tech4good, Twitter, 2/13/2021 8:18:11 PM, 248664


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tech4good_2021-02-13_11-50-37.xlsx
tech4good_2021-02-13_11-50-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 13, 2021
Short Description:
tech4good via NodeXL https://bit.ly/3rX9CNz
@thepeopleshubuk
@calumgrevers
@fmfrancoise
@neatebox
@netsquared
@godfrey_g_
@nasscomfdn
@fabriziobustama
@techsoup
@rapid_2020

Top hashtags:
#tech4good
#sdgs
#techforgood
#technology
#sustainability
#innovation

Description:
Description
The graph represents a network of 1,524 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, 13 February 2021 at 19:52 UTC.

The requested start date was Saturday, 13 February 2021 at 01:01 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, 14-hour, 25-minute period from Saturday, 30 January 2021 at 01:11 UTC to Friday, 12 February 2021 at 15:36 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 : 1524
Unique Edges : 1420
Edges With Duplicates : 3598
Total Edges : 5018
Number of Edge Types : 5
Retweet : 1060
MentionsInRetweet : 2436
Mentions : 1187
Tweet : 287
Replies to : 48
Self-Loops : 334
Reciprocated Vertex Pair Ratio : 0.0632258064516129
Reciprocated Edge Ratio : 0.118932038834951
Connected Components : 182
Single-Vertex Connected Components : 52
Maximum Vertices in a Connected Component : 839
Maximum Edges in a Connected Component : 3827
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.746483
Graph Density : 0.00106503430341069
Modularity : 0.438462
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 1,524 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, 13 February 2021 at 19:52 UTC.

The requested start date was Saturday, 13 February 2021 at 01:01 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, 14-hour, 25-minute period from Saturday, 30 January 2021 at 01:11 UTC to Friday, 12 February 2021 at 15:36 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:
[28] http://t4g.nasscomfoundation.org
[14] https://www.youtube.com/watch?v=70C8sAtfAy8

[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247017
[12] https://events.techsoup.org/events/details/techsoup-techsoup-presents-5-tech4good-trends-for-nonprofits-in-2021/#/
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246911
[7] http://entrepreneur.es
[6] https://longitudeexplorer.challenges.org/
[6] https://blog.huawei.com/2021/02/08/tech-people-avoiding-k-shaped-future/
[6] https://instagram.com/calumgrevers
[5] https://www.facebook.com/event_invite/ddwUroNkk/

Top URLs in Tweet in G1:
[6] https://instagram.com/calumgrevers
[2] https://gf.me/u/zavdvb
[1] https://twitter.com/calumgrevers/status/1336641744415363074
[1] https://www.devex.com/news/solar-savings-are-helping-kenyan-farmers-invest-in-newfound-gold-mines-98968
[1] https://www.itu.int/en/myitu/News/2020/12/17/20/33/Forging-a-path-to-universal-connectivity-Doreen-Bogdan-Martin
[1] https://reliefweb.int/report/morocco/unesco-provides-morocco-7-earthquake-early-warning-equipment
[1] https://www.analyticsinsight.net/this-new-incubator-will-bring-ai-to-50-impact-startups-in-2021/
[1] https://www.unrefugees.org/news/clean-energy-clean-water-how-solar-power-brings-safe-water-to-refugee-camps/
[1] https://us02web.zoom.us/webinar/register/WN_plFc_GZzRYWlBzkPx6bfWw
[1] https://www.edu-links.org/learning/5-digital-education-strategies-reaching-students-online-and-offline

Top URLs in Tweet in G2:
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247017
[11] https://events.techsoup.org/events/details/techsoup-techsoup-presents-5-tech4good-trends-for-nonprofits-in-2021/#/
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246911
[6] https://blog.huawei.com/2021/02/08/tech-people-avoiding-k-shaped-future/
[5] https://elevatehub.ca/events/virtual-galas-engage-more-people-while-raising-more-money/
[5] https://www.facebook.com/event_invite/ddwUroNkk/
[4] https://www.eventbrite.com/e/coded-bias-la-tech4good-film-screening-and-225-discussion-tickets-139154939169
[4] https://events.techsoup.org/events/details/techsoup-techsoup-presents-5-tech4good-trends-for-nonprofits-in-2021/
[3] https://www.facebook.com/groups/nptechclubatx
[3] https://www.meetup.com/LATech4Good/events/275656510/?utm_content=151829133&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292

Top URLs in Tweet in G3:
[5] https://twitter.com/ThePeoplesHubUK/status/1346192899252383745
[3] https://twitter.com/ThePeoplesHubUK/status/1353010076030808064
[3] https://twitter.com/ThePeoplesHubUK/status/1354815998830940166
[2] https://thepeopleshub.org/home
[1] https://twitter.com/PlantSwatch1/status/1276250275586736128
[1] https://twitter.com/ThePeoplesHubUK/status/1353346867741007872
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246911
[1] https://twitter.com/MikeHudema/status/1356608865043951620
[1] https://findingada.com/about/who-was-ada/
[1] https://twitter.com/foodrescuehero/status/1359306385700315140

Top URLs in Tweet in G4:
[28] http://t4g.nasscomfoundation.org
[14] https://www.youtube.com/watch?v=70C8sAtfAy8

[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D4gIB45Vhsto&q=EgS4SO-bGJqPkIEGIhkA8aeDS-m9uAT2N1RcaWPuLfpFp-MExbUbMgFy
[1] https://bigtech.nasscomfoundation.org/eng/node/4473
[1] https://twitter.com/CNBCTV18News/status/1359388723465515011
[1] https://twitter.com/CNBCTV18News/status/1359109925503336448
[1] https://twitter.com/CNBCTV18News/status/1359374034899783682
[1] https://twitter.com/Ronald_vanLoon/status/1357907164568895493
[1] https://twitter.com/NASSCOMfdn/status/1356497930371366913
[1] https://t.co/TfzbowB9N6

Top URLs in Tweet in G5:
[1] https://tweetedtimes.com/almacardi?s=tnp
[1] https://tweetedtimes.com/7GTech?s=tnp
[1] https://www.youtube.com/channel/UCGDro5V-YDkB_99NefdjYvw

Top URLs in Tweet in G6:
[1] https://twitter.com/danymcc/status/1357291983434375180

Top URLs in Tweet in G7:
[4] https://us02web.zoom.us/meeting/register/tZYvd-yvrTIiGdy6aQ4vELHtAMMoIHR3JaBl
[2] https://urlz.fr/ePU0
[2] https://www.alterway.fr/tech4good-mythe-ou-realite/
[1] https://jemimplante.hellolille.eu/leihia-la-plateforme-rh-a-lille/
[1] https://twitter.com/FemmesduNum/status/1356654901892440065
[1] https://www.linkedin.com/slink?code=grWxsFR
[1] https://twitter.com/indushere4u/status/1333113229208408070
[1] https://blog.talkspirit.com/thomas-cottinet-liberte-living-lab-tech-for-good/?utm_source=twitter&utm_medium=link&utm_campaign=blog-thomas-cottinet-liberte-living-lab-tech-for-good
[1] https://www.concepteursdavenirs.fr/nos-evenements-et-concours/web-conference-tech4good-mythe-ou-realite

Top URLs in Tweet in G8:
[3] https://www.passwordsfast.com/
[2] https://tweetedtimes.com/v/23013?s=tnp
[2] https://www.youtube.com/watch?v=1p_0U69UH_Y&feature=youtu.be

[2] https://www.instagram.com/accounts/login/
[2] https://www.linkedin.com/slink?code=ddxM3px
[1] https://twitter.com/Connect4Climate/status/1355219681607639048
[1] https://www.businesstimes.com.sg/consumer/makers-of-social-robots-plan-mass-roll-out-amid-pandemic
[1] https://twitter.com/OfficialCause4/status/1356150385166196736
[1] https://www.fullstack.com.au/the-self-funded-startup-make-right-choices-for-success/
[1] https://rubymoon.org.uk/blog/

Top URLs in Tweet in G9:
[4] https://wellthatsinteresting.tech/submit-technology-with-purpose-news/
[3] https://wellthatsinteresting.tech/citizens-humans-tech-for-our-good/
[3] https://robtiffany.com/sdg1-end-poverty-in-all-its-forms-everywhere/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://robtiffany.com/sdg11-make-cities-and-human-settlements-inclusive-safe-resilient-and-sustainable/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://robtiffany.com/sdg10-reduce-inequality-within-and-among-countries/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://robtiffany.com/sdg12-ensure-sustainable-consumption-and-production-patterns/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://wellthatsinteresting.tech/confirmed-tech-with-purpose-interviews/
[2] https://robtiffany.com/sdg14-conserve-and-sustainably-use-the-oceans-seas-and-marine-resources-for-sustainable-development/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://robtiffany.com/sdg13-take-urgent-action-to-combat-climatechange-and-its-impacts/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://robtiffany.com/sdg5-achieve-gender-equality-and-empower-all-women-and-girls/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G10:
[3] https://customers.microsoft.com/en-us/story/kenya-red-cross-nonprofit-azure-o365-kenya
[3] https://www.microsoft.com/en-us/videoplayer/embed/RWtLbJ
[2] https://support.office.com/en-us/article/welcome-to-microsoft-teams-b98d533f-118e-4bae-bf44-3df2470c2b12?ui=en-US&rs=en-US&ad=US
[2] https://customers.microsoft.com/en-us/story/781356-tech4dev-nonprofit-office365-nigeria
[1] https://www.microsoft.com/en-us/videoplayer/embed/RWtIxw
[1] https://contentmx.com/b/page/page.php?u=jwilder01&i=1525070
[1] https://contentmx.com/b/page/page.php?u=jwilder01&i=1525073
[1] https://contentmx.com/b/page/page.php?u=wrdt&i=1530063
[1] https://contentmx.com/b/page/page.php?u=vipros&i=1522498
[1] https://www.journaldunet.com/solutions/dsi/1497545-ia-les-defis-que-les-entreprises-vont-devoir-relever-dans-les-prochains-mois/

Top Domains
Top Domains in Tweet in Entire Graph:
[90] twitter.com
[37] techsoup.org
[30] nasscomfoundation.org
[29] youtube.com
[28] robtiffany.com
[24] nodexlgraphgallery.org
[22] linkedin.com
[14] microsoft.com
[14] contentmx.com
[12] meetup.com

Top Domains in Tweet in G1:
[6] instagram.com
[2] twitter.com
[2] gf.me
[1] devex.com
[1] itu.int
[1] reliefweb.int
[1] analyticsinsight.net
[1] unrefugees.org
[1] zoom.us
[1] edu-links.org

Top Domains in Tweet in G2:
[34] techsoup.org
[23] nodexlgraphgallery.org
[12] meetup.com
[9] twitter.com
[8] facebook.com
[7] eventbrite.com
[6] huawei.com
[5] elevatehub.ca
[4] youtu.be
[3] netsquared.org

Top Domains in Tweet in G3:
[15] twitter.com
[2] thepeopleshub.org
[1] nodexlgraphgallery.org
[1] findingada.com
[1] yourstory.com
[1] youtube.com

Top Domains in Tweet in G4:
[29] nasscomfoundation.org
[14] youtube.com
[5] twitter.com
[2] google.com
[1] t.co
[1] modelgaon.org
[1] eletsonline.com

Top Domains in Tweet in G5:
[2] tweetedtimes.com
[1] youtube.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[4] zoom.us
[2] urlz.fr
[2] twitter.com
[2] alterway.fr
[1] hellolille.eu
[1] linkedin.com
[1] talkspirit.com
[1] concepteursdavenirs.fr

Top Domains in Tweet in G8:
[11] twitter.com
[8] linkedin.com
[4] socialware.be
[3] youtube.com
[3] passwordsfast.com
[2] fastcompany.com
[2] techsoup.org
[2] tweetedtimes.com
[2] endangeredwild.life
[2] instagram.com

Top Domains in Tweet in G9:
[28] robtiffany.com
[10] wellthatsinteresting.tech
[3] twitter.com
[2] weforum.org
[1] theedgemarkets.com
[1] cnet.com
[1] futurism.com
[1] lafabriqueaviva.fr

Top Domains in Tweet in G10:
[14] contentmx.com
[10] microsoft.com
[4] office.com
[4] lll-ll.com
[1] journaldunet.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[820] tech4good
[145] sdgs
[96] techforgood
[75] technology
[70] sustainability
[69] innovation
[65] unitednations
[63] recycled
[56] socialimpact
[54] sustainabledevelopment



Top Hashtags in Tweet in G1:
[33] tech4good
[11] accessibility
[11] techforgood
[10] smartaid
[10] axschat
[9] disability
[9] helpcalmoveout
[9] innovation
[8] housing4all
[6] technology

Top Hashtags in Tweet in G2:
[113] tech4good
[37] nptech
[25] nonprofits
[22] foodinsecurity
[20] tweetchat
[18] technology
[14] techsolutions
[14] nptechclubatx
[12] welcomeapp
[10] ia

Top Hashtags in Tweet in G3:
[27] tech4good
[25] adasarmy
[15] thepeopleshub
[14] socialmedia4socialgood
[12] amyvarle
[9] adalovelace
[9] homelessness
[9] patmorgan
[4] socent
[3] digital

Top Hashtags in Tweet in G4:
[93] tech4good
[63] techforgood
[37] technology
[28] socialimpact
[27] digitaltransformation
[27] virtualevent
[27] socialgood
[27] socialinnovation
[27] innovation
[26] t4geseries

Top Hashtags in Tweet in G5:
[62] recycled
[45] cleanwater
[42] sdgs
[42] tech4good
[17] sustainability
[17] ecofriendly
[3] recycling
[3] innovation
[2] renewableenergy
[1] socialmedia

Top Hashtags in Tweet in G6:
[21] bridgefund
[21] digitalafrica
[14] startups
[7] tech4good
[3] tech4islands
[2] innovation
[2] robotics
[1] africa
[1] drones
[1] technologynews

Top Hashtags in Tweet in G7:
[65] tech4good
[8] techforpositiveimpact
[7] femmesdunum
[6] womenintech
[6] tech
[5] ia
[5] alterway
[4] finops
[3] leihia
[3] emploi

Top Hashtags in Tweet in G8:
[50] tech4good
[4] digitalwellness
[4] socialmedia
[4] attention
[4] wellbeing
[4] productivity
[4] nptech
[4] techsoup
[3] nonprofits
[3] tech4all

Top Hashtags in Tweet in G9:
[65] unitednations
[56] tech4good
[54] sdgs
[54] sustainabledevelopment
[30] globalgoals
[23] decadeofaction
[18] sustainability
[10] sdg12
[9] sdg14
[9] oceans

Top Hashtags in Tweet in G10:
[34] tech4good
[32] nonprofit
[17] digitaltransformation
[12] socialimpact
[3] nonprofits
[2] ia
[2] illusions
[2] data
[2] rse
[2] knowledge

Top Words
Top Words in Tweet in Entire Graph:
[817] #tech4good
[142] #sdgs
[138] thepeopleshubuk
[117] support
[117] helping
[117] home
[116] raise
[113] nasscomfdn
[112] more
[111] tech

Top Words in Tweet in G1:
[110] home
[97] calumgrevers
[95] helping
[94] support
[94] fight
[93] independent
[93] living
[93] raise
[93] 30k
[93] deposit

Top Words in Tweet in G2:
[111] #tech4good
[98] techsoup
[81] netsquared
[45] 2021
[41] 17
[38] nonprofits
[37] #nptech
[34] flashtweet
[34] neatebox
[33] tech4good

Top Words in Tweet in G3:
[103] thepeopleshubuk
[88] googleexpertuk
[58] womenwholead2
[51] themissnicolina
[50] housingfirstire
[50] chrisawatson_
[50] debjshaw
[31] marshacollier
[31] susybotello
[30] housingfirstuk

Top Words in Tweet in G4:
[104] nasscomfdn
[93] #tech4good
[79] session
[63] #techforgood
[62] accentureindia
[49] eseries
[40] 1st
[37] first
[36] #technology
[33] join

Top Words in Tweet in G5:
[62] #recycled
[45] box
[45] offgridbox
[45] provides
[45] #cleanwater
[45] electricity
[45] anywhere
[42] #sdgs
[42] #tech4good
[41] fabriziobustama

Top Words in Tweet in G6:
[21] #bridgefund
[21] #digitalafrica
[21] 125
[20] digitalafrica__
[14] promising
[14] update
[14] applying
[14] #startups
[14] looking
[14] forward

Top Words in Tweet in G7:
[65] #tech4good
[41] socialbuilder
[24] web
[23] 17h
[23] mythe
[22] rdv
[22] femmesdunum
[22] syntecnumerique
[18] notre
[16] organisã

Top Words in Tweet in G8:
[50] #tech4good
[7] februari
[6] more
[6] internet
[5] good
[5] built
[5] see
[5] 2021
[5] business
[5] keep

Top Words in Tweet in G9:
[62] #unitednations
[56] #tech4good
[54] #sdgs
[54] #sustainabledevelopment
[54] goal
[44] robtiffany
[38] sustainable
[38] focused
[30] #globalgoals
[29] ensure

Top Words in Tweet in G10:
[41] msftnonprofits
[34] #tech4good
[32] #nonprofit
[30] brought
[28] learn
[25] download
[23] cloud
[19] team
[17] #digitaltransformation
[17] work

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[94] support,fight
[93] fight,independent
[93] independent,living
[93] living,helping
[93] helping,raise
[93] raise,30k
[93] 30k,deposit
[93] deposit,home
[93] home,building
[93] building,adaptations

Top Word Pairs in Tweet in G1:
[94] support,fight
[93] fight,independent
[93] independent,living
[93] living,helping
[93] helping,raise
[93] raise,30k
[93] 30k,deposit
[93] deposit,home
[93] home,building
[93] building,adaptations

Top Word Pairs in Tweet in G2:
[25] billmew,thepeopleshubuk
[23] tech4good,nodexl
[23] nodexl,netsquared
[23] neatebox,techsoup
[20] nonprofits,2021
[16] internet,things
[16] netsquared,billmew
[16] techsoup,flashtweet
[14] first,#tweetchat
[14] #tweetchat,year

Top Word Pairs in Tweet in G3:
[50] housingfirstire,googleexpertuk
[50] googleexpertuk,chrisawatson_
[50] chrisawatson_,womenwholead2
[50] womenwholead2,themissnicolina
[50] themissnicolina,debjshaw
[29] lovefoodlifego,googleexpertuk
[29] googleexpertuk,marshacollier
[29] marshacollier,drlateal
[29] drlateal,bernardmelchior
[29] bernardmelchior,drumeshprabhu

Top Word Pairs in Tweet in G4:
[49] #techforgood,eseries
[33] session,#tech4good
[32] partnership,accentureindia
[27] #virtualevent,#socialgood
[27] #socialgood,#socialimpact
[27] #socialimpact,#socialinnovation
[27] #socialinnovation,#innovation
[27] #innovation,#technology
[27] super,excited
[27] excited,two

Top Word Pairs in Tweet in G5:
[45] box,offgridbox
[45] offgridbox,provides
[45] provides,#cleanwater
[45] #cleanwater,electricity
[45] electricity,anywhere
[25] #recycled,#sdgs
[20] anywhere,#recycled
[20] #recycled,#tech4good
[20] #tech4good,albertoemachado
[19] labordeolivier,box

Top Word Pairs in Tweet in G6:
[21] #bridgefund,#digitalafrica
[21] #digitalafrica,125
[14] promising,update
[14] update,#bridgefund
[14] 125,applying
[14] applying,#startups
[14] #startups,looking
[14] looking,forward
[14] forward,first
[13] digitalafrica__,promising

Top Word Pairs in Tweet in G7:
[23] #tech4good,mythe
[15] socialbuilder,rdv
[13] rdv,demain
[13] demain,17h
[12] mythe,realite
[11] mythe,réalité
[10] housingfirstire,googleexpertuk
[10] googleexpertuk,chrisawatson_
[10] chrisawatson_,womenwholead2
[10] womenwholead2,themissnicolina

Top Word Pairs in Tweet in G8:
[4] watch,#digitalwellness
[4] #digitalwellness,coach
[4] coach,denise
[4] denise,explain
[4] explain,#socialmedia
[4] #socialmedia,business
[4] business,model
[4] model,built
[4] built,keep
[4] keep,#attention

Top Word Pairs in Tweet in G9:
[54] #unitednations,#sustainabledevelopment
[54] #sustainabledevelopment,goal
[38] goal,focused
[29] #sdgs,#globalgoals
[29] #globalgoals,#tech4good
[23] #tech4good,#decadeofaction
[22] focused,applying
[16] twitter,raise
[16] raise,awareness
[16] awareness,#sdgs

Top Word Pairs in Tweet in G10:
[29] brought,msftnonprofits
[20] msftnonprofits,learn
[12] #tech4good,#socialimpact
[12] cloud,adoption
[11] download,ebook
[10] #nonprofit,download
[10] office,365
[10] #nonprofit,team
[9] #tech4good,#digitaltransformation
[9] work,together

Top Replied-To
Top Replied-To in Entire Graph:
@sdfutures
@nasscomfdn
@techsoup
@housingfirstuk
@googleexpertuk
@drrichardberks
@un_uniteideas
@housingfirstire
@techsoupkenya
@vestas

Top Replied-To in G1:
@drrichardberks
@neatebox
@siemens

Top Replied-To in G2:
@techsoup
@techsoupkenya
@calexity
@codedbias
@fmfrancoise
@stotted
@cllragoodwin
@heads_together
@oldreadingroom
@speedysticks007

Top Replied-To in G3:
@googleexpertuk
@housingfirstuk
@lovefoodlifego
@housingfirstire

Top Replied-To in G4:
@nasscomfdn
@debjani_ghosh_
@nf_tech4good

Top Replied-To in G6:
@digitalafrica__
@danymcc

Top Replied-To in G9:
@hazloe3
@anacoelhobxl
@npastohe

Top Mentioned
Top Mentioned in Entire Graph:
@thepeopleshubuk
@nasscomfdn
@techsoup
@calumgrevers
@googleexpertuk
@womenwholead2
@netsquared
@accentureindia
@themissnicolina
@chrisawatson_

Top Mentioned in G1:
@calumgrevers
@neilmilliken
@debraruh
@akwyz
@toymaker2
@gavinneate
@ioana91
@debrar
@neatebox

Top Mentioned in G2:
@techsoup
@netsquared
@flashtweet
@neatebox
@billmew
@thepeopleshubuk
@latech4good
@fmfrancoise
@ssxman2
@skvare

Top Mentioned in G3:
@thepeopleshubuk
@googleexpertuk
@womenwholead2
@themissnicolina
@chrisawatson_
@debjshaw
@housingfirstire
@marshacollier
@susybotello
@drlateal

Top Mentioned in G4:
@nasscomfdn
@accentureindia
@debjani_ghosh_
@nasscom
@cnbctv18news
@mridubhandari
@vodaidea_news
@nsdcindia
@vsarvasiddhi
@thukralm

Top Mentioned in G5:
@offgridbox
@fabriziobustama
@albertoemachado
@labordeolivier
@sebbourg
@gadgetflow
@gigadgets_
@kanezadiane
@frronconi
@dahl_consult

Top Mentioned in G6:
@digitalafrica__
@cedric_o
@rapid_2020
@peppertherobot
@ftpolynesie
@adinstitutions
@amutangana
@danymcc
@stephaneloise
@proparco

Top Mentioned in G7:
@socialbuilder
@femmesdunum
@syntecnumerique
@vetorner
@alterway
@thepeopleshubuk
@housingfirstire
@googleexpertuk
@chrisawatson_
@womenwholead2

Top Mentioned in G8:
@librariesval
@deniselderosa
@joebillionz

Top Mentioned in G9:
@robtiffany
@sdgs4good
@digiwhat
@anacoelhobxl
@realsophiarobot
@matsgranryd
@1nterestingtech
@productpricing
@aidntech
@marielavzla

Top Mentioned in G10:
@msftnonprofits
@office365
@microsoftteams
@corizance
@ironoakit
@databranch
@microsoft365
@azure
@wrdtio

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@alhanda
@chidambara09
@robre62
@femtech_
@john_siracusa
@codegnuts
@concourstwittos
@le_figaro
@reuters

Top Tweeters in G1:
@ggtidbegcypcxdo
@nicochan33
@akwyz
@jacobussystems
@dazza70smith
@debraruh
@networkrail
@tfl
@neilmilliken
@hemingwaymuse

Top Tweeters in G2:
@femtech_
@cybersecurityn8
@calcaware
@ssxman2
@kmontenegro
@asknationwide
@marshacollier
@quick13
@trendsinai
@fabriciosx

Top Tweeters in G3:
@alhanda
@googleexpertuk
@lilachbullock
@drumeshprabhu
@historylvrsclub
@cheekyvimto13
@fscarfe
@656888813
@wendyeslater
@ecolitical

Top Tweeters in G4:
@cnbctv18news
@markderiz
@vishalgreat
@heeralalias
@sankar1981
@debjani_ghosh_
@ayanmushir
@socialtmantra
@nasscom
@tejasj

Top Tweeters in G5:
@bot_innovation
@shicooks
@ilovebooks786
@hanslak
@jblefevre60
@sreyyazdemir
@jeffreyawillia4
@tachouhoner
@fabriziobustama
@kanezadiane

Top Tweeters in G6:
@hubofml
@adeyemoadekunl2
@sadasemb
@norbertpiske
@julieowono
@abdoulr37230833
@sheilahbirgen
@bosuntijani
@garmystos
@antale

Top Tweeters in G7:
@lesguer_lionel
@digital_ladies
@edenschool_fr
@zoph_io
@_ellabot
@thomascottinet
@womeninstemsa
@sfouille
@buildeuseslyon
@corn

Top Tweeters in G8:
@librariesval
@3itcom
@theredelm
@salzburgglobal
@skellyceo
@elodievialle
@carlosperezg45
@passwordsfast
@ilaba
@deniselderosa

Top Tweeters in G9:
@sectest9
@imagine_garden
@ourfuturebot
@eco1start
@education_24x7
@iot_technojeder
@exitoilexitoel
@edchateu
@greenstorm2030
@pflab

Top Tweeters in G10:
@chidambara09
@teamofindore
@office365
@anilp18101729
@azure
@corizance
@microsoftteams
@alaingoudey
@microsoft365
@theamaralgroup