tech4good, Twitter, 1/31/2021 11:30:13 AM, 246911


FAQ | Problem?

tech4good_2021-01-30_11-50-37.xlsx
tech4good_2021-01-30_11-50-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 31, 2021
Short Description:
tech4good via NodeXL https://bit.ly/3t9gaKe
@netsquared
@neatebox
@techsoup
@billmew
@thepeopleshubuk
@flashtweet
@nasscomfdn
@ssxman2
@femtech_
@godfrey_g_

Top hashtags:
#tech4good
#tech4all
#ai
#accessibility
#pwd
#technology
#disabilityinclusion
#inclusion

Description:
Description
The graph represents a network of 1,467 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, 30 January 2021 at 19:55 UTC.

The requested start date was Saturday, 30 January 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, 13-hour, 47-minute period from Saturday, 16 January 2021 at 02:17 UTC to Friday, 29 January 2021 at 16:04 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 : 1467
Unique Edges : 1438
Edges With Duplicates : 2940
Total Edges : 4378
Number of Edge Types : 5
Retweet : 998
MentionsInRetweet : 1863
Mentions : 1155
Replies to : 60
Tweet : 302
Self-Loops : 327
Reciprocated Vertex Pair Ratio : 0.0646181653863534
Reciprocated Edge Ratio : 0.121392190152801
Connected Components : 169
Single-Vertex Connected Components : 52
Maximum Vertices in a Connected Component : 825
Maximum Edges in a Connected Component : 3149
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.978017
Graph Density : 0.00109549702365176
Modularity : 0.474082
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 1,467 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, 30 January 2021 at 19:55 UTC.

The requested start date was Saturday, 30 January 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, 13-hour, 47-minute period from Saturday, 16 January 2021 at 02:17 UTC to Friday, 29 January 2021 at 16:04 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:
[20] https://www.maddyness.com/2021/01/18/sista-dix-femmes-tech-2021/
[15] https://www.meetup.com/Tech4Good-SouthWest/events/275154759/
[10] https://www.eventbrite.com/e/136833487645
[9] http://t4g.nasscomfoundation.org
[9] https://prize.thenudge.org/ciscoagrichallenge?utm_source=Twitter&utm_medium=CPC&utm_campaign=CAC
[9] https://www.heraldtribune.com/story/news/local/sarasota/2021/01/15/sarasota-manatee-residents-vision-loss-embrace-digital-tools-during-covid-19/6625968002/
[9] https://www.cbc.ca/news/canada/nova-scotia/essential-worker-pandemic-disabilities-vision-impaired-assitive-technology-1.5852002
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=245788
[8] https://www.applause.com/blog/digital-accessibility-enforcement-on-the-horizon
[8] https://medicalxpress.com/news/2021-01-smart-apps-people-loss.html

Top URLs in Tweet in G1:
[20] https://www.maddyness.com/2021/01/18/sista-dix-femmes-tech-2021/
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=245788
[7] https://futurism.com/neoscope/genetic-engineering-paralyzed-mice-walk
[4] https://www.meetup.com/LATech4Good/events/275656510/?utm_content=151829132&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[4] https://www.meetup.com/Tech4Good-Tampa/events/275822434/?utm_content=151820480&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[3] https://blog.techsoup.org/posts/top-techsoup-offers-from-2020?utm_campaign=Calendar%20Year-End%202020&utm_content=150636148&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[3] https://blog.techsoup.org/posts/the-rise-of-the-data-driven-nonprofit?utm_campaign=NPcovid19&utm_content=151244292&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[3] https://net2van.com/2021/01/website-traffic-growth-for-nonprofits/?utm_content=152412048&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[3] https://longitudeexplorer.challenges.org/
[2] https://events.techsoup.org/events/details/techsoup-techsoup-connect-adelaide-presents-on-a-positive-note-with-jonas-cain/?utm_content=152749845&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292#/

Top URLs in Tweet in G2:
[9] https://www.cbc.ca/news/canada/nova-scotia/essential-worker-pandemic-disabilities-vision-impaired-assitive-technology-1.5852002
[9] https://www.heraldtribune.com/story/news/local/sarasota/2021/01/15/sarasota-manatee-residents-vision-loss-embrace-digital-tools-during-covid-19/6625968002/
[8] https://www.ruhglobal.com/inclusion-and-ethics-in-artificial-intelligence/
[8] https://www.shrm.org/resourcesandtools/legal-and-compliance/employment-law/pages/online-accessibility-act.aspx#:~:text=A
[8] bill
[8] calling
[8] for
[8] official,3
[8] https://scienceblog.com/520393/study-suggests-smart-assistant-design-improvements-for-deaf-users/
[8] https://medicalxpress.com/news/2021-01-smart-apps-people-loss.html

Top URLs in Tweet in G3:
[2] https://www.emergingtechfest.com/
[2] https://www.unite.ai/new-ai-system-accelerates-speech-therapy/
[2] https://www.larevuedudigital.com/debuts-de-la-tracabilite-par-blockchain-des-produits-textiles-bio-tex-de-carrefour/
[1] https://twitter.com/up_ventures/status/1354790841194328066
[1] https://twitter.com/_businesswales/status/1350404976791719937
[1] https://twitter.com/safehouse_tech/status/1353980337089622017
[1] https://www.architecturaldigest.com/story/exclusive-look-worlds-first-3-d-printed-school
[1] https://go.oracle.com/LP=102068?elqCampaignId=261694&src1=:so:tw:or:dg:ocorp::TWReplayJBL&SC=:so:tw:or:dg:ocorp::TWReplayJBL&pcode=WWMK200731P00146
[1] https://blogs.oracle.com/oracle-france/oracle-signe-l%E2%80%99appel-tech-for-good-2020
[1] https://twitter.com/_KarenHao/status/1352351447803965441

Top URLs in Tweet in G4:
[5] https://twitter.com/ThePeoplesHubUK/status/1353010076030808064
[2] https://thepeopleshub.org/home
[1] https://twitter.com/PlantSwatch1/status/1276250275586736128
[1] https://twitter.com/ThePeoplesHubUK/status/1353346867741007872

Top URLs in Tweet in G5:
[3] https://www.passwordsfast.com/
[3] https://www.youtube.com/watch?v=1p_0U69UH_Y&feature=youtu.be

[2] https://www.governmentnews.com.au/type_contributors/winning-public-trust-in-location-data-can-pay-off/
[1] https://www.wired.com/story/ces-2021-highlights-liveblog-whole-show/
[1] https://fortune.com/2021/01/15/china-big-tech-backlash-techlash-jack-ma-alibaba/
[1] https://twitter.com/sdgiaorg/status/1351196388529471491
[1] https://www.linkedin.com/pulse/how-accenture-using-machine-learning-uncover-human-trafficking-vyas/
[1] https://www.forbes.com/sites/chantaldasilva/2021/01/18/doctors-use-smart-glass-technology-to-reach-refugee-camps-at-jordan-syria-border-amid-pandemic/
[1] https://www.linkedin.com/slink?code=gsEhhbg
[1] https://www.aplitrak.com/?adid=YWxpY2lhLjQ3NzEwLnR3aUBzcjIuYXBsaXRyYWsuY29t

Top URLs in Tweet in G6:
[2] https://www.scotsman.com/business/scottish-tech-firm-offers-support-help-disabled-shoppers-during-coronavirus-lockdown-2540654
[1] https://soundcloud.com/dcfm-1032/viva-vox-gavin-neate-14th-january-2021df
[1] https://dyscover.org.uk/

Top URLs in Tweet in G7:
[14] https://www.meetup.com/Tech4Good-SouthWest/events/275154759/
[1] https://nptechprojects.org/45-technology-training-events-for-nonprofit-leaders-staff-and-volunteers-in-january-2021/

Top URLs in Tweet in G8:
[5] https://techround.co.uk/interviews/predictions-for-sustainability-in-2021/
[3] https://robtiffany.com/sdg5-achieve-gender-equality-and-empower-all-women-and-girls/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://robtiffany.com/sdg10-reduce-inequality-within-and-among-countries/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://robtiffany.com/sdg7-ensure-access-to-affordable-reliable-sustainable-and-modern-energy-for-all/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://robtiffany.com/sdg11-make-cities-and-human-settlements-inclusive-safe-resilient-and-sustainable/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://robtiffany.com/sdg14-conserve-and-sustainably-use-the-oceans-seas-and-marine-resources-for-sustainable-development/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://robtiffany.com/sdg1-end-poverty-in-all-its-forms-everywhere/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.theedgemarkets.com/article/cover-story-tackling-sdgs-tech
[2] https://robtiffany.com/sdg3-ensure-healthy-lives-and-promote-well-being-for-all-at-all-ages/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://robtiffany.com/sdg2-end-hunger-achieve-food-security-and-improved-nutrition-and-promote-sustainable-agriculture/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G9:
[2] https://sites.ziftsolutions.com/atlassian.ziftsolutions.com/ff8081816439cb72016458cb3add2318?cid=8a9982ab77284a9b01772aaa3a5263df&url=https%3A%2F%2Fwww.fastcompany.com%2F90592796%2Fim-a-high-school-sophomore-heres-how-schools-can-teach-kids-to-solve-real-world-problems
[2] https://sites.ziftsolutions.com/atlassian.ziftsolutions.com/ff8081816439cc430164591d49c42f50?cid=8a9982467712359c017714cd6da633e8&url=https%3A%2F%2Fwww.fastcompany.com%2F90592796%2Fim-a-high-school-sophomore-heres-how-schools-can-teach-kids-to-solve-real-world-problems
[1] https://twitter.com/CazeauHue/status/1345095220652888066
[1] https://twitter.com/_SupplyChange/status/1303966863702007809
[1] https://twitter.com/KirkDBorne/status/1352026114047283200
[1] https://twitter.com/JamesAlanMiller/status/1354133251028226048
[1] https://www.westerndigital.com/company/newsroom/press-releases/2021/2021-01-26-western-digital-and-qumulo-enable-ihme-covid-19-analytics-and-vaccine-roll-out
[1] https://twitter.com/TecheconomyNG/status/1354093428204777477
[1] https://qumulo.com/blog/ihme-analyzes-up-to-20x-more-data-daily-for-covid-19-pandemic-global-population-modeling-with-qumulo-and-western-digital/
[1] https://documents.westerndigital.com/content/dam/doc-library/en_us/assets/public/western-digital/collateral/case-study/case-study-qumulo-and-ihme-deploy-ultrastar-nvme-ssds-and-hdds-to-combat-covid-19.pdf

Top URLs in Tweet in G10:
[5] https://keenethics.com/blog/5-reasons-to-work-for-a-tech4good-startup
[3] https://www.gamingfordev.com/
[2] https://techsoupglobal.zoom.us/webinar/register/WN_XWwJo9lHSJuqwRsdBxUUxQ
[1] https://www.socialware.be/fr/actualites/journee-protection-donnees?utm_source=twitter&utm_medium=link&utm_campaign=social-post&utm_term=social-post-scwfr
[1] https://www.socialware.be/nl/nieuws/dag-van-de-gegevensbescherming-privacy?utm_source=twitter&utm_medium=link&utm_campaign=social-post&utm_term=social-post-scwnl
[1] https://geeko.lesoir.be/2021/01/16/une-asbl-accompagne-les-associations-dans-leur-digitalisation/
[1] https://twitter.com/geeko_lesoir/status/1350401590725906433
[1] https://twitter.com/TechSoupEurope/status/1352275822917406720
[1] https://twitter.com/herstoryys/status/1351381425266819078
[1] https://www.linkedin.com/feed/update/urn:li:activity:6756778688316104704/?updateEntityUrn=urn:li:fs_feedUpdate:(V2,urn:li:activity:6756778688316104704)

Top Domains
Top Domains in Tweet in Entire Graph:
[132] twitter.com
[32] meetup.com
[29] ziftsolutions.com
[26] robtiffany.com
[23] linkedin.com
[21] co.uk
[20] maddyness.com
[16] scienceblog.com
[15] techsoup.org
[15] pipit.global

Top Domains in Tweet in G1:
[20] maddyness.com
[16] meetup.com
[15] techsoup.org
[13] twitter.com
[8] nodexlgraphgallery.org
[7] futurism.com
[5] challenges.org
[3] netsquared.org
[3] youtu.be
[3] net2van.com

Top Domains in Tweet in G2:
[34] twitter.com
[16] scienceblog.com
[9] cbc.ca
[9] heraldtribune.com
[8] ruhglobal.com
[8] shrm.org
[8] medicalxpress.com
[8] applause.com
[4] health4theworld.org
[3] thestack.technology

Top Domains in Tweet in G3:
[5] twitter.com
[2] emergingtechfest.com
[2] unite.ai
[2] oracle.com
[2] larevuedudigital.com
[1] architecturaldigest.com

Top Domains in Tweet in G4:
[7] twitter.com
[2] thepeopleshub.org

Top Domains in Tweet in G5:
[11] linkedin.com
[8] twitter.com
[4] youtube.com
[3] passwordsfast.com
[2] sdfutures.org
[2] issuu.com
[2] com.au
[1] wired.com
[1] fortune.com
[1] forbes.com

Top Domains in Tweet in G6:
[2] scotsman.com
[1] soundcloud.com
[1] org.uk

Top Domains in Tweet in G7:
[14] meetup.com
[1] nptechprojects.org

Top Domains in Tweet in G8:
[26] robtiffany.com
[5] co.uk
[3] twitter.com
[2] theedgemarkets.com
[1] cnet.com
[1] weforum.org
[1] medium.com
[1] google.com
[1] natoure.org
[1] ifad.org

Top Domains in Tweet in G9:
[29] ziftsolutions.com
[5] twitter.com
[2] westerndigital.com
[1] qumulo.com
[1] oal.lu
[1] xalt.de

Top Domains in Tweet in G10:
[5] keenethics.com
[4] twitter.com
[3] gamingfordev.com
[2] socialware.be
[2] zoom.us
[1] lesoir.be
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[845] tech4good
[166] tech4all
[127] ai
[112] accessibility
[93] pwd
[83] technology
[72] disabilityinclusion
[70] inclusion
[67] ruhglobal
[66] davosagenda



Top Hashtags in Tweet in G1:
[104] tech4good
[33] welcomeapp
[29] nptech
[29] nonprofits
[20] coupdeflash
[20] womenintech
[16] technology
[14] ai
[14] nonprofit
[10] customerservice

Top Hashtags in Tweet in G2:
[170] tech4good
[141] tech4all
[107] accessibility
[87] pwd
[82] ai
[69] disabilityinclusion
[66] ruhglobal
[64] inclusion
[56] davosagenda
[50] trustintech

Top Hashtags in Tweet in G3:
[27] cloud
[27] datacenter
[22] tech4good
[10] techforgood
[10] blockchain
[8] ai
[5] sustainability
[5] artificialintelligence
[2] friyay
[2] iot

Top Hashtags in Tweet in G4:
[15] adasarmy
[14] tech4good
[10] thepeopleshub
[10] socialmedia4socialgood
[9] amyvarle
[5] adalovelace
[4] homelessness
[4] patmorgan
[1] goodmarket
[1] changemakers

Top Hashtags in Tweet in G5:
[61] tech4good
[8] covid19
[8] prévention
[8] ignilife
[8] santé
[7] santéautravail
[6] innovation
[6] rh
[6] rse
[6] qvt

Top Hashtags in Tweet in G6:
[26] welcomeapp
[11] buttonapp
[9] tech4good
[6] hiddendisabilities
[2] smartcities
[1] supermarkets
[1] inclusion
[1] allwelcomenow
[1] rethinkretail
[1] dontwantourcash

Top Hashtags in Tweet in G7:
[1] chat
[1] nptechedu
[1] servicedesign
[1] women

Top Hashtags in Tweet in G8:
[48] unitednations
[46] tech4good
[43] sustainabledevelopment
[39] sdgs
[26] globalgoals
[23] sustainability
[21] decadeofaction
[8] mwc
[8] mobile
[7] vr

Top Hashtags in Tweet in G9:
[42] tech4good
[37] engineering
[30] learning
[30] software
[5] covid19
[4] ihme
[4] cloud
[3] qumulo
[2] circulareconomy
[2] stem

Top Hashtags in Tweet in G10:
[22] tech4good
[10] womenintech
[9] womenwhocode
[6] tech4all
[6] womeninbusiness
[4] hackthegap
[3] wevaluealllife
[3] impactinvesting
[3] valuation
[3] ceo

Top Words
Top Words in Tweet in Entire Graph:
[845] #tech4good
[166] #tech4all
[156] more
[140] tech
[127] #ai
[112] #accessibility
[108] huawei
[107] 2021
[99] debraruh
[96] people

Top Words in Tweet in G1:
[104] #tech4good
[50] netsquared
[44] techsoup
[42] 2021
[38] neatebox
[34] flashtweet
[33] #welcomeapp
[29] #nptech
[29] #nonprofits
[25] toymaker2

Top Words in Tweet in G2:
[170] #tech4good
[141] #tech4all
[107] #accessibility
[100] huawei
[90] debraruh
[87] #pwd
[82] #ai
[69] #disabilityinclusion
[66] #ruhglobal
[64] #inclusion

Top Words in Tweet in G3:
[32] jblefevre60
[30] oracle_france
[27] cnegrier
[27] revient
[27] ambitions
[27] d'
[27] #cloud
[27] l'ouverture
[27] d'un
[27] #datacenter

Top Words in Tweet in G4:
[18] thepeopleshubuk
[15] #adasarmy
[14] #tech4good
[10] googleexpertuk
[10] womenwholead2
[10] #thepeopleshub
[10] #socialmedia4socialgood
[9] housingfirstire
[9] chrisawatson_
[9] themissnicolina

Top Words in Tweet in G5:
[61] #tech4good
[8] #covid19
[8] #prévention
[8] #ignilife
[8] #santé
[7] tech4good
[7] #santéautravail
[6] 2021
[6] social
[6] #rh

Top Words in Tweet in G6:
[26] #welcomeapp
[22] neatebox
[19] gavinneate
[11] people
[11] #buttonapp
[10] asked
[10] required
[10] high
[10] street
[10] try

Top Words in Tweet in G7:
[42] live
[35] 15pm
[34] 12
[34] emma
[34] howell
[32] 27th
[32] jan
[32] survivors
[31] designing
[28] service

Top Words in Tweet in G8:
[48] #unitednations
[46] #tech4good
[43] #sustainabledevelopment
[43] goal
[39] #sdgs
[33] focused
[26] robtiffany
[26] #globalgoals
[23] sustainable
[23] #sustainability

Top Words in Tweet in G9:
[42] #tech4good
[38] more
[37] high
[37] school
[37] student
[37] writes
[37] discovery
[37] #engineering
[37] building
[37] cool

Top Words in Tweet in G10:
[22] #tech4good
[10] #womenintech
[9] binary
[9] trie
[9] #womenwhocode
[9] geeksforgeeks
[9] geeksquiz
[8] unique
[8] riddhij61587522
[8] using

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[125] #tech4all,#tech4good
[68] #pwd,#disabilityinclusion
[50] #accessibility,#pwd
[43] #unitednations,#sustainabledevelopment
[43] #sustainabledevelopment,goal
[38] #disabilityinclusion,#tech4all
[37] high,school
[37] school,student
[37] student,writes
[37] writes,discovery

Top Word Pairs in Tweet in G1:
[20] #coupdeflash,10
[20] 10,#womenintech
[20] #womenintech,suivre
[20] suivre,2021
[20] 2021,bymaddyness
[20] bymaddyness,wearesista
[20] wearesista,vient
[18] flashtweet,#coupdeflash
[14] living,conditions
[14] conditions,supported

Top Word Pairs in Tweet in G2:
[115] #tech4all,#tech4good
[66] #pwd,#disabilityinclusion
[48] #accessibility,#pwd
[36] #disabilityinclusion,#tech4all
[31] #hearingloss,#accessibility
[29] #trustintech,#tech4good
[28] #accessibility,#tech4all
[28] huawei,wef
[27] #tech4good,huawei
[25] #inclusion,#ethics

Top Word Pairs in Tweet in G3:
[27] cnegrier,revient
[27] revient,ambitions
[27] ambitions,d'
[27] d',oracle_france
[27] oracle_france,#cloud
[27] #cloud,l'ouverture
[27] l'ouverture,d'un
[27] d'un,#datacenter
[27] #datacenter,france
[27] france,2021

Top Word Pairs in Tweet in G4:
[9] housingfirstire,googleexpertuk
[9] googleexpertuk,chrisawatson_
[9] chrisawatson_,womenwholead2
[9] womenwholead2,themissnicolina
[9] themissnicolina,debjshaw
[9] #adasarmy,#socialmedia4socialgood
[9] #socialmedia4socialgood,#thepeopleshub
[8] debjshaw,theremarkablz
[6] #amyvarle,#tech4good
[6] thepeopleshubuk,housingfirstire

Top Word Pairs in Tweet in G5:
[8] #prévention,#ignilife
[8] #ignilife,#tech4good
[7] #tech4good,#santéautravail
[7] #santéautravail,#santé
[6] #santé,#rh
[6] #rh,#rse
[6] #rse,#qvt
[5] #covid19,#assurancemaladie
[5] #assurancemaladie,#bienêtreautravail
[5] #bienêtreautravail,#assurance

Top Word Pairs in Tweet in G6:
[10] neatebox,asked
[10] asked,#welcomeapp
[10] #welcomeapp,#buttonapp
[10] #buttonapp,required
[10] required,high
[10] high,street
[10] street,try
[10] try,pressing
[10] pressing,button
[9] disabled,people

Top Word Pairs in Tweet in G7:
[34] 12,15pm
[34] 15pm,emma
[34] emma,howell
[32] 27th,jan
[31] jan,12
[31] designing,live
[27] live,chat
[27] chat,service
[22] howell,oohmawolfie
[22] approach,research

Top Word Pairs in Tweet in G8:
[43] #unitednations,#sustainabledevelopment
[43] #sustainabledevelopment,goal
[33] goal,focused
[26] #sdgs,#globalgoals
[26] #globalgoals,#tech4good
[21] #tech4good,#decadeofaction
[19] focused,applying
[16] applying,#sustainability
[9] poverty,forms
[8] #mwc,back

Top Word Pairs in Tweet in G9:
[37] high,school
[37] school,student
[37] student,writes
[37] writes,discovery
[37] discovery,#engineering
[37] #engineering,more
[37] more,building
[37] building,cool
[37] cool,stuff
[37] stuff,solving

Top Word Pairs in Tweet in G10:
[8] trie,data
[8] data,structure
[8] #womenwhocode,geeksforgeeks
[8] geeksforgeeks,geeksquiz
[6] count,number
[6] number,distinct
[6] distinct,rows
[6] rows,binary
[6] binary,matrix
[6] matrix,using

Top Replied-To
Top Replied-To in Entire Graph:
@huawei
@effectaix
@farooqhasan619
@jonattenborough
@shelle02
@brightwellbeing
@housingfirstuk
@housingfirstire
@siemens
@missamyvarle

Top Replied-To in G1:
@brightwellbeing
@shelle02
@fmfrancoise
@coevaluk
@legolandwindsor
@netsquared
@mitzimadruga

Top Replied-To in G2:
@huawei
@debraruh
@ianmcalvert
@cyrilcoste
@thedataagent

Top Replied-To in G3:
@mvollmer1

Top Replied-To in G4:
@housingfirstuk
@housingfirstire
@missamyvarle

Top Replied-To in G6:
@jonattenborough
@siemens
@neatebox
@blindseyeview
@beyonderltd
@highwaysmag
@gavinneate

Top Replied-To in G9:
@westerndigital

Top Mentioned
Top Mentioned in Entire Graph:
@debraruh
@huawei
@neatebox
@billmew
@wef
@huaweiusa
@netsquared
@techsoup
@streitzability
@flashtweet

Top Mentioned in G1:
@techsoup
@netsquared
@neatebox
@flashtweet
@toymaker2
@bymaddyness
@wearesista
@microsoft
@akwyz
@ericawoodsgo

Top Mentioned in G2:
@debraruh
@huawei
@billmew
@huaweiusa
@wef
@streitzability
@nabileid1
@ruhglobal
@charityh4tw
@avrohomg

Top Mentioned in G3:
@jblefevre60
@oracle_france
@cnegrier
@revuedudigital
@carrefourfrance
@bouteloupjp
@up_ventures
@efipm
@safehouse_tech
@thinkinghuts

Top Mentioned in G4:
@thepeopleshubuk
@googleexpertuk
@womenwholead2
@chrisawatson_
@themissnicolina
@debjshaw
@housingfirstire
@theremarkablz
@mrsedithrigby

Top Mentioned in G5:
@sdfutures
@iqo_forgood
@deniselderosa

Top Mentioned in G6:
@neatebox
@gavinneate
@transcotland
@coevaluk
@guidedogs
@highwaysmag
@bemyeyes
@rambletag
@tech4good
@garyjk64

Top Mentioned in G7:
@tech4goodsw
@oohmawolfie
@womensaid
@wethecatalysts
@cxpartners
@techforgoodcast
@edhowarthbs5
@wthbristol
@voices_charity
@digiscot

Top Mentioned in G8:
@robtiffany
@sdgs4good
@fbaddache
@kirkdborne
@wfp
@natoureorg
@innovation_fcty
@ksapaorg
@impacthubcdmx
@citibanamexcs

Top Mentioned in G9:
@fastcompany
@ihme_uw
@westerndigital
@qumulo
@trundl_inc
@charityh4tw
@vcloudtech
@suncemore1
@knowbusinessau
@systemology

Top Mentioned in G10:
@geeksforgeeks
@geeksquiz
@riddhij61587522
@ja
@techsoupeurope
@keen_ethics
@javacodegeeks
@aiforgood
@gamingfordev
@qualcomm_in

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@robre62
@cybersec_feeds
@femtech_
@sainsburys
@makedni
@googleexpertuk
@pop_pipi14
@cybersecurityn8

Top Tweeters in G1:
@ssxman2
@discord
@asknationwide
@akwyz
@jacobussystems
@slackhq
@lesguer_lionel
@fabriciosx
@fmfrancoise
@microsoftrtweet

Top Tweeters in G2:
@sectest9
@cybersec_feeds
@cybersecurityn8
@ml_tweet_bot
@rwang0
@gadiooumoul
@thomaspower
@debraruh
@drferdowsi
@artificialbra1n

Top Tweeters in G3:
@dataaugmented
@nicochan33
@shicooks
@gvalan
@meghanmbiro
@spirosmargaris
@jblefevre60
@ipfconline1
@3itcom
@iottogether

Top Tweeters in G4:
@googleexpertuk
@lilachbullock
@marshacollier
@johnwalsh88
@tamaramccleary
@ilovemcr
@debjshaw
@hibowardere
@housingfirstuk
@mancitycouncil

Top Tweeters in G5:
@healerkenneth
@vgazza
@wayan_vota
@wadekwright
@annt
@sathish_ganesh
@willroeb
@globalgoodaward
@nyra_mah
@skellyceo

Top Tweeters in G6:
@sainsburys
@dazza70smith
@gangstamovement
@irishrail
@asieduedmund
@blindseyeview
@dog_gem
@nlferries
@garyjk64
@beyonderltd

Top Tweeters in G7:
@shirleyayres
@hammertoe
@karlwilding
@rebeccawho
@ncvo
@mikelloydjones
@refugecharity
@anguscouncil
@womensaid
@digiscot

Top Tweeters in G8:
@imagine_garden
@ourfuturebot
@salhaj
@kirkdborne
@kanezadiane
@mentalhealthbo5
@sdgsbot
@segunisioye
@digitalcloudgal
@vrretweeter

Top Tweeters in G9:
@bexxmodd
@fastcompany
@natashareid95
@suncemore1
@education_24x7
@peterolukai
@ihme_uw
@techeconomyng
@iotcybersec24
@qumulo

Top Tweeters in G10:
@femtech_
@eco1start
@dr_black
@bbc5live
@botfemale
@javacodegeeks
@botblacktech
@newbie_codes
@100daysof2020
@herstoryys