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#ibmtechu_2019-04-24_09-53-34.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
April 24, 2019
Short Description:
#ibmtechu via NodeXL http://bit.ly/2Vnfxyz
@thomas_harrer
@topcybernews
@ibmsystems
@ibmpowersystems
@mahdadmajd
@ibmstorage
@ibm
@bobby_gratz
@alkhatib
@petrabuehrer

Top hashtags:
#ibmtechu
#berlin
#ibm
#thinkatibm
#ibmsystems
#ibmz
#smm
#dubai
#germany
#ibmstorage

Description:
Description
The graph represents a network of 276 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 Wednesday, 24 April 2019 at 16:58 UTC.

The tweets in the network were tweeted over the 9-day, 4-hour, 35-minute period from Monday, 15 April 2019 at 11:42 UTC to Wednesday, 24 April 2019 at 16:18 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 : 276
Unique Edges : 422
Edges With Duplicates : 694
Total Edges : 1116
Self-Loops : 73
Reciprocated Vertex Pair Ratio : 0.0495049504950495
Reciprocated Edge Ratio : 0.0943396226415094
Connected Components : 25
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 238
Maximum Edges in a Connected Component : 1050
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.803822
Graph Density : 0.0069828722002635
Modularity : 0.30688
NodeXL Version : 1.0.1.411

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[18] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193567
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=194231
[9] http://ibm.biz/Atlanta2019?2248462220&linkId=66033662
[7] https://www.ibm.com/de-de/events/thinkatibm/events/index.html
[6] http://ibmsystemsmag.com/power/trends/ibmannouncements/learn-how-to-increase-agility-and-simplify-managem/
[6] https://www.ibm.com/watson/ai-for-industries/?social_post=2216298899&linkId=65387075
[5] http://ibmsystemsmag.com/mainframe/trends/whatsnew/ibm-z-education-techu/
[5] https://www-03.ibm.com/services/learning/ites.wss/zz-en?pageType=page&c=9LQ6HXFTRM7EJ8SS&cm_mmc=OSocial_Twitter-_-Systems_Systems+-+Power-_-WW_WW-_-IBM-Power-TechU-Atlanta&cm_mmca1=000018TL&cm_mmca2=10001909
[5] http://www.cvent.com/events/2019-berlin-ibm-systems-technical-university/event-summary-89e4e36d1aa84be7b8fb35b82535e11a.aspx
[4] https://twitter.com/mahdadmajd/status/1117794407493906433

Top URLs in Tweet in G1:
[7] http://ibm.biz/Atlanta2019?2248462220&linkId=66033662
[4] http://ibmsystemsmag.com/mainframe/trends/whatsnew/ibm-z-education-techu/
[4] https://twitter.com/mahdadmajd/status/1117794407493906433
[3] https://twitter.com/alkhatib/status/1118435894824927232
[3] https://www-03.ibm.com/services/learning/ites.wss/zz-en?pageType=page&c=9LQ6HXFTRM7EJ8SS&cm_mmc=OSocial_Twitter-_-Systems_Systems+-+Power-_-WW_WW-_-IBM-Power-TechU-Atlanta&cm_mmca1=000018TL&cm_mmca2=10001909
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193567
[2] http://ibmsystemsmag.com/power/trends/ibmannouncements/learn-how-to-increase-agility-and-simplify-managem/
[2] https://ibm.biz/Bd2Cwv
[1] http://www.cvent.com/events/iproc.aspx?5S,M3,89e4e36d-1aa8-4be7-b8fb-35b82535e11a&lang=en&sms=2&cn=8odzwNgeQ0CfIMzv4eDdNQ
[1] https://twitter.com/zoginstor/status/1117961249969594369

Top URLs in Tweet in G2:
[7] https://www.ibm.com/de-de/events/thinkatibm/events/index.html
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193567
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=194231
[2] http://www.cvent.com/events/2019-berlin-ibm-systems-technical-university/event-summary-89e4e36d1aa84be7b8fb35b82535e11a.aspx
[1] https://www.youtube.com/watch?v=HxUbvwWmXPk&list=PLTlZD4ArAV7BQa3d1zyp1Bd5iYrufyD9D&linkId=64642239

[1] https://developer.ibm.com/articles/ibm-i-resources-roadmap/?social_post=2212843664&fst=Discover
[1] https://lnkd.in/eb4nUMm
[1] https://www.ibm.com/de-de/events/thinkatibm/index.html

Top URLs in Tweet in G3:
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193567
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=194231
[3] http://ibmsystemsmag.com/power/trends/ibmannouncements/learn-how-to-increase-agility-and-simplify-managem/
[3] http://www.cvent.com/events/2019-berlin-ibm-systems-technical-university/event-summary-89e4e36d1aa84be7b8fb35b82535e11a.aspx
[2] https://www.ibm.com/watson/ai-for-industries/?social_post=2216298899&linkId=65387075

Top URLs in Tweet in G4:
[4] https://www.ibm.com/watson/ai-for-industries/?social_post=2216298899&linkId=65387075
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=194263
[1] https://www01.ibm.com/events/wwe/systu/systechu19atl.nsf/Registration.xsp

Top URLs in Tweet in G5:
[2] https://galileosuite.com/ibmtechu-atlanta2019/
[2] https://www-03.ibm.com/services/learning/ites.wss/zz-en?pageType=page&c=9LQ6HXFTRM7EJ8SS&cm_mmc=OSocial_Twitter-_-Systems_Systems+-+Power-_-WW_WW-_-IBM-Power-TechU-Atlanta&cm_mmca1=000018TL&cm_mmca2=10001909
[2] https://www-03.ibm.com/services/learning/ites.wss/zz-en?pageType=page&c=9LQ6HXFTRM7EJ8SS&cm_mmc=OSocial_Twitter-_-Systems_Systems+-+Storage-_-WW_WW-_-Storage-TechUpage-04172019&cm_mmca1=000002PW&
[1] https://www-01.ibm.com/events/wwe/systu/systechu19atl.nsf/Registration.xsp
[1] http://ibm.biz/Atlanta2019?2248462220&linkId=66033662
[1] https://dy.si/wGnvQ
[1] https://twitter.com/GabyBurkardIBM/status/1117756107357925377
[1] https://info.intellimagic.com/ibm-techu-atlanta-2019
[1] https://twitter.com/IBMPowerSystems/status/1117895376219119619
[1] https://twitter.com/JenniferReiner0/status/1110162775882502144

Top URLs in Tweet in G6:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193567

Top URLs in Tweet in G8:
[1] http://ibm.biz/Atlanta2019ibm?2254388098&linkId=66181221
[1] http://ibmsystemsmag.com/mainframe/trends/whatsnew/ibm-z-education-techu/
[1] https://community.ibm.com/community/user/security/events/event-description?CalendarEventKey=49698418-1648-41a5-b4ff-5705c2e82119&CommunityKey=44eb7c0d-9bc2-419b-9158-ad693e734065&Home=%2fcommunity%2fuser%2fsecurity%2fcommunities%2fcommunity-home%2frecent-community-events

Top URLs in Tweet in G9:
[1] http://ibm.biz/Atlanta2019ibm?2254388100&linkId=66181222
[1] https://www-03.ibm.com/services/learning/ites.wss/zz-en?pageType=page&c=9LQ6HXFTRM7EJ8SS&cm_mmc=OSocial_Twitter-_-Systems_Systems+-+IBM+Z-_-WW_WW-_-IBM-Z-TechU-Atlanta&2248572934&linkId=66036858

Top URLs in Tweet in G10:
[1] https://dy.si/sviPeJ
[1] https://dy.si/jvAt2M2
[1] https://dy.si/wEMR3

Top Domains
Top Domains in Tweet in Entire Graph:
[30] ibm.com
[29] nodexlgraphgallery.org
[26] dy.si
[21] twitter.com
[16] ibm.biz
[12] ibmsystemsmag.com
[7] cvent.com
[5] youtube.com
[3] lpar2rrd.com
[2] lnkd.in

Top Domains in Tweet in G1:
[13] twitter.com
[11] ibm.biz
[6] ibmsystemsmag.com
[5] ibm.com
[3] nodexlgraphgallery.org
[2] youtube.com
[1] cvent.com
[1] lnkd.in
[1] businesspartnervoices.com

Top Domains in Tweet in G2:
[10] nodexlgraphgallery.org
[9] ibm.com
[2] cvent.com
[1] youtube.com
[1] lnkd.in

Top Domains in Tweet in G3:
[13] nodexlgraphgallery.org
[3] ibmsystemsmag.com
[3] cvent.com
[2] ibm.com

Top Domains in Tweet in G4:
[5] ibm.com
[2] nodexlgraphgallery.org

Top Domains in Tweet in G5:
[6] ibm.com
[5] twitter.com
[3] dy.si
[2] ibm.biz
[2] youtube.com
[2] galileosuite.com
[1] intellimagic.com
[1] ibmsystemsmag.com
[1] cvent.com

Top Domains in Tweet in G6:
[1] nodexlgraphgallery.org

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

Top Domains in Tweet in G9:
[1] ibm.biz
[1] ibm.com

Top Domains in Tweet in G10:
[3] dy.si

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[392] ibmtechu
[136] berlin
[127] ibm
[122] thinkatibm
[98] ibmsystems
[88] ibmz
[52] smm
[51] dubai
[50] germany
[46] ibmstorage



Top Hashtags in Tweet in G1:
[140] ibmtechu
[49] dubai
[26] ibm
[23] thinkatibm
[19] ibmsystems
[16] ibmlabservices
[16] berlin
[13] ibmstorage
[12] ai
[12] cto

Top Hashtags in Tweet in G2:
[80] ibmtechu
[74] berlin
[58] ibm
[50] thinkatibm
[48] ibmsystems
[48] ibmz
[41] smm
[26] germany
[25] cto
[21] proudibmer

Top Hashtags in Tweet in G3:
[60] ibmtechu
[40] berlin
[39] thinkatibm
[29] ibm
[27] ibmz
[20] germany
[18] ibmsystems
[13] ibmstorage
[9] technology
[9] ai

Top Hashtags in Tweet in G4:
[19] ibmtechu
[8] ibm
[6] thinkatibm
[6] ai
[5] technology
[5] society
[5] sdgs
[4] smm
[3] ibmsystems
[2] proudibmer

Top Hashtags in Tweet in G5:
[22] ibmtechu
[3] ibmstorage
[3] ibmsystems
[2] ibmlabservices
[2] linuxone
[1] in
[1] ibmmep
[1] dubai
[1] hybridcloud
[1] ibmpowersystems

Top Hashtags in Tweet in G6:
[5] ibmtechu
[4] ibm
[4] thinkatibm
[4] berlin
[1] nodexl

Top Hashtags in Tweet in G7:
[7] ibmtechu
[1] aix
[1] ibmpowersystems

Top Hashtags in Tweet in G8:
[8] ibmtechu
[1] ibmz
[1] mainframesecurity
[1] ibmstorage

Top Hashtags in Tweet in G9:
[7] ibmtechu

Top Hashtags in Tweet in G10:
[12] ibmtechu
[12] ai
[12] cloud
[12] bigdata
[12] analytics
[12] iot
[9] digital
[9] hpc
[9] security
[9] devops

Top Words
Top Words in Tweet in Entire Graph:
[234] Words in Sentiment List#1: Positive
[39] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[8599] Non-categorized Words
[8872] Total Words
[392] #ibmtechu
[145] ibm
[136] #berlin
[127] #ibm
[124] thomas_harrer

Top Words in Tweet in G1:
[140] #ibmtechu
[49] #dubai
[49] ibm
[41] ibmsystems
[31] atlanta
[26] #ibm
[25] sessions
[23] ibmstorage
[23] #thinkatibm
[22] thomas_harrer

Top Words in Tweet in G2:
[80] #ibmtechu
[74] #berlin
[58] #ibm
[50] #thinkatibm
[48] #ibmsystems
[48] #ibmz
[45] ibm
[42] ibmsystems
[41] #smm
[26] #germany

Top Words in Tweet in G3:
[63] thomas_harrer
[60] #ibmtechu
[40] #berlin
[39] #thinkatibm
[30] topcybernews
[29] #ibm
[27] #ibmz
[22] ibm
[21] ibmsystems
[20] #germany

Top Words in Tweet in G4:
[19] #ibmtechu
[16] ibm
[12] sessions
[10] ibmstorage
[8] #ibm
[8] re
[8] bringing
[8] team
[8] sharpen
[8] expertise

Top Words in Tweet in G5:
[22] #ibmtechu
[12] atlanta
[9] sessions
[8] register
[6] attend
[6] ibm
[5] join
[5] technical
[4] april
[4] 29

Top Words in Tweet in G6:
[6] thomas_harrer
[5] #ibmtechu
[4] #ibm
[4] #thinkatibm
[4] meet
[4] #berlin
[4] stefanriedelibm
[4] hscholten
[4] jens_ultsch
[4] thilodotzel

Top Words in Tweet in G7:
[7] update
[7] reboot
[7] #ibmtechu
[6] live
[6] '
[6] packed
[6] room
[6] very
[6] interactive
[6] session

Top Words in Tweet in G8:
[8] techu
[8] atlanta
[8] week
[8] #ibmtechu
[7] ibmz
[6] birds
[5] away
[5] train
[5] stay
[5] ahead

Top Words in Tweet in G9:
[7] atlanta
[7] #ibmtechu
[7] register
[6] techu
[6] week
[6] away
[6] train
[6] stay
[6] ahead
[6] waiting

Top Words in Tweet in G10:
[12] techu
[12] story
[12] #ibmtechu
[12] #ai
[12] #cloud
[12] #bigdata
[12] #analytics
[12] #iot
[9] atishisapru
[9] #digital

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[58] #thinkatibm,#ibmtechu
[47] #ibmtechu,#dubai
[46] #ibm,#thinkatibm
[46] meet,#berlin
[42] #berlin,#germany
[40] thomas_harrer,#ibm
[37] 20,24
[37] 24,2019
[28] topcybernews,thomas_harrer
[28] #ibmsystems,#cto

Top Word Pairs in Tweet in G1:
[46] #ibmtechu,#dubai
[16] #ibmtechu,atlanta
[13] thomas_harrer,#ibm
[11] ibm,distinguished
[11] #ibm,#thinkatibm
[11] #thinkatibm,#ibmsystems
[11] #ibmsystems,#cto
[11] #cto,ibmsystems
[11] ibmsystems,meet
[11] meet,#berlin

Top Word Pairs in Tweet in G2:
[21] #ibm,#thinkatibm
[21] meet,#berlin
[21] #thinkatibm,#ibmtechu
[20] #berlin,#germany
[19] 20,24
[19] 24,2019
[16] #ibmsystems,technical
[16] technical,university
[16] university,#ibmz
[16] #ibmz,#berlin

Top Word Pairs in Tweet in G3:
[18] #berlin,#germany
[17] #thinkatibm,#ibmtechu
[15] thomas_harrer,#ibm
[14] topcybernews,thomas_harrer
[13] thomas_harrer,#ibmtechu
[13] #ibmtechu,hosted
[13] hosted,#berlin
[13] #germany,best
[13] best,class
[13] class,conference

Top Word Pairs in Tweet in G4:
[8] ibmstorage,re
[8] re,bringing
[8] bringing,team
[8] team,#ibmtechu
[8] #ibmtechu,sharpen
[8] sharpen,expertise
[8] expertise,hundreds
[8] hundreds,sessions
[8] sessions,led
[8] led,ibm

Top Word Pairs in Tweet in G5:
[5] #ibmtechu,atlanta
[4] april,29
[4] register,here
[3] 29,3
[3] join,#ibmtechu
[3] solution,center
[3] next,week
[3] sharpen,expertise
[2] techu,atlanta
[2] weeks,away

Top Word Pairs in Tweet in G6:
[4] thomas_harrer,#ibm
[4] #ibm,#thinkatibm
[4] #thinkatibm,#ibmtechu
[4] #ibmtechu,meet
[4] meet,#berlin
[4] #berlin,stefanriedelibm
[4] stefanriedelibm,hscholten
[4] hscholten,jens_ultsch
[4] jens_ultsch,thilodotzel
[4] thilodotzel,katharina_lams

Top Word Pairs in Tweet in G7:
[6] live,update
[6] update,reboot
[6] reboot,'
[6] ',packed
[6] packed,room
[6] room,very
[6] very,interactive
[6] interactive,session
[6] session,provided
[6] provided,brianfveale

Top Word Pairs in Tweet in G8:
[8] techu,atlanta
[7] ibmz,techu
[5] atlanta,week
[5] week,away
[5] away,train
[5] train,stay
[5] stay,ahead
[5] ahead,#ibmtechu
[5] #ibmtechu,waiting
[5] waiting,register

Top Word Pairs in Tweet in G9:
[6] techu,atlanta
[6] atlanta,week
[6] week,away
[6] away,train
[6] train,stay
[6] stay,ahead
[6] ahead,#ibmtechu
[6] #ibmtechu,waiting
[6] waiting,register
[5] ibmlinuxone,techu

Top Word Pairs in Tweet in G10:
[12] techu,story
[12] #ai,#cloud
[12] #cloud,#bigdata
[12] #bigdata,#analytics
[12] #analytics,#iot
[9] atishisapru,techu
[9] #iot,#digital
[9] #digital,#hpc
[9] #hpc,#security
[9] #security,#devops

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@thomas_harrer
@ibmsystems
@ibm
@topcybernews
@ibmstorage
@nodexl
@ibmpowersystems
@zoginstor
@mahdadmajd
@ibmpartners

Top Mentioned in G1:
@ibmsystems
@ibmstorage
@thomas_harrer
@mahdadmajd
@louisehemond
@ibmpartners
@zoginstor
@ibmpowersystems
@esstouffer
@alkhatib

Top Mentioned in G2:
@ibmsystems
@ibm
@thomas_harrer
@topcybernews
@ibmstorage
@ibmdeutschland
@ibmpowersystems
@nodexl
@blueexperts
@ibmeurope

Top Mentioned in G3:
@thomas_harrer
@topcybernews
@ibmsystems
@ibm
@nodexl
@stephanenappo
@svensemet
@zoginstor
@cksanche
@mvollmer1

Top Mentioned in G4:
@ibm
@ibmstorage
@thomas_harrer
@topcybernews
@ibmitalia
@ibmsystems
@megmurphytx
@alkhatib
@chidambara09
@cksanche

Top Mentioned in G6:
@thomas_harrer
@stefanriedelibm
@hscholten
@jens_ultsch
@thilodotzel
@nodexl
@ibmsystems
@topcybernews
@zoginstor

Top Mentioned in G7:
@brianfveale
@petrabuehrer
@ibmpowersystems

Top Mentioned in G8:
@ibmz
@ich408i
@rsm_partners
@mainframemag
@ibmstorage

Top Mentioned in G9:
@ibmlinuxone
@ibmsystems

Top Mentioned in G10:
@atishisapru

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cnbc
@dwnews
@vanalich
@zdnet
@designthinkbot
@spiegelonline
@tmmmarshall
@spirosmargaris

Top Tweeters in G1:
@vanalich
@designthinkbot
@tmmmarshall
@serve4impact
@yorks_jobsnow
@job_board_uk
@ukjobhub
@absconsulting
@career__express
@sprintbaseb

Top Tweeters in G2:
@spirosmargaris
@ibmdeveloper
@stevendickens3
@fisher85m
@carolaone
@lunkelhaeusser
@fortunetech
@udomeyer
@sean_f
@mustdotravels

Top Tweeters in G3:
@sectest9
@cnbc
@dwnews
@zdnet
@spiegelonline
@wef
@topcybernews
@theibmmspteam
@pierrepinna
@ronald_vanloon

Top Tweeters in G4:
@chidambara09
@pardoe_ai
@jayeshmthakur
@pierre018
@ibmitalia
@suse
@ibm
@tweettipr
@michelvdp
@nodexl

Top Tweeters in G5:
@cabanes
@galileope
@pradeepkr25
@bigdatastreams
@kemardali
@jeanmichelcarre
@scottsimonsibm
@kpuk31
@intellimagic
@pwrsally85

Top Tweeters in G6:
@stefanriedelibm
@thilodotzel
@rudysnippe
@hscholten
@katharina_lamsa
@jack_rgjk
@jens_ultsch

Top Tweeters in G7:
@uni1000yama1000
@tonnybastiaans
@gerardsave
@ervinromels
@petrabuehrer
@mikemalicdem
@brianfveale

Top Tweeters in G8:
@ibmz
@dsmilti
@rsm_partners
@ich408i
@martamcm
@linda_mc_grath

Top Tweeters in G9:
@ibmlinuxone
@digital_era4it
@josecm65
@crypto__torch
@coin___market
@crypto___pro

Top Tweeters in G10:
@atishisapru
@alexmay79592171
@samgouch
@rainasapru


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