tech4good, Twitter, 3/11/2023 7:43:47 PM, 290899


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tech4good_2023-03-11_11-31-13.xlsx
tech4good_2023-03-11_11-31-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 11, 2023
Short Description:
tech4good via NodeXL https://bit.ly/3yP6A3r
@mikehudema
@pascal_bornet
@gigadgets_
@globaliqx
@fabriziobustama
@ronald_vanloon
@thepeopleshubuk
@gayarush
@eli_krumova
@googleexpertuk

Top hashtags:
#tech4good
#innovation
#ai
#tech
#iot
#artificialintelligence

Description:
Description
The graph represents a network of 4,264 Twitter users whose recent tweets contained "tech4good", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 19:35 UTC.

The tweets in the network were tweeted over the 2253-day, 4-hour, 32-minute period from Saturday, 07 January 2017 at 20:11 UTC to Saturday, 11 March 2023 at 00:44 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4264
Unique Edges : 3775
Edges With Duplicates : 14877
Total Edges : 18652
Number of Edge Types : 9
MentionsInQuote : 378
Quote : 138
Tweet : 459
Retweet : 3926
MentionsInRetweet : 8575
Mentions : 2468
Replies to : 257
MentionsInReplyTo : 2111
MentionsInQuoteReply : 340
Self-Loops : 1558
Reciprocated Vertex Pair Ratio : 0.0394572892150076
Reciprocated Edge Ratio : 0.0759190197123069
Connected Components : 290
Single-Vertex Connected Components : 111
Maximum Vertices in a Connected Component : 3031
Maximum Edges in a Connected Component : 16142
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.880905
Graph Density : 0.00041303964168316
Modularity : 0.35167
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,264 Twitter users whose recent tweets contained "tech4good", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 19:35 UTC.

The tweets in the network were tweeted over the 2253-day, 4-hour, 32-minute period from Saturday, 07 January 2017 at 20:11 UTC to Saturday, 11 March 2023 at 00:44 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[98] https://empodera.org/impact/en/experiences/experience/aya-miyaguchi
[82] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=287350
[29] https://www.linkedin.com/pulse/awards-competitions-fellowships-incubators-accelerators-/
[22] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=285975&utm_content=buffer2d151&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[20] https://tech4charities.org
[18] https://www.instagram.com/tech4charities/
[18] https://twitter.com/tech_4charities/
[18] https://www.facebook.com/tech4charities1
[17] https://www.linkedin.com/company/technology-for-charities/
[13] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=288531&utm_content=bufferfbb93&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[81] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=287350
[22] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=285975&utm_content=buffer2d151&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[13] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=288531&utm_content=bufferfbb93&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=288531
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281989
[11] https://www.gizmodo.com.au/2023/01/smart-city-australia/?utm_content=bufferd4698&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] https://healthitanalytics.com/news/machine-learning-approach-aims-to-optimize-rare-disease-diagnosis?utm_content=buffer12291&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://citymonitor.ai/guides/what-does-ai-think-the-future-of-housing-will-be?utm_content=buffer7b669&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://www.medicaleconomics.com/view/we-need-to-design-health-technology-with-the-clinician-in-mind?utm_content=buffer4c709&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://www.npr.org/2023/02/22/1158795743/know-it-all-where-ai-helps-and-hurts-in-health-care?utm_content=buffer96ea9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[2] https://newsroom.ibm.com/2023-02-14-New-IBM-Survey-Reveals-the-Greatest-Perceived-Barrier-to-Professional-or-Technical-Skill-Development-is-that-the-Programs-are-Too-Expensive?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=BTDWW&utm_term=17YKT&utm_id=Twitter-Ronald-vanLoon-MWCJustinaSkillsBuild-2023-02-28
[2] https://twitter.com/Innov_Medicine/status/1569484994829250560/video/1
[1] https://twitter.com/Ronald_vanLoon/status/1628707045850419202/video/1
[1] https://twitter.com/Ronald_vanLoon/status/1618428064177733633/video/1
[1] https://twitter.com/Ronald_vanLoon/status/1614297067597209602/video/1
[1] https://twitter.com/Ronald_vanLoon/status/1617951142389977088/video/1
[1] https://twitter.com/Ronald_vanLoon/status/1623854323103825920/video/1
[1] https://twitter.com/Ronald_vanLoon/status/1624081537057660929/video/1
[1] https://twitter.com/Ronald_vanLoon/status/1614038645819801601/video/1
[1] https://twitter.com/Ronald_vanLoon/status/1616772656933502976/video/1

Top URLs in Tweet in G3:
[1] https://twitter.com/MikeHudema/status/1631510244848283654/video/1
[1] https://twitter.com/MikeHudema/status/1631510244848283654

Top URLs in Tweet in G4:
[2] https://twitter.com/pascal_bornet/status/1626489141755056129/video/1
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=287350
[1] https://twitter.com/pascal_bornet/status/1580400465191133185/video/1
[1] https://twitter.com/pascal_bornet/status/1615597367469768705/video/1
[1] https://twitter.com/pascal_bornet/status/1615204790547382273/video/1
[1] https://twitter.com/pascal_bornet/status/1618149182048538624/video/1
[1] https://twitter.com/pascal_bornet/status/1617733939472334848/video/1
[1] https://twitter.com/pascal_bornet/status/1610184224987906055/video/1
[1] https://twitter.com/pascal_bornet/status/1607613526754967553/video/1
[1] https://www.linkedin.com/feed/update/urn:li:ugcPost:7028642854306504704

Top URLs in Tweet in G5:
[11] https://www.sociallyhomes.com/members.html
[6] https://therooftop.news/2023/02/21/innovative-tech-scheme-aiming-to-eradicate-digital-exclusion/
[2] https://thepeopleshub.org
[2] https://twitter.com/GoogleExpertUK/status/1332458086829846536
[2] https://www.rebelnews.com/avi_yemini_back_in_davos_to_expose_the_elite_s_secrets
[1] https://www.youtube.com/watch?v=1QQ3gWmd20s&feature=youtu.be

[1] https://twitter.com/MissAmyVarle/status/1513936983688634369
[1] https://www.eventbrite.co.uk/e/the-socially-homes-digital-launch-party-global-gatherings-end-homelessness-tickets-313698519717
[1] https://www.eventbrite.co.uk/e/global-gatherings-socially-homes-end-homelessness-monthly-online-event-tickets-346313732697
[1] https://twitter.com/GoogleExpertUK/status/1543211019765522434/video/1

Top URLs in Tweet in G6:
[4] https://twitter.com/qp_drone/status/1634196033826705412/photo/1
[4] https://twitter.com/qp_drone/status/1621475066004344833/photo/1
[4] https://twitter.com/N3XTCODER/status/1621220122772774913/photo/1
[3] https://twitter.com/npbridge/status/1623911893667823616/photo/1
[3] https://twitter.com/npbridge/status/1621376440381100032/photo/1
[3] https://events.humanitix.com/tech-for-good-37viy7p2
[2] https://www.seeedstudio.com/blog/2022/02/16/seeed-launches-tech4good-bounty-program-all-year-round-open-source-hardware-sponsorship-for-carbon-neutrality-environmental-conservation-and-other-sdg-projects/
[2] https://www.causelabs.com/post/sustainable-digital-stewardship/
[2] http://www.thebigjobsite.com/details/709D990804510E71204D49EF40EC0BB0
[2] https://www.telepolis.pl/tech/wydarzenia/huawei-tech4good-final-konkursu-2022

Top URLs in Tweet in G7:
[5] https://tinyurl.com/4k59vfw5
[5] https://dan.com/buy-domain/fintechconcierge.com
[2] https://www.huawei.com/minisite/tech4all/en/
[2] https://www.edinburgh.gov.uk/localities
[1] https://twitter.com/TheDigitalJob/status/1630041128618565632/photo/1
[1] https://twitter.com/AI4Diversity/status/1628993858171203586/video/1
[1] https://twitter.com/AI4Diversity/status/1628218785265254400/video/1
[1] https://twitter.com/edinhelp/status/1624702373393272832
[1] https://twitter.com/WelcoMe_Users/status/1617817140761096193
[1] https://twitter.com/WelcoMe_Users/status/1618962058451767297

Top URLs in Tweet in G8:
[97] https://empodera.org/impact/en/experiences/experience/aya-miyaguchi
[6] https://suacode.ai/
[1] https://twitter.com/EMPODERA_org/status/1375047263358181376/photo/1
[1] https://empodera.org/impact/en/experiences/experience/suacode-ai-tiene-como-objetivo-ensenar-a-programar-a-millones-de-millones-en-todo-el-continente-africano
[1] https://twitter.com/EMPODERA_org/status/1618943107269300226/photo/1
[1] https://empodera.org/impact/es/experiences/experience/suacode-ai-tiene-como-objetivo-ensenar-a-programar-a-millones-de-millones-en-todo-el-continente-africano
[1] https://twitter.com/cibervoluntario/status/1618946111187877888/photo/1

Top URLs in Tweet in G9:
[26] https://www.linkedin.com/pulse/awards-competitions-fellowships-incubators-accelerators-/
[4] https://twitter.com/socialnest_org/status/1630521359238418433/photo/1
[4] https://twitter.com/socialnest_org/status/1630523064248152064/photo/1
[4] https://twitter.com/UseSaitaPr0/status/1630508647317925889/photo/1
[4] https://twitter.com/MPowelly01/status/1627597392823349248/photo/1
[3] https://twitter.com/UseSaitaPr0/status/1627420703388495875/photo/1
[3] https://twitter.com/UseSaitaPr0/status/1627249572291420161/photo/1
[3] https://twitter.com/UseSaitaPr0/status/1628783412541550593/photo/1
[3] https://twitter.com/MPowelly01/status/1627579455379058688/photo/1
[2] https://twitter.com/UseSaitaPr0/status/1629752649410125829/photo/1

Top URLs in Tweet in G10:
[4] https://twitter.com/KCDF/status/1629026378069803010/photo/1
[4] https://twitter.com/TechSoupKenya/status/1629129043198050305/photo/1
[4] https://twitter.com/TechSoupKenya/status/1629044815408111616/photo/1
[4] https://twitter.com/TechSoupKenya/status/1629028515470254082/photo/1
[4] https://events.techsoup.org/events/details/techsoup-techsoup-events-and-webinars-presents-marketing-your-mission-app-demos-for-nonprofits/
[3] https://techforgoodsw.org.uk/podcast
[3] https://twitter.com/cpgcafrica/status/1629057305617616897/photo/1
[3] https://twitter.com/bonnietinda/status/1629055571801382912/photo/1
[2] https://twitter.com/TechSoupKenya/status/1629059738364157954/photo/1
[2] https://twitter.com/TechSoupKenya/status/1629028540824932354/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1247] twitter.com
[157] nodexlgraphgallery.org
[114] linkedin.com
[100] empodera.org
[80] forbes.com
[26] youtube.com
[26] co.uk
[22] healthitanalytics.com
[22] wellthatsinteresting.tech
[20] weforum.org

Top Domains in Tweet in G1:
[344] twitter.com
[154] nodexlgraphgallery.org
[79] forbes.com
[22] healthitanalytics.com
[21] linkedin.com
[19] weforum.org
[18] omnia-health.com
[14] venturebeat.com
[13] pharmaphorum.com
[13] unite.ai

Top Domains in Tweet in G2:
[35] twitter.com
[2] ibm.com
[1] medium.com
[1] freethink.com

Top Domains in Tweet in G3:
[2] twitter.com

Top Domains in Tweet in G4:
[13] twitter.com
[1] nodexlgraphgallery.org
[1] linkedin.com

Top Domains in Tweet in G5:
[20] twitter.com
[12] sociallyhomes.com
[6] therooftop.news
[5] co.uk
[4] thepeopleshub.org
[3] youtube.com
[3] rebelnews.com
[2] linkedin.com
[1] nodexlgraphgallery.org
[1] searchenginewatch.com

Top Domains in Tweet in G6:
[69] twitter.com
[24] linkedin.com
[4] seeedstudio.com
[4] youtube.com
[3] google.com
[3] enaboapps.com
[3] humanitix.com
[3] zobjobs.com
[2] causelabs.com
[2] thebigjobsite.com

Top Domains in Tweet in G7:
[27] twitter.com
[5] tinyurl.com
[5] dan.com
[4] youtube.com
[3] huawei.com
[2] gov.uk
[1] visitscotland.com
[1] wel-co.me
[1] co.uk
[1] thewavecoventry.com

Top Domains in Tweet in G8:
[99] empodera.org
[6] suacode.ai
[3] twitter.com

Top Domains in Tweet in G9:
[116] twitter.com
[26] linkedin.com
[1] 4yfn.com
[1] mwcbarcelona.com
[1] saitarealty.com

Top Domains in Tweet in G10:
[64] twitter.com
[15] techsoup.org
[6] org.uk
[3] zoom.us
[2] youtu.be
[2] icrc.org
[1] t.ly
[1] zendesk.com
[1] aboutamazon.eu
[1] hootsuite.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2136] tech4good
[1342] innovation
[1066] ai
[535] tech
[501] iot
[449] artificialintelligence
[320] techforgood
[309] sustainability
[279] 5g
[276] healthcare



Top Hashtags in Tweet in G1:
[927] tech4good
[731] ai
[461] innovation
[405] iot
[286] tech
[263] techforgood
[238] 5g
[216] digitalhealth
[193] artificialintelligence
[162] technology

Top Hashtags in Tweet in G2:
[569] innovation
[212] ai
[206] tech4good
[188] artificialintelligence
[185] sustainability
[178] technolog
[130] business
[116] healthcare
[113] health
[112] tech

Top Hashtags in Tweet in G3:
[2] tech4good
[1] actonclimate
[1] climate
[1] energy
[1] sustainability
[1] innovation
[1] technolog
[1] cleanenergy

Top Hashtags in Tweet in G4:
[213] tech4good
[210] innovation
[147] education
[51] technology
[47] green
[42] airbag
[10] tech
[8] ai
[5] drone
[4] techforgood

Top Hashtags in Tweet in G5:
[31] tech4good
[21] socent
[7] adasarmy
[7] endhomelessness
[6] digitalinclusion
[4] greenwashing
[3] homeless
[3] uber
[3] socialimpact
[3] nonprofit

Top Hashtags in Tweet in G6:
[105] tech4good
[21] tech
[17] technology
[17] innovation
[12] ai
[6] drones
[6] education
[5] machinelearning
[4] iot
[4] future

Top Hashtags in Tweet in G7:
[36] tech4good
[20] axschat
[16] disabled
[10] wcag
[10] hashtag
[10] customerservice
[10] tech4all
[10] fintech
[9] councils
[8] huawei

Top Hashtags in Tweet in G8:
[97] impactstories
[4] áfrica
[3] tech4good
[2] edtech
[2] impactsories
[1] blockchain
[1] technology
[1] ethereum
[1] cryptocurrency
[1] stemeducation

Top Hashtags in Tweet in G9:
[52] machinelearning
[51] iot
[51] iiot
[51] influencers
[51] leadership
[51] cloud
[51] emergingtech
[51] ai
[51] artificialintelligence
[50] ml

Top Hashtags in Tweet in G10:
[48] tech4good
[13] techsoup
[13] nptech
[12] nonprofits
[11] digital
[11] techforgood
[9] nonprofit
[8] tech4nonprofits
[7] metaboost
[7] apps4good

Top Words
Top Words in Tweet in Entire Graph:
[2136] #tech4good
[1342] #innovation
[1066] #ai
[1049] solar
[919] system
[767] gigadgets_
[742] ronald_vanloon
[731] globaliqx
[666] #tech
[664] fabriziobustama

Top Words in Tweet in G1:
[927] #tech4good
[731] #ai
[712] globaliqx
[543] fabriziobustama
[461] #innovation
[446] eli_krumova
[405] #iot
[334] gigadgets_
[299] #tech
[263] #techforgood

Top Words in Tweet in G2:
[611] ronald_vanloon
[569] #innovation
[429] gigadgets_
[221] #tech
[212] #ai
[206] #tech4good
[188] #artificialintelligence
[185] #sustainability
[178] #technolog
[132] more

Top Words in Tweet in G3:
[904] solar
[452] minutes
[452] power
[452] portable
[452] literally
[452] roll
[452] system
[452] deploy
[452] rug
[452] plant

Top Words in Tweet in G4:
[379] pascal_bornet
[278] system
[213] #tech4good
[210] #innovation
[147] #education
[147] level
[147] teaching
[147] bringing
[147] education
[147] simulation

Top Words in Tweet in G5:
[77] googleexpertuk
[58] thepeopleshubuk
[50] social
[49] housingfirstire
[45] housingfirstuk
[31] #tech4good
[24] peterstefanovi2
[22] marshacollier
[22] adatheshow
[22] mrsedithrigby

Top Words in Tweet in G6:
[105] #tech4good
[39] tech4good
[21] technology
[21] #tech
[17] #technology
[17] #innovation
[16] co
[14] data
[13] more
[13] ai

Top Words in Tweet in G7:
[36] #tech4good
[24] gavinneate
[23] welcome_cs
[23] using
[21] need
[20] #axschat
[19] world
[18] driven
[18] team
[16] #disabled

Top Words in Tweet in G8:
[99] talks
[98] empodera_org
[97] foundation
[97] ethereum
[97] ayamiyagotchi
[97] ran
[97] #impactstories
[96] #bl
[6] co
[6] _jojoboateng

Top Words in Tweet in G9:
[52] #machinelearning
[51] #ai
[51] #influencers
[51] #iot
[51] #emergingtech
[51] #leadership
[51] #cloud
[51] #iiot
[51] #artificialintelligence
[50] #ml

Top Words in Tweet in G10:
[48] #tech4good
[34] techsoupkenya
[34] kcdf
[28] techsoup
[26] nonprofits
[26] program
[23] free
[23] under
[21] technology
[20] digital

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[569] power,plant
[569] system,deploy
[569] portable,system
[569] plant,minutes
[569] solar,power
[569] deploy,solar
[462] literally,roll
[462] roll,solar
[462] solar,rug
[462] minutes,literally

Top Word Pairs in Tweet in G1:
[194] fabriziobustama,globaliqx
[171] globaliqx,huawei
[171] huawei,gigadgets_
[133] nodexl,fabriziobustama
[122] congrats,#tech4good
[121] #iot,#5g
[106] eli_krumova,congrats
[82] #tech4good,#innovation
[81] #influencers,nodexl
[81] top,#influencers

Top Word Pairs in Tweet in G2:
[184] gigadgets_,#sustainability
[180] #ai,#artificialintelligence
[179] #sustainability,#innovation
[178] #innovation,#technolog
[131] justinanixon,read
[131] ronald_vanloon,justinanixon
[131] read,more
[130] diversity,tech
[130] growth,ronald_vanloon
[130] key,unlocking

Top Word Pairs in Tweet in G3:
[452] roll,solar
[452] solar,rug
[452] power,plant
[452] solar,power
[452] system,deploy
[452] deploy,solar
[452] minutes,literally
[452] literally,roll
[452] plant,minutes
[452] portable,system

Top Word Pairs in Tweet in G4:
[150] #tech4good,#innovation
[147] education,level
[147] #education,#tech4good
[147] simulation,program
[147] bringing,education
[147] level,teaching
[147] teaching,chemistry
[147] program,#education
[147] chemistry,simulation
[146] pascal_bornet,bringing

Top Word Pairs in Tweet in G5:
[21] housingfirstuk,socialistvoice
[21] socialistvoice,peterstefanovi2
[16] googleexpertuk,housingfirstire
[15] adatheshow,mrsedithrigby
[14] chrisawatson_,womenwholead2
[14] socialhousingco,housingfirstuk
[14] womenwholead2,themissnicolina
[14] googleexpertuk,thepeopleshubuk
[14] mrsedithrigby,ddr333
[13] please,join

Top Word Pairs in Tweet in G6:
[6] design,thinking
[6] data,ciberseguridad
[6] tech4good,design
[6] charlas,metaverso
[6] 100,profesores
[6] ai,tech4good
[6] contribuir,futuro
[6] jornadas,intercambiar
[6] invitó,100
[6] ideas,experiencias

Top Word Pairs in Tweet in G7:
[12] ethical,tech
[12] world,organizations
[12] tech,mindset
[12] adopt,ethical
[12] organizations,forget
[12] need,ethically
[12] ethically,driven
[12] mindset,need
[12] forget,adopt
[12] evolving,world

Top Word Pairs in Tweet in G8:
[97] foundation,ran
[97] ayamiyagotchi,ethereum
[97] talks,ayamiyagotchi
[97] ethereum,foundation
[97] #impactstories,talks
[96] ran,#bl
[96] empodera_org,#impactstories
[4] enseñar,programar
[4] #áfrica,_jojoboateng
[4] millones,personas

Top Word Pairs in Tweet in G9:
[51] #leadership,#cloud
[51] #ai,#machinelearning
[51] #iot,#iiot
[51] #emergingtech,#ai
[51] #iiot,#influencers
[51] #influencers,#leadership
[51] #cloud,#emergingtech
[50] #ml,#artificialintelligence
[50] #artificialintelligence,#digitaltwins
[50] #machinelearning,#ml

Top Word Pairs in Tweet in G10:
[22] kcdf,under
[20] technology,program
[20] under,technology
[18] nonprofits,free
[18] hosting,nonprofits
[18] free,person
[18] happening,kcdf
[18] currently,hosting
[10] program,techsoup
[10] tech4good,south

Top Replied-To
Top Replied-To in Entire Graph:
@khulood_almani
@anand_narang
@enilev
@tobiaskintzel
@globaliqx
@curieuxexplorer
@tanyasinha_
@housingfirstire
@googleexpertuk
@lovefoodlifego

Top Replied-To in G1:
@khulood_almani
@anand_narang
@enilev
@globaliqx
@tobiaskintzel
@curieuxexplorer
@pierrecappelli
@pettet50
@asokan_telecom
@tanyasinha_

Top Replied-To in G4:
@pascal_bornet

Top Replied-To in G5:
@housingfirstire
@lovefoodlifego
@googleexpertuk
@thepeopleshubuk
@supergr04651812
@aidankert
@womenwholead2
@sheriran95
@thepeopleshubhq

Top Replied-To in G7:
@welcome_cs
@huaweisweden
@sarbjeetjohal
@huawei

Top Replied-To in G9:
@mpowelly01
@beconomy_hq
@saitamabuilder1
@tammylo39115756
@adewalenaija
@painfull2013
@altgemhunt
@shubs2670
@shelbinjohn
@cryptod40425120

Top Replied-To in G10:
@thelovely_lions
@rinjilp
@techsoupkenya
@kcdf

Top Mentioned
Top Mentioned in Entire Graph:
@gigadgets_
@globaliqx
@fabriziobustama
@ronald_vanloon
@pascal_bornet
@mikehudema
@eli_krumova
@huawei
@nodexl
@khulood_almani

Top Mentioned in G1:
@globaliqx
@fabriziobustama
@eli_krumova
@gigadgets_
@huawei
@nodexl
@khulood_almani
@mvollmer1
@ronald_vanloon
@frronconi

Top Mentioned in G2:
@ronald_vanloon
@gigadgets_
@justinanixon
@innov_medicine
@fabriziobustama
@pascal_bornet
@maxjcm
@darpankul
@globaliqx
@dirkschaar

Top Mentioned in G3:
@mikehudema
@gigadgets_

Top Mentioned in G4:
@pascal_bornet
@fabriziobustama
@mvollmer1
@ronald_vanloon
@mikehudema
@eli_krumova
@nodexl
@globaliqx
@huawei
@gigadgets_

Top Mentioned in G5:
@googleexpertuk
@thepeopleshubuk
@housingfirstire
@peterstefanovi2
@mrsedithrigby
@adatheshow
@marshacollier
@ddr333
@socialistvoice

Top Mentioned in G6:
@lwwworkboats
@goodtechnically

Top Mentioned in G7:
@gavinneate
@welcome_cs
@debraruh
@edinburgh_cc
@welcome_users
@w3c
@thedigitaljob
@huawei
@lindagrass0
@kevmoss

Top Mentioned in G8:
@empodera_org
@ayamiyagotchi
@ethereum
@_jojoboateng
@cibervoluntario

Top Mentioned in G9:
@usesaitapr0
@wearesaitama
@socialnest_org
@saitamaguru1
@crowdfarmingco
@saitarealty
@mannythehitman
@aaronsaitama
@kleingabriel
@ntran1234

Top Mentioned in G10:
@techsoupkenya
@kcdf
@techsoup
@donorperfect
@aliciateaglesr2
@hootsuite
@constantcontact
@adobeexpress
@techsoupconnect
@little_ari

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@bmurphypointman
@chidambara09
@paoloigna1
@_redfrog
@evankirstel
@o_fabriciosouza
@netminnow
@rvp
@business

Top Tweeters in G1:
@chidambara09
@o_fabriciosouza
@rvp
@business
@morgfair
@sherbah46958042
@mcdonalds
@lorimoreno
@ssxman2
@kaleidoscopet0

Top Tweeters in G2:
@bmurphypointman
@paoloigna1
@evankirstel
@jimmyroybloom
@mogura_ossan
@gezgintrk
@lavoe_jonnath
@xzpwedvhhh37i3c
@mark45dominic
@preciso_com

Top Tweeters in G3:
@_redfrog
@snarky_op
@freeandclear1
@gailwaldby
@terajits
@snarkytoes
@oteachjohn
@buckleyswartz
@bugjudy
@jchilton666

Top Tweeters in G4:
@petre_bogdan
@victor112151
@3773_garden
@nyac_juru_jesse
@btptechsearch
@juanseapi
@karadagmetin2
@parvez1
@bernardo_pirola
@axvastaine7

Top Tweeters in G5:
@pink1963dsw
@googleexpertuk
@mikecoulson48
@emocionycambio
@socialistvoice
@lilachbullock
@marshacollier
@drumeshprabhu
@georgegalloway
@cheekyvimto13

Top Tweeters in G6:
@slideme
@zobjobsgb
@mandy_sanghera1
@mbbs_her
@meromermx
@telepolis_pl
@francibosco
@rgan0
@aaairom
@jyves94

Top Tweeters in G7:
@vrretweeter
@eco1start
@juliebhunt
@rwang0
@dazza70smith
@debraruh
@dasfintechbot
@ianmcalvert
@domainapebot
@edinburgh_forum

Top Tweeters in G8:
@almu_hs
@global_hackers_
@paco48037707
@maxlarsenjr
@cibervoluntario
@ciberyolanda
@foreverrlukee
@empodera_org
@ethereum
@firas1398

Top Tweeters in G9:
@buffalo_b_rad
@usesaitapr0
@agroinsights
@mickeymalarkey
@jaysmooth_shib
@knudsen_schultz
@aaronsaitama
@tammylo39115756
@manisweb
@anton06223

Top Tweeters in G10:
@elemenous
@hootsuite
@pointmanrt
@constantcontact
@zendesk
@amazon
@jcravens42
@techsoup
@kiptoo024
@techsoupconnect