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dhinchcliffe_2019-11-04_20-27-29.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 05, 2019
Short Description:
dhinchcliffe via NodeXL http://bit.ly/2NFtqSP
@dhinchcliffe
@antgrasso
@constellationr
@ipfconline1
@sarbjeetjohal
@rwang0
@apguha
@enricomolinari
@ronald_vanloon
@zacharyjeans

Top hashtags:
#ai
#splunkconf19
#digitaltransformation
#bigdata
#cloud
#ml
#cio
#iot

Description:
Description
The graph represents a network of 1,282 Twitter users whose tweets in the requested range contained "dhinchcliffe", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 05 November 2019 at 04:27 UTC.

The requested start date was Sunday, 03 November 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 23-hour, 32-minute period from Sunday, 20 October 2019 at 00:08 UTC to Saturday, 02 November 2019 at 23:41 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 : 1282
Unique Edges : 4406
Edges With Duplicates : 6860
Total Edges : 11266
Number of Edge Types : 3
Mentions : 10871
Replies to : 325
Tweet : 70
Self-Loops : 70
Reciprocated Vertex Pair Ratio : 0.0834862385321101
Reciprocated Edge Ratio : 0.154106689246401
Connected Components : 17
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 1254
Maximum Edges in a Connected Component : 11240
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.928573
Graph Density : 0.00359569417905522
Modularity : 0.308939
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 1,282 Twitter users whose tweets in the requested range contained "dhinchcliffe", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 05 November 2019 at 04:27 UTC.

The requested start date was Sunday, 03 November 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 23-hour, 32-minute period from Sunday, 20 October 2019 at 00:08 UTC to Saturday, 02 November 2019 at 23:41 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 : dhinchcliffe
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:
[31] https://www.topbots.com/data-preparation-for-machine-learning/
[31] https://fortune.com/2019/09/02/artificial-intelligence-automate-sales/
[26] https://www.forbes.com/sites/peterhigh/2019/10/21/breaking-gartner-announces-top-10-strategic-technology-trends-for-2020/
[25] https://www.forbes.com/sites/peterbendorsamuel/2019/09/10/artificial-intelligence-why-its-essential-for-digital-platforms/#64f5c8475245
[23] https://www.inc.com/justin-bariso/amazon-almost-killed-target-then-target-did-impossible.html
[22] https://hbr.org/2019/10/the-two-big-reasons-that-digital-transformations-fail?utm_medium=social&utm_campaign=hbr&utm_source=twitter
[20] https://www.enkode.co/how-to-build-an-android-virtual-reality-app/
[19] https://siliconangle.com/2019/10/15/qa-boosting-employee-engagement-using-right-tech-tools-smartsheetengage/
[19] https://www.straitstimes.com/world/europe/germany-to-unveil-european-cloud-gaia-x-to-rival-amazon-alibaba
[18] https://seasia.co/2019/10/13/meet-world-s-top-100-most-successful-unicorns-2019

Top URLs in Tweet in G1:
[25] https://www.forbes.com/sites/peterhigh/2019/10/21/breaking-gartner-announces-top-10-strategic-technology-trends-for-2020/
[23] https://www.inc.com/justin-bariso/amazon-almost-killed-target-then-target-did-impossible.html
[19] https://hbr.org/2019/10/the-two-big-reasons-that-digital-transformations-fail?utm_medium=social&utm_campaign=hbr&utm_source=twitter
[18] https://siliconangle.com/2019/10/15/qa-boosting-employee-engagement-using-right-tech-tools-smartsheetengage/
[16] https://seasia.co/2019/10/13/meet-world-s-top-100-most-successful-unicorns-2019
[16] https://www.cio.com/article/3448016/6-tips-for-surviving-digital-disruption-in-2020.html
[13] https://searchcloudcomputing.techtarget.com/news/252472694/Equifax-shares-risk-averse-cloud-security-model-post-breach
[8] https://www.fastcompany.com/90423442/if-more-people-could-work-remotely-the-u-s-economy-could-gain-trillions
[7] https://www.constellationr.com/blog-news/creating-modern-digital-workplace-and-employee-experience
[7] https://bernardmarr.com/default.asp?contentID=1968&fbclid=IwAR0jj6MezqCls1qSpXShFOdbpGfv_gPK2qH4Ms-L2E9Mk-RcNnakJ-DhUSs

Top URLs in Tweet in G2:
[27] https://www.topbots.com/data-preparation-for-machine-learning/
[26] https://fortune.com/2019/09/02/artificial-intelligence-automate-sales/
[21] https://www.forbes.com/sites/peterbendorsamuel/2019/09/10/artificial-intelligence-why-its-essential-for-digital-platforms/#64f5c8475245
[19] https://www.enkode.co/how-to-build-an-android-virtual-reality-app/
[14] https://techxplore.com/news/2019-08-machine-robots-trek-unknown-terrains.html
[13] https://deanofbigdata.com/blogs/f/importance-of-thinking-differently
[9] http://www.informationweek.com/strategic-cio/what-cios-and-ctos-can-learn-from-smart-cities/a/d-id/1333970
[7] https://www.zdnet.com/video/portrait-of-a-modern-multi-cloud-data-center/
[7] https://www.gartner.com/smarterwithgartner/gartner-top-10-strategic-technology-trends-for-2020/
[5] https://www.zdnet.com/article/the-future-of-it-snapshot-of-a-contemporary-multi-cloud-data-center/

Top URLs in Tweet in G3:
[13] https://www.straitstimes.com/world/europe/germany-to-unveil-european-cloud-gaia-x-to-rival-amazon-alibaba
[5] https://peoplecentered.net/2019/10/10/untold-stories-pci-community-focus-on-positive-changeagent-amy-webb/
[2] https://twitter.com/dhinchcliffe/status/1073300195478200320
[2] https://seasia.co/2019/10/13/meet-world-s-top-100-most-successful-unicorns-2019
[2] https://www.constellationr.com/blog-news/creating-modern-digital-workplace-and-employee-experience
[1] https://twitter.com/dhinchcliffe/status/971410437198802945
[1] https://twitter.com/prem_k/status/1187446920446242816
[1] https://www.forbes.com/sites/peterhigh/2019/10/21/breaking-gartner-announces-top-10-strategic-technology-trends-for-2020/
[1] https://twitter.com/techreview/status/1186478189503303680
[1] https://hbr.org/2019/10/building-a-culture-that-embraces-data-and-ai?_lrsc=84183410-2497-4a20-a3e8-811a4bcd1ec8

Top URLs in Tweet in G4:
[9] https://enterprisersproject.com/article/2019/9/digital-transformation-11-lessons
[5] https://www.greentechmedia.com/articles/read/have-we-met-the-internet-of-things-promise-in-buildings?utm_content=104658675&utm_medium=social&utm_source=twitter&hss_channel=tw-17392332
[4] https://www.cardiovascularbusiness.com/topics/practice-management/what-digital-transformation-means-cardiology?utm_content=104628374&utm_medium=social&utm_source=twitter&hss_channel=tw-38306887
[2] https://www.digitalistmag.com/cio-knowledge/2019/07/11/foster-data-strategy-around-literacy-culture-to-create-new-business-value-06199607
[2] https://www.forbes.com/sites/peterbendorsamuel/2019/09/10/artificial-intelligence-why-its-essential-for-digital-platforms/#64f5c8475245
[2] https://blogs.cisco.com/customerexperience/a-step-by-step-guide-to-navigating-digital-transformation?utm_content=103659207&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[1] https://www.straitstimes.com/world/europe/germany-to-unveil-european-cloud-gaia-x-to-rival-amazon-alibaba
[1] https://www.fastcompany.com/90423442/if-more-people-could-work-remotely-the-u-s-economy-could-gain-trillions
[1] https://go.forrester.com/blogs/what-you-can-learn-from-atoss-zero-email-initiative/
[1] https://twitter.com/kashifmanzoor/status/1189083707505704960

Top URLs in Tweet in G5:
[3] https://www.fastcompany.com/90423442/if-more-people-could-work-remotely-the-u-s-economy-could-gain-trillions
[2] https://twitter.com/dhinchcliffe/status/1186997014053023744
[2] https://www.constellationr.com/research/guide-new-actions-and-objects-digital-workplace
[1] https://twitter.com/mdkail/status/1187885489916760065
[1] https://twitter.com/holgermu/status/1186435254749487105
[1] https://fortune.com/2019/09/02/artificial-intelligence-automate-sales/
[1] https://en.m.wikipedia.org/wiki/As_We_May_Think
[1] https://understandinggroup.com/information-architecture/ia-practice/balance-conflicting-demands/
[1] https://understandinggroup.com/information-ar
[1] https://www.hyperoffice.com/blog/2019/10/31/the-changing-language-of-collaboration/

Top URLs in Tweet in G6:
[1] http://www.intelligentworld.institute/LandingPageUTM?eid=998208a6de2e3064f346e351232dcb4bcc6e1b6ff81f8511870f9c492d39a0760deaa90bbb8d58cc891fafed00735afc9acae14b65bfd9859f1b657cc59779df
[1] https://www.sap.com/assetdetail/2019/10/e438dce7-697d-0010-87a3-c30de2ffd8ff.html
[1] https://twitter.com/sapnews/status/1187393035488899073
[1] https://deanofbigdata.com/blogs/f/importance-of-thinking-differently

Top URLs in Tweet in G7:
[2] https://twitter.com/dhinchcliffe/status/1188235123810099200
[2] https://twitter.com/dhinchcliffe/status/1189194455191941120
[1] https://twitter.com/dhinchcliffe/status/1185358675696861184
[1] https://twitter.com/dhinchcliffe/status/1186693686135947264
[1] https://twitter.com/dhinchcliffe/status/1187106458166595585
[1] https://twitter.com/ipfconline1
[1] https://www.zdnet.com/video/portrait-of-a-modern-multi-cloud-data-center/
[1] https://twitter.com/dhinchcliffe/status/1190280534779465733
[1] https://twitter.com/dhinchcliffe/status/1178738293128564736

Top URLs in Tweet in G8:
[1] https://twitter.com/dhinchcliffe/status/1178738293128564736

Top URLs in Tweet in G9:
[1] https://twitter.com/dhinchcliffe/status/1166640510447931393

Top Domains
Top Domains in Tweet in Entire Graph:
[64] forbes.com
[61] twitter.com
[43] constellationr.com
[32] hbr.org
[31] topbots.com
[31] fortune.com
[23] cio.com
[23] inc.com
[22] zdnet.com
[21] siliconangle.com

Top Domains in Tweet in G1:
[35] constellationr.com
[35] forbes.com
[24] hbr.org
[23] inc.com
[21] cio.com
[20] siliconangle.com
[19] twitter.com
[16] seasia.co
[16] techtarget.com
[9] fastcompany.com

Top Domains in Tweet in G2:
[27] topbots.com
[26] fortune.com
[22] forbes.com
[19] enkode.co
[14] zdnet.com
[14] techxplore.com
[13] deanofbigdata.com
[9] informationweek.com
[7] gartner.com
[2] constellationr.com

Top Domains in Tweet in G3:
[16] twitter.com
[13] straitstimes.com
[5] peoplecentered.net
[4] constellationr.com
[2] seasia.co
[2] hbr.org
[1] forbes.com
[1] youtube.com
[1] buff.ly
[1] techtarget.com

Top Domains in Tweet in G4:
[9] enterprisersproject.com
[5] greentechmedia.com
[4] cardiovascularbusiness.com
[2] digitalistmag.com
[2] forbes.com
[2] cisco.com
[1] straitstimes.com
[1] fastcompany.com
[1] forrester.com
[1] twitter.com

Top Domains in Tweet in G5:
[5] twitter.com
[3] fastcompany.com
[2] constellationr.com
[2] understandinggroup.com
[1] fortune.com
[1] wikipedia.org
[1] hyperoffice.com
[1] cio.com
[1] digitalistmag.com

Top Domains in Tweet in G6:
[1] intelligentworld.institute
[1] sap.com
[1] twitter.com
[1] deanofbigdata.com

Top Domains in Tweet in G7:
[10] twitter.com
[1] zdnet.com

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[215] ai
[131] splunkconf19
[128] digitaltransformation
[101] bigdata
[79] cloud
[68] ml
[66] cio
[66] iot
[60] machinelearning
[57] analytics



Top Hashtags in Tweet in G1:
[129] splunkconf19
[104] ai
[95] digitaltransformation
[49] analytics
[47] cio
[40] cx
[38] cloud
[37] datatoeverything
[28] employeeexperience
[28] bigdata

Top Hashtags in Tweet in G2:
[49] ai
[46] machinelearning
[27] bigdata
[19] vr
[14] robots
[9] smartcities
[8] digitaltransformation
[8] cloudcomputing
[7] gartner
[7] technology

Top Hashtags in Tweet in G3:
[25] ciochat
[21] cloud
[20] cce2019
[12] cio
[8] digitaltransformation
[6] cce2018
[5] ai
[5] cx
[5] changeagent
[4] customerexperience

Top Hashtags in Tweet in G4:
[46] ai
[31] finserv
[30] digital
[16] robots
[15] drones
[15] cobot
[15] vr
[15] fintech
[14] augmentedreality
[14] ar

Top Hashtags in Tweet in G5:
[8] employeeexperience
[5] futureofwork
[4] remotework
[3] cx
[3] cio
[3] economy
[2] esn
[2] cmgr
[1] peloton
[1] smartsheetengage

Top Hashtags in Tweet in G6:
[41] bigdata
[40] iot
[40] ml
[39] sapteched
[39] thebestrun
[3] data
[3] experience
[2] ai
[2] artificialintelligence
[1] citrixpartner

Top Hashtags in Tweet in G7:
[2] digitaltransformation
[2] cxo
[1] transparency
[1] community
[1] futureofwork
[1] ai
[1] splunkconf19
[1] cloudcomputing
[1] bigdata
[1] cio

Top Hashtags in Tweet in G9:
[2] futureofwork
[1] cebitaus

Top Hashtags in Tweet in G10:
[2] ai
[2] machinelearning
[2] deeplearning
[2] ff

Top Words
Top Words in Tweet in Entire Graph:
[1227] Words in Sentiment List#1: Positive
[677] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[37789] Non-categorized Words
[39693] Total Words
[1027] dhinchcliffe
[547] rwang0
[452] apguha
[361] data
[306] sarbjeetjohal

Top Words in Tweet in G1:
[596] dhinchcliffe
[409] rwang0
[354] apguha
[201] sarbjeetjohal
[201] pfersht
[171] evankirstel
[164] furrier
[160] schmarzo
[153] data
[150] dhenschen

Top Words in Tweet in G2:
[132] data
[123] ipfconline1
[84] cloud
[82] antgrasso
[73] new
[71] powerful
[71] types
[71] centers
[71] emerge
[71] designed

Top Words in Tweet in G3:
[201] dhinchcliffe
[121] rwang0
[94] sarbjeetjohal
[87] apguha
[79] furrier
[69] layereddelay
[53] joannmoretti
[53] mdkail
[51] schmarzo
[50] evankirstel

Top Words in Tweet in G4:
[190] enricomolinari
[84] ty
[53] dhinchcliffe
[46] #ai
[38] wef
[31] #finserv
[31] evankirstel
[30] #digital
[26] frronconi
[25] alvinfoo

Top Words in Tweet in G5:
[76] dhinchcliffe
[44] rhappe
[35] akwyz
[30] ritazonius
[28] intranetfocus
[28] chieftech
[28] bjoern_n
[26] grissombrad
[26] netjmc
[25] psalvitti

Top Words in Tweet in G6:
[68] ronald_vanloon
[41] #bigdata
[40] partnership
[40] sap
[40] #iot
[40] #ml
[39] data
[39] value
[39] formula
[39] juermueller

Top Words in Tweet in G7:
[3] need
[2] #digitaltransformation
[2] more
[2] dhinchcliffe
[2] vous
[2] #cxo
[2] pour
[2] g
[2] tech
[2] working

Top Words in Tweet in G8:
[11] b
[10] need
[9] business
[9] hacked
[9] infosec
[9] kay
[9] start
[9] getting
[9] more
[9] controls

Top Words in Tweet in G9:
[2] useful
[2] pov
[2] dion
[2] constellationr
[2] #futureofwork
[2] timed
[2] nicely
[2] yesterday
[2] s
[2] cebitaus

Top Words in Tweet in G10:
[2] #ai
[2] chip
[2] uses
[2] thousands
[2] simulated
[2] neurons
[2] function
[2] human
[2] brain
[2] #machinelearning

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[362] dhinchcliffe,rwang0
[152] rwang0,dhenschen
[152] dhenschen,pfersht
[152] pfersht,psb_dc
[122] psb_dc,billmew
[114] billmew,evankirstel
[96] apguha,dhinchcliffe
[96] nigewillson,mvollmer1
[81] cloud,data
[75] sarbjeetjohal,waynesadin

Top Word Pairs in Tweet in G1:
[305] dhinchcliffe,rwang0
[134] rwang0,dhenschen
[134] dhenschen,pfersht
[134] pfersht,psb_dc
[105] psb_dc,billmew
[99] billmew,evankirstel
[74] sarbjeetjohal,waynesadin
[74] nigewillson,mvollmer1
[73] apguha,dhinchcliffe
[67] furrier,sarbjeetjohal

Top Word Pairs in Tweet in G2:
[78] cloud,data
[71] powerful,new
[71] new,types
[71] types,cloud
[71] data,centers
[71] centers,emerge
[71] emerge,designed
[71] designed,help
[71] help,enterprises
[71] enterprises,regain

Top Word Pairs in Tweet in G3:
[52] dhinchcliffe,rwang0
[35] layereddelay,apguha
[32] scobleizer,valaafshar
[31] bevintech,jckgld
[30] jcycio,dhinchcliffe
[30] lmau,sppitt
[29] wlassalle,jcycio
[29] dhinchcliffe,bobegan
[29] bobegan,dchou1107
[29] dchou1107,bevintech

Top Word Pairs in Tweet in G4:
[38] ty,wef
[38] wef,enricomolinari
[29] enricomolinari,#digital
[24] frronconi,chboursin
[24] chboursin,topcybernews
[23] enricomolinari,#ai
[20] alvinfoo,dhinchcliffe
[16] robvank,heinzvhoenen
[15] amazon,delivering
[15] delivering,prime

Top Word Pairs in Tweet in G5:
[28] chieftech,bjoern_n
[27] intranetfocus,ritazonius
[27] ritazonius,chieftech
[25] psalvitti,isabeldeclercq
[24] bjoern_n,psalvitti
[18] netjmc,intranetfocus
[16] akwyz,rhappe
[15] dhinchcliffe,akwyz
[13] grissombrad,dhinchcliffe
[12] dhinchcliffe,rhappe

Top Word Pairs in Tweet in G6:
[40] partnership,sap
[40] #bigdata,#iot
[40] #iot,#ml
[39] data,value
[39] value,formula
[39] formula,juermueller
[39] juermueller,partnership
[39] sap,#sapteched
[39] #sapteched,#thebestrun
[39] #thebestrun,#bigdata

Top Word Pairs in Tweet in G8:
[9] business,hacked
[9] hacked,infosec
[9] infosec,kay
[9] kay,need
[9] need,start
[9] start,getting
[9] getting,more
[9] more,controls
[9] controls,place
[9] place,b

Top Word Pairs in Tweet in G9:
[2] useful,pov
[2] pov,dion
[2] dion,constellationr
[2] constellationr,#futureofwork
[2] #futureofwork,timed
[2] timed,nicely
[2] nicely,yesterday
[2] yesterday,s
[2] s,cebitaus
[2] cebitaus,panel

Top Word Pairs in Tweet in G10:
[2] #ai,chip
[2] chip,uses
[2] uses,thousands
[2] thousands,simulated
[2] simulated,neurons
[2] neurons,function
[2] function,human
[2] human,brain
[2] brain,#machinelearning
[2] #machinelearning,#deeplearning

Top Replied-To
Top Replied-To in Entire Graph:
@apguha
@sarbjeetjohal
@dhinchcliffe
@layereddelay
@alanlepo
@kirkdborne
@enricomolinari
@mylessuer
@akwyz
@iangertler

Top Replied-To in G1:
@apguha
@sarbjeetjohal
@dhinchcliffe
@kirkdborne
@layereddelay
@growbaranowski
@rwang0
@holgermu
@maureenb2b
@matthewegunter

Top Replied-To in G2:
@elisequevedo
@ipfconline1
@mr_gadget
@topcybernews
@glengilmore

Top Replied-To in G3:
@apguha
@layereddelay
@sarbjeetjohal
@alanlepo
@mylessuer
@dhinchcliffe
@digitalcloudgal
@joannmoretti
@akwyz
@dcallahan2

Top Replied-To in G4:
@enricomolinari
@halechris
@dhinchcliffe
@rhappe
@mollyanglin
@netjmc
@heinzvhoenen
@therudingroup
@kevin_jackson

Top Replied-To in G5:
@dhinchcliffe
@rhappe
@alanlepo
@netjmc
@iangertler
@grissombrad
@mollyanglin
@thetimhayden
@christianrenard
@hyperoffice

Top Replied-To in G6:
@exob2b

Top Mentioned
Top Mentioned in Entire Graph:
@dhinchcliffe
@rwang0
@apguha
@sarbjeetjohal
@evankirstel
@furrier
@pfersht
@schmarzo
@antgrasso
@layereddelay

Top Mentioned in G1:
@dhinchcliffe
@rwang0
@apguha
@pfersht
@sarbjeetjohal
@evankirstel
@furrier
@schmarzo
@dhenschen
@psb_dc

Top Mentioned in G2:
@ipfconline1
@antgrasso
@dhinchcliffe
@glengilmore
@a_opidi
@topbots
@tiernanraytech
@forbes
@lisalint
@fortunem

Top Mentioned in G3:
@dhinchcliffe
@rwang0
@sarbjeetjohal
@furrier
@apguha
@layereddelay
@mdkail
@schmarzo
@evankirstel
@joannmoretti

Top Mentioned in G4:
@enricomolinari
@dhinchcliffe
@wef
@evankirstel
@frronconi
@alvinfoo
@chboursin
@topcybernews
@robvank
@crudinschi

Top Mentioned in G5:
@dhinchcliffe
@rhappe
@akwyz
@ritazonius
@intranetfocus
@chieftech
@bjoern_n
@psalvitti
@isabeldeclercq
@grissombrad

Top Mentioned in G6:
@ronald_vanloon
@sap
@juermueller
@citrix
@microsoft
@dhinchcliffe
@leeodden
@tamaramccleary
@kirkdborne
@iangertler

Top Mentioned in G8:
@rotate26chars

Top Mentioned in G9:
@constellationr
@cebitaus
@bigyahu
@hollingsworth
@nic_haze
@nic_hazell
@lynndangau
@reinventurefund
@neighbourlytics

Top Mentioned in G10:
@tamaramccleary
@dhinchcliffe
@cloudpreacher
@rwang0
@marksmithvr
@dhenschen
@mkrigsman
@yvesmulkers
@markmadsen
@weckerson

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@deejayiwan
@evankirstel
@chidambara09
@aldoceccarelli
@walmart
@ronthornton
@santchiweb
@iam__network
@richsimmondsza

Top Tweeters in G1:
@evankirstel
@chidambara09
@aldoceccarelli
@walmart
@santchiweb
@richsimmondsza
@calcaware
@dominos
@cybersec_feeds
@andrewmorrisuk

Top Tweeters in G2:
@arkangelscrap
@ronthornton
@nomoreslaves
@mjoehlerich
@zdnet
@ssxman2
@forbes
@openmarketingtv
@fortunemagazine
@realdjthewriter

Top Tweeters in G3:
@marshacollier
@valaafshar
@wsj
@debraruh
@_steve3_
@yvesmulkers
@kuriharan
@femtech_
@drferdowsi
@bmkatz

Top Tweeters in G4:
@deejayiwan
@swissbusiness
@mashable
@akwyz
@data_nerd
@gvalan
@drumeshprabhu
@talentculture
@004nino
@longitude0

Top Tweeters in G5:
@nancyrubin
@infullbloomus
@adamsconsulting
@juliebhunt
@iangertler
@reillyusa
@therab
@elsua
@hjarche
@activatelearn

Top Tweeters in G6:
@pizzahutxbox
@timothy_hughes
@escamilladavid8
@domingonarvaez1
@jayeshmthakur
@keithkeller
@ronald_vanloon
@mieszko200
@industryai
@wynandbooysen

Top Tweeters in G7:
@iam__network
@berkson0
@chrisheuer
@rodneyheron
@warnemaynae
@r_salenbier
@lamoore
@jacquemyers
@frameworktrain
@briandonovan1

Top Tweeters in G8:
@fxrseen
@tazwake
@cyberodb
@holyshow
@mdennedy
@jwgoerlich
@alexmdunne
@thetorfinnolsen
@rotate26chars

Top Tweeters in G9:
@hollingsworth
@bigyahu
@cebitaus
@asktonyit
@lynndangau
@nic_hazell
@reinventurefund
@neighbourlytics
@nic_haze

Top Tweeters in G10:
@nowthisnews
@mkrigsman
@markmadsen
@marcusborba
@marksmithvr
@shopslam
@cloudpreacher
@tama


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