#Tech4Good OR #techforgood, Twitter, 5/19/2021 5:57:54 AM, 255098


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#Tech4Good OR #techforgood Twitter NodeXL SNA Map and Report for Wednesday, 19 May 2021 at 05:40 UTC
#Tech4Good OR #techforgood Twitter NodeXL SNA Map and Report for Wednesday, 19 May 2021 at 05:40 UTC
From:
vivian
Uploaded on:
May 19, 2021
Short Description:
#Tech4Good OR #techforgood via NodeXL https://bit.ly/3u1zdVU
@godfrey_g_
@education_24x7
@sustaintrends
@digileaders
@sallyeaves
@haroldsinnott
@nicochan33
@jblefevre60
@ipfconline1
@wanderluster77

Top hashtags:
#techforgood
#tech4good
#ai
#iot
#innovation
#5g

Description:
Description
The graph represents a network of 2,938 Twitter users whose recent tweets contained "#Tech4Good OR #techforgood", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 19 May 2021 at 05:41 UTC.

The tweets in the network were tweeted over the 7-day, 13-hour, 37-minute period from Tuesday, 11 May 2021 at 16:01 UTC to Wednesday, 19 May 2021 at 05:38 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 : 2938
Unique Edges : 11857
Edges With Duplicates : 8765
Total Edges : 20622
Number of Edge Types : 5
Retweet : 2669
MentionsInRetweet : 14695
Tweet : 557
Mentions : 2558
Replies to : 143
Self-Loops : 647
Reciprocated Vertex Pair Ratio : 0.0417989808729045
Reciprocated Edge Ratio : 0.0802438505706387
Connected Components : 307
Single-Vertex Connected Components : 119
Maximum Vertices in a Connected Component : 1973
Maximum Edges in a Connected Component : 19140
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.141657
Graph Density : 0.00163485382735656
Modularity : 0.43231
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 2,938 Twitter users whose recent tweets contained "#Tech4Good OR #techforgood", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 19 May 2021 at 05:41 UTC.

The tweets in the network were tweeted over the 7-day, 13-hour, 37-minute period from Tuesday, 11 May 2021 at 16:01 UTC to Wednesday, 19 May 2021 at 05:38 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 : TwitterSearch
Graph Term : #Tech4Good OR #techforgood
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[70] http://bit.ly/StepData
[46] https://danielbrummitt.com/2021/04/08/most-importantly-we-are-coding-a-tool-to-reclaim-your-freedom-online-and-we-are-donating-it-to-you-find-out-more-today-socialmedia-summon-datadignity-techforgood-ethicaltech-new-techtrends/
[45] https://technative.io/iot-and-the-circular-economy/
[44] https://buff.ly/3jyDjjt
[40] https://technative.io/leading-purposeful-action-in-the-skills-revolution/
[39] http://bit.ly/SASGF21
[39] https://twitter.com/HaroldSinnott/status/1393083666302128128
[30] https://impact-awards.co.uk/finalists-2021
[29] https://bit.ly/3eEpuiQ
[23] https://bit.ly/3ybbiGT

Top URLs in Tweet in G1:
[62] http://bit.ly/StepData
[44] https://buff.ly/3jyDjjt
[34] https://twitter.com/HaroldSinnott/status/1393083666302128128
[31] http://bit.ly/SASGF21
[22] https://bit.ly/3eEpuiQ
[19] https://blog.aboutamazon.co.uk/innovation/how-city-planners-are-using-amazon-web-services-to-model-the-future
[15] https://twitter.com/MarijeF/status/1382713262752550917
[13] https://buff.ly/30TyEkU
[13] http://radioideaxme.com
[13] https://www.abc15.com/news/region-northeast-valley/scottsdale/arizona-company-using-artificial-intelligence-to-detect-armed-threat-to-combat-gun-violence

Top URLs in Tweet in G2:
[13] https://www.energylivenews.com/2021/05/17/siemens-gamesa-building-wind-turbines-using-machine-learning-tech
[8] http://bit.ly/SASGF21
[7] https://bit.ly/3eEpuiQ
[5] https://www.abc15.com/news/region-northeast-valley/scottsdale/arizona-company-using-artificial-intelligence-to-detect-armed-threat-to-combat-gun-violence
[5] https://buff.ly/3ykAwCY
[5] https://twitter.com/HaroldSinnott/status/1393083666302128128
[5] https://twitter.com/anand_narang/status/1394490349200891909
[4] http://bit.ly/StepData
[4] https://tinyurl.com/yh75qo8l
[4] https://www.allerin.com/blog/vr-is-assisting-historians-and-archaeologists-heres-how

Top URLs in Tweet in G3:
[13] https://www.searchenginewatch.com/2021/04/16/the-search-dilemma-looking-beyond-googles-third-party-cookie-death/
[4] https://twitter.com/ThePracticalDev/status/801505634260754432
[4] https://buff.ly/2QqZ5wO
[3] https://www.vice.com/en/article/jgqz9p/botler-ai-launched-in-canada-to-help-tackle-workplace-harassment
[3] https://www.hcamag.com/asia/specialisation/diversity-inclusion/can-ai-eliminate-workplace-harassment-and-bullying/193305
[2] https://thepeopleshub.org
[2] https://twitter.com/MikeHudema/status/1356608865043951620
[1] https://www.edtechuk.org/
[1] https://twitter.com/NicolePonsford/status/1394307158553075713
[1] https://bit.ly/2R4nl8x

Top URLs in Tweet in G4:
[33] https://technative.io/iot-and-the-circular-economy/
[31] https://technative.io/leading-purposeful-action-in-the-skills-revolution/
[14] https://twitter.com/timwis/status/1392451298226806790
[10] https://technative.io/fuel-for-thought-how-electric-vehicles-can-give-back-to-the-grid/
[9] https://www.investorideas.com/CO/GOPH/news/2021/05111Patent-Integrated-Circuit.asp
[8] https://thinkzone.in/my-six-learnings-working-with-thinkzone/
[7] https://bit.ly/3bA2lxr
[7] https://buff.ly/3binFHp
[7] https://www.investorideas.com/news/2021/artificial-intelligence/05121GTCH-SLB-NOV.asp
[6] https://www.investorideas.com/news/2021/artificial-intelligence/05141GTCH-VERI.asp

Top URLs in Tweet in G5:
[29] https://impact-awards.co.uk/finalists-2021
[6] https://www.impact-awards.co.uk/finalists-2021
[6] https://www.impact-awards.co.uk/conference
[4] https://twitter.com/digileaders/status/1394311747645943809
[4] https://www.hciskills.org/
[3] https://week.digileaders.com/talks/5th-impact-conference/
[3] https://twitter.com/DigiLeaders/status/1394323072451235840
[3] https://ufi.co.uk/challenge/white-paper/feedback/
[3] https://twitter.com/UfiTrust/status/1393262515711365120
[3] https://ufi.co.uk/latest/beam-wins-queens-award-and-is-expanding-their-team/

Top URLs in Tweet in G6:
[7] https://danielbrummitt.com/2021/04/08/most-importantly-we-are-coding-a-tool-to-reclaim-your-freedom-online-and-we-are-donating-it-to-you-find-out-more-today-socialmedia-summon-datadignity-techforgood-ethicaltech-new-techtrends/
[2] https://home.iatspayments.com/blog/why-credit-card-processing-matters-for-your-business/
[2] https://www.ceosleepout.org.au/fundraisers/TechForGood1219
[2] https://developer.ibm.com/callforcode/
[2] https://www.hiboox.com/how-tech-can-help-us-all-make-a-positive-impact-on-climate-change/
[2] https://cozzo.app/news/foodie-shares-she-cut-down-on-food-waste-by-75-with-cozzo-app/
[2] http://IoTCoffeeTalk.com
[2] http://ElevateOurKids.org
[2] https://www.digit.fyi/technology-to-support-mental-wellbeing-comment/
[2] https://bit.ly/3y7Vgh7

Top URLs in Tweet in G7:
[14] https://buff.ly/2Qo93yW
[6] https://www.oracle.com/fr/news/announcement/oxford-university-and-oracle-partner-to-speed-id-of-covid-19-variants-2021-05-16/
[5] https://buff.ly/2QtNrBr
[4] https://www.leparisien.fr/economie/votre-argent/lacompte-sur-salaire-une-alternative-gratuite-et-sans-risque-au-credit-a-la-consommation-18-05-2021-EKXKRMMHHRDZBGOPPYMSRMUMAU.php
[4] https://twitter.com/helloasso/status/1393119015162294272
[3] https://blogs.oracle.com/oracle-france/observatoire-de-la-tech-:-empreinte-carbone-num%C3%A9rique
[3] https://www.frenchweb.fr/comment-leconomie-sociale-et-solidaire-poursuit-sa-quete-de-modeles-economiques-alternatifs-avec-le-numerique/421907
[3] http://bit.ly/MADEetGeev
[3] https://twitter.com/laReclame/status/1393196901202268170
[3] https://bit.ly/3ohs0zV

Top URLs in Tweet in G8:
[7] http://edge.network
[7] http://www.connectaid.com
[5] http://ed.ge/knowledge/cleaning-up-the-cloud
[4] https://youtu.be/YncuwOZIwiI
[4] https://twitter.com/Aahmad_kabara/status/1394037284098433031
[3] http://ed.ge/update/2021/05/03
[3] https://twitter.com/tblackTAB/status/1393550665075544065
[3] https://twitter.com/tveitdal/status/1392410221277028353
[3] https://twitter.com/Ronald_vanLoon/status/1393678835065966599
[3] https://pcdn.global/webinars-career/building-a-career-at-the-intersection-of-tech-social-impact-insights-from-the-global-south/

Top URLs in Tweet in G9:
[6] https://bit.ly/2Q5FUsd
[4] https://grnh.se/d68d461b1us
[4] https://grnh.se/50a9957f1us
[4] https://grnh.se/981b52fc1us
[4] https://grnh.se/66790b5f1us
[4] http://spr.ly/6011yDY11
[3] https://grnh.se/21c641af1us
[3] https://grnh.se/745dd7ca1us
[3] https://grnh.se/4e5a7c091us
[3] https://grnh.se/10c381161us

Top URLs in Tweet in G10:
[19] https://bit.ly/3eRMpIQ
[8] https://twitter.com/NETimesMagazine/status/1392781722928963584
[4] https://twitter.com/cfnireland/status/1394578001510211586
[4] https://www.eventbrite.co.uk/e/techies-in-residence-showcase-tickets-148623457763
[3] https://twitter.com/nonprofitorgs/status/1392439674363387910
[3] https://twitter.com/CFNIreland/status/1394645194520334337
[2] https://bit.ly/3a1xOYA
[1] https://twitter.com/syncnievents/status/1394613160552849409
[1] https://twitter.com/pj_braithwaite/status/1394633002702016512

Top Domains
Top Domains in Tweet in Entire Graph:
[469] bit.ly
[437] twitter.com
[160] buff.ly
[118] grnh.se
[108] co.uk
[102] technative.io
[56] investorideas.com
[46] danielbrummitt.com
[36] zpr.io
[33] dy.si

Top Domains in Tweet in G1:
[160] bit.ly
[121] twitter.com
[67] buff.ly
[36] zpr.io
[23] co.uk
[15] technative.io
[14] youtu.be
[14] linkedin.com
[13] radioideaxme.com
[13] abc15.com

Top Domains in Tweet in G2:
[35] buff.ly
[31] twitter.com
[25] bit.ly
[13] energylivenews.com
[7] technative.io
[7] youtu.be
[5] abc15.com
[4] tinyurl.com
[4] allerin.com
[4] investorideas.com

Top Domains in Tweet in G3:
[13] searchenginewatch.com
[8] twitter.com
[4] buff.ly
[3] vice.com
[3] hcamag.com
[2] thepeopleshub.org
[1] edtechuk.org
[1] bit.ly

Top Domains in Tweet in G4:
[79] technative.io
[48] investorideas.com
[26] stuf.in
[25] bit.ly
[22] twitter.com
[11] buff.ly
[9] mck.co
[8] thinkzone.in
[5] ow.ly
[4] forms.gle

Top Domains in Tweet in G5:
[53] co.uk
[25] twitter.com
[8] digileaders.com
[4] linkedin.com
[4] hciskills.org
[2] changenow.world
[2] beam.org

Top Domains in Tweet in G6:
[27] twitter.com
[16] bit.ly
[11] lnkd.in
[7] danielbrummitt.com
[4] co.uk
[4] ow.ly
[2] iatspayments.com
[2] buff.ly
[2] org.au
[2] ibm.com

Top Domains in Tweet in G7:
[24] bit.ly
[19] buff.ly
[10] twitter.com
[9] oracle.com
[4] leparisien.fr
[3] frenchweb.fr
[3] bfmtv.com
[2] shorturl.at
[1] lesechos.fr
[1] youtube.com

Top Domains in Tweet in G8:
[27] twitter.com
[10] ed.ge
[9] edge.network
[7] connectaid.com
[4] youtu.be
[3] pcdn.global
[2] deedstack.com
[2] fionnferreira.com

Top Domains in Tweet in G9:
[118] grnh.se
[13] spr.ly
[12] buff.ly
[11] bit.ly
[8] hubs.ly
[5] twitter.com
[3] sforce.co
[2] coyotecommunications.com
[2] techsoup.org
[1] sfciti.org

Top Domains in Tweet in G10:
[21] bit.ly
[20] twitter.com
[4] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2452] techforgood
[1223] tech4good
[996] ai
[883] iot
[695] innovation
[517] 5g
[426] machinelearning
[423] sdgs
[366] tech
[316] sustainability



Top Hashtags in Tweet in G1:
[711] techforgood
[563] ai
[425] iot
[286] 5g
[272] machinelearning
[234] datascience
[209] 100daysofcode
[209] python
[205] sdgs
[201] futureofwork

Top Hashtags in Tweet in G2:
[564] tech4good
[454] innovation
[406] iot
[292] techforgood
[287] ai
[219] 5g
[192] socialmedia
[183] robotics
[168] sdgs
[138] machinelearning

Top Hashtags in Tweet in G3:
[29] tech4good
[13] susandolan
[10] techforgood
[6] ai
[6] ai4good
[6] seyhawards
[4] adasarmy
[4] technologyforeveryone
[3] botlerai
[3] rri

Top Hashtags in Tweet in G4:
[186] techforgood
[70] ai
[48] techstocks
[48] aistocks
[48] technews
[47] artificialintelligence
[42] iot
[36] stockstowatch
[36] stockmarkets
[36] trader

Top Hashtags in Tweet in G5:
[109] techforgood
[41] impactawards
[21] tech4good
[14] skills
[12] civtechscotland
[12] voctech
[11] employment
[10] dlweek
[10] civtech6
[9] impactconference

Top Hashtags in Tweet in G6:
[106] techforgood
[45] tech4good
[9] tech
[8] ethicaltech
[8] technology
[8] techtrends
[7] socialmedia
[7] summon
[7] datadignity
[7] new

Top Hashtags in Tweet in G7:
[46] techforgood
[33] tech
[31] tech4good
[26] transfonum
[20] healthtech
[18] cloud
[15] flashtweet
[14] covid19
[14] variants
[14] innovation

Top Hashtags in Tweet in G8:
[64] techforgood
[42] sustainability
[39] sdgs
[24] networkofgivers
[22] sdginfluencer
[22] tech4good
[18] oneclickaway
[15] socialmedia
[13] partnerships
[11] globalgoals

Top Hashtags in Tweet in G9:
[134] techforgood
[118] wikipedia
[118] techjobs
[118] remotejobs
[118] nonprofitjobs
[118] freeknowledge
[118] hiring
[118] globaljobs
[46] tech4good
[22] nptech

Top Hashtags in Tweet in G10:
[34] techforgood
[8] innovation
[8] tech4good
[7] techiesinresidence
[4] refugeeswelcome
[4] techiesinresidece
[3] nonprofits
[3] corporatepartners
[3] stewardlikeaboss
[3] beanaccelerist

Top Words
Top Words in Tweet in Entire Graph:
[2694] #techforgood
[1287] #tech4good
[1076] #ai
[974] cc
[935] #iot
[788] jblefevre60
[696] #innovation
[634] nicochan33
[570] #5g
[525] mvollmer1

Top Words in Tweet in G1:
[865] #techforgood
[615] #ai
[464] #iot
[442] cc
[331] #5g
[319] #machinelearning
[289] jblefevre60
[265] #datascience
[238] #100daysofcode
[230] #sdgs

Top Words in Tweet in G2:
[581] #tech4good
[505] cc
[497] nicochan33
[491] jblefevre60
[457] pawlowskimario
[454] #innovation
[435] mvollmer1
[415] #iot
[374] baski_la
[362] labordeolivier

Top Words in Tweet in G3:
[29] #tech4good
[26] search
[26] google
[26] tech
[19] housingfirstire
[19] housingfirstuk
[19] debjshaw
[19] drlateal
[19] dr_niamh_shaw
[19] thepeopleshubuk

Top Words in Tweet in G4:
[217] #techforgood
[79] #ai
[48] #artificialintelligence
[48] #techstocks
[48] #aistocks
[48] #technews
[45] #iot
[42] #edtech
[42] #education
[42] #digitaltransformation

Top Words in Tweet in G5:
[109] #techforgood
[58] finalists
[48] vote
[42] category
[41] #impactawards
[21] #tech4good
[20] see
[19] finalist
[19] digileaders
[19] more

Top Words in Tweet in G6:
[107] #techforgood
[45] #tech4good
[20] more
[15] find
[15] today
[13] tech
[12] technology
[12] support
[10] help
[9] #tech

Top Words in Tweet in G7:
[46] #techforgood
[35] #tech4good
[33] #tech
[27] numérique
[26] #transfonum
[22] merci
[20] uniofoxford
[20] plateforme
[20] #healthtech
[19] #flashtweet

Top Words in Tweet in G8:
[70] #techforgood
[42] #sdgs
[42] #sustainability
[34] connectaid_int
[33] edge
[24] #networkofgivers
[22] #sdginfluencer
[22] #tech4good
[20] gaellemogli
[18] network

Top Words in Tweet in G9:
[134] #techforgood
[120] share
[118] please
[118] check
[118] job
[118] posting
[118] networks
[118] #wikipedia
[118] #techjobs
[118] #remotejobs

Top Words in Tweet in G10:
[34] #techforgood
[28] join
[22] more
[20] project
[17] tech
[16] seven
[15] charities
[14] event
[14] hear
[14] gt

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[257] #techforgood,cc
[222] #5g,#iot
[207] #ai,#machinelearning
[194] #tech4good,#innovation
[187] #machinelearning,#datascience
[173] #100daysofcode,#python
[171] #iot,#futureofwork
[170] nicochan33,jblefevre60
[166] #iot,#5g
[165] #sdgs,#techforgood

Top Word Pairs in Tweet in G1:
[220] #techforgood,cc
[182] #5g,#iot
[166] #ai,#machinelearning
[157] #machinelearning,#datascience
[154] #iot,#futureofwork
[153] #100daysofcode,#python
[147] #sdgs,#techforgood
[140] #datascience,#coding
[140] #coding,#infosec
[140] #infosec,#100daysofcode

Top Word Pairs in Tweet in G2:
[163] #tech4good,#innovation
[158] nicochan33,jblefevre60
[126] mvollmer1,gvalan
[102] cc,jblefevre60
[91] #innovation,cc
[91] curieuxexplorer,baski_la
[88] cc,pawlowskimario
[87] #iot,#5g
[86] jblefevre60,nicochan33
[86] #iot,#ai

Top Word Pairs in Tweet in G3:
[15] housingfirstuk,housingfirstire
[15] chrisawatson_,womenwholead2
[15] womenwholead2,themissnicolina
[15] themissnicolina,debjshaw
[15] debjshaw,theremarkablz
[15] theremarkablz,mrsedithrigby
[15] inspiringstem_n,stemwomen
[15] stemwomen,adatheshow
[15] adatheshow,findingada
[15] eraseallkittens,ddr333

Top Word Pairs in Tweet in G4:
[48] #techstocks,#aistocks
[48] #aistocks,#technews
[48] #technews,#techforgood
[36] investor,ideas
[36] #artificialintelligence,#ai
[36] #ai,#stockstowatch
[36] #stockstowatch,#stockmarkets
[36] #stockmarkets,#trader
[36] #trader,#investingnews
[36] #investingnews,#techstocks

Top Word Pairs in Tweet in G5:
[18] full,list
[17] see,full
[16] finalists,vote
[15] finalists,#impactawards
[14] vote,favourite
[14] people's,choice
[12] vote,#techforgood
[12] list,finalists
[11] choice,award
[11] #employment,#skills

Top Word Pairs in Tweet in G6:
[9] find,more
[7] importantly,coding
[7] coding,tool
[7] tool,reclaim
[7] reclaim,freedom
[7] freedom,online
[7] online,donating
[7] donating,find
[7] more,today
[7] today,#socialmedia

Top Word Pairs in Tweet in G7:
[19] #tech4good,#flashtweet
[14] #transfonum,#covid19
[14] #covid19,oracle
[14] oracle,uniofoxford
[14] uniofoxford,développent
[14] développent,plateforme
[14] plateforme,d'identification
[14] d'identification,#variants
[14] #variants,lusinedigitale
[14] lusinedigitale,objectif

Top Word Pairs in Tweet in G8:
[13] connectaid_int,gaellemogli
[10] #techforgood,#edge
[9] edge,network
[8] #techforgood,#sustainability
[8] #networkofgivers,#sustainability
[8] connectaid_int,adamrogers2030
[7] #techforgood,#sdgsocialmedia
[6] danaujoks,debraruh
[6] debraruh,kapoors_s
[6] kapoors_s,felixdodds

Top Word Pairs in Tweet in G9:
[118] please,check
[118] check,job
[118] job,posting
[118] posting,share
[118] share,networks
[118] networks,#wikipedia
[118] #wikipedia,#techjobs
[118] #techjobs,#remotejobs
[118] #remotejobs,#nonprofitjobs
[118] #nonprofitjobs,#freeknowledge

Top Word Pairs in Tweet in G10:
[20] #techforgood,project
[11] join,hear
[10] showcase,event
[8] register,gt
[8] lovely,article
[8] article,netimesmagazine
[8] netimesmagazine,discussing
[8] discussing,virtual
[8] virtual,memory
[8] memory,box

Top Replied-To
Top Replied-To in Entire Graph:
@thepeopleshubun
@deeplearn007
@connectaid_int
@basemediacloud
@bulliescampaign
@1knight72
@gaellemogli
@albertoemachado
@barnardosni
@nichstweet

Top Replied-To in G1:
@deeplearn007
@basemediacloud
@adamrogers2030
@vayyarinc
@multimodal
@scottwluton
@katilehmuskoski
@gaellemogli
@googleexpertuk
@connectaid_int

Top Replied-To in G2:
@haptx
@deeplearn007
@mvollmer1
@adamrogers2030
@hana_elsayyed

Top Replied-To in G3:
@thepeopleshubun
@bulliescampaign
@housingfirstire
@housingfirstuk
@lovefoodlifego

Top Replied-To in G4:
@abhishek__ai
@nicochan33
@deeplearn007
@citizensadvice
@kyliehavelock

Top Replied-To in G5:
@digileaders
@walescoopcentre
@_hability
@iceniearth
@earthactionhub
@giant_health
@ccdoherty1
@futuregov
@sarahdrinkwater
@changenow_world

Top Replied-To in G7:
@phenixfr

Top Replied-To in G8:
@connectaid_int
@gaellemogli
@elonmusk
@googleexpertuk
@curieuxexplorer
@ulrikamodeer
@sdgscolab

Top Replied-To in G9:
@techsoup
@jcravens42

Top Replied-To in G10:
@nichstweet
@barnardosni

Top Mentioned
Top Mentioned in Entire Graph:
@jblefevre60
@nicochan33
@mvollmer1
@pawlowskimario
@baski_la
@haroldsinnott
@labordeolivier
@drjdrooghaag
@gvalan
@margaretsiegien

Top Mentioned in G1:
@jblefevre60
@andi_staub
@haroldsinnott
@ipfconline1
@xbond49
@nicochan33
@veracode
@paula_piccard
@pierrepinna
@ym78200

Top Mentioned in G2:
@nicochan33
@jblefevre60
@pawlowskimario
@mvollmer1
@baski_la
@labordeolivier
@gvalan
@margaretsiegien
@drjdrooghaag
@curieuxexplorer

Top Mentioned in G3:
@debjshaw
@drlateal
@dr_niamh_shaw
@thepeopleshubuk
@housingfirstuk
@themissnicolina
@ddr333
@marshacollier
@hibowardere
@susybotello

Top Mentioned in G4:
@softwareag
@msftnonprofits
@technative
@antgrasso
@nicochan33
@enilev
@evasmartai
@citizensadvice
@tlloydjones
@shicooks

Top Mentioned in G5:
@digileaders
@alexstephany
@staynimble
@wearebeam
@deven_ghelani
@bhamec
@qa_ltd
@localgovdrupal
@changenow_world
@ufitrust

Top Mentioned in G6:
@codesna

Top Mentioned in G7:
@uniofoxford
@bfmbusiness
@oracle
@lusinedigitale
@odoxasondages
@madecomfrance
@singularityhub
@techforgoodbfm
@yann_lefloch
@frdigitale

Top Mentioned in G8:
@connectaid_int
@adamrogers2030
@gaellemogli
@kambojananya
@kapoors_s
@drjdrooghaag
@elonmusk
@helenclarknz
@danaujoks
@debraruh

Top Mentioned in G9:
@techsoup
@huaweiusa
@salesforce
@faircount
@nhmc
@ruhglobal
@huawei
@knowbility
@wef
@impactfoundry

Top Mentioned in G10:
@netimesmagazine
@styne_council
@nebulalab
@barnardosni
@techforgoodcast
@linkgenni
@metadeckio
@digitalbelfast
@digicatnetv
@innovatorni

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@piyuanker12
@sahelhkj
@independent
@xaelbot
@evankirstel
@codedailybot
@bexxmodd

Top Tweeters in G1:
@sectest9
@chidambara09
@piyuanker12
@xaelbot
@codedailybot
@bexxmodd
@cybersecurityn8
@thedeveloperbot
@ssxman2
@calcaware

Top Tweeters in G2:
@independent
@lorimoreno
@morgfair
@ggtidbegcypcxdo
@andrewmorrisuk
@corruptnsw
@ml_tweet_bot
@artallks
@radiolondres6
@gezgintrk

Top Tweeters in G3:
@googleexpertuk
@myloc_tracker
@lilachbullock
@marshacollier
@drumeshprabhu
@cheekyvimto13
@fscarfe
@wendyeslater
@juanitajosefi
@bkohatl

Top Tweeters in G4:
@artificialbra1n
@cabroncita
@budfoxfun
@gadiooumoul
@hubbucket
@marxculture
@humanre41270855
@jedijazz22
@smartecocity
@scalarhumanity

Top Tweeters in G5:
@bymaddyness
@kirsty_csk
@cognizant
@sarahdrinkwater
@digileaders
@devoncc
@imran_1
@actnforchildren
@digicatapult
@socialtmantra

Top Tweeters in G6:
@nobi
@thomasforth
@sxcsoho
@billydann1
@jcbivins
@dkempdesigns
@elkrova
@rjpark
@raecorson
@microsoftasia

Top Tweeters in G7:
@le_parisien
@laveilletechno
@louisa_a
@bfmbusiness
@flashtweet
@franckypedia
@lareclame
@dudijonnais
@ladpagencedepub
@lsaconsommation

Top Tweeters in G8:
@sahelhkj
@cberrl
@clive_a_boyce
@pcdnetwork
@mdrechsler
@kendmacgregor
@richardmunang
@lavaletteastrid
@kapoors_s
@sdgsbot

Top Tweeters in G9:
@pittsburghpg
@gdprai
@techrepublic
@nwparsons
@appitekbot
@rashaabdulla
@40karatslady
@salesforce
@comcast
@ircpresident

Top Tweeters in G10:
@digitalbelfast
@nonprofitorgs
@4h
@theshawe
@ukcf_tweets
@netimesmagazine
@sunsoftcity
@ye_ni
@adshill
@digitaldnahq


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