuskarma
@versatileer
@dcarsoncpa_mfc
@mikezeigle
@hal_good
@alfredsunil
@thecuriousluke
@ronald_vanloon

Top Tweeters in G2:
@henne38
@cybertaters
@spirosmargaris
@vahitkaragoez
@andi_staub
@conkers3
@arlenenewbigg
@petrabernhardt
@marcusborba
@harbrimah

Top Tweeters in G3:
@bonnerblogs
@isarmatrose
@gsohn
@digitalnaiv
@anjamalkreativ
@larsbas
@krugkatja
@kkklawitter
@foresight_lab
@joscchh

Top Tweeters in G4:
@evankirstel
@kuriharan
@wef
@topcybernews
@mclynd
@haroldsinnott
@mikequindazzi
@chuckdbrooks
@sarbjeetjohal
@peterheadcbe

Top Tweeters in G5:
@chidambara09
@wallacegeorge7
@vivianfrancos
@edtech_stories
@alvinfoo
@kissdatbam
@marc_smith
@bambam1a
@benbendc
@docassar

Top Tweeters in G6:
@chetanpthakar
@tech_mahindra
@winzyz
@prasannapathak
@mayank0203
@aicloudsolution
@alokep
@m_ahadev
@prakharv10
@bnpatiluk

Top Tweeters in G7:
@pinar_ci
@bahar_ci
@renjorassprac
@jan_fode
@cansus_93

Top Tweeters in G8:
@andysugs
@selfdrivingc
@barbaratraxler
@han_ulrich

Top Tweeters in G9:
@ricki_z
@yagurastation

Top Tweeters in G10:
@ibmch
@anke_mcelligott