forbes, Twitter, 11/8/2019 10:43:18 PM, 215801


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forbes_2019-11-08_13-27-36.xlsx
forbes_2019-11-08_13-27-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 08, 2019
Short Description:
forbes via NodeXL http://bit.ly/33xgWDw
@forbes
@annedelim
@crewcrew
@forbes_mexico
@asintg07843
@joshfoxfilm
@kh4bernie2020
@bts_bighit
@oisinlunny
@tracidegerman

Top hashtags:
#tiktok
#bts
#btsarmy
#fintech
#ai
#bigdata
#artificialintelligence
#machinelearning

Description:
Description
The graph represents a network of 5,848 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 Friday, 08 November 2019 at 21:29 UTC.

The requested start date was Wednesday, 06 November 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, 2-hour, 1-minute period from Monday, 04 November 2019 at 05:39 UTC to Tuesday, 05 November 2019 at 07:41 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 : 5848
Unique Edges : 8438
Edges With Duplicates : 3896
Total Edges : 12334
Number of Edge Types : 3
Mentions : 10878
Tweet : 1079
Replies to : 377
Self-Loops : 1079
Reciprocated Vertex Pair Ratio : 0.00601005764749172
Reciprocated Edge Ratio : 0.0119483052913923
Connected Components : 903
Single-Vertex Connected Components : 473
Maximum Vertices in a Connected Component : 3617
Maximum Edges in a Connected Component : 9830
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.5683
Graph Density : 0.000239871862451473
Modularity : 0.584432
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 5,848 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 Friday, 08 November 2019 at 21:29 UTC.

The requested start date was Wednesday, 06 November 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, 2-hour, 1-minute period from Monday, 04 November 2019 at 05:39 UTC to Tuesday, 05 November 2019 at 07:41 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[487] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/#76616c657269
[188] https://www.forbes.com/sites/bryanrolli/2019/10/28/bts-shattered-another-world-recordthis-time-on-tiktok/?utm_source=TWITTER&utm_medium=social&utm_content=2793969096&utm_campaign=sprinklrForbesEntertainmentTwitter#17ab138018f8
[133] https://www.forbes.com/sites/johnmauldin/2019/11/04/china-is-an-underrated-threat-to-the-world/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/#76616c657269
[52] https://www.forbes.com/sites/brucelee/2019/11/03/delhis-air-pollution-is-so-bad-that-it-is-an-emergency/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/#76616c657269
[43] https://www.forbes.com/sites/jamesellsmoor/2019/06/15/united-states-spend-ten-times-more-on-fossil-fuel-subsidies-than-education/#329c884c4473
[34] https://www.forbes.com/sites/daviddisalvo/2019/11/04/scientists-may-have-just-uncovered-the-brain-circuits-behind-mood-and-anxiety-disorders/
[26] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/
[23] https://twinybots.ch/
[20] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/amp/?__twitter_impression=true
[19] https://www.forbes.com/sites/robertglatter/2019/11/04/medical-evacuees-from-the-california-fires-the-new-refugees-of-climate-change/

Top URLs in Tweet in G1:
[411] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/#76616c657269
[132] https://www.forbes.com/sites/johnmauldin/2019/11/04/china-is-an-underrated-threat-to-the-world/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/#76616c657269
[47] https://www.forbes.com/sites/brucelee/2019/11/03/delhis-air-pollution-is-so-bad-that-it-is-an-emergency/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/#76616c657269
[18] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/
[16] https://www.forbes.com/sites/larryolmsted/2019/11/03/best-ski-travel-5-most-important-new-ski-hotels-this-winter/?utm_source=TWITTER&utm_medium=social&utm_content=2794355664&utm_campaign=sprinklrForbesMainTwitter#485ccc728a45
[9] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/amp/?__twitter_impression=true
[9] https://twitter.com/oisinlunny/status/1191458716928937985
[9] https://twitter.com/Forbes/status/1191484626080075776
[7] https://www.forbes.com/sites/ewelinaochab/2019/11/04/as-brexit-continues-to-divide-britain-a-new-genocide-response-initiative-aims-to-unite/
[6] https://www.forbes.com/sites/mitsubishiheavyindustries/2019/10/30/the-need-for-speed-whats-really-driving-the-transformation-of-manufacturing/?utm_source=TWITTER&utm_medium=social&utm_content=2786118771&utm_campaign=sprinklrForbesMainTwitter

Top URLs in Tweet in G2:
[8] https://www.forbes.com/sites/louiscolumbus/2019/11/04/10-charts-that-will-change-your-perspective-of-ai-in-security/
[7] https://www.forbes.com/sites/zakdoffman/2019/11/03/chinese-hackers-just-gave-us-all-a-reason-to-stop-sending-sms-messages/
[5] https://www.forbes.com/sites/bernardmarr/2019/11/04/the-5-most-important-job-skills-for-the-future/?utm_source=dlvr.it&utm_medium=twitter
[5] https://twitter.com/Forbes/status/878341900612370433
[4] https://www.forbes.com/sites/daveywinder/2019/11/02/smartphone-security-alert-as-hackers-claim-any-fingerprint-lock-broken-in-20-minutes/
[4] https://www.forbes.com/sites/stephanieburns/2019/11/03/6-ways-to-grow-your-local-business-with-digital-marketing/
[4] https://www.forbes.com/sites/ellenrwald/2019/11/04/saudi-arabia-announces-ipo-of-oil-giant-aramco-but-questions-remain/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.forbes.com/sites/ralphjennings/2015/12/08/five-signs-taiwan-is-emerging-not-developed/
[3] https://twinybots.ch/
[3] https://www.forbes.com/sites/randalllane/2019/11/03/this-is-what-donald-trump-actually-hears-when-he-gets-booed/

Top URLs in Tweet in G3:
[183] https://www.forbes.com/sites/bryanrolli/2019/10/28/bts-shattered-another-world-recordthis-time-on-tiktok/?utm_source=TWITTER&utm_medium=social&utm_content=2793969096&utm_campaign=sprinklrForbesEntertainmentTwitter#17ab138018f8
[69] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/#76616c657269
[4] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/amp/?__twitter_impression=true
[3] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/
[3] https://twitter.com/oisinlunny/status/1191458716928937985
[3] https://www.forbes.com/sites/caitlinkelley/2019/10/29/bm-wants-to-usher-in-a-more-diverse-sound-on-kards-next-album/?utm_source=TWITTER&utm_medium=social&utm_content=2780720306&utm_campaign=sprinklrForbesEntertainmentTwitter#644b1e0f6aaa
[2] https://www.forbes.com/sites/andrewbusby/2019/11/04/out-of-touch-and-out-of-here-the-sad-but-inevitable-collapse-of-mothercare/
[1] https://www.forbes.com/sites/kateoflahertyuk/2019/11/04/mr-robot-season-4-episode-5-a-spectacular-hack-in-three-parts/#4e90f95f37ea
[1] https://www.forbes.com/sites/kateoflahertyuk/2019/11/04/mr-robot-season-4-episode-5-a-spectacular-hack-in-three-parts/#6e7d06d337ea
[1] https://www.forbes.com/sites/bonniechiu/2019/11/01/power-and-privilege-why-foundations-have-not-acted-on-climate-change/

Top URLs in Tweet in G4:
[10] https://twinybots.ch/
[8] https://www.forbes.com/sites/louiscolumbus/2019/11/04/10-charts-that-will-change-your-perspective-of-ai-in-security/#69bf9e1868b7
[8] https://www.forbes.com/sites/paulmsutter/2019/11/03/big-data-is-big-trouble-for-science/#42e875014b61
[6] https://www.forbes.com/sites/robtoews/2019/11/04/questioning-the-long-term-importance-of-big-data-in-ai/#1a4f2da82177
[6] https://www.forbes.com/sites/daveywinder/2019/11/03/windows-bluekeep-attack-that-us-government-warned-about-is-happening-right-now/#37ac41f31a00
[5] https://www.forbes.com/sites/willyakowicz/2019/10/28/the-underbanked-is-the-next-trillion-dollar-opportunity-in-fintech/?utm_medium=email&utm_source=fintechweeklycom#37c850cb4d58
[5] https://www.forbes.com/sites/ronshevlin/2019/11/04/a-peek-into-ubers-fintech-strategy-a-conversation-with-peter-hazlehurst-head-of-uber-money/#22a76a2e12f4
[4] https://www.forbes.com/sites/gilpress/2019/10/30/2020-predictions-about-automation-and-the-future-of-work-from-forrester/
[4] https://www.forbes.com/sites/jeffkauflin/2019/11/04/dawn-of-the-neobank-the-fintechs-trying-to-kill-the-corner-bank/#6fe81809b0f6
[4] http://ow.ly/QORS30oVgzY

Top URLs in Tweet in G5:
[4] https://byq6z.app.goo.gl/uUB7S
[4] https://byq6z.app.goo.gl/9tRXK
[4] https://byq6z.app.goo.gl/AHYXo
[4] https://byq6z.app.goo.gl/QfAfX
[4] https://byq6z.app.goo.gl/33WJu
[4] https://byq6z.app.goo.gl/WxU8r
[4] https://www.forbes.com/sites/laurashin/2016/08/30/101-ways-to-save-money/#1f39fbdc6c81
[3] https://byq6z.app.goo.gl/tvHgX
[2] https://byq6z.app.goo.gl/fyNvQ
[2] https://byq6z.app.goo.gl/hzzeF

Top URLs in Tweet in G6:
[2] https://www.forbes.com.mx/petrolera-saudi-aramco-anuncia-salida-a-la-bolsa/
[2] https://www.forbes.com.mx/la-teoria-de-steve-jobs-sobre-lo-que-separa-a-los-grandes-lideres-del-resto/
[2] https://www.forbes.com.mx/las-abejas-son-los-animales-mas-importantes-del-mundo-estudio/
[1] http://bit.ly/2NiuXj3
[1] https://www.forbes.com.mx/la-economia-de-mexico-no-ha-crecido-en-2019-y-muestra-caida-a-tasa-anual-de-0-4/
[1] https://www.forbes.com.mx/hong-kong-sufre-su-primera-recesion-en-una-decada/
[1] https://www.forbes.com.mx/como-piensan-los-jovenes-que-viviran-el-retiro/
[1] https://www.forbes.com.mx/forbes-life/estafadoras-de-wall-street-oscar-a-la-vista-para-jennifer-lopez/
[1] http://bit.ly/36Aybpl
[1] http://bit.ly/33q82rH

Top URLs in Tweet in G7:
[5] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/#76616c657269
[1] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/amp/?__twitter_impression=true
[1] https://www.forbes.com/sites/oisinlunny/2019/11/04/k-pop-stars-bts-win-mtv-ema-best-group-tour-and-fan-awards/

Top URLs in Tweet in G8:
[43] https://www.forbes.com/sites/jamesellsmoor/2019/06/15/united-states-spend-ten-times-more-on-fossil-fuel-subsidies-than-education/#329c884c4473
[19] https://www.forbes.com/sites/robertglatter/2019/11/04/medical-evacuees-from-the-california-fires-the-new-refugees-of-climate-change/
[5] https://www.forbes.com/sites/solrogers/2019/11/01/could-virtual-reality-make-us-care-more-about-climate-change/#66b87fd91340
[1] https://www.forbes.com/sites/michelatindera/2019/10/26/at-least-20-billionaires-behind-dark-money-group-that-opposed-obama/#3a87c9956c66
[1] https://www.forbes.com/sites/brucelee/2019/11/02/google-to-buy-fitbit-for-21-billion-what-about-privacy-concerns/#252b9bc61489

Top URLs in Tweet in G9:
[2] https://www.forbes.com/sites/brucelee/2019/11/03/delhis-air-pollution-is-so-bad-that-it-is-an-emergency/#41b93a3d6931
[2] https://www.forbes.com/sites/davidbressan/2019/10/30/climate-change-caused-the-worlds-first-empire-to-collapse/#4a83942244e1
[1] http://bit.ly/2q9eh4c

Top URLs in Tweet in G10:
[10] https://www.forbes.com/sites/mikemeehallwood/2019/11/03/steven-gerrards-rangers-announce-11m-lossin-a-manner-designed-to-hide-them-from-the-media/#3f991b15409b
[3] https://www.forbes.com/sites/jayparis/2019/11/03/la-chargers-chances-of-moving-back-to-san-diego-slim-and-none/
[2] https://www.forbes.com/sites/liamcanning/2019/10/29/james-madison-would-be-perfect-for-manchester-united/?utm_source=TWITTER&utm_medium=social&utm_content=2783483967&utm_campaign=sprinklrSportsMoneyTwitter
[2] https://www.forbes.com/sites/mikemeehallwood/2019/11/03/steven-gerrards-rangers-announce-11m-lossin-a-manner-designed-to-hide-them-from-the-media/amp/?__twitter_impression=true
[1] https://www.forbes.com/sites/mikemeehallwood/2019/11/03/steven-gerrards-rangers-announce-11m-lossin-a-manner-designed-to-hide-them-from-the-media/#4568afae409b
[1] https://www.forbes.com/sites/mikemeehallwood/2019/11/03/steven-gerrards-rangers-announce-11m-lossin-a-manner-designed-to-hide-them-from-the-media/#1f688877409b
[1] https://www.forbes.com/sites/kristidosh/2019/11/04/plans-and-renderings-for-mixed-use-stadium-district-in-st-louis-revealed/
[1] https://www.forbes.com/sites/shlomosprung/2019/11/01/meet-zac-ikuma-the-washington-wizards-japanese-language-writer-following-rui-hachimuras-every-move/?utm_source=TWITTER&utm_medium=social&utm_content=2789844625&utm_campaign=sprinklrSportsMoneyTwitter
[1] https://www.forbes.com/sites/tomsanderson/2019/11/04/koeman-clause-admission-heaps-further-pressure-on-under-fire-ernesto-valverde-at-fc-barcelona/?utm_source=TWITTER&utm_medium=social&utm_content=2797083593&utm_campaign=sprinklrSportsMoneyTwitter
[1] https://www.forbes.com/sites/jayparis/2019/11/03/la-chargers-chances-of-moving-back-to-san-diego-slim-and-none/#57b7519520cb

Top Domains
Top Domains in Tweet in Entire Graph:
[2473] forbes.com
[96] twitter.com
[58] com.mx
[50] linkedin.com
[39] goo.gl
[29] bit.ly
[23] forbesjapan.com
[23] twinybots.ch
[22] co.jp
[22] forbes.ru

Top Domains in Tweet in G1:
[916] forbes.com
[24] twitter.com
[2] dy.si
[2] ow.ly
[2] gqrgm.com
[2] ampproject.org
[2] bit.ly
[1] anchor.fm
[1] laurelroad.com
[1] sounderatheart.com

Top Domains in Tweet in G2:
[345] forbes.com
[35] linkedin.com
[21] twitter.com
[12] co.jp
[10] forbesjapan.com
[10] com.mx
[9] forbes.fr
[7] ampproject.org
[6] dlvr.it
[4] ecointernet.org

Top Domains in Tweet in G3:
[274] forbes.com
[4] twitter.com

Top Domains in Tweet in G4:
[138] forbes.com
[14] ow.ly
[10] twinybots.ch
[5] ampproject.org
[3] faveeo.com
[2] twitter.com
[2] investornetworkbyjd.com
[1] bit.ly
[1] ed.gr
[1] dy.si

Top Domains in Tweet in G5:
[39] goo.gl
[26] forbes.com
[3] youtube.com
[2] twitter.com
[1] realwaystoearnmoneyonline.com
[1] ready.gov
[1] google.com

Top Domains in Tweet in G6:
[17] com.mx
[9] bit.ly

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

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

Top Domains in Tweet in G9:
[4] forbes.com
[1] bit.ly

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[188] tiktok
[181] bts
[168] btsarmy
[98] fintech
[97] ai
[60] bigdata
[58] artificialintelligence
[35] machinelearning
[32] cybersecurity
[28] forbes



Top Hashtags in Tweet in G1:
[174] bts
[162] btsarmy
[14] paid
[13] mamavote
[10] rt
[5] forbesfinds
[5] tiktok
[5] ai
[5] blockchain
[5] chickennoodlesoup

Top Hashtags in Tweet in G2:
[17] ai
[12] forbes
[11] artificialintelligence
[10] business
[8] machinelearning
[8] googlealerts
[7] cybersecurity
[6] technology
[6] leadership
[5] socialmedia

Top Hashtags in Tweet in G3:
[183] tiktok
[6] btsarmy
[5] bts
[3] kpop
[2] mrrobot
[2] hackers
[2] huawei
[1] icymi
[1] smartphones
[1] fingerprint

Top Hashtags in Tweet in G4:
[55] fintech
[51] ai
[43] bigdata
[32] artificialintelligence
[18] machinelearning
[16] digitaltransformation
[13] security
[13] science
[12] insurtech
[12] futureofwork

Top Hashtags in Tweet in G5:
[2] cannabis
[1] dkpol
[1] eupol
[1] svpol
[1] norway
[1] kag2020
[1] herb
[1] jimspanfellerisaherb
[1] podcast
[1] whatsapp

Top Hashtags in Tweet in G6:
[10] delasemana
[3] redforbes
[3] orgullomexicano
[2] forbeswomen
[2] food
[2] nayarit
[2] nayaritenamora
[1] opinión
[1] bankingonwomen

Top Hashtags in Tweet in G7:
[1] bts
[1] mgmavote

Top Hashtags in Tweet in G8:
[17] google
[17] surveillance
[17] fitbit
[5] climate
[1] beafraid

Top Hashtags in Tweet in G9:
[2] delhichokes
[2] delhiairemergency
[2] climateemergency
[1] biodiversity
[1] rt

Top Hashtags in Tweet in G10:
[1] sportsmoney
[1] jaguars
[1] minshewmania
[1] nickfoles
[1] lmfao

Top Words
Top Words in Tweet in Entire Graph:
[3172] Words in Sentiment List#1: Positive
[1678] Words in Sentiment List#2: Negative
[21] Words in Sentiment List#3: Angry/Violent
[95307] Non-categorized Words
[100157] Total Words
[2228] forbes
[478] bts_bighit
[449] s
[349] bts_twt
[335] wins

Top Words in Tweet in G1:
[1175] forbes
[327] bts_twt
[185] music
[179] mtv
[174] #bts
[168] awards
[164] here's
[163] news
[162] abc7george
[162] #btsarmy

Top Words in Tweet in G2:
[118] forbes
[50] s
[35] 10
[34] new
[28] business
[26] security
[25] japan
[24] ai
[23] change
[22] more

Top Words in Tweet in G3:
[434] bts_bighit
[253] oisinlunny
[248] bts_army
[244] scottcohen_
[243] mtvema
[243] btsukunite
[229] wins
[228] congratulations
[228] thanks
[227] 3x

Top Words in Tweet in G4:
[55] #fintech
[51] #ai
[43] ai
[43] #bigdata
[42] forbes
[32] big
[32] #artificialintelligence
[26] 10
[26] spirosmargaris
[25] data

Top Words in Tweet in G5:
[91] forbes
[81] nytimes
[78] cnn
[70] cnnbrk
[59] facebook
[59] google
[55] abc
[48] bbcworld
[46] wsj
[46] time

Top Words in Tweet in G6:
[146] forbes_mexico
[51] ha
[49] ciencia
[49] ficción
[49] abejas
[49] desaparecieran
[49] tierra
[49] llevarían
[49] consigo
[49] 70

Top Words in Tweet in G7:
[106] three
[57] firm
[57] believer
[55] scott
[55] cohen
[55] believes
[55] way
[55] forward
[55] industry
[55] large

Top Words in Tweet in G8:
[68] united
[44] more
[43] states
[43] spend
[43] ten
[43] times
[43] fossil
[43] fuel
[43] subsidies
[43] education

Top Words in Tweet in G9:
[94] air
[92] greenpeace
[92] over
[92] weekend
[92] pollution
[92] delhi
[92] india
[92] bad
[92] accurate
[92] measurement

Top Words in Tweet in G10:
[33] scotland
[30] accounts
[25] real
[24] journalist
[24] mikemeehallwood
[23] takes
[23] outside
[23] write
[23] reality
[23] shambolic

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[279] scottcohen_,btsukunite
[274] bts_bighit,bts_army
[261] congratulations,bts_bighit
[261] bts_army,3x
[261] 3x,mtvema
[261] mtvema,wins
[261] wins,evening
[261] evening,thanks
[261] thanks,scottcohen_
[260] oisinlunny,congratulations

Top Word Pairs in Tweet in G1:
[196] forbes,bts_twt
[160] music,awards
[159] courtesy,forbes
[158] okay,#btsarmy
[158] #btsarmy,here's
[158] here's,#bts
[158] #bts,news
[158] news,mtv
[158] mtv,europe
[158] europe,music

Top Word Pairs in Tweet in G2:
[23] forbes,japan
[18] 10,charts
[18] charts,change
[18] change,perspective
[16] perspective,ai
[16] ai,security
[9] security,forbes
[8] gave,reason
[8] reason,stop
[8] stop,sending

Top Word Pairs in Tweet in G3:
[243] scottcohen_,btsukunite
[238] bts_bighit,bts_army
[227] congratulations,bts_bighit
[227] bts_army,3x
[227] 3x,mtvema
[227] mtvema,wins
[227] wins,evening
[227] evening,thanks
[227] thanks,scottcohen_
[226] oisinlunny,congratulations

Top Word Pairs in Tweet in G4:
[22] 10,charts
[19] charts,change
[19] change,perspective
[17] big,data
[15] big,trouble
[13] perspective,#ai
[13] #ai,#security
[13] important,job
[13] job,skills
[13] #science,#fintech

Top Word Pairs in Tweet in G5:
[70] cnnbrk,nytimes
[40] ebay,youtube
[40] youtube,facebook
[40] facebook,cnn
[40] cnn,bbcbreaking
[40] bbcbreaking,google
[40] google,bbcworld
[40] bbcworld,twitter
[40] twitter,cnnbrk
[40] nytimes,globaltimesnews

Top Word Pairs in Tweet in G6:
[49] ciencia,ficción
[49] ficción,abejas
[49] abejas,desaparecieran
[49] desaparecieran,tierra
[49] tierra,llevarían
[49] llevarían,consigo
[49] consigo,70
[49] 70,agricultura
[47] forbes_mexico,ciencia
[25] primera,vez

Top Word Pairs in Tweet in G7:
[57] firm,believer
[55] scott,cohen
[55] cohen,believes
[55] believes,way
[55] way,forward
[55] forward,industry
[55] industry,large
[55] large,adding
[55] adding,firm
[54] crumbles4kookie,scott

Top Word Pairs in Tweet in G8:
[43] united,states
[43] states,spend
[43] spend,ten
[43] ten,times
[43] times,more
[43] more,fossil
[43] fossil,fuel
[43] fuel,subsidies
[43] subsidies,education
[42] joshfoxfilm,united

Top Word Pairs in Tweet in G9:
[92] over,weekend
[92] weekend,air
[92] air,pollution
[92] pollution,delhi
[92] delhi,india
[92] india,bad
[92] bad,accurate
[92] accurate,measurement
[92] measurement,city's
[92] city's,aqi

Top Word Pairs in Tweet in G10:
[23] takes,real
[23] real,journalist
[23] journalist,outside
[23] outside,scotland
[23] scotland,write
[23] write,reality
[23] reality,shambolic
[23] shambolic,huns
[23] huns,fella
[23] fella,getting

Top Replied-To
Top Replied-To in Entire Graph:
@forbes
@cnn
@oisinlunny
@forbes_mexico
@scottmendelson
@abc7george
@bts_twt
@shellenbergermd
@dr_uche_bee
@kateoflaherty

Top Replied-To in G1:
@forbes
@abc7george
@bts_twt
@dr_uche_bee
@chartdata
@oisinlunny
@albertmanasyan
@zashiell
@nimhgov
@bts_inspain2

Top Replied-To in G2:
@7gtech

Top Replied-To in G3:
@oisinlunny
@kateoflaherty
@sean_rebeiro
@forbes
@yoongisqueaks
@keemstar

Top Replied-To in G4:
@thinkers360
@heidilynneco

Top Replied-To in G5:
@cnn
@barandbench
@mohanreports
@saranyasarru
@russian_yulia
@gopchairwoman
@diamondandsilk
@klkingrey69
@bigcitysmbudget
@pulte

Top Replied-To in G6:
@forbes_mexico
@rubio_da
@erix45177214
@nelschmidt

Top Replied-To in G7:
@oisinlunny
@forbes

Top Replied-To in G10:
@daxhm
@coplandroadorg
@jamesblack1986
@jfrenchmusic

Top Mentioned
Top Mentioned in Entire Graph:
@forbes
@bts_bighit
@bts_twt
@oisinlunny
@bts_army
@scottcohen_
@mtvema
@btsukunite
@forbesent
@abc7george

Top Mentioned in G1:
@forbes
@bts_twt
@abc7george
@oisinlunny
@btsvotingfam
@bts_bighit
@bts_army
@mtvema
@scottcohen_
@btsukunite

Top Mentioned in G2:
@renewablepower5
@brandontpe
@thunderbirdexc1
@tiffanyintl
@brunosanlaville
@chino_api
@bospinsos
@hirshmohindra_
@3dprinting_mag

Top Mentioned in G3:
@bts_bighit
@bts_army
@scottcohen_
@mtvema
@btsukunite
@oisinlunny
@forbesent
@forbes
@forbeseurope
@bts_twt

Top Mentioned in G4:
@forbes
@spirosmargaris
@bernardmarr
@ronald_vanloon
@ipfconline1
@jimmarous
@psb_dc
@evankirstel
@nicochan33
@jblefevre60

Top Mentioned in G5:
@forbes
@nytimes
@cnnbrk
@facebook
@google
@abc
@bbcworld
@cnn
@wsj
@youtube

Top Mentioned in G6:
@forbes_mexico
@nicolasmaduro
@nayibbukele
@forbes_ca
@forbeslifelatam
@lopezobrador_
@lalo1st
@rivieranayarit
@garcipavon
@arturoordaz_

Top Mentioned in G7:
@crumbles4kookie
@bangtanindia
@forbes
@bts_twt
@bts_bighit
@bts_army
@oisinlunny
@btsvotingfam
@mtvema
@scottcohen_

Top Mentioned in G8:
@joshfoxfilm
@crewcrew
@climatereality
@drrepstein
@greenpeace

Top Mentioned in G9:
@greenpeace
@rnfrstalliance

Top Mentioned in G10:
@mikemeehallwood
@graham1a
@forbes
@collectcelticfc
@forbessports
@jparis_sports
@coplandroadorg
@theloudentavern
@liampaulcanning
@scottandbr

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@arkangelscrap
@noranoracampos
@lennaleprena
@charlesfrize
@edinburghwatch
@startupsbot
@bitcoinagile
@evankirstel
@yosios7

Top Tweeters in G1:
@startupsbot
@pickooo
@marconavarrolor
@bowantsfood
@fvevita
@btsxarmy1603
@f286574b78ae424
@tuneri_
@ziamstyles_5sos
@onang_pribadi

Top Tweeters in G2:
@occuworld
@ecointernetdrgb
@techl0g
@therussophile
@startupnws
@lucas_wyrsch
@chang40
@iam__network
@108praiseradio
@_queen_fifi

Top Tweeters in G3:
@ffebruaryeight
@unamenotvalid
@chamomildth
@jiminloveurself
@jkmarshmallow
@rhianna_thrupp
@simanur702
@7bangtanoutsold
@golden_seagul
@nerdyarmykook

Top Tweeters in G4:
@arkangelscrap
@charlesfrize
@evankirstel
@chidambara09
@fintechna
@santchiweb
@evanderburg
@into_ai
@marshacollier
@akwyz

Top Tweeters in G5:
@indianexpress
@reuters
@foxnews
@peta
@nytimes
@washingtonpost
@time
@france24
@politico
@bbcworld

Top Tweeters in G6:
@pedrocantue
@migu_e210
@forbes_mexico
@jpalvarezguedea
@conchitasalud
@azcarlos2
@fatalerrorrake
@nicolasmaduro
@euriag
@laloclz

Top Tweeters in G7:
@kookiebunnn
@lionbun_
@bangtanscradle
@ykydin
@crumbles4kookie
@gravekeeps
@vtatae_1230
@melissa37528626
@ls993_momo
@1997gcfs

Top Tweeters in G8:
@drdaveanddee
@padakitty
@charluv2011
@riwired
@drlindashelton
@steph80335
@uvklvr47
@kelisia
@312shelly3
@artsycarol

Top Tweeters in G9:
@wildwalkerwoman
@diegodelunamx
@canrugger
@7tariqm
@sullivanmonty
@kristarchy
@alpha1malegroom
@lettienets
@amalegrooming
@saleemulhuq

Top Tweeters in G10:
@wulba
@graham1a
@theloudentavern
@damian0706
@collectcelticfc
@sportsbizmiss
@dbestseventy2
@scotthood63
@jaguars
@pixiewoowoo