#IBMSystems, Twitter, 9/14/2019 11:57:42 PM, 209732


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#IBMSystems_2019-09-14_16-49-47.xlsx
#IBMSystems_2019-09-14_16-49-47.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 14, 2019
Short Description:
#IBMSystems via NodeXL http://bit.ly/31ooPu4
@thomas_harrer
@topcybernews
@ibmsystems
@ibm
@kevin_jackson
@stevendickens3
@evankirstel
@interskill
@kuldeep6162
@ibmz

Top hashtags:
#ibmsystems
#ibmz
#z15
#ibmtechu
#ibm
#linuxone
#techu
#hybridcloud
#prague

Description:
Description
The graph represents a network of 212 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 Saturday, 14 September 2019 at 23:52 UTC.

The tweets in the network were tweeted over the 9-day, 5-hour, 37-minute period from Thursday, 05 September 2019 at 14:33 UTC to Saturday, 14 September 2019 at 20:10 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 : 212
Unique Edges : 598
Edges With Duplicates : 1033
Total Edges : 1631
Self-Loops : 96
Reciprocated Vertex Pair Ratio : 0.0387275242047026
Reciprocated Edge Ratio : 0.0745672436750999
Connected Components : 19
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 173
Maximum Edges in a Connected Component : 1584
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.879078
Graph Density : 0.0167888759724582
Modularity : 0.275946
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[13] https://twitter.com/IBMZ/status/1169988657811460097
[11] https://twitter.com/IBMZ/status/1166009910892650500
[9] http://www.ibm.com/training/events/prague2019
[9] https://twitter.com/IBMZ/status/1169477453988999168
[6] https://twitter.com/RAlexJimenez/status/1102010836950925312
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209717
[5] https://www.ibm.com/easytools/runtime/hspx/prod/public/X0027/PortalX/it/it/page/pageTemplate?s=78c374df5c884363b46454a5ffefb5d9&c=8268ddd7fa48436e83502960502fe6dd
[4] https://twitter.com/IBMZ/status/1169596043358609412
[4] https://twitter.com/IBMZ/status/1172096233424527361
[4] https://twitter.com/IBMPowerSystems/status/1167097110631735298

Top URLs in Tweet in G1:
[2] https://www-03.ibm.com/services/learning/ites.wss/zz/en?pageType=page&c=a0002173

Top URLs in Tweet in G2:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209717
[2] https://www.ncsc.gov.uk/guidance/social-media-how-to-use-it-safely
[2] https://www.ibm.com/blogs/ibm-training/developing-the-next-generation-of-mainframe-talent/
[1] https://www.washingtonpost.com/brand-studio/ibm/the-future-speaks/?linkId=72725211#graham
[1] https://www.ibm.com/blogs/systems/ibm-i-the-driverless-variant-of-it-infrastructure/?cm_mmc=OSocial_Twitter-_-Systems_Systems+-+Power-_-WW_WW-_-IBMi-IT-Infrastructure-Power-Systems&cm_mmca1=000001AF&cm_mmca2=10001909&linkId=72834735
[1] https://twitter.com/i/moments/1127873645508882433
[1] https://www.youtube.com/watch?v=cqtcI_zIfpQ&feature=youtu.be

[1] https://www.ibm.com/blogs/think/2019/09/ibm-systems-hybrid-multicloud/
[1] https://twitter.com/lars_fpetersson/status/1169119632768286720
[1] https://www.ibm.com/it-infrastructure/us-en/resources/z/platform-overview/

Top URLs in Tweet in G3:
[1] https://www.youtube.com/watch?v=dRzRD3GgDAA

[1] https://www.ibm.com/it-infrastructure/z

Top URLs in Tweet in G4:
[9] http://www.ibm.com/training/events/prague2019
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=205732
[3] https://www.ibm.com/it-infrastructure/z?cm_mmc=OSocial_Twitter-_-Systems_Systems+-+IBM+Z-_-WW_WW-_-IBM+Z+Sept+SigMo&cm_mmca1=000020YJ&cm_mmca2=10012355
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209717
[1] https://www.ibm.com/blogs/client-voices/blockchain-makes-financial-services-fairer-faster/
[1] https://www.washingtonpost.com/brand-studio/ibm/the-future-speaks/?linkId=72725211#graham
[1] https://www.ibm.com/thought-leadership/institute-business-value/report/hybrid-cloud
[1] https://www.ncsc.gov.uk/guidance/social-media-how-to-use-it-safely
[1] https://www.ibm.com/industries/industrious?cm_mmc=OSocial_Blog-_-Industry+Marketing_Cross-Industry+Activities-_-WW_WW-_-Industrious+Magazine+-+bitly+vanity+&cm_mmca1=000032NH&cm_mmca2=10009774

Top URLs in Tweet in G5:
[13] https://twitter.com/IBMZ/status/1169988657811460097
[11] https://twitter.com/IBMZ/status/1166009910892650500
[9] https://twitter.com/IBMZ/status/1169477453988999168
[6] https://twitter.com/RAlexJimenez/status/1102010836950925312
[4] https://twitter.com/IBMPowerSystems/status/1111289345900773376
[4] https://twitter.com/IBMZ/status/1106201543605448705
[4] https://twitter.com/avrohomg/status/1168841094790037505
[4] https://twitter.com/IBMPowerSystems/status/1167097110631735298
[4] https://twitter.com/IBMZ/status/1169596043358609412
[4] https://twitter.com/IBMStorage/status/1156550111603888129

Top URLs in Tweet in G7:
[1] http://www.cvent.com/events/iproc.aspx?5S,M3,e8cac6dd-a9b8-4f4e-ae2f-a91eb4be82c6&lang=en&sms=2&cn=-ifCqWp9UE6ki2eV4COMRw
[1] http://www.cvent.com/events/iproc.aspx?5S,M3,e8cac6dd-a9b8-4f4e-ae2f-a91eb4be82c6&lang=en&sms=2&cn=UmNm8s3FTEKps5I6I6QJVw
[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
[1] http://www.cvent.com/events/iproc.aspx?5S,M3,e8cac6dd-a9b8-4f4e-ae2f-a91eb4be82c6&lang=en&sms=2&cn=3chF3GSugEmAm-AJGRnBZA
[1] https://twitter.com/rossmauri/status/1172058550509690885
[1] https://newsroom.ibm.com/2019-09-12-IBM-Unveils-z15-With-Industry-First-Data-Privacy-Capabilities
[1] https://www.funkschau.de/datacenter/artikel/169186/
[1] https://twitter.com/IBMNews/status/1172153434721705984

Top URLs in Tweet in G9:
[2] https://www.ibm.com/blogs/ibm-training/developing-the-next-generation-of-mainframe-talent/
[1] https://twitter.com/IBMZ/status/1172096233424527361

Top URLs in Tweet in G10:
[5] https://www.ibm.com/easytools/runtime/hspx/prod/public/X0027/PortalX/it/it/page/pageTemplate?s=78c374df5c884363b46454a5ffefb5d9&c=8268ddd7fa48436e83502960502fe6dd

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[299] ibmsystems
[158] ibmz
[116] z15
[71] ibmtechu
[68] ibm
[63] linuxone
[54] techu
[49] hybridcloud
[40] prague
[37] linuxoneiii



Top Hashtags in Tweet in G1:
[6] ibmsystems
[5] ibm
[4] ibmtechu
[3] prague
[3] techu
[3] ibmers
[3] socialmedia
[1] architectingthefuture
[1] hashtags
[1] smm

Top Hashtags in Tweet in G2:
[41] ibmsystems
[33] ibmtechu
[30] techu
[21] prague
[11] ibm
[11] ai
[10] ml
[9] architectingthefuture
[8] ibmz
[6] mainframe

Top Hashtags in Tweet in G3:
[62] z15
[51] ibmsystems
[50] ibmz
[48] hybridcloud
[8] osmo
[2] usopen
[2] ibmlinuxone
[2] opensource
[2] linux
[2] security

Top Hashtags in Tweet in G4:
[37] ibmsystems
[25] ibm
[24] cto
[21] techu
[18] europe
[17] ibmtechu
[16] architectingthefuture
[16] prague
[12] smm
[11] ibmers

Top Hashtags in Tweet in G5:
[133] ibmsystems
[77] ibmz
[57] linuxone
[41] z15
[37] linuxoneiii
[17] multicloud
[16] ibmstorage
[10] ibmtechu
[9] ibm
[5] mainframe

Top Hashtags in Tweet in G6:
[6] environment
[6] sdgs
[6] planet
[6] ff

Top Hashtags in Tweet in G7:
[11] ibmsystems
[10] ibmz
[5] ibmtechu
[5] linuxone
[3] ibm
[1] multicloud
[1] mainframe
[1] z15
[1] ibmcloud
[1] washingtonsystemcenter

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

Top Hashtags in Tweet in G9:
[6] ibmsystems
[6] ibmz
[2] mainframe
[2] ibmtraining
[1] z15
[1] datacenter
[1] security
[1] linux
[1] cloud
[1] knowledgetransfer

Top Hashtags in Tweet in G10:
[5] hardware
[5] ibmsystems
[5] ibmthinkmagazine
[5] ibm

Top Words
Top Words in Tweet in Entire Graph:
[175] Words in Sentiment List#1: Positive
[58] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[7725] Non-categorized Words
[7958] Total Words
[406] #ibmsystems
[175] #ibmz
[125] #ibm
[123] #z15
[109] ibm

Top Words in Tweet in G1:
[13] ibm
[13] topcybernews
[11] #ibmsystems
[11] thomas_harrer
[10] #ibm
[9] #smm
[8] nodexl
[8] #ibmers
[7] stephanenappo
[7] gregorsideris

Top Words in Tweet in G2:
[80] #ibmsystems
[43] technical
[40] ibm
[40] #techu
[39] thomas_harrer
[37] #ibmtechu
[36] #ibm
[34] topcybernews
[32] 2019
[30] october

Top Words in Tweet in G3:
[64] #z15
[54] #ibmsystems
[53] ibmsystems
[52] ibmz
[52] #hybridcloud
[51] #ibmz
[25] video
[20] brought
[20] djiglobal
[20] #osmo

Top Words in Tweet in G4:
[60] #ibmsystems
[49] t
[48] h
[48] #cto
[43] #ibm
[38] #europe
[33] topcybernews
[32] thomas_harrer
[25] #smm
[24] ibmsystems

Top Words in Tweet in G5:
[157] #ibmsystems
[87] #ibmz
[67] #linuxone
[46] #linuxoneiii
[43] #z15
[17] read
[17] hybrid
[17] #multicloud
[17] blog
[17] neilcattermull

Top Words in Tweet in G6:
[6] #environment
[6] #sdgs
[6] #planet
[6] greenhouse
[6] gases
[6] hit
[6] record
[6] levels
[6] xhscitech
[6] #ff

Top Words in Tweet in G7:
[11] #ibmsystems
[10] #ibmz
[7] ibm
[6] event
[5] join
[5] 2019
[5] prague
[5] systems
[5] technical
[5] university

Top Words in Tweet in G8:
[4] #ibmz
[4] #ibm
[4] #ibmsystems
[4] booth
[2] built
[2] smart
[2] loan
[2] application
[2] using
[2] #watson

Top Words in Tweet in G9:
[7] #ibmsystems
[7] #ibmz
[4] allrriigght
[4] years
[4] working
[4] system
[4] finally
[4] generally
[4] available
[4] introducing

Top Words in Tweet in G10:
[5] ibm
[5] impegna
[5] ad
[5] andare
[5] verso
[5] l
[5] #hardware
[5] open
[5] #ibmsystems
[5] #ibmthinkmagazine

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[81] t,h
[54] h,#cto
[54] ibmsystems,#ibmsystems
[52] technical,university
[50] #ibmz,ibmz
[50] ibmz,ibmsystems
[50] #ibmsystems,#z15
[50] #z15,#hybridcloud
[49] 21,25
[49] october,2019

Top Word Pairs in Tweet in G1:
[8] nodexl,ibm
[7] gregorsideris,petrawalzde
[7] petrawalzde,drewthorst
[7] drewthorst,kadler_ibm
[7] kadler_ibm,rgsingh
[7] rgsingh,vscott2018
[7] #ibmers,leverage
[7] leverage,power
[7] power,#socialmedia
[5] #ibm,#ibmsystems

Top Word Pairs in Tweet in G2:
[30] october,2019
[30] 21,25
[28] #ibmsystems,technical
[28] technical,university
[28] 25,october
[22] t,h
[22] #techu,21
[20] university,#techu
[19] 2019,prague
[16] h,#cto

Top Word Pairs in Tweet in G3:
[52] ibmsystems,#ibmsystems
[50] #ibmz,ibmz
[50] ibmz,ibmsystems
[50] #ibmsystems,#z15
[50] #z15,#hybridcloud
[20] #hybridcloud,video
[20] video,brought
[20] brought,djiglobal
[20] djiglobal,#osmo
[20] #osmo,pocket

Top Word Pairs in Tweet in G4:
[48] t,h
[37] h,#cto
[28] #cto,#ibmsystems
[22] #ibmsystems,#europe
[18] #ibmsystems,technical
[18] technical,university
[18] 21,25
[18] 25,october
[18] october,2019
[17] university,#techu

Top Word Pairs in Tweet in G5:
[47] #ibmz,#linuxone
[29] #z15,#ibmz
[26] #linuxone,#linuxoneiii
[26] #linuxoneiii,#ibmsystems
[21] #ibmsystems,#ibmz
[20] #ibmz,#linuxoneiii
[20] #linuxoneiii,#linuxone
[20] #linuxone,#ibmsystems
[17] hybrid,#multicloud
[12] much,choice

Top Word Pairs in Tweet in G6:
[6] #environment,#sdgs
[6] #sdgs,#planet
[6] #planet,greenhouse
[6] greenhouse,gases
[6] gases,hit
[6] hit,record
[6] record,levels
[6] levels,xhscitech
[6] xhscitech,#ff
[6] #ff,topcybernews

Top Word Pairs in Tweet in G7:
[6] #ibmz,#ibmsystems
[5] join,event
[5] event,2019
[5] 2019,prague
[5] prague,ibm
[5] ibm,systems
[5] systems,technical
[5] technical,university
[5] #ibmtechu,#ibmz
[5] #ibmsystems,#

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:
[4] allrriigght,years
[4] years,working
[4] working,system
[4] system,finally
[4] finally,generally
[4] generally,available
[4] available,introducing
[4] introducing,#ibmsystems
[4] #ibmsystems,#ibmz
[4] #ibmz,#z15

Top Word Pairs in Tweet in G10:
[5] ibm,impegna
[5] impegna,ad
[5] ad,andare
[5] andare,verso
[5] verso,l
[5] l,#hardware
[5] #hardware,open
[5] open,#ibmsystems
[5] #ibmsystems,#ibmthinkmagazine
[5] #ibmthinkmagazine,#ibm

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ibmsystems
@thomas_harrer
@ibmz
@ibm
@topcybernews
@stephanenappo
@dtenaerts_be
@petrabuehrer
@gregorsideris
@petrawalzde

Top Mentioned in G1:
@thomas_harrer
@ibm
@stephanenappo
@gregorsideris
@petrawalzde
@drewthorst
@kadler_ibm
@rgsingh
@vscott2018
@topcybernews

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

Top Mentioned in G3:
@ibmsystems
@ibmz
@djiglobal
@kevin_jackson
@shirastweet
@ibm
@ginnirometty
@avrohomg
@yuhelenyu
@digitalcloudgal

Top Mentioned in G4:
@thomas_harrer
@ibmsystems
@stephanenappo
@petrabuehrer
@ibm
@gregorsideris
@petrawalzde
@drewthorst
@kadler_ibm
@rgsingh

Top Mentioned in G5:
@neilcattermull
@andrewsmhay
@kevin_jackson
@carhartt
@ibmz
@suse

Top Mentioned in G6:
@xhscitech
@topcybernews
@heinzvhoenen
@dtenaerts_be
@autrement_votre
@hanslak
@drsharwood
@sdg2030
@adamrogers2030
@orangebond

Top Mentioned in G8:
@keweiwei
@johngoodyear
@karenlee
@robertgreen
@sharehq
@siwachgautam
@cherylloughlin
@billkeller2014
@kirstenmcdonald

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@robre62
@evankirstel
@gezgintrk
@mjoehlerich
@yahoofinance
@forbes
@cybersec_feeds
@mahermahert
@jeanfrancis

Top Tweeters in G1:
@hal_good
@gregorsideris
@charleytakaya
@aukendog
@jacqartdata
@lunkelhaeusser
@elzrotee
@stefanriedelibm
@mentorafrika
@rgsingh

Top Tweeters in G2:
@topcybernews
@vivekghosal
@valdezvera
@ibmstorage
@ibmtraining
@zoginstor
@fayejeff
@ibmpowersystems
@bobby_gratz
@surabhinair909

Top Tweeters in G3:
@evankirstel
@gezgintrk
@mjoehlerich
@mahermahert
@jeanfrancis
@danielnewmanuv
@kevin_jackson
@srchack
@avrohomg
@digitalcloudgal

Top Tweeters in G4:
@sectest9
@yahoofinance
@cybersec_feeds
@vishne0
@sminaev2015
@domingonarvaez1
@singaporeair
@netzpalaver
@ibmindustries
@ibmibv

Top Tweeters in G5:
@andrewsmhay
@digitaltransf11
@krish_nas
@twit2poo
@neilcattermull
@chithra_k_s
@suse
@kuldeep6162
@carhartt
@sawanmeshram5

Top Tweeters in G6:
@hanslak
@sdg2030
@exitoilexitoel
@adamrogers2030
@greenstorm2030
@mymission2030
@mariais84081075
@sperlock222
@autrement_votre
@drsharwood

Top Tweeters in G7:
@jmrod8
@ericweisweka
@martyhoran144
@fabian_michel
@vk_shetty
@trollnyrd
@seppwein
@martanikolovabg
@rogerbales
@jsarun

Top Tweeters in G8:
@sharehq
@kirstenmcdonald
@karenlee
@johngoodyear
@billkeller2014
@robertgreen
@cherylloughlin
@keweiwei
@siwachgautam
@techeliteco

Top Tweeters in G9:
@ross_radev
@linuxdreams
@craigmullins
@workingkurt
@federator3

Top Tweeters in G10:
@robre62
@ibmitalia
@simonazagaria
@alfredosette977
@a_graniglia