tech4good, Twitter, 7/30/2022 6:40:56 PM, 279752


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tech4good_2022-07-30_11-31-13.xlsx
tech4good_2022-07-30_11-31-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 30, 2022
Short Description:
tech4good via NodeXL https://bit.ly/3cUIWuj
@fabriziobustama
@globaliqx
@googleexpertuk
@billmew
@socialenterpryh
@codewithtwitchi
@marshacollier
@socentlive
@digitalhealthxx
@ronald_vanloon

Top hashtags:
#tech4good
#ai
#iot
#5g
#robotics
#100daysofcode
#innovation

Description:
Description
The graph represents a network of 1,343 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 July 2022 at 18:32 UTC.

The requested start date was Saturday, 30 July 2022 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, 13-hour, 20-minute period from Saturday, 16 July 2022 at 00:32 UTC to Friday, 29 July 2022 at 13:53 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 : 1343
Unique Edges : 1996
Edges With Duplicates : 4133
Total Edges : 6129
Number of Edge Types : 5
Mentions : 1195
Retweet : 1554
MentionsInRetweet : 3262
Tweet : 105
Replies to : 13
Self-Loops : 223
Reciprocated Vertex Pair Ratio : 0.0433176628609805
Reciprocated Edge Ratio : 0.0830383006115224
Connected Components : 103
Single-Vertex Connected Components : 30
Maximum Vertices in a Connected Component : 965
Maximum Edges in a Connected Component : 5375
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.218356
Graph Density : 0.00172390260033535
Modularity : 0.366758
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,343 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 July 2022 at 18:32 UTC.

The requested start date was Saturday, 30 July 2022 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, 13-hour, 20-minute period from Saturday, 16 July 2022 at 00:32 UTC to Friday, 29 July 2022 at 13:53 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:
[33] https://www.forbes.com/sites/forbestechcouncil/2022/07/11/humans-are-the-future-of-ai/?sh=b34a71f5e80a&utm_content=buffer661ff&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[21] https://www.sociallyhomes.com/members.html
[18] https://jobs.undp.org/cj_view_job.cfm?cur_job_id=107858
[16] https://www.science.org/doi/10.1126/scirobotics.add4134?utm_content=bufferd228f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://www.wsj.com/articles/should-we-worry-about-artificial-intelligence-smart-technology-sentience-human-future-11658261607?mod=hp_opin_pos_4&utm_content=buffer2a36a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] https://www.theguardian.com/technology/2022/jul/10/exit-the-internet-enter-the-metaverse-your-online-future-is-in-3d?utm_content=buffer28527&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] https://spectrum.ieee.org/gill-pratt-toyota-elder-care-robots?utm_content=bufferef8e5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] https://www.intelligenthq.com/tech-for-good-5-ways-technology-is-changing-our-lives-for-better/
[8] https://www.verdict.co.uk/how-smart-technology-can-make-cities-more-sustainable/?utm_content=buffer541a9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.insurancethoughtleadership.com/commercial-lines/5-trends-driving-personalized-benefits?utm_content=buffer8904d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[27] https://www.forbes.com/sites/forbestechcouncil/2022/07/11/humans-are-the-future-of-ai/?sh=b34a71f5e80a&utm_content=buffer661ff&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[13] https://www.science.org/doi/10.1126/scirobotics.add4134?utm_content=bufferd228f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] https://www.wsj.com/articles/should-we-worry-about-artificial-intelligence-smart-technology-sentience-human-future-11658261607?mod=hp_opin_pos_4&utm_content=buffer2a36a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.theguardian.com/technology/2022/jul/10/exit-the-internet-enter-the-metaverse-your-online-future-is-in-3d?utm_content=buffer28527&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.insurancethoughtleadership.com/commercial-lines/5-trends-driving-personalized-benefits?utm_content=buffer8904d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.intelligenthq.com/tech-for-good-5-ways-technology-is-changing-our-lives-for-better/
[5] https://www.verdict.co.uk/how-smart-technology-can-make-cities-more-sustainable/?utm_content=buffer541a9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.insurancethoughtleadership.com/commercial-lines/5-trends-driving-personalized-benefits?utm_content=buffer432ac&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.insurancethoughtleadership.com/commercial-lines/5-trends-driving-personalized-benefits?utm_content=buffer37f5c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.computerworld.com/article/3667499/don-t-get-too-emotional-about-emotion-reading-ai.html?utm_content=buffere95cd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[21] https://www.sociallyhomes.com/members.html
[1] https://www.eventbrite.com/e/socially-homes-global-gatherings-end-homelessness-monthly-online-event-tickets-346313732697
[1] https://twitter.com/ThePracticalDev/status/801505634260754432
[1] https://www.searchenginewatch.com/2021/04/16/the-search-dilemma-looking-beyond-googles-third-party-cookie-death/
[1] https://twitter.com/ThePeoplesHubUK/status/1353343433298075648
[1] https://www.socialchangecentral.com/listing-item/optus-future-makers-2022/
[1] https://religionnews.com/2022/03/14/saudi-arabia-puts-81-to-death-in-its-largest-mass-execution/
[1] https://s3platform.jrc.ec.europa.eu/documents/portlet_file_entry/20125/PRI_PlayBook_Executive_BRIEF_online_doble.pdf/b0fdf6e8-cc98-1e11-6afa-a84549723973
[1] https://twitter.com/JimFruchterman/status/1549092469320454144

Top URLs in Tweet in G3:
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=279400
[6] https://www.forbes.com/sites/forbestechcouncil/2022/07/11/humans-are-the-future-of-ai/?sh=b34a71f5e80a&utm_content=buffer661ff&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.wsj.com/articles/should-we-worry-about-artificial-intelligence-smart-technology-sentience-human-future-11658261607?mod=hp_opin_pos_4&utm_content=buffer2a36a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.science.org/doi/10.1126/scirobotics.add4134?utm_content=bufferd228f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.intelligenthq.com/tech-for-good-5-ways-technology-is-changing-our-lives-for-better/
[2] https://jobs.undp.org/cj_view_job.cfm?cur_job_id=107858
[2] https://www.computerworld.com/article/3667499/don-t-get-too-emotional-about-emotion-reading-ai.html?utm_content=buffere95cd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.insurancethoughtleadership.com/commercial-lines/5-trends-driving-personalized-benefits?utm_content=buffer8904d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://venturebeat.com/2022/07/11/ransomware-is-still-cybersecuritys-biggest-challenge-warns-uks-ncsc-ceo/?utm_content=buffer8251e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.insurancethoughtleadership.com/commercial-lines/5-trends-driving-personalized-benefits?utm_content=buffer432ac&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[1] https://www.science.org/doi/10.1126/scirobotics.add4134?utm_content=bufferd228f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G5:
[5] https://spectrum.ieee.org/gill-pratt-toyota-elder-care-robots?utm_content=bufferef8e5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.verdict.co.uk/how-smart-technology-can-make-cities-more-sustainable/?utm_content=buffer541a9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.wsj.com/articles/should-we-worry-about-artificial-intelligence-smart-technology-sentience-human-future-11658261607?mod=hp_opin_pos_4&utm_content=buffer2a36a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/IanLJones98/status/1389968169666850817/video/1
[1] https://www.health.harvard.edu/heart-health/artificial-intelligence-advancing-into-cardiology
[1] https://www.theguardian.com/technology/2022/jul/10/exit-the-internet-enter-the-metaverse-your-online-future-is-in-3d?utm_content=buffer28527&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://venturebeat.com/2022/07/11/ransomware-is-still-cybersecuritys-biggest-challenge-warns-uks-ncsc-ceo/?utm_content=buffer8251e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.raconteur.net/sustainability/sustainable-business-2020/5g-environmental-impact

Top URLs in Tweet in G6:
[5] https://elnion.com/
[3] https://elnion.com/2022/07/20/what-can-we-expect-from-huawei-innovation-5-5g-and-much-more/
[3] https://elnion.com/2022/07/21/huawei-takes-action-to-help-operators-address-network-energy-efficiency/
[2] https://elnion.com/2022/07/21/hua
[1] https://twitter.com/Fabriziobustama/status/1548310837680517122
[1] https://twitter.com/Fabriziobustama/status/1547815802711130112
[1] https://twitter.com/BillMew/status/1550075738757398529
[1] https://twitter.com/ronald_vanloon/status/1550463212079939584
[1] https://twitter.com/BillMew/status/1407690219202154498?s=20
[1] https://twitter.com/JonathanAspinw1/status/1547991207510323200

Top URLs in Tweet in G7:
[1] https://www.theguardian.com/technology/2022/jul/10/exit-the-internet-enter-the-metaverse-your-online-future-is-in-3d?utm_content=buffer28527&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G8:
[2] https://www.linkedin.com/posts/samuelgaulay_techismagic-tech4good-techforgood-activity-6956857349294673920-o09n?utm_source=linkedin_share&utm_medium=member_desktop_web
[1] https://tech.hindustantimes.com/tech/news/iitguwahati-researchers-design-electricity-free-radiative-cooler-71656926048352.html
[1] https://twitter.com/techmonitorai/status/1549272841773801474
[1] https://www.technologyreview.com/2022/07/11/1055677/ai-diagnose-breast-cancer-mammograms/
[1] https://twitter.com/Goodable/status/1549805275825291265
[1] https://wellthatsinteresting.tech/this-weeks-top-tech4good-news/
[1] https://mashable.com/video/draganfly-drones-ukraine
[1] https://atmotrack.fr/fr/blog/capteur-atmotrack.html
[1] https://twitter.com/looplimpieza/status/1550513502590205953
[1] https://www.codex.com/worlds-top-50-innovators-2022/

Top URLs in Tweet in G9:
[1] https://twitter.com/hackcorruption/status/1550383281597808640

Top URLs in Tweet in G10:
[1] https://www.iinternet.org
[1] https://alltechishuman.org/ai-human-rights-report
[1] https://www.nonprofitpro.com/post/nonprofits-fundraising-gets-major-boost-with-augmented-reality/

Top Domains
Top Domains in Tweet in Entire Graph:
[46] twitter.com
[36] forbes.com
[21] sociallyhomes.com
[19] undp.org
[17] science.org
[17] insurancethoughtleadership.com
[16] wsj.com
[14] co.uk
[13] elnion.com
[10] theguardian.com

Top Domains in Tweet in G1:
[30] forbes.com
[15] insurancethoughtleadership.com
[13] science.org
[11] wsj.com
[7] theguardian.com
[7] tweetedtimes.com
[6] twitter.com
[6] intelligenthq.com
[5] co.uk
[3] computerworld.com

Top Domains in Tweet in G2:
[21] sociallyhomes.com
[3] twitter.com
[1] eventbrite.com
[1] searchenginewatch.com
[1] socialchangecentral.com
[1] religionnews.com
[1] europa.eu

Top Domains in Tweet in G3:
[8] nodexlgraphgallery.org
[6] forbes.com
[6] twitter.com
[3] wsj.com
[2] insurancethoughtleadership.com
[2] science.org
[2] statista.com
[2] intelligenthq.com
[2] undp.org
[2] computerworld.com

Top Domains in Tweet in G4:
[1] science.org

Top Domains in Tweet in G5:
[5] ieee.org
[2] co.uk
[2] wsj.com
[1] twitter.com
[1] harvard.edu
[1] theguardian.com
[1] venturebeat.com
[1] raconteur.net

Top Domains in Tweet in G6:
[13] elnion.com
[7] twitter.com
[1] paper.li

Top Domains in Tweet in G7:
[1] theguardian.com

Top Domains in Tweet in G8:
[5] linkedin.com
[4] twitter.com
[1] hindustantimes.com
[1] technologyreview.com
[1] wellthatsinteresting.tech
[1] mashable.com
[1] atmotrack.fr
[1] codex.com
[1] theprint.in
[1] vahlid.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[1] iinternet.org
[1] alltechishuman.org
[1] nonprofitpro.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[896] tech4good
[840] ai
[562] iot
[446] 5g
[445] robotics
[308] 100daysofcode
[290] innovation
[226] machinelearning
[219] artificialintelligence
[217] socialmedia



Top Hashtags in Tweet in G1:
[396] ai
[382] tech4good
[323] iot
[316] 5g
[305] robotics
[190] 100daysofcode
[160] innovation
[157] machinelearning
[141] socialmedia
[113] deeplearning

Top Hashtags in Tweet in G2:
[7] tech4good
[6] socent
[6] technology
[6] positive
[6] socialimpact
[6] environmental
[6] impact
[3] adasarmy
[3] opensource
[3] crisis

Top Hashtags in Tweet in G3:
[241] ai
[206] influence
[201] stem
[193] womeninstem
[180] womenintech
[170] iot
[134] tech4good
[124] womenwhocode
[120] ml
[103] tech

Top Hashtags in Tweet in G4:
[115] ai
[90] artificialintelligence
[52] tech4good
[47] innovation
[34] robotics
[20] mi
[19] augmentedreality
[18] robot
[17] iot
[17] 5g

Top Hashtags in Tweet in G5:
[69] tech4good
[47] healthtech
[33] ai
[11] robotics
[10] 5g
[9] socialmedia
[9] iot
[8] innovation
[7] smartcities
[7] smarthome

Top Hashtags in Tweet in G6:
[20] tech4good
[11] 5g
[8] socialmedia
[8] tech4all
[8] iot
[8] ai
[6] innovation
[6] 100daysofcode
[5] winwin
[5] trustintech

Top Hashtags in Tweet in G7:
[27] iot
[27] 5g
[27] ai
[23] 100daysofcode
[23] robotics
[20] machinelearning
[20] deeplearning
[18] tech4good
[18] artificialintelligence
[15] socialmedia

Top Hashtags in Tweet in G8:
[28] tech4good
[6] tech
[4] technology
[4] innovation
[3] ukraine
[2] iitguwahati
[2] radiativecooling
[2] coolingsystem
[2] coolers
[2] technews

Top Hashtags in Tweet in G9:
[19] tech4good
[10] southafrica
[10] lesotho
[10] zambia
[10] botswana
[10] namibia
[4] skillshustle
[4] hackcorruption
[4] accountability
[3] demo

Top Hashtags in Tweet in G10:
[7] tech4good
[7] thegiftofgaming
[5] charity
[4] cancer
[4] mentalhealth
[3] ai
[3] humanrights
[3] augmentedreality
[2] digitaldivide
[2] i____internet

Top Words
Top Words in Tweet in Entire Graph:
[896] #tech4good
[840] #ai
[716] fabriziobustama
[562] #iot
[446] #5g
[445] #robotics
[412] kred
[308] #100daysofcode
[302] cc
[299] #innovation

Top Words in Tweet in G1:
[498] fabriziobustama
[396] #ai
[382] #tech4good
[323] #iot
[316] #5g
[305] #robotics
[190] #100daysofcode
[177] cc
[160] #innovation
[157] #machinelearning

Top Words in Tweet in G2:
[63] social
[29] googleexpertuk
[22] free
[21] let's
[21] networking
[21] housing
[21] please
[21] join
[21] monthly
[20] onl

Top Words in Tweet in G3:
[412] kred
[241] #ai
[206] gave
[206] #influence
[201] #stem
[193] #womeninstem
[180] #womenintech
[170] #iot
[165] eli_krumova
[134] #tech4good

Top Words in Tweet in G4:
[115] #ai
[94] ronald_vanloon
[90] #artificialintelligence
[85] gigadgets_
[56] fabriziobustama
[52] #tech4good
[47] #innovation
[40] future
[35] jet
[35] suit

Top Words in Tweet in G5:
[69] #tech4good
[54] cc
[47] #healthtech
[46] ianljones98
[33] wef
[33] nicochan33
[33] enilev
[33] #ai
[32] student
[31] creates

Top Words in Tweet in G6:
[20] #tech4good
[14] billmew
[11] #5g
[9] cc
[8] #socialmedia
[8] #tech4all
[8] #iot
[8] #ai
[8] reports
[8] fabriziobustama

Top Words in Tweet in G7:
[41] fabriziobustama
[27] #iot
[27] #5g
[27] #ai
[23] #100daysofcode
[23] #robotics
[20] #machinelearning
[20] #deeplearning
[18] #tech4good
[18] #artificialintelligence

Top Words in Tweet in G8:
[28] #tech4good
[6] #tech
[5] more
[5] million
[5] make
[4] free
[4] #technology
[4] #innovation
[4] platform
[3] tech

Top Words in Tweet in G9:
[21] hackcorruption
[19] #tech4good
[14] participants
[12] solutions
[11] training
[11] people
[10] today
[10] begin
[10] virtual
[10] 100

Top Words in Tweet in G10:
[11] day
[10] gamersbeatc
[10] go
[8] cyberpoweruk
[8] itssunpi
[7] #tech4good
[7] left
[7] #thegiftofgaming
[5] techsoup
[5] next

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[240] #iot,#5g
[206] gave,kred
[206] kred,#influence
[163] #machinelearning,#deeplearning
[158] eli_krumova,gave
[151] #5g,#ai
[130] #iot,#iiot
[128] #ai,#5g
[126] #5g,#100daysofcode
[124] #ai,#artificialintelligence

Top Word Pairs in Tweet in G1:
[175] #iot,#5g
[113] #machinelearning,#deeplearning
[109] #5g,#ai
[87] #5g,#100daysofcode
[82] #ai,#5g
[76] #tech4good,#socialmedia
[76] fabriziobustama,digitaltrends
[68] #ai,#100daysofcode
[66] #tech4good,#innovation
[63] #100daysofcode,#iot

Top Word Pairs in Tweet in G2:
[21] let's,social
[21] social,social
[21] social,networking
[21] networking,social
[21] social,housing
[21] housing,please
[21] please,join
[21] join,free
[21] free,monthly
[20] googleexpertuk,let's

Top Word Pairs in Tweet in G3:
[206] gave,kred
[206] kred,#influence
[158] eli_krumova,gave
[119] #ai,#ml
[102] #ml,#iot
[99] #influence,#stem
[96] #womeninstem,#womenintech
[85] #iot,#iiot
[74] #stem,#womeninstem
[68] #womenintech,#womenwhocode

Top Word Pairs in Tweet in G4:
[86] #ai,#artificialintelligence
[68] gigadgets_,#ai
[35] jet,suit
[35] suit,game
[35] game,changer
[35] changer,future
[35] future,military
[35] military,operations
[35] operations,gigadgets_
[34] ronald_vanloon,jet

Top Word Pairs in Tweet in G5:
[31] student,creates
[31] creates,breast
[31] breast,cancer
[31] cancer,test
[31] test,take
[31] take,home
[31] home,#tech4good
[31] #tech4good,wef
[31] wef,#healthtech
[31] #healthtech,cc

Top Word Pairs in Tweet in G6:
[8] billmew,reports
[7] #tech4good,#tech4all
[6] #iot,#5g
[6] energy,efficiency
[5] #innovation,#socialmedia
[5] huawei,takes
[5] takes,action
[5] action,help
[5] help,operators
[5] operators,address

Top Word Pairs in Tweet in G7:
[20] #ai,#5g
[20] #machinelearning,#deeplearning
[17] #iot,#ai
[16] fabriziobustama,spider
[16] spider,pen
[16] pen,fnmeka
[16] fnmeka,#100daysofcode
[16] #100daysofcode,#robotics
[16] #robotics,#iot
[16] #5g,#artificialintelligence

Top Word Pairs in Tweet in G8:
[3] #tech,#tech4good
[2] #iitguwahati,researchers
[2] researchers,design
[2] design,electricity
[2] electricity,free
[2] free,radiative
[2] radiative,cooler
[2] cooler,#radiativecooling
[2] #radiativecooling,#coolingsystem
[2] #coolingsystem,#coolers

Top Word Pairs in Tweet in G9:
[10] today,begin
[10] begin,virtual
[10] virtual,training
[10] training,100
[10] 100,participants
[10] participants,#southafrica
[10] #southafrica,#lesotho
[10] #lesotho,#zambia
[10] #zambia,#botswana
[10] #botswana,#namibia

Top Word Pairs in Tweet in G10:
[7] left,go
[6] gamersbeatc,day
[5] day,left
[5] go,next
[5] next,charity
[5] charity,stream
[5] stream,year
[5] year,cyberpoweruk
[5] cyberpoweruk,sensational
[5] sensational,itssunpi

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@fabriziobustama
@kred
@eli_krumova
@gigadgets_
@ronald_vanloon
@digitaltrends
@globaliqx
@wef
@intengineering
@tesla

Top Mentioned in G1:
@fabriziobustama
@globaliqx
@digitaltrends
@tesla
@intengineering
@wef
@n
@honda
@shi4tech
@gigadgets_

Top Mentioned in G2:
@googleexpertuk
@housingfirstuk
@housingfirstire
@optus
@thepeopleshubuk
@socialchangeaus
@antarcticmoss
@nursingdean
@jenny_stem
@frenchkris007

Top Mentioned in G3:
@kred
@eli_krumova
@fabriziobustama
@digitaltrends
@globaliqx
@awdf01
@ronald_vanloon
@gigadgets_
@noikeanolife

Top Mentioned in G4:
@ronald_vanloon
@gigadgets_
@fabriziobustama
@mashable
@pascal
@space_mog
@digitaltrends
@maxjcm
@honda
@pbalakrishnarao

Top Mentioned in G5:
@ianljones98
@wef
@nicochan33
@enilev
@sall
@fabriziobustama
@harvardhealth
@betam
@globaliqx
@sebbourguignon

Top Mentioned in G6:
@billmew
@fabriziobustama
@huawei
@akwyz
@gigadgets_
@debraruh
@apple
@huaweiuk
@dez_blanchfield
@tech4disability

Top Mentioned in G7:
@fabriziobustama
@fnmeka
@137pm
@dahl_consult
@victoryabro
@alber
@gigadgets_
@digitaltrends
@honda
@ronald_vanloon

Top Mentioned in G8:
@bayslopepatent
@grazytgrazynatt

Top Mentioned in G9:
@hackcorruption
@asemota
@mrphamodi
@mentorafrika
@hlynge1979
@accountlab
@change

Top Mentioned in G10:
@gamersbeatc
@cyberpoweruk
@itssunpi
@techsoup
@igfestuk
@connect_fund
@alltechishuman
@non_profit_pro
@christheeagle1

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@evankirstel
@fabriciosx
@googleexpertuk
@rahul05ranjan
@codewithtwitchi

Top Tweeters in G1:
@chidambara09
@xaelbot
@evankirstel
@goaidev
@calcaware
@santchiweb
@benishii_
@xeronbot
@vivmilano
@thecuriousluke

Top Tweeters in G2:
@googleexpertuk
@mikecoulson48
@socialistvoice
@lilachbullock
@optus
@georgegalloway
@wendyeslater
@rene_horton
@socialgoodstuff
@socentlive

Top Tweeters in G3:
@sectest9
@codedailybot
@cybersecurityn8
@fabriciosx
@rahul05ranjan
@codewithtwitchi
@education_24x7
@godfrey_g_
@botfemale
@eco1start

Top Tweeters in G4:
@ssxman2
@gezgintrk
@mashable
@ilovebooks786
@timothy_hughes
@fuzzysemi
@jayeshmthakur
@parkerrm39
@easyplaypink
@sachatb

Top Tweeters in G5:
@nicochan33
@drferdowsi
@parvez1
@fmfrancoise
@jldercle
@manifattura40
@johnnosta
@jeancayeux
@ramonaeid
@richardkimphd

Top Tweeters in G6:
@marshacollier
@mark45dominic
@akwyz
@debraruh
@ianmcalvert
@dez_blanchfield
@techpearce2
@_thirunarayan1
@dinisguarda
@billmew

Top Tweeters in G7:
@ricardo_ik_ahau
@mary_b_68
@archonsec
@albertoemachado
@ricoric61232865
@137pm
@evasmartai
@passion_patel
@botpandoh
@drbrighton4

Top Tweeters in G8:
@1nterestingtech
@mrssambarnard
@hubofnurse
@grazytgrazynatt
@nasscomfdn
@csr_in_action
@samuelgaulay
@joebillionz
@hi_spencerscott
@jagdishmitra

Top Tweeters in G9:
@asemota
@mrskota
@ose_anenih
@daliakhojely
@cretanadia
@womiv
@mrphamodi
@samuel12235343
@change
@mentorafrika

Top Tweeters in G10:
@christheeagle1
@techsoup
@rottamotta
@itssunpi
@igfestuk
@punkeejudester
@non_profit_pro
@cyberpoweruk
@yoursimpal
@harveytoadface