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#IBMTechU Twitter NodeXL SNA Map and Report for Saturday, 14 September 2019 at 17:07 UTC (experimental version)
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From:
marc_smith
Uploaded on:
September 14, 2019
Short Description:
#IBMTechU via NodeXL http://bit.ly/31pGbqy
@blueexperts
@thomas_harrer
@topcybernews
@ibmsystems
@ibmpowersystems
@ibmstorage
@dtenaerts_be
@petrabuehrer
@cksanche
@andernachandrea

Top hashtags:
#ibmtechu
#ibmsystems
#ibmz
#ibm
#prague
#ibmlabservices
#techu

Description:
Description
The graph represents a network of 188 Twitter users whose recent tweets contained "#IBMTechU", 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 Saturday, 14 September 2019 at 18:24 UTC.

The tweets in the network were tweeted over the 95-day, 4-hour, 34-minute period from Tuesday, 11 June 2019 at 11:59 UTC to Saturday, 14 September 2019 at 16:34 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 : 188
Unique Edges : 434
Edges With Duplicates : 389
Total Edges : 823
Number of Edge Types : 4
Mentions : 520
Retweet : 226
Tweet : 59
Replies to : 18
Self-Loops : 66
Reciprocated Vertex Pair Ratio : 0.0589430894308943
Reciprocated Edge Ratio : 0.111324376199616
Connected Components : 24
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 122
Maximum Edges in a Connected Component : 689
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.514289
Graph Density : 0.0148196609398111
Modularity : 0.385696
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[12] https://dy.si/R1KeY
[10] https://ibm.com/training/events/vegas2019
[7] https://www.ibm.com/services/learning/ites.wss/zz-en?pageType=page&c=E8T2JWLJWX4RGP6K
[5] http://www.ibm.com/training/events/prague2019
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=206126
[4] https://dy.si/PvXHD
[4] https://www.youtube.com/watch?v=DEHUqmEwFeg&feature=youtu.be

[3] http://ibmsystemsmag.com/IBM-Z/8/2019/extend-your-skills-adjacent-spaces
[3] https://dy.si/TAiLDB
[3] https://rsmpartners.com/News.Leanne-Wilson-presents-at-IBM-TechU-Las-Vegas.html

Top URLs in Tweet in G1:
[1] https://www.ibm.com/services/learning/ites.wss/zz-en?pageType=page&c=E8T2JWLJWX4RGP6K&cm_mmc=OSocial_Twitter-_-Systems_Systems+-+Storage-_-WW_WW-_-Storage-TechU-09032019&cm_mmca1=000036TL&&linkId=73075236
[1] https://www.youtube.com/watch?v=aiXrkgYwhqE&feature=youtu.be

[1] http://www.cvent.com/events/iproc.aspx?5S,M3,e8cac6dd-a9b8-4f4e-ae2f-a91eb4be82c6&lang=en&sms=2&cn=UmNm8s3FTEKps5I6I6QJVw

Top URLs in Tweet in G2:
[8] https://ibm.com/training/events/vegas2019
[5] http://www.ibm.com/training/events/prague2019
[2] https://www-03.ibm.com/services/learning/ites.wss/zz/en?pageType=page&c=a0002173
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=206126
[1] https://www.youtube.com/watch?v=RrvtC5o_5Kk&feature=youtu.be

[1] http://ibm.com/training/events/vegas2019?2496189005&linkId=71138288
[1] https://www.youtube.com/watch?v=WTJOk6mHKs8&feature=youtu.be

[1] https://ibm.com/training/events
[1] http://ibm.com/training/events/vegas2019?linkId=73590616
[1] https://www.youtube.com/watch?v=cqtcI_zIfpQ&feature=youtu.be


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

[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=206126
[3] https://www.ibm.com/services/learning/ites.wss/zz-en?pageType=page&c=E8T2JWLJWX4RGP6K
[2] http://ibmsystemsmag.com/IBM-Z/8/2019/extend-your-skills-adjacent-spaces
[2] https://www.youtube.com/watch?v=W4h9D0Ihz4g&feature=youtu.be

[1] https://ibm.com/training/events/vegas2019
[1] https://twitter.com/i/moments/1127873645508882433
[1] https://www.youtube.com/watch?v=M9WnPPGFwnc&feature=youtu.be

[1] https://www.youtube.com/watch?v=RrvtC5o_5Kk&feature=youtu.be

[1] https://twitter.com/lars_fpetersson/status/1169119632768286720

Top URLs in Tweet in G4:
[12] https://dy.si/R1KeY
[1] https://dy.si/djbVFY

Top URLs in Tweet in G5:
[1] http://www.cvent.com/events/iproc.aspx?5S,M3,db76ff5e-4889-453f-8fcf-c6c116c8c189&lang=en&sms=2&cn=tXwQd2OH1EKVdi_u1EBAiQ
[1] https://www.ibm.com/services/learning/ites.wss/zz-en?pageType=page&c=E8T2JWLJWX4RGP6K
[1] https://www.linkedin.com/slink?code=ecXWWqE
[1] http://www.cvent.com/events/iproc.aspx?5S,M3,e8cac6dd-a9b8-4f4e-ae2f-a91eb4be82c6&lang=en&sms=2&cn=-ifCqWp9UE6ki2eV4COMRw
[1] http://ibmsystemsmag.com/IBM-Z/8/2019/extend-your-skills-adjacent-spaces
[1] https://twitter.com/mbooker62/status/1171425892096204800
[1] https://dy.si/vSJJ2
[1] https://dy.si/y1FRT
[1] http://www.cvent.com/events/iproc.aspx?5S,M3,e8cac6dd-a9b8-4f4e-ae2f-a91eb4be82c6&lang=en&sms=2&cn=MbBi9AHOaEKpXfxIopDPNQ
[1] http://www.cvent.com/events/iproc.aspx?5S,M3,e8cac6dd-a9b8-4f4e-ae2f-a91eb4be82c6&lang=en&sms=2&cn=9l2yaX97nEiwkhXahWN6ag

Top URLs in Tweet in G6:
[3] https://rsmpartners.com/News.Leanne-Wilson-presents-at-IBM-TechU-Las-Vegas.html
[1] https://www.ibm.com/community/z/it-career-connection-texas/

Top URLs in Tweet in G9:
[1] https://dy.si/q9mTXG
[1] https://dy.si/13AFA

Top URLs in Tweet in G10:
[4] https://dy.si/PvXHD
[3] https://dy.si/TAiLDB
[2] https://dy.si/hyDBh
[2] https://dy.si/fpUUkL
[2] https://dy.si/PrDcJ
[2] https://dy.si/DojXZT2
[2] https://dy.si/mTDP3j
[2] https://dy.si/ZZP28z
[2] https://dy.si/RHDZH
[2] https://dy.si/TYmQj

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[294] ibmtechu
[69] ibmsystems
[53] ibmz
[47] ibm
[36] prague
[35] ibmlabservices
[33] techu
[31] nextgeneration
[31] proud
[29] ibmstorage



Top Hashtags in Tweet in G1:
[64] ibmtechu
[31] ibmz
[28] nextgeneration
[28] proud
[28] ibm
[20] ibmsystems
[1] mainframe
[1] linuxone

Top Hashtags in Tweet in G2:
[59] ibmtechu
[28] prague
[27] techu
[16] ibmsystems
[11] architectingthefuture
[8] ibm
[7] ibmers
[5] twitter
[5] cto
[5] europe

Top Hashtags in Tweet in G3:
[66] ibmtechu
[25] ibmlabservices
[21] ibmstorage
[16] ibmsystems
[8] architectingthefuture
[8] innovation
[7] prague
[7] cloud
[6] ibm
[5] techu

Top Hashtags in Tweet in G4:
[25] ibmtechu

Top Hashtags in Tweet in G5:
[14] ibmtechu
[4] ibmz
[4] ibmsystems
[4] linuxone
[2] ibmstorage
[1] ai
[1] powersystems
[1] ibmlabservices
[1] ibmtechuvegas
[1] southafrica

Top Hashtags in Tweet in G6:
[13] ibmtechu
[6] ibmz
[4] mainframe
[1] newtoz
[1] zskills

Top Hashtags in Tweet in G7:
[5] hyperloop
[5] transportation
[5] technologies
[5] htt
[1] architectingthefuture
[1] ibmtechu
[1] ibmsystems
[1] techu
[1] prague

Top Hashtags in Tweet in G8:
[2] watson
[2] machinelearning
[2] ibmz
[2] ibmtechu
[2] ibmtechuatlanta
[2] ibm
[1] ai
[1] usecases
[1] business
[1] ibmsystems

Top Hashtags in Tweet in G9:
[12] ibmtechu

Top Hashtags in Tweet in G10:
[23] ibmtechu
[11] ibmsystems
[8] ibmlabservices

Top Words
Top Words in Tweet in Entire Graph:
[233] Words in Sentiment List#1: Positive
[71] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[6522] Non-categorized Words
[6826] Total Words
[326] #ibmtechu
[106] 2019
[100] technical
[99] #ibmsystems
[78] #ibm

Top Words in Tweet in G1:
[64] #ibmtechu
[33] #ibmz
[31] berlin
[28] cool
[28] told
[28] #nextgeneration
[28] ibmers
[28] #proud
[28] #ibm
[22] ibmpowersystems

Top Words in Tweet in G2:
[62] #ibmtechu
[41] ibm
[39] thomas_harrer
[38] technical
[37] #ibmsystems
[36] ibmsystems
[30] topcybernews
[30] #prague
[29] meet
[28] #techu

Top Words in Tweet in G3:
[90] #ibmtechu
[36] vp
[33] technical
[33] #ibmlabservices
[27] #ibmstorage
[24] thomas_harrer
[24] #ibmsystems
[21] #cybersecurity
[20] october
[20] ibm

Top Words in Tweet in G4:
[25] #ibmtechu
[25] 2019
[13] bringing
[13] tech
[13] bali
[13] november
[13] 7
[13] 8
[13] check
[13] out

Top Words in Tweet in G5:
[14] #ibmtechu
[8] join
[8] 2019
[6] event
[6] ibm
[6] technical
[6] university
[5] systems
[4] prague
[4] #ibmz

Top Words in Tweet in G6:
[13] #ibmtechu
[12] sessions
[12] vegas
[12] ibmz
[11] leanne
[11] wilson
[11] omnilil07
[11] october
[10] here
[9] 3

Top Words in Tweet in G7:
[6] here
[6] #ibmtechu
[6] thomas_harrer
[5] #hyperloop
[5] #transportation
[5] #technologies
[5] #htt
[5] future
[5] nowthisnews
[5] evankirstel

Top Words in Tweet in G8:
[2] built
[2] smart
[2] loan
[2] application
[2] using
[2] #watson
[2] #machinelearning
[2] #ibmz
[2] #ibmtechu
[2] #ibmtechuatlanta

Top Words in Tweet in G9:
[12] #ibmtechu
[12] bringing
[12] tech
[12] bali
[12] november
[12] 7
[12] 8
[12] 2019
[12] check
[12] out

Top Words in Tweet in G10:
[23] #ibmtechu
[11] #ibmsystems
[8] #ibmlabservices
[4] recap
[4] 2019
[4] buenos
[4] aires
[4] argentina

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[55] technical,university
[51] october,2019
[50] 21,25
[48] #ibmsystems,technical
[48] 25,october
[40] #ibmtechu,berlin
[39] university,#ibmtechu
[36] 2019,prague
[35] technical,training
[31] welcome,#ibmsystems

Top Word Pairs in Tweet in G1:
[31] #ibmtechu,berlin
[28] #ibmz,cool
[28] cool,told
[28] told,#nextgeneration
[28] #nextgeneration,ibmers
[28] ibmers,#ibmtechu
[28] berlin,#proud
[28] #proud,#ibm
[20] technical,university
[20] university,#ibmtechu

Top Word Pairs in Tweet in G2:
[23] technical,training
[21] premier,technical
[21] #techu,#ibmtechu
[19] meet,#prague
[19] #prague,ibm
[19] ibm,#techu
[19] #ibmtechu,premier
[19] training,access
[19] access,experts
[19] experts,networking

Top Word Pairs in Tweet in G3:
[18] #ibmstorage,vp
[18] vp,cmo
[18] cmo,eric
[18] eric,herzog
[18] herzog,#ibmlabservices
[18] #ibmlabservices,vp
[18] vp,calline
[18] calline,sanchez
[18] sanchez,talk
[18] talk,peter

Top Word Pairs in Tweet in G4:
[13] #ibmtechu,bringing
[13] bringing,tech
[13] tech,bali
[13] bali,november
[13] november,7
[13] 7,8
[13] 8,2019
[13] 2019,check
[13] check,out
[13] out,missed

Top Word Pairs in Tweet in G5:
[6] join,event
[6] event,2019
[6] technical,university
[5] ibm,systems
[5] systems,technical
[5] university,#ibmtechu
[4] 2019,prague
[4] prague,ibm
[4] #ibmtechu,#ibmz
[4] #ibmz,#ibmsystems

Top Word Pairs in Tweet in G6:
[11] leanne,wilson
[11] wilson,omnilil07
[11] sessions,#ibmtechu
[11] #ibmtechu,vegas
[11] vegas,october
[9] 3,sessions
[9] ibmz,full
[9] full,details
[9] details,here
[8] omnilil07,present

Top Word Pairs in Tweet in G7:
[5] #hyperloop,#transportation
[5] #transportation,#technologies
[5] #technologies,#htt
[5] #htt,future
[5] future,here
[5] here,nowthisnews
[5] nowthisnews,evankirstel
[5] evankirstel,#smm
[5] #smm,#ibmtechu
[5] #ibmtechu,#ibm

Top Word Pairs in Tweet in G8:
[2] built,smart
[2] smart,loan
[2] loan,application
[2] application,using
[2] using,#watson
[2] #watson,#machinelearning
[2] #machinelearning,#ibmz
[2] #ibmz,#ibmtechu
[2] #ibmtechu,#ibmtechuatlanta
[2] #ibmtechuatlanta,#ibm

Top Word Pairs in Tweet in G9:
[12] #ibmtechu,bringing
[12] bringing,tech
[12] tech,bali
[12] bali,november
[12] november,7
[12] 7,8
[12] 8,2019
[12] 2019,check
[12] check,out
[12] out,missed

Top Word Pairs in Tweet in G10:
[8] #ibmtechu,#ibmlabservices
[7] #ibmtechu,#ibmsystems
[4] recap,#ibmtechu
[4] #ibmtechu,2019
[4] 2019,buenos
[4] buenos,aires
[4] aires,argentina
[4] #ibmsystems,#ibmtechu

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@thomas_harrer
@topcybernews
@ibmpowersystems
@ibmsystems
@dtenaerts_be
@ibmstorage
@sean_f
@stephanenappo
@ibm
@cksanche

Top Mentioned in G1:
@ibmpowersystems
@ibmstorage
@sean_f
@thomas_harrer
@topcybernews
@stephanenappo
@youtube

Top Mentioned in G2:
@thomas_harrer
@topcybernews
@ibmsystems
@dtenaerts_be
@ibm
@the
@stephanenappo
@ibmpowersystems
@d_spurway
@ibmstorage

Top Mentioned in G3:
@topcybernews
@thomas_harrer
@cksanche
@zoginstor
@stephanenappo
@dtenaerts_be
@ibmpowersystems
@ibmstorage
@sean_f
@ibmsystems

Top Mentioned in G6:
@ibmz
@omnilil07
@rsm_partners
@untsocial
@ibmchampions

Top Mentioned in G7:
@thomas_harrer
@nowthisnews
@evankirstel
@mvollmer1
@fabriziobustama
@jdelacruz_iot
@enricomolinari
@avrohomg
@magneticovital
@ibmsystems

Top Mentioned in G8:
@keweiwei
@johngoodyear
@karenlee
@robertgreen

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@evankirstel
@chidambara09
@santchiweb
@cybersec_feeds
@tmmmarshall
@wef
@yurikoolee
@jldercle
@nowthisnews

Top Tweeters in G1:
@yurikoolee
@geekfreak75
@ross_radev
@stevendickens3
@markplant
@craigmullins
@agallmei
@ibmstorage
@youtube
@zarchasmpgmr

Top Tweeters in G2:
@tmmmarshall
@jldercle
@vivekghosal
@syedkami70
@spain_eu_dubai
@valdezvera
@his5177
@linuxdreams
@ibmpartners
@ibmsystems

Top Tweeters in G3:
@chidambara09
@santchiweb
@cybersec_feeds
@wef
@topcybernews
@cephalopodluke2
@mikequindazzi
@zoginstor
@bobby_gratz
@michelvdp

Top Tweeters in G4:
@pradeepkr25
@joshual19938243
@yogeshk23846267
@mohanar33992237
@kishor1400798
@naveee1896
@mr53rajagopal
@angelannmichel1
@jayanthvidhya
@mjpatrick2

Top Tweeters in G5:
@cabanes
@jmrod8
@ibmstoragesupt
@lars_fpetersson
@majo_jones
@fabian_michel
@mattcrigg
@morebaie
@cherowen
@gustavot74

Top Tweeters in G6:
@untsocial
@ibmz
@rfeio
@ibmchampions
@rsm_partners
@mainframeguybs
@theresalhans
@ich408i
@hjdibm
@linda_mc_grath

Top Tweeters in G7:
@evankirstel
@nowthisnews
@mvollmer1
@fabriziobustama
@avrohomg
@magneticovital
@jdelacruz_iot
@energiavitalmax
@enricomolinari
@eqinity

Top Tweeters in G8:
@karenlee
@johngoodyear
@robertgreen
@keweiwei
@siwachgautam
@techeliteco

Top Tweeters in G9:
@arkangelscrap
@krish_nas
@twit2poo
@chithra_k_s
@bhalaji21297

Top Tweeters in G10:
@kuldeep6162
@sawanmeshram5
@batrarb1
@deepankarsihmar
@garima_wadhwani


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