tech4good, Twitter, 5/28/2022 9:53:28 PM, 277234


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tech4good_2022-05-28_11-31-13.xlsx
tech4good_2022-05-28_11-31-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 28, 2022
Short Description:
tech4good via NodeXL https://bit.ly/3wX5txa
@fabriziobustama
@chidambara09
@eli_krumova
@googleexpertuk
@wef
@globaliqx
@thepeopleshubuk
@khulood_almani
@gigadgets_
@huawei

Top hashtags:
#ai
#cx
#ehealth
#digitalhealth
#datascientist
#healthtech
#women
#ces2023

Description:
Description
The graph represents a network of 1,810 Twitter users whose tweets in the requested range contained "tech4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 28 May 2022 at 18:44 UTC.

The requested start date was Saturday, 28 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 11-hour, 58-minute period from Saturday, 14 May 2022 at 09:02 UTC to Friday, 27 May 2022 at 21:00 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 : 1810
Unique Edges : 2320
Edges With Duplicates : 12125
Total Edges : 14445
Number of Edge Types : 5
Retweet : 4642
MentionsInRetweet : 5319
Mentions : 4298
Replies to : 30
Tweet : 156
Self-Loops : 1525
Reciprocated Vertex Pair Ratio : 0.0351690294438386
Reciprocated Edge Ratio : 0.067948380300237
Connected Components : 124
Single-Vertex Connected Components : 41
Maximum Vertices in a Connected Component : 1355
Maximum Edges in a Connected Component : 13533
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.148203
Graph Density : 0.00115964071600255
Modularity : 0.20914
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,810 Twitter users whose tweets in the requested range contained "tech4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 28 May 2022 at 18:44 UTC.

The requested start date was Saturday, 28 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 11-hour, 58-minute period from Saturday, 14 May 2022 at 09:02 UTC to Friday, 27 May 2022 at 21:00 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 : tech4good
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:
[17] https://go.upcontent.com/30e8e25b-66ac-417d-af60-7d902b667984
[15] https://www.forbes.com/sites/japan/2020/09/30/this-japan-startup-is-using-deep-learning-to-detect-early-stage-cancer-in-blood-samples/amp/
[14] https://bfsi.eletsonline.com/artificial-intelligence-the-science-behind-the-good-customer-experience/
[14] https://orfonline.org/expert-speaks/an-african-sunrise-sector-the-growth-of-fintech
[13] https://insights.celero.ca/three-recommendations-to-prepare-your-credit-union-for-open-banking?utm_campaign=Open%20Banking&utm_content=208502126&utm_medium=social&utm_source=twitter&hss_channel=tw-28503326
[13] https://www.zdnet.com/article/can-technology-clean-up-fast-fashion/?utm_content=bufferfc79e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[13] https://parade.com/1385060/samuelmurrian/val-kilmer-ai-voice-top-gun-maverick/
[13] https://www.pymnts.com/cryptocurrency/2022/small-investors-cool-to-crypto-in-wake-of-sell-off/
[13] https://www.forbes.com/sites/forbestechcouncil/2022/05/13/15-strategic-steps-companies-should-take-to-secure-customer-data/
[12] https://www.healthcareitnews.com/news/telehealth-can-be-safe-technique-high-risk-pregnancies-study-shows?utm_content=208825474&utm_medium=social&utm_source=twitter&hss_channel=tw-32580204

Top URLs in Tweet in G1:
[6] https://www.americantextile.com
[5] https://www.zdnet.com/article/can-technology-clean-up-fast-fashion/?utm_content=bufferfc79e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://orfonline.org/expert-speaks/an-african-sunrise-sector-the-growth-of-fintech
[3] https://medium.com/swlh/the-future-of-ai-the-human-component-part-1-38e8af2cd9dd?source=friends_link&sk=0d4e25aec0101b28bdf8c9b09d900e49
[3] https://tweetedtimes.com/almacardi
[3] https://tweetedtimes.com/thierry_pires
[2] https://parade.com/1385060/samuelmurrian/val-kilmer-ai-voice-top-gun-maverick/
[2] https://venturebeat.com/2022/05/19/how-ai-is-improving-the-web-for-the-visually-impaired/?utm_content=bufferff078&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://medium.com/mlearning-ai/what-is-3d-immersion-ef6d92b126df
[2] https://twitter.com/Khulood_Almani/status/1525838318734299138/photo/1

Top URLs in Tweet in G2:
[3] https://twitter.com/GoogleExpertUK/status/1332458086829846536
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274882&utm_content=buffer1f064&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.eventbrite.co.uk/e/the-socially-homes-digital-launch-party-global-gatherings-end-homelessness-tickets-313698519717
[1] https://twitter.com/MissAmyVarle/status/1513936983688634369
[1] https://twitter.com/MissAmyVarle/status/1440977999793463296
[1] https://sociallyhomes.com/press.html
[1] https://www.searchenginewatch.com/2021/04/16/the-search-dilemma-looking-beyond-googles-third-party-cookie-death/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=275405&utm_content=buffer7d209&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.sociallyhomes.com/community.html
[1] https://www.linkedin.com/posts/amy-varle-1a382178_housing-investment-enterprise-activity-6928064822307647488-4Wvz?utm_source=linkedin_share&utm_medium=android_app

Top URLs in Tweet in G3:
[13] https://www.forbes.com/sites/japan/2020/09/30/this-japan-startup-is-using-deep-learning-to-detect-early-stage-cancer-in-blood-samples/amp/
[12] https://go.upcontent.com/30e8e25b-66ac-417d-af60-7d902b667984
[12] https://bfsi.eletsonline.com/artificial-intelligence-the-science-behind-the-good-customer-experience/
[11] https://insights.celero.ca/three-recommendations-to-prepare-your-credit-union-for-open-banking?utm_campaign=Open%20Banking&utm_content=208502126&utm_medium=social&utm_source=twitter&hss_channel=tw-28503326
[10] https://www.forbes.com/sites/forbestechcouncil/2022/05/13/15-strategic-steps-companies-should-take-to-secure-customer-data/
[10] https://medium.com/@universalquantum/how-universal-quantum-is-rising-to-the-million-qubit-challenge-638efc64206
[10] https://orfonline.org/expert-speaks/an-african-sunrise-sector-the-growth-of-fintech
[10] https://www.ai-summary.com/summary-self-supervised-learning-and-its-applications/?utm_medium=social-organic&utm_source=twitter
[9] https://www.pymnts.com/cryptocurrency/2022/small-investors-cool-to-crypto-in-wake-of-sell-off/
[9] https://www.blackfriarsgroup.com/download/cyber-risk-exposure-calculator/

Top URLs in Tweet in G4:
[11] https://parade.com/1385060/samuelmurrian/val-kilmer-ai-voice-top-gun-maverick/
[3] https://go.upcontent.com/30e8e25b-66ac-417d-af60-7d902b667984
[3] https://www.pymnts.com/cryptocurrency/2022/small-investors-cool-to-crypto-in-wake-of-sell-off/
[2] https://www.forbes.com/sites/forbestechcouncil/2022/05/13/15-strategic-steps-companies-should-take-to-secure-customer-data/
[2] https://thetimes.cl/2022/05/13/robert-loredo-lider-global-de-ibm-quantum-ambasasdor-en-chile-existe-un-enorme-potencial-para-acelerar-el-desarrollo-de-la-computacion-cuantica/
[2] https://australianfintech.com.au/mobile-banking-apps-the-good-the-bad-and-the-ugly/
[2] https://www.investing.com/news/cryptocurrency-news/south-korean-police-request-exchanges-freeze-lfg-related-funds-2829387?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.zdnet.com/article/can-technology-clean-up-fast-fashion/?utm_content=bufferfc79e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.aidsmap.com/news/may-2022/incident-tuberculosis-one-three-people-starting-antiretroviral-therapy-thailand
[2] http://out.faveeo.com/?url=https://www.verdict.co.uk/why-does-cybersecurity-matter-for-businesses/&vertical=startups-and-investments&lang=en&family=cybersecurity

Top URLs in Tweet in G5:
[1] https://www.forbes.com/sites/peterhigh/2019/10/21/breaking-gartner-announces-top-10-strategic-technology-trends-for-2020/
[1] https://gcn.com/cloud-infrastructure/2022/05/it-really-technology-makes-city-smart/367358/?utm_content=buffercdffb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://techxplore.com/news/2022-05-explores-older-adults-react-interacting.html?utm_content=buffer3eebb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://zeal.technology/upgrading-legacy-software/?utm_content=208497013&utm_medium=social&utm_source=twitter&hss_channel=tw-707343958872092676
[1] https://trib.al/cv0MJd5
[1] https://world.einnews.com/article/573226699/9-u7ujvDJXK4Mx9m?ref=rss&ecode=kOfboNllgrRawbcb
[1] https://www.theregister.com/2022/05/19/habana_supercomputer_nsf/
[1] https://t.co/mn2uK1pFsE?utm_content=208389286&utm_medium=social&utm_source=twitter&hss_channel=tw-1381725292344053762
[1] https://www.modernhealthcare.com/digital-health/digital-health-execs-call-faster-innovation-patients-are-expecting-more
[1] https://twixor.com/2022/05/24/exclusive-banking-bots-attract-convert-and-retain-customers/

Top URLs in Tweet in G6:
[5] https://techxplore.com/news/2022-05-undersea-fiber-cables-seismic-events.html?utm_content=buffer2bf23&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://techxplore.com/news/2022-05-drones-machine-reveal-scale-plastic.html?utm_content=buffer2d91a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://venturebeat.com/2022/05/19/how-ai-is-improving-the-web-for-the-visually-impaired/?utm_content=bufferff078&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.mckinsey.com/business-functions/mckinsey-digital/how-we-help-clients/an-ai-power-play-fueling-the-next-wave-of-innovation-in-the-energy-sector?utm_content=buffer56d57&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.euronews.com/green/2022/05/19/new-technology-can-generate-solar-power-at-night-time-by-catching-earth-s-heat?utm_content=buffer1ce38&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.medicaleconomics.com/view/how-artificial-intelligence-can-improve-patient-care?utm_content=bufferf2be1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://techxplore.com/news/2022-05-explores-older-adults-react-interacting.html?utm_content=buffer3eebb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://eandt.theiet.org/content/articles/2022/05/robot-samples-environmental-dna-to-monitor-ocean-health/?utm_content=buffercddc4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.zdnet.com/article/can-technology-clean-up-fast-fashion/?utm_content=bufferfc79e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://gcn.com/cloud-infrastructure/2022/05/it-really-technology-makes-city-smart/367358/?utm_content=buffercdffb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[3] https://bigtech.nasscomfoundation.org/eng/directory/380
[2] https://www.wired.com/story/google-monk-skin-tone-scale-computer-vision-bias/
[1] https://tinyletter.com/publicgoodapphouse
[1] https://www.fastcompany.com/90742421/world-changing-ideas-awards-2022-developing-world-technology-finalists-and-honorable-mentions
[1] https://blog.techsoup.org/posts/microsoft-cloud-license-prices-are-increasing-in-september
[1] https://blog.zoom.us/zoom-esg-report-2021/
[1] https://investors.zoom.us/news-releases/news-release-details/zoom-announces-funding-youth-mental-health-leaders-mtv
[1] https://aws.amazon.com/government-education/nonprofits/aws-imagine-grant-program
[1] https://www.un.org/en/observances/telecommunication-day
[1] http://www.coyotebroad.com/vvbook.shtml

Top URLs in Tweet in G8:
[1] https://twitter.com/BillMew/status/1407690219202154498?s=20
[1] https://www.youtube.com/watch?v=LUUwK3DxGlA&feature=emb_logo

[1] https://www.linkedin.com/pulse/depending-technology-reflections-2021-prediction-2022-bill-mew/
[1] https://twitter.com/mercer/status/1529104696610131969
[1] https://twitter.com/mercer/status/1529113506993295361
[1] https://twitter.com/MSFTBusinessUK/status/1527209398342496256

Top URLs in Tweet in G9:
[2] https://digitalx.undp.org/
[1] https://digitalx.undp.org/?utm_campaign=coschedule&utm_source=twitter&utm_medium=DataDotOrg
[1] https://www.developmenthackers.com/rayan/apply-to-the-young-challengers-2022-program-5ej
[1] https://twitter.com/ShareTheMealorg/status/1528744423042928640
[1] https://twitter.com/WFPInnovation/status/1528307380454318080
[1] https://digitalx.undp.org/?utm_content=buffer8f9df&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://docs.google.com/forms/d/e/1FAIpQLSdOYdv79MG_VcKjCrcjfBpbwplJcxCZD69l0GB-ltRY2Zma-Q/viewform

Top URLs in Tweet in G10:
[1] https://www.bilan.ch/story/entre-geneve-et-davos-comment-passer-de-lidee-a-laction-127030189147
[1] https://www.houseofswitzerland.org/events/house-switzerland-wef-annual-meeting-2022
[1] https://twitter.com/ignaziocassis/status/1528729969647550465
[1] https://www.weforum.org/agenda/2020/09/what-are-the-challenges-in-making-new-technology-more-sustainable/
[1] https://ioecorp.com/pages/core/sustainable_computing.html
[1] https://youtu.be/ZWQmeTWOpog
[1] https://www.weforum.org:443/agenda/2022/05/world-economic-forum-technology-pioneers-of-2022/

Top Domains
Top Domains in Tweet in Entire Graph:
[157] forbes.com
[126] medium.com
[115] co.uk
[72] twitter.com
[71] com.au
[68] techcrunch.com
[53] filling-space.com
[50] youtube.com
[46] trib.al
[41] nature.com

Top Domains in Tweet in G1:
[23] forbes.com
[15] medium.com
[14] tweetedtimes.com
[11] techcrunch.com
[9] co.uk
[9] towardsdatascience.com
[7] twitter.com
[7] venturebeat.com
[7] orfonline.org
[7] finextra.com

Top Domains in Tweet in G2:
[5] twitter.com
[3] nodexlgraphgallery.org
[2] co.uk
[2] sociallyhomes.com
[1] searchenginewatch.com
[1] linkedin.com

Top Domains in Tweet in G3:
[125] forbes.com
[103] medium.com
[90] co.uk
[56] com.au
[55] techcrunch.com
[48] filling-space.com
[41] trib.al
[36] nature.com
[35] youtube.com
[34] mobihealthnews.com

Top Domains in Tweet in G4:
[15] twitter.com
[11] parade.com
[8] forbes.com
[8] com.au
[6] co.uk
[6] medium.com
[4] filling-space.com
[3] upcontent.com
[3] theuxda.com
[3] trib.al

Top Domains in Tweet in G5:
[1] forbes.com
[1] gcn.com
[1] techxplore.com
[1] zeal.technology
[1] trib.al
[1] einnews.com
[1] theregister.com
[1] t.co
[1] modernhealthcare.com
[1] twixor.com

Top Domains in Tweet in G6:
[12] techxplore.com
[4] venturebeat.com
[3] mckinsey.com
[3] euronews.com
[3] medicaleconomics.com
[2] theiet.org
[2] zdnet.com
[2] gcn.com
[2] com.cn
[2] weforum.org

Top Domains in Tweet in G7:
[5] nasscomfoundation.org
[3] techsoup.org
[2] wired.com
[2] zoom.us
[2] amazon.com
[1] tinyletter.com
[1] fastcompany.com
[1] un.org
[1] coyotebroad.com
[1] linkedin.com

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

Top Domains in Tweet in G9:
[4] undp.org
[2] twitter.com
[1] developmenthackers.com
[1] google.com

Top Domains in Tweet in G10:
[2] weforum.org
[1] bilan.ch
[1] houseofswitzerland.org
[1] twitter.com
[1] ioecorp.com
[1] youtu.be

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4671] ai
[4171] cx
[4169] ehealth
[4166] digitalhealth
[4166] datascientist
[4164] healthtech
[4160] women
[4134] ces2023
[3781] mwc22
[2272] tech4good



Top Hashtags in Tweet in G1:
[635] ai
[404] healthtech
[400] ehealth
[399] digitalhealth
[398] datascientist
[398] cx
[398] women
[398] ces2023
[351] mwc22
[323] iot

Top Hashtags in Tweet in G2:
[13] tech4good
[9] homeless
[8] uber
[4] adasarmy
[3] adaadaada
[3] women
[2] socent
[2] socialimpact
[1] amyvarle
[1] susandolan

Top Hashtags in Tweet in G3:
[3558] digitalhealth
[3558] datascientist
[3552] cx
[3551] healthtech
[3551] women
[3549] ehealth
[3532] ces2023
[3452] ai
[3256] mwc22
[1608] iiot

Top Hashtags in Tweet in G4:
[417] ai
[298] influence
[278] stem
[263] womenintech
[227] iot
[225] womeninstem
[216] ml
[198] cx
[190] ehealth
[189] tech4good

Top Hashtags in Tweet in G5:
[110] ai
[79] tech4good
[73] innovation
[63] artificialintelligence
[48] drone
[41] iot
[37] ml
[29] deeplearning
[29] dl
[26] sdgs

Top Hashtags in Tweet in G6:
[40] ai
[37] tech4good
[19] innovation
[16] ehealth
[15] machinelearning
[14] smartcities
[12] sustainability
[12] robotics
[11] iot
[11] datascientist

Top Hashtags in Tweet in G7:
[30] tech4good
[7] ai
[5] nonprofits
[5] govtech
[4] artificialintelligence
[4] socialimpact
[4] techforgood
[3] publicgoodapphouse
[3] technews
[2] ai4good

Top Hashtags in Tweet in G8:
[7] huaweiugictcompawards
[6] tech4good
[4] digitaltransformation
[3] greatmindstalk
[3] cybersecurity
[3] trustintech
[3] tech4all
[2] 5g
[2] mercerchats
[2] futureofwork

Top Hashtags in Tweet in G9:
[20] tech4good
[18] digitalx
[9] cambioclimático
[9] igualdaddegénero
[4] innovation
[3] impact
[1] sdgs
[1] tech
[1] hunger
[1] socialentrepreneurship

Top Hashtags in Tweet in G10:
[20] genevaday2022
[13] tech4good
[8] 4ir
[7] sdgs
[6] iot
[5] jetsuit
[5] 3dprinting
[5] innovation
[4] swisshouse
[3] space

Top Words
Top Words in Tweet in Entire Graph:
[4669] #ai
[4171] #cx
[4169] #ehealth
[4166] #digitalhealth
[4166] #datascientist
[4165] #women
[4164] #healthtech
[4134] #ces2023
[3781] #mwc22
[2895] chidambara09

Top Words in Tweet in G1:
[634] #ai
[404] #healthtech
[400] #ehealth
[399] chidambara09
[399] #digitalhealth
[398] #datascientist
[398] #cx
[398] #women
[398] #ces2023
[392] fabriziobustama

Top Words in Tweet in G2:
[27] homes
[23] womenwholead2
[21] googleexpertuk
[19] thepeopleshubuk
[16] themissnicolina
[16] mrsedithrigby
[14] theremarkablz
[13] #tech4good
[10] missamyvarle
[10] lovefoodlifego

Top Words in Tweet in G3:
[3558] #digitalhealth
[3558] #datascientist
[3552] #cx
[3551] #healthtech
[3551] #women
[3549] #ehealth
[3532] #ces2023
[3452] #ai
[3256] #mwc22
[2284] chidambara09

Top Words in Tweet in G4:
[598] kred
[418] #ai
[299] gave
[299] #influence
[279] #stem
[264] #womenintech
[228] #iot
[226] #womeninstem
[222] eli_krumova
[217] #ml

Top Words in Tweet in G5:
[111] gigadgets_
[110] #ai
[79] #tech4good
[73] #innovation
[73] ronald_vanloon
[63] #artificialintelligence
[50] fabriziobustama
[48] #drone
[47] navigate
[47] itself

Top Words in Tweet in G6:
[40] #ai
[37] #tech4good
[27] globaliqx
[19] #innovation
[16] #ehealth
[15] #machinelearning
[14] #smartcities
[12] #sustainability
[12] #robotics
[11] #iot

Top Words in Tweet in G7:
[30] #tech4good
[13] techsoup
[9] more
[9] public
[8] read
[7] tech
[7] awscloud
[6] resources
[6] open
[6] order

Top Words in Tweet in G8:
[68] huawei
[62] tech4good
[62] project
[46] winning
[46] team
[43] winners
[35] sub
[35] saharan
[35] ict
[35] competition

Top Words in Tweet in G9:
[20] #tech4good
[19] global
[18] #digitalx
[16] undp
[15] apply
[13] digital
[9] launched
[9] initiative
[9] projects
[9] scale

Top Words in Tweet in G10:
[36] wef
[20] open
[20] #genevaday2022
[18] focus
[17] pleased
[17] state
[17] councilor
[17] natfontanet
[17] today
[17] potential

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4155] #cx,#women
[4146] #women,#ehealth
[4133] #ehealth,#ces2023
[3672] #datascientist,#mwc22
[3594] #mwc22,#ai
[2114] #healthtech,#datascientist
[2028] #digitalhealth,#datascientist
[2022] #ai,#healthtech
[1971] #ai,#digitalhealth
[1845] #iiot,#cx

Top Word Pairs in Tweet in G1:
[398] #cx,#women
[398] #women,#ehealth
[398] #ehealth,#ces2023
[351] #datascientist,#mwc22
[345] #mwc22,#ai
[254] #ces2023,#fin
[216] #healthtech,#datascientist
[215] chidambara09,#healthtech
[205] #ai,#digitalhealth
[181] #digitalhealth,#datascientist

Top Word Pairs in Tweet in G2:
[16] homes,homes
[13] theremarkablz,themissnicolina
[13] themissnicolina,mrsedithrigby
[11] googleexpertuk,thepeopleshubuk
[10] thepeopleshubuk,lovefoodlifego
[10] lovefoodlifego,theremarkablz
[10] mrsedithrigby,womenwholead2
[10] womenwholead2,raffaele_1024kb
[9] raffaele_1024kb,thetec
[8] #homeless,16

Top Word Pairs in Tweet in G3:
[3551] #cx,#women
[3543] #women,#ehealth
[3532] #ehealth,#ces2023
[3147] #datascientist,#mwc22
[3076] #mwc22,#ai
[1794] #healthtech,#datascientist
[1745] #digitalhealth,#datascientist
[1740] #ai,#healthtech
[1665] #ai,#digitalhealth
[1605] #iiot,#cx

Top Word Pairs in Tweet in G4:
[299] gave,kred
[299] kred,#influence
[219] eli_krumova,gave
[183] #cx,#women
[183] #women,#ehealth
[181] #ehealth,#ces2023
[158] #influence,#stem
[152] #datascientist,#mwc22
[151] #mwc22,#ai
[150] #ai,#ml

Top Word Pairs in Tweet in G5:
[61] #ai,#artificialintelligence
[60] gigadgets_,#ai
[47] #drone,navigate
[47] navigate,itself
[47] itself,during
[47] during,water
[47] water,rescue
[47] rescue,gigadgets_
[31] #artificialintelligence,#tech4good
[31] #tech4good,#innovation

Top Word Pairs in Tweet in G6:
[9] #cx,#women
[8] #robotics,#tech4good
[8] #ai,#innovation
[8] #datascientist,#mwc22
[8] #mwc22,#ai
[8] #women,#ehealth
[8] #ehealth,#ces2023
[7] #iot,#ai
[7] #innovation,#tech4good
[7] #digitalhealth,#datascientist

Top Word Pairs in Tweet in G7:
[5] public,good
[4] read,more
[4] techsoup,global
[4] global,network
[4] network,continues
[4] continues,promote
[4] promote,resources
[4] resources,help
[4] help,nonprofits
[4] nonprofits,working

Top Word Pairs in Tweet in G8:
[62] tech4good,project
[46] project,winning
[46] winning,team
[35] winners,huawei
[35] huawei,sub
[35] sub,saharan
[35] saharan,ict
[35] ict,competition
[35] competition,tech4good
[19] team,awarded

Top Word Pairs in Tweet in G9:
[9] undp,launched
[9] launched,#digitalx
[9] #digitalx,initiative
[9] #tech4good,projects
[9] projects,global
[9] tienes,solución
[9] solución,digital
[9] digital,#cambioclimático
[9] #cambioclimático,#igualdaddegénero
[9] #igualdaddegénero,salud

Top Word Pairs in Tweet in G10:
[18] #genevaday2022,wef
[17] pleased,open
[17] open,#genevaday2022
[17] wef,state
[17] state,councilor
[17] councilor,natfontanet
[17] natfontanet,focus
[17] focus,today
[17] today,potential
[16] ignaziocassis,pleased

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@chidambara09
@enilev
@betamoroney
@fabriziobustama
@kred
@gigadgets_
@eli_krumova
@khulood_almani
@ronald_vanloon
@3dexperiencelab

Top Mentioned in G1:
@chidambara09
@fabriziobustama
@gigadgets_
@3dexperiencelab
@philorch
@frronconi
@nicochan33
@mvollmer1
@jblefevre60
@intheknow

Top Mentioned in G2:
@womenwholead2
@googleexpertuk
@thepeopleshubuk
@themissnicolina
@mrsedithrigby
@theremarkablz
@missamyvarle
@lovefoodlifego
@raffaele_1024kb
@thetec

Top Mentioned in G3:
@chidambara09
@enilev
@betamoroney
@khulood_almani
@mckinsey
@visualcap
@fabriziobustama
@globaliqx
@nicochan33
@gigadgets_

Top Mentioned in G4:
@kred
@eli_krumova
@chidambara09
@fabriziobustama
@gigadgets_
@khulood_almani
@visualcap
@stem_feed
@mckinsey
@intheknow

Top Mentioned in G5:
@gigadgets_
@ronald_vanloon
@fabriziobustama
@chidambara09
@mvollmer1
@seeker
@yvesmulkers
@pbalakrishnarao
@levie
@meisshaily

Top Mentioned in G6:
@globaliqx
@chidambara09
@curieuxexplorer
@efipm
@shi4tech
@wef
@enilev
@jeroenbartelse
@frronconi
@gerald_bader

Top Mentioned in G7:
@techsoup
@awscloud
@jcravens42
@dpgalliance
@sspindia
@shikshalokam
@sunbi
@google
@wired
@zoom

Top Mentioned in G8:
@kacyberapp
@ritastyles20
@billmew
@tracykirabo4
@phidyashley
@omwiisiki
@huawei
@ianmcalvert
@a_cynthia_
@huaweiuk

Top Mentioned in G9:
@undp
@pnudperu
@bkowatsch
@mofajapan_en
@wfpinnovation
@unglobalpulse
@data4sdgs
@datadotorg
@grameencl
@talentgardenen

Top Mentioned in G10:
@wef
@natfontanet
@ignaziocassis
@fabriziobustama
@hofswitzerland
@presence_suisse
@esstechepfl
@klausscho
@nniniane
@carolinewidmer

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@ejlazar
@xaelbot
@codedailybot
@independent
@cybersecurityn8
@jfsebastian146
@evankirstel
@jjj5819

Top Tweeters in G1:
@hubofml
@ssxman2
@reartistron
@nicochan33
@bot_innovation
@pekkalooking
@xzpwedvhhh37i3c
@thecuriousluke
@akwyz
@adnanserpen

Top Tweeters in G2:
@independent
@guardian
@googleexpertuk
@mikecoulson48
@socialistvoice
@lilachbullock
@marshacollier
@drumeshprabhu
@metrouk
@georgegalloway

Top Tweeters in G3:
@chidambara09
@ml_tweet_bot
@santchiweb
@goaidev
@caring_mobile
@ilovebooks786
@2bftawfik
@rldi_lamy
@blkhwk0ps
@jeffreyawillia4

Top Tweeters in G4:
@sectest9
@xaelbot
@codedailybot
@cybersecurityn8
@jfsebastian146
@codernotesbot
@fabriciosx
@education_24x7
@codewithtwitchi
@rahul05ranjan

Top Tweeters in G5:
@amazingchevvolt
@micheleangelo13
@_blackmzungu
@ganjasmokercb
@prqosjdyofn1ylj
@jennyca35561303
@yvesmulkers
@ainarsbr11
@rtehrani
@delhimuse

Top Tweeters in G6:
@ejlazar
@evankirstel
@jilliemary
@eoff_sylvia
@jamesvgingerich
@eco1start
@yebosfaye
@dianadep1
@drferdowsi
@debraruh

Top Tweeters in G7:
@opensource_orgs
@into_ai
@fastcompany
@wired
@vladobotsvadze
@brookingsinst
@scibot6
@elemenous
@juergunger
@jetscott

Top Tweeters in G8:
@yekoyadaug
@revnickk
@bamwinejnr
@rachealkyy
@ianmcalvert
@dhabonajob
@billmew
@lonechildmjb
@dauntlesseskimo
@bugembenelson

Top Tweeters in G9:
@marianatrobosky
@stefihane
@undp
@okokoowen
@tekzilla_it
@matlock
@wfp
@activateimpact
@bcg
@gatesfoundation

Top Tweeters in G10:
@calcaware
@wef
@drmiryounis
@lapointe_jp
@iamgabbarson
@davos
@lindaclawrence
@datasciencedojo
@torrealcielo
@epfl_park