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Rogan Spotify Twitter NodeXL SNA Map and Report for Saturday, 15 January 2022 at 17:12 UTC (experimental version)
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From:
Marc_Smith
Uploaded on:
January 16, 2022
Short Description:
Rogan Spotify via NodeXL https://bit.ly/3KfO4W5
@bretweinstein
@jennybethm
@spotify
@joerogan
@lisamar81262601
@cnbci
@washingtonpost
@joncoopertweets
@mrevilmark
@mtaibbi

Top hashtags:
#thanksjoerogan
#thankyouspotify
#thanksspotify
#spotify
#covid19
#joerogan

Description:
Description
The graph represents a network of 17,252 Twitter users whose recent tweets contained "Rogan Spotify", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 15 January 2022 at 17:46 UTC.

The tweets in the network were tweeted over the 14-hour, 45-minute period from Saturday, 15 January 2022 at 02:23 UTC to Saturday, 15 January 2022 at 17:09 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 : 17260
Unique Edges : 19639
Edges With Duplicates : 1871
Total Edges : 21510
Number of Edge Types : 5
Mentions : 1586
Replies to : 888
Retweet : 17001
MentionsInRetweet : 1120
Tweet : 915
Self-Loops : 923
Reciprocated Vertex Pair Ratio : 0.00482340127586743
Reciprocated Edge Ratio : 0.00960049550944565
Connected Components : 551
Single-Vertex Connected Components : 335
Maximum Vertices in a Connected Component : 16209
Maximum Edges in a Connected Component : 19888
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.124167
Graph Density : 6.50373556927022E-05
Modularity : 0.582903
NodeXL Version : 1.0.1.449
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=270071
Data Import : The graph represents a network of 17,252 Twitter users whose recent tweets contained "Rogan Spotify", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 15 January 2022 at 17:46 UTC.

The tweets in the network were tweeted over the 14-hour, 45-minute period from Saturday, 15 January 2022 at 02:23 UTC to Saturday, 15 January 2022 at 17:09 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 : TwitterSearch
Graph Term : Rogan Spotify
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 Color : In-Degree
Vertex Radius : In-Degree
Vertex Alpha : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[338] https://thehill.com/media/589526-doctors-call-out-spotify-over-false-and-societally-harmful-assertions-on-joe-rogan-show
[336] https://www.cnbc.com/2022/01/14/experts-confront-spotify-over-misinformation-in-joe-rogan-podcast.html?utm_term=Autofeed&utm_medium=Social&utm_content=Intl&utm_source=Twitter#Echobox=1642169208
[309] https://trib.al/dBDvo27
[215] https://www.rollingstone.com/culture/culture-news/covid-misinformation-joe-rogan-spotify-petition-1282240/
[175] https://open.spotify.com/episode/3SCsueX2bZdbEzRtKOCEyT
[169] https://twitter.com/TPostMillennial/status/1482006902234132481
[168] https://nehls.house.gov/posts/joe-rogan-experience-1757-dr-robert-malone-md-full-transcript
[168] https://www.youtube.com/watch?v=KM7gmbMORsE

[152] https://www.theguardian.com/technology/2022/jan/14/spotify-joe-rogan-podcast-open-letter?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1642160922-1
[105] https://twitter.com/brikeilarcnn/status/1481987667583815684

Top URLs in Tweet in G1:
[3] https://twitter.com/BretWeinstein/status/1482143312458895360
[2] https://open.spotify.com/episode/3SCsueX2bZdbEzRtKOCEyT
[2] https://spotifyopenletter.wordpress.com/2022/01/10/an-open-letter-to-spotify/
[2] https://twitter.com/bretweinstein/status/1482143312458895360
[1] https://www.breitbart.com/tech/2022/01/14/group-of-experts-pressures-spotify-to-censor-joe-rogan/
[1] https://www.cnbc.com/2022/01/14/experts-confront-spotify-over-misinformation-in-joe-rogan-podcast.html
[1] https://twitter.com/jennybethm/status/1482145230803673093
[1] https://twitter.com/angel2bme/status/1482078390354071555

Top URLs in Tweet in G2:
[16] https://www.giantfreakinrobot.com/cltr/joe-rogan-spotify-scientists.html
[4] https://nationalpost.com/news/world/doctors-demand-spotify-to-remove-joe-rogan-episode-featuring-vaccine-scientist-for-spreading-misinformation/wcm/fe265f3b-c34b-4b91-befa-c2b4e24053d4/amp/
[4] https://www.rt.com/news/546086-rogan-doctors-spotify-letter-covid/
[1] https://www.msn.com/en-us/news/us/doctors-call-out-spotify-for-letting-joe-rogan-spread-false-and-societally-harmful-covid-19-claims/ar-AASML1W?ocid=winp-sl
[1] https://nationalpost.com/news/world/doctors-demand-spotify-to-remove-joe-rogan-episode-featuring-vaccine-scientist-for-spreading-misinformation?utm_source=Twitter&utm_medium=postmedia_organic&utm_campaign=broadsheet_promo#Echobox=1642108083-1
[1] https://www.cnbc.com/2022/01/14/experts-confront-spotify-over-misinformation-in-joe-rogan-podcast.html
[1] https://open.spotify.com/episode/64ZsPU8e2CHvWQM9lqnLEY
[1] https://thehill.com/media/589526-doctors-call-out-spotify-over-false-and-societally-harmful-assertions-on-joe-rogan-show
[1] https://nationalpost.com/news/world/doctors-demand-spotify-to-remove-joe-rogan-episode-featuring-vaccine-scientist-for-spreading-misinformation
[1] https://mixmag.asia/read/270-scientists-petition-spotify-covid-misinformation-joe-rogan-international

Top URLs in Tweet in G3:
[330] https://thehill.com/media/589526-doctors-call-out-spotify-over-false-and-societally-harmful-assertions-on-joe-rogan-show
[167] https://open.spotify.com/episode/3SCsueX2bZdbEzRtKOCEyT
[167] https://nehls.house.gov/posts/joe-rogan-experience-1757-dr-robert-malone-md-full-transcript
[167] https://www.youtube.com/watch?v=KM7gmbMORsE

[167] https://twitter.com/TPostMillennial/status/1482006902234132481
[104] https://twitter.com/brikeilarcnn/status/1481987667583815684
[29] https://www.washingtonpost.com/arts-entertainment/2022/01/14/joe-rogan-spotify-doctors-covid-misinformation/
[16] https://www.rollingstone.com/culture/culture-news/covid-misinformation-joe-rogan-spotify-petition-1282240/
[12] https://www.smh.com.au/world/north-america/doctors-call-out-spotify-over-tidal-wave-of-covid-19-misinformation-spread-by-joe-rogan-20220115-p59oh2.html
[11] https://variety.com/2022/digital/news/spotify-joe-rogan-podcast-covid-misinformation-1235153368/

Top URLs in Tweet in G4:
[324] https://www.cnbc.com/2022/01/14/experts-confront-spotify-over-misinformation-in-joe-rogan-podcast.html?utm_term=Autofeed&utm_medium=Social&utm_content=Intl&utm_source=Twitter#Echobox=1642169208
[299] https://trib.al/dBDvo27
[131] https://www.theguardian.com/technology/2022/jan/14/spotify-joe-rogan-podcast-open-letter?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1642160922-1
[52] https://trib.al/sNom6Uu
[13] https://www.rollingstone.com/culture/culture-news/covid-misinformation-joe-rogan-spotify-petition-1282240/
[11] https://www.kxan.com/news/coronavirus/doctors-call-out-spotify-over-false-and-societally-harmful-assertions-on-joe-rogan-podcast/?utm_source=t.co&utm_campaign=socialflow&utm_medium=referral
[10] https://www.cnbc.com/2022/01/14/experts-confront-spotify-over-misinformation-in-joe-rogan-podcast.html?__source=sharebar|twitter&par=sharebar
[5] https://www.washingtonpost.com/arts-entertainment/2022/01/14/joe-rogan-spotify-doctors-covid-misinformation/?tid=ss_tw
[5] https://twitter.com/i/events/1482053902585372675
[4] https://twitter.com/i/events/1262816571220619264

Top URLs in Tweet in G5:
[33] https://twitter.com/joncoopertweets/status/1482012998487183361
[7] https://www.rollingstone.com/culture/culture-news/covid-misinformation-joe-rogan-spotify-petition-1282240/
[5] https://trib.al/dBDvo27
[4] https://www.theguardian.com/technology/2022/jan/14/spotify-joe-rogan-podcast-open-letter?CMP=Share_iOSApp_Other
[4] https://www.theguardian.com/technology/2022/jan/14/spotify-joe-rogan-podcast-open-letter
[3] https://www.cnbc.com/2022/01/14/experts-confront-spotify-over-misinformation-in-joe-rogan-podcast.html?utm_term=Autofeed&utm_medium=Social&utm_content=Intl&utm_source=Twitter#Echobox=1642169208
[3] https://www.fox10phoenix.com/news/270-medical-experts-write-open-letter-to-spotify-calling-out-joe-rogans-harmful-covid-19-misinformation?taid=61e29b51b732710001524716&utm_campaign=trueanthem&utm_medium=trueanthem&utm_source=twitter
[2] https://www.theguardian.com/technology/2022/jan/14/spotify-joe-rogan-podcast-open-letter?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1642160922-1
[2] https://www.cnbc.com/2022/01/14/experts-confront-spotify-over-misinformation-in-joe-rogan-podcast.html
[2] https://www.washingtonpost.com/arts-entertainment/2022/01/14/joe-rogan-spotify-doctors-covid-misinformation/?tid=ss_tw

Top URLs in Tweet in G6:
[10] https://www.theguardian.com/technology/2022/jan/14/spotify-joe-rogan-podcast-open-letter
[10] https://www.washingtonpost.com/arts-entertainment/2022/01/14/joe-rogan-spotify-doctors-covid-misinformation/
[10] https://www.rollingstone.com/culture/culture-news/covid-misinformation-joe-rogan-spotify-petition-1282240/
[8] https://www.cnbc.com/2022/01/14/experts-confront-spotify-over-misinformation-in-joe-rogan-podcast.html
[7] https://twitter.com/i/events/1482053902585372675
[7] https://twitter.com/BretWeinstein/status/1482143312458895360
[7] https://news.ycombinator.com/item?id=29946624
[5] https://gizmodo.com/spotify-will-never-do-anything-about-joe-rogan-1848363039
[4] https://www.theguardian.com/technology/2022/jan/14/spotify-joe-rogan-podcast-open-letter?CMP=Share_iOSApp_Other
[4] https://www.theguardian.com/technology/2022/jan/14/spotify-joe-rogan-podcast-open-letter?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1642160922-1

Top URLs in Tweet in G7:
[36] https://open.spotify.com/episode/3SCsueX2bZdbEzRtKOCEyT?si=1txet23LQDG8NOamMCrvFw
[2] https://www.theguardian.com/technology/2022/jan/14/spotify-joe-rogan-podcast-open-letter?CMP=Share_AndroidApp_Other
[1] https://open.spotify.com/episode/3SCsueX2bZdbEzRtKOCEyT
[1] https://nehls.house.gov/posts/joe-rogan-experience-1757-dr-robert-malone-md-full-transcript
[1] https://www.youtube.com/watch?v=KM7gmbMORsE

[1] https://twitter.com/TPostMillennial/status/1482006902234132481
[1] https://www.youtube.com/watch?v=xjszVOfG_wo&feature=youtu.be


Top URLs in Tweet in G8:
[143] https://www.rollingstone.com/culture/culture-news/covid-misinformation-joe-rogan-spotify-petition-1282240/
[4] https://www.mediaite.com/podcasts/hundreds-of-doctors-demand-spotify-implement-a-covid-19-misinformation-policy-due-to-joe-rogans-podcast/
[3] https://spotifyopenletter.wordpress.com/2022/01/10/an-open-letter-to-spotify/
[1] https://twitter.com/tomselliott/status/1481747105727270922
[1] https://www.youtube.com/watch?v=sD0i_YxPATc

[1] https://twitter.com/BretWeinstein/status/1482143312458895360
[1] https://twitter.com/jimmy_dore/status/1482006463623032832
[1] https://twitter.com/youaretheahole1/status/1481997793879339016?s=21
[1] https://www.vulture.com/amp/2022/01/joe-rogan-spotify-podcast-misinformation-open-letter.html
[1] https://www.theguardian.com/technology/2022/jan/14/spotify-joe-rogan-podcast-open-letter?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1642160922-1

Top URLs in Tweet in G9:
[6] https://www.theguardian.com/technology/2022/jan/14/spotify-joe-rogan-podcast-open-letter?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1642160922-1
[2] https://spotifyopenletter.wordpress.com/2022/01/10/an-open-letter-to-spotify/
[2] https://www.cnbc.com/2022/01/14/experts-confront-spotify-over-misinformation-in-joe-rogan-podcast.html?utm_term=Autofeed&utm_medium=Social&utm_content=Intl&utm_source=Twitter#Echobox=1642169208

Top URLs in Tweet in G10:
[50] https://www.forbes.com/sites/brucelee/2022/01/14/doctors-scientists-petition-spotify-to-stop-joe-rogan-experience-covid-19-misinformation/?sh=32b62af168fc&utm_medium=social&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter
[5] https://www.forbes.com/sites/brucelee/2022/01/14/doctors-scientists-petition-spotify-to-stop-joe-rogan-experience-covid-19-misinformation/
[2] https://www.rollingstone.com/culture/culture-news/covid-misinformation-joe-rogan-spotify-petition-1282240/
[1] https://trib.al/dBDvo27
[1] https://spotifyopenletter.wordpress.com/2022/01/10/an-open-letter-to-spotify/
[1] https://www.forbes.com/sites/elenabotella/2020/02/10/what-seniors-need-to-know-about-trumps-2021-federal-budget/

Top Domains
Top Domains in Tweet in Entire Graph:
[571] twitter.com
[426] cnbc.com
[395] trib.al
[338] thehill.com
[255] spotify.com
[242] theguardian.com
[227] rollingstone.com
[186] youtube.com
[168] house.gov
[89] washingtonpost.com

Top Domains in Tweet in G1:
[7] twitter.com
[2] spotify.com
[2] wordpress.com
[1] breitbart.com
[1] cnbc.com

Top Domains in Tweet in G2:
[16] giantfreakinrobot.com
[6] nationalpost.com
[4] rt.com
[1] msn.com
[1] cnbc.com
[1] spotify.com
[1] thehill.com
[1] mixmag.asia
[1] thepostmillennial.com
[1] wordpress.com

Top Domains in Tweet in G3:
[336] twitter.com
[330] thehill.com
[173] youtube.com
[171] spotify.com
[167] house.gov
[32] washingtonpost.com
[22] theguardian.com
[22] rollingstone.com
[19] com.au
[11] variety.com

Top Domains in Tweet in G4:
[352] trib.al
[334] cnbc.com
[132] theguardian.com
[16] rollingstone.com
[14] twitter.com
[11] kxan.com
[9] washingtonpost.com
[1] wordpress.com
[1] variety.com
[1] archive.org

Top Domains in Tweet in G5:
[33] twitter.com
[10] theguardian.com
[7] rollingstone.com
[5] cnbc.com
[5] trib.al
[3] fox10phoenix.com
[2] washingtonpost.com
[1] digitalmusicnews.com
[1] wordpress.com
[1] deadline.com

Top Domains in Tweet in G6:
[47] twitter.com
[26] theguardian.com
[15] com.au
[14] washingtonpost.com
[12] rollingstone.com
[12] cnbc.com
[8] gizmodo.com
[7] spotify.com
[7] forbes.com
[7] ycombinator.com

Top Domains in Tweet in G7:
[37] spotify.com
[2] youtube.com
[2] theguardian.com
[1] house.gov
[1] twitter.com

Top Domains in Tweet in G8:
[143] rollingstone.com
[5] twitter.com
[4] mediaite.com
[3] wordpress.com
[1] youtube.com
[1] vulture.com
[1] theguardian.com

Top Domains in Tweet in G9:
[6] theguardian.com
[2] wordpress.com
[2] cnbc.com

Top Domains in Tweet in G10:
[56] forbes.com
[2] rollingstone.com
[1] trib.al
[1] wordpress.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[11290] thanksjoerogan
[11264] thankyouspotify
[175] thanksspotify
[34] spotify
[33] covid19
[25] joerogan
[20] longcovid
[13] misinformation
[10] boycottspotify
[9] podcast



Top Hashtags in Tweet in G1:
[10456] thanksjoerogan
[10453] thankyouspotify
[2] thanksspotify
[1] spotify
[1] supportjoerogan
[1] rogan

Top Hashtags in Tweet in G2:
[407] thankyouspotify
[406] thanksjoerogan
[4] joerogan
[1] thanksspotify

Top Hashtags in Tweet in G3:
[156] thankyouspotify
[153] thanksjoerogan
[27] thanksspotify
[20] longcovid
[20] covid19
[12] spotify
[10] boycottspotify
[8] misinformation
[7] joerogan
[5] parody

Top Hashtags in Tweet in G4:
[3] thanksjoerogan
[3] thankyouspotify
[3] covid19
[1] vaccinessavelives

Top Hashtags in Tweet in G5:
[1] cancelspotify

Top Hashtags in Tweet in G6:
[52] thanksjoerogan
[45] thankyouspotify
[7] joerogan
[7] spotify
[7] thanksspotify
[6] covid19
[2] thankyoujoerogan
[2] covid
[2] covidiots
[2] misinformation

Top Hashtags in Tweet in G7:
[130] thanksspotify
[67] thanksjoerogan
[67] thankyouspotify

Top Hashtags in Tweet in G8:
[18] thanksjoerogan
[18] thankyouspotify
[1] jre

Top Hashtags in Tweet in G9:
[1] thanksjoerogan
[1] thankyouspotify

Top Hashtags in Tweet in G10:
[2] canceljoerogan
[2] trumpgop
[1] thanksjoerogan
[1] thankyouspotify
[1] covid19
[1] coronavirus
[1] cancelspotify
[1] makeittrend
[1] trending
[1] firejoe

Top Words
Top Words in Tweet in Entire Graph:
[21858] rogan
[19517] joe
[17640] spotify
[11290] #thanksjoerogan
[11264] #thankyouspotify
[11229] right
[11206] courage
[11177] trouble
[11158] trend
[11139] appreciate

Top Words in Tweet in G1:
[10486] rogan
[10480] joe
[10480] spotify
[10456] #thanksjoerogan
[10453] #thankyouspotify
[10451] trouble
[10450] courage
[10447] right
[10446] trend
[10442] appreciate

Top Words in Tweet in G2:
[7036] rogan
[4828] joe
[4412] menace
[4412] public
[4412] health
[2624] spotify
[2214] doctors
[2211] podcast
[2209] censored
[2209] fauci

Top Words in Tweet in G3:
[1176] rogan
[1168] spotify
[846] joe
[754] podcast
[672] joerogan
[511] dr
[497] mind
[456] experts
[450] being
[430] censor

Top Words in Tweet in G4:
[901] spotify
[890] joe
[728] covid
[575] rogan
[506] doctors
[504] health
[492] 270
[444] call
[423] misinformation
[362] 19

Top Words in Tweet in G5:
[609] spotify
[602] joe
[389] rogan
[351] drop
[337] covid
[318] lies
[231] 270
[224] health
[217] experts
[215] breaking

Top Words in Tweet in G6:
[303] spotify
[293] rogan
[273] joe
[83] doctors
[71] covid
[71] misinformation
[64] podcast
[63] 270
[52] #thanksjoerogan
[49] health

Top Words in Tweet in G7:
[293] rogan
[236] joe
[220] spotify
[187] podcast
[131] service
[130] #thanksspotify
[130] subscription
[130] worth
[130] penny
[75] malone

Top Words in Tweet in G8:
[134] employers
[134] rock
[134] magazine
[134] shifting
[134] tipper
[134] gore
[134] role
[45] rogan
[34] joe
[29] spotify

Top Words in Tweet in G9:
[257] rogan
[178] joe
[162] show
[162] like
[95] spotify
[89] covid
[89] misinformation
[88] 270
[85] experts
[82] platform

Top Words in Tweet in G10:
[59] spotify
[56] doctors
[55] scientists
[55] petition
[52] health
[52] professionals
[51] 270
[51] false
[51] claims
[50] nurses

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[18816] joe,rogan
[11314] rogan,spotify
[11214] #thanksjoerogan,#thankyouspotify
[11162] spotify,courage
[11160] trouble,right
[11159] right,joe
[11153] courage,#thanksjoerogan
[11152] #thankyouspotify,trend
[11131] separate,tweets
[11131] tweets,em

Top Word Pairs in Tweet in G1:
[10478] joe,rogan
[10463] rogan,spotify
[10447] #thanksjoerogan,#thankyouspotify
[10446] trouble,right
[10446] #thankyouspotify,trend
[10445] right,joe
[10445] spotify,courage
[10441] courage,#thanksjoerogan
[10438] separate,tweets
[10438] tweets,em

Top Word Pairs in Tweet in G2:
[4828] joe,rogan
[4412] menace,public
[4412] public,health
[2208] rogan,podcast
[2207] spotify,rogan
[2206] 270,doctors
[2206] doctors,called
[2206] called,joe
[2206] podcast,censored
[2206] censored,spotify

Top Word Pairs in Tweet in G3:
[804] joe,rogan
[422] censor,joerogan
[329] mind,being
[329] trying,censor
[328] joerogan,called
[328] called,experts
[328] experts,including
[328] including,dr
[328] dr,fauci
[328] fauci,podcast

Top Word Pairs in Tweet in G4:
[777] spotify,joe
[550] joe,rogan
[442] call,spotify
[435] doctors,call
[362] covid,19
[349] health,experts
[343] 270,health
[341] covid,misinformation
[340] joe,rogan's
[339] rogan's,covid

Top Word Pairs in Tweet in G5:
[387] joe,rogan
[351] drop,joe
[350] spotify,drop
[316] covid,lies
[215] breaking,270
[215] demand,spotify
[214] 270,health
[214] health,experts
[214] joe,rogan's
[209] experts,demand

Top Word Pairs in Tweet in G6:
[247] joe,rogan
[53] spotify,joe
[45] rogan,spotify
[42] call,spotify
[35] rogan,podcast
[33] covid,19
[31] public,health
[29] #thanksjoerogan,#thankyouspotify
[27] 19,misinformation
[25] 270,doctors

Top Word Pairs in Tweet in G7:
[236] joe,rogan
[149] rogan,podcast
[130] #thanksspotify,joe
[130] podcast,spotify
[130] spotify,subscription
[130] subscription,service
[130] service,worth
[130] worth,penny
[67] trouble,right
[67] right,joe

Top Word Pairs in Tweet in G8:
[134] employers,rock
[134] rock,magazine
[134] magazine,shifting
[134] shifting,tipper
[134] tipper,gore
[134] gore,role
[32] joe,rogan
[18] trouble,right
[18] right,joe
[18] rogan,spotify

Top Word Pairs in Tweet in G9:
[175] joe,rogan
[162] rogan,show
[85] covid,misinformation
[81] 270,medical
[81] medical,experts
[81] experts,called
[81] called,spotify
[81] spotify,action
[81] action,joe
[81] show,covid

Top Word Pairs in Tweet in G10:
[55] petition,spotify
[51] 270,scientists
[51] scientists,doctors
[51] health,professionals
[50] doctors,nurses
[50] nurses,health
[50] professionals,signed
[50] signed,petition
[50] spotify,stating
[50] stating,podcast

Top Replied-To
Top Replied-To in Entire Graph:
@spotify
@bretweinstein
@theneedledrop
@deanjohn92
@jackpholst
@n_thomas92680
@cdman5000
@sleepydoc72
@joerogan
@drericding

Top Replied-To in G1:
@bretweinstein

Top Replied-To in G2:
@jennybethm
@texassalty

Top Replied-To in G3:
@spotify
@bretweinstein
@joerogan
@drericding
@obviously_obliv
@kyle_the_pilot
@cheese12987
@litthom
@thelaurenchen
@adthomz

Top Replied-To in G4:
@mmpadellan
@washingtonpost
@drkatepi
@cnbci
@dougjballoon
@jeffvinci3
@tunit20
@darkentree
@cowboyincognito
@twittermoments

Top Replied-To in G5:
@georgehahn
@eviemaree777
@joncoopertweets
@cryptorodd
@suziebrn13
@profchaosusa
@letsgohawksgpg
@spotify
@mayor_kingstown
@chipfranklin

Top Replied-To in G7:
@davidtrueman
@j4shah
@spotify
@comradevero

Top Replied-To in G8:
@5nouseforaname
@bart_e_anderson
@claytonsmithy
@youaretheahole1
@ggreenwald
@mtaibbi
@ilovecucks2
@that_craig_kidd
@rsheftall
@budcollinstrio

Top Replied-To in G9:
@uncvrngthetruth

Top Replied-To in G10:
@marshablackburn
@spotify
@padraig_e

Top Mentioned
Top Mentioned in Entire Graph:
@joerogan
@spotify
@brikeilarcnn
@thehill
@joshzepps
@thelaurenchen
@govricketts
@cbsnews
@politicsmichael
@nickgillespie

Top Mentioned in G1:
@bretweinstein
@spotify
@eschmidt9

Top Mentioned in G2:
@spotify
@jennybethm
@joerogan
@nationalpost
@mixmag

Top Mentioned in G3:
@joerogan
@spotify
@brikeilarcnn
@joshzepps
@thelaurenchen
@politicsmichael
@nickgillespie
@mulligandenier
@nicksperez1
@ograngerman

Top Mentioned in G4:
@washingtonpost
@rollingstone
@spotify
@guardian
@peterhotez
@drkatepi
@ejdickson
@tyler21012
@twittersupport
@abbieasr

Top Mentioned in G5:
@joncoopertweets
@kellda
@spotify
@letsgohawksgpg
@scotusbios
@georgehahn
@profchaosusa

Top Mentioned in G7:
@joerogan
@j4shah
@gpoddernet

Top Mentioned in G8:
@ggreenwald
@mtaibbi
@rsheftall
@youaretheahole1
@joerogan
@bitbitkeykey
@joeroganhq
@randpaul
@ryangrim
@rollingstone

Top Mentioned in G9:
@spotify

Top Mentioned in G10:
@forbes
@rollingstone
@marshablackburn
@congressethics
@publichealth
@amermedicalassn
@ameracadpeds
@tndeptofhealth
@nashvillehealth
@shelbytnhealth

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@odio_nao
@souljahsingh
@tradermarcocost
@spotifycares
@recitesocial
@andyvermaut
@lt38
@independent
@_redfrog

Top Tweeters in G1:
@magicdmw
@karlacamilalove
@oldsalz
@putzie63
@frattigiovanni
@marionste
@lauschjack
@beanfrompa
@purrpatrol
@cnovelo66

Top Tweeters in G2:
@lyndae222
@princessbibirf_
@heidiec5
@starrick1
@teppdude
@plivestrong
@amyharlib
@rogersurfacings
@omnipangolin
@jazzymsc

Top Tweeters in G3:
@souljahsingh
@spotifycares
@recitesocial
@_redfrog
@jjauthor
@viralvideovlogs
@madanabhat
@drdaveanddee
@katcapps
@morgfair

Top Tweeters in G4:
@tradermarcocost
@lt38
@saragomezaranci
@headcace1906
@hijcp
@guardian
@ken_crichlow
@prime_bee
@hoeitsrocuervo
@kimpy123

Top Tweeters in G5:
@oldlady12345
@stockguy61
@gwydion620
@jcmarbury
@deesbarbara
@elkehollings
@aquarius1049
@drpatfarrell
@beverlyfolkers
@mary_swilling

Top Tweeters in G6:
@andyvermaut
@drocktrot
@ginalawriw
@dataaugmented
@iheartnoise
@hntweets
@shehzadyounis
@fox29philly
@geoffypjohnston
@aubreylannister

Top Tweeters in G7:
@billm9
@alexblx
@loovee3333
@speakeasyjames
@steveg06322664
@6thsensemoment
@davidandhettie
@steevesralph
@rosierebekaha
@rightfluidnow

Top Tweeters in G8:
@justiceoutcry
@biasedgirl
@georgeeliseo
@sarcasticcupcak
@mishymoddle
@castoropollux2
@nathannadeson
@knkstumpy
@lawrenc9625674
@francisjeffrey7

Top Tweeters in G9:
@mikereesem
@fireworkbonnie
@heymo517
@lise_latulippe
@freddyatton
@spydoggie
@sofyblu2
@myp_chicago
@laiyouing1
@weentered

Top Tweeters in G10:
@skyebright8
@forbes
@fightfakenews4
@debeatsarena
@sight_place
@calzole
@beccaray91
@wisdom_98
@sjb6162
@rick_huggins10


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