tech4good, Twitter, 1/30/2022 7:48:48 PM, 270955


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tech4good_2022-01-30_11-24-01.xlsx
tech4good_2022-01-30_11-24-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 30, 2022
Short Description:
tech4good via NodeXL https://bit.ly/33Yltof
@huawei
@fabriziobustama
@albertoemachado
@chidambara09
@thepeopleshubuk
@globaliqx
@nicochan33
@braincures
@khulood_almani
@lala35539674

Top hashtags:
#ehealth
#women
#datascientist
#finserv
#cx
#fashiontech
#digital

Description:
Description
The graph represents a network of 2,235 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 Sunday, 30 January 2022 at 19:41 UTC.

The requested start date was Saturday, 29 January 2022 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 8-day, 18-hour, 17-minute period from Thursday, 20 January 2022 at 05:38 UTC to Friday, 28 January 2022 at 23:56 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 : 2235
Unique Edges : 4905
Edges With Duplicates : 20302
Total Edges : 25207
Number of Edge Types : 5
Retweet : 5946
MentionsInRetweet : 13560
Mentions : 5288
Replies to : 137
Tweet : 276
Self-Loops : 1386
Reciprocated Vertex Pair Ratio : 0.0297080198903481
Reciprocated Edge Ratio : 0.0577018325903913
Connected Components : 179
Single-Vertex Connected Components : 93
Maximum Vertices in a Connected Component : 1803
Maximum Edges in a Connected Component : 24539
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.62275
Graph Density : 0.00161746768970096
Modularity : 0.219975
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,235 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 Sunday, 30 January 2022 at 19:41 UTC.

The requested start date was Saturday, 29 January 2022 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 8-day, 18-hour, 17-minute period from Thursday, 20 January 2022 at 05:38 UTC to Friday, 28 January 2022 at 23:56 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:
[39] https://play.google.com/store/apps/details?id=com.friendroid.photo.recovery
[31] https://www.forbes.com/sites/benjaminlaker/2022/01/19/artificial-intelligence-can-help-leaders-drive-global-economy-forward-in-2022/?sh=2c44b4d067ea&utm_content=buffer7d26f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[30] https://play.google.com/store/apps/details?id=com.bestvideodownloader.mp4videodownloader
[26] https://www.medicalplasticsnews.com/medical-plastics-industry-insights/medical-plastics-in-digital-health-insights/three-trends-helping-medical-device-organisations-go-digital/
[24] https://www.siliconrepublic.com/machines/sourabh-bharti-confirm-smart-manufacturing-data-machine-learning
[23] https://www.forbes.com/sites/benjaminlaker/2022/01/19/artificial-intelligence-can-help-leaders-drive-global-economy-forward-in-2022/?sh=2c44b4d067ea&utm_content=buffer6ed8d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[20] https://www.analyticsinsight.net/how-is-quantum-computing-impacting-the-cybersecurity-industry/
[18] https://now.tufts.edu/articles/scientists-regrow-frog-s-lost-leg
[17] https://spacepsychiatrist.com/nasa-engineer-gave-engine-concept-that-travels-at-the-speed-of-light-engine-of-speed-of-light/
[16] https://www.cloudpro.co.uk/cloud-essentials/hybrid-cloud/9387/ibm-reports-biggest-sales-growth-in-ten-years

Top URLs in Tweet in G1:
[39] https://play.google.com/store/apps/details?id=com.friendroid.photo.recovery
[29] https://play.google.com/store/apps/details?id=com.bestvideodownloader.mp4videodownloader
[24] https://www.siliconrepublic.com/machines/sourabh-bharti-confirm-smart-manufacturing-data-machine-learning
[17] https://www.medicalplasticsnews.com/medical-plastics-industry-insights/medical-plastics-in-digital-health-insights/three-trends-helping-medical-device-organisations-go-digital/
[16] https://spacepsychiatrist.com/nasa-engineer-gave-engine-concept-that-travels-at-the-speed-of-light-engine-of-speed-of-light/
[15] https://www.cloudpro.co.uk/cloud-essentials/hybrid-cloud/9387/ibm-reports-biggest-sales-growth-in-ten-years
[15] https://www.the-scientist.com/news-opinion/what-scientists-learned-by-putting-octopuses-in-mri-machines-69627
[15] https://www.infoworld.com/article/3648189/cloud-architecture-must-accommodate-rapid-change.html#tk.rss_cloudcomputing
[15] https://www.infoworld.com/article/3648053/5-key-observability-trends-for-2022.html#tk.rss_cloudcomputing
[14] https://coruzant.com/health-tech/the-new-era-of-healthcare-technology-to-bolster-the-patient-experience/

Top URLs in Tweet in G2:
[24] https://www.forbes.com/sites/benjaminlaker/2022/01/19/artificial-intelligence-can-help-leaders-drive-global-economy-forward-in-2022/?sh=2c44b4d067ea&utm_content=buffer7d26f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://www.forbes.com/sites/benjaminlaker/2022/01/19/artificial-intelligence-can-help-leaders-drive-global-economy-forward-in-2022/?sh=2c44b4d067ea&utm_content=buffer6ed8d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://now.tufts.edu/articles/scientists-regrow-frog-s-lost-leg
[9] https://www.sciencenews.org/article/history-math-online-exhibit-journey?utm_content=bufferdf402&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.medicalplasticsnews.com/medical-plastics-industry-insights/medical-plastics-in-digital-health-insights/three-trends-helping-medical-device-organisations-go-digital/
[8] https://techcrunch.com/2021/09/28/why-amazon-built-a-home-robot/?utm_content=buffer3cc3e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.forbes.com/sites/benjaminlaker/2022/01/19/artificial-intelligence-can-help-leaders-drive-global-economy-forward-in-2022/?sh=2c44b4d067ea&utm_content=buffer3aed7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.datamation.com/networks/iot-in-smart-cities/?utm_content=buffer204f8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://healthitanalytics.com/features/how-can-artificial-intelligence-change-medical-imaging?utm_content=bufferec16a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.analyticsinsight.net/how-is-quantum-computing-impacting-the-cybersecurity-industry/

Top URLs in Tweet in G3:
[3] https://humanitix.com/
[2] http://out.faveeo.com/?url=https://swisscognitive.ch/2022/01/21/how-to-regulate-ai/&vertical=general&family=ai
[2] https://www.forbes.com/sites/benjaminlaker/2022/01/19/artificial-intelligence-can-help-leaders-drive-global-economy-forward-in-2022/?sh=2c44b4d067ea&utm_content=buffer7d26f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://techxplore.com/news/2022-01-style-arch-bridge-architecture-nature.html?utm_content=buffer6a495&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://scitechdaily.com/artificial-intelligence-can-analyze-eye-scans-to-identify-patients-at-high-risk-of-heart-attack/?utm_content=buffer544ec&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://techxplore.com/news/2022-01-device-hot-surfaces-electricity.html?utm_content=buffer7f57e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.zdnet.fr/actualites/l-informatique-quantique-arrive-c-est-le-bon-moment-pour-commencer-a-se-preparer-39936035.htm
[1] https://now.tufts.edu/articles/scientists-regrow-frog-s-lost-leg
[1] https://www.infoworld.com/article/3648335/enterprise-data-centers-wont-really-go-away.html#tk.rss_cloudcomputing
[1] https://jadirectives.com/best-machine-learning-courses/

Top URLs in Tweet in G4:
[4] https://blog.huawei.com/2022/01/14/china-unicom-beijing-smart-digital-multimedia-2022-winter-olympics/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[2] https://blog.huawei.com/2022/01/11/gigabite-index-connectivity/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[2] https://www.youtube.com/watch?v=Es1Uolu0chc

[2] https://mnctvcongo.net/seeds-for-the-future-une-equipe-libyenne-remporte-la-troisieme-place-de-la-huawei-tech4good-competition/
[2] https://channeldrive.in/innovation/team-thailand-wins-huaweis-global-tech4good-competition/
[1] https://3ersector.mx/noticias-2018/20-rsc/14474-huawei-impulsa-habilidades-tic-en-jovenes-con-su-primera-competencia-global-de-tech4good.html
[1] https://www.huawei.com/minisite/seeds-for-the-future/community.html?utm_medium=sm&utm_source=corp_twitter&utm_campaign=SeedsfortheFuture
[1] https://pimglobal.notion.site/2021-Tech4Good-Global-Competition-Audience-Prize-8929af59ec944c179416de7dbeff487b
[1] https://www.huawei.com/minisite/seeds-for-the-future/community.html?utm_medium=sm&utm_source=corp_twitter&utm_campaign=SeedsForTheFuture
[1] https://www.huawei.com/en/news/2022/1/tech4good-competition-seeds-for-the-future?utm_medium=sm&utm_source=corp_twitter&utm_campaign=SeedsForTheFuture

Top URLs in Tweet in G5:
[3] https://techround.co.uk/guides/tech-for-good-predictions-for-2022/
[1] https://thepeopleshub.org/home
[1] https://twitter.com/MikeHudema/status/1356608865043951620
[1] https://sociallyhomes.com/community.html
[1] https://www.hcamag.com/asia/specialisation/diversity-inclusion/can-ai-eliminate-workplace-harassment-and-bullying/193305
[1] https://www.vice.com/en/article/jgqz9p/botler-ai-launched-in-canada-to-help-tackle-workplace-harassment

Top URLs in Tweet in G6:
[3] http://www.changeintomag.com/index.php/today/32191-2016-04-29-13-34-1887100610542043791
[3] https://changeintomagazineonline.blogspot.com/2022/01/tech4good.html
[3] https://changeintomagazine.tumblr.com/
[3] https://prtimes.jp/main/html/rd/p/000000142.000074347.html
[2] https://www.globalsprout.net/2022/01/india-announces-10-billion-package-to.html
[2] https://cas-info.ca/2022/01/seeds-for-the-future-une-equipe-libyenne-remporte-la-troisieme-place-de-la-huawei-tech4good-competition/
[2] https://www.iphone-droid.net/huawei-tech4good/?utm_source=dlvr.it&utm_medium=twitter
[2] https://consumer.huawei.com/za/community/details/South-African-Students-Placed-In-Top-10-At-Huawei-s-Seeds-For-The-Future-Global-Tech4Good-Competitio/topicId_166219/
[2] https://aptantech.com/2022/01/27/south-african-students-place-in-top-10-at-huaweis-global-tech4good-contest/
[2] https://mninoticias.com/?p=9890

Top URLs in Tweet in G7:
[5] https://events.techsoup.org/events/details/techsoup-techsoup-connect-tech4good-south-west-chapter-presents-tech-for-good-south-west-relaunch-part-2/
[2] https://nptechedu.org/?p=4900
[1] https://www.exygy.com/blog/open-source-influencing-the-future-of-social-impact
[1] https://forums.techsoup.org/t/nitter-free-open-source-alternative-twitter-front-end-focused-on-privacy-and-performance/7613
[1] https://techforwardconference.org/call-for-speakers/
[1] https://www.thenonprofittimes.com/npt_articles/commentary-mobility-complexity-and-cybersecurity-drive-tech-landscape/
[1] https://www.youtube.com/watch?v=DDBaPpkVp98

[1] https://events.techsoup.org/events/details/techsoup-techsoup-connect-tech4good-south-west-chapter-presents-tech-for-good-south-west-relaunch-part-2/Tech
[1] https://www.youtube.com/watch?v=k3G8lIsO8aM

[1] https://www.youtube.com/watch?v=l1Km58XkWvY


Top URLs in Tweet in G8:
[4] https://www.reverbnation.com/aixtc/song/33100154-inverse?0
[2] https://robtiffanydigital.com/sdg7-ensure-access-to-affordable-reliable-sustainable-and-modern-energy-for-all/?utm_source=twitter&utm_medium=social&utm_campaign=social
[1] https://robtiffanydigital.com/sdg3-ensure-healthy-lives-and-promote-well-being-for-all-at-all-ages/?utm_source=twitter&utm_medium=social&utm_campaign=social
[1] https://robtiffanydigital.com/sdg2-end-hunger-achieve-food-security-and-improved-nutrition-and-promote-sustainable-agriculture/?utm_source=twitter&utm_medium=social&utm_campaign=social
[1] https://robtiffanydigital.com/sdg10-reduce-inequality-within-and-among-countries/?utm_source=twitter&utm_medium=social&utm_campaign=social
[1] https://robtiffanydigital.com/sdg11-make-cities-and-human-settlements-inclusive-safe-resilient-and-sustainable/?utm_source=twitter&utm_medium=social&utm_campaign=social
[1] https://www.g17.eco/

Top URLs in Tweet in G9:
[2] https://www.huawei.com/minisite/seeds-for-the-future/community.html?utm_medium=sm&utm_source=corp_facebook&utm_campaign=SeedfortheFuture
[1] https://www.youtube.com/watch?v=oxPPmldXF1U

[1] https://www.youtube.com/watch?v=oKINmLEGyZA


Top Domains
Top Domains in Tweet in Entire Graph:
[169] forbes.com
[153] twitter.com
[136] co.uk
[113] google.com
[109] medium.com
[90] coruzant.com
[89] bloomberg.com
[76] scitechdaily.com
[66] towardsdatascience.com
[66] phys.org

Top Domains in Tweet in G1:
[114] co.uk
[114] twitter.com
[108] forbes.com
[104] medium.com
[102] google.com
[84] bloomberg.com
[81] coruzant.com
[66] scitechdaily.com
[65] phys.org
[63] towardsdatascience.com

Top Domains in Tweet in G2:
[55] forbes.com
[28] techxplore.com
[14] bbntimes.com
[12] tufts.edu
[12] neurosciencenews.com
[11] analyticsinsight.net
[11] sciencenews.org
[10] datamation.com
[9] coruzant.com
[8] medicalplasticsnews.com

Top Domains in Tweet in G3:
[7] techxplore.com
[6] forbes.com
[3] humanitix.com
[2] faveeo.com
[2] co.uk
[2] scitechdaily.com
[2] towardsdatascience.com
[2] zdnet.fr
[1] tufts.edu
[1] infoworld.com

Top Domains in Tweet in G4:
[11] huawei.com
[3] youtube.com
[2] samenacouncil.org
[2] mnctvcongo.net
[2] channeldrive.in
[1] 3ersector.mx
[1] notion.site
[1] twitter.com
[1] revistatendenciasguatemala.com
[1] entrepreneuralarabiya.com

Top Domains in Tweet in G5:
[3] co.uk
[1] thepeopleshub.org
[1] twitter.com
[1] sociallyhomes.com
[1] hcamag.com
[1] vice.com

Top Domains in Tweet in G6:
[9] twitter.com
[4] huawei.com
[3] linkedin.com
[3] cas-info.ca
[3] changeintomag.com
[3] blogspot.com
[3] tumblr.com
[3] prtimes.jp
[3] techequitycollaborative.org
[2] globalsprout.net

Top Domains in Tweet in G7:
[7] techsoup.org
[3] youtube.com
[2] nptechedu.org
[1] exygy.com
[1] techforwardconference.org
[1] thenonprofittimes.com
[1] meetup.com
[1] coyotebroad.com

Top Domains in Tweet in G8:
[6] robtiffanydigital.com
[4] reverbnation.com
[1] g17.eco

Top Domains in Tweet in G9:
[2] huawei.com
[2] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3451] ehealth
[3446] women
[3411] datascientist
[3344] finserv
[3314] cx
[3190] fashiontech
[3169] digital
[3100] ces2023
[2994] data
[2941] insurtech



Top Hashtags in Tweet in G1:
[3288] women
[3280] ehealth
[3253] datascientist
[3183] finserv
[3159] cx
[3042] fashiontech
[2965] digital
[2955] ces2023
[2808] data
[2791] insurtech

Top Hashtags in Tweet in G2:
[496] tech4good
[219] ai
[215] neuroscience
[151] digital
[128] data
[125] innovation
[123] ehealth
[114] finserv
[111] datascientist
[110] women

Top Hashtags in Tweet in G3:
[276] iot
[263] innovation
[243] tech4good
[214] metaverse
[196] 5g
[175] ai
[156] tech4all
[147] mixedreality
[145] augmentedreality
[138] ar

Top Hashtags in Tweet in G4:
[221] tech4good
[33] huawei
[26] seedsforthefuture
[8] trustintech
[4] smart
[4] digital
[4] rdc
[3] 5g
[2] uk
[2] lebanon

Top Hashtags in Tweet in G5:
[6] tech4good
[3] tech
[3] technology
[3] techforgood
[2] ai
[2] ai4good
[1] goodmarket
[1] changemakers
[1] evegrocer
[1] thepeopleshub

Top Hashtags in Tweet in G6:
[47] tech4good
[6] tech
[5] technology
[5] seedsforthefuture
[5] huawei
[5] ai
[4] 5g
[3] trending
[3] startup
[2] budget2022

Top Hashtags in Tweet in G7:
[9] tech4good
[6] techsoupconnect
[6] techforgood
[5] nonprofits
[4] nptech
[3] startups
[3] scaleups
[2] nitter
[2] privacy
[2] nonprofit

Top Hashtags in Tweet in G8:
[62] sdgeneration
[60] esgcollective
[52] sdgmedia
[44] esgmedia
[34] news
[25] solidarity
[25] sustainability
[21] icymi
[13] data
[13] unitednations

Top Hashtags in Tweet in G9:
[45] tech4good
[17] huawei
[6] seedsforthefuture
[5] huaweina
[1] libye
[1] ia
[1] cloud

Top Hashtags in Tweet in G10:
[17] tech4good
[17] tech4all

Top Words
Top Words in Tweet in Entire Graph:
[3457] #women
[3444] #ehealth
[3411] #datascientist
[3344] #finserv
[3314] #cx
[3190] #fashiontech
[3175] #digital
[3122] chidambara09
[3100] #ces2023
[2994] #data

Top Words in Tweet in G1:
[3295] #women
[3273] #ehealth
[3253] #datascientist
[3183] #finserv
[3159] #cx
[3042] #fashiontech
[2971] #digital
[2955] #ces2023
[2933] chidambara09
[2808] #data

Top Words in Tweet in G2:
[496] #tech4good
[248] enilev
[245] khulood_almani
[219] #ai
[215] #neuroscience
[151] #digital
[140] chidambara09
[128] #data
[125] globaliqx
[125] #innovation

Top Words in Tweet in G3:
[386] fabriziobustama
[276] #iot
[263] #innovation
[243] #tech4good
[214] #metaverse
[213] gigadgets_
[196] #5g
[175] #ai
[156] #tech4all
[147] #mixedreality

Top Words in Tweet in G4:
[222] huawei
[221] #tech4good
[163] competition
[140] top
[139] made
[131] intense
[131] rounds
[131] battle
[131] we've
[131] final

Top Words in Tweet in G5:
[18] googleexpertuk
[12] womenwholead2
[11] housingfirstuk
[10] ecrnkath
[10] davidahsleath
[10] mcrshield
[10] mancrcstudents
[10] streetsupportuk
[10] gmcitizens
[9] the_lo

Top Words in Tweet in G6:
[55] tech4good
[47] #tech4good
[29] huawei
[27] global
[17] competition
[11] first
[10] team
[9] thailand
[8] seeds
[8] future

Top Words in Tweet in G7:
[9] #tech4good
[8] join
[7] more
[6] 2022
[6] #techsoupconnect
[6] #techforgood
[5] learn
[5] #nonprofits
[5] community
[5] jan

Top Words in Tweet in G8:
[62] #sdgeneration
[61] wanderluster77
[60] #esgcollective
[52] #sdgmedia
[47] connectaid_int
[44] #esgmedia
[34] #news
[25] #solidarity
[25] #sustainability
[21] check

Top Words in Tweet in G9:
[45] #tech4good
[44] concours
[43] cérémonie
[43] remise
[43] prix
[39] huaweina
[17] #huawei
[16] catherine
[16] chen
[16] vp

Top Words in Tweet in G10:
[17] #tech4good
[17] #tech4all
[16] kirkdborne

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3293] #cx,#women
[3293] #women,#ehealth
[3009] #datascientist,#digital
[3009] #digital,#cx
[2994] #finserv,#fashiontech
[2979] #ces2023,#finserv
[2904] #fashiontech,#insurtech
[2857] #ehealth,#data
[2856] #data,#ces2023
[1919] chidambara09,#datascientist

Top Word Pairs in Tweet in G1:
[3140] #cx,#women
[3140] #women,#ehealth
[2869] #datascientist,#digital
[2869] #digital,#cx
[2851] #finserv,#fashiontech
[2835] #ces2023,#finserv
[2766] #fashiontech,#insurtech
[2718] #ehealth,#data
[2717] #data,#ces2023
[1791] chidambara09,#datascientist

Top Word Pairs in Tweet in G2:
[129] #neuroscience,#tech4good
[106] #cx,#women
[106] #women,#ehealth
[100] #ces2023,#finserv
[98] #finserv,#fashiontech
[96] #ehealth,#data
[96] #data,#ces2023
[95] #datascientist,#digital
[95] #digital,#cx
[94] #fashiontech,#insurtech

Top Word Pairs in Tweet in G3:
[127] #iot,#5g
[89] change,everything
[86] #augmentedreality,#apple
[86] #apple,#mixedreality
[85] #ar,change
[85] everything,apple
[85] apple,#metaverse
[85] #metaverse,#augmentedreality
[85] #mixedreality,#innovation
[84] fabriziobustama,#ar

Top Word Pairs in Tweet in G4:
[152] #tech4good,competition
[131] intense,rounds
[131] rounds,battle
[131] battle,we've
[131] we've,made
[131] made,final
[131] final,round
[131] round,#tech4good
[131] competition,top
[131] top,finalists

Top Word Pairs in Tweet in G5:
[10] googleexpertuk,ecrnkath
[10] ecrnkath,womenwholead2
[10] womenwholead2,davidahsleath
[10] davidahsleath,mcrshield
[10] mcrshield,mancrcstudents
[10] mancrcstudents,streetsupportuk
[10] streetsupportuk,gmcitizens
[9] housingfirstuk,googleexpertuk
[9] gmcitizens,the_lo
[5] bulliescampaign,thepeopleshubuk

Top Word Pairs in Tweet in G6:
[21] global,tech4good
[12] tech4good,competition
[9] huawei,tech4good
[9] first,global
[8] seeds,future
[8] primera,competencia
[8] competencia,global
[7] team,thailand
[6] งข,น
[6] าแชมป,ระด

Top Word Pairs in Tweet in G7:
[5] south,west
[3] #techsoupconnect,western
[3] jan,27
[3] 27,join
[3] join,#techsoupconnect
[3] #techsoupconnect,tech4good
[3] tech4good,south
[3] west,community
[3] community,conversation
[3] conversation,bringing

Top Word Pairs in Tweet in G8:
[60] #sdgeneration,#esgcollective
[44] #esgcollective,connectaid_int
[44] #sdgmedia,#esgmedia
[33] connectaid_int,#sdgmedia
[29] #esgmedia,#news
[14] check,#sdgeneration
[14] wanderluster77,#icymi
[14] #icymi,#sdgeneration
[14] wanderluster77,wow
[12] #news,#solidarity

Top Word Pairs in Tweet in G9:
[44] concours,#tech4good
[43] cérémonie,remise
[43] remise,prix
[43] prix,concours
[16] catherine,chen
[16] chen,vp
[16] vp,directrice
[16] directrice,conseil
[15] lors,cérémonie
[15] #tech4good,catherine

Top Word Pairs in Tweet in G10:
[17] #tech4good,#tech4all
[16] kirkdborne,#tech4good

Top Replied-To
Top Replied-To in Entire Graph:
@enilev
@hakomtimeseries
@stratorob
@danfiehn
@quasagroup
@gerald_bader
@tanyasinha_
@khulood_almani
@theadityapatro
@albertogaruccio

Top Replied-To in G1:
@enilev
@hakomtimeseries
@stratorob
@danfiehn
@quasagroup
@theadityapatro
@tanyasinha_
@mikeflache
@mina3angel
@this0499154500

Top Replied-To in G2:
@enilev
@gerald_bader
@khulood_almani
@hakomtimeseries
@labordeolivier
@akwyz
@alanmuttonuk
@sharleneisenia
@danfiehn
@frronconi

Top Replied-To in G3:
@bjlaurenceau

Top Replied-To in G4:
@huawei
@huaweiza

Top Replied-To in G5:
@bulliescampaign
@housingfirstuk
@lovefoodlifego
@googleexpertuk

Top Mentioned
Top Mentioned in Entire Graph:
@chidambara09
@enilev
@betamoroney
@khulood_almani
@fabriziobustama
@kred
@eli_krumova
@gigadgets_
@nicochan33
@globaliqx

Top Mentioned in G1:
@chidambara09
@enilev
@betamoroney
@khulood_almani
@kred
@eli_krumova
@nicochan33
@rldi_lamy
@fabriziobustama
@junjudapi

Top Mentioned in G2:
@khulood_almani
@enilev
@chidambara09
@globaliqx
@andi_staub
@nicochan33
@gerald_bader
@fabriziobustama
@mvollmer1
@spirosmargaris

Top Mentioned in G3:
@fabriziobustama
@gigadgets_
@apple
@nicochan33
@chidambara09
@pawlowskimario
@chboursin
@jblefevre60
@conetec2010
@hololens

Top Mentioned in G4:
@huawei
@huaweiuk
@ianmcalvert
@billmew
@dhinchcliffe
@akwyz
@wearablesexpert
@imoyse
@hdduncan
@marshacollier

Top Mentioned in G5:
@googleexpertuk
@womenwholead2
@housingfirstuk
@ecrnkath
@davidahsleath
@mcrshield
@mancrcstudents
@streetsupportuk
@gmcitizens
@the_lo

Top Mentioned in G6:
@citoyendumonde5
@androbliz
@drdatascientist

Top Mentioned in G7:
@tech4goodsw
@techsoup
@techsoupconnect
@rocketmakers
@annielegge
@albotherm
@spacebandsuk
@tech_impact
@techsoupcanada
@dama_

Top Mentioned in G8:
@wanderluster77
@connectaid_int
@jenwilliamsedu
@metaxas_ari
@tblacktab
@robtiffany
@kambojananya
@adamrogers2030
@aixtc1
@youthsenergyorg

Top Mentioned in G9:
@huaweina
@huawei

Top Mentioned in G10:
@kirkdborne

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@marshawright
@chidambara09
@afropages
@piyuanker12
@xaelbot
@codedailybot
@sahelhkj
@javascriptd

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@marshawright
@chidambara09
@xaelbot
@codedailybot
@javascriptd
@ipythonistabot
@discovertech3
@coder_487

Top Tweeters in G2:
@1yl
@evankirstel
@artificialbra1n
@andrewmorrisuk
@ssxman2
@emperatriz1827
@nicochan33
@the404code
@openmarketingtv
@merckxcycling

Top Tweeters in G3:
@piyuanker12
@cybersecurityn8
@harvest57688777
@bot_innovation
@vivmilano
@xzpwedvhhh37i3c
@ricardo_ik_ahau
@mailonline
@rwang0
@jamesvgingerich

Top Tweeters in G4:
@brasil_acabou
@rt_com
@daydreamer558
@ianmcalvert
@mksafdar
@barbosa_tg
@crvg_anny
@luisfwbiano
@billmew
@luaan61

Top Tweeters in G5:
@googleexpertuk
@mikecoulson48
@littlemore20
@lilachbullock
@marshacollier
@drumeshprabhu
@historylvrsclub
@cheekyvimto13
@fscarfe
@wendyeslater

Top Tweeters in G6:
@afropages
@prtimes_news
@timeseurope
@rehownet2
@prtimes_tech
@summedupkenya
@labenicienne
@ada_lso
@wmr_startup
@agenceecofin

Top Tweeters in G7:
@jcravens42
@techsoup
@techsoupconnect
@nonprofittimes
@tech_impact
@techsoupcanada
@fwdhumanity
@icedpaul
@charitydigiorg
@jasonshim

Top Tweeters in G8:
@sahelhkj
@sudeepkhatri
@nomoreslaves
@talksport
@lukllorenatm
@saugustin_7
@foxsports
@aixtc1
@krosenlund_com
@jenwilliamsedu

Top Tweeters in G9:
@combatsespoir
@gadiooumoul
@eldokshe
@belkasmimohamm2
@molacc
@nastydude19
@akouenyo
@badrihammodi
@chuchunain
@etoupejean

Top Tweeters in G10:
@kirkdborne
@nadeemhaque
@georgeantwi_
@shahidmohmand79
@stevenpbrumby
@tamatyesz
@dreamland_a
@anirudd92255910
@berhanturk
@saeed_pakistan


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