digitaltransformation, Twitter, 2/15/2020 12:23:24 AM, 221175


FAQ | Problem?

digitaltransformation_2020-02-12_12-19-07.xlsx
digitaltransformation_2020-02-12_12-19-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 15, 2020
Short Description:
digitaltransformation via NodeXL http://bit.ly/39BUj3E
@andrewmorrisuk
@ronald_vanloon
@antgrasso
@ipfconline1
@alvinfoo
@forbes
@mvollmer1
@jimmarous
@hubofml
@dhinchcliffe

Top hashtags:
#digitaltransformation
#ai
#iot
#bigdata
#innovation
#cloud
#5g
#digital
#tech

Description:
Description
The graph represents a network of 3,880 Twitter users whose tweets in the requested range contained "digitaltransformation", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 12 February 2020 at 20:20 UTC.

The requested start date was Wednesday, 12 February 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 21-hour, 14-minute period from Tuesday, 11 February 2020 at 03:46 UTC to Wednesday, 12 February 2020 at 01:00 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 : 3880
Unique Edges : 5829
Edges With Duplicates : 1983
Total Edges : 7812
Number of Edge Types : 4
MentionsInRetweet : 4390
Tweet : 2083
Mentions : 1294
Replies to : 45
Self-Loops : 2083
Reciprocated Vertex Pair Ratio : 0.0180555555555556
Reciprocated Edge Ratio : 0.0354706684856753
Connected Components : 1283
Single-Vertex Connected Components : 866
Maximum Vertices in a Connected Component : 1828
Maximum Edges in a Connected Component : 5475
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.235782
Graph Density : 0.000340918453315899
Modularity : 0.583649
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 3,880 Twitter users whose tweets in the requested range contained "digitaltransformation", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 12 February 2020 at 20:20 UTC.

The requested start date was Wednesday, 12 February 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 21-hour, 14-minute period from Tuesday, 11 February 2020 at 03:46 UTC to Wednesday, 12 February 2020 at 01:00 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 : digitaltransformation
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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[33] https://www.ptc.com/en/product-lifecycle-report/digital-transformation-strategy
[28] http://www.xorlogics.com/2019/08/26/how-companies-can-overcome-the-challenges-to-their-digital-transformation/
[26] https://www.splunk.com/en_us/blog/leadership/data-and-the-evolution-of-the-digital-transformation-journey.html
[20] https://www.zdnet.com/article/5g-and-iot-how-small-businesses-will-make-the-most-of-the-revolution/
[17] https://www.cmswire.com/information-management/how-cios-can-manage-digital-transformation/
[16] https://www.forbes.com/sites/evansparks/2019/12/19/2020-predictions-for-ai-dl-and-ml/#61733cbf61b2
[16] https://twinybots.ch/
[15] https://www.forbes.com/sites/forbestechcouncil/2020/02/03/10-predictions-for-a-new-decade-how-5g-digital-transformation-and-cloud-will-impact-how-we-work/
[14] https://www.analyticsinsight.net/driving-digital-transformation-rpa-ml-workflow-automation/
[14] https://thefinancialbrand.com/92919/banking-must-fill-the-digital-transformation-skills-gap/

Top URLs in Tweet in G1:
[13] https://digitaltelcos.com/
[6] https://www.forbes.com/sites/evansparks/2019/12/19/2020-predictions-for-ai-dl-and-ml/#61733cbf61b2
[5] http://Futurexact.com
[5] https://twinybots.ch/
[4] https://www.linkedin.com/pulse/information-opportunity-mark-j-barrenechea/
[3] http://flevy.com/download/tweet-116
[2] https://www.cmswire.com/information-management/how-cios-can-manage-digital-transformation/
[2] https://www.heraldscotland.com/business_hq/18225698.5g-glasgow-test-bed-run-autonomous-vehicles-next-year/?platform=hootsuite
[2] https://rpa.tricentis.com/blog/top-rpa-reads-january-2020
[2] https://www2.deloitte.com/us/en/insights/focus/technology-and-the-future-of-work/machine-learning-qualitative-data.html

Top URLs in Tweet in G2:
[31] https://www.ptc.com/en/product-lifecycle-report/digital-transformation-strategy
[12] https://www.forbes.com/sites/forbestechcouncil/2020/02/03/10-predictions-for-a-new-decade-how-5g-digital-transformation-and-cloud-will-impact-how-we-work/
[9] https://constructech.com/housing-in-us-reaches-33-6-trillion/
[8] https://constructech.com/whats-your-innovation/
[7] http://www.analytikus.com/single-post/2018/07/25/Unlocking-the-Value-in-Data-to-Help-Serve-Customers
[6] https://constructech.com/ai-in-a-volatile-environment/
[6] https://www.analyticsinsight.net/digital-transformation-paving-a-new-path-towards-digital-world/
[4] https://magnetoitsolutions.com/infographic/artificial-intelligence-in-ecommerce
[4] https://peggysmedleyshow.com/
[3] https://takeitpersonelly.com/2019/04/04/elements-of-a-good-digital-transformation-framework/

Top URLs in Tweet in G3:
[24] https://www.splunk.com/en_us/blog/leadership/data-and-the-evolution-of-the-digital-transformation-journey.html
[13] https://www.cmswire.com/information-management/how-cios-can-manage-digital-transformation/
[7] https://www.cmswire.com/information-management/how-cios-can-manage-digital-transformation/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+How%2520CIOs%2520Can%2520Manage%2520Digital%2520Transformation#.XkG_sZSxcCg.twitter
[6] https://twinybots.ch/
[5] http://smarsoftconsulting.com/blog/the-critical-role-of-erp-in-enterprise-digital-transformation/
[5] http://r.socialstudio.radian6.com/5bad5488-24bd-4b99-965a-ac512b67a3ad
[4] https://rpa.tricentis.com/blog/top-rpa-reads-january-2020
[3] https://www.enterprisetimes.co.uk/2020/01/15/using-cloud-migration-to-power-digital-transformation/
[3] https://www.youtube.com/watch?v=JpOmYeq0NbU&feature=youtu.be

[2] https://thefinancialbrand.com/92919/banking-must-fill-the-digital-transformation-skills-gap/

Top URLs in Tweet in G4:
[19] https://www.zdnet.com/article/5g-and-iot-how-small-businesses-will-make-the-most-of-the-revolution/
[9] https://www.forbes.com/sites/evansparks/2019/12/19/2020-predictions-for-ai-dl-and-ml/#61733cbf61b2
[6] https://www.analyticsinsight.net/driving-digital-transformation-rpa-ml-workflow-automation/
[4] https://www.forbes.com/sites/cognitiveworld/2020/02/09/why-the-race-for-ai-dominance-is-more-global-than-you-think/#54e3b493121f
[3] https://www.forbes.com/sites/simonchandler/2020/02/05/how-ai-is-making-software-development-easier-for-companies-and-coders/?ss=ai#2ee23af56641
[3] https://autome.me/category/culture-news/
[3] http://www.xorlogics.com/2019/08/26/how-companies-can-overcome-the-challenges-to-their-digital-transformation/
[3] https://www.gigabitmagazine.com/ai/making-most-ai-and-automation-steps-success
[2] https://link.medium.com/AL0EwnacH3
[2] https://towardsdatascience.com/how-to-effectively-employ-an-ai-strategy-in-your-business-d43f41aa3b04

Top URLs in Tweet in G5:
[11] https://thefinancialbrand.com/92919/banking-must-fill-the-digital-transformation-skills-gap/
[7] https://thefinancialbrand.com/92919/banking-must-fill-the-digital-transformation-skills-gap/?smedia-twt-jm
[6] https://iiot-world.com/connected-industry/what-does-it-mean-to-digitally-transform-manufacturing/
[3] https://thefinancialbrand.com/87080/digital-banking-transformation-research-trends-future/?smedia-twt-jm
[3] https://www.scoop.it/topic/digital-transformation-leadership/p/4114848692/2020/02/03/it-s-time-to-get-real-about-digital-transformation?utm_medium=social&utm_source=twitter
[3] https://techcrunch.com/2020/02/11/meet-500-startups-26th-batch-of-startups/
[2] https://techhq.com/2019/04/the-five-types-of-digital-transformation/
[2] https://techhq.com/2020/02/banks-have-big-plans-for-tech-but-investors-need-convincing/
[2] https://www.theee.io/2020/02/10/981-what-can-ai-really-do-for-me/
[2] https://thefinancialbrand.com/92919/banking-digital-transformation-future-work/

Top URLs in Tweet in G6:
[5] https://www.cio.com/article/3521010/eli-lilly-ai-automates-adverse-reaction-reporting.html#tk.rss_digitaltransformation
[5] https://buff.ly/2HKAjRa
[4] http://www.computerweekly.com/
[2] https://www.forbes.com/sites/enriquedans/2020/02/10/digital-transformation-is-happening-in-our-policeforces/
[2] https://www.cio.com/article/3521009/security-vs-innovation-its-trickiest-balancing-act.html#tk.rss_digitaltransformation
[2] https://blog.cimicorp.com/?p=4014&utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+CIMIPublicBlog+%28Welcome+to+CIMI+Corporation%27s+Public+Blog%29
[2] https://www.delltechnologies.com/en-us/perspectives/how-ai-the-edge-and-real-time-insights-will-fuel-smart-manufacturing/
[2] https://twinybots.ch/
[2] https://enterprisersproject.com/article/2020/2/digital-transformation-3-reality-checks
[2] https://paper.li/UK_CIF/1494252160?edition_id=17195550-4bed-11ea-b042-0cc47a0d1609

Top URLs in Tweet in G7:
[4] https://thefinancialbrand.com/87080/digital-banking-transformation-research-trends-future/?smedia-twt-jm
[2] https://www.amazon.co.uk/dp/1780173458
[2] https://www.analyticsinsight.net/driving-digital-transformation-rpa-ml-workflow-automation/
[2] https://coruzant.com/digital-strategy/ceos-must-invest-in-digital-transformation
[1] https://twitter.com/i/web/status/1227151906511958021
[1] https://twitter.com/i/web/status/1227152750061985793
[1] https://twitter.com/i/web/status/1227162606571524096
[1] https://twitter.com/i/web/status/1227162783529230337
[1] https://twitter.com/i/web/status/1227175798588747776
[1] https://twitter.com/i/web/status/1227378718177480705

Top URLs in Tweet in G8:
[23] http://www.xorlogics.com/2019/08/26/how-companies-can-overcome-the-challenges-to-their-digital-transformation/
[3] https://www.forbes.com/sites/neiledwards/2020/02/04/new-study-underscores-the-top-digital-trends-changing-the-cfo-role-today/#6974b6a77de1
[2] https://www.forbes.com/sites/forbestechcouncil/2020/02/03/10-predictions-for-a-new-decade-how-5g-digital-transformation-and-cloud-will-impact-how-we-work/#714fe6f75407
[1] https://twitter.com/i/web/status/1227261148577304577
[1] https://twitter.com/i/web/status/1227085337526231040
[1] https://twitter.com/i/web/status/1227130886828822529
[1] https://twitter.com/i/web/status/1227176144623087616
[1] https://twitter.com/i/web/status/1227221472730636288
[1] https://twitter.com/i/web/status/1227266654855401472
[1] https://twitter.com/i/web/status/1227313171188285440

Top URLs in Tweet in G9:
[4] https://www.nytimes.com/2020/02/10/technology/white-house-earmarks-new-money-for-ai-and-quantum-computing.html?utm_content=bufferfc496&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.weforum.org/agenda/2019/12/fourth-industrial-revolution-higher-education-challenges/
[3] https://e-learning-teleformacion.blogspot.com/2020/01/inteligencia-artificial-casos-de-uso-y.html
[2] https://e-learning-teleformacion.blogspot.com/2020/02/yo-infografio-tu-infografias-el-know.html
[2] https://medium.com/@eraser/coinscrum-alternative-stage-london-299bd80aef89?source=friends_link&sk=f3f7a6c678523b5aca37d80092c89d63
[1] https://towardsdatascience.com/eight-expert-predictions-for-ai-technology-in-2020-discussed-306647a86969?utm_content=buffer983ef&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/1227356652803907584
[1] https://twitter.com/i/web/status/1227285928365953024
[1] https://www.forbes.com/sites/bernardmarr/2020/02/10/8-powerful-examples-of-ai-for-good/?utm_content=buffer20235&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#2f0df130d18a
[1] https://twitter.com/i/web/status/1227180295889260544

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1227159495366905857
[1] https://twitter.com/i/web/status/1227266941489995777
[1] https://twitter.com/i/web/status/1227261938675208194
[1] https://twitter.com/i/web/status/1227262209581080577

Top Domains
Top Domains in Tweet in Entire Graph:
[2119] twitter.com
[97] forbes.com
[69] paper.li
[43] linkedin.com
[38] thefinancialbrand.com
[38] youtube.com
[34] ptc.com
[33] constructech.com
[28] xorlogics.com
[28] cmswire.com

Top Domains in Tweet in G1:
[872] twitter.com
[26] linkedin.com
[17] youtube.com
[15] forbes.com
[14] digitaltelcos.com
[8] paper.li
[7] co.uk
[5] futurexact.com
[5] twinybots.ch
[4] medium.com

Top Domains in Tweet in G2:
[211] twitter.com
[31] ptc.com
[28] constructech.com
[26] forbes.com
[8] analyticsinsight.net
[8] ziftsolutions.com
[7] analytikus.com
[6] ow.ly
[4] magnetoitsolutions.com
[4] weforum.org

Top Domains in Tweet in G3:
[170] twitter.com
[24] splunk.com
[21] cmswire.com
[7] forbes.com
[7] linkedin.com
[6] twinybots.ch
[5] smarsoftconsulting.com
[5] radian6.com
[4] co.uk
[4] techhq.com

Top Domains in Tweet in G4:
[42] twitter.com
[23] forbes.com
[19] zdnet.com
[6] analyticsinsight.net
[5] gigabitmagazine.com
[3] datasciencecentral.com
[3] visualcapitalist.com
[3] autome.me
[3] xorlogics.com
[2] medium.com

Top Domains in Tweet in G5:
[48] twitter.com
[26] thefinancialbrand.com
[14] faveeo.com
[7] iiot-world.com
[4] paper.li
[4] techhq.com
[3] scoop.it
[3] theee.io
[3] techcrunch.com
[2] mckinsey.com

Top Domains in Tweet in G6:
[57] twitter.com
[7] cio.com
[5] computerweekly.com
[5] buff.ly
[4] paper.li
[3] iotforall.com
[3] cimicorp.com
[3] venturebeat.com
[2] forbes.com
[2] tmforum.org

Top Domains in Tweet in G7:
[46] twitter.com
[4] thefinancialbrand.com
[2] co.uk
[2] analyticsinsight.net
[2] coruzant.com
[1] techhq.com
[1] forbes.com
[1] youtube.com
[1] infosecurity-magazine.com
[1] diginomica.com

Top Domains in Tweet in G8:
[29] twitter.com
[23] xorlogics.com
[6] forbes.com
[1] paradigm-interactions.com
[1] itrportal.com
[1] brookings.edu
[1] ptc.com
[1] co.uk
[1] datamation.com
[1] onalytica.com

Top Domains in Tweet in G9:
[37] twitter.com
[8] blogspot.com
[6] medium.com
[4] nytimes.com
[3] weforum.org
[2] constructech.com
[1] towardsdatascience.com
[1] forbes.com
[1] brookings.edu
[1] hackernoon.com

Top Domains in Tweet in G10:
[4] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2569] digitaltransformation
[692] ai
[522] iot
[221] bigdata
[214] innovation
[199] cloud
[161] 5g
[159] digital
[155] tech
[140] robotics



Top Hashtags in Tweet in G1:
[440] digitaltransformation
[59] tech
[44] innovation
[43] digital
[28] ai
[22] technology
[21] transformation
[20] cloud
[20] blockchain
[20] iot

Top Hashtags in Tweet in G2:
[473] digitaltransformation
[261] ai
[250] iot
[105] bigdata
[91] 5g
[75] robotics
[72] cybersecurity
[68] artificialintelligence
[64] machinelearning
[60] cloud

Top Hashtags in Tweet in G3:
[332] digitaltransformation
[36] ai
[35] digital
[20] iot
[16] innovation
[13] blockchain
[12] transformation
[11] dlt
[10] cios
[10] technology

Top Hashtags in Tweet in G4:
[176] digitaltransformation
[159] ai
[99] iot
[61] robotic
[61] robot
[61] bigdata
[42] china
[39] robotics
[37] retail
[37] industry40

Top Hashtags in Tweet in G5:
[91] digitaltransformation
[31] banking
[20] fintech
[15] ai
[7] futureofwork
[7] digital
[7] iot
[5] finserv
[5] innovation
[5] industrialinternetofthings

Top Hashtags in Tweet in G6:
[111] digitaltransformation
[40] ai
[28] iot
[4] dataprotection
[4] cio
[4] 5g
[4] imageannotation
[4] virtualreality
[4] artficialintelligence
[4] digital

Top Hashtags in Tweet in G7:
[104] digitaltransformation
[29] ai
[27] tech
[19] cmgimpact2020
[16] iot
[12] robotics
[12] automation
[9] robots
[9] ml
[8] blockchain

Top Hashtags in Tweet in G8:
[37] digitaltransformation
[9] strategy
[6] iot
[6] ai
[4] digitalisation
[4] endgoal
[4] smartcities
[4] coralgables
[3] digital
[3] ux

Top Hashtags in Tweet in G9:
[35] digitaltransformation
[22] iot
[13] ai
[11] cloud
[10] bigdata
[7] datasecurity
[7] cibersecurity
[7] analytics
[7] internetofthings
[7] smartcities

Top Hashtags in Tweet in G10:
[36] roadmap
[36] integration
[36] cloud

Top Words
Top Words in Tweet in Entire Graph:
[3117] Words in Sentiment List#1: Positive
[1114] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[84862] Non-categorized Words
[89093] Total Words
[2570] #digitaltransformation
[746] gt
[692] #ai
[681] digital
[522] #iot

Top Words in Tweet in G1:
[440] #digitaltransformation
[165] digital
[107] more
[96] transformation
[87] data
[76] customer
[69] business
[59] #tech
[58] drive
[55] helps

Top Words in Tweet in G2:
[548] gt
[473] #digitaltransformation
[261] #ai
[250] #iot
[132] mikequindazzi
[110] wef
[105] #bigdata
[94] ravikikan
[91] #5g
[75] #robotics

Top Words in Tweet in G3:
[332] #digitaltransformation
[88] digital
[69] business
[68] transformation
[58] gt
[45] dhinchcliffe
[40] spend
[40] major
[39] data
[38] enterprises

Top Words in Tweet in G4:
[176] #digitaltransformation
[159] #ai
[149] mvollmer1
[146] city
[104] haroldsinnott
[99] #iot
[99] jblefevre60
[98] smaller
[80] paula_piccard
[73] taxi

Top Words in Tweet in G5:
[91] #digitaltransformation
[52] digital
[35] jimmarous
[31] #banking
[27] transformation
[21] banking
[21] bridge
[21] growing
[21] gap
[20] #fintech

Top Words in Tweet in G6:
[111] #digitaltransformation
[53] cc
[47] digital
[40] #ai
[28] iot
[28] #iot
[28] ai
[27] transformation
[23] gt
[23] digital_trans4m

Top Words in Tweet in G7:
[104] #digitaltransformation
[29] #ai
[27] #tech
[19] #cmgimpact2020
[16] #iot
[16] helps
[15] digital
[14] data
[13] transformation
[13] one

Top Words in Tweet in G8:
[37] #digitaltransformation
[29] digital
[27] gt
[26] companies
[26] transformation
[24] lindagrass0
[24] challenges
[24] link
[23] overcome
[23] xorlogics

Top Words in Tweet in G9:
[35] #digitaltransformation
[26] blockchain
[22] #iot
[13] #ai
[12] wswmuc
[11] #cloud
[10] #bigdata
[10] eraser
[9] white
[9] data

Top Words in Tweet in G10:
[36] know
[36] stakeholders
[36] interested
[36] #roadmap
[36] detailing
[36] saps
[36] #integration
[36] plan
[36] #cloud
[35] chrstnklein

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[447] gt,gt
[365] digital,transformation
[101] mikequindazzi,gt
[96] #digitaltransformation,#iot
[92] drive,#digitaltransformation
[82] paula_piccard,haroldsinnott
[81] haroldsinnott,jblefevre60
[77] taxi,prototype
[77] cheap,flights
[77] flights,city

Top Word Pairs in Tweet in G1:
[80] digital,transformation
[50] drive,#digitaltransformation
[48] smbs,hungry
[48] brings,customer
[48] customer,data
[48] data,together
[48] together,helps
[48] helps,drive
[46] hungry,#tech
[46] #tech,brings

Top Word Pairs in Tweet in G2:
[359] gt,gt
[84] mikequindazzi,gt
[61] #ai,#iot
[50] questions,define
[50] define,#digitaltransformation
[50] #digitaltransformation,#infographics
[50] #infographics,ravikikan
[48] ravikikan,schmarzo
[47] schmarzo,timothy_hughes
[42] gt,#ai

Top Word Pairs in Tweet in G3:
[61] digital,transformation
[38] enterprises,spend
[38] spend,entire
[38] entire,business
[38] undergoing,major
[37] business,orgs
[37] orgs,undergoing
[35] major,#digitaltransformation
[35] dhinchcliffe,enterprises
[28] gt,gt

Top Word Pairs in Tweet in G4:
[78] paula_piccard,haroldsinnott
[77] haroldsinnott,jblefevre60
[73] taxi,prototype
[73] cheap,flights
[73] flights,city
[73] city,city
[73] city,intengineering
[72] prototype,promises
[72] promises,cheap
[70] mvollmer1,taxi

Top Word Pairs in Tweet in G5:
[21] bridge,growing
[20] digital,transformation
[20] skills,gap
[14] banking,bridge
[14] growing,digital
[14] transformation,skills
[11] disruption,mindset
[11] mindset,digital
[11] digital,organization
[11] organization,interview

Top Word Pairs in Tweet in G6:
[37] #digitaltransformation,cc
[27] digital,transformation
[18] #ai,#digitaltransformation
[16] #digitaltransformation,#iot
[16] #iot,cc
[13] gt,gt
[6] artificial,intelligence
[6] rpa,ml
[6] ml,workflow
[6] workflow,automation

Top Word Pairs in Tweet in G7:
[13] digital,transformation
[13] drive,#digitaltransformation
[12] smbs,hungry
[12] hungry,#tech
[12] #tech,brings
[12] brings,customer
[12] customer,data
[12] data,together
[12] together,helps
[12] helps,drive

Top Word Pairs in Tweet in G8:
[25] digital,transformation
[24] link,gt
[23] companies,overcome
[23] overcome,challenges
[23] challenges,digital
[23] transformation,link
[22] lindagrass0,companies
[22] gt,xorlogics
[9] #digitaltransformation,#strategy
[8] #strategy,embracing

Top Word Pairs in Tweet in G9:
[8] nuevo,paradigma
[8] paradigma,blockchain
[8] joaquinmoreno,blockchain
[8] blockchain,practice
[8] practice,globant
[7] white,house
[7] #iot,#datasecurity
[7] #datasecurity,#cloud
[7] #cloud,#cibersecurity
[7] #cibersecurity,#bigdata

Top Word Pairs in Tweet in G10:
[36] know,stakeholders
[36] stakeholders,interested
[36] interested,#roadmap
[36] #roadmap,detailing
[36] detailing,saps
[36] saps,#integration
[36] #integration,plan
[36] plan,#cloud
[35] chrstnklein,know
[35] #cloud,wai

Top Replied-To
Top Replied-To in Entire Graph:
@tatacompanies
@nyike
@sapience
@joesultana15
@proof_digital
@oracleopenworld
@haroldsinnott
@conga
@avnisinghal7
@realgenekim

Top Replied-To in G1:
@sapience

Top Replied-To in G3:
@nyike
@vito_grassi
@sap
@halechris
@matthewlhiller

Top Replied-To in G5:
@haroldsinnott
@jimmarous

Top Replied-To in G6:
@dez_blanchfield
@bizhour

Top Replied-To in G7:
@oracleopenworld

Top Replied-To in G8:
@lindagrass0
@deutschebank

Top Mentioned
Top Mentioned in Entire Graph:
@mvollmer1
@haroldsinnott
@mikequindazzi
@ronald_vanloon
@jblefevre60
@wef
@antgrasso
@alvinfoo
@ravikikan
@paula_piccard

Top Mentioned in G1:
@acceler8c
@kgllife
@amzurtech
@wavemaker
@cpcchangeagent
@kodiakrating
@marxtango

Top Mentioned in G2:
@wef
@ravikikan
@antgrasso
@mikequindazzi
@zinghr
@schmarzo
@ronald_vanloon
@timothy_hughes
@forbes
@claudiomkd

Top Mentioned in G3:
@dhinchcliffe
@douglasmerritt
@mylessuer
@splunk
@vito_grassi
@rwan
@sap
@nyike
@cisco
@sherriecr

Top Mentioned in G4:
@mvollmer1
@haroldsinnott
@jblefevre60
@paula_piccard
@intengineering
@alvinfoo
@ronald_vanloon
@helene_wpli
@mikequindazzi
@tomraftery

Top Mentioned in G5:
@jimmarous
@iiot_world
@charleneli
@altimetergroup
@theee_io
@ralexjimenez
@evankirstel
@fogoros
@financialbrand
@psb_dc

Top Mentioned in G6:
@digital_trans4m
@antgrasso
@commvault
@allabout5g
@tamaramccleary
@mikequindazzi
@paula_piccard
@tiffani_bova
@delltech
@astradaihatsuid

Top Mentioned in G7:
@vladobotsvadze
@retomarket
@smbgroup
@issquaredinc
@oneragtime
@anoushnajarian
@treasadovander
@ajzander
@randymccoy_cfo
@chriswalkeribm

Top Mentioned in G8:
@xorlogics
@lindagrass0
@d2twelve
@accenture
@dense_networks
@signiflow
@wiprodigital
@meghanmbiro
@antgrasso
@smartcityvwpts

Top Mentioned in G9:
@wswmuc
@eraser
@joaquinmoreno
@globant
@prolucid
@nytimes
@elmuelledelasal
@grattonboy
@zensar
@martinrayo

Top Mentioned in G10:
@chrstnklein
@haydon_chris
@arunsrinivasan3

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jal_official_jp
@o2
@medicinehelp
@british_airways
@edinburghwatch
@dhruvbhim
@chidambara09
@evankirstel
@deejayiwan

Top Tweeters in G1:
@csa_dvillamizar
@torillo59
@freshsalis
@arsalanakhan
@chiya_kichiku
@bbva
@karntna_bua
@dataaugmented
@vizworld
@fortivus

Top Tweeters in G2:
@sectest9
@chidambara09
@cybersec_feeds
@rvp
@fintechna
@sherbah46958042
@trippbraden
@akwyz
@nancyrubin
@entwistletx

Top Tweeters in G3:
@startupnws
@mcdonalds
@andrewmorrisuk
@tweetinggoddess
@rwang0
@hubbucket
@7wdata
@profdrpassos
@techrepublic
@genericgene

Top Tweeters in G4:
@sudeepkhatri
@tess_blue815
@calcaware
@lelkan
@shicooks
@nomoreslaves
@bbcworld
@2601manish
@openmarketingtv
@bernardo_pirola

Top Tweeters in G5:
@evankirstel
@shellykramer
@marciasgreen
@bcstrat
@psb_dc
@ralexjimenez
@freedomfirecom
@iheartfintech
@techaggreg
@rosycoaching

Top Tweeters in G6:
@deejayiwan
@biconnections
@dariosailor86
@dez_blanchfield
@bizhour
@allabout5g
@pa
@imoyse
@e_nterdiscipl
@edgeiotai

Top Tweeters in G7:
@clairebotai
@kevinaudigier
@adamsconsulting
@fcfortune
@socialmedia2day
@natschooler
@touchme4youle
@wil_bielert
@vladobotsvadze
@rizal2407

Top Tweeters in G8:
@edinburghwatch
@reuters
@onang_pribadi
@meghanmbiro
@digitalogi
@johnverdon
@onalytica
@raybordogna
@dbi_srl
@userexperienceu

Top Tweeters in G9:
@eraser
@nytimes
@grattonboy
@grattongirl
@slackhq
@primozago
@euronews
@splash_247
@bw
@industryai

Top Tweeters in G10:
@sameerpatel
@ahess247
@lsreyesv
@oliver
@sap_bayarea
@fred_page
@rejindra
@kernra
@sherryannemeyer
@saplabsindia