#IBMSystems, Twitter, 9/17/2019 6:13:58 AM, 210010


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#IBMSystems_2019-09-16_23-07-23.xlsx
#IBMSystems_2019-09-16_23-07-23.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 17, 2019
Short Description:
#IBMSystems via NodeXL http://bit.ly/30d9K1e
@thomas_harrer
@ibmsystems
@ibm
@kevin_jackson
@stevendickens3
@evankirstel
@interskill
@ibmz
@kuldeep6162
@andrewsmhay

Top hashtags:
#ibmsystems
#ibmz
#z15
#ibm
#ibmtechu
#architectingthefuture
#linuxone
#techu

Description:
Description
The graph represents a network of 240 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 Tuesday, 17 September 2019 at 06:08 UTC.

The tweets in the network were tweeted over the 9-day, 6-hour, 45-minute period from Saturday, 07 September 2019 at 23:16 UTC to Tuesday, 17 September 2019 at 06:02 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 : 240
Unique Edges : 651
Edges With Duplicates : 920
Total Edges : 1571
Self-Loops : 107
Reciprocated Vertex Pair Ratio : 0.0269576379974326
Reciprocated Edge Ratio : 0.0525
Connected Components : 20
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 198
Maximum Edges in a Connected Component : 1520
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.777637
Graph Density : 0.0139470013947001
Modularity : 0.332643
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[15] https://twitter.com/IBMZ/status/1169988657811460097
[13] http://www.ibm.com/training/events/prague2019
[11] https://twitter.com/IBMZ/status/1166009910892650500
[9] https://twitter.com/IBMZ/status/1169477453988999168
[6] https://twitter.com/IBMZ/status/1172096233424527361
[6] https://www.ibm.com/easytools/runtime/hspx/prod/public/X0027/PortalX/it/it/page/pageTemplate?s=78c374df5c884363b46454a5ffefb5d9&c=8268ddd7fa48436e83502960502fe6dd
[4] https://www.ibm.com/blogs/ibm-training/developing-the-next-generation-of-mainframe-talent/
[4] https://twitter.com/IBMZ/status/1169596043358609412
[4] https://twitter.com/YahooFinance/status/1172148634093096961
[4] https://twitter.com/avrohomg/status/1168841094790037505

Top URLs in Tweet in G1:
[13] http://www.ibm.com/training/events/prague2019
[4] 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
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=205732
[2] https://www.ncsc.gov.uk/guidance/social-media-how-to-use-it-safely
[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.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
[1] https://twitter.com/lars_fpetersson/status/1169119632768286720
[1] https://twitter.com/BlueExperts/status/1138414853427798017

Top URLs in Tweet in G2:
[1] https://www.youtube.com/watch?v=dRzRD3GgDAA

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

Top URLs in Tweet in G4:
[1] https://www-03.ibm.com/services/learning/ites.wss/zz/en?pageType=page&c=a0002173

Top URLs in Tweet in G5:
[4] https://www.ibm.com/blogs/ibm-training/developing-the-next-generation-of-mainframe-talent/
[2] https://www.briantracy.com/blog/personal-success/expand-your-mind-importance-of-lifelong-learning-and-continuous-education/@Interskill?linkId=73740836
[1] https://www.ibm.com/it-infrastructure/us-en/resources/z/platform-overview/
[1] https://www.ibm.com/blogs/think/2019/09/ibm-systems-hybrid-multicloud/
[1] https://twitter.com/IBMZ/status/1172096233424527361

Top URLs in Tweet in G6:
[15] https://twitter.com/IBMZ/status/1169988657811460097
[11] https://twitter.com/IBMZ/status/1166009910892650500
[9] https://twitter.com/IBMZ/status/1169477453988999168
[5] https://twitter.com/IBMZ/status/1172096233424527361
[4] https://twitter.com/avrohomg/status/1168841094790037505
[4] https://twitter.com/IBMZ/status/1169596043358609412
[4] https://twitter.com/YahooFinance/status/1172148634093096961
[3] https://twitter.com/IBMPowerSystems/status/1167097110631735298
[3] https://twitter.com/YuHelenYu/status/1169478462173663232
[3] https://www.youtube.com/watch?v=Zs24cNSwFCQ


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=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
[1] https://twitter.com/ibmstorage/status/1172570640907460609

Top URLs in Tweet in G9:
[6] https://www.ibm.com/easytools/runtime/hspx/prod/public/X0027/PortalX/it/it/page/pageTemplate?s=78c374df5c884363b46454a5ffefb5d9&c=8268ddd7fa48436e83502960502fe6dd

Top URLs in Tweet in G10:
[1] https://www.ibm.com/blogs/business-partners/ibm-systems-helps-you-build-the-cloud-you-want-with-the-privacy-and-security-you-need/

Top Domains
Top Domains in Tweet in Entire Graph:
[80] twitter.com
[35] ibm.com
[28] dy.si
[6] nodexlgraphgallery.org
[5] cvent.com
[4] youtube.com
[2] gov.uk
[2] briantracy.com
[1] forbes.com
[1] funkschau.de

Top Domains in Tweet in G1:
[19] ibm.com
[6] nodexlgraphgallery.org
[2] gov.uk
[2] twitter.com

Top Domains in Tweet in G2:
[1] youtube.com
[1] ibm.com

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

Top Domains in Tweet in G5:
[6] ibm.com
[2] briantracy.com
[1] twitter.com

Top Domains in Tweet in G6:
[72] twitter.com
[28] dy.si
[3] youtube.com

Top Domains in Tweet in G7:
[4] cvent.com
[3] twitter.com
[1] ibm.com
[1] funkschau.de

Top Domains in Tweet in G9:
[6] ibm.com

Top Domains in Tweet in G10:
[1] ibm.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[318] ibmsystems
[178] ibmz
[146] z15
[104] ibm
[92] ibmtechu
[73] architectingthefuture
[64] linuxone
[62] techu
[51] hybridcloud
[44] cto



Top Hashtags in Tweet in G1:
[85] ibmsystems
[60] ibmtechu
[51] techu
[49] ibm
[47] architectingthefuture
[41] cto
[37] europe
[35] prague
[19] smm
[13] twitter

Top Hashtags in Tweet in G2:
[61] z15
[56] ibmsystems
[49] ibmz
[48] hybridcloud
[9] techu
[8] osmo
[7] architectingthefuture
[7] prague
[5] ibmtechu
[2] dataprivacypassports

Top Hashtags in Tweet in G3:
[4] ibm
[4] ibmsystems
[3] ibmers
[3] socialmedia
[1] architectingthefuture
[1] ibmtechu
[1] europe
[1] z15
[1] multicloud

Top Hashtags in Tweet in G4:
[20] ibmsystems
[19] ibmtechu
[17] architectingthefuture
[17] ibm
[3] cto
[3] z15
[3] europe
[2] techtrends
[2] ai
[2] digitaltwins

Top Hashtags in Tweet in G5:
[14] ibmsystems
[13] ibmz
[8] mainframe
[6] z15
[5] ibmtraining
[2] gartnersym
[2] mainframesrule
[2] multicloud
[1] architectingthefuture
[1] ibmtechu

Top Hashtags in Tweet in G6:
[111] ibmsystems
[97] ibmz
[67] z15
[60] linuxone
[39] linuxoneiii
[21] multicloud
[19] ibmstorage
[11] ibm
[9] cloud
[8] itinfrastructure

Top Hashtags in Tweet in G7:
[11] ibmsystems
[9] ibmz
[4] ibmtechu
[4] linuxone
[4] 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] hardware
[6] ibmsystems
[6] ibmthinkmagazine
[6] ibm

Top Hashtags in Tweet in G10:
[1] ibm
[1] ibmsystems
[1] ibmds8900

Top Words
Top Words in Tweet in Entire Graph:
[185] Words in Sentiment List#1: Positive
[65] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[8551] Non-categorized Words
[8801] Total Words
[410] #ibmsystems
[197] #ibmz
[156] #z15
[145] #ibm
[113] ibm

Top Words in Tweet in G1:
[126] #ibmsystems
[81] #cto
[79] #ibm
[73] thomas_harrer
[72] t
[70] h
[70] #europe
[65] #ibmtechu
[61] #techu
[58] technical

Top Words in Tweet in G2:
[63] #z15
[60] #ibmsystems
[57] ibmsystems
[52] ibmz
[52] #hybridcloud
[51] #ibmz
[26] video
[20] brought
[20] djiglobal
[20] #osmo

Top Words in Tweet in G3:
[11] topcybernews
[9] #ibm
[9] #ibmsystems
[9] #smm
[9] ibm
[8] thomas_harrer
[8] nodexl
[8] #ibmers
[7] stephanenappo
[7] gregorsideris

Top Words in Tweet in G4:
[22] #ibmsystems
[20] #ibmtechu
[20] thomas_harrer
[18] #architectingthefuture
[17] #ibm
[17] ty
[16] #ai
[15] cc
[15] domhalps
[15] evankirstel

Top Words in Tweet in G5:
[21] #ibmsystems
[16] #ibmz
[14] ibm
[11] #mainframe
[9] #ibmtraining
[9] #z15
[7] interskill
[7] training
[7] skills
[7] blog

Top Words in Tweet in G6:
[138] #ibmsystems
[110] #ibmz
[72] #z15
[71] #linuxone
[49] #linuxoneiii
[21] journey
[21] hybrid
[21] #multicloud
[20] blog
[20] neilcattermull

Top Words in Tweet in G7:
[11] #ibmsystems
[9] #ibmz
[7] ibm
[5] event
[4] join
[4] 2019
[4] prague
[4] systems
[4] technical
[4] 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:
[6] ibm
[6] impegna
[6] ad
[6] andare
[6] verso
[6] l
[6] #hardware
[6] open
[6] #ibmsystems
[6] #ibmthinkmagazine

Top Words in Tweet in G10:
[4] really
[4] exciting
[4] new
[4] announcements
[4] ibm
[4] z15
[4] ds8900f
[4] built
[4] cloud
[4] security

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[86] t,h
[72] h,#cto
[68] #architectingthefuture,#ibmtechu
[65] #ibm,#ibmsystems
[57] technical,university
[55] 21,25
[55] 25,october
[55] october,2019
[54] #ibmsystems,technical
[52] #techu,21

Top Word Pairs in Tweet in G1:
[70] t,h
[60] h,#cto
[47] 21,25
[47] 25,october
[47] october,2019
[46] #ibmsystems,technical
[45] technical,university
[44] #techu,21
[43] #architectingthefuture,#ibmtechu
[42] university,#techu

Top Word Pairs in Tweet in G2:
[49] #ibmz,ibmz
[49] ibmz,ibmsystems
[49] ibmsystems,#ibmsystems
[49] #ibmsystems,#z15
[49] #z15,#hybridcloud
[20] #hybridcloud,video
[20] video,brought
[20] brought,djiglobal
[20] djiglobal,#osmo
[20] #osmo,pocket

Top Word Pairs in Tweet in G3:
[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] #ibmsystems,#europe

Top Word Pairs in Tweet in G4:
[18] #architectingthefuture,#ibmtechu
[17] #ibm,#ibmsystems
[13] #ibmtechu,#ibm
[13] #ibmsystems,thomas_harrer
[13] thomas_harrer,concept
[13] concept,car
[13] car,multi
[13] multi,use
[13] use,electric
[13] electric,powered

Top Word Pairs in Tweet in G5:
[7] ibm,training
[7] training,skills
[7] skills,blog
[7] #ibmz,#mainframe
[7] #ibmsystems,#ibmtraining
[7] #ibmsystems,#ibmz
[5] blog,developing
[5] developing,next
[5] next,generation
[5] generation,mainframe

Top Word Pairs in Tweet in G6:
[48] #ibmz,#linuxone
[32] #z15,#ibmz
[30] #ibmz,#z15
[30] #z15,#ibmsystems
[26] #linuxone,#linuxoneiii
[26] #linuxoneiii,#ibmsystems
[23] #ibmz,#linuxoneiii
[23] #linuxoneiii,#linuxone
[23] #linuxone,#ibmsystems
[22] #ibmsystems,#ibmz

Top Word Pairs in Tweet in G7:
[5] #ibmz,#ibmsystems
[4] join,event
[4] event,2019
[4] 2019,prague
[4] prague,ibm
[4] ibm,systems
[4] systems,technical
[4] technical,university
[4] #ibmtechu,#ibmz
[4] #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:
[6] ibm,impegna
[6] impegna,ad
[6] ad,andare
[6] andare,verso
[6] verso,l
[6] l,#hardware
[6] #hardware,open
[6] open,#ibmsystems
[6] #ibmsystems,#ibmthinkmagazine
[6] #ibmthinkmagazine,#ibm

Top Word Pairs in Tweet in G10:
[4] really,exciting
[4] exciting,new
[4] new,announcements
[4] announcements,ibm
[4] ibm,z15
[4] z15,ds8900f
[4] ds8900f,built
[4] built,cloud
[4] cloud,security
[4] security,performance

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

Top Mentioned in G1:
@thomas_harrer
@ibmsystems
@stephanenappo
@ibm
@topcybernews
@dtenaerts_be
@petrabuehrer
@ibmstorage
@gregorsideris
@petrawalzde

Top Mentioned in G2:
@ibmsystems
@ibmz
@djiglobal
@kevin_jackson
@thomas_harrer
@shirastweet
@ibm
@ginnirometty
@avrohomg
@yuhelenyu

Top Mentioned in G3:
@thomas_harrer
@stephanenappo
@gregorsideris
@petrawalzde
@drewthorst
@kadler_ibm
@rgsingh
@vscott2018
@ibm
@petrabuehrer

Top Mentioned in G4:
@thomas_harrer
@domhalps
@evankirstel
@cnet
@haroldsinnott
@mvollmer1
@terence_mills
@stephanenappo
@frronconi
@edmuke

Top Mentioned in G5:
@ibm
@ibmmea
@interskill
@thomas_harrer
@ibmsystems
@ibmpowersystems
@ibmz

Top Mentioned in G6:
@neilcattermull
@ibmz
@andrewsmhay
@carhartt
@kevin_jackson
@tinatarq
@avrohomg

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

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@robre62
@evankirstel
@calcaware
@gezgintrk
@smoothsale
@mjoehlerich
@cnet
@yahoofinance
@forbes

Top Tweeters in G1:
@sectest9
@yahoofinance
@cybersec_feeds
@tictoc
@vishne0
@topcybernews
@domingonarvaez1
@singaporeair
@glengilmore
@techinsider

Top Tweeters in G2:
@gezgintrk
@mjoehlerich
@ssxman2
@mahermahert
@jeanfrancis
@techpearce2
@sminaev2015
@danielnewmanuv
@kevin_jackson
@srchack

Top Tweeters in G3:
@wef
@hal_good
@gregorsideris
@marcusborba
@charleytakaya
@aukendog
@jacqartdata
@lunkelhaeusser
@elzrotee
@stefanriedelibm

Top Tweeters in G4:
@evankirstel
@calcaware
@cnet
@vivekghosal
@eugene_byers
@mvollmer1
@haroldsinnott
@procurementstar
@mikequindazzi
@alvinfoo

Top Tweeters in G5:
@smoothsale
@ross_radev
@linuxdreams
@craigmullins
@ibmtraining
@ibmmea
@ibm
@bigdata_paulz
@interskill
@workingkurt

Top Tweeters in G6:
@andrewsmhay
@digitaltransf11
@krish_nas
@twit2poo
@neilcattermull
@chithra_k_s
@kuldeep6162
@carhartt
@tinatarq
@sawanmeshram5

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

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

Top Tweeters in G9:
@robre62
@ibmitalia
@simonazagaria
@alfredosette977
@a_graniglia

Top Tweeters in G10:
@carlashultis
@ekhugen
@roche_white
@brandon_d_mann