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forbes_2019-12-18_14-54-43.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 19, 2019
Short Description:
forbes via NodeXL http://bit.ly/36RWXAU
@forbes
@bts_twt
@roamingkermit
@barbara_burrell
@lynette_sjs
@redactted
@chiarieluvsbts
@ygofficialblink
@btsbeingbtsyt
@gabbriellelugtu

Top hashtags:
#suga
#sugasinterlude
#manicthealbum
#forbes
#ai

Description:
Description
The graph represents a network of 6,081 Twitter users whose tweets in the requested range contained "forbes", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 18 December 2019 at 22:56 UTC.

The requested start date was Wednesday, 18 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 1-day, 1-hour, 1-minute period from Monday, 16 December 2019 at 12:28 UTC to Tuesday, 17 December 2019 at 13:29 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 : 6081
Unique Edges : 8227
Edges With Duplicates : 1393
Total Edges : 9620
Number of Edge Types : 3
Mentions : 7812
Tweet : 1487
Replies to : 321
Self-Loops : 1487
Reciprocated Vertex Pair Ratio : 0.00868055555555556
Reciprocated Edge Ratio : 0.0172117039586919
Connected Components : 1162
Single-Vertex Connected Components : 675
Maximum Vertices in a Connected Component : 3117
Maximum Edges in a Connected Component : 5987
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.412893
Graph Density : 0.000204287080552887
Modularity : 0.742657
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 6,081 Twitter users whose tweets in the requested range contained "forbes", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 18 December 2019 at 22:56 UTC.

The requested start date was Wednesday, 18 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 1-day, 1-hour, 1-minute period from Monday, 16 December 2019 at 12:28 UTC to Tuesday, 17 December 2019 at 13:29 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 : forbes
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:
[74] https://www.forbes.com/sites/danalexander/2019/12/06/trump-has-now-shifted-17-million-from-campaign-donors-to-his-private-business/
[51] https://www.forbes.com/sites/stevebaltin/2019/12/14/how-harry-styles-restored-my-faith-in-pop-music/#450fbd9c5659
[20] https://www.forbes.com/sites/daveywinder/2019/12/14/new-orleans-declares-state-of-emergency-following-cyber-attack/
[18] https://www.forbes.com/sites/hisutton/2019/12/15/china-is-building-an-incredible-number-of-warships/
[18] https://www.forbes.com/sites/bryanrolli/2019/12/16/blackpink-fans-demand-better-promotion-from-yg-entertainment/#78bae4e63cc1
[17] https://www.forbes.com/sites/bryanrolli/2019/12/16/blackpink-fans-demand-better-promotion-from-yg-entertainment/
[17] https://www.forbes.com/sites/moiraforbes/2019/11/07/why-winnie-harlow-doesnt-believe-in-role-models/?utm_source=twitter_video&utm_medium=social&utm_campaign=forbes
[16] https://www.forbes.com/sites/gordonkelly/2019/12/15/google-chrome-problem-data-loss-chrome-update-upgrade-android-upgrade/
[14] https://www.forbes.com/sites/kourtneywhitehead/2019/12/01/3-things-you-need-to-know-about-a-december-job-search/#65d467d93e51
[14] https://www.forbes.com/sites/bryanrolli/2019/12/16/blackpink-fans-demand-better-promotion-from-yg-entertainment/amp/?__twitter_impression=true

Top URLs in Tweet in G1:
[17] https://www.forbes.com/sites/moiraforbes/2019/11/07/why-winnie-harlow-doesnt-believe-in-role-models/?utm_source=twitter_video&utm_medium=social&utm_campaign=forbes
[14] https://www.forbes.com/sites/kourtneywhitehead/2019/12/01/3-things-you-need-to-know-about-a-december-job-search/#65d467d93e51
[12] https://www.forbes.com/sites/advisor/2019/12/04/10-money-moves-to-make-before-the-end-of-the-year/?utm_source=TWITTER&utm_medium=social&utm_content=2946565121&utm_campaign=sprinklrForbesMainTwitter#f8998c37ae8f?
[10] https://www.forbes.com/sites/sherikoones/2019/07/17/metal-shingles--a-great-roofing-solution/
[8] https://www.forbes.com/sites/servicenow/2019/12/06/have-we-transformed-yet-video/?utm_source=TWITTER&utm_medium=social&utm_content=2927045202&utm_campaign=sprinklrForbesMainTwitter#59ea375d5547?
[8] https://www.forbes.com/sites/carltonreid/2019/12/16/and-breathe-london-to-get-uks-first-zero-emission-street/#73bb604c502d
[8] https://www.forbes.com/sites/federicoguerrini/2019/12/15/the-arms-industry-is-racing-to-create-killer-robots-does-anybody-care/#3d8a2e342b56
[7] https://www.forbes.com/sites/isabeltogoh/2019/12/16/what-to-watch-for-this-week-after-boris-johnsons-landslide-election-victory/?utm_source=TWITTER&utm_medium=social&utm_term=Gordie/#676f7264696
[6] https://www.forbes.com/sites/danafeldman/2019/12/16/the-top-20-streamed-shows-of-2019-all-but-one-is-on-netflix/?utm_source=TWITTER&utm_medium=social&utm_content=2951787757&utm_campaign=sprinklrForbesMainTwitter#5a956ac17462?
[5] https://www.forbes.com/sites/larryolmsted/2019/12/04/5-hottest-places-to-travel-in-2020-for-your-best-vacations/?utm_source=TWITTER&utm_medium=social&utm_content=2946479829&utm_campaign=sprinklrForbesMainTwitter#17c555a872cb?

Top URLs in Tweet in G2:
[5] https://www.forbes.com/sites/hughmcintyre/2019/12/16/btss-suga-charts-an-important-solo-top-10-in-the-us/
[4] https://www.forbes.com/sites/hughmcintyre/2019/12/16/btss-suga-charts-an-important-solo-top-10-in-the-us/amp/?__twitter_impression=true
[1] https://www.forbes.com/sites/hughmcintyre/2019/12/16/btss-suga-charts-an-important-solo-top-10-in-the-us/#31a288651184
[1] http://me2.do/5J3SGCL8
[1] https://www.forbes.com/sites/hughmcintyre/2019/12/16/btss-suga-charts-an-important-solo-top-10-in-the-us/#2e82b7321184
[1] http://bit.ly/2rKT81D

Top URLs in Tweet in G3:
[11] https://www.forbes.com/sites/gordonkelly/2019/12/15/google-chrome-problem-data-loss-chrome-update-upgrade-android-upgrade/
[10] https://twinybots.ch/
[6] https://www.forbes.com/sites/rhettpower/2019/12/16/6-books-that-top-tech-execs-recommend-reading-now/?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.forbes.com/sites/daveywinder/2019/12/14/new-orleans-declares-state-of-emergency-following-cyber-attack/
[5] https://www.forbes.com/sites/bernardmarr/2019/10/21/the-6-customer-experience-cx-trends-every-company-must-get-ready-for-now/#6b2727306940
[5] https://www.forbes.com/sites/steliefti/2019/12/17/the-key-to-successmaster-the-fundamentals-and-play-infinite-games/?utm_source=dlvr.it&utm_medium=twitter
[4] https://kathmandupost.com/2/2019/12/16/nepal-on-forbes-10-bucket-list-trips-for-the-next-decade
[4] https://www.forbes.com.mx/estudiantes-mexicanos-retroceden-en-habilidades-de-lectura-y-matematicas-pisa/
[4] https://www.forbes.com/sites/forbesrealestatecouncil/2019/12/16/investing-in-the-rest-of-americas-real-estate/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.forbes.com/sites/adigaskell/2019/12/17/why-immigration-is-so-important-in-the-global-race-for-talent/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G4:
[9] https://www.forbes.com/sites/bernardmarr/2019/12/09/the-10-best-examples-of-how-companies-use-artificial-intelligence-in-practice/
[4] https://www.forbes.com/sites/daveywinder/2019/12/14/new-orleans-declares-state-of-emergency-following-cyber-attack/
[4] https://www.forbes.com/sites/blakemorgan/2019/12/16/100-stats-on-digital-transformation-and-customer-experience/
[4] https://www.forbes.com/sites/gilpress/2019/11/22/top-artificial-intelligence-ai-predictions-for-2020-from-idc-and-forrester/#
[4] https://www.forbes.com/sites/gilpress/2019/12/09/120-ai-predictions-for-2020/#603b28ef50cf
[4] https://kathmandupost.com/national/2019/12/16/nepal-on-forbes-10-bucket-list-trips-for-the-next-decade
[3] https://www.forbes.com/sites/nicolefisher/2019/12/09/the-countdown-is-on-cannot-miss-2019-deadlines-for-health-tech--hitech/#3640791520d9
[3] https://www.forbes.com/sites/briansolis/2019/12/16/how-can-we-build-trust-in-digital-business/#1dbb150f6ec2
[3] https://www.forbes.com/sites/ilkerkoksal/2019/12/17/amazon-releases-a-new-tool-to-improve-machine-learning-processes/#3b831b081c07
[3] https://www.forbes.com/sites/bernardmarr/2019/12/16/the-10-best-examples-of-how-ai-is-already-used-in-our-everyday-life/?utm_content=bufferf001f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G5:
[2] https://www.forbes.com/sites/johnbrinkley/2018/10/08/usmca-is-not-the-magnificent-trade-deal-trump-says-it-is/#790c693e4054
[2] https://www.forbes.com/sites/ashleaebeling/2017/12/21/final-tax-bill-includes-huge-estate-tax-win-for-the-rich-the-22-4-million-exemption/
[1] http://www.forbes.com/sites/aswinpranam/2019/12/16/ceo-spotlight-marissa-louie-discusses-design-leadership-and-the-value-of-user-centricity/
[1] https://www.washingtonexaminer.com/news/trump-organization-offered-putin-50m-penthouse-in-trump-tower-moscow-in-2016
[1] https://www.forbes.com/sites/lisettevoytko/2019/07/25/judge-rules-trump-can-be-sued-for-marketing-scheme-fraud/#679af8396395
[1] https://www.politico.com/news/2019/11/07/trump-charity-foundation-misuse-067411
[1] https://www.washingtonexaminer.com/news/company-linked-to-trumps-brother-awarded-33-million-government-contract
[1] https://www.vox.com/2019/4/11/18306167/maryanne-trump-barry-tax-returns-trump
[1] http://www.forbesindia.com/article/top-consumer-tech-brands/havells-making-a-brand-of-a-commodity/56653/1
[1] http://www.forbesindia.com/article/forbes-lifes/the-mumbai-marathon-gets-more-inclusive-with-helping-hands/56621/1

Top URLs in Tweet in G6:
[18] https://www.forbes.com/sites/bryanrolli/2019/12/16/blackpink-fans-demand-better-promotion-from-yg-entertainment/#78bae4e63cc1
[14] https://www.forbes.com/sites/bryanrolli/2019/12/16/blackpink-fans-demand-better-promotion-from-yg-entertainment/
[12] https://www.forbes.com/sites/bryanrolli/2019/12/16/blackpink-fans-demand-better-promotion-from-yg-entertainment/amp/?__twitter_impression=true
[2] https://www.forbes.com/sites/bryanrolli/2019/12/16/blackpink-fans-demand-better-promotion-from-yg-entertainment/#4f6e2233cc18
[2] https://metro.co.uk/2019/12/16/blackpink-2020-album-promised-yg-entertainment-speak-blink-protests-11912887/
[2] https://www.ibtimes.com/blackpink-get-new-music-2020-amid-protest-2886510
[2] https://www.cnnindonesia.com/hiburan/20191216154804-227-457417/respons-tuntutan-fan-yg-janji-blackpink-comeback-2020?utm_source=twitter&utm_medium=oa&utm_content=cnnindonesia&utm_campaign=cmssocmed

Top URLs in Tweet in G7:
[2] https://www.forbes.com/sites/hughmcintyre/2019/12/16/btss-suga-charts-an-important-solo-top-10-in-the-us/
[1] https://www.forbes.com/sites/hughmcintyre/2019/12/16/btss-suga-charts-an-important-solo-top-10-in-the-us/#2e82b7321184

Top URLs in Tweet in G8:
[1] https://www.forbes.com/sites/marketshare/2012/03/05/if-youre-not-paying-for-it-you-become-the-product/#4442e74d5d6e

Top URLs in Tweet in G10:
[70] https://www.forbes.com/sites/danalexander/2019/12/06/trump-has-now-shifted-17-million-from-campaign-donors-to-his-private-business/
[7] https://www.forbes.com/sites/chuckjones/2019/09/20/trump-has-created-15-million-fewer-jobs-than-obama/
[1] https://www.forbes.com/sites/elanagross/2019/11/19/almost-half-of-men-in-the-us-are-uncomfortable-with-a-female-president/
[1] https://www.forbes.com/sites/danalexander/2017/06/06/how-donald-trump-shifted-kids-cancer-charity-money-into-his-business/amp/?__twitter_impression=true
[1] https://www.forbes.com/sites/leemathews/2019/10/23/senior-infosec-staffer-resigns-says-white-house-on-track-to-be-hacked-again/amp/?__twitter_impression=true
[1] https://www.forbes.com/sites/teresaghilarducci/2019/08/23/trumps-second-term-plan-for-social-security-starve-the-beast/amp/?__twitter_impression=true

Top Domains
Top Domains in Tweet in Entire Graph:
[2049] forbes.com
[96] twitter.com
[82] linkedin.com
[77] com.mx
[31] dlvr.it
[30] bit.ly
[15] kathmandupost.com
[13] twinybots.ch
[11] co.uk
[10] youtube.com

Top Domains in Tweet in G1:
[489] forbes.com
[10] twitter.com
[7] dlvr.it
[6] linkedin.com
[4] bit.ly
[4] dy.si
[2] inc.com
[2] okt.to
[2] ow.ly
[1] weforum.org

Top Domains in Tweet in G2:
[11] forbes.com
[1] me2.do
[1] bit.ly

Top Domains in Tweet in G3:
[652] forbes.com
[64] linkedin.com
[46] com.mx
[26] twitter.com
[10] sage-voices.com
[10] twinybots.ch
[8] dlvr.it
[5] kathmandupost.com
[4] co.jp
[4] co.uk

Top Domains in Tweet in G4:
[100] forbes.com
[4] kathmandupost.com
[2] youtube.com
[1] drumup.io
[1] npr.org
[1] weforum.org
[1] dy.si
[1] twinybots.ch

Top Domains in Tweet in G5:
[13] twitter.com
[12] forbes.com
[4] forbesindia.com
[2] washingtonexaminer.com
[1] politico.com
[1] vox.com
[1] house.gov
[1] linkedin.com
[1] washingtontimes.com
[1] thelogicalindian.com

Top Domains in Tweet in G6:
[46] forbes.com
[2] co.uk
[2] ibtimes.com
[2] cnnindonesia.com

Top Domains in Tweet in G7:
[3] forbes.com

Top Domains in Tweet in G8:
[1] forbes.com

Top Domains in Tweet in G10:
[81] forbes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[497] suga
[473] sugasinterlude
[472] manicthealbum
[127] forbes
[107] ai
[63] ผู้หญิงที่ทรงอิทธิพลที่สุดในโลก
[52] artificialintelligence
[51] cybersecurity
[49] leadership
[47] katywins10s



Top Hashtags in Tweet in G1:
[17] successwithmoira
[15] ai
[14] cybersecurity
[11] powerwomen
[11] marketing
[10] paid
[10] digitaltransformation
[8] leadership
[8] customerexperience
[8] digitalmarketing

Top Hashtags in Tweet in G2:
[494] suga
[471] sugasinterlude
[470] manicthealbum
[4] 슈가
[3] 방탄소년단
[1] digitalsongsales
[1] 민윤기
[1] bts

Top Hashtags in Tweet in G3:
[27] forbes
[21] entrepreneur
[20] leadership
[18] management
[14] news
[13] ai
[11] business
[9] entrepreneurship
[8] customerexperience
[7] cybersecurity

Top Hashtags in Tweet in G4:
[50] ai
[20] artificialintelligence
[19] cybersecurity
[17] fintech
[16] digitaltransformation
[13] tech
[13] machinelearning
[11] blockchain
[10] vc
[10] iot

Top Hashtags in Tweet in G5:
[4] forbesindiacelebratingai
[3] artificialintelligence
[3] aiforall
[2] caa2019
[2] caaprotests
[2] caaprotest
[2] assamwantsanswers
[2] impeachment
[2] reality
[2] trump

Top Hashtags in Tweet in G6:
[8] blackpink
[7] blinksdemandforblackpink
[2] yg는_블링크의_요구사항을_들어주세요

Top Hashtags in Tweet in G7:
[1] sugasinterlude
[1] suga
[1] manicthealbum

Top Hashtags in Tweet in G9:
[45] katywins10s
[7] gagawins10s

Top Words
Top Words in Tweet in Entire Graph:
[3983] Words in Sentiment List#1: Positive
[1322] Words in Sentiment List#2: Negative
[32] Words in Sentiment List#3: Angry/Violent
[105924] Non-categorized Words
[111229] Total Words
[1897] forbes
[787] bts_twt
[548] 10
[504] top
[497] #suga

Top Words in Tweet in G1:
[795] forbes
[72] league
[65] nhlonnbcsports
[51] 2020
[51] fans
[49] best
[48] more
[43] 2019
[43] know
[40] team

Top Words in Tweet in G2:
[779] bts_twt
[494] #suga
[471] #sugasinterlude
[471] ท
[470] โดย
[470] ผลงานโปรโมท
[470] #manicthealbum
[470] ฟ
[470] ทเจอร
[470] ร

Top Words in Tweet in G3:
[158] forbes
[81] 2020
[43] 2019
[41] marketing
[35] more
[31] tech
[29] work
[29] top
[27] powerful
[27] tips

Top Words in Tweet in G4:
[65] forbes
[50] #ai
[48] world
[33] women
[32] few
[31] leaders
[26] artificial
[26] intelligence
[26] find
[25] wef

Top Words in Tweet in G5:
[40] forbes
[19] bbcbreaking
[17] bbmundo_com
[16] onu_es
[15] cnn
[13] realdonaldtrump
[12] bbcworld
[12] wsj
[9] designer
[9] oea_oficial

Top Words in Tweet in G6:
[190] forbes
[137] yg
[96] yge
[78] blinks
[78] blackpink
[67] comebacks
[65] artistas
[50] outros
[36] artigo
[35] article

Top Words in Tweet in G7:
[169] suga
[136] interlude
[91] 10
[88] 100
[87] reach
[87] hot
[87] refreshes
[87] few
[87] hours
[87] doesn

Top Words in Tweet in G8:
[236] pake
[236] gratis
[236] kan
[236] kita
[118] supermomo
[118] welll
[118] wa
[118] ig
[118] artinya
[118] bukan

Top Words in Tweet in G9:
[137] forbes
[104] katy
[104] perry
[90] 517
[80] female
[80] decade
[75] according
[73] artist
[66] million
[63] paid

Top Words in Tweet in G10:
[98] trump
[81] million
[71] business
[70] shifted
[70] campaign
[70] donors
[70] private
[69] athens_lawyer
[17] wins
[17] 2nd

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[492] #suga,bts_twt
[472] #sugasinterlude,โดย
[472] โดย,#suga
[472] bts_twt,ผลงานโปรโมท
[472] ผลงานโปรโมท,#manicthealbum
[472] #manicthealbum,ฟ
[472] ฟ,ทเจอร
[472] ทเจอร,ร
[472] ร,งเพ
[472] งเพ,อนเก

Top Word Pairs in Tweet in G1:
[63] nhlonnbcsports,forbes
[32] english,premier
[32] premier,league
[32] league,team
[32] team,arsenal
[32] arsenal,faces
[32] faces,backlash
[32] backlash,china
[32] china,league
[32] league,biggest

Top Word Pairs in Tweet in G2:
[490] #suga,bts_twt
[470] #sugasinterlude,โดย
[470] โดย,#suga
[470] bts_twt,ผลงานโปรโมท
[470] ผลงานโปรโมท,#manicthealbum
[470] #manicthealbum,ฟ
[470] ฟ,ทเจอร
[470] ทเจอร,ร
[470] ร,งเพ
[470] งเพ,อนเก

Top Word Pairs in Tweet in G3:
[15] powerful,women
[15] #leadership,#management
[10] customer,experience
[9] books,top
[9] top,tech
[9] tech,execs
[9] execs,recommend
[9] recommend,reading
[9] social,media
[8] 100,powerful

Top Word Pairs in Tweet in G4:
[26] artificial,intelligence
[24] powerful,women
[24] women,world
[24] world,according
[24] according,forbes
[24] forbes,find
[24] find,few
[24] few,female
[24] female,leaders
[24] leaders,world

Top Word Pairs in Tweet in G5:
[16] bbmundo_com,onu_es
[9] onu_es,oea_oficial
[9] oea_oficial,elmundoes
[9] bbcbreaking,forbes
[9] forbes,archivandochile
[9] archivandochile,dw_espanol
[9] dw_espanol,afpespanol
[8] inddhh,bbmundo_com
[8] elmundoes,wsj
[8] wsj,bbcbreaking

Top Word Pairs in Tweet in G6:
[48] outros,artistas
[35] blinks,sit
[35] sit,watch
[35] watch,yge
[35] yge,artists
[35] artists,multiple
[35] multiple,comebacks
[35] comebacks,year
[35] year,arguably
[35] arguably,less

Top Word Pairs in Tweet in G7:
[128] suga,interlude
[87] interlude,reach
[87] reach,hot
[87] hot,100
[87] 100,refreshes
[87] refreshes,few
[87] few,hours
[87] hours,doesn
[87] doesn,latest
[87] latest,win

Top Word Pairs in Tweet in G8:
[236] gratis,kan
[118] supermomo,welll
[118] welll,pake
[118] pake,wa
[118] wa,gratis
[118] kan,pake
[118] pake,ig
[118] ig,gratis
[118] kan,artinya
[118] artinya,kita

Top Word Pairs in Tweet in G9:
[104] katy,perry
[75] according,forbes
[73] female,artist
[73] artist,decade
[63] paid,female
[59] 517,million
[58] best,paid
[57] mais,bem
[51] forbes,katy
[42] decade,517

Top Word Pairs in Tweet in G10:
[70] trump,shifted
[70] shifted,million
[70] million,campaign
[70] campaign,donors
[70] donors,private
[70] private,business
[69] athens_lawyer,trump
[17] trump,wins
[17] wins,2nd
[17] 2nd,term

Top Replied-To
Top Replied-To in Entire Graph:
@nhlonnbcsports
@forbes
@paultassi
@yoshikiofficial
@inddhh
@carltonreid
@forbes_mexico
@nick_forbes
@leafsmaz20
@pitacodoguffo

Top Replied-To in G1:
@nhlonnbcsports
@paultassi
@forbes
@carltonreid
@leafsmaz20
@pitacodoguffo
@e21crzypenguin1
@jbaraldi11
@killed_bydeath
@kimjess24

Top Replied-To in G2:
@lynette_sjs

Top Replied-To in G4:
@bbc_future
@nigeltozer
@eckerdcollege

Top Replied-To in G5:
@inddhh
@forbes
@cnn
@kiltedref
@robnshelia2012
@bbmundo_com
@us_latino
@repmeuser
@todd_poirier
@newbal123

Top Replied-To in G6:
@slayingharmony
@jugheadth
@jisooent

Top Replied-To in G8:
@supermomo

Top Mentioned
Top Mentioned in Entire Graph:
@forbes
@bts_twt
@halsey
@_candyclover
@redlippyandwoo1
@_call_me_ali_
@supermomo
@btsbeingbtsyt
@athens_lawyer
@thestandardth

Top Mentioned in G1:
@forbes
@nhlonnbcsports
@masterleadpro
@carltonreid
@forbessports
@servi
@reprogramwar
@ba
@telaviv
@majkenpullin

Top Mentioned in G2:
@bts_twt
@halsey
@_candyclover
@redlippyandwoo1
@minsugaperu
@simsoo79
@cestlavie9090
@forbes
@barbara_burrell

Top Mentioned in G3:
@ajbcsurveys
@brandontpe
@vl_solution
@swagbrite
@thensomehow
@mvccengtech
@jolutay
@pairsonnalites
@giwilson

Top Mentioned in G4:
@forbes
@wef
@bernardmarr
@maxjcm
@ronald_vanloon
@evankirstel
@antgrasso
@spirosmargaris
@billmew
@mvollmer1

Top Mentioned in G5:
@forbes
@cnn
@bbcworld
@realdonaldtrump
@wsj
@bbcbreaking
@onu_es
@oea_oficial
@elmundoes
@archivandochile

Top Mentioned in G6:
@ygofficialblink
@pinksiaurent
@ilovebangpink
@jugheadth
@radioblackpink
@bryanrolli
@rosefauit
@joanofbp
@yuejisoo
@radsjenlisas

Top Mentioned in G7:
@btsbeingbtsyt
@sugachartdata
@sugabrand
@bts_twt
@_candyclover
@halsey
@redlippyandwoo1

Top Mentioned in G8:
@_call_me_ali_
@supermomo

Top Mentioned in G9:
@lightperrysk
@updateneews
@updatekatybr
@kp5_twt
@prismaticbxy
@bloodyjudasgaga
@svnshinee_
@katyperry

Top Mentioned in G10:
@athens_lawyer
@doggintrump
@tomthunkitsmind
@brasilmagic
@dnc

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@sectest9
@pairsonnalites
@delta
@richslate
@mroopchand143
@evankirstel
@claroargentina
@tim_fargo
@sddphoto

Top Tweeters in G1:
@sectest9
@mroopchand143
@yordivp
@trekkiegemini
@de_plazza
@barin_moon
@gambiste1
@sherryflrealtor
@stormyvnv
@bitch_dracarys

Top Tweeters in G2:
@_heavenblue
@ymammyy
@ohnimno_10
@jk_sweetsmile
@j_dh429
@moddumz
@usmc40471
@angelskookik
@realrapanzel
@fahkafahry

Top Tweeters in G3:
@pairsonnalites
@lucas_wyrsch
@rockcheetah
@iam__network
@ramikantari
@jeffbullas
@ricardozam
@felixnater
@lushovah
@rpstranslations

Top Tweeters in G4:
@evankirstel
@tim_fargo
@ottlegalrebels
@santchiweb
@fintechna
@richsimmondsza
@cybersec_feeds
@lelkan
@machinelearnflx
@marshacollier

Top Tweeters in G5:
@ndtv
@business
@lavanguardia
@reuters
@elperiodico
@foxnews
@nytimes
@aajtak
@ani
@washingtonpost

Top Tweeters in G6:
@_viphii
@hithalia
@pattopattyto21
@ashscar94
@jennievato
@cxmrenxaf
@mateja_1234
@tenshimyoui
@swiftinyourarea
@slugvelvet

Top Tweeters in G7:
@leniiblue
@panterka30k
@golden_seagul
@btspurpiegalaxy
@luzillamae
@monchildnj
@rmsmoonchild_
@anotherunperson
@cyndeilou
@kimj16254065

Top Tweeters in G8:
@rahma_agun
@adinary
@schkyu
@supermomo
@broccyeoli
@bbideys
@ghinun
@dhiraap
@markeutabak
@fitriuntari_

Top Tweeters in G9:
@kxtysgxy
@harleyskatys
@andersonkaty96
@takanofdc
@bloodyjudasgaga
@eduthekatycat
@spiritualjudas
@davidsprism
@katyourlove
@boanoitelucas

Top Tweeters in G10:
@tomthunkitsmind
@sddphoto
@backstorymom1
@wise_diva
@castonchris
@lkjtexas
@espeoppenheimer
@pgmckim
@brasilmagic
@purlleslie


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