tech4good, Twitter, 3/27/2021 7:06:34 PM, 251419


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tech4good_2021-03-27_11-50-37.xlsx
tech4good_2021-03-27_11-50-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 27, 2021
Short Description:
tech4good via NodeXL https://bit.ly/2QLb9ZJ
@fabriziobustama
@thepeopleshubuk
@ronald_vanloon
@albertoemachado
@sustaintrends
@techsoup
@netsquared
@debraruh
@googleexpertuk
@marielzatalks

Top hashtags:
#tech4good
#iot
#innovation
#5g
#ai
#technology
#virtualreality

Description:
Description
The graph represents a network of 2,166 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, 27 March 2021 at 18:54 UTC.

The requested start date was Saturday, 27 March 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 14-hour, 44-minute period from Saturday, 13 March 2021 at 00:55 UTC to Friday, 26 March 2021 at 15:40 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 : 2166
Unique Edges : 2961
Edges With Duplicates : 6269
Total Edges : 9230
Number of Edge Types : 5
Retweet : 1803
MentionsInRetweet : 4809
Mentions : 2237
Tweet : 321
Replies to : 60
Self-Loops : 441
Reciprocated Vertex Pair Ratio : 0.0517551755175518
Reciprocated Edge Ratio : 0.0984167736414206
Connected Components : 176
Single-Vertex Connected Components : 69
Maximum Vertices in a Connected Component : 1572
Maximum Edges in a Connected Component : 8239
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.713016
Graph Density : 0.000996718123252704
Modularity : 0.418381
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 2,166 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, 27 March 2021 at 18:54 UTC.

The requested start date was Saturday, 27 March 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 14-hour, 44-minute period from Saturday, 13 March 2021 at 00:55 UTC to Friday, 26 March 2021 at 15:40 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:
[54] http://t4g.nasscomfoundation.org
[25] https://world-of-engineering.org/
[20] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250601
[17] https://www.maddyness.com/2021/03/24/rapport-gp-bullhound-impact-investissement-esg/
[16] https://empodera.org/impact/en/experiences/experience/aya-miyaguchi
[14] https://techcrunch.com/2021/03/18/amazon-begins-testing-its-rivian-electric-delivery-vans-in-san-francisco/
[13] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250684
[12] https://www.engadget.com/ai-backpack-system-visually-impaired-intel-university-of-georgia-150025561.html
[10] https://aiethics.world/blog/f/the-rise-of-the-digital-angel-1?utm_content=buffer1ccf8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://www.huawei.com/minisite/tech4all/en/

Top URLs in Tweet in G1:
[24] https://world-of-engineering.org/
[19] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250601
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250684
[8] https://www.selfdrivingcars360.com/
[4] https://blog.techsoup.org/posts/how-one-app-saved-over-40-million-pounds-of-food-from-the-landfill?utm_campaign=Public%20Good%20App%20House&utm_content=157908645&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[4] https://www.meetup.com/Tech4Good-Tampa/events/275907475/?utm_content=152841318&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[4] https://www.technative.io/reducing-emissions-carbon-footprint-with-edge-computing/
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251197
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251085
[3] https://blog.techsoup.org/posts/beyond-covid-preparing-for-your-next-steps-toward-digital-resiliency?utm_campaign=NPcovid19&utm_content=157494104&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292

Top URLs in Tweet in G2:
[5] https://twitter.com/IBMDeveloper/status/1373983101098024960
[3] https://twitter.com/ThePeoplesHubUK/status/1355186055444627460
[2] https://thepeopleshub.org/home
[2] https://docs.teckedin.info/docs/teckedin-crowd-sourced-tech-news
[1] https://twitter.com/PlantSwatch1/status/1276250275586736128
[1] https://twitter.com/ThePeoplesHubUK/status/1353346867741007872
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250684
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250601
[1] https://twitter.com/EC_magazine/status/1361255191677440001
[1] https://www.ethicalconsumer.org/money-finance/shopping-guide/current-accounts?utm_source=twitter&utm_medium=social&utm_campaign=twitter

Top URLs in Tweet in G3:
[6] https://aiethics.world/blog/f/the-rise-of-the-digital-angel-1?utm_content=buffer1ccf8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.forbes.com/sites/bernardmarr/2020/06/22/10-wonderful-examples-of-using-artificial-intelligence-ai-for-good/

Top URLs in Tweet in G4:
[54] http://t4g.nasscomfoundation.org
[2] https://www.eventbrite.ca/e/tech4good-social-impact-virtual-skills-based-volunteering-during-covid19-tickets-145765411269
[2] https://thingqbator.nasscomfoundation.org:443/
[1] https://themanagr.in/register
[1] https://play.google.com/store/apps/details?id=com.vfnf.themanagr
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DpGBZyZ5fOK&q=EgS4SO-bGISW04IGIhkA8aeDSzseRXlP7jfVPYj5ZZDynC7rCM1zMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DpGBZyZ5fOK0&q=EgS4SO-bGISW04IGIhkA8aeDS-PpSc4u9jj93ywVumDHv3H_H3a-MgFy
[1] https://twitter.com/NASSCOMfdn/status/1371715911510491136
[1] https://twitter.com/NASSCOMfdn/status/1371363596626657289
[1] https://twitter.com/NASSCOMfdn/status/1371424239388098562

Top URLs in Tweet in G5:
[10] https://www.huawei.com/minisite/tech4all/en/
[9] https://www.microassist.com/digital-accessibility/accessibility-in-the-news-gaming-accessibility/
[9] https://www.theregister.com/2021/03/05/giannaros_v_dell/
[9] https://reliefweb.int/report/world/committee-rights-persons-disabilities-opens-its-twenty-fourth-online-session
[9] https://www.fastcompany.com/90612932/biden-clare-martorana-chief-information-officer
[9] https://www.stalberttoday.ca/local-news/accessibility-in-a-pandemic-world-3528762
[9] https://www.cda.org/Home/News-and-Events/Newsroom/Article-Details/practice-website-accessibility-a-new-wave-of-awda-litigation
[6] https://engage.bah.com/Article/Redirect/fbcb1c89-2e24-404c-a6c3-93a1ebfdde49?uc=30185&g=8b906e20-e1e4-4013-b975-29e9f7955156&f=219382
[4] https://glengilmore.medium.com/csr-for-a-better-connected-world-huawei-df310cec7d45
[2] http://hub.salford.ac.uk/sbs-disruptive-technologies/events/

Top URLs in Tweet in G6:
[8] https://www.eventbrite.co.uk/e/expanse-impact-investing-in-tech-summit-networking-tickets-144248985599
[3] https://startupstips.com/travel-startups/
[1] https://medicalxpress.com/news/2021-03-lung-cancer-resistance-key-glucose.html
[1] https://twitter.com/UN_Women/status/1370029838938091520
[1] https://twitter.com/mashable/status/1373098719172718595
[1] https://twitter.com/jamesvgingerich/status/1373340517308710918
[1] https://twitter.com/Rainmaker1973/status/1372983054277476360
[1] https://twitter.com/mashable/status/1375348543712591875
[1] https://twitter.com/Paula_Piccard/status/1375402268158230532
[1] https://twitter.com/Hana_ElSayyed/status/1373677277901426689

Top URLs in Tweet in G7:
[1] https://www.abc.net.au/news/2021-03-12/hollywood-drone-video-minnesota-bowling-alley/13241718?utm_source=abc_news_web&utm_medium=content_shared&utm_content=twitter&utm_campaign=abc_news_web
[1] https://www.techinnov.events/
[1] https://www.linkedin.com/slink?code=dfVamur
[1] https://twitter.com/mashable/status/1371306912281624576
[1] https://economictimes.indiatimes.com/news/international/world-news/singapores-new-bubble-business-hotel-doesnt-let-you-visit-rest-of-the-country/airtight-glass-panels/slideshow/81492367.cms
[1] https://www.unidivers.fr/event/summit4good-2-participez-et-innovez-dans-la-tech4good-en-ligne-2021-03-31/
[1] https://observer.com/2021/03/solar-panel-electric-vehicles-charge-sono/
[1] https://www.pnas.org/content/118/10/e2024468118
[1] https://www.linkedin.com/slink?code=gb5496S
[1] https://twitter.com/telebusiness/status/1370009164727132161

Top URLs in Tweet in G8:
[17] https://www.maddyness.com/2021/03/24/rapport-gp-bullhound-impact-investissement-esg/
[13] https://techcrunch.com/2021/03/18/amazon-begins-testing-its-rivian-electric-delivery-vans-in-san-francisco/
[12] https://www.engadget.com/ai-backpack-system-visually-impaired-intel-university-of-georgia-150025561.html
[9] https://www.zdnet.fr/actualites/fracture-numerique-le-dispositif-aidants-connect-va-se-generaliser-39919403.htm
[7] https://www.usine-digitale.fr/article/cash-and-repair-veut-industrialiser-le-recyclage-des-smartphones.N1073804
[7] https://ia4marketing.fr/environnement/thierrypires/2021/03/lintelligence-artificielle-nouvelle-main-verte-de-notre-planete/
[2] https://venturebeat.com/2021/03/10/humble-bundle-raised-30m-for-224-charities-in-2020/
[1] https://www.usine-digitale.fr/article/appliedvr-leve-29-millions-de-dollars-pour-soulager-les-douleurs-chroniques-avec-la-vr.N1074859
[1] https://www.agoria.be/WWW.wsc/FR/Smartnodes-L-intelligence-artificielle-va-nous-aider-a-developper-un-beau-projet-de-maintenance-predictive-de-l-234035
[1] https://www.techsoupasiapacific.org/cloud-services-nonprofits/?utm_content=159097210&utm_medium=social&utm_source=twitter&hss_channel=tw-334497540

Top URLs in Tweet in G9:
[4] https://support.google.com/accessibility/android/answer/9350862?hl=en
[2] https://www.microsoft.com/en-us/videoplayer/embed/RWtLbJ
[2] https://www.techsoupkenya.or.ke/cloud-products
[2] https://customers.microsoft.com/en-us/story/781356-tech4dev-nonprofit-office365-nigeria
[2] https://www.cuelogic.com/blog/top-technology-trends-for-2021
[1] https://contentmx.com/b/page/page.php?u=marcfarron&i=1618529
[1] https://contentmx.com/b/page/page.php?u=marcfarron&i=1618533
[1] https://customers.microsoft.com/en-us/story/kenya-red-cross-nonprofit-azure-o365-kenya
[1] https://contentmx.com/b/page/page.php?u=marcfarron&i=1637649
[1] https://contentmx.com/b/page/page.php?u=marcfarron&i=1637655

Top URLs in Tweet in G10:
[1] https://twitter.com/kwilliam111/status/1253614300079456257

Top Domains
Top Domains in Tweet in Entire Graph:
[116] twitter.com
[57] nasscomfoundation.org
[41] nodexlgraphgallery.org
[29] wellthatsinteresting.tech
[28] linkedin.com
[28] empodera.org
[25] world-of-engineering.org
[19] meetup.com
[18] techsoup.org
[17] engadget.com

Top Domains in Tweet in G1:
[39] nodexlgraphgallery.org
[24] world-of-engineering.org
[20] twitter.com
[17] meetup.com
[16] techsoup.org
[8] selfdrivingcars360.com
[6] technative.io
[5] socialware.be
[4] skvare.com
[4] engadget.com

Top Domains in Tweet in G2:
[15] twitter.com
[2] nodexlgraphgallery.org
[2] thepeopleshub.org
[2] teckedin.info
[1] ethicalconsumer.org
[1] findingada.com
[1] elliotforwater.com
[1] youtube.com
[1] teckedin.com

Top Domains in Tweet in G3:
[6] aiethics.world
[3] forbes.com

Top Domains in Tweet in G4:
[56] nasscomfoundation.org
[10] twitter.com
[3] google.com
[2] eventbrite.ca
[1] themanagr.in
[1] amplelabs.co
[1] yourstory.com
[1] youtube.com

Top Domains in Tweet in G5:
[10] huawei.com
[9] microassist.com
[9] theregister.com
[9] reliefweb.int
[9] fastcompany.com
[9] stalberttoday.ca
[9] cda.org
[6] bah.com
[4] medium.com
[2] twitter.com

Top Domains in Tweet in G6:
[13] twitter.com
[8] co.uk
[3] startupstips.com
[1] medicalxpress.com
[1] sifted.eu
[1] giplatform.org

Top Domains in Tweet in G7:
[13] linkedin.com
[12] twitter.com
[2] techsoup.nl
[1] net.au
[1] techinnov.events
[1] indiatimes.com
[1] unidivers.fr
[1] observer.com
[1] pnas.org
[1] passwordsfast.com

Top Domains in Tweet in G8:
[17] maddyness.com
[13] engadget.com
[13] techcrunch.com
[9] zdnet.fr
[8] usine-digitale.fr
[7] ia4marketing.fr
[2] venturebeat.com
[1] agoria.be
[1] techsoupasiapacific.org
[1] microsoft.com

Top Domains in Tweet in G9:
[7] contentmx.com
[6] microsoft.com
[4] google.com
[2] okt.to
[2] or.ke
[2] office.com
[2] cuelogic.com
[1] clickdimensions.com
[1] hsforms.com
[1] youtube.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1431] tech4good
[557] iot
[512] innovation
[506] 5g
[371] ai
[246] technology
[214] virtualreality
[211] tech
[207] augmentedreality
[203] mixedreality



Top Hashtags in Tweet in G1:
[666] tech4good
[519] iot
[474] 5g
[412] innovation
[217] ai
[205] virtualreality
[198] augmentedreality
[194] mixedreality
[173] tech
[149] technology

Top Hashtags in Tweet in G2:
[35] tech4good
[22] adasarmy
[16] thepeopleshub
[15] socialmedia4socialgood
[10] homelessness
[10] patmorgan
[10] amyvarle
[8] adalovelace
[6] womenintech
[5] datascientist

Top Hashtags in Tweet in G3:
[91] tech4good
[85] robotics
[68] healthtech
[68] wearables
[62] engineering
[19] artificialintelligence
[17] ai
[17] machinelearning
[14] bigdata
[13] dl

Top Hashtags in Tweet in G4:
[53] tech4good
[46] technology
[38] socialimpact
[38] socent
[36] techforgood
[35] socialinnovation
[35] innovation
[34] socialgood
[34] socinn
[34] csr

Top Hashtags in Tweet in G5:
[92] tech4good
[86] accessibility
[86] pwd
[84] inclusion
[67] tech4all
[62] disabilityinclusion
[40] ai
[26] technology
[24] digitalaccessibility
[24] gaming

Top Hashtags in Tweet in G6:
[35] tech4good
[9] sdgs
[8] innovation
[8] impinv
[7] education
[7] familyoffice
[7] vc
[6] lungs
[6] lungcancer
[6] glucose

Top Hashtags in Tweet in G7:
[74] tech4good
[8] innovation
[6] technology
[6] nptech
[5] tech4all
[5] accessibility
[4] inclusion
[4] ngos
[4] npos
[4] digitalngos

Top Hashtags in Tweet in G8:
[28] coupdeflash
[18] tech4good
[14] ia
[13] inspiration
[13] rivian
[12] futur
[11] transfonum
[11] flashtweet
[9] aidantsconnect
[7] smartphones

Top Hashtags in Tweet in G9:
[31] tech4good
[22] nonprofit
[9] digitaltransformation
[7] socialimpact
[6] emails
[5] udl
[4] e2
[4] e2everywhere
[4] accessibility
[3] appsmashing

Top Hashtags in Tweet in G10:
[1] children
[1] sra
[1] corruption
[1] digital
[1] tech4good

Top Words
Top Words in Tweet in Entire Graph:
[1430] #tech4good
[596] fabriziobustama
[557] #iot
[512] #innovation
[506] #5g
[371] #ai
[246] #technology
[221] #tech
[214] #virtualreality
[207] #augmentedreality

Top Words in Tweet in G1:
[666] #tech4good
[569] fabriziobustama
[519] #iot
[474] #5g
[412] #innovation
[217] #ai
[205] #virtualreality
[198] #augmentedreality
[194] #mixedreality
[185] cc

Top Words in Tweet in G2:
[157] googleexpertuk
[154] thepeopleshubuk
[122] womenwholead2
[81] housingfirstire
[74] housingfirstuk
[71] themissnicolina
[69] debjshaw
[68] chrisawatson_
[52] drugfam
[52] fabfunfood

Top Words in Tweet in G3:
[99] ronald_vanloon
[91] #tech4good
[85] #robotics
[69] man
[68] #healthtech
[68] #wearables
[62] #engineering
[60] paralyzed
[60] walking
[59] nowthisnews

Top Words in Tweet in G4:
[56] session
[53] #tech4good
[48] register
[46] #technology
[46] nasscomfdn
[42] training
[40] join
[38] #socialimpact
[38] #socent
[36] #techforgood

Top Words in Tweet in G5:
[91] #tech4good
[86] #accessibility
[86] #pwd
[84] #inclusion
[67] #tech4all
[62] #disabilityinclusion
[47] world
[40] #ai
[31] debraruh
[26] #technology

Top Words in Tweet in G6:
[35] #tech4good
[17] impact
[14] tech
[12] more
[12] summit
[12] today
[11] interview
[11] investing
[10] expanse
[9] #sdgs

Top Words in Tweet in G7:
[74] #tech4good
[11] water
[9] tech
[9] people
[8] #innovation
[7] use
[7] more
[6] 2021
[6] #technology
[6] tech4good

Top Words in Tweet in G8:
[49] flashtweet
[28] #coupdeflash
[18] #tech4good
[17] investisseurs
[17] ruent
[17] entreprises
[17] impact
[17] bymaddyness
[15] étu
[15] fourgons

Top Words in Tweet in G9:
[31] #tech4good
[22] #nonprofit
[18] msftnonprofits
[14] office365
[13] brought
[13] learn
[12] office
[10] 365
[9] #digitaltransformation
[8] download

Top Words in Tweet in G10:
[5] theboredentrep1
[5] petejacksongmp
[5] thetimes
[5] andyburnhamgm
[5] gmpolice
[5] patel4witham
[5] mennewsdesk
[5] bbcnwt
[5] greatermcr
[4] truthsayerodet1

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[492] #iot,#5g
[233] #tech4good,#innovation
[203] #augmentedreality,#mixedreality
[161] #5g,#tech4good
[113] #tech,#tech4good
[104] #tech4good,#technology
[104] #mixedreality,#virtualreality
[98] #mixedreality,#iot
[98] #technology,#iot
[90] stereolabs3d,#augmentedreality

Top Word Pairs in Tweet in G1:
[469] #iot,#5g
[215] #tech4good,#innovation
[194] #augmentedreality,#mixedreality
[154] #5g,#tech4good
[104] #tech,#tech4good
[99] #mixedreality,#virtualreality
[98] #tech4good,#technology
[95] #technology,#iot
[94] #mixedreality,#iot
[86] stereolabs3d,#augmentedreality

Top Word Pairs in Tweet in G2:
[68] chrisawatson_,womenwholead2
[68] womenwholead2,themissnicolina
[68] themissnicolina,debjshaw
[60] housingfirstire,googleexpertuk
[60] googleexpertuk,chrisawatson_
[52] drugfam,fabfunfood
[49] googleexpertuk,womenwholead2
[46] womenwholead2,moodogknits
[46] moodogknits,drugfam
[42] debjshaw,theremarkablz

Top Word Pairs in Tweet in G3:
[60] man,paralyzed
[60] paralyzed,walking
[59] nowthisnews,#robotics
[59] #robotics,#healthtech
[58] walking,nowthisnews
[58] #healthtech,#tech4good
[58] #tech4good,#engineering
[58] #engineering,#wearables
[55] ronald_vanloon,man
[51] #wearables,#innovat

Top Word Pairs in Tweet in G4:
[35] training,models
[34] #tech4good,#socialgood
[34] #socialgood,#socialimpact
[34] #socialimpact,#socialinnovation
[34] #socialinnovation,#socinn
[34] #socinn,#socent
[34] #socent,#csr
[34] #csr,#innovation
[34] #innovation,#technology
[34] #technology,#techforsdgs

Top Word Pairs in Tweet in G5:
[75] #inclusion,#pwd
[62] #pwd,#disabilityinclusion
[42] #accessibility,#inclusion
[39] #tech4all,#tech4good
[33] #disabilityinclusion,#tech4all
[24] #digitalaccessibility,digest
[24] digest,#accessibility
[24] #accessibility,#gaming
[24] #gaming,#inclusion
[24] #tech4all,#gamingforall

Top Word Pairs in Tweet in G6:
[11] impact,investing
[11] investing,tech
[10] today,expanse
[10] expanse,summit
[9] summit,interview
[8] #impinv,#tech4good
[7] #tech4good,#familyoffice
[7] #familyoffice,#vc
[6] lung,cancer
[6] cancer,resistance

Top Word Pairs in Tweet in G7:
[6] using,data
[6] clean,water
[5] nonprofit,charity
[5] charity,water
[5] water,accenture
[5] accenture,labs
[5] labs,using
[5] data,science
[5] science,bring
[5] bring,clean

Top Word Pairs in Tweet in G8:
[23] flashtweet,#coupdeflash
[17] #coupdeflash,investisseurs
[17] investisseurs,ruent
[17] ruent,entreprises
[17] entreprises,impact
[17] impact,bymaddyness
[15] bymaddyness,étu
[13] #inspiration,amazon
[13] amazon,teste
[13] teste,ses

Top Word Pairs in Tweet in G9:
[13] brought,msftnonprofits
[10] office,365
[8] msftnonprofits,learn
[7] #tech4good,#socialimpact
[6] talk,today
[6] today,assist
[6] assist,#nonprofit
[6] #nonprofit,migrate
[6] migrate,#emails
[6] #emails,office365

Top Word Pairs in Tweet in G10:
[5] theboredentrep1,petejacksongmp
[5] petejacksongmp,thetimes
[5] thetimes,andyburnhamgm
[5] andyburnhamgm,gmpolice
[5] gmpolice,patel4witham
[5] patel4witham,mennewsdesk
[5] mennewsdesk,bbcnwt
[5] bbcnwt,greatermcr
[4] truthsayerodet1,theboredentrep1
[4] greatermcr,ma

Top Replied-To
Top Replied-To in Entire Graph:
@thepeopleshubuk
@housingfirstire
@housingfirstuk
@farooqhasan619
@thepeopleshubun
@jimmydp01
@googleexpertuk
@lovefoodlifego
@theboredentrep1
@plantswatch1

Top Replied-To in G1:
@albertoemachado

Top Replied-To in G2:
@housingfirstire
@thepeopleshubuk
@housingfirstuk
@thepeopleshubun
@plantswatch1
@lovefoodlifego
@googleexpertuk
@jimmydp01
@dansodergren

Top Replied-To in G4:
@farooqhasan619

Top Replied-To in G5:
@neilmilliken
@saturn_h2020
@paulkcmf

Top Replied-To in G6:
@swisscognitive
@circulor1
@total
@askthelizzy

Top Replied-To in G8:
@microsoft

Top Replied-To in G9:
@microsoftedu
@sdelafosse

Top Replied-To in G10:
@theboredentrep1

Top Mentioned
Top Mentioned in Entire Graph:
@fabriziobustama
@thepeopleshubuk
@googleexpertuk
@ronald_vanloon
@womenwholead2
@albertoemachado
@stereolabs3d
@wef
@housingfirstire
@smileroboticsjp

Top Mentioned in G1:
@fabriziobustama
@albertoemachado
@stereolabs3d
@wef
@smileroboticsjp
@microsoft
@techsoup
@gigadgets_
@calumgrevers
@pawlowskimario

Top Mentioned in G2:
@googleexpertuk
@thepeopleshubuk
@womenwholead2
@housingfirstire
@housingfirstuk
@themissnicolina
@debjshaw
@chrisawatson_
@drugfam
@fabfunfood

Top Mentioned in G3:
@ronald_vanloon
@nowthisnews
@bernardmarr
@forbes
@mashable
@cheddar
@fabriziobustama
@the_ai_guru
@msftresearch
@simplivllc

Top Mentioned in G4:
@nasscomfdn
@cgi_global
@nf_tech4good
@jpmorgan
@amitabhk87
@nitiaayog
@yourstoryco
@_sattva
@cnbctv18news
@sharmashradha

Top Mentioned in G5:
@debraruh
@akwyz
@frronconi
@neilmilliken
@toymaker2
@ioana9101
@fabriziobustama
@n
@_yourflock
@huaweiusa

Top Mentioned in G6:
@epfl
@unesco
@medical_xpress
@enilev
@heinzvhoenen
@fabriziobustama
@yuping_chan
@itu
@un
@esstechepfl

Top Mentioned in G7:
@billionsrising

Top Mentioned in G8:
@flashtweet
@bymaddyness
@engadget
@amazon
@techcrunch
@zdnetfr
@cashrepair
@appliedvrhealth
@arnaultchatel

Top Mentioned in G9:
@msftnonprofits
@office365
@microsoftedu
@techsoupkenya
@microsoftteams
@google
@fmfrancoise
@sebbourguignon
@chidambara09
@fayejeff

Top Mentioned in G10:
@petejacksongmp
@thetimes
@andyburnhamgm
@gmpolice
@patel4witham
@mennewsdesk
@bbcnwt
@greatermcr
@truthsayerodet1
@theboredentrep1

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@easy_branches
@chidambara09
@femtech_
@evankirstel
@xaelbot
@codedailybot
@codegnuts
@lorimoreno
@csa_dvillamizar

Top Tweeters in G1:
@sectest9
@evankirstel
@lorimoreno
@cybersecurityn8
@viralvideovlogs
@calcaware
@andrewmorrisuk
@pizzahut
@micheleangelo13
@bot_innovation

Top Tweeters in G2:
@femtech_
@googleexpertuk
@johnapp63499667
@lilachbullock
@marshacollier
@littlemore20
@drumeshprabhu
@historylvrsclub
@cheekyvimto13
@alteaferrari

Top Tweeters in G3:
@ssxman2
@conjja
@forbes
@yvesmulkers
@enrirosasdiaz
@preciso_com
@spirosmargaris
@albertan48
@nowthisnews
@quasagroup

Top Tweeters in G4:
@economictimes
@artificialbra1n
@cnbctv18news
@socentlive
@yourstoryco
@codervj
@opensociety
@airmiles
@debjani_ghosh_
@socialtmantra

Top Tweeters in G5:
@germantwitchrt
@nancyrubin
@akwyz
@jacobussystems
@debraruh
@regamertron
@rtenews
@dinisguarda
@godfrey_g_
@neilmilliken

Top Tweeters in G6:
@sreyyazdemir
@fluttbot
@lllloyd1
@un
@sdgsbot
@vectorborg
@medical_xpress
@un_women
@future_of_ai
@risto_matti

Top Tweeters in G7:
@kristenturzak
@tambraraye
@pauldranjan
@fabrice_briatte
@asbordry
@sararuh
@lilypdx
@doituk
@jaimealexis
@passwordsfast

Top Tweeters in G8:
@lesguer_lionel
@techcrunch
@engadget
@gqabbasi
@venturebeat
@flashtweet
@mallys_
@michaguerin
@iqbalhussainsts
@franckypedia

Top Tweeters in G9:
@easy_branches
@chidambara09
@edaccessible
@flipgrid
@wil_bielert
@enricofrasca3
@google
@buncee
@office365
@botcybersec

Top Tweeters in G10:
@mennewsdesk
@ed_lamon
@thetimes
@raehanbobby
@guidofawkes
@banishfgm
@bbcradiomanc
@truthsayerodet1
@bbcnwt
@mancitycouncil