#ibmsystems, Twitter, 4/19/2019 5:14:47 AM, 194263


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#ibmsystems_2019-04-18_21-54-00.xlsx
#ibmsystems_2019-04-18_21-54-00.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 19, 2019
Short Description:
#ibmsystems via NodeXL http://bit.ly/2V909FR
@thomas_harrer
@topcybernews
@ibmitalia
@ibmsystems
@ibm
@megmurphytx
@chidambara09
@cksanche
@chriskonarski
@michelvdp

Top hashtags:
#ibmsystems
#ibm
#socialcto
#berlin
#thinkatibm
#proudibmer
#employeeadvocacy
#ibmtechu

Description:
Description
The graph represents a network of 273 Twitter users whose recent tweets contained "#ibmsystems", 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, 19 April 2019 at 05:04 UTC.

The tweets in the network were tweeted over the 9-day, 14-hour, 29-minute period from Tuesday, 09 April 2019 at 12:00 UTC to Friday, 19 April 2019 at 02:30 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 : 273
Unique Edges : 424
Edges With Duplicates : 1184
Total Edges : 1608
Self-Loops : 101
Reciprocated Vertex Pair Ratio : 0.0621572212065814
Reciprocated Edge Ratio : 0.117039586919105
Connected Components : 16
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 243
Maximum Edges in a Connected Component : 1456
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.491553
Graph Density : 0.00782428355957768
Modularity : 0.198691
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[25] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193567
[18] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193479
[15] https://www.ibm.com/de-de/events/thinkatibm/index.html
[12] https://www-01.ibm.com/easytools/runtime/hspx/prod/public/X0027/PortalX/it/it/page/pageTemplate?s=78c374df5c884363b46454a5ffefb5d9&c=04c7ba95fd84470f827c0c3a947e3db1
[8] https://www.ibm.com/de-de/events/thinkatibm/events/infrastructuresummit.html
[7] https://twitter.com/RAlexJimenez/status/1101523813450334208
[6] https://dy.si/TAiLDB
[6] https://dy.si/hdHQUN2
[6] https://twitter.com/IBMStorage/status/1107340824130568192
[6] https://dy.si/Pi9UG

Top URLs in Tweet in G1:
[7] https://www.ibm.com/de-de/events/thinkatibm/index.html
[6] https://www.ibm.com/de-de/events/thinkatibm/events/infrastructuresummit.html
[4] https://www.ibm.com/watson/ai-for-industries/?social_post=2216298899&linkId=65387075
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193567
[4] https://www.ibm.com/it-infrastructure/us-en/resources/z/solitaire-pervasive-encryption/?cm_mmc=OSocial_Twitter-_-Systems_Systems+-+IBM+Z-_-WW_WW-_-You+cant+afford+to+encrypt+selectively&cm_mmca1=000020YJ&cm_mmca2=10006475&social_post=2226549688&fst=Learn&linkId=65605672
[3] https://www.ibm.com/blockchain/what-is-blockchain?cm_mmc=OSocial_Twitter-_-Blockchain+and+Watson+Financial+Services_Blockchain-_-WW_WW-_-04012019+What+Is+Blockchain+Twitter&cm_mmca1=000020YK&cm_mmca2=10005803
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193479
[3] https://www.meetup.com/de-DE/IBM-meets-Blockchain-for-Business-Stuttgart/events/259362138/
[3] https://www.linkedin.com/pulse/difference-between-big-data-internet-things-bill-schmarzo/
[3] https://ifworlddesignguide.com/entry/260316-ibm-power9

Top URLs in Tweet in G2:
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193567
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193479
[3] https://www.ibm.com/cloud/partners/ibm-redhat?cm_mmc=OSocial_Twitter-_-Systems_Systems+-+Infrastructure-_-WW_WW-_-systems+redhat&cm_mmca1=000019DR&cm_mmca2=10001909&2256218156&linkId=66232972
[1] http://ibm.biz/Atlanta2019?social_post=2213273636&fst=Discover&linkId=65312140
[1] https://twitter.com/zoginstor/status/1117961249969594369
[1] https://twitter.com/JWhitehurst/status/1118571568274255874
[1] https://lnkd.in/d9fVsFT
[1] https://lnkd.in/eeG9cwf
[1] https://lnkd.in/epUi9ii
[1] https://lnkd.in/e6JVMpE

Top URLs in Tweet in G3:
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193567
[8] https://www.ibm.com/de-de/events/thinkatibm/index.html
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193479
[5] https://www.ibm.com/de-de/events/thinkatibm
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=194231
[2] https://twitter.com/Thomas_Harrer/status/1110913149295869952
[2] https://www.ibm.com/de-de/events/thinkatibm/events/infrastructuresummit.html
[2] https://youtu.be/JA3SChPc3UY?linkId=65731658
[1] https://www.linkedin.com/pulse/difference-between-big-data-internet-things-bill-schmarzo/
[1] https://www.ibm.com/blogs/systems/it-inspiration-for-your-own-digital-transformation?cm_mmc=OSocial_Linkedin-_-Systems_Systems+-+Infrastructure-_-WW_WW-_-discover+your+story&cm_mmca1=000019DR&cm_mmca2=10001909&2252265762&linkId=66140305

Top URLs in Tweet in G4:
[2] https://www.ovalbusinesssolutions.co.uk/2019/04/09/domino-the-unsung-hero-your-business-can-trust/

Top URLs in Tweet in G5:
[11] https://www-01.ibm.com/easytools/runtime/hspx/prod/public/X0027/PortalX/it/it/page/pageTemplate?s=78c374df5c884363b46454a5ffefb5d9&c=04c7ba95fd84470f827c0c3a947e3db1
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193479
[1] https://www.zerounoweb.it/techtarget/searchdatacenter/storage-server-networking/ibm-storwize-v5000-cloud-per-pmi-e-performance-storage-enterprise/
[1] https://twitter.com/ibmitalia/status/1116355229396680705

Top URLs in Tweet in G7:
[3] https://twitter.com/RAlexJimenez/status/1101523813450334208
[2] https://twitter.com/RAlexJimenez/status/1101599281658712065
[2] https://twitter.com/RAlexJimenez/status/1101229354913288192
[2] https://twitter.com/IBMZ/status/1101174595627958272
[2] https://twitter.com/RAlexJimenez/status/1101153871701987328
[2] https://dy.si/TAiLDB
[2] https://dy.si/hdHQUN2
[2] https://twitter.com/IBMStorage/status/1107340824130568192
[2] https://dy.si/Pi9UG
[2] https://dy.si/qDFJi

Top URLs in Tweet in G8:
[1] https://www.ibm.com/blogs/think/nl-en/2019/04/10/ootb-de-moderne-groene-reus/
[1] https://twitter.com/PatrickKingma/status/1118508657514250240

Top URLs in Tweet in G9:
[4] https://dy.si/TAiLDB
[4] https://twitter.com/RAlexJimenez/status/1101153871701987328
[4] https://twitter.com/IBMZ/status/1101174595627958272
[4] https://twitter.com/RAlexJimenez/status/1101229354913288192
[4] https://twitter.com/RAlexJimenez/status/1101523813450334208
[4] https://twitter.com/RAlexJimenez/status/1101599281658712065
[4] https://dy.si/Pi9UG
[4] https://twitter.com/IBMStorage/status/1107340824130568192
[4] https://dy.si/hdHQUN2
[4] https://dy.si/BJkuP

Top URLs in Tweet in G10:
[3] http://ibmsystemsmag.com/power/trends/ibmannouncements/learn-how-to-increase-agility-and-simplify-managem/#.XLDXQ6JEg-c.twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[77] ibm.com
[71] dy.si
[64] twitter.com
[46] nodexlgraphgallery.org
[10] youtube.com
[6] lnkd.in
[5] linkedin.com
[4] meetup.com
[4] ibmsystemsmag.com
[3] ifworlddesignguide.com

Top Domains in Tweet in G1:
[43] ibm.com
[8] nodexlgraphgallery.org
[6] youtube.com
[4] meetup.com
[4] linkedin.com
[3] ifworlddesignguide.com
[2] weforum.org
[2] forbes.com
[2] gov.uk
[2] themsphub.com

Top Domains in Tweet in G2:
[16] nodexlgraphgallery.org
[6] lnkd.in
[4] ibm.com
[3] twitter.com
[1] ibm.biz

Top Domains in Tweet in G3:
[18] ibm.com
[17] nodexlgraphgallery.org
[3] twitter.com
[2] youtu.be
[1] linkedin.com
[1] xing.com

Top Domains in Tweet in G4:
[2] co.uk

Top Domains in Tweet in G5:
[11] ibm.com
[5] nodexlgraphgallery.org
[1] zerounoweb.it
[1] twitter.com

Top Domains in Tweet in G7:
[23] dy.si
[22] twitter.com
[1] ibmsystemsmag.com

Top Domains in Tweet in G8:
[1] ibm.com
[1] twitter.com

Top Domains in Tweet in G9:
[48] dy.si
[34] twitter.com

Top Domains in Tweet in G10:
[3] ibmsystemsmag.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[446] ibmsystems
[330] ibm
[146] socialcto
[141] berlin
[118] thinkatibm
[118] proudibmer
[118] employeeadvocacy
[107] ibmtechu
[94] smm
[80] germany



Top Hashtags in Tweet in G1:
[147] ibm
[139] ibmsystems
[92] socialcto
[71] smm
[67] employeeadvocacy
[65] proudibmer
[50] berlin
[46] cto
[40] ai
[37] thinkatibm

Top Hashtags in Tweet in G2:
[47] ibmsystems
[37] ibm
[17] ibmtechu
[15] employeeadvocacy
[12] proudibmer
[9] socialcto
[7] ai
[7] technology
[6] rhsummit
[5] linux

Top Hashtags in Tweet in G3:
[102] ibm
[84] ibmsystems
[75] berlin
[67] thinkatibm
[43] germany
[38] think
[34] socialcto
[32] employeeadvocacy
[31] proudibmer
[26] ibmtechu

Top Hashtags in Tweet in G4:
[26] ibm
[25] ibmsystems
[11] berlin
[11] thinkatibm
[10] germany
[10] think
[9] proudibmer
[8] socialcto
[7] rhsummit
[7] nvidia

Top Hashtags in Tweet in G5:
[11] ibmthinkmagazine
[9] ibm
[5] ibmsystems
[3] cloud
[2] ibmstorage
[2] digitalreinvention
[1] ibmer
[1] socialmedia
[1] ibmcloud
[1] socialcto

Top Hashtags in Tweet in G6:
[6] cyberresilience
[6] cybersecurity
[6] scada
[6] energy
[5] leaders
[5] futureofwork
[3] ibm
[3] ibmsystems
[3] ai
[2] socialcto

Top Hashtags in Tweet in G7:
[49] ibmsystems
[13] ibmtechu
[2] ibm
[2] ibmz
[1] ibmresearch
[1] ibmacademyoftechnology
[1] semiconductors
[1] lithography
[1] euv
[1] lastday

Top Hashtags in Tweet in G8:
[2] ibmsystems
[2] ibmz

Top Hashtags in Tweet in G9:
[82] ibmsystems
[25] ibmtechu
[2] ibmstorage

Top Hashtags in Tweet in G10:
[3] power9
[3] ibm
[1] cloud
[1] ibmsystems
[1] easy
[1] learn

Top Words
Top Words in Tweet in Entire Graph:
[239] Words in Sentiment List#1: Positive
[59] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[10162] Non-categorized Words
[10460] Total Words
[446] #ibmsystems
[330] #ibm
[265] thomas_harrer
[256] ibm
[220] ibmsystems

Top Words in Tweet in G1:
[147] #ibm
[139] #ibmsystems
[106] ibmsystems
[92] #socialcto
[90] ibm
[71] #smm
[67] #employeeadvocacy
[65] #proudibmer
[50] #berlin
[46] thomas_harrer

Top Words in Tweet in G2:
[47] #ibmsystems
[45] thomas_harrer
[37] #ibm
[35] ibmsystems
[32] ibm
[25] nodexl
[23] topcybernews
[17] #ibmtechu
[15] #employeeadvocacy
[14] zoginstor

Top Words in Tweet in G3:
[126] thomas_harrer
[102] #ibm
[86] ibm
[84] #ibmsystems
[75] #berlin
[70] 2019
[67] #thinkatibm
[59] ibmsystems
[43] #germany
[38] infrastructure

Top Words in Tweet in G4:
[32] ibm
[26] #ibm
[25] #ibmsystems
[21] thomas_harrer
[15] ibmsystems
[15] first
[11] 2019
[11] #berlin
[11] #thinkatibm
[10] infrastructure

Top Words in Tweet in G5:
[15] ibmitalia
[11] digital
[11] reinvention
[11] fase
[11] due
[11] l'infrastruttura
[11] resta
[11] cruciale
[11] #ibmthinkmagazine
[10] thomas_harrer

Top Words in Tweet in G6:
[16] thomas_harrer
[11] wef
[7] mikequindazzi
[6] hackers
[6] causing
[6] blackouts
[6] time
[6] boost
[6] #cyberresilience
[6] frronconi

Top Words in Tweet in G7:
[49] #ibmsystems
[13] #ibmtechu
[8] kuldeep6162
[2] #ibm
[2] #ibmz

Top Words in Tweet in G8:
[2] tweede
[2] blog
[2] over
[2] groene
[2] betrouwbare
[2] reus
[2] van
[2] patrickkingma
[2] #ibmsystems
[2] #ibmz

Top Words in Tweet in G9:
[82] #ibmsystems
[53] kuldeep6162
[25] #ibmtechu
[2] #ibmstorage

Top Words in Tweet in G10:
[3] go
[3] techu
[3] learn
[3] increase
[3] agility
[3] simplify
[3] management
[3] hybrid
[3] cloud
[3] #power9

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[108] thomas_harrer,#ibm
[96] #ibmsystems,ibmsystems
[95] #ibm,#proudibmer
[71] #proudibmer,#ibmsystems
[68] #berlin,#germany
[68] ibmsystems,#ibmsystems
[67] infrastructure,summit
[66] summit,2019
[63] 2019,#berlin
[54] #employeeadvocacy,#socialcto

Top Word Pairs in Tweet in G1:
[47] #ibm,#proudibmer
[45] #ibmsystems,ibmsystems
[34] ibmsystems,#ibmsystems
[33] #proudibmer,#ibmsystems
[28] #employeeadvocacy,#socialcto
[27] #ibm,#ibmsystems
[24] ibmsystems,#employeeadvocacy
[23] #socialcto,#cto
[21] #smm,#influencer
[16] infrastructure,summit

Top Word Pairs in Tweet in G2:
[17] thomas_harrer,#ibm
[14] center,stage
[12] #ibmtechu,nodexl
[12] ibmsystems,topcybernews
[12] topcybernews,thomas_harrer
[12] thomas_harrer,zoginstor
[12] #ibm,#proudibmer
[11] nodexl,ibmsystems
[11] zoginstor,cksanche
[10] ibmsystems,#ibmsystems

Top Word Pairs in Tweet in G3:
[56] thomas_harrer,#ibm
[41] 2019,#berlin
[39] #berlin,#germany
[38] infrastructure,summit
[38] summit,2019
[29] #ibmsystems,ibmsystems
[26] #ibm,#proudibmer
[25] #think,#thinkatibm
[23] #ibm,infrastructure
[21] 29,2019

Top Word Pairs in Tweet in G4:
[20] thomas_harrer,#ibm
[10] #ibm,infrastructure
[10] infrastructure,summit
[10] summit,2019
[10] 2019,#berlin
[10] #berlin,#germany
[10] #think,#thinkatibm
[9] ibm,#think
[9] #ibm,#proudibmer
[9] #proudibmer,#ibmsystems

Top Word Pairs in Tweet in G5:
[11] digital,reinvention
[11] reinvention,fase
[11] fase,due
[11] due,l'infrastruttura
[11] l'infrastruttura,resta
[11] resta,cruciale
[11] cruciale,#ibmthinkmagazine
[9] ibmitalia,digital
[9] #ibmthinkmagazine,#digitalreinvent
[5] #ibm,nodexl

Top Word Pairs in Tweet in G6:
[6] thomas_harrer,hackers
[6] hackers,causing
[6] causing,blackouts
[6] blackouts,time
[6] time,boost
[6] boost,#cyberresilience
[6] #cyberresilience,wef
[6] wef,frronconi
[6] frronconi,#cybersecurity
[6] #cybersecurity,#scada

Top Word Pairs in Tweet in G7:
[9] #ibmtechu,#ibmsystems
[6] kuldeep6162,#ibmsystems
[2] #ibmsystems,#ibmtechu
[2] kuldeep6162,#ibmtechu

Top Word Pairs in Tweet in G8:
[2] tweede,blog
[2] blog,over
[2] over,groene
[2] groene,betrouwbare
[2] betrouwbare,reus
[2] reus,van
[2] van,patrickkingma
[2] patrickkingma,#ibmsystems
[2] #ibmsystems,#ibmz
[2] #ibmz,ibmbenelux

Top Word Pairs in Tweet in G9:
[40] kuldeep6162,#ibmsystems
[21] #ibmtechu,#ibmsystems
[13] kuldeep6162,#ibmtechu
[4] #ibmsystems,#ibmtechu
[2] #ibmsystems,#ibmstorage

Top Word Pairs in Tweet in G10:
[3] go,techu
[3] techu,learn
[3] learn,increase
[3] increase,agility
[3] agility,simplify
[3] simplify,management
[3] management,hybrid
[3] hybrid,cloud
[3] cloud,#power9
[3] #power9,#ibm

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@thomas_harrer
@ibmsystems
@ibm
@topcybernews
@kuldeep6162
@nodexl
@ibmdeutschland
@ibmeurope
@ibmitalia
@zoginstor

Top Mentioned in G1:
@ibmsystems
@ibm
@thomas_harrer
@ibmdeutschland
@ibmeurope
@topcybernews
@ibmpowersystems
@ibmblockchain
@stephanenappo
@ibmz

Top Mentioned in G2:
@ibmsystems
@thomas_harrer
@ibm
@nodexl
@topcybernews
@zoginstor
@megmurphytx
@cksanche
@ibmitalia
@douglasbalog1

Top Mentioned in G3:
@thomas_harrer
@ibmsystems
@ibm
@topcybernews
@ibmdeutschland
@nodexl
@ibmeurope
@zoginstor
@cksanche
@petrabernhardt

Top Mentioned in G4:
@ibm
@thomas_harrer
@ibmsystems
@topcybernews
@hpi_de
@ovaluk

Top Mentioned in G5:
@ibmitalia
@ibm
@thomas_harrer
@nodexl
@severinelienard
@santchiweb
@ibmblockchain
@ranieronchese
@topcybernews
@severinel

Top Mentioned in G6:
@thomas_harrer
@wef
@mikequindazzi
@frronconi
@chboursin
@ibmsystems
@ibm
@haroldsinnott

Top Mentioned in G8:
@patrickkingma
@ibmbenelux
@olafbleekemolen
@th
@thewalls

Top Mentioned in G9:
@kuldeep6162

Top Mentioned in G10:
@tgthomasjr

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@robre62
@evankirstel
@chidambara09
@business
@smoothsale
@cnbc
@dwnews
@yvesmulkers
@cnet

Top Tweeters in G1:
@evankirstel
@business
@cnbc
@yvesmulkers
@cnet
@ajmuguia
@jhergony
@cloudexpo
@ipfconline1
@venturebeat

Top Tweeters in G2:
@chidambara09
@machinelearn_d
@tmmmarshall
@cabanes
@debashis_dutta
@stevendickens3
@caribtelny
@ibmstorage
@ibmsystems
@juliaglidden

Top Tweeters in G3:
@dwnews
@zdnet
@spiegelonline
@spirosmargaris
@topcybernews
@paula_piccard
@johnsnowai
@pierrepinna
@jesse731r
@chuckdbrooks

Top Tweeters in G4:
@smoothsale
@vesperuk
@amruthasuri
@murthy1983
@petrabernhardt
@goglinjf
@ibmpowersystems
@granthamslade
@ibm
@realnews2100

Top Tweeters in G5:
@robre62
@santchiweb
@jayeshmthakur
@severinelienard
@ibmitalia
@giovima
@zerounoweb
@cinzia_gemelli
@simonazagaria
@alex_lavolpe

Top Tweeters in G6:
@sectest9
@wef
@agami
@manifattura40
@haroldsinnott
@chboursin
@mikequindazzi
@fca_hq
@bigdata_joe
@frronconi

Top Tweeters in G7:
@snapeassociates
@interskill
@workingkurt
@scottsimonsibm
@dustincmathews
@dan_corliss
@husanlal16

Top Tweeters in G8:
@patrickkingma
@olafbleekemolen
@ibmbenelux
@thewalls
@th

Top Tweeters in G9:
@kuldeep6162
@deepikakhubchan
@harikrishan1215
@deepankarsihmar

Top Tweeters in G10:
@connectria
@tjhuntington
@tgthomasjr


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