tech4good, Twitter, 1/10/2021 10:52:11 AM, 245339


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tech4good_2021-01-09_11-50-37.xlsx
tech4good_2021-01-09_11-50-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 10, 2021
Short Description:
tech4good via NodeXL https://bit.ly/3s80MNI
@ronald_vanloon
@flashtweet
@fmfrancoise
@wef
@godfrey_g_
@netsquared
@techsoup
@pyscalellc
@ssxman2
@chidambara09

Top hashtags:
#tech4good
#ai
#tech
#technology
#bigdata
#healthcare
#digitaltransformation
#accessibility

Description:
Description
The graph represents a network of 980 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, 09 January 2021 at 19:51 UTC.

The requested start date was Saturday, 09 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, 21-hour, 55-minute period from Saturday, 26 December 2020 at 02:30 UTC to Saturday, 09 January 2021 at 00:25 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 : 980
Unique Edges : 931
Edges With Duplicates : 1872
Total Edges : 2803
Number of Edge Types : 5
Replies to : 26
Mentions : 494
Retweet : 714
MentionsInRetweet : 1352
Tweet : 217
Self-Loops : 232
Reciprocated Vertex Pair Ratio : 0.031907671418873
Reciprocated Edge Ratio : 0.0618421052631579
Connected Components : 143
Single-Vertex Connected Components : 56
Maximum Vertices in a Connected Component : 464
Maximum Edges in a Connected Component : 1739
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.949147
Graph Density : 0.0015842905088491
Modularity : 0.492463
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 980 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, 09 January 2021 at 19:51 UTC.

The requested start date was Saturday, 09 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, 21-hour, 55-minute period from Saturday, 26 December 2020 at 02:30 UTC to Saturday, 09 January 2021 at 00:25 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/
[26] https://teckedin1.document360.io/v1/docs/en/teckedin-analysis-reports-and-surveys
[18] https://techcrunch.com/2021/01/07/too-good-to-go-raises-31-million-to-fight-food-waste/
[18] https://www.flashtweet.fr/2020/12/22/flash-sur-2021-les-10-tendances-tech-et-innovation/
[11] https://www.linkedin.com/slink?code=d82A_fP
[9] https://www.maddyness.com/2021/01/05/i-lunch-dejeuners-salaries-repas-sains-ecolo/
[9] https://humanrights.berkeley.edu/students/fellowship
[8] https://www.wired.com/story/accessibility-video-games-ablegamers/
[8] https://www.vg247.com/2020/06/14/the-last-of-us-part-2-accessibility-blind-gamer/
[8] https://www.studyfinds.org/researchers-use-computer-chip-in-patients-brain-to-restore-sense-of-touch-after-spinal-cord-injury/

Top URLs in Tweet in G1:
[16] https://teckedin1.document360.io/v1/docs/en/teckedin-analysis-reports-and-surveys
[4] https://www.weforum.org/agenda/2020/01/why-is-cancer-a-problem-make-care-sustainable-and-available-for-all/
[1] https://twitter.com/ghoshal/status/1346617314452582400
[1] https://twitter.com/nireyal/status/1347070119911055361
[1] https://twitter.com/angelosarnis/status/1345421033902379009
[1] https://www.youtube.com/watch?v=7s6VbOEnsgk&feature=youtu.be

[1] https://www.linkedin.com/slink?code=d82A_fP
[1] https://www.igi-global.com/chapter/indoor-navigation-aid-systems-for-the-blind-and-visually-impaired-based-on-depth-sensors/269676
[1] https://omdena.com/blog/computer-vision-earthquake/

Top URLs in Tweet in G2:
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244636
[5] https://seea.un.org/news/aries-seea-rapid-generation-natural-capital-accounts
[4] https://teckedin1.document360.io/v1/docs/en/teckedin-analysis-reports-and-surveys
[3] https://netsquared.org/blog/netsquared-bengaluru-google-ad-grants-ngos?utm_campaign=NetSquared&utm_content=150636602&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[3] https://www.meetup.com/netsquared-central-florida-technology-for-nonprofits/events/275085147/?utm_content=148652718&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[2] https://www.meetup.com/NetSquared-Paris/events/274949595/?utm_content=150635485&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[2] http://solutions4good.socialapphub.com/index.html
[1] https://www.igi-global.com/chapter/indoor-navigation-aid-systems-for-the-blind-and-visually-impaired-based-on-depth-sensors/269676
[1] https://www.linkedin.com/slink?code=d82A_fP
[1] https://mailchi.mp/givvable.com/tech4good-front-end-developer

Top URLs in Tweet in G3:
[18] https://techcrunch.com/2021/01/07/too-good-to-go-raises-31-million-to-fight-food-waste/
[18] https://www.flashtweet.fr/2020/12/22/flash-sur-2021-les-10-tendances-tech-et-innovation/
[9] https://www.maddyness.com/2021/01/05/i-lunch-dejeuners-salaries-repas-sains-ecolo/
[8] https://www.maddyness.com/2021/01/04/domani-seniors-colocation/
[7] https://techcrunch.com/2021/01/04/one-way-ventures-a-firm-focused-on-immigrant-founders-closes-second-fund/
[5] https://www.lesechos.fr/tech-medias/hightech/2050-le-nouveau-defi-de-marie-ekeland-voit-le-jour-1267545
[3] https://techcrunch.com/2020/09/08/skin-analytics-raises-4m-series-a-to-use-ai-for-skin-cancer-screening/
[3] https://www.theguardian.com/technology/2020/nov/29/coding-the-future-the-tech-kids-solving-lifes-problems
[2] https://www.inputmag.com/culture/jack-dorsey-gave-3m-to-an-ambitious-guaranteed-income-project-mayors-for-a-guaranteed-income-ubi
[2] https://www.cscience.ca/2020/06/15/lancement-du-partenariat-mondial-pour-une-ia-responsable/

Top URLs in Tweet in G4:
[36] https://www.weforum.org/agenda/2020/01/why-is-cancer-a-problem-make-care-sustainable-and-available-for-all/
[4] https://omdena.com/blog/computer-vision-earthquake/
[3] https://teckedin1.document360.io/v1/docs/en/teckedin-analysis-reports-and-surveys
[2] https://keenethics.com/blog/leaders-of-tech4good-henri-nyakarundi
[1] https://health4theworld.org/chat-bot/
[1] https://healthtechmagazine.net/article/2020/12/how-launch-strong-vr-program-senior-care-perfcon
[1] https://dy.si/TvvxJn2
[1] https://www.amazon.com/gp/product/152257168X/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=152257168X&linkCode=as2&tag=kirkdborne-20&linkId=0660604e76075a769d009ea58f7d6024
[1] https://twitter.com/chandraxray/status/1346481542575448066
[1] https://twitter.com/hkr_radio/status/1347088323681120256

Top URLs in Tweet in G5:
[3] https://wellthatsinteresting.tech/example-of-ai-and-the-planet/
[1] https://l.facebook.com/l.php?u=https://www.alphagamma.eu/opportunities/tech-for-good-programme-2021/&h=AT2Dx5l-crmkJWvs1h2Xjlskw-PvqvommZ7VElprx2EvPbLBjKeyeBGGBRYJEz_bKLnLTE-tgiixEKcObFtgzOBXqfJnwRKup5lUhIcrjS96eb764p9hNie81-V0Jw&s=1
[1] https://www.meetup.com/Tech4Good-Bristol/
[1] https://twitter.com/theXSSrat/status/1342818389190914051
[1] https://www.linkedin.com/slink?code=dyPvVwm
[1] https://www.techrepublic.com/article/aussie-ai-researchers-use-ai-enabled-drones-to-protect-the-iconic-koala/
[1] https://www.linkedin.com/slink?code=gYAFb4k
[1] https://www.linkedin.com/slink?code=gKpqUvk
[1] https://www.linkedin.com/slink?code=eDKnVce
[1] https://blvd.breezy.hr/

Top URLs in Tweet in G6:
[9] https://humanrights.berkeley.edu/students/fellowship
[7] https://www.facebook.com/event_invite/cUSUoQnks/
[3] https://longitudeexplorer.challenges.org/
[2] https://www.thesouthafrican.com/technology/more-women-leaders-tech-industry-catherine-chen/
[1] https://www.bizjournals.com/denver/inno/stories/profiles/2020/12/15/thinking-huts-madagascar-maggie-grout.html?utm_content=150918597&utm_medium=social&utm_source=twitter&hss_channel=tw-9481992
[1] https://www.meetup.com/netsquared-central-florida-technology-for-nonprofits/events/275085147/?utm_content=148652718&utm_medium=social&utm_source=twitter&hss_channel=tw-6186292
[1] https://pol.is/5dfawmbpaw?utm_content=150918600&utm_medium=social&utm_source=twitter&hss_channel=tw-9481992
[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://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://news.trust.org/item/20201211185008-xlm6l/?utm_content=150568883&utm_medium=social&utm_source=twitter&hss_channel=tw-9481992

Top URLs in Tweet in G7:
[5] https://www.cnn.com/2020/12/25/us/high-school-robotics-custom-prosthesis-trnd/index.html
[5] https://abcnews4.com/news/local/virtual-training-launches-for-the-blind-visually-impaired
[5] https://www.studyfinds.org/researchers-use-computer-chip-in-patients-brain-to-restore-sense-of-touch-after-spinal-cord-injury/
[5] https://www.vg247.com/2020/06/14/the-last-of-us-part-2-accessibility-blind-gamer/
[5] https://www.wired.com/story/accessibility-video-games-ablegamers/
[4] https://www.scotsman.com/lifestyle/homes-and-gardens/how-rise-tech-savvy-and-accessible-housing-villages-looks-empower-scotlands-elderly-population-3064926
[4] https://www.zdnet.com/article/google-develops-app-to-help-motor-impaired-patients-speak-with-their-eyes/
[4] https://koreajoongangdaily.joins.com/2020/12/15/culture/gamesWebtoons/VR-game-recovery/20201215193206600.html
[3] https://techcrunch.com/2020/12/03/iphones-can-now-automatically-recognize-and-label-buttons-and-ui-features-for-blind-users/
[3] https://blogs.ei.columbia.edu/2020/12/21/biden-environment-team-government-wide-approach-sustainability/

Top URLs in Tweet in G8:
[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
[1] https://www.linkedin.com/slink?code=d82A_fP
[1] https://contentmx.com/b/page/page.php?u=iassist&i=1427916
[1] https://butterflypublisher.com/b/page/page.php?u=EricaM13&i=1347419
[1] https://contentmx.com/b/page/page.php?u=NIS&i=1424000
[1] https://www.microsoft.com/en-us/videoplayer/embed/RWtIxw
[1] https://wheelhouseit.lll-ll.com?i=1417305
[1] https://contentmx.com/b/page/page.php?u=IronOak&i=1433169
[1] https://contentmx.com/b/page/page.php?u=IronOak&i=1433167
[1] https://alaahammad.lll-ll.com?i=1416692

Top URLs in Tweet in G9:
[8] https://www.linkedin.com/slink?code=d82A_fP
[5] https://www.igi-global.com/chapter/indoor-navigation-aid-systems-for-the-blind-and-visually-impaired-based-on-depth-sensors/269676
[3] https://teckedin1.document360.io/v1/docs/en/teckedin-analysis-reports-and-surveys
[1] https://distilledpost.com/2021/01/how-can-digital-apps-give-kids-a-voice-in-their-own-health-treatments/
[1] https://www.weforum.org/agenda/2020/01/why-is-cancer-a-problem-make-care-sustainable-and-available-for-all/

Top URLs in Tweet in G10:
[1] https://www.lightreading.com/aiautomation/how-telecoms-san-frontieres-helped-reconnect-blast-hit-beirut/d/d-id/766440

Top Domains
Top Domains in Tweet in Entire Graph:
[41] weforum.org
[34] techcrunch.com
[31] linkedin.com
[29] twitter.com
[26] document360.io
[21] youtube.com
[20] flashtweet.fr
[18] maddyness.com
[17] robtiffany.com
[14] meetup.com

Top Domains in Tweet in G1:
[16] document360.io
[4] weforum.org
[3] twitter.com
[1] youtube.com
[1] linkedin.com
[1] igi-global.com
[1] omdena.com

Top Domains in Tweet in G2:
[8] meetup.com
[5] nodexlgraphgallery.org
[5] un.org
[4] document360.io
[4] netsquared.org
[2] techsoup.org
[2] nasscomfoundation.org
[2] socialapphub.com
[1] igi-global.com
[1] linkedin.com

Top Domains in Tweet in G3:
[28] techcrunch.com
[18] flashtweet.fr
[18] maddyness.com
[6] lesechos.fr
[3] theguardian.com
[2] inputmag.com
[2] cscience.ca
[2] twitter.com
[1] theverge.com
[1] engadget.com

Top Domains in Tweet in G4:
[36] weforum.org
[4] omdena.com
[3] document360.io
[2] twitter.com
[2] keenethics.com
[1] health4theworld.org
[1] healthtechmagazine.net
[1] dy.si
[1] amazon.com
[1] scientificamerican.com

Top Domains in Tweet in G5:
[13] linkedin.com
[5] twitter.com
[5] wellthatsinteresting.tech
[3] youtube.com
[2] nasscomfoundation.org
[2] sdfutures.org
[1] facebook.com
[1] meetup.com
[1] techrepublic.com
[1] breezy.hr

Top Domains in Tweet in G6:
[9] berkeley.edu
[8] facebook.com
[4] challenges.org
[4] linkedin.com
[3] techsoup.org
[2] thesouthafrican.com
[1] bizjournals.com
[1] meetup.com
[1] pol.is
[1] theverge.com

Top Domains in Tweet in G7:
[5] cnn.com
[5] abcnews4.com
[5] studyfinds.org
[5] vg247.com
[5] wired.com
[4] scotsman.com
[4] zdnet.com
[4] joins.com
[3] techcrunch.com
[3] columbia.edu

Top Domains in Tweet in G8:
[5] contentmx.com
[2] microsoft.com
[2] office.com
[2] lll-ll.com
[1] linkedin.com
[1] butterflypublisher.com
[1] twitter.com

Top Domains in Tweet in G9:
[8] linkedin.com
[5] igi-global.com
[3] document360.io
[1] distilledpost.com
[1] weforum.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[617] tech4good
[222] ai
[149] tech
[125] technology
[114] bigdata
[112] healthcare
[96] digitaltransformation
[89] accessibility
[84] tech4all
[83] pwd



Top Hashtags in Tweet in G1:
[113] ai
[102] technology
[99] tech4good
[66] automation
[65] bigdata
[63] engineering
[62] robotic
[62] dl
[62] mi
[62] rpa

Top Hashtags in Tweet in G2:
[37] tech4good
[21] ces2021
[19] ai
[12] nptech
[12] ngos
[11] tech
[9] technology
[8] aries_seea
[8] seea
[6] bigdata

Top Hashtags in Tweet in G3:
[35] tech4good
[34] coupdeflash
[30] flashtweetbestof2020
[25] flashtweet
[23] innovation
[19] tech
[18] mustread
[18] tendances
[13] startup
[11] ia

Top Hashtags in Tweet in G4:
[80] tech4good
[73] ai
[70] digitaltransformation
[69] healthcare
[68] cancer
[68] athome
[36] tech
[35] sdg
[34] covid19uk
[34] analytics

Top Hashtags in Tweet in G5:
[73] tech4good
[15] nptech
[7] msftadvocate
[7] accessibility
[7] tech4all
[6] inclusion
[6] disabilityinclusion
[6] pwd
[4] ignilife
[3] tech

Top Hashtags in Tweet in G6:
[31] tech4good
[12] womenintech
[9] nonprofits
[8] nptechclubatx
[8] free
[6] nonprofit
[5] lockdown
[3] nptech
[3] brigadenetwork
[3] amazonxlep

Top Hashtags in Tweet in G7:
[63] accessibility
[59] pwd
[56] inclusion
[53] tech4all
[52] tech4good
[46] disabilityinclusion
[20] blind
[18] gamingforall
[14] 3d
[14] prosthetics

Top Hashtags in Tweet in G8:
[15] tech4good
[14] nonprofit
[10] digitaltransformation
[5] socialimpact
[2] bigdata
[2] nonprofits
[1] ared
[1] impact
[1] ai
[1] tech

Top Hashtags in Tweet in G9:
[10] tech
[9] innovation
[9] notminiadults
[9] childhealth
[8] datascience
[8] bigdata
[7] tech4good
[5] vision
[5] visionscience
[5] sensors

Top Hashtags in Tweet in G10:
[2] tech4good
[1] beirut
[1] beirutblast
[1] karatepe
[1] refugees
[1] migrants
[1] wifi

Top Words
Top Words in Tweet in Entire Graph:
[598] #tech4good
[222] #ai
[151] #tech
[125] #technology
[115] ronald_vanloon
[114] #bigdata
[112] #healthcare
[96] #digitaltransformation
[89] #accessibility
[87] flashtweet

Top Words in Tweet in G1:
[113] #ai
[107] ronald_vanloon
[102] #technology
[83] #tech4good
[66] #automation
[65] #bigdata
[63] #engineering
[62] #robotic
[62] wheelchair
[62] ersuniverse

Top Words in Tweet in G2:
[35] #tech4good
[33] fmfrancoise
[23] nicochan33
[21] #ces2021
[21] leaders
[21] sallyeaves
[20] influencerprom1
[20] follow
[20] glengilmore
[20] rwang0

Top Words in Tweet in G3:
[81] flashtweet
[35] #tech4good
[34] #coupdeflash
[32] âƒ
[30] #flashtweetbestof2020
[23] techcrunch
[23] cette
[23] #innovation
[20] toogoodtogo_fr
[19] 10

Top Words in Tweet in G4:
[79] #tech4good
[73] #ai
[70] #digitaltransformation
[69] wef
[69] #healthcare
[68] #cancer
[68] #athome
[36] #tech
[35] test
[35] take

Top Words in Tweet in G5:
[73] #tech4good
[19] technology
[15] #nptech
[13] making
[11] people
[11] need
[10] young
[10] learning
[10] future
[9] norwegian

Top Words in Tweet in G6:
[31] #tech4good
[14] join
[13] more
[13] rights
[12] #womenintech
[11] ucberkeley
[10] young
[10] people
[10] apply
[10] human

Top Words in Tweet in G7:
[63] #accessibility
[59] #pwd
[56] #inclusion
[53] #tech4all
[52] #tech4good
[46] #disabilityinclusion
[24] debraruh
[20] #blind
[18] #gamingforall
[17] team

Top Words in Tweet in G8:
[16] msftnonprofits
[15] #tech4good
[14] #nonprofit
[12] learn
[11] team
[10] brought
[10] #digitaltransformation
[7] download
[6] work
[6] together

Top Words in Tweet in G9:
[10] #tech
[9] #innovation
[9] #notminiadults
[9] podcast
[9] available
[9] stream
[9] spotify
[9] itunes
[9] google
[9] buzzsprout

Top Words in Tweet in G10:
[44] tsf's
[42] tsf_intl
[22] thank
[22] iain
[22] morris
[22] comprehensive
[22] article
[22] action
[22] beirut
[22] light_reading

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[78] #athome,wef
[78] wef,#digitaltransformation
[78] #digitaltransformation,#healthcare
[78] #healthcare,#tech4good
[65] #robotic,wheelchair
[65] wheelchair,ersuniverse
[65] ersuniverse,#engineering
[65] #engineering,#ai
[65] #ai,#bigdata
[65] #bigdata,#dl

Top Word Pairs in Tweet in G1:
[62] #robotic,wheelchair
[62] wheelchair,ersuniverse
[62] ersuniverse,#engineering
[62] #engineering,#ai
[62] #ai,#bigdata
[62] #bigdata,#dl
[62] #dl,#mi
[62] #mi,#tech4good
[62] #tech4good,#rpa
[62] #rpa,#technology

Top Word Pairs in Tweet in G2:
[21] #ces2021,leaders
[20] follow,#ces2021
[20] leaders,glengilmore
[20] glengilmore,rwang0
[20] rwang0,sebbourguignon
[20] sebbourguignon,lorimoreno
[20] lorimoreno,fmfrancoise
[20] fmfrancoise,nicochan33
[20] nicochan33,sallyeaves
[19] influencerprom1,follow

Top Word Pairs in Tweet in G3:
[18] #coupdeflash,toogoodtogo_fr
[18] toogoodtogo_fr,s'impose
[18] s'impose,comme
[18] comme,roi
[18] roi,l'anti
[18] l'anti,gaspi
[18] gaspi,techcrunch
[18] ÿðÿ,š
[18] š,#mustread
[18] #mustread,flash

Top Word Pairs in Tweet in G4:
[68] #athome,wef
[68] wef,#digitaltransformation
[68] #digitaltransformation,#healthcare
[68] #healthcare,#tech4good
[35] #ai,#cancer
[35] #cancer,test
[35] test,take
[35] take,#athome
[35] #tech4good,#sdg's
[34] import_jmr,#ai

Top Word Pairs in Tweet in G5:
[12] #tech4good,#nptech
[9] norwegian,refugee
[9] refugee,council
[9] council,making
[9] making,sure
[9] sure,displaced
[9] displaced,young
[9] young,people
[9] people,continue
[9] continue,learning

Top Word Pairs in Tweet in G6:
[10] young,people
[10] human,rights
[9] hey,#womenintech
[9] #womenintech,ucberkeley
[9] ucberkeley,apply
[9] apply,feb
[9] feb,19
[9] 19,human
[9] rights,fellowship
[9] fellowship,prog

Top Word Pairs in Tweet in G7:
[41] #pwd,#disabilityinclusion
[39] #tech4all,#tech4good
[37] #inclusion,#pwd
[15] #accessibility,#inclusion
[14] team,high
[14] high,schoolers
[14] schoolers,building
[14] building,#accessibility
[14] #accessibility,free
[14] free,#3d

Top Word Pairs in Tweet in G8:
[9] brought,msftnonprofits
[7] msftnonprofits,learn
[7] #nonprofit,team
[5] collaboration,communication
[5] communication,tools
[5] tools,bring
[5] bring,#nonprofit
[5] team,closer
[5] closer,one
[5] one,app

Top Word Pairs in Tweet in G9:
[9] #notminiadults,podcast
[9] podcast,available
[9] available,stream
[9] stream,spotify
[9] spotify,itunes
[9] itunes,google
[9] google,buzzsprout
[9] buzzsprout,#childhealth
[8] 12,ways
[8] ways,create

Top Word Pairs in Tweet in G10:
[22] thank,iain
[22] iain,morris
[22] morris,comprehensive
[22] comprehensive,article
[22] article,tsf's
[22] tsf's,action
[22] action,beirut
[22] beirut,light_reading
[22] refugees,kara
[22] kara,tepe

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ronald_vanloon
@flashtweet
@wef
@ersuniverse
@tsf_intl
@import_jmr
@thejupaul
@openbionics
@fmfrancoise
@robtiffany

Top Mentioned in G1:
@ronald_vanloon
@ersuniverse
@openbionics
@intengineering
@tryteckedin
@wef
@import_jmr
@robertherjavec
@stevecase
@mcuban

Top Mentioned in G2:
@fmfrancoise
@nicochan33
@sallyeaves
@influencerprom1
@glengilmore
@rwang0
@sebbourguignon
@lorimoreno
@techsoup

Top Mentioned in G3:
@flashtweet
@techcrunch
@toogoodtogo_fr
@emmanuellel9
@bymaddyness
@i_lunch_
@lesechos
@bibicheri
@jjudit_

Top Mentioned in G4:
@wef
@import_jmr
@thejupaul
@henrinyakarundi
@tryteckedin
@omdenaai
@kirkdborne
@suncemore1
@aredrwanda

Top Mentioned in G5:
@sdfutures

Top Mentioned in G6:
@ucberkeley
@nestachallenges
@witiatuc
@techsoup
@netsquared
@amazonuk
@carolynappleton
@hotosm
@codeforamerica
@capitalfactory

Top Mentioned in G7:
@debraruh
@huawei
@streitzability
@kevinruhglobal
@ruhglobal
@adamrogers2030
@akwyz
@joconfino
@amansinghcsr
@davestangis

Top Mentioned in G8:
@msftnonprofits
@office365
@microsoftteams
@wheelhouseit
@futurism
@bojanavukov
@seekingseo4u
@drajesh_ug4ph
@chidambara09
@contempra_inn

Top Mentioned in G9:
@spotify
@itunes
@google
@buzzsprout
@thinkingofoscar
@maxdufour
@j_sgalan
@tryteckedin
@xploro_health
@import_jmr

Top Mentioned in G10:
@tsf_intl
@light_reading

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersec_feeds
@femtech_
@lorimoreno
@guardian
@business
@reuters
@codegnuts
@cybersecurityn8

Top Tweeters in G1:
@sectest9
@cybersecurityn8
@hollowmanseries
@andrewmorrisuk
@machinelearnflx
@gezgintrk
@openmarketingtv
@franjota
@magapatriot_tgm
@michelleroseg33

Top Tweeters in G2:
@cybersec_feeds
@lorimoreno
@calcaware
@ssxman2
@jeandoobs
@nicochan33
@rwang0
@forbes
@fmfrancoise
@jblefevre60

Top Tweeters in G3:
@guardian
@reuters
@bot_innovation
@lesechos
@lesguer_lionel
@techcrunch
@engadget
@3itcom
@youmakerobots
@flashtweet

Top Tweeters in G4:
@codegnuts
@llnuxbot
@friday_js_bot
@women_who_code
@wef
@30xcodes
@coder_487
@nvsdata
@kirkdborne
@quasagroup

Top Tweeters in G5:
@sxcsoho
@1nterestingtech
@dansodergren
@juan_silta
@sylviabautovic
@gordonfong
@blestab
@a
@streamgm
@sararuh

Top Tweeters in G6:
@femtech_
@womencodersbot
@verge
@socentlive
@heb
@trf
@airbnb
@jcravens42
@techsoup
@ntenorg

Top Tweeters in G7:
@akwyz
@debraruh
@juliebhunt
@drferdowsi
@jane_wi
@asieduedmund
@geekygadgets
@susanmcp1
@soisialta
@twithoff

Top Tweeters in G8:
@chidambara09
@lkafle
@teamofindore
@office365
@ficci_india
@api_daily
@enricomolinari
@contempra_inn
@azure
@seekingseo4u

Top Tweeters in G9:
@the404code
@techie_wiz
@yixuantu1
@keesmanmatthijs
@twinybots
@discriminantbot
@spotify
@fahimmoledina7
@susie_robbie
@utpfisc

Top Tweeters in G10:
@light_reading
@jscotto
@kncampbell
@stefaniecronin
@amyf_chovanec
@terrigoggins
@deanperrine
@katieve21
@prfortech
@ekbutler


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