tech4good, Twitter, 4/16/2022 7:03:40 PM, 274882


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tech4good_2022-04-16_11-24-01.xlsx
tech4good_2022-04-16_11-24-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 16, 2022
Short Description:
tech4good via NodeXL https://bit.ly/37jUNQu
@fabriziobustama
@globaliqx
@googleexpertuk
@chidambara09
@thepeopleshubuk
@braincures
@eli_krumova
@gigadgets_
@khulood_almani
@ronald_vanloon

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

Description:
Description
The graph represents a network of 2,082 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, 16 April 2022 at 18:45 UTC.

The requested start date was Saturday, 16 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, 21-hour, 11-minute period from Saturday, 02 April 2022 at 01:03 UTC to Friday, 15 April 2022 at 22:14 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 : 2082
Unique Edges : 2829
Edges With Duplicates : 14785
Total Edges : 17614
Number of Edge Types : 5
Retweet : 5386
MentionsInRetweet : 6601
Mentions : 5369
Replies to : 51
Tweet : 207
Self-Loops : 1814
Reciprocated Vertex Pair Ratio : 0.0415506532448062
Reciprocated Edge Ratio : 0.0797861402426486
Connected Components : 138
Single-Vertex Connected Components : 58
Maximum Vertices in a Connected Component : 1651
Maximum Edges in a Connected Component : 16860
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.646936
Graph Density : 0.00112240983676934
Modularity : 0.209184
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,082 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, 16 April 2022 at 18:45 UTC.

The requested start date was Saturday, 16 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, 21-hour, 11-minute period from Saturday, 02 April 2022 at 01:03 UTC to Friday, 15 April 2022 at 22:14 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:
[31] https://play.google.com/store/apps/details?id=com.uvlamp.uvlight.simulator&hl=en
[30] https://coruzant.com/security/top-cybersecurity-trends-for-fintech-in-2022/
[24] 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
[18] https://www.information-age.com/competition-regulator-hands-over-open-banking-unit-123499071/
[18] https://yourstory.com/2022/04/artificial-intelligence-edtech-data-personalisation/amp?utm_source=dlvr.it&utm_medium=twitter
[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
[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
[16] https://hitconsultant.net/2022/04/08/amerisourcebergen-corporate-venture-fund/?utm_source=dlvr.it&utm_medium=twitter
[16] https://www.fiverr.com/s2/acd7055b79
[15] 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

Top URLs in Tweet in G1:
[18] 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
[10] 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
[8] 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
[6] 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
[6] https://buff.ly/3DwPCID
[6] 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
[6] https://www.newyorker.com/tech/annals-of-technology/can-computers-learn-common-sense?utm_content=buffer8e978&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.information-age.com/what-makes-digital-transformation-project-ethical-123499091/?utm_content=bufferd0116&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.globest.com/2022/03/31/supply-chain-disruption-accelerates-digital-transformation/?slreturn=20220231091157&utm_content=buffer4a8b3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.forbes.com/sites/forbesbusinesscouncil/2021/10/25/five-trends-in-digital-health-transformation/?sh=779516f1e3c8&utm_content=buffer1f546&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[29] https://play.google.com/store/apps/details?id=com.uvlamp.uvlight.simulator&hl=en
[28] https://coruzant.com/security/top-cybersecurity-trends-for-fintech-in-2022/
[17] https://www.information-age.com/competition-regulator-hands-over-open-banking-unit-123499071/
[17] 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://yourstory.com/2022/04/artificial-intelligence-edtech-data-personalisation/amp?utm_source=dlvr.it&utm_medium=twitter
[16] https://www.fiverr.com/s2/acd7055b79
[15] https://hitconsultant.net/2022/04/08/amerisourcebergen-corporate-venture-fund/?utm_source=dlvr.it&utm_medium=twitter
[14] https://www.weforum.org/agenda/2022/04/why-education-must-take-a-quantum-leap/
[14] https://www.insurtechinsights.com/data-driven-insurance-companies-will-be-frontrunners-of-their-industry/
[14] 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 G3:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273269
[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
[1] https://twitter.com/MissAmyVarle/status/1513936983688634369
[1] https://twitter.com/GoogleExpertUK/status/938025679261716480
[1] https://twitter.com/ThePracticalDev/status/801505634260754432
[1] https://thepeopleshub.org/home
[1] https://twitter.com/ThePeoplesHubUK/status/1346192899252383745
[1] https://twitter.com/ThePeoplesHubUK/status/1353346867741007872
[1] https://twitter.com/PlantSwatch1/status/1276250275586736128

Top URLs in Tweet in G4:
[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/2022/04/01/metaverse-overhyped-vr-or-future-reality/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[3] https://blog.huawei.com/2022/04/06/huawei-2021-annual-report/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[3] https://www.wsj.com/articles/in-ukraine-war-keeping-phones-online-becomes-key-defense-11648123200
[2] https://blog.huawei.com/2022/04/14/how-to-build-secure-digital-future-your-business/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[2] https://www.forbes.com/sites/bernardmarr/2020/06/22/10-wonderful-examples-of-using-artificial-intelligence-ai-for-good/
[2] https://techcrunch.com/2022/03/25/it-can-play-a-major-role-in-driving-sustainability/
[2] https://www.youtube.com/watch?v=5U_14eCdu84&feature=youtu.be

[1] https://twitter.com/BillMew/status/1407690219202154498?s=20
[1] https://blog.huawei.com/2022/04/07/cybersecurity-better-regulation/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS

Top URLs in Tweet in G5:
[1] https://link.medium.com/1r40TFeaUfb
[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 G6:
[11] https://www.maddyness.com/2022/04/11/startup-gaspaillage-alimentaire/?utm_source=pocket_mylist
[7] https://www.digitalinformationworld.com/2022/04/snapchat-enables-american-sign-language.html?utm_source=pocket_mylist
[5] https://www.usine-digitale.fr/article/ce-robot-serpent-magnetique-peut-naviguer-dans-vos-poumons-pour-denicher-des-cancers.N1991857?utm_source=pocket_mylist
[2] https://www.forbes.com/sites/jenniferhicks/2021/10/06/heres-how-artificial-intelligence-can-help-predict-breast-cancer-risk/?sh=123eb334bec0&utm_content=buffer88697&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.latribune.fr/technos-medias/innovation-et-start-up/prix-10-000-startups-2022-stirrup-le-airbnb-solidaire-qui-rend-l-hebergement-d-urgence-attractif-pour-les-proprietaires-907325.html
[1] https://twitter.com/FlashTweet/status/1513757317002579971

Top URLs in Tweet in G7:
[2] https://www.eventbrite.com/e/tech4good-when-tech-comes-to-the-rescue-of-the-planet-tickets-304110351247
[1] https://twitter.com/cluster_edu/status/1510198381045600259
[1] https://twitter.com/UNICEF_vietnam/status/1509084615243272193
[1] https://www.linkedin.com/feed/update/urn:li:share:6916826095728103424
[1] https://techsoup-ke.course.tc/catalog?type=microsoft-digital-skills-center/
[1] http://onelink.to/nk3vkk
[1] https://twitter.com/BMDV_bund/status/1511284897931046912
[1] https://www.singlify.app/tech-for-good-why-matthew-couldnt-resist-singlifys-vision/
[1] https://twitter.com/Tunde_OD/status/1510269071224356869
[1] https://www.linkedin.com/feed/update/urn:li:share:6917389754305019904

Top URLs in Tweet in G8:
[1] https://twitter.com/ReadingCindy/status/1510762953884250118
[1] https://twitter.com/wanderluster77/status/1511097069167128576
[1] https://twitter.com/WildByrne/status/1511095225346838532
[1] https://twitter.com/NftRescue/status/1511010960382648322
[1] https://twitter.com/SDGS4GOOD/status/1510280176881520642
[1] https://twitter.com/GreenHubAfrica/status/1510853718765355010
[1] https://twitter.com/Barbara_WGIC/status/1511381225025511427
[1] https://twitter.com/evanhalper/status/1511080714040758285
[1] https://twitter.com/ClimateWed/status/1511756095517347842
[1] https://twitter.com/AminaJMohammed/status/1511752027180838919

Top URLs in Tweet in G9:
[1] https://www.forbes.com/sites/forbesbusinesscouncil/2021/10/25/five-trends-in-digital-health-transformation/?sh=779516f1e3c8&utm_content=buffer1f546&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/avrohomg/status/1511615492469006336
[1] https://www.wired.com/story/technology-can-fix-the-climate-mess-but-not-without-help/?utm_content=buffer68ca4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.bbc.co.uk/news/av/uk-scotland-36639722
[1] https://www.eventbrite.co.uk/e/inclusive-conversations-2022-tickets-280480724397
[1] https://twitter.com/tech4disability/status/1511246876967936000

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

[1] https://finedeeds.com/
[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:
[210] co.uk
[169] forbes.com
[108] medium.com
[92] youtube.com
[91] insurancebusinessmag.com
[84] finextra.com
[84] dy.si
[78] analyticsinsight.net
[72] com.au
[71] twitter.com

Top Domains in Tweet in G1:
[25] forbes.com
[22] technative.io
[13] tweetedtimes.com
[12] co.uk
[10] datasciencecentral.com
[8] howtogeek.com
[7] bbntimes.com
[6] buff.ly
[6] information-age.com
[6] newyorker.com

Top Domains in Tweet in G2:
[186] co.uk
[136] forbes.com
[98] medium.com
[90] insurancebusinessmag.com
[82] dy.si
[80] finextra.com
[77] youtube.com
[74] analyticsinsight.net
[71] com.au
[60] scitechdaily.com

Top Domains in Tweet in G3:
[10] twitter.com
[4] nodexlgraphgallery.org
[2] co.uk
[1] thepeopleshub.org
[1] sociallyhomes.com
[1] findingada.com
[1] org.uk

Top Domains in Tweet in G4:
[16] huawei.com
[5] forbes.com
[5] youtube.com
[4] twitter.com
[3] techcrunch.com
[3] wsj.com
[1] linkedin.com
[1] scientificamerican.com
[1] phys.org
[1] axios.com

Top Domains in Tweet in G5:
[1] medium.com
[1] sandiegouniontribune.com
[1] hcamag.com

Top Domains in Tweet in G6:
[11] maddyness.com
[7] digitalinformationworld.com
[5] usine-digitale.fr
[2] forbes.com
[1] latribune.fr
[1] twitter.com

Top Domains in Tweet in G7:
[7] twitter.com
[6] linkedin.com
[2] meetup.com
[2] youtube.com
[2] lnkd.in
[2] co.uk
[2] eventbrite.com
[1] course.tc
[1] onelink.to
[1] singlify.app

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

Top Domains in Tweet in G9:
[2] twitter.com
[2] co.uk
[1] forbes.com
[1] wired.com

Top Domains in Tweet in G10:
[4] 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:
[4722] ehealth
[4665] women
[4664] datascientist
[4578] cx
[4573] ces2023
[4481] healthtech
[4463] digitalhealth
[4208] finserv
[3809] cloud
[3293] ai



Top Hashtags in Tweet in G1:
[482] tech4good
[389] iot
[358] ai
[267] innovation
[212] 5g
[202] ehealth
[177] datascientist
[176] healthtech
[158] women
[155] finserv

Top Hashtags in Tweet in G2:
[4484] ehealth
[4474] women
[4456] datascientist
[4394] cx
[4389] ces2023
[4279] digitalhealth
[4268] healthtech
[4023] finserv
[3637] cloud
[2820] ai

Top Hashtags in Tweet in G3:
[22] tech4good
[18] adasarmy
[10] hiring
[9] sheffield
[5] amyvarle
[4] socialmedia4socialgood
[4] thepeopleshub
[3] socent
[3] homelessness
[3] adalovelace

Top Hashtags in Tweet in G4:
[72] tech4good
[65] robotics
[63] ai
[54] innovation
[47] robotic
[44] tech
[43] technology
[40] artificialintelligence
[37] mi
[35] drone

Top Hashtags in Tweet in G5:
[3] tech4good
[2] ai
[2] ai4good
[1] cyberbullying
[1] bullying
[1] sdg16
[1] sdg8

Top Hashtags in Tweet in G6:
[25] tech4good
[15] cancer
[13] startups
[11] inspiration
[10] cr22ech
[7] thegiftofgaming
[7] socialmedia
[6] flashtweet
[5] transfonum
[5] robot

Top Hashtags in Tweet in G7:
[38] tech4good
[4] techforgood
[4] tech
[4] socialimpact
[3] startup
[2] ngo
[2] data
[2] techinnovation
[2] techindustry
[2] techcommunity

Top Hashtags in Tweet in G8:
[24] sdgeneration
[20] tech4good
[16] connectaid
[16] esg
[15] educate
[15] empower
[14] engage
[14] elevate
[10] inspiration
[10] sdg

Top Hashtags in Tweet in G9:
[17] tech4good
[9] axschat
[9] billionstrong
[9] ruhglobal
[9] buildbacksmarter
[2] iot
[2] ai
[2] healthtech
[2] fintech
[2] insurtech

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

Top Words
Top Words in Tweet in Entire Graph:
[4722] #ehealth
[4665] #women
[4664] #datascientist
[4578] #cx
[4554] #ces2023
[4481] #healthtech
[4463] #digitalhealth
[3809] #cloud
[3357] #finserv
[3293] #ai

Top Words in Tweet in G1:
[480] #tech4good
[473] fabriziobustama
[381] #iot
[358] #ai
[267] #innovation
[225] gigadgets_
[209] #5g
[202] #ehealth
[177] #datascientist
[176] #healthtech

Top Words in Tweet in G2:
[4484] #ehealth
[4474] #women
[4456] #datascientist
[4394] #cx
[4372] #ces2023
[4279] #digitalhealth
[4268] #healthtech
[3637] #cloud
[3220] #finserv
[2981] chidambara09

Top Words in Tweet in G3:
[36] googleexpertuk
[31] thepeopleshubuk
[28] womenwholead2
[23] theremarkablz
[23] themissnicolina
[22] #tech4good
[18] #adasarmy
[17] mrsedithrigby
[15] housingfirstire
[12] adatheshow

Top Words in Tweet in G4:
[128] ronald_vanloon
[72] #tech4good
[65] #robotics
[64] gigadgets_
[63] #ai
[54] #innovation
[51] darshan_h_sheth
[47] #robotic
[47] suit
[47] wheelchair

Top Words in Tweet in G5:
[3] braincures
[3] bulliescampaign
[3] universitiesuk
[3] jeremyfarrar
[3] michelle_cruk
[3] ukri_ceo
[3] ai
[3] #tech4good
[2] thepeopleshubuk
[2] delusionalacad1

Top Words in Tweet in G6:
[25] #tech4good
[22] help
[18] flashtweet
[15] #cancer
[14] consoles
[14] games
[13] #startups
[13] ces
[13] gaspillage
[12] gamersbeatc

Top Words in Tweet in G7:
[37] #tech4good
[8] tech4good
[8] more
[6] digital
[5] people
[5] course
[5] co
[5] gt
[4] check
[4] #techforgood

Top Words in Tweet in G8:
[24] #sdgeneration
[20] #tech4good
[18] connectaid_int
[16] #connectaid
[16] #esg
[15] #educate
[15] #empower
[14] standing
[14] #engage
[14] #elevate

Top Words in Tweet in G9:
[18] one
[17] #tech4good
[17] people
[16] debraruh
[15] gavinneate
[12] love
[11] need
[9] #axschat
[9] #billionstrong
[9] #ruhglobal

Top Words in Tweet in G10:
[14] #tech4good
[12] ireland
[10] irish
[10] citizen
[10] paulinekwasniak
[10] doing
[10] phenomenal
[10] work
[10] created
[10] powerful

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4603] #women,#ehealth
[4559] #cx,#women
[4475] #ehealth,#ces2023
[4401] #healthtech,#datascientist
[3736] #digitalhealth,#cloud
[3687] #cloud,#cx
[3264] #ces2023,#finserv
[2878] chidambara09,#healthtech
[2407] #ai,#digitalhealth
[2401] #iot,#ai

Top Word Pairs in Tweet in G1:
[156] #women,#ehealth
[153] #cx,#women
[151] #ehealth,#ces2023
[148] #iot,#ai
[147] #healthtech,#datascientist
[138] chidambara09,#healthtech
[136] #digitalhealth,#cloud
[136] #cloud,#cx
[130] #tech4good,#innovation
[104] #iot,#5g

Top Word Pairs in Tweet in G2:
[4416] #women,#ehealth
[4376] #cx,#women
[4293] #ehealth,#ces2023
[4225] #healthtech,#datascientist
[3572] #digitalhealth,#cloud
[3523] #cloud,#cx
[3146] #ces2023,#finserv
[2711] chidambara09,#healthtech
[2285] #ai,#digitalhealth
[2240] #datascientist,#iot

Top Word Pairs in Tweet in G3:
[13] theremarkablz,themissnicolina
[13] themissnicolina,mrsedithrigby
[11] googleexpertuk,thepeopleshubuk
[10] housingfirstire,googleexpertuk
[10] googleexpertuk,chrisawatson_
[10] chrisawatson_,womenwholead2
[10] womenwholead2,themissnicolina
[10] themissnicolina,debjshaw
[10] debjshaw,theremarkablz
[9] googleexpertuk,womenwholead2

Top Word Pairs in Tweet in G4:
[47] #robotic,suit
[47] suit,wheelchair
[47] wheelchair,users
[47] users,adam
[47] adam,danyal
[47] danyal,ronald_vanloon
[35] #drone,uses
[35] uses,hidden
[35] hidden,propellers
[35] propellers,fly

Top Word Pairs in Tweet in G5:
[2] bulliescampaign,thepeopleshubuk
[2] thepeopleshubuk,delusionalacad1
[2] delusionalacad1,psychmh
[2] psychmh,tracyboylin
[2] tracyboylin,petejacksongmp
[2] petejacksongmp,rossthomson26
[2] rossthomson26,suzanne_garrett
[2] ajackiehunter,ukri_news
[2] ukri_news,thebhf
[2] thebhf,britishacademy_

Top Word Pairs in Tweet in G6:
[14] consoles,games
[11] #inspiration,ces
[11] ces,#startups
[11] #startups,engagent
[11] engagent,contre
[11] contre,gaspillage
[11] gaspillage,alimentaire
[11] alimentaire,bymaddyness
[9] #cr22ech,nouvelles
[9] nouvelles,technologies

Top Word Pairs in Tweet in G7:
[3] #techforgood,#tech4good
[2] young,people
[2] digital,skills
[2] #startup,#tech4good
[2] read,more
[2] #techinnovation,#techindustry
[2] #techindustry,#techcommunity
[2] #tech4good,#socialimpact
[2] co,founder
[2] click,link

Top Word Pairs in Tweet in G8:
[16] #connectaid,connectaid_int
[15] #educate,#empower
[14] #sdgeneration,standing
[14] standing,#connectaid
[14] #engage,#educate
[14] #empower,#elevate
[5] #sdg,#esg
[5] #tech4good,#results
[5] #sustainability,#esg
[5] connectaid_int,#engage

Top Word Pairs in Tweet in G9:
[9] #axschat,#billionstrong
[9] #billionstrong,#ruhglobal
[9] #ruhglobal,#buildbacksmarter
[8] one,many
[8] many,things
[8] things,love
[8] love,welcome_cs
[8] welcome_cs,app
[8] app,one
[8] one,person

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

Top Replied-To
Top Replied-To in Entire Graph:
@housingfirstire
@globaliqx
@khulood_almani
@mvollmer1
@fabriziobustama
@googleexpertuk
@iamdataqueen
@grazytgrazynatt
@domingonarvaez1
@eli_krumova

Top Replied-To in G1:
@fabriziobustama
@jamesvgingerich

Top Replied-To in G2:
@mvollmer1
@globaliqx
@iamdataqueen
@khulood_almani
@siddharthks
@procurement2030
@ingliguori
@fabriziobustama
@grazytgrazynatt
@danfiehn

Top Replied-To in G3:
@housingfirstire
@googleexpertuk
@thepeopleshubuk
@richard79360562
@housingfirstuk

Top Replied-To in G4:
@billmew
@enricomolinari
@sdgs4good

Top Replied-To in G5:
@ajackiehunter
@fit4duty_ethics
@bulliescampaign

Top Replied-To in G6:
@dassoniou
@flashtweet

Top Replied-To in G8:
@adamrogers2030
@kambojananya

Top Replied-To in G9:
@avrohomg
@akwyz

Top Replied-To in G10:
@ukraine_dao

Top Mentioned
Top Mentioned in Entire Graph:
@chidambara09
@enilev
@betamoroney
@fabriziobustama
@khulood_almani
@gigadgets_
@kred
@eli_krumova
@ronald_vanloon
@globaliqx

Top Mentioned in G1:
@fabriziobustama
@gigadgets_
@chidambara09
@globaliqx
@digitaltrends
@outformint
@ronald_vanloon
@mvollmer1
@frronconi
@mvollmer

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

Top Mentioned in G3:
@googleexpertuk
@thepeopleshubuk
@womenwholead2
@theremarkablz
@themissnicolina
@mrsedithrigby
@adatheshow
@zophilpott
@debjshaw
@housingfirstire

Top Mentioned in G4:
@ronald_vanloon
@gigadgets_
@mvollmer1
@darshan_h_sheth
@chidambara09
@huawei
@huaweiuk
@billmew
@ianmcalvert
@akwyz

Top Mentioned in G5:
@braincures
@universitiesuk
@jeremyfarrar
@michelle_cruk
@ukri_ceo
@bulliescampaign
@thepeopleshubuk
@delusionalacad1
@psychmh
@tracyboylin

Top Mentioned in G6:
@flashtweet
@gamersbeatc
@bymaddyness
@dassoniou
@snap
@digitaliworld
@globaliqx
@phenixfr
@lusinedigitale
@diversidays

Top Mentioned in G8:
@connectaid_int
@wanderluster77
@sdgoals
@rmalango2021
@victor_ochen
@deowalusimbi
@ug_girls
@yggmakerere
@smartyouthnet
@eca_official

Top Mentioned in G9:
@debraruh
@gavinneate
@welcome_cs
@akwyz
@asieduedmund
@judgewren
@andydrc
@unuhinuii
@facsdepa
@dinisguarda

Top Mentioned in G10:
@ireland
@paulinekwasniak
@mairinmurray
@matt_4_good
@thegoodsummit
@tedx
@tech4gooddublin
@antonkrasun
@plinireland
@ukrinirl

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

Top Tweeters in G1:
@hubofml
@fintechna
@education_24x7
@riki26287444
@benishii_
@nicochan33
@bot_innovation
@xzpwedvhhh37i3c
@nomoreslaves
@jacobussystems

Top Tweeters in G2:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@javascriptd
@cybersecurityn8
@jfsebastian146
@fabriciosx
@ronaldclarke
@dataaugmented

Top Tweeters in G3:
@googleexpertuk
@lilachbullock
@marshacollier
@drumeshprabhu
@cheekyvimto13
@wendyeslater
@socentlive
@biancajagger
@businesstimes
@tomemurtha

Top Tweeters in G4:
@annemariayritys
@fleming77
@ssxman2
@washingtonpost
@lancia12
@forbes
@vrretweeter
@ilovebooks786
@ganjasmokercb
@aine

Top Tweeters in G5:
@marshawright
@rossthomson26
@nickystevo
@braincures
@proftimnoakes
@rogerkline
@thebhf
@vicecanada
@un
@arghavan_salles

Top Tweeters in G6:
@hephaistos_ai
@latribune
@flashtweet
@mallys_
@digital_ladies
@romainbry
@akaeserge
@michaguerin
@franckypedia
@philippe_caen

Top Tweeters in G7:
@nobi
@sameepshastri
@lisamariecricht
@inspirina
@ea
@wadekwright
@lcptuk
@a
@brasls
@optimaldesignco

Top Tweeters in G8:
@sudeepkhatri
@nba
@nitizen_zen
@sdg2030
@fifacom
@adamrogers2030
@gwarzo_jnr
@alexharteco
@officialfufa
@kambojananya

Top Tweeters in G9:
@edinburghwatch
@evankirstel
@bbcnews
@akwyz
@dazza70smith
@debraruh
@psb_dc
@dinisguarda
@tlyczko
@asieduedmund

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


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