tech4good, Twitter, 1/2/2021 7:55:38 PM, 244636


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tech4good_2021-01-02_11-50-37.xlsx
tech4good_2021-01-02_11-50-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 02, 2021
Short Description:
tech4good via NodeXL https://bit.ly/3aZ7HTi
@flashtweet
@education_24x7
@fmfrancoise
@wef
@techsoup
@netsquared
@google
@the404code
@verge
@aries_project

Top hashtags:
#tech4good
#tech
#ai
#digitaltransformation
#accessibility
#flashtweetbestof2020
#healthcare

Description:
Description
The graph represents a network of 745 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, 02 January 2021 at 19:51 UTC.

The requested start date was Saturday, 02 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, 12-hour, 3-minute period from Saturday, 19 December 2020 at 02:15 UTC to Friday, 01 January 2021 at 14:18 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 : 745
Unique Edges : 667
Edges With Duplicates : 1083
Total Edges : 1750
Number of Edge Types : 5
Tweet : 163
Retweet : 424
MentionsInRetweet : 730
Mentions : 415
Replies to : 18
Self-Loops : 173
Reciprocated Vertex Pair Ratio : 0.0181268882175227
Reciprocated Edge Ratio : 0.0356083086053412
Connected Components : 101
Single-Vertex Connected Components : 35
Maximum Vertices in a Connected Component : 389
Maximum Edges in a Connected Component : 1160
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.954565
Graph Density : 0.00182398787616367
Modularity : 0.546106
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 745 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, 02 January 2021 at 19:51 UTC.

The requested start date was Saturday, 02 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, 12-hour, 3-minute period from Saturday, 19 December 2020 at 02:15 UTC to Friday, 01 January 2021 at 14:18 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:
[41] https://www.weforum.org/agenda/2020/01/why-is-cancer-a-problem-make-care-sustainable-and-available-for-all/
[16] https://seea.un.org/news/aries-seea-rapid-generation-natural-capital-accounts
[10] https://www.scotsman.com/lifestyle/homes-and-gardens/how-rise-tech-savvy-and-accessible-housing-villages-looks-empower-scotlands-elderly-population-3064926
[9] https://www.cnet.com/news/as-hollywood-and-tech-look-to-boost-diversity-accessibility-is-finally-having-its-moment/
[9] https://open.spotify.com/episode/6bliLD77Y6gRl7cFyQKX4F
[8] https://www.cnn.com/2020/12/25/us/high-school-robotics-custom-prosthesis-trnd/index.html
[7] https://wellthatsinteresting.tech/example-of-ai-and-the-planet/
[6] https://www.cscience.ca/2020/06/15/lancement-du-partenariat-mondial-pour-une-ia-responsable/
[5] https://www.engadget.com/2020-01-08-exobeam-parkinsons-aid-ces-2020.html?guce_referrer=aHR0cHM6Ly9nZXRwb2NrZXQuY29tLw&guce_referrer_sig=AQAAAH91GmuAProA8Gr3Uqrz7SWHFWXtjSMO0MSlh1Nx7fHKgmoJRMxrfOgjKMvY057gFaliv14OP8ImLuN5MS6MoNTLTNJkP-ccilP_2YBldYDzl1UGKtvy8WQxeviizo_EJ1_BAunFBIv2Vjsd3mWmbRnoEy0VpyPRRcbeqpurfnFk
[5] https://www.lesechos.fr/tech-medias/hightech/2050-le-nouveau-defi-de-marie-ekeland-voit-le-jour-1267545

Top URLs in Tweet in G1:
[6] https://www.cscience.ca/2020/06/15/lancement-du-partenariat-mondial-pour-une-ia-responsable/
[5] https://www.maddyness.com/2020/04/01/impression-3d-hopitaux/
[5] https://www.lesechos.fr/tech-medias/hightech/2050-le-nouveau-defi-de-marie-ekeland-voit-le-jour-1267545
[5] https://www.engadget.com/2020-01-08-exobeam-parkinsons-aid-ces-2020.html?guce_referrer=aHR0cHM6Ly9nZXRwb2NrZXQuY29tLw&guce_referrer_sig=AQAAAH91GmuAProA8Gr3Uqrz7SWHFWXtjSMO0MSlh1Nx7fHKgmoJRMxrfOgjKMvY057gFaliv14OP8ImLuN5MS6MoNTLTNJkP-ccilP_2YBldYDzl1UGKtvy8WQxeviizo_EJ1_BAunFBIv2Vjsd3mWmbRnoEy0VpyPRRcbeqpurfnFk
[4] https://techcrunch.com/2020/09/08/skin-analytics-raises-4m-series-a-to-use-ai-for-skin-cancer-screening/
[4] https://www.bfmtv.com/tech/dons-l-application-lydia-permet-de-faire-des-virements-instantanes-aux-hopitaux-et-associations-1889891.html
[3] https://techcrunch.com/2020/07/01/the-mom-project-raises-25m-for-its-job-site-aimed-at-women-returning-to-work/
[3] https://www.theguardian.com/technology/2020/nov/29/coding-the-future-the-tech-kids-solving-lifes-problems
[3] https://www.cbnews.fr/conseil/image-utopies-lance-son-accelerateur-start-ups-engagees-48889
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243340

Top URLs in Tweet in G2:
[3] https://netsquared.org/blog/netsquared-kenya-interview-nonprofit-techies-toolkit-shannon-mujera?utm_content=149797824&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[2] https://themanagr.in/register
[2] https://play.google.com/store/apps/details?id=com.vfnf.themanagr
[2] https://bigtech.nasscomfoundation.org/eng/node/4473
[1] https://www.theverge.com/2020/12/7/22158434/airbnb-nonprofit-essential-workers-coronavirus-refugees?utm_campaign=Airbnb&utm_content=149905115&utm_medium=social&utm_source=twitter&hss_channel=tw-9481992
[1] https://ethicalos.org/?utm_content=149610703&utm_medium=social&utm_source=twitter&hss_channel=tw-9481992
[1] https://charitydigital.org.uk/topics/help-for-heroes-how-gaming-can-help-us-open-up-about-our-mental-health-7739?utm_campaign=Global%20TS&utm_content=149610702&utm_medium=social&utm_source=twitter&hss_channel=tw-9481992
[1] https://blog.techsoup.org/posts/december-2020-library-tech-newsbytes?utm_campaign=TechSoup%20for%20Libraries&utm_content=149724518&utm_medium=social&utm_source=twitter&hss_channel=tw-9481992
[1] https://blog.techsoup.org/posts/religious-organizations-cultivate-community-with-adobe-creative-cloud?utm_campaign=Adobe&utm_content=149905118&utm_medium=social&utm_source=twitter&hss_channel=tw-9481992
[1] https://pacscenter.stanford.edu/wp-content/uploads/2020/12/Blueprint-2021.pdf

Top URLs in Tweet in G3:
[41] https://www.weforum.org/agenda/2020/01/why-is-cancer-a-problem-make-care-sustainable-and-available-for-all/
[2] https://seea.un.org/news/aries-seea-rapid-generation-natural-capital-accounts
[2] https://keenethics.com/blog/leaders-of-tech4good-henri-nyakarundi
[1] https://www.ifad.org/en/web/knowledge/publication/asset/42157635

Top URLs in Tweet in G4:
[7] https://open.spotify.com/episode/6bliLD77Y6gRl7cFyQKX4F
[7] https://www.cnet.com/news/as-hollywood-and-tech-look-to-boost-diversity-accessibility-is-finally-having-its-moment/
[7] https://www.scotsman.com/lifestyle/homes-and-gardens/how-rise-tech-savvy-and-accessible-housing-villages-looks-empower-scotlands-elderly-population-3064926
[7] https://www.cnn.com/2020/12/25/us/high-school-robotics-custom-prosthesis-trnd/index.html
[3] https://telanganatoday.com/making-digital-art-accessible-to-the-visually-impaired
[1] https://www.forbes.com/sites/bernardmarr/2020/03/09/whats-the-impact-of-artificial-intelligence-and-technology-on-society/
[1] https://seea.un.org/news/aries-seea-rapid-generation-natural-capital-accounts
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243722
[1] https://informationmatters.net/jo-eckersley-bubbl/

Top URLs in Tweet in G5:
[7] https://wellthatsinteresting.tech/example-of-ai-and-the-planet/
[2] https://www.meetup.com/Tech4Good-Bristol/
[2] https://open.spotify.com/episode/6bliLD77Y6gRl7cFyQKX4F
[2] https://www.cnet.com/news/as-hollywood-and-tech-look-to-boost-diversity-accessibility-is-finally-having-its-moment/
[2] https://www.scotsman.com/lifestyle/homes-and-gardens/how-rise-tech-savvy-and-accessible-housing-villages-looks-empower-scotlands-elderly-population-3064926
[1] https://twitter.com/worthynow/status/1340494962186711040
[1] https://www.geekmaispasque.com/?p=6054
[1] https://twitter.com/oursaferschools/status/1337864805676421120
[1] https://www.linkedin.com/slink?code=d7Tkk-6
[1] https://www.campussafetymagazine.com/news/pandemic-accelerating-physical-security-upgrades/

Top URLs in Tweet in G6:
[1] https://gohubtech.typeform.com/to/WFjfN2
[1] https://twitter.com/GlobalOmnium/status/1340961489973366785

Top URLs in Tweet in G7:
[5] https://customers.microsoft.com/en-us/story/781356-tech4dev-nonprofit-office365-nigeria
[4] https://support.office.com/en-us/article/modern-workplace-training-a6a6714f-cc43-49cb-8cdc-cec773635898?utm_source=microsoftpartnerblog&utm_medium=blog&utm_term=microsoft&utm_content=microsoftblog&utm_campaign=uitspartner
[3] https://support.office.com/en-us/article/welcome-to-microsoft-teams-b98d533f-118e-4bae-bf44-3df2470c2b12?ui=en-US&rs=en-US&ad=US
[3] https://contentmx.com/b/page/page.php?u=TLIT62203&i=1401026
[1] https://contentmx.com/b/page/page.php?u=synergyc&i=1410960
[1] https://contentmx.com/b/page/page.php?u=ajoseph21&i=1401433
[1] https://contentmx.com/b/page/page.php?u=aibasoft&i=1395446
[1] https://contentmx.com/b/page/page.php?u=GingerSec&i=1404981
[1] https://contentmx.com/b/page/page.php?u=bcgak&i=1391691
[1] https://www.microsoft.com/en-us/videoplayer/embed/RWtLbJ

Top URLs in Tweet in G8:
[1] https://robtiffany.com/sdg1-end-poverty-in-all-its-forms-everywhere/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://robtiffany.com/sdg11-make-cities-and-human-settlements-inclusive-safe-resilient-and-sustainable/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://robtiffany.com/sdg5-achieve-gender-equality-and-empower-all-women-and-girls/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://robtiffany.com/sdg13-take-urgent-action-to-combat-climatechange-and-its-impacts/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] 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
[1] 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
[1] 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
[1] https://robtiffany.com/sdg7-ensure-access-to-affordable-reliable-sustainable-and-modern-energy-for-all/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://robtiffany.com/sdg12-ensure-sustainable-consumption-and-production-patterns/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://www.natoure.org/

Top URLs in Tweet in G9:
[1] https://www.forbes.com/sites/bernardmarr/2020/03/09/whats-the-impact-of-artificial-intelligence-and-technology-on-society/
[1] https://dailygeekshow.com/ia-prediction-seisme/
[1] https://www.youtube.com/watch?v=R16yBr7fA2I&feature=youtu.be


Top URLs in Tweet in G10:
[2] https://rsna2020.rsna.org/live-stream/15351569/Annual-Oration-in-Diagnostic-RadiologyBuilding-a-Better-Future-for-the-Global-Radiology-CommunitySelfless-Service-Innovative-Technologies-and-Online-Radiology-Education-for-COVID-19-and-Beyond
[1] https://www.health4theworld.org/mobile-app/
[1] https://www.health4theworld.org/chat-bot/
[1] https://community.nasscom.in/communities/it-services/future-of-technology-services-navigating-the-new-normal.html

Top Domains
Top Domains in Tweet in Entire Graph:
[41] weforum.org
[23] youtube.com
[20] twitter.com
[17] linkedin.com
[16] un.org
[10] scotsman.com
[9] cnet.com
[9] spotify.com
[9] techcrunch.com
[9] wellthatsinteresting.tech

Top Domains in Tweet in G1:
[8] techcrunch.com
[6] maddyness.com
[6] cscience.ca
[6] engadget.com
[5] lesechos.fr
[4] bfmtv.com
[4] nodexlgraphgallery.org
[3] theguardian.com
[3] cbnews.fr
[3] twitter.com

Top Domains in Tweet in G2:
[4] netsquared.org
[4] meetup.com
[3] techsoup.org
[2] themanagr.in
[2] google.com
[2] nasscomfoundation.org
[1] theverge.com
[1] ethicalos.org
[1] org.uk
[1] stanford.edu

Top Domains in Tweet in G3:
[41] weforum.org
[2] un.org
[2] keenethics.com
[1] ifad.org

Top Domains in Tweet in G4:
[7] spotify.com
[7] cnet.com
[7] scotsman.com
[7] cnn.com
[3] telanganatoday.com
[1] forbes.com
[1] un.org
[1] nodexlgraphgallery.org
[1] informationmatters.net

Top Domains in Tweet in G5:
[14] linkedin.com
[9] wellthatsinteresting.tech
[8] twitter.com
[2] meetup.com
[2] spotify.com
[2] cnet.com
[2] scotsman.com
[1] geekmaispasque.com
[1] campussafetymagazine.com
[1] wizehive.com

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

Top Domains in Tweet in G7:
[9] contentmx.com
[7] office.com
[6] microsoft.com

Top Domains in Tweet in G8:
[9] robtiffany.com
[1] natoure.org
[1] e-repetiteur.com
[1] haletatutors.com
[1] moretrash.id
[1] naasika.com
[1] sipindo.id
[1] farmwallet.me
[1] twitter.com

Top Domains in Tweet in G9:
[1] forbes.com
[1] dailygeekshow.com
[1] youtube.com

Top Domains in Tweet in G10:
[2] rsna.org
[2] health4theworld.org
[1] nasscom.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[411] tech4good
[90] tech
[81] ai
[77] digitaltransformation
[69] accessibility
[64] flashtweetbestof2020
[60] healthcare
[57] cancer
[57] athome
[56] inclusion



Top Hashtags in Tweet in G1:
[64] flashtweetbestof2020
[44] tech4good
[44] flashtweet
[22] bestof
[21] goodnews2020
[19] ia
[9] followers
[9] recap
[9] hashtags
[7] startup

Top Hashtags in Tweet in G2:
[31] tech4good
[16] nptech
[15] ngos
[14] productivity
[14] digitalngos
[8] npos
[8] remotework
[7] notminiadults
[7] childhealth
[6] projectmanagement

Top Hashtags in Tweet in G3:
[59] tech4good
[58] digitaltransformation
[56] ai
[56] cancer
[56] athome
[56] healthcare
[40] sdg
[17] sdgs
[17] covid19uk
[17] analytics

Top Hashtags in Tweet in G4:
[61] accessibility
[46] inclusion
[42] pwd
[40] disabilityinclusion
[38] tech4good
[36] tech4all
[32] tech
[19] accessible
[19] hollywood
[19] diversity

Top Hashtags in Tweet in G5:
[57] tech4good
[11] tech4all
[10] nptech
[8] accessibility
[8] disabilityinclusion
[6] tech
[6] msftadvocate
[6] pwd
[5] inclusion
[4] recycle

Top Hashtags in Tweet in G6:
[7] gohub
[6] startup
[5] tech4good
[3] happy2021
[1] inloc
[1] sobway
[1] water
[1] watertech

Top Hashtags in Tweet in G7:
[27] nonprofit
[23] tech4good
[12] digitaltransformation
[10] socialimpact
[1] ared
[1] impact
[1] ai
[1] tech
[1] cancer
[1] athome

Top Hashtags in Tweet in G8:
[19] unitednations
[17] tech4good
[16] sustainabledevelopment
[16] sdgs
[9] globalgoals
[8] socialimpact
[8] indonesia
[7] decadeofaction
[7] ict4d
[7] digitalisation

Top Hashtags in Tweet in G9:
[4] ai
[4] tech4good
[2] intelligenceartificielle
[2] dataprivacy
[2] asktheceo
[1] ml
[1] ethics
[1] t4g
[1] cybersecurity

Top Hashtags in Tweet in G10:
[14] health4theworld
[6] tech4good
[6] ai
[4] edtech
[4] intheworldoftech
[3] rsna20
[2] vr
[2] ml
[2] rt
[1] tech4all

Top Words
Top Words in Tweet in Entire Graph:
[411] #tech4good
[90] #tech
[81] #ai
[78] team
[77] #digitaltransformation
[73] flashtweet
[69] #accessibility
[64] #flashtweetbestof2020
[60] #healthcare
[57] #cancer

Top Words in Tweet in G1:
[73] flashtweet
[64] #flashtweetbestof2020
[44] #tech4good
[44] #flashtweet
[32] cette
[23] 2020
[22] #bestof
[21] #goodnews2020
[20] spécial
[19] #ia

Top Words in Tweet in G2:
[31] #tech4good
[16] #nptech
[15] #ngos
[14] #productivity
[14] #digitalngos
[11] google
[10] netsquared
[9] nonprofit
[8] online
[8] #npos

Top Words in Tweet in G3:
[59] #tech4good
[58] #digitaltransformation
[56] #ai
[56] #cancer
[56] #athome
[56] wef
[56] #healthcare
[40] test
[40] take
[40] #sdg's

Top Words in Tweet in G4:
[61] #accessibility
[46] #inclusion
[42] #pwd
[40] #disabilityinclusion
[38] #tech4good
[36] #tech4all
[32] #tech
[19] #accessible
[19] #hollywood
[19] look

Top Words in Tweet in G5:
[57] #tech4good
[18] technology
[13] ai
[11] #tech4all
[11] read
[11] making
[10] स
[10] article
[10] #nptech
[9] future

Top Words in Tweet in G6:
[7] gohubtech
[7] #gohub
[7] tecnologías
[6] tienes
[6] gran
[6] #startup
[6] ven
[6] invertimos
[6] anticiparnos
[6] grandes

Top Words in Tweet in G7:
[27] #nonprofit
[25] msftnonprofits
[23] #tech4good
[21] learn
[19] brought
[15] office365
[13] download
[12] team
[12] #digitaltransformation
[12] women

Top Words in Tweet in G8:
[20] accelerator
[20] programme
[19] #unitednations
[18] digital
[18] innovation
[18] meet
[18] winners
[17] #tech4good
[16] #sustainabledevelopment
[16] goal

Top Words in Tweet in G9:
[4] #ai
[4] #tech4good
[3] cette
[2] betamoroney
[2] #intelligenceartificielle
[2] intelligence
[2] artificielle
[2] peut
[2] détecter
[2] séismes

Top Words in Tweet in G10:
[19] charityh4tw
[15] machine
[15] learning
[14] know
[14] #health4theworld
[10] chat
[10] bot
[10] designed
[10] using
[10] provide

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[57] #athome,wef
[57] wef,#digitaltransformation
[57] #digitaltransformation,#healthcare
[57] #healthcare,#tech4good
[45] #tech4all,#tech4good
[41] flashtweet,#flashtweetbestof2020
[40] #ai,#cancer
[40] #cancer,test
[40] test,take
[40] take,#athome

Top Word Pairs in Tweet in G1:
[41] flashtweet,#flashtweetbestof2020
[20] spécial,#goodnews2020
[20] #tech4good,#flashtweet
[18] clôturer,beauté
[18] beauté,cette
[18] cette,drôle
[18] drôle,d'année
[18] d'année,#flashtweet
[18] #flashtweet,livre
[18] livre,#bestof

Top Word Pairs in Tweet in G2:
[14] #nptech,#productivity
[8] #ngos,#npos
[8] #npos,#digitalngos
[8] #digitalngos,#tech4good
[8] #tech4good,#nptech
[8] #productivity,#remotework
[7] #notminiadults,podcast
[7] podcast,available
[7] available,stream
[7] stream,spotify

Top Word Pairs in Tweet in G3:
[56] #athome,wef
[56] wef,#digitaltransformation
[56] #digitaltransformation,#healthcare
[56] #healthcare,#tech4good
[40] #ai,#cancer
[40] #cancer,test
[40] test,take
[40] take,#athome
[40] #tech4good,#sdg's
[39] import_jmr,#ai

Top Word Pairs in Tweet in G4:
[36] #tech4all,#tech4good
[29] #disabilityinclusion,#tech4all
[25] #pwd,#disabilityinclusion
[19] #accessibility,#pwd
[19] #hollywood,#tech
[19] #tech,look
[19] look,boost
[19] boost,#diversity
[19] #diversity,#accessibility
[19] #accessibility,finally

Top Word Pairs in Tweet in G5:
[9] #tech4all,#tech4good
[9] #tech4good,#nptech
[9] read,article
[8] norwegian,refugee
[8] refugee,council
[8] council,making
[8] making,sure
[8] sure,displaced
[8] displaced,young
[8] young,people

Top Word Pairs in Tweet in G6:
[6] tienes,gran
[6] gran,#startup
[6] #startup,ven
[6] ven,#gohub
[6] #gohub,invertimos
[6] invertimos,tecnologías
[6] tecnologías,anticiparnos
[6] anticiparnos,grandes
[6] grandes,problemas
[6] problemas,monitorización

Top Word Pairs in Tweet in G7:
[19] msftnonprofits,learn
[16] brought,msftnonprofits
[11] learn,#nonprofit
[10] #tech4good,#socialimpact
[8] #nonprofit,download
[7] #nonprofit,team
[6] #tech4good,#digitaltransformation
[6] technology,helping
[6] helping,hampering
[6] hampering,#nonprofit

Top Word Pairs in Tweet in G8:
[20] accelerator,programme
[18] digital,innovation
[18] innovation,accelerator
[18] programme,meet
[18] meet,winners
[16] #unitednations,#sustainabledevelopment
[16] #sustainabledevelopment,goal
[11] innovation_fcty,digital
[10] goal,focused
[9] #sdgs,#globalgoals

Top Word Pairs in Tweet in G9:
[2] #tech4good,#ai
[2] #ai,#intelligenceartificielle
[2] #intelligenceartificielle,cette
[2] cette,intelligence
[2] intelligence,artificielle
[2] artificielle,peut
[2] peut,détecter
[2] détecter,séismes
[2] séismes,précision
[2] précision,inégalée

Top Word Pairs in Tweet in G10:
[15] machine,learning
[14] know,#health4theworld
[12] charityh4tw,know
[10] #health4theworld,chat
[10] chat,bot
[10] bot,designed
[10] designed,using
[10] using,machine
[10] learning,provide
[10] provide,hope

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@flashtweet
@wef
@import_jmr
@msftnonprofits
@debraruh
@hotosm
@charityh4tw
@thejupaul
@unstats
@aries_project

Top Mentioned in G1:
@flashtweet
@techcrunch
@bymaddyness
@cscienceia
@bibicheri
@lesechos
@nelbro
@skinanalytics
@applydia
@jjudit_

Top Mentioned in G2:
@google
@techsoup
@spotify
@itunes
@buzzsprout
@netsquared
@thinkingofoscar
@nasscomfdn
@mayurasandeep
@mujerashannon

Top Mentioned in G3:
@wef
@import_jmr
@thejupaul
@henrinyakarundi
@fbaddache
@charityh4tw
@thinkingofoscar
@spotify
@itunes
@google

Top Mentioned in G4:
@debraruh
@streitzability
@forbes
@ruhglobal
@kevinruhglobal
@gersonrolim
@bernardmarr
@intellimetri
@100daysofmlcode
@hotosm

Top Mentioned in G5:
@oursaferschools

Top Mentioned in G6:
@gohubtech
@allread_mlt
@aganovagrupo
@analyticalls
@auno
@aunoa1
@barbara_iot
@docuten
@fivecomm5g
@galgus_

Top Mentioned in G7:
@msftnonprofits
@office365
@microsoftteams
@microsoft365
@the_it_guys
@synergycomp
@m
@thedatapros
@henrinyakarundi
@gingersec_

Top Mentioned in G8:
@robtiffany
@innovation_fcty
@erepetiteur
@natoureorg
@farmwallet
@fbaddache
@sonyaong
@s
@socialabmx
@kinaya_ventures

Top Mentioned in G9:
@betamoroney
@adamlgring
@bernardmarr
@forbes
@frronconi
@nevillegaunt
@drjdrooghaag
@nicochan33
@fmfrancoise
@louiseoconor

Top Mentioned in G10:
@charityh4tw
@bhavyarehanimd
@nasscom
@niramaianalytix
@rsna
@nasscomr
@bwells80

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@femtech_
@codernotesbot
@guardian
@reuters
@googleexpertuk
@codegnuts
@cybersecurityn8
@wwf

Top Tweeters in G1:
@guardian
@reuters
@bfmtv
@ssxman2
@lesechos
@jeandoobs
@lesguer_lionel
@zetwitty
@techcrunch
@fmfrancoise

Top Tweeters in G2:
@verge
@microsoftrtweet
@google
@appitekbot
@techie_wiz
@p2173
@airbnb
@helpforheroes
@jcravens42
@techsoup

Top Tweeters in G3:
@sectest9
@codegnuts
@cybersecurityn8
@llnuxbot
@friday_js_bot
@women_who_code
@wef
@datasciencebot_
@30xcodes
@nvsdata

Top Tweeters in G4:
@femtech_
@codernotesbot
@drlindashelton
@debraruh
@forbes
@drferdowsi
@jane_wi
@trendsinai
@asieduedmund
@dinisguarda

Top Tweeters in G5:
@sxcsoho
@1nterestingtech
@juan_silta
@sylviabautovic
@aabaglo
@sararuh
@ahjcloud
@claussea
@al_durham
@oursaferschools

Top Tweeters in G6:
@iagua
@alicantemkt
@etomast
@manuelbonilla94
@msilvaconstenla
@startup_vlc
@globalomnium
@gohubtech
@ja_mancera
@saleslayer

Top Tweeters in G7:
@chidambara09
@teamofindore
@office365
@api_daily
@azure
@synergycomp
@microsoftteams
@microsoft365
@thedatapros
@m

Top Tweeters in G8:
@imagine_garden
@eco1start
@_africa24
@sdgsbot
@robtiffany
@andiabe
@waterbot_h2o
@forglobalgoals
@laissamouen
@adelphi_berlin

Top Tweeters in G9:
@nicochan33
@akwyz
@3itcom
@drjdrooghaag
@nevillegaunt
@avrohomg
@digitalcloudgal
@sallyeaves
@enricomolinari
@baski_la

Top Tweeters in G10:
@calcaware
@bexxmodd
@ml_tweet_bot
@scalarhumanity
@nasscom
@bwells80
@rsna
@nasscomr
@bhavyarehanimd
@charityh4tw


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