Duluth, Twitter, 10/31/2023 11:30:31 AM, 292887


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Duluth Twitter NodeXL SNA Map and Report for Tuesday, 31 October 2023 at 01:18 UTC
Duluth Twitter NodeXL SNA Map and Report for Tuesday, 31 October 2023 at 01:18 UTC
From:
marc_smith
Uploaded on:
October 31, 2023
Short Description:
Duluth via NodeXL https://bit.ly/49jBhie
@choganduluthmn
@larsonforduluth
@duluthnews
@antifaoperative
@gunthergill
@kathyholdshope
@realjeweleldora
@jaaduluth
@youtube
@cityofduluth

Top hashtags:
#duluth
#volkswagen
#vw
#minnesota
#mnwx
#ebay
#wiwx
#minneapolis

Description:
Description
The graph represents a network of 16,464 Twitter users whose recent tweets contained "Duluth", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2023 12:00:00 AM and 10/30/2023 6:18:16 PM. The network was obtained from Twitter on Tuesday, 31 October 2023 at 11:07 UTC.

The tweets in the network were tweeted over the 2410-day, 3-hour, 19-minute period from Sunday, 26 March 2017 at 00:47 UTC to Tuesday, 31 October 2023 at 04:06 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 16464
Unique Edges : 15974
Edges With Duplicates : 12555
Total Edges : 28529
Number of Edge Types : 9
Replies to : 6382
MentionsInReplyTo : 3676
Quote : 1440
Retweet : 2671
Mentions : 4207
Tweet : 9074
MentionsInRetweet : 467
MentionsInQuote : 517
MentionsInQuoteReply : 95
Self-Loops : 10145
Reciprocated Vertex Pair Ratio : 0.0250924083025306
Reciprocated Edge Ratio : 0.0489563830524929
Connected Components : 4933
Single-Vertex Connected Components : 2820
Maximum Vertices in a Connected Component : 7025
Maximum Edges in a Connected Component : 17371
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 7.22838
Graph Density : 5.32048277177429E-05
Modularity : 0.534942
NodeXL Version : 1.0.1.523
Data Import : The graph represents a network of 16,464 Twitter users whose recent tweets contained "Duluth", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2023 12:00:00 AM and 10/30/2023 6:18:16 PM. The network was obtained from Twitter on Tuesday, 31 October 2023 at 11:07 UTC.

The tweets in the network were tweeted over the 2410-day, 3-hour, 19-minute period from Sunday, 26 March 2017 at 00:47 UTC to Tuesday, 31 October 2023 at 04:06 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch3
Graph Term : Duluth
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:
[44] https://www.tesla.com/findus?location=27314
[43] http://www.kiaofduluth.com
[38] https://buytickets.at/girlsinpoliticsinitiative/970870
[33] https://ebay.com/itm/295989179431?mkcid=16&mkevt=1&mkrid=711-127632-2357-0&ssspo=mTsC-64vSh-&sssrc=2047675&ssuid=mTsC-64vSh-&widget_ver=artemis&media=TW
[31] http://NorthStarFord.com
[29] https://dulutheventlighting.com/
[18] http://mnvotes.org
[14] https://streamlive-tv.com/hs.php?live=Duluth+vs+Forsyth+Central+-+GHSA+Girls+Volleyball+Playoffs
[13] https://mnk12-umn.hub.arcgis.com/pages/educator-day-2021
[13] https://dulutheventlighting.com/gallery1/aad-shrine/

Top URLs in Tweet in G1:
[43] http://www.kiaofduluth.com
[38] https://buytickets.at/girlsinpoliticsinitiative/970870
[31] http://NorthStarFord.com
[29] https://dulutheventlighting.com/
[14] https://streamlive-tv.com/hs.php?live=Duluth+vs+Forsyth+Central+-+GHSA+Girls+Volleyball+Playoffs
[13] https://dulutheventlighting.com/gallery1/aad-shrine/
[13] https://mnk12-umn.hub.arcgis.com/pages/educator-day-2021
[12] http://streamlive-tv.com/Football.php?live=Duluth+East+vs+Ashland+-+Minnesota+High+School+Football
[10] https://dulutheventlighting.com/gallery2/greysolon-ballroom/
[9] https://live.streamlive-tv.com/Football.php?live=Duluth+East+vs+Esko+-+Minnesota+High+School+Football

Top URLs in Tweet in G2:
[18] http://mnvotes.org
[9] https://jeweleldora.com/the-duluth-model/
[6] https://www.mprnews.org/story/2023/10/23/canadian-strike-could-impede-salties-bound-for-the-duluthsuperior-harbor
[6] https://www.alittletimeandakeyboard.com/2023/08/lester-park-duluth.html
[3] https://secure.acsevents.org/site/STR?fr_id=105629&pg=team&team_id=2707133
[3] https://www.startribune.com/duluth-city-attorneys-office-prosecute-rustic-bar-assault-case/600308672/
[3] https://www.startribune.com/duluth-mayor-race-emily-larson-roger-reinert/600312195/
[3] https://bit.ly/3NCVx4k?utm_medium=social&utm_source=twitter_duluthnews
[3] https://www.duluthnewstribune.com/news/local/saltie-stuck-in-duluth-as-strike-shuts-down-ocean-bound-shipping-traffic
[3] https://www.duluthnewstribune.com/news/local/duluth-mayor-credits-state-aid-for-easing-local-tax-burden-in-proposed-2024-budget

Top URLs in Tweet in G3:
[7] https://buff.ly/3LNcdXp
[5] https://racketmn.com/best-dive-bars-duluth-mn
[4] https://event.etix.com/ticket/online/performanceSale.do?performance_id=8616920&method=restoreToken
[3] https://www.duluthnewstribune.com/business/river-city-records-and-books-opening-doors-in-duluth
[3] https://readertix.com/events/dessa-live-at-the-west-9-10-2023
[3] https://www.youtube.com/watch?v=mCMACJXHuBQ

[2] https://racketmn.com/a-cheapskates-guide-to-the-minnesota-state-fair
[2] https://open.spotify.com/playlist/1VtuIblHm3gEjaNhY5PaLZ?si=Ab6GDS4IR52oxvTyq8B6yQ&utm_source=copy-link
[2] https://spokesman-recorder.com/2023/10/04/black-woman-beaten-in-duluth-after-dispute/
[2] https://www.leepagen.com/duluth-restaurants.htm

Top URLs in Tweet in G4:
[6] http://USCHO.com
[5] http://NCHC.tv
[3] http://wcha.com
[3] http://www.wcha.com
[3] http://bit.ly/45toAin
[2] https://youtu.be/4njRgNQ34Mc
[2] http://go.osu.edu/2324WHKY
[2] http://radioresultsnetwork.com/thepoint/
[2] http://bit.ly/3rOLK46
[2] https://www.startribune.com/family-of-former-umd-hockey-player-adam-johnson-mourns-generous-driven-young-man/600315703/

Top URLs in Tweet in G5:
[5] https://x.com/antifaoperative/status/1709348762034872777?s=20
[2] https://www.duluthnewstribune.com/news/local/warrant-issued-as-duluth-area-man-faces-new-sex-abuse-charges
[1] https://m.startribune.com/duluth-youth-pastor-criminal-charges-sexual-assault-five-girls-vineyard/600309545/
[1] https://www.twincities.com/2023/10/05/duluth-youth-pastor-charged-with-sexually-assaulting-five-girls/
[1] https://facebook.com/events/s/dropkick-murphys-fall-2023-tou/775404920856785/

Top URLs in Tweet in G6:
[8] http://www.mcnannualconference.org
[2] https://whtnw.com/3QLy3gq
[2] https://whtnw.com/44Nx7vj
[2] https://whtnw.com/3OXGIK8
[2] https://whtnw.com/461aYv3
[2] https://whtnw.com/45jOhSg
[2] http://cocorahs.org
[2] http://HealthyLakes.org/action-plan-iv-sessions
[2] https://bringmethenews.com/minnesota-lifestyle/nearly-10k-sign-up-for-duluths-grandmas-marathon-on-first-day-of-registration
[1] https://storymaps.arcgis.com/stories/a72465bf93944cc996b27ec6f30e38cb

Top URLs in Tweet in G7:
[6] https://medium.com/@jayamparo/the-disadvantaged-gap-part-7-5bacb06ec090
[5] https://dalrock.wordpress.com/2017/02/03/the-duluth-model-is-working-as-designed-you-wont-smart-mouth-her-again/
[3] https://annsilvers.com/blogs/news/the-gender-biased-duluth-model-for-dv-treatment?_pos=1&_sid=f757365dd&_ss=r
[1] https://www.researchgate.net/publication/222822395_The_Duluth_Model_A_data-impervious_paradigm_and_a_failed_strategy
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1854883/
[1] https://annsilvers.com/blogs/news/the-gender-biased-duluth-model-for-dv-treatment
[1] https://www.youtube.com/watch?v=Hvo4OYIRG60

[1] https://www.tiktok.com/@jennieofalltrades/video/7289280729769381162
[1] https://en.wikipedia.org/wiki/Duluth_model
[1] https://nymensactionnetwork.org/2022/04/fathers-the-first-great-reset-victims/

Top URLs in Tweet in G8:
[5] http://www.hudl.com/v/2MEF9k
[4] https://bit.ly/46PqZVl
[2] http://RexallGrill.com
[2] http://www.onelordteaching.org
[2] https://gofan.co/event/1170186?schoolId=GA5007
[2] https://verticalraise.com/fundraiser/duluth-girls-basketball-fundraiser/t/931968/?utm_source=twitter_invite&utm_medium=social_media&utm_campaign=invite&utm_content=post&utm_term=main_link
[2] https://vraise.org/DAqvG2
[2] https://gofan.co/event/1003565?schoolId=GA5200
[2] https://www.hudl.com/video/3/16104877/639c77863865400df866559e
[1] https://bit.ly/3tUeHMA

Top URLs in Tweet in G9:
[3] https://www.friends-bwca.org/event/duluth-hermantown-clean-water-advocacy-event/
[1] https://www.duluthnewstribune.com/opinion/editorials/our-view-endorsement-vote-yes-twice-for-duluths-schools-future
[1] https://www.duluthnewstribune.com/opinion/columns/local-view-housing-a-politically-misunderstood-issue-in-duluth
[1] https://www.duluthnewstribune.com/sports/culver-caps-best-time-of-my-life-as-huskies-gm
[1] https://www.duluthnewstribune.com/news/local/bygones-70-years-ago-duluthians-accused-council-of-favoring-tourists-over-homeowners
[1] https://www.duluthnewstribune.com/news/local/city-provides-200-000-for-temporary-ice-chiller-at-decc-arena
[1] https://www.espn.com/mlb/story/_/id/38089582/dea-documents-show-new-york-yankees-star-alex-rodriguez-ratted-other-players-biogenesis-scandal
[1] https://noahhobbs.substack.com/p/north-star-report-22
[1] https://open.substack.com/pub/noahhobbs/p/north-star-report-23?r=a9qo0&utm_campaign=post&utm_medium=web
[1] https://open.substack.com/pub/noahhobbs/p/north-star-report-21?utm_campaign=post&utm_medium=web

Top URLs in Tweet in G10:
[1] https://trib.al/FzXQFM8
[1] https://www.climate.gov/news-features/understanding-climate/history-hottest-summer-day-thousands-us-locations
[1] https://share.newsbreak.com/530kxtdl
[1] https://www.usatoday.com/story/news/investigations/2023/09/27/cvs-pharmacists-plan-walk-out-again/70974522007/
[1] https://share.newsbreak.com/53gp15c3
[1] https://share.newsbreak.com/53gp0482

Top Domains
Top Domains in Tweet in Entire Graph:
[510] bit.ly
[466] duluthnewstribune.com
[184] dlvr.it
[178] northernnewsnow.com
[161] startribune.com
[148] fox21online.com
[138] youtu.be
[121] ebay.com
[102] dulutheventlighting.com
[90] wdio.com

Top Domains in Tweet in G1:
[297] bit.ly
[179] dlvr.it
[102] dulutheventlighting.com
[84] kiaofduluth.com
[57] startribune.com
[54] ift.tt
[50] buff.ly
[48] streamlive-tv.com
[39] duluthnewstribune.com
[38] buytickets.at

Top Domains in Tweet in G2:
[360] duluthnewstribune.com
[159] northernnewsnow.com
[139] fox21online.com
[75] startribune.com
[74] wdio.com
[46] bit.ly
[32] ronpaulinstitute.org
[30] theamericanconservative.com
[23] duluthmn.gov
[23] twitter.com

Top Domains in Tweet in G3:
[22] duluthnewstribune.com
[10] buff.ly
[8] youtube.com
[7] racketmn.com
[6] cbsnews.com
[5] etix.com
[5] youtu.be
[4] twitter.com
[4] spotify.com
[4] facebook.com

Top Domains in Tweet in G4:
[18] bit.ly
[13] uscho.com
[10] youtu.be
[8] wcha.com
[8] bsubeavers.com
[8] startribune.com
[6] duluthnewstribune.com
[6] nchc.tv
[6] hselitehockey.com
[6] therinklive.com

Top Domains in Tweet in G5:
[5] x.com
[2] duluthnewstribune.com
[1] startribune.com
[1] twincities.com
[1] facebook.com

Top Domains in Tweet in G6:
[19] bringmethenews.com
[10] whtnw.com
[8] duluthnewstribune.com
[8] mcnannualconference.org
[5] weather.gov
[5] startribune.com
[3] cocorahs.org
[3] minnesotareformer.com
[3] mprnews.org
[2] usda.gov

Top Domains in Tweet in G7:
[6] medium.com
[5] wordpress.com
[4] annsilvers.com
[1] researchgate.net
[1] nih.gov
[1] youtube.com
[1] tiktok.com
[1] wikipedia.org
[1] nymensactionnetwork.org
[1] endtodv.org

Top Domains in Tweet in G8:
[66] bit.ly
[22] youtu.be
[17] hudl.com
[12] gwinnettdailypost.com
[11] gofan.co
[2] rexallgrill.com
[2] ajc.com
[2] onelordteaching.org
[2] youtube.com
[2] verticalraise.com

Top Domains in Tweet in G9:
[14] duluthnewstribune.com
[4] friends-bwca.org
[4] rotowear.com
[3] substack.com
[2] espn.com
[2] startribune.com
[2] youtube.com
[1] duluthtransit.com
[1] perfectduluthday.com
[1] google.com

Top Domains in Tweet in G10:
[3] newsbreak.com
[1] trib.al
[1] climate.gov
[1] usatoday.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[858] duluth
[178] volkswagen
[178] vw
[175] minnesota
[150] mnwx
[124] ebay
[121] wiwx
[111] minneapolis
[99] atlanta
[93] stpaul



Top Hashtags in Tweet in G1:
[542] duluth
[178] volkswagen
[178] vw
[134] minnesota
[106] minneapolis
[92] stpaul
[87] rochester
[68] atlanta
[51] stcloud
[47] bloomington

Top Hashtags in Tweet in G2:
[73] duluth
[31] dntpreps
[30] duluthareachamber
[12] mnwx
[12] mnleg
[10] dlh
[7] minnesota
[7] swingtheaxe
[7] gojacks
[7] climatescam

Top Hashtags in Tweet in G3:
[57] duluth
[50] twinportsmusicfestival
[48] superiorwi
[45] twinports
[21] twinportsmusic
[19] twinportsnightlife
[9] tfxpics
[3] nowplaying
[3] cannaconnectmn
[2] mncannabis

Top Hashtags in Tweet in G4:
[33] gobeavers
[30] pens
[29] beaverterritory
[14] gobucks
[11] nmuwildcats
[9] bulldogcountry
[9] sharenmu
[6] ncaahockey
[6] followthehuskies
[6] listentotheradio

Top Hashtags in Tweet in G5:
[3] notadragqueen
[3] clintfranklinmassie
[3] minnesota
[3] criminalsexualconduct
[2] sexcrimes
[1] fourchildren

Top Hashtags in Tweet in G6:
[111] mnwx
[100] wiwx
[16] mcnac23
[10] atlanta
[9] duluth
[5] icymi
[3] mn
[3] glri
[3] weather
[2] flooding

Top Hashtags in Tweet in G7:
[4] duluth
[1] menslib
[1] domesticviolence
[1] duluthmodel
[1] domesticabuse
[1] mentoo
[1] narcissism
[1] projection
[1] feminist
[1] erinpizzey

Top Hashtags in Tweet in G8:
[65] gwinnettfb
[8] tpw
[6] 𝗪𝟭𝗡today
[4] foe
[3] duluthwildcats
[3] agtg
[3] grit
[3] duluth
[3] getyourgameup
[3] wildcats

Top Hashtags in Tweet in G9:
[8] mntwins
[5] webelieveintc
[2] breaking
[2] ripmathewperry
[1] springsteen
[1] melonwatch2023
[1] busbikewalkduluth
[1] wintwins
[1] manhattan
[1] newyork

Top Hashtags in Tweet in G10:
[9] skol
[5] vikings
[3] mntwins
[3] 49ers
[2] mnvikings
[1] nfl
[1] skiumahrowtheboatgogophers
[1] mngophers
[1] hate
[1] victims

Top Words
Top Words in Tweet in Entire Graph:
[16913] duluth
[2599] minnesota
[1807] mn
[1052] one
[1050] more
[889] st
[856] #duluth
[832] day
[826] city
[788] today

Top Words in Tweet in G1:
[4128] duluth
[693] minnesota
[546] mn
[542] #duluth
[439] vs
[332] 2023
[315] ga
[259] more
[249] today
[247] lighting

Top Words in Tweet in G2:
[2833] duluth
[348] mn
[338] city
[323] more
[307] mayor
[255] larsonforduluth
[250] minnesota
[234] people
[216] one
[198] larson

Top Words in Tweet in G3:
[771] duluth
[68] one
[60] city
[55] #duluth
[54] more
[53] day
[52] cities
[50] #twinportsmusicfestival
[50] time
[49] minneapolis

Top Words in Tweet in G4:
[640] duluth
[410] minnesota
[197] johnson
[164] adam
[146] state
[113] game
[102] family
[97] hockey
[96] go
[89] last

Top Words in Tweet in G5:
[503] duluth
[481] charged
[479] degree
[477] counts
[475] criminal
[474] 48
[474] antifaoperative
[473] sexual
[473] conduct
[473] 1st

Top Words in Tweet in G6:
[495] duluth
[126] minnesota
[111] #mnwx
[103] lake
[100] #wiwx
[98] mn
[92] area
[77] rain
[68] today
[68] superior

Top Words in Tweet in G7:
[233] duluth
[176] model
[48] abuse
[46] men
[43] women
[30] gender
[29] dv
[26] male
[25] domestic
[24] think

Top Words in Tweet in G8:
[366] duluth
[137] duluthfb
[102] duluth_wildcats
[89] gdpsports
[85] game
[65] #gwinnettfb
[57] football
[52] vs
[50] coach_cam_jones
[49] gdpfootball

Top Words in Tweet in G9:
[113] duluth
[27] hobbs_duluth
[25] game
[23] one
[21] more
[21] day
[20] twins
[20] great
[16] good
[15] minnesota

Top Words in Tweet in G10:
[126] duluth
[29] philmackey
[28] jzulgad
[24] dexstweets
[20] mn
[14] minnesota
[13] day
[12] time
[11] one
[11] north

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1265] duluth,mn
[912] minnesota,duluth
[737] duluth,minnesota
[528] duluth,ga
[490] sexual,conduct
[490] criminal,sexual
[481] counts,criminal
[476] charged,counts
[476] 48,duluth
[475] duluth,charged

Top Word Pairs in Tweet in G1:
[417] duluth,mn
[265] duluth,ga
[241] duluth,minnesota
[202] minnesota,duluth
[183] high,school
[170] #vw,#duluth
[169] #volkswagen,#vw
[160] duluth,east
[115] school,football
[114] duluth,georgia

Top Word Pairs in Tweet in G2:
[203] duluth,mn
[128] emily,larson
[99] duluth,east
[99] duluth,area
[88] area,chamber
[86] mayor,emily
[73] duluth,police
[68] city,council
[60] city,duluth
[58] duluth,model

Top Word Pairs in Tweet in G3:
[45] #superiorwi,#duluth
[28] twin,cities
[27] duluth,mn
[26] #twinportsmusicfestival,#twinports
[23] st,paul
[22] #twinportsmusicfestival,#superiorwi
[19] #twinports,#superiorwi
[18] #duluth,#twinportsmusic
[16] #twinportsmusic,#twinportsnightlife
[15] twin,ports

Top Word Pairs in Tweet in G4:
[262] minnesota,duluth
[161] adam,johnson
[76] family,friends
[75] friends,minnesota
[74] go,family
[70] last,night
[66] duluth,east
[66] passed,away
[64] johnson,passed
[64] condolences,go

Top Word Pairs in Tweet in G5:
[474] 48,duluth
[474] counts,criminal
[474] charged,counts
[473] 1st,degree
[473] criminal,sexual
[473] sexual,conduct
[471] franklin,massie
[471] conduct,1st
[471] clint,franklin
[471] duluth,charged

Top Word Pairs in Tweet in G6:
[89] #mnwx,#wiwx
[85] duluth,minnesota
[72] minnesota,area
[56] lake,superior
[42] duluth,mn
[22] nws,duluth
[21] great,lakes
[20] port,wing
[18] two,harbors
[17] sand,island

Top Word Pairs in Tweet in G7:
[163] duluth,model
[19] gender,biased
[18] writing,gender
[18] model,flex
[18] myopic,narrative
[18] biased,report
[18] flex,think
[18] appeal,duluth
[18] suit,myopic
[18] narrative,appeal

Top Word Pairs in Tweet in G8:
[25] gdpsports,jaxcofootball
[24] duluthfb,duluth_wildcats
[23] high,school
[22] duluth,ga
[21] duluth_wildcats,#gwinnettfb
[21] gdpfootball,scoreatlanta
[20] game,teaser
[20] twinsportstv,game
[20] duluth_wildcats,duluthfb
[20] duluth,high

Top Word Pairs in Tweet in G9:
[7] world,series
[6] book,down
[6] duck,duck
[5] target,field
[5] johnubacon,discounttire
[5] iron,range
[4] clean,water
[4] good,read
[4] another,book
[4] last,night

Top Word Pairs in Tweet in G10:
[13] jzulgad,philmackey
[12] philmackey,dexstweets
[10] duluth,mn
[7] dexstweets,duluth
[7] duluth,minnesota
[5] north,shore
[5] morning,duluth
[4] chick,fil
[4] trip,duluth
[4] falls,yesterday

Top Replied-To
Top Replied-To in Entire Graph:
@larsonforduluth
@humansnocontext
@hobbs_duluth
@duluthnews
@startribune
@gdpsports
@govtimwalz
@kayleefabulous
@thatjesskid
@thunderwolf08

Top Replied-To in G1:
@jayecane
@ctdemocrat8
@rrockman
@tribelaw
@mcmurrayjt
@deedeefifty
@shotscarecrow

Top Replied-To in G2:
@larsonforduluth
@duluthnews
@startribune
@govtimwalz
@potus
@reppetestauber
@cityofduluth
@duluth_schools
@minnesotadfl
@derushaj

Top Replied-To in G3:
@kayleefabulous
@thunderwolf08
@mollywidstrom
@nerd4cities
@mcdonalds_cincy
@larryn1966
@mr_ian
@h_pan3
@lowtheband
@the_transit_guy

Top Replied-To in G4:
@mnhockeystar
@amyklobuchar
@gopherhockey
@calebjpeabody
@bsubeaverswhky
@reedalarson
@deionsandersjr
@mnhshockeytalk
@mavpuck
@atrupar

Top Replied-To in G5:
@antifaoperative
@bone00afide
@klyne5klyne
@lostheirdaminds
@abolitionforgod
@svktexas
@luvnresist
@sagittariorist
@mowgli2071

Top Replied-To in G6:
@lakesuperior
@mep_duluth
@nwsduluth
@caitlinmcgowan
@chuckumentary
@midwestern_ope
@vanillaopinions
@ericholthaus
@nwstwincities
@stevegrimes007

Top Replied-To in G7:
@remy_legal
@men_are_human
@pearlythingz
@linearcitynorm
@sophieshay
@smtolle
@__b_t_b__
@388shark
@jordanbpeterson
@annsilvers

Top Replied-To in G8:
@gdpsports
@duluth_wildcats
@potluckfootball
@duluthfb
@duluthsoftball
@10cobywalker
@gpbscores
@coach_w_jackson
@coach_moore_mv
@dhsgawildcats

Top Replied-To in G9:
@hobbs_duluth
@johnubacon
@natehoodstp
@jperp88
@c_flesch62
@rogerforduluth
@tgot_msp
@dsallupinyaarea
@gragedustin
@thenmuyb

Top Replied-To in G10:
@jzulgad
@philmackey
@vikeologist
@mntwinszealot
@allisonaudrey
@missalissas
@dexstweets
@ronfilipkowski
@skolbros
@profootballtalk

Top Mentioned
Top Mentioned in Entire Graph:
@antifaoperative
@duluthfb
@larsonforduluth
@duluth_wildcats
@ebay
@govtimwalz
@usahockey
@northernnewsnow
@youtube
@gdpsports

Top Mentioned in G1:
@duluthvw
@northstarhoops
@atravelandrelax
@50skyshades
@colliers_ar
@giovannihaze

Top Mentioned in G2:
@larsonforduluth
@govtimwalz
@northernnewsnow
@duluthchamber
@duluth_schools
@cityofduluth
@duluthnews
@dntsportsteam
@auronmacintyre
@vivekgramaswamy

Top Mentioned in G3:
@lowtheband
@thejvandy
@kayleefabulous
@marybuemusic
@bentpaddlebeer
@bobdylan
@mndot
@cedarloungebeer
@jaygabler
@matt_stike

Top Mentioned in G4:
@usahockey
@frank_seravalli
@wcha_whockey
@bsubeaversfb
@mattwellens
@bsubeavers
@umdmenshockey
@uscho
@beaverradionet
@du_hockey

Top Mentioned in G5:
@antifaoperative
@skennedy8975
@lifenewstoo
@realtuckfrumper
@senatedems
@reenieween
@annemariebea17
@ghostwilber
@dunnbroscoffees
@daffylilly

Top Mentioned in G6:
@nwsduluth
@lakesuperior
@smartnonprofits
@cocorahs
@reppetestauber
@nwsswpc
@a4gl
@shtassociation
@mepartnership
@senamyklobuchar

Top Mentioned in G7:
@firebird_psych
@pearlythingz
@abortionchat
@remy_legal
@oneiorosgrip
@themelwestbrook
@sherafamily
@jadewelshy
@womensaid
@drgrumpy

Top Mentioned in G8:
@duluthfb
@duluth_wildcats
@gdpsports
@coach_cam_jones
@gdpfootball
@scoreatlanta
@jaxcofootball
@youtube
@mjspurlin
@elijahling_

Top Mentioned in G9:
@discounttire
@hobbs_duluth
@kpottermn
@umdwomensbball
@coryprovus
@twins
@mariabamfoo
@cssbaseball
@natehoodstp
@zyudhishthu

Top Mentioned in G10:
@philmackey
@dexstweets
@jzulgad
@georgeilstrup
@surlybrewing
@meatsauce1
@newellc31
@ronfilipkowski
@yfz84
@alec_lewis

Top Tweeters
Top Tweeters in Entire Graph:
@americanbanking
@alerttrade
@bmurphypointman
@rashidaldosari
@eazeee2004
@nblackthorne
@stigmabaseo
@monicasloves
@stigmabaseu
@tinamarie_80s

Top Tweeters in G1:
@americanbanking
@alerttrade
@bmurphypointman
@stigmabaseo
@stigmabaseu
@dgendvil
@dakotafinancial
@stigmabasee
@marketcurrents
@stigmabasen

Top Tweeters in G2:
@thehill
@dclarediane
@guardian
@sandykalano
@nypost
@washtimes
@foxnews
@agitatorsneeded
@forbes
@nytimes

Top Tweeters in G3:
@protestmusica
@chipotletweets
@gnuman1979
@nhoodpublicist
@latimeralder
@solidarity_star
@dylanfan8
@esotericcd
@wcco
@biddco

Top Tweeters in G4:
@eazeee2004
@teshawnedmonds
@thomasmarinojr
@jmramos1701d
@changetocindy
@metz_chance
@utzaake
@abchamp11
@sheaffer117
@teamalive9556

Top Tweeters in G5:
@tinamarie_80s
@kak089
@washumom
@foggybottomgal
@deepvard
@ken_crichlow
@eternalbast
@cynicalvision50
@michelejeanson1
@vmbritsch

Top Tweeters in G6:
@titity_99
@gustavoarellano
@jmcvea81
@hnturtledove
@l0sch
@weathernation
@laloalcaraz
@travelleisure
@therealhoarse
@jefftanchak19

Top Tweeters in G7:
@bbcnews
@radiofreetom
@melodypuppydog
@georgebernhard
@uscrimereview
@powerful_memes
@coderincrisis
@takedownmras
@388shark
@wyvernsrose

Top Tweeters in G8:
@recruitgeorgia
@coachschuman
@olivegarden
@rivals
@playbookathlete
@gooddayatlanta
@publix
@247sports
@jacoboldknow
@ajcsports

Top Tweeters in G9:
@verizonsupport
@variety
@cjzero
@aaronnagler
@mlb
@sportscenter
@espn
@dsallupinyaarea
@barstoolsports
@mlbtraderumors

Top Tweeters in G10:
@profootballtalk
@nfl
@ochocinco
@nflnetwork
@dwolfsonkstp
@asiddiqui15
@actionnetworkhq
@jonkrawczynski
@jzulgad
@mitchlafon


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