#IBMTechU, Twitter, 4/13/2019 12:09:17 AM, 193567


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#IBMTechU_2019-04-12_17-00-18.xlsx
#IBMTechU_2019-04-12_17-00-18.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 13, 2019
Short Description:
#IBMTechU via NodeXL http://bit.ly/2URrtZ7
@ibmsystems
@topcybernews
@thomas_harrer
@zoginstor
@cksanche
@ibmpartners
@mahdadmajd
@tmmmarshall
@tomrosamilia
@ibmpowersystems

Top hashtags:
#ibmtechu
#ibmlabservices
#ibmsystems
#berlin
#ibmz
#germany
#ibm
#storwize

Description:
Description
The graph represents a network of 113 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, 13 April 2019 at 00:04 UTC.

The tweets in the network were tweeted over the 9-day, 11-hour, 20-minute period from Wednesday, 03 April 2019 at 11:40 UTC to Friday, 12 April 2019 at 23:01 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 : 113
Unique Edges : 161
Edges With Duplicates : 223
Total Edges : 384
Self-Loops : 81
Reciprocated Vertex Pair Ratio : 0.0612244897959184
Reciprocated Edge Ratio : 0.115384615384615
Connected Components : 13
Single-Vertex Connected Components : 10
Maximum Vertices in a Connected Component : 94
Maximum Edges in a Connected Component : 302
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.136655
Graph Density : 0.0164348925410872
Modularity : 0.391005
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[8] https://youtu.be/JA3SChPc3UY?linkId=65731658
[4] http://ibm.biz/Atlanta2019?2248462220&linkId=66033662
[4] https://www.youtube.com/watch?v=ssVIAvu_xAs&feature=youtu.be

[4] http://www.cvent.com/events/2019-berlin-ibm-systems-technical-university/event-summary-89e4e36d1aa84be7b8fb35b82535e11a.aspx
[3] https://dy.si/wSuog
[3] https://dy.si/XrZ6G
[2] https://dy.si/9PevX
[2] https://dy.si/mjDXn
[2] https://dy.si/RDBJJ
[2] https://dy.si/wUrrC

Top URLs in Tweet in G1:
[4] 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

Top URLs in Tweet in G2:
[4] http://ibm.biz/Atlanta2019?2248462220&linkId=66033662
[2] https://www.youtube.com/watch?v=K00E5WLu2FM

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

[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] http://ibm.biz/Bd2tNu?social_post=2200941668&fst=Discover&linkId=65055646
[1] https://www-03.ibm.com/services/learning/ites.wss/zz-en?pageType=page&c=A0QC9I1GFTRBT620
[1] https://twitter.com/ed_j_walsh/status/1114230143780782080
[1] http://ibmsystemsmag.com/aix/trends/ibm-announcements/don-t-get-left-behind-grow-your-skills-at-ibm-syst/?linkId=64854189
[1] https://twitter.com/hmarleyallen/status/1116745211789471744
[1] https://twitter.com/atalkhan/status/1114849265615085569

Top URLs in Tweet in G4:
[2] https://www-03.ibm.com/services/learning/ites.wss/zz-en?pageType=page&c=9LQ6HXFTRM7EJ8SS
[2] https://dy.si/9PevX
[2] https://dy.si/npgxc
[2] https://dy.si/5KXTbo2
[2] https://dy.si/3Jx5m82
[2] https://dy.si/dbufk
[2] https://dy.si/Dwq6V
[2] https://dy.si/biefG
[2] https://dy.si/RmdDGE2
[2] https://dy.si/WK1n

Top URLs in Tweet in G5:
[7] https://youtu.be/JA3SChPc3UY?linkId=65731658
[1] http://ibm.com/training/events/TechUAtlanta2019?2233786864&linkId=65731659
[1] https://dy.si/sJeShC2
[1] https://twitter.com/ed_j_walsh/status/1114230143780782080

Top URLs in Tweet in G6:
[2] https://www.youtube.com/watch?v=ssVIAvu_xAs&feature=youtu.be

[2] https://ibm.biz/Bd2Baj
[1] https://twitter.com/i/web/status/1108094789336076288
[1] https://www-01.ibm.com/events/wwe/systu/systechu19atl.nsf/Registration.xsp

Top URLs in Tweet in G7:
[1] https://interskill.com/

Top URLs in Tweet in G8:
[3] https://dy.si/wSuog
[3] https://dy.si/XrZ6G
[2] https://dy.si/5ZQ3U
[2] https://dy.si/saEx9

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[156] ibmtechu
[51] ibmlabservices
[33] ibmsystems
[30] berlin
[26] ibmz
[16] germany
[16] ibm
[14] storwize
[14] ibmstorage
[5] techu



Top Hashtags in Tweet in G1:
[29] ibmtechu
[27] berlin
[17] ibmz
[14] germany
[12] ibm
[11] ibmsystems
[9] ibmstorage
[5] socialcto
[5] proudibmer
[5] techu

Top Hashtags in Tweet in G2:
[30] ibmtechu
[5] storwize
[4] ibmlabservices
[3] ibmz
[3] ibmstorage
[2] atlanta
[2] spectrum
[2] berlin
[2] germany
[1] invest

Top Hashtags in Tweet in G3:
[1] berlin

Top Hashtags in Tweet in G4:
[62] ibmtechu
[35] ibmlabservices
[20] ibmsystems
[1] ibmz
[1] competitive
[1] ibmtechuatlanta

Top Hashtags in Tweet in G5:
[10] ibmtechu
[1] ibmsystems
[1] storwize

Top Hashtags in Tweet in G6:
[9] ibmtechu
[8] storwize
[4] askibmstorage
[2] spectrum
[2] ibmlabservices
[2] ibmstorage
[2] ibm
[1] flashsystem
[1] storage

Top Hashtags in Tweet in G7:
[6] ibmtechu
[5] ibmz
[5] mainframe
[4] ibmtraining
[2] ibm

Top Hashtags in Tweet in G8:
[10] ibmtechu
[10] ibmlabservices

Top Words
Top Words in Tweet in Entire Graph:
[99] Words in Sentiment List#1: Positive
[5] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[2733] Non-categorized Words
[2837] Total Words
[156] #ibmtechu
[51] #ibmlabservices
[37] learn
[37] ibm
[34] atlanta

Top Words in Tweet in G1:
[29] #ibmtechu
[27] #berlin
[24] thomas_harrer
[17] #ibmz
[16] ibm
[15] topcybernews
[14] #germany
[12] #ibm
[11] #ibmsystems
[10] ibmsystems

Top Words in Tweet in G2:
[30] #ibmtechu
[21] learn
[16] ibmsystems
[11] more
[10] atlanta
[10] skills
[8] register
[8] technical
[8] ibmpowersystems
[8] join

Top Words in Tweet in G3:
[6] topcybernews
[5] lunkelhaeusser
[5] hannover_messe
[5] verena_bierig
[5] a_ostertag
[5] gtenten
[5] robotics_x
[5] joerg_wende
[5] plkey
[5] buckschr

Top Words in Tweet in G4:
[62] #ibmtechu
[35] #ibmlabservices
[20] #ibmsystems
[4] atlanta
[3] ibm
[3] join
[3] register
[3] learn
[2] event
[2] want

Top Words in Tweet in G5:
[10] #ibmtechu
[8] ibm
[8] svp
[8] tomrosamilia
[8] invites
[8] join
[8] atlanta
[7] details
[7] register
[7] now

Top Words in Tweet in G6:
[9] #ibmtechu
[9] storage
[9] learn
[8] latest
[8] ibm's
[8] award
[8] winning
[8] portfolio
[8] including
[8] fully

Top Words in Tweet in G7:
[11] training
[8] mainframe
[6] interskill
[6] #ibmtechu
[5] atlanta
[5] workforce
[5] #ibmz
[5] #mainframe
[4] booth
[4] 82

Top Words in Tweet in G8:
[10] #ibmtechu
[10] #ibmlabservices
[6] pradeepkr25

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[46] #ibmtechu,#ibmlabservices
[19] #ibmtechu,atlanta
[16] #berlin,#germany
[15] join,#ibmtechu
[14] learn,latest
[14] award,winning
[14] portfolio,including
[14] including,fully
[14] fully,revamped
[14] revamped,#storwize

Top Word Pairs in Tweet in G1:
[14] #berlin,#germany
[9] #ibmtechu,hosted
[9] hosted,#berlin
[9] #germany,best
[9] best,class
[9] class,conference
[9] conference,featuring
[9] featuring,#ibmz
[9] #ibmz,#ibmstorage
[7] #ibmstorage,5

Top Word Pairs in Tweet in G2:
[10] learn,more
[7] techu,atlanta
[7] #ibmtechu,register
[6] left,behind
[6] learn,plan
[6] plan,configure
[6] configure,migrate
[6] migrate,operate
[6] operate,ibmsystems
[6] ibmsystems,infrastructure

Top Word Pairs in Tweet in G3:
[5] topcybernews,lunkelhaeusser
[5] lunkelhaeusser,hannover_messe
[5] hannover_messe,verena_bierig
[5] verena_bierig,a_ostertag
[5] a_ostertag,gtenten
[5] gtenten,robotics_x
[5] robotics_x,joerg_wende
[5] joerg_wende,plkey
[5] plkey,buckschr
[5] buckschr,gurk

Top Word Pairs in Tweet in G4:
[35] #ibmtechu,#ibmlabservices
[12] #ibmtechu,#ibmsystems
[8] #ibmsystems,#ibmtechu
[3] #ibmtechu,atlanta
[2] join,#ibmtechu
[2] register,today

Top Word Pairs in Tweet in G5:
[8] ibm,svp
[8] svp,tomrosamilia
[8] tomrosamilia,invites
[8] invites,join
[8] join,#ibmtechu
[8] #ibmtechu,atlanta
[7] atlanta,details
[7] details,register
[7] register,now
[6] ibmpartners,ibm

Top Word Pairs in Tweet in G6:
[8] learn,latest
[8] latest,ibm's
[8] ibm's,award
[8] award,winning
[8] winning,storage
[8] storage,portfolio
[8] portfolio,including
[8] including,fully
[8] fully,revamped
[8] revamped,#storwize

Top Word Pairs in Tweet in G7:
[5] mainframe,workforce
[5] #ibmz,#mainframe
[4] booth,82
[4] solution,center
[4] 21st,century
[3] #ibmtechu,atlanta
[3] interskill,booth
[3] 82,solution
[3] workforce,training
[3] mainframe,training

Top Word Pairs in Tweet in G8:
[10] #ibmtechu,#ibmlabservices
[6] pradeepkr25,#ibmtechu

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ibmsystems
@topcybernews
@thomas_harrer
@ibm
@ibmpartners
@ibmstorage
@cksanche
@ibmpowersystems
@gtenten
@tomrosamilia

Top Mentioned in G1:
@thomas_harrer
@topcybernews
@ibm
@ibmsystems
@stephanenappo
@ibmdeutschland
@heinzvhoenen
@ibmeurope
@spirosmargaris
@sarbjeetjohal

Top Mentioned in G2:
@ibmsystems
@ibmpowersystems
@ibmz
@ibmstorage
@ibmpartners
@zoginstor
@ed_j_walsh
@topcybernews
@cksanche
@ib

Top Mentioned in G3:
@topcybernews
@lunkelhaeusser
@hannover_messe
@verena_bierig
@a_ostertag
@gtenten
@robotics_x
@joerg_wende
@plkey
@buckschr

Top Mentioned in G5:
@tomrosamilia
@ibmpartners
@ibmsystems
@cksanche

Top Mentioned in G6:
@cksanche
@ibmstoragesupt
@zoginstor

Top Mentioned in G7:
@interskill
@21stcsw
@tech_data
@ibmtraining
@thinkvss
@suse

Top Mentioned in G8:
@pradeepkr25

Top Tweeters
Top Tweeters in Entire Graph:
@dwnews
@spiegelonline
@tmmmarshall
@spirosmargaris
@topcybernews
@ibmdeveloper
@theibmmspteam
@pierrepinna
@lukaszkort
@mvollmer1

Top Tweeters in G1:
@dwnews
@spiegelonline
@spirosmargaris
@topcybernews
@ibmdeveloper
@theibmmspteam
@pierrepinna
@mvollmer1
@mikequindazzi
@chuckdbrooks

Top Tweeters in G2:
@lukaszkort
@neve10
@ibmstorage
@ibmsystems
@saviabraham
@ibmz
@ibmpowersystems
@zoginstor
@marcelwigert
@robmcnelly

Top Tweeters in G3:
@divergentcio
@lunkelhaeusser
@hannover_messe
@joerg_wende
@gurk
@nanoappsm
@cellrepair777
@a_ostertag
@gtenten
@stephanenappo

Top Tweeters in G4:
@juliansmallman
@kuldeep6162
@mainframemag
@atalkhan
@scottsimonsibm
@scottmodman
@kpuk31
@hmarleyallen
@komprise
@husanlal16

Top Tweeters in G5:
@tmmmarshall
@ibmpartners
@sudheer09613082
@paula_koziol
@deanacoble
@safronovandy
@mehar_08
@ejmibm1964
@tomrosamilia

Top Tweeters in G6:
@bobby_gratz
@ibmstoragesupt
@shradhanayak
@cksanche
@cbtheis
@vollmar_chris
@theguyinthehat4
@h_karakimseli

Top Tweeters in G7:
@ibmtraining
@suse
@tech_data
@interskill
@thinkvss
@21stcsw

Top Tweeters in G8:
@pradeepkr25
@joshual19938243
@rangavallinave1