gamification, Twitter, 12/5/2019 6:18:30 AM, 218138


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gamification_2019-12-03_19-42-13.xlsx
gamification_2019-12-03_19-42-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 05, 2019
Short Description:
gamification via NodeXL http://bit.ly/34VlEf6
@sardimperium
@nicochan33
@wef
@gamelearn
@scalarhumanity
@joawaszka
@robalvarezb
@nikpeachey
@gamification_eu
@xzpwedvhhh37i3c

Top hashtags:
#gamification
#gamificación
#edchateu
#games
#technology
#gaming
#innovation

Description:
Description
The graph represents a network of 4,164 Twitter users whose tweets in the requested range contained "gamification", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 04 December 2019 at 03:43 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 8-day, 11-hour, 57-minute period from Saturday, 23 November 2019 at 12:48 UTC to Monday, 02 December 2019 at 00:46 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 : 4164
Unique Edges : 5228
Edges With Duplicates : 2136
Total Edges : 7364
Number of Edge Types : 3
Tweet : 1904
Replies to : 291
Mentions : 5169
Self-Loops : 1904
Reciprocated Vertex Pair Ratio : 0.0531628532974428
Reciprocated Edge Ratio : 0.100958466453674
Connected Components : 1164
Single-Vertex Connected Components : 698
Maximum Vertices in a Connected Component : 1597
Maximum Edges in a Connected Component : 4282
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.385252
Graph Density : 0.000270843529625956
Modularity : 0.624523
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,164 Twitter users whose tweets in the requested range contained "gamification", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 04 December 2019 at 03:43 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 8-day, 11-hour, 57-minute period from Saturday, 23 November 2019 at 12:48 UTC to Monday, 02 December 2019 at 00:46 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 : gamification
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:
[77] https://www.weforum.org/agenda/2019/09/gamification-revolutionise-creative-thinking
[72] https://smilesuae.ae/rest/service/shareGM?imageUrl=https://gamification.etisalat.ae/pub/images/prod/a6882d7eb9817352220d581c72c6c607e1d79a6426f2753b4332171be40f267790e20cf41ee4ef166a463d662172f373/1754-Smiles-BANNER-SamsungS10PlusValuePack-Nov-2019-3.jpg
[54] https://SmilesUAE.ae/rest/service/shareGM?imageUrl=https://gamification.etisalat.ae/pub/images/prod/a6882d7eb9817352220d581c72c6c607e1d79a6426f2753b4332171be40f26774d1bfc6cdeb7b62ddd677e7877e0a2de/1754-Smiles-BANNER-SamsungS10PlusValuePack-Nov-2019-4.jpg
[54] https://SmilesUAE.ae/rest/service/shareGM?imageUrl=https://gamification.etisalat.ae/pub/images/prod/a6882d7eb9817352220d581c72c6c607e1d79a6426f2753b4332171be40f267790e20cf41ee4ef166a463d662172f373/1754-Smiles-BANNER-SamsungS10PlusValuePack-Nov-2019-3.jpg
[43] https://smilesuae.ae/rest/service/shareGM?imageUrl=https://gamification.etisalat.ae/pub/images/prod/a6882d7eb9817352220d581c72c6c607e1d79a6426f2753b4332171be40f26774d1bfc6cdeb7b62ddd677e7877e0a2de/1754-Smiles-BANNER-SamsungS10PlusValuePack-Nov-2019-4.jpg
[34] https://raccoongang.com/blog/designing-efficient-elearning-gamification/
[32] http://tweetedtimes.com/v/1656
[24] https://twinybots.ch/
[24] http://karlkapp.com/rules-and-instructional-games/
[24] http://tweetedtimes.com/#!/crmgamification

Top URLs in Tweet in G1:
[72] https://smilesuae.ae/rest/service/shareGM?imageUrl=https://gamification.etisalat.ae/pub/images/prod/a6882d7eb9817352220d581c72c6c607e1d79a6426f2753b4332171be40f267790e20cf41ee4ef166a463d662172f373/1754-Smiles-BANNER-SamsungS10PlusValuePack-Nov-2019-3.jpg
[54] https://SmilesUAE.ae/rest/service/shareGM?imageUrl=https://gamification.etisalat.ae/pub/images/prod/a6882d7eb9817352220d581c72c6c607e1d79a6426f2753b4332171be40f267790e20cf41ee4ef166a463d662172f373/1754-Smiles-BANNER-SamsungS10PlusValuePack-Nov-2019-3.jpg
[52] https://SmilesUAE.ae/rest/service/shareGM?imageUrl=https://gamification.etisalat.ae/pub/images/prod/a6882d7eb9817352220d581c72c6c607e1d79a6426f2753b4332171be40f26774d1bfc6cdeb7b62ddd677e7877e0a2de/1754-Smiles-BANNER-SamsungS10PlusValuePack-Nov-2019-4.jpg
[43] https://smilesuae.ae/rest/service/shareGM?imageUrl=https://gamification.etisalat.ae/pub/images/prod/a6882d7eb9817352220d581c72c6c607e1d79a6426f2753b4332171be40f26774d1bfc6cdeb7b62ddd677e7877e0a2de/1754-Smiles-BANNER-SamsungS10PlusValuePack-Nov-2019-4.jpg
[10] https://www.darkreading.com/edge/theedge/gamification-is-adding-a-spoonful-of-sugar-to-security-training/b/d-id/1336472?_mc=rss_x_drr_edt_aud_dr_x_x-rss-simple
[9] https://www.microsoft.com/security/blog/2019/11/25/rethinking-cyber-learning-consider-gamification/
[9] https://madrasa.org?mt=GAMIFICATION.NOTIFICATION.MISSIONS.CATEGORY50,CATEGORY100,CATEGORY200_MATH&mi=undefined
[8] https://www.speedieconsulting.co.uk/beginners-guide-to-crowdfunding/
[7] https://smilesuae.ae/rest/service/shareGM?imageUrl=https://gamification.etisalat.ae/pub/images/prod/7f9f7b7cd437d30bb2d400870acac77828b1c7f7e64a3007aade36553f5a68427b308bed629e612f74d6a0649463b6f8_1xReadytoGo-Text.png
[7] https://www.amazon.com/dp/8494016768

Top URLs in Tweet in G2:
[9] https://www.youtube.com/watch?v=kfDlVj9dvlQ&feature=youtu.be

[9] http://theoriginalalloneword.com.au/A1WXALPHABETAZNS.html
[9] https://www.memozing.com/
[9] http://tweetedtimes.com/v/1656
[8] http://imashutoshps.strikingly.com/blog/gamification-strategy-model-for-community-apps
[8] http://engagucate.com/blog/gamification-can-reinvigorate-teaching-and-learning-an-introduction/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[7] http://news.eyeka.net/2014/02/what-gamification-really-means-guest-post-from-georgecohta/#sthash.rqJVHv3q.uxfs
[7] http://engagucate.com/blog/gamification-is-a-key-to-motivating-students/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[7] https://www.forbes.com/sites/sap/2019/10/30/the-walking-company-steps-up-customer-experience-using-gamification-for-employee-training/#1ae7d42e3a9c
[7] http://theoriginalalloneword.com.au/A1WXMICHIAMO.html

Top URLs in Tweet in G3:
[24] http://tweetedtimes.com/#!/crmgamification
[16] https://toolkits.eu/
[9] https://www.cybraryman.com/gamesined.html
[7] https://twitter.com/joawaszka/status/1198216133121388544
[6] https://cmun.it/e/na5uoh7/gamification-and-big-data/?t=1574688168
[6] https://elearningindustry.com/gamified-learning-apps-improve-mobile-training-motivation
[6] https://www.linkedin.com/pulse/gamification-resources-course-creators-karl-kapp/?trackingId=pj0jXeOVQfOmrF38%2FU6EMg%3D%3D
[6] http://karlkapp.com/rules-and-instructional-games/
[6] http://bit.ly/agoravirtual
[6] https://twitter.com/joawaszka/status/1198214116776824832

Top URLs in Tweet in G4:
[10] https://twinybots.ch/
[9] http://karlkapp.com/rules-and-instructional-games/
[6] http://blog.gamefulbits.com/2019/11/26/gamification-user-types-or-player-traits-when-should-i-use-each-one-of-them/
[6] https://www.researchgate.net/publication/337390027_Gamifire_-_A_Scalable_Platform-Independent_Infrastructure_for_Meaningful_Gamification_of_MOOCs
[6] https://website.epublisher.world/YourThesis/view/27731#1
[4] https://www.professorgame.com/podcast/109/
[3] https://www.professorgame.com/podcast/108/
[3] https://www.stitcher.com/s/?eid=65520734&refid=stpr
[3] http://beta.gamesmarkt.de/details/445053
[3] http://www.amazon.com/

Top URLs in Tweet in G5:
[69] https://www.weforum.org/agenda/2019/09/gamification-revolutionise-creative-thinking
[3] https://www.game-learn.com/get-a-free-demo-serious-games/
[2] https://www.weforum.org/agenda/2019/09/gamification-revolutionise-creative-thinking/
[1] https://www.game-learn.com/qBVwO
[1] https://t.co/7S1bPY8Iuu

Top URLs in Tweet in G6:
[2] https://www.cnet.com/news/unesco-wants-to-promote-peace-and-sustainability-through-mobile-games/
[1] https://edmontonjournal.com/news/world/artificial-intelligence-will-demand-soft-skills-from-future-generations-they-wont-have-them-though/wcm/5b7bfa84-7318-4e1c-9c5f-29f03b1899dc
[1] https://www.cbsnews.com/news/unemployment-is-at-a-50-year-low-but-most-workers-say-their-jobs-arent-good/
[1] https://www.cbsnews.com/news/adp-job-creation-drops-to-9-year-low-in-may/
[1] https://www.forbes.com/sites/carolinecenizalevine/2019/09/07/unhappy-at-a-new-job-ten-questions-to-help-you-decide-whether-to-stay-or-quit/#e3e01a66cf08
[1] https://www.forbes.com/sites/briansolis/2019/09/17/now-hiring-robots-please-apply-within/#3bc9dc404c9b
[1] https://www.theglobalrecruiter.com/ai-and-skill-development-among-the-five-areas-hr-leaders-must-address-says-gartner/
[1] https://www.newscentermaine.com/article/news/local/207/gen-z-the-musical-sets-script-straight-on-demos-stereotypes/97-694ef9d2-1c07-44d5-a4ed-d152253cec46
[1] https://hypebeast.com/2019/9/walmart-scanning-robot-rollout
[1] https://qz.com/work/1691633/will-tech-addiction-mean-the-rise-or-demise-of-gen-z/

Top URLs in Tweet in G7:
[1] https://journals.sagepub.com/doi/full/10.1177/2378023119870041?cookieSet=1

Top URLs in Tweet in G8:
[32] https://raccoongang.com/blog/designing-efficient-elearning-gamification/
[13] http://e-learning-teleformacion.blogspot.com/2019/08/changing-game-in-education-through.html
[3] http://e-learning-teleformacion.blogspot.com/2019/09/the-journal-of-interactive-technology.html
[3] http://e-learning-teleformacion.blogspot.com/2019/08/vol-14-no-15-2019-international-journal.html
[1] https://files.eric.ed.gov/fulltext/EJ1204843.pdf
[1] http://e-learning-teleformacion.blogspot.com/2019/05/pensamiento-computacional-desconectado.html
[1] http://e-learning-teleformacion.blogspot.com/2019/07/gamificacion-en-el-aula-ludificando.html
[1] https://www.idginsiderpro.com/article/3453732/how-to-train-workers-in-the-age-of-digital-transformation.html
[1] https://twitter.com/MarketWatch/status/1200757129675759617
[1] https://www.linkedin.com/slink?code=gY98S-G

Top URLs in Tweet in G9:
[2] http://www.enicbcmed.eu/projects/med-gaims
[1] https://gaue.diba.cat/novetats/neapolis-amfitriona-llancament-projecte-medgaims/
[1] https://www.i2cat.net/med-gaims-kicks-off-with-a-seminar-on-experiential-tourism/
[1] https://twitter.com/medgaims/status/1199725540707622912
[1] https://twitter.com/medgaims/status/1199664744677949441
[1] https://twitter.com/medgaims/status/1199626424530931712
[1] https://www.linkedin.com/slink?code=dgFw5GT
[1] https://www.linkedin.com/slink?code=dKK_h3f
[1] https://www.linkedin.com/slink?code=d63wjPc
[1] https://twitter.com/xavisocias/status/1199607079746572288

Top URLs in Tweet in G10:
[1] https://go.onelink.me/ieol/twitterorganic

Top Domains
Top Domains in Tweet in Entire Graph:
[271] smilesuae.ae
[211] twitter.com
[87] youtube.com
[84] linkedin.com
[79] weforum.org
[74] tweetedtimes.com
[73] yukaichou.com
[50] gamificationnation.com
[44] darkreading.com
[40] co.uk

Top Domains in Tweet in G1:
[269] smilesuae.ae
[35] linkedin.com
[25] twitter.com
[22] darkreading.com
[22] whappy.it
[16] madrasa.org
[16] microsoft.com
[14] ssaits.jp
[12] co.uk
[11] youtube.com

Top Domains in Tweet in G2:
[42] twitter.com
[27] com.au
[25] gamificationnation.com
[24] youtube.com
[21] linkedin.com
[15] engagucate.com
[11] tweetedtimes.com
[10] facebook.com
[10] forbes.com
[10] elearningindustry.com

Top Domains in Tweet in G3:
[60] twitter.com
[32] cmun.it
[24] tweetedtimes.com
[24] gamificationnation.com
[16] toolkits.eu
[10] elearningindustry.com
[10] linkedin.com
[9] cybraryman.com
[9] gamified.uk
[8] darkreading.com

Top Domains in Tweet in G4:
[21] twitter.com
[15] professorgame.com
[14] gamified.uk
[10] gamification-europe.com
[10] twinybots.ch
[9] karlkapp.com
[7] medium.com
[6] linkedin.com
[6] gamefulbits.com
[6] researchgate.net

Top Domains in Tweet in G5:
[71] weforum.org
[4] game-learn.com
[1] t.co

Top Domains in Tweet in G6:
[10] dy.si
[8] forbes.com
[4] cnbc.com
[4] youtube.com
[2] cbsnews.com
[2] dqindia.com
[2] cnet.com
[2] bloomberg.com
[2] yahoo.com
[2] cnn.com

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

Top Domains in Tweet in G8:
[32] raccoongang.com
[21] blogspot.com
[2] twitter.com
[1] ed.gov
[1] idginsiderpro.com
[1] linkedin.com
[1] instagram.com

Top Domains in Tweet in G9:
[4] twitter.com
[3] linkedin.com
[2] enicbcmed.eu
[1] diba.cat
[1] i2cat.net

Top Domains in Tweet in G10:
[1] onelink.me

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2147] gamification
[181] gamificación
[167] edchateu
[151] games
[138] technology
[131] gaming
[127] innovation
[117] tech
[113] business
[112] training



Top Hashtags in Tweet in G1:
[151] gamification
[16] gaming
[14] edtech
[14] igel
[12] learning
[10] cybersecurity
[9] technology
[8] innovation
[7] hr
[7] flickr

Top Hashtags in Tweet in G2:
[686] gamification
[43] edtech
[37] innovation
[31] business
[30] startup
[30] gamificationdesign
[27] education
[27] s4k19
[27] behavioralscience
[26] gamebasedlearning

Top Hashtags in Tweet in G3:
[361] gamification
[158] edchateu
[132] gamificación
[41] qedchateu
[33] gamificacion
[32] gamificationeurope
[31] geu19
[25] gamificationdesign
[24] learning
[23] marketing

Top Hashtags in Tweet in G4:
[201] gamification
[57] gbl
[34] games
[33] seriousgames
[32] professorgame
[31] podcast
[27] gamificationeurope
[27] gamethinking
[25] games4ed
[22] learning

Top Hashtags in Tweet in G5:
[69] gaming
[69] technology
[4] gamification
[3] elearning
[1] corporatetraining
[1] ai
[1] iot
[1] payments
[1] ar
[1] digital

Top Hashtags in Tweet in G6:
[88] work
[87] workforce
[85] tech
[84] futureofwork
[84] jobs
[76] millennials
[75] genz
[75] training
[71] gamification
[70] business

Top Hashtags in Tweet in G8:
[43] gamification
[22] elearning
[16] design
[16] guide
[11] fintech
[11] behavioraleconomics
[10] healthcare
[10] insurtech
[8] edtech
[7] education

Top Hashtags in Tweet in G9:
[38] medgaims
[33] gamification
[21] tourism
[15] mediterranean
[9] sustainable
[4] videogames
[3] storydoing
[2] experimental
[2] gomed
[2] experiential

Top Hashtags in Tweet in G10:
[48] luckymoney
[3] winbigwithpalmpay

Top Words
Top Words in Tweet in Entire Graph:
[3496] Words in Sentiment List#1: Positive
[777] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[100290] Non-categorized Words
[104564] Total Words
[2147] #gamification
[1957] gamification
[418] game
[405] games
[392] more

Top Words in Tweet in G1:
[505] gamification
[151] #gamification
[66] learning
[56] training
[47] more
[46] undefined
[41] game
[38] security
[36] make
[33] technology

Top Words in Tweet in G2:
[686] #gamification
[151] gamification
[105] game
[62] learning
[61] training
[53] more
[43] #edtech
[39] learn
[37] #innovation
[37] design

Top Words in Tweet in G3:
[361] #gamification
[267] gamification
[158] #edchateu
[132] #gamificación
[116] gusta
[74] joawaszka
[72] 2019
[70] november
[60] more
[54] games

Top Words in Tweet in G4:
[201] #gamification
[79] gamification
[57] #gbl
[52] robalvarezb
[50] games
[48] gamification_eu
[42] game
[40] episode
[34] #games
[33] #seriousgames

Top Words in Tweet in G5:
[73] playing
[73] more
[73] video
[73] games
[73] increase
[73] creative
[73] thinking
[73] workplace
[70] wef
[69] #gaming

Top Words in Tweet in G6:
[88] #work
[87] #workforce
[85] #tech
[84] #futureofwork
[84] #jobs
[76] #millennials
[75] #genz
[75] #training
[71] #gamification
[70] #business

Top Words in Tweet in G7:
[66] games
[65] frankpasquale
[65] workers
[64] study
[64] food
[64] delivery
[64] china
[64] showed
[64] platform
[64] interface

Top Words in Tweet in G8:
[43] #gamification
[22] #elearning
[19] 2019
[16] ultimate
[16] #design
[16] #guide
[15] dinisguarda
[15] racco
[15] changing
[13] game

Top Words in Tweet in G9:
[39] tourism
[38] #medgaims
[33] #gamification
[32] enicbcmed
[31] medgaims
[27] neapolisvng
[27] seminar
[25] experiential
[24] i2cat
[21] #tourism

Top Words in Tweet in G10:
[48] interactive
[48] gamification
[48] experience
[48] #luckymoney
[41] lucky
[41] send
[38] money
[34] palmpay
[30] another
[30] user

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[164] video,games
[124] #gamificación,gusta
[100] #work,#workforce
[95] #workforce,#futureofwork
[95] #futureofwork,#jobs
[95] #jobs,#tech
[87] playing,more
[87] more,video
[87] games,increase
[87] increase,creative

Top Word Pairs in Tweet in G1:
[31] gamification,adding
[31] adding,spoonful
[31] spoonful,sugar
[31] sugar,security
[31] security,training
[23] undefined,mt
[23] mt,gamification
[23] gamification,notification
[23] notification,missions
[23] missions,category50

Top Word Pairs in Tweet in G2:
[23] game,mechanics
[20] #s4k19,#live
[20] combined,#gamification
[19] ityion,test
[19] test,arena
[19] arena,follow
[19] follow,learn
[19] learn,#behavioralscience
[19] #behavioralscience,combined
[19] #gamification,transform

Top Word Pairs in Tweet in G3:
[116] #gamificación,gusta
[51] #edchateu,#gamification
[40] #gamification,#qedchateu
[36] gusta,gamificationnat
[28] #gamification,#edchateu
[24] gusta,gamification_eu
[24] gusta,crmgamification
[24] crmgamification,top
[24] top,story
[24] see,more

Top Word Pairs in Tweet in G4:
[31] #professorgame,#podcast
[24] gamifire,scalable
[22] #gamification,#moocs
[22] scalable,platform
[22] platform,independent
[21] #gbl,#games4ed
[18] #gbl,#gamification
[16] independent,infrastructure
[16] infrastructure,meaningful
[15] user,types

Top Word Pairs in Tweet in G5:
[73] playing,more
[73] more,video
[73] video,games
[73] games,increase
[73] increase,creative
[73] creative,thinking
[73] thinking,workplace
[69] workplace,#gaming
[69] #gaming,#technology
[65] wef,playing

Top Word Pairs in Tweet in G6:
[87] #work,#workforce
[84] #workforce,#futureofwork
[84] #futureofwork,#jobs
[84] #jobs,#tech
[76] #tech,#millennials
[75] #millennials,#genz
[74] #genz,#training
[70] #training,#business
[63] #business,#leadership
[60] #leadership,#startup

Top Word Pairs in Tweet in G7:
[64] study,food
[64] food,delivery
[64] delivery,workers
[64] workers,china
[64] china,showed
[64] showed,platform
[64] platform,interface
[64] interface,closely
[64] closely,resembles
[64] resembles,video

Top Word Pairs in Tweet in G8:
[16] ultimate,#design
[16] #design,#guide
[16] #guide,#elearning
[16] #elearning,#gamification
[16] #gamification,2019
[15] dinisguarda,ultimate
[15] 2019,racco
[13] changing,game
[13] game,education
[13] education,elearning

Top Word Pairs in Tweet in G9:
[25] seminar,experiential
[25] experiential,tourism
[15] interested,#gamification
[15] #gamification,join
[15] join,wed
[15] wed,27
[15] 27,neapolisvng
[15] neapolisvng,first
[15] first,#medgaims
[15] #medgaims,seminar

Top Word Pairs in Tweet in G10:
[48] interactive,gamification
[48] gamification,experience
[38] lucky,money
[30] money,interactive
[30] experience,send
[30] send,#luckymoney
[30] #luckymoney,another
[30] another,palmpay
[30] palmpay,user
[29] iamunclemark,lucky

Top Replied-To
Top Replied-To in Entire Graph:
@joawaszka
@campaniaetwinn1
@sap_retail
@msbteacherlady
@sonomotors
@gamification_eu
@meehanedu
@edutinker
@maritvandijk77
@betulsrca

Top Replied-To in G2:
@sap_retail
@thewalkingco
@thomasaastrup
@rakshith_rb
@ludibocquet
@sladetim
@drheidibc
@evenbetterif
@000dave
@mrgteaches

Top Replied-To in G3:
@joawaszka
@campaniaetwinn1
@betulsrca
@seilsezen1
@mrsstoffregen
@mediendidaktik_
@biscuits_9
@stormeducation
@giantlands
@drscratch

Top Replied-To in G4:
@gamification_eu
@stefano_menon
@lbreuning
@tobyberesford
@d20phd
@shooperux
@robalvarezb
@gameandlearning
@helenemichel3
@bettyadamou

Top Replied-To in G5:
@edumobils

Top Replied-To in G6:
@gucci
@audiofficial
@infographx

Top Replied-To in G7:
@frankpasquale

Top Replied-To in G8:
@behavioralgroov

Top Replied-To in G9:
@enicbcmed

Top Mentioned
Top Mentioned in Entire Graph:
@wef
@joawaszka
@frankpasquale
@gamification_eu
@robalvarezb
@nicochan33
@yukaichou
@sardimperium
@enicbcmed
@iamunclemark

Top Mentioned in G1:
@osservatoriosen
@xlproelearning
@vanaerssen
@infosechotspot
@digimagicmy
@cyberanimax
@prac_academics
@wendiartit

Top Mentioned in G2:
@ityion
@startupforkids
@sardimperium
@heaventparis
@nicochan33
@thewalkingco
@mrmatera
@urbangaming_com
@epic_quest_game
@yukaichou

Top Mentioned in G3:
@joawaszka
@nicochan33
@ludigencia
@loupolobayarri
@kkapp
@gamification_eu
@giantlands
@getkahoot
@openroadsmb
@betulsrca

Top Mentioned in G4:
@robalvarezb
@gamification_eu
@jason_r_bodnar
@engagegames
@sarnab75
@_mycapsule
@disrupt_learn
@rklemke
@gamifyawards
@daverage

Top Mentioned in G5:
@wef
@mikequindazzi
@antgrasso
@fisher85m
@sardimperium
@maik_ham
@torredelpalau
@alexandrabone15
@edumobils
@csuitetechpoint

Top Mentioned in G6:
@samcaucci
@forbes
@1huddle
@mblieberman
@sardimperium
@cbsnews
@cnbc
@business
@theintellnews
@theintell

Top Mentioned in G7:
@frankpasquale
@wolfiechristl
@drethelin

Top Mentioned in G8:
@dinisguarda
@racco
@pennytainton
@eraser
@andi_staub
@tunstallas
@jitpedagogy
@yuhelenyu
@jblefevre60
@leestack

Top Mentioned in G9:
@enicbcmed
@medgaims
@neapolisvng
@i2cat
@medusa_tourism
@ajuntamentvng
@conximar
@fabioviola
@xavisocias
@cucaferagames

Top Mentioned in G10:
@iamunclemark
@palmpayapp
@mrtim__1911
@olisaosega
@pa

Top Tweeters
Top Tweeters in Entire Graph:
@prinzgbemi
@sectest9
@cowboyscifibot
@united
@indiegametrends
@startupsbot
@jcsura
@chidambara09
@olisaosega
@techedvocate

Top Tweeters in G1:
@csa_dvillamizar
@it_securitynews
@evanderburg
@richsimmondsza
@analyticaglobal
@pcexpander
@muckzuckerburg
@trumpathon
@johnrmatthews
@douchebagstrat

Top Tweeters in G2:
@united
@startupsbot
@chidambara09
@juandoming
@cybersec_feeds
@washingtonpost
@gvalan
@dcarsoncpa_nyc
@dcarsoncpa_ma
@dcarsoncpa_catx

Top Tweeters in G3:
@cowboyscifibot
@indiegametrends
@bernelarry
@combatsespoir
@johnapp63499667
@nicochan33
@cnbc
@bigdatabatman
@securitynewsbot
@pen_bird

Top Tweeters in G4:
@ottlegalrebels
@cybertaters
@gainmutualsxl
@armandotoda
@daverage
@amruthasuri
@boardgameacad
@gagnelegal
@sprintbaseb
@irvspanish

Top Tweeters in G5:
@500kflea
@maymilkyway
@2601manish
@wef
@jaguilam2003
@tarundsnaol
@socialheadliner
@santiagotman
@garayam
@ldelion

Top Tweeters in G6:
@businessinsider
@business
@nytimes
@usatoday
@bbcworld
@wsj
@cnn
@latimes
@yahoofinance
@cbsnews

Top Tweeters in G7:
@flyfiddlesticks
@maelorin
@drethelin
@b_cavello
@briansj3
@patrick_henz
@jahkarta
@alexhanna
@benrol61
@frankpasquale

Top Tweeters in G8:
@eraser
@akwyz
@andrewmorrisuk
@kuriharan
@spirosmargaris
@researchmrx
@jblefevre60
@dinisguarda
@justbementalist
@junjudapi

Top Tweeters in G9:
@gerenciafihr
@jmarinpu
@adeptlibrarium
@me_lee_jonas
@aub_lebanon
@ajuntamentvng
@jaimebustillome
@jmedinaalsina
@nucaica
@daniguties

Top Tweeters in G10:
@prinzgbemi
@olisaosega
@marrgarritah
@that_ijebubadoo
@lionezz__
@shawttynatt
@alesolas
@mrtybaba
@badstiles
@pa