tech4good, Twitter, 4/23/2022 10:26:39 PM, 275405


FAQ | Problem?

tech4good_2022-04-23_11-31-13.xlsx
tech4good_2022-04-23_11-31-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 23, 2022
Short Description:
tech4good via NodeXL https://bit.ly/38hb0pI
@fabriziobustama
@globaliqx
@chidambara09
@eli_krumova
@googleexpertuk
@thepeopleshubuk
@gigadgets_
@khulood_almani
@a2i_bd
@braincures

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

Description:
Description
The graph represents a network of 2,168 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, 23 April 2022 at 18:51 UTC.

The requested start date was Saturday, 23 April 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, 23-hour, 5-minute period from Saturday, 09 April 2022 at 00:24 UTC to Friday, 22 April 2022 at 23:29 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 : 2168
Unique Edges : 3247
Edges With Duplicates : 14407
Total Edges : 17654
Number of Edge Types : 5
Retweet : 5290
MentionsInRetweet : 7166
Mentions : 4947
Tweet : 201
Replies to : 50
Self-Loops : 1613
Reciprocated Vertex Pair Ratio : 0.0453936027580923
Reciprocated Edge Ratio : 0.086844998167827
Connected Components : 137
Single-Vertex Connected Components : 48
Maximum Vertices in a Connected Component : 1726
Maximum Edges in a Connected Component : 16916
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.849715
Graph Density : 0.00116175711826338
Modularity : 0.224156
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,168 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, 23 April 2022 at 18:51 UTC.

The requested start date was Saturday, 23 April 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, 23-hour, 5-minute period from Saturday, 09 April 2022 at 00:24 UTC to Friday, 22 April 2022 at 23:29 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:
[32] https://www.cio.com/article/308920/change-at-the-speed-of-innovation.html
[32] https://technative.io/how-safety-became-one-of-the-most-critical-smart-city-applications/?utm_content=buffera7da5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[27] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274882
[19] https://www.forbes.com/sites/gilpress/2022/04/14/the-state-of-quantum-computing-future-present-past/
[19] https://yourstory.com/2022/04/artificial-intelligence-edtech-data-personalisation/amp?utm_source=dlvr.it&utm_medium=twitter
[18] https://open.spotify.com/track/2o8kmcip6yKFcYGluRxWe5?si=FJx9wKfWRV-9ePQRcu9niw
[18] https://www.insurancebusinessmag.com/us/news/technology/insurtech-startup-raises-15-million-in-series-b-round-402133.aspx?utm_source=dlvr.it&utm_medium=twitter
[17] https://www.analyticsinsight.net/the-future-of-robotics-its-implications-in-2021-and-beyond/?utm_content=buffer250fc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[17] https://yourstory.com/2022/04/artificial-intelligence-edtech-data-personalisation/amp?utm_content=buffer14eb0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://www.ai-summary.com/summary-data-quality-can-make-or-break-efforts-to-bring-artificial-intelligence/?utm_medium=social-organic&utm_source=twitter

Top URLs in Tweet in G1:
[16] https://technative.io/how-safety-became-one-of-the-most-critical-smart-city-applications/?utm_content=buffera7da5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.datasciencecentral.com/how-iot-uses-machine-learning-to-change-the-world/?utm_content=buffer45f73&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.iotforall.com/podcasts/e175-how-5g-will-change-iot?utm_content=buffer721da&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.howtogeek.com/786216/home-security-robots-are-already-here-to-protect-you/?utm_content=buffer42216&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.entrepreneur.com/article/423341?utm_content=buffer11728&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.analyticsinsight.net/the-future-of-robotics-its-implications-in-2021-and-beyond/?utm_content=buffer250fc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.wsj.com/articles/automation-doctor-job-easier-artificial-inteligence-labor-shortage-digital-health-care-medical-worker-nurse-therapist-cost-healthcare-covid-19-hospital-capacity-11649967481?mod=opinion_major_pos5&utm_content=buffer1f599&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.forbes.com/sites/alexlazarow/2022/04/07/putting-the-green-back-into-greenbacks-with-climate-fintech/?sh=36c9c99b2e37&utm_content=buffer1904f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.forbes.com/sites/forbestechcouncil/2022/04/08/how-artificial-intelligence-powered-tools-can-support-clinical-decision-making/?sh=2186dd3ac2e0&utm_content=buffer04b99&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://techxplore.com/news/2022-04-flexible-items-robotic-gripper-rich.html?utm_content=buffer5e91c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[32] https://www.cio.com/article/308920/change-at-the-speed-of-innovation.html
[18] https://open.spotify.com/track/2o8kmcip6yKFcYGluRxWe5?si=FJx9wKfWRV-9ePQRcu9niw
[16] https://yourstory.com/2022/04/artificial-intelligence-edtech-data-personalisation/amp?utm_source=dlvr.it&utm_medium=twitter
[15] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274882
[15] https://www.insurancebusinessmag.com/us/news/technology/insurtech-startup-raises-15-million-in-series-b-round-402133.aspx?utm_source=dlvr.it&utm_medium=twitter
[14] https://hitconsultant.net/2022/04/08/amerisourcebergen-corporate-venture-fund/?utm_source=dlvr.it&utm_medium=twitter
[13] https://www.forbes.com/sites/gilpress/2022/04/14/the-state-of-quantum-computing-future-present-past/
[12] https://www.weforum.org/agenda/2022/04/why-education-must-take-a-quantum-leap/
[12] https://www.ai-summary.com/summary-data-quality-can-make-or-break-efforts-to-bring-artificial-intelligence/?utm_medium=social-organic&utm_source=twitter
[12] https://www.businessinsider.com/amazons-physical-stores-business-struggles-to-grow-2022-4?utmSource=twitter&utmContent=referral&utmTerm=topbar&referrer=twitter

Top URLs in Tweet in G3:
[13] https://yourstory.com/2022/04/artificial-intelligence-edtech-data-personalisation/amp?utm_content=buffer14eb0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.businessinsider.com/iot-smart-city-technology?utm_content=bufferae861&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.forbes.com/sites/gilpress/2022/04/14/the-state-of-quantum-computing-future-present-past/
[4] https://www.reworked.co/digital-workplace/from-remote-working-to-intelligent-working-next-steps-for-digital-transformation/
[4] https://iottechnews.com/news/2022/apr/13/survey-adoption-digital-transformation-tech-accelerating/
[4] https://www.howtogeek.com/786216/home-security-robots-are-already-here-to-protect-you/?utm_content=buffer42216&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.datasciencecentral.com/how-iot-uses-machine-learning-to-change-the-world/?utm_content=buffer45f73&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://technative.io/how-safety-became-one-of-the-most-critical-smart-city-applications/?utm_content=buffera7da5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.forbes.com/sites/forbestechcouncil/2022/04/08/how-artificial-intelligence-powered-tools-can-support-clinical-decision-making/?sh=2186dd3ac2e0&utm_content=buffer04b99&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274882

Top URLs in Tweet in G4:
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274882
[2] https://www.eventbrite.co.uk/e/the-socially-homes-digital-launch-party-global-gatherings-end-homelessness-tickets-313698519717
[2] https://twitter.com/GoogleExpertUK/status/1332458086829846536
[2] https://twinybots.ch/
[2] https://www.ai-summary.com/summary-data-quality-can-make-or-break-efforts-to-bring-artificial-intelligence/?utm_medium=social-organic&utm_source=twitter
[2] https://www.mckinsey.com/industries/financial-services/our-insights/global-banking-annual-review-2019-the-last-pit-stop-time-for-bold-late-cycle-moves
[2] https://www.businessinsider.com/amazons-physical-stores-business-struggles-to-grow-2022-4?utmSource=twitter&utmContent=referral&utmTerm=topbar&referrer=twitter
[1] https://www.searchenginewatch.com/2021/04/16/the-search-dilemma-looking-beyond-googles-third-party-cookie-death/
[1] https://twitter.com/MissAmyVarle/status/1440977999793463296
[1] https://sociallyhomes.com/press.html

Top URLs in Tweet in G5:
[8] https://www.mckinsey.com/business-functions/sustainability/our-insights/delivering-the-climate-technologies-needed-for-net-zero?cid=soc-web
[5] https://blog.huawei.com/2022/04/11/iot-transforming-emergency-healthcare-with-iot/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[4] https://blog.huawei.com/2022/04/06/huawei-2021-annual-report/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[3] https://blog.huawei.com/2022/04/14/how-to-build-secure-digital-future-your-business/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[3] https://www.iotforall.com/podcasts/e175-how-5g-will-change-iot?utm_content=buffer8a0cc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.wsj.com/articles/automation-doctor-job-easier-artificial-inteligence-labor-shortage-digital-health-care-medical-worker-nurse-therapist-cost-healthcare-covid-19-hospital-capacity-11649967481?mod=opinion_major_pos5&utm_content=buffer1f599&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://blog.huawei.com/2022/04/01/metaverse-overhyped-vr-or-future-reality/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[2] https://thenextweb.com/news/how-philosophy-of-mind-and-consciousness-has-affected-ai-research?utm_content=buffer96c8d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.wsj.com/articles/in-ukraine-war-keeping-phones-online-becomes-key-defense-11648123200
[2] https://www.technologyreview.com/2022/03/09/1046976/ai-is-helping-treat-healthcare-as-if-its-a-supply-chain-problem/

Top URLs in Tweet in G6:
[7] https://www.sdg.gov.bd
[5] https://digitalx.undp.org/
[4] https://www.undp.org/news/call-applications-open-scale-tech-globally-undps-digital-x-challenge
[1] https://twitter.com/ouanilo/status/1515408740677263361
[1] https://digitalx.undp.org
[1] https://twitter.com/FemlabC/status/1517458310781444097
[1] https://twitter.com/rafaelmgrossi/status/1517449240938692609
[1] https://twitter.com/FCC/status/1513580008853458945
[1] https://twitter.com/UNICEF/status/1514227419804274691

Top URLs in Tweet in G7:
[1] https://www.sandiegouniontribune.com/business/story/2022-01-25/commsafe-ai-raises-money-for-software-that-flags-toxic-messages-in-the-workplace
[1] https://www.hcamag.com/asia/specialisation/diversity-inclusion/can-ai-eliminate-workplace-harassment-and-bullying/193305

Top URLs in Tweet in G8:
[13] https://events.techsoup.org/events/details/techsoup-techsoup-connect-tech4good-south-west-chapter-presents-making-gloucestershire-the-safest-place-for-charities-to-live-and-work-online/
[1] https://www.youtube.com/watch?v=7PnaFfT0Q5c

[1] https://www.goodtechfest.com/gtf2022-sessions?ss_source=sscampaigns&ss_campaign_id=624dd4206d27c839b6bf7b52&ss_email_id=624ec7c38cdc6609cb7943b1&ss_campaign_name=Good+Tech+Fest+Featured+Sessions&ss_campaign_sent_date=2022-04-07T11%3A16%3A07Z
[1] https://twitter.com/UbhiMala/status/1516808761423323136
[1] https://events.techsoup.org/events/details/techsoup-techsoup-connect-tech4good-south-west-chapter-presents-tech4goodsw-unconference/

Top URLs in Tweet in G9:
[2] https://innovateher.co.uk/schools/?utm_medium=social&utm_source=twitter&utm_campaign=teacher
[2] https://www.eventbrite.com/e/tech4good-when-tech-comes-to-the-rescue-of-the-planet-tickets-304110351247
[2] https://wellthatsinteresting.tech/urbanisation-after-covid-will-we-all-live-in-cities/
[2] https://wellthatsinteresting.tech/sme-carbon-tracking-app-raises-1-5m/
[1] https://www.redcross.org.au/humanitech/summit2022/
[1] https://lnkd.in/eMF6vcGy
[1] https://lnkd.in/eAtEezDm
[1] https://www.linkedin.com/feed/update/urn:li:share:6919360113992511488
[1] https://www.impactdash.com/
[1] https://www.bfm.my/podcast/special-features/tech4good/tech4good-ep-3-mind-the-gender-gap

Top URLs in Tweet in G10:
[4] https://www.youtube.com/watch?v=HTYeb6g4ivY&feature=youtu.be

[1] https://finedeeds.com/
[1] https://www.youtube.com/watch?app=desktop&v=HTYeb6g4ivY
[1] https://pryvit.ie/
[1] https://twitter.com/ireland/status/1514564341097447425
[1] https://podcasts.apple.com/gb/podcast/ted-tech-and-community-with-m%C3%A1ir%C3%ADn-murray-episode-22/id1477035059?i=1000472386055
[1] https://open.spotify.com/episode/0bWbzgTCEvTAv6d9rFcVlU?si=ZAFmoEywRuuemyoxqmTiJQ
[1] https://soundcloud.com/wemakesuccesshappen/ep022-ted-tech-and-community-with-mairin-murray

Top Domains
Top Domains in Tweet in Entire Graph:
[166] forbes.com
[149] co.uk
[122] globalfintechseries.com
[114] medium.com
[74] entrepreneur.com
[70] insurancebusinessmag.com
[66] technative.io
[65] digitaltrends.com
[65] youtube.com
[64] finextra.com

Top Domains in Tweet in G1:
[19] technative.io
[17] forbes.com
[12] tweetedtimes.com
[7] mckinsey.com
[7] entrepreneur.com
[7] iotforall.com
[7] datasciencecentral.com
[5] techxplore.com
[5] howtogeek.com
[4] co.uk

Top Domains in Tweet in G2:
[115] co.uk
[110] forbes.com
[101] globalfintechseries.com
[89] medium.com
[63] insurancebusinessmag.com
[54] digitaltrends.com
[52] finextra.com
[50] entrepreneur.com
[49] youtube.com
[40] com.au

Top Domains in Tweet in G3:
[33] forbes.com
[20] globalfintechseries.com
[18] medium.com
[18] yourstory.com
[13] entrepreneur.com
[12] co.uk
[11] mckinsey.com
[11] finextra.com
[10] technative.io
[9] businessinsider.com

Top Domains in Tweet in G4:
[9] nodexlgraphgallery.org
[8] co.uk
[5] scitechdaily.com
[5] medium.com
[4] twitter.com
[4] entrepreneur.com
[4] digitaltrends.com
[3] technative.io
[3] forbes.com
[3] mckinsey.com

Top Domains in Tweet in G5:
[15] huawei.com
[8] mckinsey.com
[5] twitter.com
[5] wsj.com
[3] iotforall.com
[2] youtube.com
[2] linkedin.com
[2] forbes.com
[2] thenextweb.com
[2] technologyreview.com

Top Domains in Tweet in G6:
[10] undp.org
[7] gov.bd
[5] twitter.com

Top Domains in Tweet in G7:
[1] sandiegouniontribune.com
[1] hcamag.com

Top Domains in Tweet in G8:
[14] techsoup.org
[1] youtube.com
[1] goodtechfest.com
[1] twitter.com

Top Domains in Tweet in G9:
[8] wellthatsinteresting.tech
[7] linkedin.com
[5] twitter.com
[4] co.uk
[2] lnkd.in
[2] eventbrite.com
[1] org.au
[1] impactdash.com
[1] bfm.my
[1] impacttrack.org

Top Domains in Tweet in G10:
[5] youtube.com
[1] finedeeds.com
[1] pryvit.ie
[1] twitter.com
[1] apple.com
[1] spotify.com
[1] soundcloud.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4304] ehealth
[4260] datascientist
[4230] cx
[4220] women
[4194] healthtech
[4179] ces2023
[4153] digitalhealth
[3752] ai
[3667] iot
[3470] finserv



Top Hashtags in Tweet in G1:
[303] tech4good
[237] ai
[231] iot
[220] innovation
[154] 4ir
[133] 5g
[112] robotics
[95] ehealth
[91] sdgs
[86] tech

Top Hashtags in Tweet in G2:
[3583] ehealth
[3569] datascientist
[3561] cx
[3549] women
[3518] ces2023
[3490] healthtech
[3478] digitalhealth
[2948] finserv
[2904] ai
[2823] iot

Top Hashtags in Tweet in G3:
[512] healthtech
[503] ehealth
[500] iot
[500] datascientist
[493] cx
[493] women
[491] digitalhealth
[490] ces2023
[480] ai
[386] finserv

Top Hashtags in Tweet in G4:
[115] ehealth
[112] women
[111] datascientist
[110] digitalhealth
[110] cx
[109] healthtech
[108] ces2023
[91] iot
[91] ai
[83] finserv

Top Hashtags in Tweet in G5:
[70] tech4good
[19] trustintech
[18] ai
[16] billionstrong
[15] axschat
[15] ruhglobal
[11] vr
[10] iot
[9] buildbacksmarter
[9] livedexperience

Top Hashtags in Tweet in G6:
[86] tech4good
[77] digitalx
[11] multidimensionalpoverty
[6] digitalundp
[2] globalgoals
[2] futuresmartundp
[2] sdgs
[1] bigdata
[1] nlp
[1] parrnershipsforthegoals

Top Hashtags in Tweet in G7:
[2] ai4good
[2] tech4good
[1] sdg8
[1] ai

Top Hashtags in Tweet in G8:
[17] gloucestershire
[6] cybersecurity
[3] charities
[3] communitypower
[2] cybercrime
[2] cyberattack
[2] tech4good
[2] cheltenham
[1] charity
[1] glosbiz

Top Hashtags in Tweet in G9:
[46] tech4good
[9] tech
[7] vesit
[4] socialimpact
[4] techforgood
[4] earthday
[3] tech4all
[3] technology
[3] innovation
[3] iot

Top Hashtags in Tweet in G10:
[16] tech4good
[2] tedx
[2] womenintech
[2] dublin
[1] femalefounders
[1] standwithukraine️
[1] womeninstem
[1] ethicaltech
[1] technologynews
[1] solidaritywithukraine

Top Words
Top Words in Tweet in Entire Graph:
[4304] #ehealth
[4260] #datascientist
[4230] #cx
[4228] #women
[4194] #healthtech
[4179] #ces2023
[4153] #digitalhealth
[3752] #ai
[3670] #iot
[3470] #finserv

Top Words in Tweet in G1:
[311] fabriziobustama
[303] #tech4good
[237] #ai
[231] #iot
[220] #innovation
[168] gigadgets_
[154] #4ir
[150] ronald_vanloon
[133] #5g
[126] digitaltrends

Top Words in Tweet in G2:
[3583] #ehealth
[3569] #datascientist
[3561] #cx
[3557] #women
[3518] #ces2023
[3490] #healthtech
[3478] #digitalhealth
[2948] #finserv
[2904] #ai
[2826] #iot

Top Words in Tweet in G3:
[512] #healthtech
[503] #ehealth
[500] #iot
[500] #datascientist
[499] chidambara09
[493] #cx
[493] #women
[491] #digitalhealth
[490] #ces2023
[480] #ai

Top Words in Tweet in G4:
[118] chidambara09
[115] #ehealth
[112] #women
[111] #datascientist
[110] #digitalhealth
[110] #cx
[109] #healthtech
[108] #ces2023
[91] #iot
[91] #ai

Top Words in Tweet in G5:
[70] #tech4good
[52] need
[42] debraruh
[35] huawei
[23] billmew
[23] people
[20] one
[19] #trustintech
[19] huaweiuk
[18] #ai

Top Words in Tweet in G6:
[86] #tech4good
[81] scale
[77] #digitalx
[57] undp
[44] programme
[43] globally
[36] ready
[33] use
[33] seeking
[28] innovative

Top Words in Tweet in G7:
[2] braincures
[2] bulliescampaign
[2] thepeopleshubuk
[2] delusionalacad1
[2] psychmh
[2] tracyboylin
[2] petejacksongmp
[2] rossthomson26
[2] suzanne_garrett
[2] fit4duty_ethics

Top Words in Tweet in G8:
[29] themeetinggnd
[28] charities
[21] join
[17] #gloucestershire
[17] april
[14] 28
[14] tech4goodsw
[12] cyber
[9] discuss
[9] online

Top Words in Tweet in G9:
[46] #tech4good
[14] more
[13] tech4good
[9] #tech
[8] tech
[7] 2022
[7] #vesit
[6] digital
[6] free
[6] read

Top Words in Tweet in G10:
[19] ireland
[18] irish
[16] #tech4good
[11] citizen
[11] paulinekwasniak
[11] doing
[11] phenomenal
[11] work
[11] created
[11] powerful

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4200] #cx,#women
[4199] #women,#ehealth
[4107] #healthtech,#datascientist
[4106] #ehealth,#ces2023
[3433] #ces2023,#finserv
[3060] #datascientist,#iot
[3040] #ai,#digitalhealth
[3034] #iot,#ai
[2919] #cloud,#cx
[2916] #digitalhealth,#cloud

Top Word Pairs in Tweet in G1:
[94] #tech4good,#innovation
[66] #drone,uses
[66] uses,hidden
[66] hidden,propellers
[66] propellers,fly
[66] fly,around
[66] around,people
[66] people,gigadgets_
[66] gigadgets_,#mi
[66] #mi,#robotics

Top Word Pairs in Tweet in G2:
[3536] #cx,#women
[3535] #women,#ehealth
[3450] #ehealth,#ces2023
[3448] #healthtech,#datascientist
[2920] #ces2023,#finserv
[2581] #datascientist,#iot
[2565] #ai,#digitalhealth
[2545] #iot,#ai
[2409] #cloud,#cx
[2407] #digitalhealth,#cloud

Top Word Pairs in Tweet in G3:
[490] #cx,#women
[490] #women,#ehealth
[488] #healthtech,#datascientist
[486] #ehealth,#ces2023
[479] chidambara09,#healthtech
[385] #ces2023,#finserv
[384] #cloud,#cx
[383] #digitalhealth,#cloud
[342] #iot,#ai
[336] #datascientist,#iot

Top Word Pairs in Tweet in G4:
[109] #cx,#women
[109] #women,#ehealth
[107] #ehealth,#ces2023
[106] chidambara09,#healthtech
[106] #healthtech,#datascientist
[86] #datascientist,#iot
[83] #iot,#ai
[82] #ai,#digitalhealth
[82] #ces2023,#finserv
[81] #digitalhealth,#cloud

Top Word Pairs in Tweet in G5:
[18] #trustintech,huaweiuk
[18] huaweiuk,#tech4good
[16] huawei,#trustintech
[15] #axschat,#billionstrong
[15] #billionstrong,#ruhglobal
[12] #tech4good,ianmcalvert
[12] a6,need
[10] debraruh,a6
[9] akwyz,wearablesexpert
[9] debraruh,a3

Top Word Pairs in Tweet in G6:
[36] ready,scale
[33] use,#tech4good
[33] #digitalx,seeking
[33] seeking,ready
[24] #digitalx,programme
[24] programme,back
[24] back,support
[24] support,mofajapan_en
[24] mofajapan_en,initiative
[24] initiative,helps

Top Word Pairs in Tweet in G7:
[2] bulliescampaign,thepeopleshubuk
[2] thepeopleshubuk,delusionalacad1
[2] delusionalacad1,psychmh
[2] psychmh,tracyboylin
[2] tracyboylin,petejacksongmp
[2] petejacksongmp,rossthomson26
[2] rossthomson26,suzanne_garrett
[2] fit4duty_ethics,do_kinder
[2] do_kinder,jeremyfarrar
[2] jeremyfarrar,michelle_cruk

Top Word Pairs in Tweet in G8:
[10] join,tech4goodsw
[8] last,year
[8] tech4goodsw,themeetinggnd
[7] safest,place
[7] live,work
[7] 41,charities
[7] charities,experienced
[7] experienced,one
[7] one,cyber
[7] cyber,attack

Top Word Pairs in Tweet in G9:
[4] tech4good,2022
[3] co,founder
[3] #tech4good,#tech4all
[3] go,tech4good
[3] #vesit,iqac
[3] iqac,#vesit
[3] #vesit,iic
[3] read,article
[2] #techforgood,#tech4good
[2] #tech4good,#socialimpact

Top Word Pairs in Tweet in G10:
[11] irish,citizen
[11] citizen,paulinekwasniak
[11] paulinekwasniak,doing
[11] doing,phenomenal
[11] phenomenal,work
[11] work,created
[11] created,powerful
[11] powerful,#tech4good
[11] #tech4good,platform
[11] platform,enable

Top Replied-To
Top Replied-To in Entire Graph:
@fabriziobustama
@khulood_almani
@eli_krumova
@googleexpertuk
@housingfirstire
@globaliqx
@this0499154500
@thepeopleshubuk
@womenwholead2

Top Replied-To in G2:
@fabriziobustama
@eli_krumova
@this0499154500
@globaliqx
@ingliguori
@almacardi
@aiman_batool1
@headcaseglobal
@disfolddotcom
@khulood_almani

Top Replied-To in G3:
@khulood_almani
@chidambara09
@fyziktom
@rvp
@mvollmer1

Top Replied-To in G4:
@googleexpertuk
@housingfirstire
@womenwholead2
@thepeopleshubuk
@housingfirstuk

Top Replied-To in G5:
@huawei
@billmew
@akwyz
@enricomolinari
@sdgs4good

Top Replied-To in G6:
@undp

Top Replied-To in G7:
@fit4duty_ethics
@bulliescampaign

Top Replied-To in G10:
@ukraine_dao

Top Mentioned
Top Mentioned in Entire Graph:
@chidambara09
@enilev
@betamoroney
@fabriziobustama
@khulood_almani
@visualcap
@globaliqx
@gigadgets_
@kred
@digitaltrends

Top Mentioned in G1:
@fabriziobustama
@gigadgets_
@ronald_vanloon
@digitaltrends
@globaliqx
@chidambara09
@mvollmer1
@outformint
@darshan_h_sheth
@nico

Top Mentioned in G2:
@chidambara09
@enilev
@betamoroney
@khulood_almani
@visualcap
@kred
@eli_krumova
@fabriziobustama
@globaliqx
@iscoopbiz

Top Mentioned in G3:
@chidambara09
@fabriziobustama
@anand_narang
@frronconi
@labordeolivier
@digitaltrends
@stratorob
@terenceleungsf
@globaliqx

Top Mentioned in G4:
@chidambara09
@googleexpertuk
@thepeopleshubuk
@womenwholead2
@themissnicolina
@theremarkablz
@mrsedithrigby
@fabriziobustama
@globaliqx
@adatheshow

Top Mentioned in G5:
@debraruh
@huawei
@billmew
@huaweiuk
@akwyz
@globaliqx
@ianmcalvert
@welcome_cs
@gavinneate
@dinisguarda

Top Mentioned in G6:
@undp
@mofajapan_en
@undpdigital
@asteiner
@unfpa_benin
@bjlaurenceau
@innovateuk
@a2i_bd
@simprints
@unvolunteers

Top Mentioned in G7:
@braincures
@thepeopleshubuk
@delusionalacad1
@psychmh
@tracyboylin
@petejacksongmp
@rossthomson26
@suzanne_garrett
@do_kinder
@jeremyfarrar

Top Mentioned in G8:
@themeetinggnd
@tech4goodsw
@cynamhub
@hub8andco
@ncsc
@gl11hub
@c
@them
@libdemvix
@cheltenhambc

Top Mentioned in G9:
@vesitedu

Top Mentioned in G10:
@ireland
@paulinekwasniak
@ukraine
@mairinmurray
@antonkrasun
@plinireland
@ukrinirl
@billylinehan
@billykellehereu
@tomassercovich

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@chidambara09
@edinburghwatch
@xaelbot
@codedailybot
@cybersecurityn8
@evankirstel
@jfsebastian146
@annemariayritys

Top Tweeters in G1:
@fintechna
@riki26287444
@bot_innovation
@xzpwedvhhh37i3c
@nomoreslaves
@goaidev
@virusyana
@forbes
@digitaldecoded1
@data_nerd

Top Tweeters in G2:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@jfsebastian146
@codernotesbot
@fabriciosx
@ronaldclarke
@guardian

Top Tweeters in G3:
@lorimoreno
@rvp
@hubofml
@ssxman2
@benishii_
@ailsaforshaw
@jamesvgingerich
@mark45dominic
@gvalan
@getiftech

Top Tweeters in G4:
@googleexpertuk
@lilachbullock
@marshacollier
@georgegalloway
@wendyeslater
@socentlive
@businesstimes
@tomemurtha
@dr_black
@marianneschro11

Top Tweeters in G5:
@edinburghwatch
@evankirstel
@annemariayritys
@concourstwittos
@gezgintrk
@bbcnews
@washingtonpost
@akwyz
@drumeshprabhu
@rwang0

Top Tweeters in G6:
@dev_discourse
@salhaj
@touchme4youle
@djriveraros
@madhavanpallan
@animuathiei
@undp
@worldforworld
@innovateuk
@textsla

Top Tweeters in G7:
@marshawright
@rossthomson26
@nickystevo
@braincures
@proftimnoakes
@rogerkline
@vicecanada
@un
@do_kinder
@reddit

Top Tweeters in G8:
@punchlineglos
@derekgta
@stellaparkes
@markmooseowen
@circle2success
@stroudnews
@them
@bw_businesswest
@gloucester_news
@katepullinger

Top Tweeters in G9:
@nobi
@sameepshastri
@mckra1g
@1nterestingtech
@lisamariecricht
@ilceruttino
@faizar
@wadekwright
@willroeb
@optimaldesignco

Top Tweeters in G10:
@marxculture
@ireland
@olivebridget
@stevejobs17
@mikebutcher
@taryndevere
@roisiningle
@billylinehan
@robcullen79
@whykay