adweek, Twitter, 7/29/2022 8:33:13 PM, 279693


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adweek_2022-07-29_09-18-35.xlsx
adweek_2022-07-29_09-18-35.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 29, 2022
Short Description:
adweek via NodeXL https://bit.ly/3PNezEL
@adweek
@markstenberg3
@tvnewser
@tvnewsnow
@amys_bus_ticket
@mylesbr35895909
@msnbc
@discovery
@realtedkirby
@socialprodaily

Top hashtags:
#commerceweek
#socialmedia
#analytics
#googleads
#facebookads
#platforms
#branding

Description:
Description
The graph represents a network of 4,058 Twitter users whose tweets in the requested range contained "adweek", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 29 July 2022 at 16:25 UTC.

The requested start date was Friday, 29 July 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 13-day, 12-hour, 20-minute period from Friday, 15 July 2022 at 07:02 UTC to Thursday, 28 July 2022 at 19:22 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 : 4058
Unique Edges : 4467
Edges With Duplicates : 9227
Total Edges : 13694
Number of Edge Types : 5
Tweet : 3492
Mentions : 3633
MentionsInRetweet : 3760
Retweet : 2231
Replies to : 578
Self-Loops : 3527
Reciprocated Vertex Pair Ratio : 0.048810144172312
Reciprocated Edge Ratio : 0.093077177873468
Connected Components : 847
Single-Vertex Connected Components : 628
Maximum Vertices in a Connected Component : 2688
Maximum Edges in a Connected Component : 10004
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.179687
Graph Density : 0.000366755012632335
Modularity : 0.349931
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,058 Twitter users whose tweets in the requested range contained "adweek", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 29 July 2022 at 16:25 UTC.

The requested start date was Friday, 29 July 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 13-day, 12-hour, 20-minute period from Friday, 15 July 2022 at 07:02 UTC to Thursday, 28 July 2022 at 19:22 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 : adweek
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:
[46] https://event.adweek.com/commerce-week-2022/
[41] https://www.adweek.com/media/recurrent-ventures-lays-off-mel-magazine/
[37] https://www.adweek.com/media/washington-post-instagram-followers/
[36] https://www.adweek.com/agencies/to-succeed-on-tiktok-brands-must-become-publishers/
[34] https://tweetedtimes.com/v/296
[27] https://www.adweek.com/social-marketing/brands-on-instagram-can-now-boost-their-reels/
[27] https://www.adweek.com/media/facebook-traffic-publishers-changed/
[26] https://www.adweek.com/brand-marketing/burger-king-austria-now-asks-customers-regular-or-with-meat/
[25] https://www.adweek.com/creativity/heinz-makes-a-snack-for-ketchup-lovers-looking-to-nosh-on-more-sauce-spoon-friez/
[23] https://www.adweek.com/social-marketing/meta-introduces-small-business-studios-online-and-in-real-life/

Top URLs in Tweet in G1:
[43] https://event.adweek.com/commerce-week-2022/
[13] https://www.adweek.com/creativity/how-an-analytics-company-used-a-batting-cage-to-get-kids-amped-about-data/?utm_source=TWITTER&utm_medium=social-advocacy&utm_content=7263089739&utm_campaign=SAS+Brand
[9] https://www.adweek.com/social-marketing/brands-on-instagram-can-now-boost-their-reels/
[8] https://www.adweek.com/media/washington-post-instagram-followers/
[7] https://www.adweek.com/creativity/heinz-makes-a-snack-for-ketchup-lovers-looking-to-nosh-on-more-sauce-spoon-friez/
[7] https://www.adweek.com/programmatic/bill-threaten-californians-states-retaliate-as-the-federal-privacy-bill-advances/?utm_content=buffer7b738&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.adweek.com/brand-marketing/brands-turning-africa-plastic-trash-into-treasure/
[6] https://www.adweek.com/media/all-instagram-videos-under-15-minutes-will-now-be-reels/
[6] https://www.adweek.com/brand-marketing/new-study-shows-americans-want-ceos-to-take-action-on-systemic-racism/
[5] https://www.adweek.com/brand-marketing/burger-king-austria-now-asks-customers-regular-or-with-meat/

Top URLs in Tweet in G2:
[34] https://tweetedtimes.com/v/296
[18] https://www.adweek.com/agencies/to-succeed-on-tiktok-brands-must-become-publishers/
[18] https://www.adweek.com/media/recurrent-ventures-lays-off-mel-magazine/
[13] https://www.adweek.com/media/washington-post-instagram-followers/
[11] https://www.adweek.com/brand-marketing/burger-king-austria-now-asks-customers-regular-or-with-meat/
[11] https://www.adweek.com/creativity/heinz-makes-a-snack-for-ketchup-lovers-looking-to-nosh-on-more-sauce-spoon-friez/
[11] https://www.adweek.com/programmatic/google-pushes-third-party-cookie-demise-to-2024/
[10] https://www.adweek.com/media/facebook-traffic-publishers-changed/
[8] https://www.adweek.com/creativity/christopher-meloni-bares-all-in-maximum-efforts-latest-peloton-ad/
[8] https://www.adweek.com/brand-marketing/new-study-shows-americans-want-ceos-to-take-action-on-systemic-racism/

Top URLs in Tweet in G3:
[8] https://www.adweek.com/agencies/grey-group-names-laura-maness-global-ceo/
[8] https://twitter.com/adweek/status/1549114837325709312
[7] https://twitter.com/Adweek/status/1549114837325709312
[6] https://twitter.com/Adweek/status/1552703538777792515
[6] https://www.adweek.com/agencies/to-succeed-on-tiktok-brands-must-become-publishers/
[5] https://www.adweek.com/agencies/how-can-marketers-win-over-gen-alpha/
[5] https://www.adweek.com/programmatic/bill-threaten-californians-states-retaliate-as-the-federal-privacy-bill-advances/?utm_content=buffer7b738&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://twitter.com/adweek/status/1552703538777792515
[4] https://www.adweek.com/convergent-tv/bigger-than-the-box-office-the-rise-of-minions-marketing/?utm_content=bufferb344b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://twitter.com/adweek/status/1552039880502513671

Top URLs in Tweet in G4:
[8] https://www.adweek.com/media/washington-post-instagram-followers/
[3] https://www.adweek.com/media/facebook-traffic-publishers-changed/
[3] http://mediajunglenews.substack.com/
[2] https://www.adweek.com/media/recurrent-ventures-lays-off-mel-magazine/
[2] https://youtu.be/4zntkdcHBi4
[2] https://melmagazine.com/en-us/story/pepperoni-vs-salami
[2] https://www.adweek.com/media/a-blended-portfolio-how-publishers-are-integrating-their-in-person-and-virtual-events/?utm_content=215218468&utm_medium=social&utm_source=twitter&hss_channel=tw-15102453
[2] https://twitter.com/Adweek/status/1550211178848305153
[1] https://twitter.com/Adweek/status/1552703538777792515
[1] https://www.adweek.com/media/reach-recommendation-tool-ai/

Top URLs in Tweet in G5:
[4] https://www.adweek.com/tvnewser/monday-july-25-scoreboard-tucker-carlson-tops-the-demo-the-five-is-no-1-in-total-viewers/511639/
[2] https://www.adweek.com/tvnewser/wednesday-july-20-scoreboard-tucker-carlson-draws-more-than-3-6-million-viewers-at-8-pm/511534/
[2] https://www.adweek.com/tvnewser/frontline-ep-raney-aronson-rath-adds-editor-in-chief-to-title/511663/
[2] https://www.adweek.com/tvnewser/week-of-july-18-basic-cable-ranker-fox-news-reaches-75-consecutive-weeks-at-no-1-in-total-day-and-primetime/511613/
[2] https://www.adweek.com/tvnewser/category/ratings/
[2] https://www.adweek.com/tvnewser/week-of-july-11-evening-news-ratings-top-ranked-world-news-tonight-posts-gains-from-previous-week/511225/
[1] https://www.adweek.com/tvnewser/tuesday-july-26-scoreboard-fox-news-the-five-tops-3-2-million-viewers-tucker-carlson-leads-the-demo/511661/
[1] https://www.adweek.com/tvnewser/saturday-july-9-scoreboard-dan-bongino-lifts-fox-news-past-cnn-in-primetime-demo/510819/
[1] https://www.adweek.com/tvnewser/friday-july-15-scoreboard-the-five-is-cable-news-most-watched-show-as-fox-dominates-competition/511212/
[1] https://www.adweek.com/tvnewser/wednesday-july-13-scoreboard-fox-news-averages-more-viewers-than-cnn-and-msnbc-combined/511091/

Top URLs in Tweet in G6:
[4] https://www.adweek.com/convergent-tv/netflix-loses-nearly-1-million-subscribers-ad-tier-2023/
[3] https://www.adweek.com/media/once-a-liability-the-rogue-social-media-manager-is-now-an-advertising-strategy/
[3] https://www.adweek.com/media/advertisers-are-still-funding-spammy-sites-and-disinformation-ebiquity-report-finds/
[2] https://www.adweek.com/convergent-tv/jon-hamm-plays-a-mad-santa-as-fox-sports-kicks-off-2022-world-cup-campaign/
[2] https://www.adweek.com/convergent-tv/nfl-rolls-out-nfl-streaming-service-continuing-direct-to-consumer-push/
[2] https://www.adweek.com/convergent-tv/peacock-stays-flat-with-13-million-paid-subscribers-nbcu-sees-choppy-ad-market/
[2] https://www.adweek.com/convergent-tv/smart-tvs-are-finally-catching-up-to-roku-and-fire-tv/
[2] https://www.adweek.com/media/facebook-traffic-publishers-changed/
[2] https://www.adweek.com/lostremote/hbo-max-cancels-close-enough-after-3-seasons/63826
[1] https://www.adweek.com/programmatic/zefr-acquires-adverif-ai-to-identify-misinformation-on-social-platforms/

Top URLs in Tweet in G7:
[5] https://www.adweek.com/brand-marketing/professional-fighters-league-combat-sports-mma/
[4] https://www.adweek.com/media/once-a-liability-the-rogue-social-media-manager-is-now-an-advertising-strategy/?utm_content=bufferbe033&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.adweek.com/brand-marketing/wasabi-boston-liverpool-soccer-us-sponsors/
[2] https://www.adweek.com/brand-marketing/manchester-city-soccer-football-global-marketing-plan/
[2] https://www.adweek.com/brand-marketing/ufc-277-fonts-color-palettes/
[1] https://www.adweek.com/agencies/anytime-fitness-selects-mischief-as-its-creative-aor/amp/
[1] https://www.adweek.com/brand-marketing/seattle-mariners-marketing-pitch/
[1] https://www.adweek.com/brand-marketing/topgolf-cmo-geoff-cottrill-beyond-driving-range/
[1] https://www.adweek.com/brand-marketing/wasabi-boston-liverpool-soccer-us-sponsors/#
[1] https://www.adweek.com/commerce/coors-light-thirst-trap-for-mosquitoes/

Top URLs in Tweet in G8:
[1] https://event.adweek.com/brandweek-2022/Speakers?ref=nlADmidp3JJ
[1] https://www.adweek.com/creativity/christopher-meloni-bares-all-in-maximum-efforts-latest-peloton-ad/
[1] https://www.adweek.com/agencies/to-succeed-on-tiktok-brands-must-become-publishers/
[1] https://www.adweek.com/sponsored/beautiful-things-happen-when-video-meets-display/
[1] https://www.adweek.com/creativity/ryan-reynolds-establishes-new-nonprofit-benefitting-aspiring-underrepresented-creatives
[1] https://www.adweek.com/agencies/gen-zs-purchases-and-actions-are-influencing-all-consumers
[1] https://twitter.com/i/web/status/1548516856562036737
[1] https://www.adweek.com/creativity/christopher-meloni-bares-all-in-maximum-efforts-latest-peloton-ad/?utm_content=buffer61825&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/Adweek/status/1547738035214725120
[1] https://www.adweek.com/creativity/christopher-meloni-bares-all-in-maximum-efforts-latest-peloton-ad/?mod=djemCMOToday

Top URLs in Tweet in G9:
[3] https://www.adweek.com/media/siriusxm-and-comscore-bring-cookie-free-audience-targeting-to-podcasts/
[2] https://www.adweek.com/resource-library/the-commerce-trends-transforming-marketing/
[2] https://www.adweek.com/creativity/a-new-docuseries-by-claima-and-sperry-highlights-water-crisis-in-black-communities/
[2] https://www.adweek.com/agencies/lgbtq-do-our-letters-spell-out-a-shared-language-in-adland/
[1] https://www.adweek.com/partner-articles/why-smart-brands-are-turning-to-latin-america-for-creative-talent/
[1] https://www.adweek.com/partner-articles/how-marketing-leaders-can-prepare-for-a-recession/
[1] https://www.adweek.com/sponsored/top-branding-considerations-to-smooth-ma-challenges/
[1] https://www.adweek.com/resource-library/swap-ad-fatigue-for-ad-intrigue/
[1] https://www.adweek.com/sponsored/the-new-golden-age-of-television-advertising/
[1] https://www.adweek.com/partner-articles/5-ways-podcasts-are-redefining-black-representation/

Top URLs in Tweet in G10:
[7] https://www.adweek.com/media/all-instagram-videos-under-15-minutes-will-now-be-reels/
[3] https://www.adweek.com/programmatic/google-pushes-third-party-cookie-demise-to-2024/
[2] https://www.adweek.com/social-marketing/twitter-publicis-media-brand-conversations-on-social-are-the-new-review/
[2] https://www.adweek.com/social-marketing/nextdoor-teams-up-with-verizon-on-the-big-neighborhood-meetup/
[2] https://www.adweek.com/media/instagram-how-to-use-the-non-binary-chat-theme/
[2] https://www.adweek.com/social-marketing/whatsapp-how-to-use-the-stranger-things-sticker-pack/
[2] https://www.adweek.com/media/instagram-unveils-updated-map-experience/
[2] https://www.adweek.com/media/where-kindness-lives-the-podcast-nextdoor/
[2] https://www.adweek.com/programmatic/google-ads-rolls-out-asset-library-video-creation-tool/
[2] https://www.adweek.com/media/meta-revenue-slides-year-over-year-in-q2-while-active-users-sputter/

Top Domains
Top Domains in Tweet in Entire Graph:
[4342] adweek.com
[297] twitter.com
[97] dlvr.it
[57] tweetedtimes.com
[46] dy.si
[38] adweek.us
[23] google.com
[22] apple.com
[15] linkedin.com
[15] ampproject.org

Top Domains in Tweet in G1:
[933] adweek.com
[44] twitter.com
[7] apple.com
[6] spotify.com
[5] zefr.com
[4] dy.si
[2] hubspot.com
[2] ugc.bz
[2] apple.news
[2] youtube.com

Top Domains in Tweet in G2:
[1128] adweek.com
[93] twitter.com
[57] tweetedtimes.com
[33] dy.si
[14] ampproject.org
[12] tvnewscheck.com
[11] google.com
[11] increasesales.info
[9] linkedin.com
[4] twinybots.ch

Top Domains in Tweet in G3:
[375] adweek.com
[91] twitter.com
[38] adweek.us
[10] apple.com
[8] spotify.com
[3] dy.si
[2] okt.to
[2] stitcher.com
[1] reddit.com
[1] co.uk

Top Domains in Tweet in G4:
[23] adweek.com
[4] twitter.com
[4] substack.com
[3] youtu.be
[2] melmagazine.com
[1] linkedin.com
[1] youtube.com
[1] apple.com
[1] wikipedia.org

Top Domains in Tweet in G5:
[27] adweek.com

Top Domains in Tweet in G6:
[58] adweek.com
[4] twitter.com
[1] ebiquity.com
[1] fiverr.com
[1] youtube.com
[1] apple.com

Top Domains in Tweet in G7:
[24] adweek.com

Top Domains in Tweet in G8:
[8] adweek.com
[2] twitter.com

Top Domains in Tweet in G9:
[28] adweek.com
[1] google.com
[1] twitter.com
[1] linkedin.com

Top Domains in Tweet in G10:
[94] adweek.com
[4] google.com
[1] bigneighborhoodmeetup.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[398] commerceweek
[198] socialmedia
[171] analytics
[171] googleads
[169] facebookads
[166] platforms
[152] branding
[145] media
[141] digitalmarkerting
[107] salesenablement



Top Hashtags in Tweet in G1:
[344] commerceweek
[25] canneslions2022
[17] marketing
[17] sasbattinglab
[14] socialmedia
[11] digitalmarketing
[11] advertising
[9] tech
[7] illustration
[7] animation

Top Hashtags in Tweet in G2:
[74] pacdigitalsigns
[41] marketing
[25] effectvemp
[21] socialmedia
[20] twittermarketingnews
[19] advertising
[13] digitalmarketing
[11] digital
[11] martech
[10] contentmarketing

Top Hashtags in Tweet in G3:
[41] commerceweek
[10] adweek
[10] bravecommerce
[9] retailmedia
[4] digitalmarketing
[4] ai
[4] marketing
[3] ecommerce
[3] unstuck
[3] brandweek

Top Hashtags in Tweet in G4:
[4] instagram
[1] smm
[1] publishers
[1] socialmedia
[1] facebook
[1] ibelievemuhammadqasim

Top Hashtags in Tweet in G5:
[2] adfail
[1] adweek

Top Hashtags in Tweet in G6:
[2] marketing
[1] smms
[1] sdcc22
[1] tca22
[1] sdcc2022
[1] authenticity
[1] leadership
[1] resilience
[1] sharkweek
[1] paley

Top Hashtags in Tweet in G7:
[2] adweek
[2] help_poor_clever_student
[1] foxsports
[1] mensworldcup
[1] jonhamm
[1] santa
[1] holiday
[1] creativity
[1] innovation
[1] nfl

Top Hashtags in Tweet in G8:
[2] adweek
[1] brandweek
[1] ad
[1] tiktok
[1] socialmedia
[1] displayadvertising
[1] video
[1] display
[1] marketing
[1] advertising

Top Hashtags in Tweet in G9:
[4] 1406consulting
[4] business
[3] recession
[3] womentrailblazers
[3] daretodisrpt
[2] podcasts
[2] martech
[2] marketingproduction
[1] stalkerad
[1] marketing

Top Hashtags in Tweet in G10:
[25] instagram
[18] twitter
[12] meta
[11] reels
[10] facebook
[8] equity
[8] inclusion
[8] tiktok
[7] snapchat
[7] youtube

Top Words
Top Words in Tweet in Entire Graph:
[2390] adweek
[591] marketing
[554] news
[511] more
[504] ad
[432] media
[398] #commerceweek
[377] brands
[376] year
[367] one

Top Words in Tweet in G1:
[797] adweek
[344] #commerceweek
[319] marketing
[127] adweek's
[127] brands
[122] global
[122] retail
[119] more
[117] ad
[108] during

Top Words in Tweet in G2:
[178] adweek
[135] more
[89] ad
[85] marketing
[84] brands
[76] twitter
[75] see
[74] #pacdigitalsigns
[65] top
[64] instagram

Top Words in Tweet in G3:
[656] adweek
[73] more
[70] ad
[67] media
[65] brand
[64] first
[60] princessology
[59] luzcorona_
[57] brands
[55] campaign

Top Words in Tweet in G4:
[280] markstenberg3
[165] mel
[164] news
[161] staff
[161] magazine
[161] one
[160] entire
[159] laid
[159] year
[158] breaking

Top Words in Tweet in G5:
[180] news
[135] ratings
[123] fox
[113] tv
[110] july
[97] tvnewsnow
[91] viewers
[79] hours
[70] total
[66] top

Top Words in Tweet in G6:
[67] adweek
[28] catherineperlo1
[22] media
[21] tv
[21] news
[21] ad
[19] campaign
[18] jasonlynch
[17] sports
[16] social

Top Words in Tweet in G7:
[24] adweek
[8] team
[8] winning
[7] pflmma
[7] warjesseagle
[7] brand
[6] sports
[6] fans
[6] notteham
[6] makes

Top Words in Tweet in G8:
[71] adweek
[71] chris_meloni
[70] onepeloton
[49] vancityreynolds
[49] maximumeffort
[27] ad
[26] day
[24] created
[23] celebration
[23] national

Top Words in Tweet in G9:
[45] adweek
[24] women
[23] trailblazers
[13] brands
[12] ad
[12] learn
[12] one
[12] awbrandshare
[12] nettadobbins
[11] including

Top Words in Tweet in G10:
[25] #instagram
[21] twitter
[20] instagram
[18] #twitter
[13] socialprodaily
[12] #meta
[12] adweek
[11] #reels
[10] #facebook
[10] reels

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[210] mel,magazine
[190] one,year
[179] staff,mel
[178] magazine,laid
[170] entire,staff
[169] breaking,entire
[169] laid,afternoon
[169] afternoon,news
[169] news,comes
[169] comes,exactly

Top Word Pairs in Tweet in G1:
[94] adweek's,#commerceweek
[87] during,adweek's
[87] #commerceweek,global
[87] global,leaders
[87] leaders,retail
[87] retail,space
[87] space,share
[87] share,innovating
[87] innovating,marketplaces
[86] origyntech,during

Top Word Pairs in Tweet in G2:
[57] see,more
[54] top,story
[23] increase,sales
[20] adweek,#twittermarketingnews
[19] #twittermarketingnews,courtesy
[17] burger,king
[16] courtesy,rick
[15] recurrent,ventures
[15] entire,mel
[15] rick,kirkham

Top Word Pairs in Tweet in G3:
[32] piece,adweek
[31] very,first
[30] achievement,unlocked
[30] unlocked,very
[30] first,piece
[30] adweek,tackles
[30] tackles,ways
[30] ways,companies
[30] companies,teams
[30] teams,help

Top Word Pairs in Tweet in G4:
[161] mel,magazine
[158] staff,mel
[158] magazine,laid
[158] one,year
[157] entire,staff
[156] breaking,entire
[156] laid,afternoon
[156] afternoon,news
[156] news,comes
[156] comes,exactly

Top Word Pairs in Tweet in G5:
[118] fox,news
[108] tv,ratings
[108] ratings,fox
[97] tvnewsnow,tv
[67] total,viewers
[65] top,hours
[58] cable,news
[53] news,channel
[52] news,america
[50] america,watched

Top Word Pairs in Tweet in G6:
[13] social,media
[13] media,manager
[13] manager,using
[13] using,corporate
[13] corporate,account
[13] account,criticize
[13] criticize,employer
[13] employer,used
[13] used,nightmare
[13] nightmare,scenario

Top Word Pairs in Tweet in G7:
[5] elevating,brand
[5] brand,priority
[5] priority,sports
[5] sports,team
[5] team,always
[5] always,winning
[5] winning,makes
[5] makes,marketer's
[5] marketer's,job
[5] job,easier

Top Word Pairs in Tweet in G8:
[46] onepeloton,chris_meloni
[25] adweek,onepeloton
[25] chris_meloni,vancityreynolds
[25] vancityreynolds,maximumeffort
[23] celebration,national
[23] national,nude
[23] nude,day
[23] day,onepeloton
[23] onepeloton,partnered
[23] chris_meloni,comedic

Top Word Pairs in Tweet in G9:
[23] women,trailblazers
[11] adweek,learn
[11] learn,women
[11] trailblazers,including
[11] including,mimconnect's
[11] mimconnect's,nettadobbins
[11] nettadobbins,bbh_usa's
[11] bbh_usa's,amani
[11] amani,duncan
[11] duncan,interntocmo1

Top Word Pairs in Tweet in G10:
[10] #instagram,#reels
[9] reels,#instagram
[8] #equity,#inclusion
[8] #meta,#facebook
[8] socialprodaily,instagram
[7] instagram,videos
[7] videos,under
[7] under,15
[7] 15,minutes
[7] minutes,reels

Top Replied-To
Top Replied-To in Entire Graph:
@adweek
@markstenberg3
@princessology
@jesszafarris
@griner
@danpriceseattle
@mrpaulenelson
@chithukral
@luzcorona_
@npcapocalypse

Top Replied-To in G1:
@adweek
@ohmgee
@griner
@elishabelden
@channeladvisor
@origyntech
@lonnieiiv
@mountaindew
@murphfromnerf
@thisisokema

Top Replied-To in G3:
@adweek
@princessology
@jesszafarris
@griner
@chithukral
@luzcorona_
@tiktokbusiness
@stephenlepitak
@noiamnaomi
@monsters_vincc

Top Replied-To in G4:
@markstenberg3
@danpriceseattle
@npcapocalypse
@ryanbarwick
@adweek
@ajaromano
@salstellc
@exitdave
@richgor
@jesszafarris

Top Replied-To in G5:
@jonathanchait
@gutfeldfox
@discovery
@cnn
@bryanrozman
@middleg623
@marcone_charles
@ctcraigaz
@calicat58551254
@delltech

Top Replied-To in G6:
@catherineperlo1
@adweek
@molliecahillane
@ajkatztv
@notteham
@tiffmoustakas
@markstenberg3
@dagoberto28

Top Replied-To in G7:
@adweek
@molliecahillane
@notteham
@bobharig
@foxsports
@coorslight

Top Replied-To in G8:
@adweek
@mrpaulenelson
@niccilynnphotos
@notsowittyun
@madmaxxcat
@mikeinvancity
@nonamae40
@maximumeffort
@nowheresane
@chris_meloni

Top Replied-To in G9:
@bennettdbennett
@iamtomp
@jackie_tayler
@disrpt_pr
@britchavez
@claimastories
@nettadobbins
@siriusxm

Top Mentioned
Top Mentioned in Entire Graph:
@adweek
@markstenberg3
@tvnewsnow
@origyntech
@vancityreynolds
@mediarings
@onepeloton
@chris_meloni
@luzcorona_
@maximumeffort

Top Mentioned in G1:
@adweek
@origyntech
@apple
@criteo
@jennchase
@ddb_worldwide
@awbrandshare
@rodson68
@wearemntn
@luzcorona_

Top Mentioned in G2:
@salestweaker
@cxintersect
@cloudatalytics
@plumedevente
@c_coolidge
@faisalfarooqui
@valorie99669126

Top Mentioned in G3:
@adweek
@luzcorona_
@princessology
@shannonl_miller
@emmyliederman
@griner
@lyft
@chithukral
@adweekpodcasts
@jesszafarris

Top Mentioned in G4:
@markstenberg3
@adweek
@taylorlorenz
@washingtonpost
@danpriceseattle
@travislylesnews
@alexragir
@mediajunglenews
@casey_silvestri
@milesklee

Top Mentioned in G5:
@tvnewsnow
@tuckercarlson
@thefiv
@thefive
@t
@jesseprimetime
@seanhannity
@bretbaier
@ingrahamangle
@gutfeldfox

Top Mentioned in G6:
@adweek
@catherineperlo1
@jasonlynch
@adidas
@molliecahillane
@rickandmorty
@ebiquityglobal
@tvspynews
@tvnewser
@discovery

Top Mentioned in G7:
@adweek
@pflmma
@warjesseagle
@notteham
@mancity
@coorslight
@fcbayernen
@lambeaufield
@ufc
@tedleonsis

Top Mentioned in G8:
@vancityreynolds
@onepeloton
@chris_meloni
@adweek
@maximumeffort
@joeboyrmd
@niccilynnphotos
@notsowittyun
@globies
@instacart

Top Mentioned in G9:
@adweek
@ineeddivgms
@awbrandshare
@mimconnect
@nettadobbins
@bbh_usa
@interntocmo1
@cypheroftyr
@britchavez
@tagwwnews

Top Mentioned in G10:
@socialprodaily
@adweek
@verizon
@fridababy
@modernblkgirl
@modernmercer
@wwe
@snapchat
@publicismedia
@twitter

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@chris_1791
@lt38
@independent
@united
@atsocialmediauk
@debilu2
@gojira007x
@bunrxm
@westinghouse565

Top Tweeters in G1:
@ami_tvdfan
@oksomik
@nytimes
@waterworxuk
@boovay7
@siti_najihah
@timg33
@jiff01
@2xaught7
@ramzzy_

Top Tweeters in G2:
@paoloigna1
@c_coolidge
@soriano310ms
@suriyasubraman
@rogueclassicist
@getiftech
@paedoabuseliars
@patwhite70
@509shawng
@c_cgottlieb

Top Tweeters in G3:
@gojira007x
@ansisegle
@walmart
@gigawattconduit
@asknationwide
@da_osorio
@nofixedabode
@inc
@pyscalellc
@dnk900

Top Tweeters in G4:
@bunrxm
@estarianne
@deathtocrazy
@dieviviarruda
@glynmoody
@teakinrj
@raypride
@mimitexasangel
@lesliedowens
@orchidlady303

Top Tweeters in G5:
@chris_1791
@amcneer
@foxnews
@abc
@cnn
@msnbc
@1swinging_voter
@amys_bus_ticket
@sabrinanc10
@politcswatch

Top Tweeters in G6:
@lt38
@iggy
@chidex_a15
@hideexdee
@regulartweetsuk
@kidzrevil
@chronotope
@thrillarybanks
@fatenezzat
@chucknwi

Top Tweeters in G7:
@united
@maccocktail
@sinow
@nbcsports
@pgatour
@nascar
@quietstormx
@mancity
@mariners
@sportscenter

Top Tweeters in G8:
@fscarfe
@msicefan
@offcampuscal
@notsowittyun
@schrodybach
@linusisonline
@liz_ostrom
@niccilynnphotos
@beltranb2012
@mayginmcewen

Top Tweeters in G9:
@n7irl
@cypheroftyr
@whimchic
@wingedlioness
@pronounsinmybio
@iamtomp
@steph_bard
@nemobeatrice
@em_jaykay_em
@siriusxm

Top Tweeters in G10:
@jimmyroybloom
@panluvme
@wwe
@ptc1pez
@billboard
@sharonwillow54
@techmemechatter
@nancylevine
@honda
@guykawasaki