Thought Leadership, Twitter, 10/25/2019 3:20:13 PM, 214258


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Thought Leadership_2019-10-25_07-49-54.xlsx
Thought Leadership_2019-10-25_07-49-54.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2019
Short Description:
Thought Leadership via NodeXL http://bit.ly/2Wf8KFp
@ibm
@gracesuh
@ibmibv
@richardbranson
@valaafshar
@heymskirby
@thomas_harrer
@thebteamhq
@ursbolt
@paulpolman

Top hashtags:
#leadership
#thoughtleadership
#blockchain
#ibm
#innovation
#ai
#quantumcomputing

Description:
Description
The graph represents a network of 6,239 Twitter users whose tweets in the requested range contained "Thought Leadership", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 25 October 2019 at 14:51 UTC.

The requested start date was Wednesday, 23 October 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 5-day, 23-hour, 30-minute period from Thursday, 17 October 2019 at 00:29 UTC to Wednesday, 23 October 2019 at 00:00 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 : 6239
Unique Edges : 6610
Edges With Duplicates : 1010
Total Edges : 7620
Number of Edge Types : 3
Mentions : 5386
Tweet : 1575
Replies to : 659
Self-Loops : 1575
Reciprocated Vertex Pair Ratio : 0.0306159420289855
Reciprocated Edge Ratio : 0.059412902091756
Connected Components : 1927
Single-Vertex Connected Components : 824
Maximum Vertices in a Connected Component : 307
Maximum Edges in a Connected Component : 730
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.692422
Graph Density : 0.000146175833108464
Modularity : 0.798701
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 6,239 Twitter users whose tweets in the requested range contained "Thought Leadership", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 25 October 2019 at 14:51 UTC.

The requested start date was Wednesday, 23 October 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 5-day, 23-hour, 30-minute period from Thursday, 17 October 2019 at 00:29 UTC to Wednesday, 23 October 2019 at 00:00 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : Thought Leadership
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[26] &
[25] https://www.ibm.com/thought-leadership/institute-business-value/report/blockchain-principles
[19] https://www.slideshare.net/ClicTest/thought-leadership-webinar-internet-of-things-iot-the-next-cyber-security-target
[18] https://www.ibm.com/thought-leadership/jp-ja/super-aging-society/meet-your-second-life/?cm_mmc=OSocial_Twitter-_-Corporate+Advertising_Pillars-_-JP_JP-_-second-life-app-share&cm_mmca1=000027JP&cm_mmca2=10006704
[17] https://sustainablebrands.com/read/leadership/unlocking-the-transformational-power-of-sustainability-thought-leadership
[13] https://www.ibm.com/thought-leadership/shecanstem/?linkId=75147909
[13] https://www.ibm.com/thought-leadership/institute-business-value/report/closing-skills-gap
[13] https://www.forbes.com/sites/forbesagencycouncil/2019/10/14/the-art-of-thought-leadership/#493f5a6c2476
[12] https://bradenkelley.com/thought-leadership/quote-posters/
[12] https://www.instagram.com/misterinnovation/

Top URLs in Tweet in G1:
[17] https://www.ibm.com/thought-leadership/jp-ja/super-aging-society/meet-your-second-life/?cm_mmc=OSocial_Twitter-_-Corporate+Advertising_Pillars-_-JP_JP-_-second-life-app-share&cm_mmca1=000027JP&cm_mmca2=10006704
[12] https://www.raymondjames.com/pdfs/ab-thought-leadership-article.pdf
[12] https://bradenkelley.com/thought-leadership/quote-posters/
[12] https://www.instagram.com/misterinnovation/
[9] https://sustainablebrands.com/read/leadership/unlocking-the-transformational-power-of-sustainability-thought-leadership
[7] https://techcommunity.microsoft.com/t5/Workplace-Analytics-MyAnalytics/New-and-improved-thought-leadership-site-Microsoft-Workplace/ba-p/917233
[6] https://twinybots.ch/
[6] https://www.slideshare.net/ClicTest/thought-leadership-webinar-internet-of-things-iot-the-next-cyber-security-target
[3] https://www.forbes.com/sites/forbesagencycouncil/2019/10/14/the-art-of-thought-leadership/#6ceb5d312476
[3] https://business.linkedin.com/marketing-solutions/blog/best-practices--thought-leadership/2018/add-punch-to-your-linkedin-profile-using-these-examples-as-inspi

Top URLs in Tweet in G2:
[24] https://www.ibm.com/thought-leadership/institute-business-value/report/blockchain-principles
[13] https://www.ibm.com/thought-leadership/shecanstem/?linkId=75147909
[11] https://www.ibm.com/thought-leadership/institute-business-value/report/closing-skills-gap
[9] https://www.ibm.com/thought-leadership/institute-business-value/report/exploring-quantum-financial
[9] https://www.ibm.com/thought-leadership/institute-business-value/report/blockchain-energy
[5] https://www.ibm.com/thought-leadership/institute-business-value/report/auto-2030
[4] https://www.ibm.com/thought-leadership/institute-business-value/report/engineering-construction-digital-supply-chains
[3] https://www.ibm.com/thought-leadership/institute-business-value/report/gltr2019
[2] https://engage.bah.com/Article/Redirect/4382d320-fd0a-4ae9-b6a4-4181d5af8ba7?uc=26013&g=eba51583-d62e-41fb-9cf7-c9f198678b59&f=97083
[2] https://www.ibm.com/security/xforce

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1186675285787197441
[1] https://twitter.com/nationalpost/status/1186484634781130752
[1] https://twitter.com/i/web/status/1186399696157380608
[1] https://twitter.com/LoriMarBob/status/1185942534683533312
[1] https://twitter.com/i/web/status/1184636746610294784
[1] https://twitter.com/i/web/status/1186079755608694784
[1] https://twitter.com/i/web/status/1185450525505900544
[1] https://twitter.com/i/web/status/1185381471072202752
[1] https://twitter.com/i/web/status/1185354210054987777
[1] https://twitter.com/i/web/status/1185213109570621441

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1186788450650992640
[1] https://twitter.com/i/web/status/1186756796779782145
[1] https://twitter.com/i/web/status/1186602756171292674
[1] https://twitter.com/i/web/status/1186465796278685697
[1] https://twitter.com/i/web/status/1186441727609098241
[1] https://twitter.com/RichardEngel/status/1186290107852230657
[1] https://twitter.com/i/web/status/1186102118647771136
[1] https://twitter.com/i/web/status/1186038994502606848
[1] https://twitter.com/kron4news/status/1185667626481147905
[1] https://twitter.com/Deby45363333/status/1184048094452813824

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1186681304315650049
[1] https://twitter.com/i/web/status/1186469706359685120
[1] https://twitter.com/i/web/status/1185189797700100097
[1] https://twitter.com/i/web/status/1185107932087799808
[1] https://twitter.com/i/web/status/1184729171127427073
[1] https://twitter.com/i/web/status/1184691091246735360

Top URLs in Tweet in G7:
[7] https://www.pnc.com/content/pnc-thought-leadership/en/index/personal-finance/protect/secure-your-cell-phone-against-smishing.html
[3] https://www.pnc.com/content/pnc-thought-leadership/en/index/personal-finance/protect/secure-your-cell-phone-against-smishing.html?linkId=75555078
[1] https://www.pnc.com/content/pnc-thought-leadership/en/index/personal-finance/protect/learn-how-to-catch-a-phish.html?linkId=75665914
[1] https://www.pnc.com/content/pnc-thought-leadership/en/index/personal-finance/protect/5-ways-to-help-protect-yourself-after-data-breach.html?linkId=75366012
[1] https://www.pnc.com/content/pnc-thought-leadership/en/index/personal-finance/protect/learn-how-to-catch-a-phish.html
[1] https://twitter.com/i/web/status/1182392860869451776
[1] https://www.pnc.com/content/pnc-thought-leadership/en/index/personal-finance/protect/child-identity-theft-and-sharenting.html
[1] https://www.pnc.com/content/pnc-thought-leadership/en/index/personal-finance/protect/5-things-to-know-about-vishing.html

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1185081376497815552
[1] https://twitter.com/i/web/status/1185077729290358785

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[227] leadership
[116] thoughtleadership
[93] blockchain
[66] ibm
[47] innovation
[44] ai
[38] quantumcomputing
[35] technology
[32] iot
[31] marketing



Top Hashtags in Tweet in G1:
[74] leadership
[20] ibm
[18] success
[17] 適職診断
[17] ibmcloud
[17] thoughtleadership
[16] meetyoursecondlife
[16] セカンドライフ
[16] watson
[16] inspiration

Top Hashtags in Tweet in G2:
[85] blockchain
[35] quantumcomputing
[32] ibm
[25] skillsgap
[23] skills
[20] innovation
[19] financial
[16] ibmtechu
[14] banking
[14] technology

Top Hashtags in Tweet in G3:
[1] conservative
[1] fakefeminist
[1] scheerdirtydeeds
[1] ppc
[1] scheer4pm
[1] winning
[1] teamtrudeau

Top Hashtags in Tweet in G4:
[1] swamp
[1] bedbugsummit
[1] wtf
[1] nomoreyearsfortrump
[1] impeachtrump

Top Hashtags in Tweet in G5:
[1] cheatedhomebuyers
[1] amrapalidreamvalley

Top Words
Top Words in Tweet in Entire Graph:
[4874] Words in Sentiment List#1: Positive
[1989] Words in Sentiment List#2: Negative
[42] Words in Sentiment List#3: Angry/Violent
[108817] Non-categorized Words
[115681] Total Words
[2835] thought
[2394] leadership
[637] s
[417] more
[331] out

Top Words in Tweet in G1:
[593] thought
[504] leadership
[94] more
[77] new
[77] s
[74] #leadership
[68] t
[63] out
[46] business
[45] one

Top Words in Tweet in G2:
[121] ibmibv
[85] #blockchain
[83] report
[75] free
[70] tech
[68] copy
[66] pdf
[66] female
[62] download
[61] latest

Top Words in Tweet in G3:
[66] thought
[61] leadership
[46] race
[45] conservative
[44] long
[44] life
[44] until
[43] mmccdenier
[43] voter
[43] shenanigans

Top Words in Tweet in G4:
[45] realdonaldtrump
[36] thought
[34] leadership
[15] more
[10] s
[10] vp
[8] gtconway3d
[8] rudygiuliani
[8] 1962
[8] john

Top Words in Tweet in G5:
[27] amitshah
[24] happy
[24] birthday
[24] respected
[24] ji
[24] india's
[24] resurgence
[24] envisaged
[24] sri
[24] aurobindo

Top Words in Tweet in G6:
[69] thought
[69] question
[69] day
[69] bernie
[69] wins
[69] neoliberals
[69] obstructionist
[69] unify
[69] under
[68] gaijingirl2004

Top Words in Tweet in G7:
[64] pncnews
[52] identity
[50] before
[50] sharing
[50] cute
[50] baby
[50] photo
[50] think
[50] whether
[50] contains

Top Words in Tweet in G8:
[121] s
[60] market
[60] thought
[60] leadership
[60] gullible
[60] audience
[60] customers
[60] product
[59] _adefunke_
[2] come

Top Words in Tweet in G9:
[183] much
[122] world
[62] trump
[61] fear
[61] right
[61] now
[61] lack
[61] leadership
[61] going
[61] harm

Top Words in Tweet in G10:
[7] klonick
[7] jilliancyork
[7] sifill_ldf
[7] finally
[7] want
[7] thankful
[7] important
[7] research
[6] thought
[5] nicolewong

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1160] thought,leadership
[151] thought,provoking
[92] don,t
[87] find,out
[71] free,pdf
[71] pdf,copy
[70] leadership,thought
[69] thought,question
[69] question,day
[69] day,bernie

Top Word Pairs in Tweet in G1:
[295] thought,leadership
[26] thought,provoking
[19] find,out
[19] leadership,thought
[19] thought,day
[17] third,consecutive
[17] consecutive,time
[17] ranked,1
[17] don,t
[16] capgemini,research

Top Word Pairs in Tweet in G2:
[65] free,pdf
[65] pdf,copy
[56] latest,report
[54] download,free
[34] know,26
[34] professionals,female
[33] ibm,know
[32] 26,tech
[32] tech,professionals
[32] female,10

Top Word Pairs in Tweet in G3:
[46] leadership,race
[44] race,thought
[43] mmccdenier,life
[43] life,long
[43] long,conservative
[43] conservative,voter
[43] voter,until
[43] until,shenanigans
[43] shenanigans,leadership
[42] jackiebullivant,mmccdenier

Top Word Pairs in Tweet in G4:
[8] gtconway3d,realdonaldtrump
[8] realdonaldtrump,rudygiuliani
[8] rudygiuliani,1962
[8] 1962,john
[8] john,kennedy
[8] kennedy,managed
[8] managed,cuban
[8] cuban,missile
[8] missile,crisis
[8] crisis,more

Top Word Pairs in Tweet in G5:
[24] happy,birthday
[24] birthday,respected
[24] respected,amitshah
[24] amitshah,ji
[24] ji,india's
[24] india's,resurgence
[24] resurgence,envisaged
[24] envisaged,sri
[24] sri,aurobindo
[24] aurobindo,needed

Top Word Pairs in Tweet in G6:
[69] thought,question
[69] question,day
[69] day,bernie
[69] bernie,wins
[69] wins,neoliberals
[69] neoliberals,obstructionist
[69] obstructionist,unify
[69] unify,under
[68] gaijingirl2004,thought
[68] under,leader

Top Word Pairs in Tweet in G7:
[50] before,sharing
[50] sharing,cute
[50] cute,baby
[50] baby,photo
[50] photo,think
[50] think,whether
[50] whether,contains
[50] contains,information
[50] information,don
[50] don,t

Top Word Pairs in Tweet in G8:
[60] s,market
[60] market,thought
[60] thought,leadership
[60] leadership,gullible
[60] gullible,audience
[60] audience,customers
[60] customers,product
[60] product,s
[59] _adefunke_,s

Top Word Pairs in Tweet in G9:
[61] fear,much
[61] much,world
[61] world,right
[61] right,now
[61] now,lack
[61] lack,leadership
[61] leadership,trump
[61] trump,going
[61] going,world
[61] world,much

Top Word Pairs in Tweet in G10:
[7] klonick,jilliancyork
[7] jilliancyork,sifill_ldf
[7] sifill_ldf,finally
[7] finally,want
[7] want,thankful
[7] thankful,important
[7] important,research
[5] nicolewong,klonick
[5] research,thought
[5] thought,lea

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@rorystewartuk
@andrewscheer
@narendramodi
@senatorromney
@thejagmeetsingh
@marcorubio
@seyiamakinde
@speakerpelosi
@vp

Top Replied-To in G2:
@ibm
@sdg2030

Top Replied-To in G3:
@andrewscheer
@thejagmeetsingh
@sheila_copps
@cryssstalll
@undertheknifeto
@mmccdenier
@elaineniddery
@maximebernier
@eminencef
@beccaleat

Top Replied-To in G4:
@realdonaldtrump
@speakerpelosi
@vp
@gopleader
@johnkasich
@_jane_dough
@timsdrinker
@billscher
@proudconserv99
@harrisonjaime

Top Replied-To in G5:
@narendramodi
@quest_illusion
@kayjay34350
@kanabardr
@majorpoonia
@republic
@timesnow

Top Replied-To in G10:
@klonick
@summerstacey3

Top Mentioned
Top Mentioned in Entire Graph:
@ibmibv
@gaijingirl2004
@pncnews
@williamclarke59
@_adefunke_
@ibm
@jackiebullivant
@mmccdenier
@thomas_harrer
@johnhall

Top Mentioned in G1:
@drlizbywater
@swimlane
@dematophoto
@intertel_inc
@radixcom
@aborges_mkt
@esethuhasane_
@djcurtc
@drdeanamurphy
@passion__fp

Top Mentioned in G2:
@ibmibv
@ibm
@thomas_harrer
@siemenssoftware
@topcybernews
@blackhairsalons
@ursbolt
@techstuffhsw
@shushu_223
@iconversations

Top Mentioned in G3:
@jackiebullivant
@mmccdenier
@maximebernier
@andrewscheer
@rochdiane
@thejagmeetsingh
@bardelas18
@chevymo
@phil_rack
@stefanmolyneux

Top Mentioned in G4:
@realdonaldtrump
@rudygiuliani
@vp
@adorablesmudgie
@gtconway3d
@secpompeo
@rterdogan
@cnn
@speakerpelosi
@michaelssmithii

Top Mentioned in G5:
@amitshah
@tarunvijay
@veteran10525
@akmpnm2004
@olivegrin17
@just_1_singh
@punamindian
@dacp_afms_docs
@manmohan16
@woodcheat

Top Mentioned in G6:
@gaijingirl2004

Top Mentioned in G7:
@pncnews

Top Mentioned in G8:
@_adefunke_

Top Mentioned in G9:
@williamclarke59

Top Mentioned in G10:
@jilliancyork
@sifill_ldf
@nicolewong
@klonick
@loonyberg
@mopeng
@scottbruce38
@cre8noh8
@pbo4us12
@kate_hawkins776

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@alllibertynews
@piyuanker12
@ee
@pandoraskids
@charlesfrize
@s9tmt
@solutioneer72
@gamergeeknews
@startupsbot

Top Tweeters in G1:
@ecointernetdrgb
@bhumharit
@normanbuffong
@leadingwpassion
@aroundomedia
@mestasenesta
@releaseteam
@awiselatina
@bank_risk
@uaenews

Top Tweeters in G2:
@iconversations
@tmmmarshall
@mench90
@digitalogi
@topcybernews
@thecuriousluke
@enerphyschem
@scitechmachine
@jessesprawl
@dotsandis

Top Tweeters in G3:
@globeandmail
@chevymo
@gtopmd
@g_ozzy
@mmccdenier
@kinsellawarren
@elaineniddery
@docmorry
@peterdiane01
@manny_ottawa

Top Tweeters in G4:
@iamsophianelson
@cnn
@kron4news
@markknoller
@thekatehannon
@cbeaux
@djtmentionsbot
@kevinmccarthytv
@eileenthecoast
@billscher

Top Tweeters in G5:
@timesnow
@ram4bharatiyata
@zeenews
@ch_rahul29
@vikramwkarve
@republic
@bjp4india
@namo_phani
@acharyaseenu
@sushilsingh607

Top Tweeters in G6:
@dgendvil
@b1e56df9ce6549f
@janieo
@paulsorrentino3
@melodijoy
@march4progress
@whattheplucked
@mathotahcuksikl
@psychwriter1515
@dcfairbank

Top Tweeters in G7:
@washumom
@caffreyej
@frespirit01
@safimaasai
@franmary
@suepe_z
@auntiemels
@janesepmeier
@lakerbee
@tepperson0101

Top Tweeters in G8:
@dondekojo
@jajaphd
@eezzyy01
@tuneri_
@cremechic11
@idomagirl
@designerkath
@clarenceonyeks
@yar_gata
@dat_guy_otis

Top Tweeters in G9:
@windmillcharger
@markfromhalsey
@buffaloon
@jacquelinehine1
@airlift1300
@beckyrae12345
@truthbuster
@msevans034
@nancysa45944060
@mightymykey1

Top Tweeters in G10:
@lovetogive2
@ydanasmithdutra
@jjj5819
@melissajpeltier
@kate_hawkins776
@thenakedparty
@dianesbaker1
@msmariat
@jilliancyork
@saysdana


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