The graph represents a network of 5,234 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, 28 October 2020 at 12:22 UTC.
The requested start date was Wednesday, 28 October 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 1-day, 15-hour, 52-minute period from Monday, 26 October 2020 at 08:08 UTC to Wednesday, 28 October 2020 at 00:01 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
Vertices : 5234
Unique Edges : 4859
Edges With Duplicates : 9968
Total Edges : 14827
Number of Edge Types : 5
Tweet : 2864
Retweet : 3980
MentionsInRetweet : 5756
Mentions : 2111
Replies to : 116
Self-Loops : 3019
Reciprocated Vertex Pair Ratio : 0.0165925925925926
Reciprocated Edge Ratio : 0.0326435441562227
Connected Components : 1392
Single-Vertex Connected Components : 951
Maximum Vertices in a Connected Component : 3018
Maximum Edges in a Connected Component : 12094
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.796841
Graph Density : 0.00025053376250962
Modularity : 0.415745
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 5,234 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, 28 October 2020 at 12:22 UTC.
The requested start date was Wednesday, 28 October 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 1-day, 15-hour, 52-minute period from Monday, 26 October 2020 at 08:08 UTC to Wednesday, 28 October 2020 at 00:01 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".
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 URLs in Tweet in Entire Graph:
[52] https://thehvntersreport.blogspot.com/2020/10/email-marketing-mistakes-to-avoid.html [48] https://twinybots.ch/ [38] https://www.faridrifaie.my.id/2019/06/python-frameworks-for-data-science.html [27] https://medium.com/@mattybv3/learn-data-science-from-scratch-curriculum-with-20-free-online-courses-8cff96d6cbe5 [26] https://thefinancialbrand.com/103613/digital-banking-transformation-data-quality-cx-experience/?smedia-twt-jm [25] https://www.startus-insights.com/innovators-guide/top-10-industry-4-0-trends-innovations-2020-beyond/ [20] https://www.cio.com/article/3566029/digital-transformation-powered-by-machine-learning.html [18] https://www.forbes.com/sites/joemckendrick/2019/10/10/theres-an-art-to-artificial-intelligence/?utm_content=143842168&utm_medium=social&utm_source=twitter&hss_channel=tw-4337144594#19f83841133a [17] https://technative.io/digital-transformation-starts-with-software-development/ [16] https://www.scoop.it/topic/digital-transformation-leadership/p/4121486922/2020/10/27/the-tech-behind-a-digital-transformation?utm_medium=social&utm_source=twitter Top URLs in Tweet in G1:
[4] https://www.arrayasolutions.com/cloud-migration-checklist-8-things-to-do-before-your-first-project/ [4] https://www.researchgate.net/publication/342134613_The_emerging_need_for_touchless_interaction_technologies [3] https://cli.re/ripple220eng?utm_campaign=chimpify&utm_medium=social&utm_source=twitter.com&utm_content=5f6a2a96a858729c068b458e [3] https://wizshops.com:443/ [2] https://thealtitudeagency.com/avoiding-the-development-money-pit/ [2] https://www.ict4dconference.org/resources/podcast/ [2] https://thefinancialbrand.com/102882/digital-transformation-banking-ai-cloud-technology-innovation-systems-culture/ [2] https://enterprisersproject.com/article/2020/10/digital-transformation-5-ways-win-over-skeptics [2] https://spendmatters.com/2020/10/26/procurement-data-integration-a-crucial-step-in-digital-transformation/?utm_source=dlvr.it&utm_medium=twitter [2] https://event.webcasts.com/starthere.jsp?ei=1362298&tp_key=eadbfa2f66&sti=portal-1362298-sc Top URLs in Tweet in G2:
[29] https://www.faridrifaie.my.id/2019/06/python-frameworks-for-data-science.html [25] https://medium.com/@mattybv3/learn-data-science-from-scratch-curriculum-with-20-free-online-courses-8cff96d6cbe5 [23] https://thefinancialbrand.com/103613/digital-banking-transformation-data-quality-cx-experience/?smedia-twt-jm [22] https://www.startus-insights.com/innovators-guide/top-10-industry-4-0-trends-innovations-2020-beyond/ [16] https://www.cio.com/article/3566029/digital-transformation-powered-by-machine-learning.html [14] https://medium.com/@venkat34.k/how-many-ways-to-use-ai-for-mobile-app-development-2df6d0a87353 [12] https://www.forbes.com/sites/joemckendrick/2019/10/10/theres-an-art-to-artificial-intelligence/?utm_content=143842168&utm_medium=social&utm_source=twitter&hss_channel=tw-4337144594#19f83841133a [9] https://www.ciodive.com/news/CIO-IT-leadership-next-normal/586515/?:%20CIO%20Dive:%20Daily%20Dive%2010-10-2020 [9] https://www.weforum.org/agenda/2020/10/6-changes-needed-to-upskill-workers-for-the-robotics-age?utm_source=twitter&utm_medium=social_scheduler&utm_term=Workforce+and+Employment&utm_content=27/10/2020+07:00 [9] https://twinybots.ch/ Top URLs in Tweet in G3:
[15] https://technative.io/digital-transformation-starts-with-software-development/ [9] https://twinybots.ch/ [8] - [6] https://www.datadoghq.com/ja/event/v-summit-japan/?utm_source=Trade+Show&utm_medium=VirtualEvent&utm_campaign=VirtualEvent-202010DatadogSummitJapanJI [5] https://www.forbes.com/sites/forbesbusinessdevelopmentcouncil/2020/07/31/six-challenges-of-digital-transformation-in-banking/#2f53a39021f9 [5] https://thefinancialbrand.com/103613/digital-banking-transformation-data-quality-cx-experience/ [4] https://www.scoop.it/topic/digital-transformation-leadership/p/4121486922/2020/10/27/the-tech-behind-a-digital-transformation?utm_medium=social&utm_source=twitter [4] 2020 [4] : [4] https://www.itproportal.com/features/four-digital-transformation-priorities-for-the-covid-19-era/ Top URLs in Tweet in G4:
[45] https://thehvntersreport.blogspot.com/2020/10/email-marketing-mistakes-to-avoid.html [9] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fitnext.io%2Fre-sorting-web-based-tabs-like-it-works-in-google-chrome-38d749fc8ede [8] https://www.siliconrepublic.com/people/data-science-women-in-stem [6] https://www.domainfq.com/HeadlessCMS.co [6] https://github.com/neomjs/neo [6] https://www.heraldsun.com.au/leader/south-east/news-story/3616cd2bba5d6a4b3456682cc28c2803 [5] https://www.smallcapvoice.com/9-18-19-smallcapvoice-interview-iiot-oxys-itox/ [5] https://versicherungsmonitor.de/2020/10/25/virtuelles-netzwerken/ [5] https://link.medium.com/dhoKp8IDJab [4] https://twitter.com/rneelmani/status/1320654881959469059 Top URLs in Tweet in G5:
[10] https://www.informationweek.com/big-data/ai-machine-learning/should-ai-be-part-of-your-digital-transformation-strategy/a/d-id/1339156 [7] https://enterprisersproject.com/article/2020/10/digital-transformation-9-emerging-roles [4] https://enterprisersproject.com/article/2020/10/digital-transformation-4-contrarian-tips-measure-success [4] https://techbeacon.com/enterprise-it/age-value-stream-what-your-software-team-needs-know [3] https://www.reportdoor.com/is-tesla-just-a-series-of-startups-elon-musk-lays-out-the-case/ [3] https://www.arcweb.com/industry-best-practices/new-fda-food-safety-regulation-drives-digital-transformation-food-supply [2] https://www.everestgrp.com/2019-12-a-future-view-of-clinical-trials-market-insights-51954.html/ [2] https://dev.to/velikachuprina/machine-learning-and-ai-in-food-industry-solutions-and-potential-3kp [2] https://www.cio.com/article/3566029/digital-transformation-powered-by-machine-learning.html [2] https://peggysmedleyshow.com/ Top URLs in Tweet in G6:
[4] https://healthtechmagazine.net/article/2020/03/digital-transformation-healthcare-4-ways-build-smart-roadmap [3] https://thehvntersreport.blogspot.com/2020/10/email-marketing-mistakes-to-avoid.html [3] https://marketplace.joget.org/jw/web/userview/mp/mpp/_/vad?id=app_taskmgnttrack [2] https://www.linkedin.com/pulse/how-digital-transformation-beneficial-e-commerce-sector-marie-weaver/ [2] https://robert-kovach.com/2020/10/14/getting-companies-ready-2021/ [2] https://www.expenseondemand.com/expense-report-app-how-much-get-expense-report-software-and-steer-clear-of-nasty-surprises [2] https://www.ciena.com/about/newsroom/podcasts/building-digital-resiliency-tips-from-vodafone-and-idc.html?utm_source=Twitter&utm_medium=Social&utm_campaign=X379513 [2] https://acuvate.com/blog/how-is-modern-integration-approach-driving-the-future-of-digital-transformation/?utm_content=buffer22fd8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer [2] https://aithority.com/it-and-devops/cloud/atos-to-acquire-leading-cyber-security-consulting-company-sec-consult/ [1] https://www.embedded-computing.com/home-page/top-iot-app-development-platforms-and-tools-to-use-in-2020 Top URLs in Tweet in G7:
[4] https://www.dig-in.com/opinion/pwc-insurance-4-key-components-to-a-data-strategy?utm_content=buffered5cf&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer [3] https://www.forbes.com/sites/joemckendrick/2019/10/10/theres-an-art-to-artificial-intelligence/?utm_content=143842168&utm_medium=social&utm_source=twitter&hss_channel=tw-4337144594#19f83841133a [1] https://twitter.com/i/web/status/1320560362849144832 [1] https://twitter.com/i/web/status/1320699021237780481 [1] https://twitter.com/i/web/status/1320947021688098817 [1] https://disruptionhub.com/why-data-quality-is-critical-for-digital-transformation/ [1] https://twitter.com/i/web/status/1321012006560747521 [1] https://twitter.com/i/web/status/1320644911859978241 [1] https://www.forbes.com/sites/franksorrentino/2020/10/27/advancing-innovation-in-banking-means-integrating-sector-specific-technology/ [1] https://twitter.com/i/web/status/1321136565444317186 Top URLs in Tweet in G8:
[6] https://www.cbinsights.com/research/5g-ne [4] https://hbr.org/2020/09/ai-should-change-what-you-do-not-just-how-you-do-it [4] https://www.technologyreview.com/2020/09/25/1008921/ai-allen-institute-generates-images-from-captions/ [3] https://threatpost.com/iot-device-takeovers-surge/160504/ [2] https://www.cioapplications.com/news/uses-of-data-analytics-in-digital-transformation-nid-6716.html [2] https://www.beckershospitalreview.com/digital-transformation/9-recent-health-it-innovation-partnerships-3.html [2] https://blog.cimicorp.com/?p=4348&utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+CIMIPublicBlog+%28Welcome+to+CIMI+Corporation%27s+Public+Blog%29 [2] https://iotbusinessnews.com/2020/08/29/20511-how-to-recognize-the-iot-as-it-rolls-into-2021/ [2] https://www.cio.com/article/3564332/cios-seek-digital-momentum-coming-out-of-crisis-mode.html [2] https://www.dqindia.com/why-cloud-is-an-essential-foundation-of-successful-digital-transformation/ Top URLs in Tweet in G9:
[6] https://aws.amazon.com/events/awsome-day/awsome-day-online/?sc_channel=sm&sc_campaign=virtual-awsomeday&sc_publisher=TWITTER&sc_country=Global&sc_geo=APAC&sc_outcome=event_registration&trkCampaign=awsome-day-online&trk=awsome_day20q4_4icons_TWITTER&sc_category=Amazon+Aurora,Amazon+Chime,Amazon+CloudFront,Amazon+CloudWatch,Amazon+CodeGuru,Amazon+DocumentDB,Amazon+DynamoDB,Amazon+EC2,Amazon+EC2+Auto+Scaling,Amazon+Elastic+Compute+Cloud+(Amazon+EC2),Amazon+Elastic+Block+Store+(Amazon+EBS),Amazon+Elastic+Container+Service+(Amazon+ECS),Amazon+Elastic+Container+Service+for+Kubernetes,Amazon+Fargate,Amazon+GuardDuty,Amazon+Kinesis,Amazon+Lightsail,Amazon+Machine+Learning,Amazon+MSK,Amazon+Neptune,Amazon+Pinpoint,Amazon+QuickSight,Amazon+Redshift,Amazon+RDS,Amazon+Route+53,Amazon+SageMaker,Amazon+Simple+Email+Service,Amazon+Simple+Notification+Service,Amazon+Simple+Email+Service+(Amazon+SES),Amazon+Simple+Notification+Service+(Amazon+SNS),Amazon+Simple+Queue+Service,Amazon+Simple+Queue+Service+(Amazon+SQS),Amazon+Simple+Storage+Service+(Amazon+S3),Amazon+Simple+Storage+Service+S3,Amazon+SimpleDB,Amazon+SNS,Amazon+VPC,Amazon+Web+Services+(AWS),Amazon+Virtual+Private+Cloud+(Amazon+VPC),Amazon+WorkDocs,Amazon+WorkMail,Amazon+WorkSpaces,AWS+Amplify,AWS+AppSync,Aurora+Serverless,AWS+Billing+and+Cost+Management,AWS+Cloud9,AWS+Budgets,AWS+CodeBuild,AWS+CodeCommit,AWS+CodeDeploy,AWS+CodePipeline,AWS+CodeStar,AWS+Command+Line+Interface,AWS+Command+Line+Interface+(AWS+CLI),AWS+Config,AWS+Cost+Explorer,AWS+Data+Pipeline,AWS+Fargate,AWS+Lambda,AWS+Mobile+Hub,AWS+Mobile+SDK,AWS+SDK+for+.NET,AWS+SDK+for+.NET+and+Xamarin,AWS+SDK+for+C%2B%2B,AWS+Step+Functions,AWS+Support,AWS+Tools+%26+SDKs,AWS+Training+and+Certification,Well-Architected,traincert&linkId=102662415 [5] https://afsainfosystems.com/ [4] https://techcrunch.com/2020/10/26/the-no-code-generation-is-arriving/amp/ [3] https://www.webratio.com/site/content/en/mobile [3] https://www.webratio.com/site/content/it/mobile [3] https://enterprisersproject.com/article/2020/10/digital-transformation-9-emerging-roles [3] https://blogs.microsoft.com/blog/2020/10/20/azure-space-cloud-powered-innovation-on-and-off-the-planet/?_lrsc=e0a710ad-ee73-4e04-8075-97a9e718ff39 [3] https://www.constellationr.com/research/ddi-what-it-what-it-isn-t [2] https://www.constellationr.com/blog-news/digital-transformation-back-end-customer-experience-what-leaders-new-c-suite-are-thinking [2] https://twitter.com/wnsholdings/status/1320726602406187009 Top URLs in Tweet in G10:
[25] https://twinybots.ch/ [5] http://www.dlaignite.com/how-companies-will-be-disrupted-by-the-new-world-order-of-social [4] https://www.faridrifaie.my.id/2019/06/python-frameworks-for-data-science.html [4] https://www.marketingtechnews.net/news/2019/jan/21/why-internal-communications-needs-be-centre-digital-transformation/ [3] https://youtu.be/0LFeR_VBKKo [3] https://blog.adobe.com/en/topics/cmo-by-adobe.html?utm_sq=ggzuuvnrij&utm_source=twitter&utm_medium=social&utm_campaign=adobepartner&utm_content=adobepartner [3] https://www.information-age.com/digital-transformation-and-the-workplace-123478275/ [2] https://www.cio.com/article/3211428/what-is-digital-transformation-a-necessary-disruption.html [2] https://www.cio.com/article/3586646/the-new-3-rs-respond-recover-and-reimagine-to-accelerate-digital-transformation.html [2] https://www.scoop.it/topic/digital-transformation-leadership/p/4121486922/2020/10/27/the-tech-behind-a-digital-transformation?utm_medium=social&utm_source=twitter Top Domains
Top Word Pairs in Tweet in Entire Graph:
[488] digital,transformation [200] #ai,#iot [194] #ai,#digitaltransformation [192] ingliguori,#digitaltransformation [186] #digitaltransformation,#cloud [169] #digitaltransformation,#ai [154] artificial,intelligence [145] #ar,#vr [126] #iot,#iiot [120] #digitaltransformation,#digital Top Word Pairs in Tweet in G1:
[96] digital,transformation [16] learn,more [15] covid,19 [13] despite,economic [13] economic,impact [13] impact,pandemic [13] pandemic,companies [13] companies,industries [13] industries,increased [13] increased,investments Top Word Pairs in Tweet in G2:
[175] ingliguori,#digitaltransformation [157] #digitaltransformation,#cloud [125] #ai,#iot [105] digital,transformation [95] #cloud,#machinelearning [89] #ai,#digitaltransformation [88] #ai,#machinelearning [68] #digitaltwins,#iot [67] #digitaltransformation,#ai [63] #machinelearning,#b Top Word Pairs in Tweet in G3:
[107] digital,transformation [64] tech,update [28] let's,discuss [27] #digitaltransformation,#digital [26] covid,19 [25] artificial,intelligence [25] #bigdata,#ai [24] #ai,#iot [20] #iot,#tech [19] gadgetmanjay,tech Top Word Pairs in Tweet in G4:
[71] #iot,#iiot [49] #affiliatemarketing,#entrepreneur [47] #rstats,#reactjs [45] #software,easily [45] easily,send [37] #ai,#iot [32] #bigdata,#ai [31] #machinelearning,#ai [30] #analytics,#machinelearning [30] hvntersreport,#software Top Word Pairs in Tweet in G5:
[40] artificial,intelligence [31] antgrasso,impact [31] impact,artificial [31] intelligence,economy [31] economy,staggering [31] staggering,atos [31] atos,estimates [31] estimates,growth [31] growth,bring [31] bring,global Top Word Pairs in Tweet in G6:
[19] #digitaltransformation,#businessagility [19] #businessagility,#cx [19] #cx,#ux [14] #ux,#iot [12] #iot,#ai [10] read,more [9] #ai,#futurist [9] #futurist,#polymath [9] less,energy [9] energy,usage Top Word Pairs in Tweet in G7:
[81] #ar,#vr [78] #vr,#mr [60] #ai,#digitaltransformation [56] #digitaltransformation,#ai [54] run,against [54] time,powered [54] powered,#mixedreality [54] #mixedreality,glasses [54] #ai,#ar [43] against,avatar Top Word Pairs in Tweet in G8:
[36] #digitaltransformation,cc [21] digital,transformation [20] #ai,#digitaltransformation [10] #smartcity,success [10] #digitaltransformation,#ai [10] artificial,intelligence [8] universal,basic [8] basic,income [8] income,explained [8] explained,businessinsider Top Word Pairs in Tweet in G9:
[8] without,unified [8] unified,communications [8] communications,#digitaltransformation [8] #digitaltransformation,far [8] far,true [8] true,'work [8] 'work,anywhere' [8] anywhere',future [8] future,depends [8] depends,uc Top Word Pairs in Tweet in G10:
[45] #digitaltransformation,#digital [33] #digital,#transformation [31] digital,transformation [21] #digital,#digitaltransformation [20] #transformation,#digital [16] successful,#digitaltransformation [15] data,science [14] surviving,global [14] global,pandemic [14] pandemic,principles Top Replied-To in Entire Graph:
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