soda tax, Twitter, 3/13/2023 1:55:39 AM, 291040


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soda tax_2023-03-12_18-45-00.xlsx
soda tax_2023-03-12_18-45-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 13, 2023
Short Description:
soda tax via NodeXL https://bit.ly/3Feb1bh
@calleymeans
@phillymayor
@tonybrunoshow
@healthyfa
@philadelphiagov
@nextcityorg
@potus
@rncresearch
@marionnestle
@philly6817

Top hashtags:
#soda
#sodatax
#tax
#residentevil
#ふるさと納税
#pasen
#costco
#obesity
#sugartax

Description:
Description
The graph represents a network of 6,547 Twitter users whose recent tweets contained "soda tax", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 01:49 UTC.

The tweets in the network were tweeted over the 2412-day, 4-hour, 27-minute period from Wednesday, 03 August 2016 at 18:23 UTC to Sunday, 12 March 2023 at 22:50 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 : 6547
Unique Edges : 3564
Edges With Duplicates : 10651
Total Edges : 14215
Number of Edge Types : 9
Replies to : 2352
MentionsInReplyTo : 4877
Retweet : 2294
MentionsInRetweet : 2717
Tweet : 1319
Mentions : 421
Quote : 170
MentionsInQuoteReply : 15
MentionsInQuote : 50
Self-Loops : 1734
Reciprocated Vertex Pair Ratio : 0.0504032258064516
Reciprocated Edge Ratio : 0.0959692898272553
Connected Components : 1312
Single-Vertex Connected Components : 432
Maximum Vertices in a Connected Component : 2746
Maximum Edges in a Connected Component : 6604
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.27274
Graph Density : 0.000170195242923959
Modularity : 0.512717
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 6,547 Twitter users whose recent tweets contained "soda tax", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 01:49 UTC.

The tweets in the network were tweeted over the 2412-day, 4-hour, 27-minute period from Wednesday, 03 August 2016 at 18:23 UTC to Sunday, 12 March 2023 at 22:50 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 : TwitterSearch2
Graph Term : soda tax
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[74] https://www.zerohedge.com/political/philadelphia-soda-tax-completely-backfired-study
[46] https://www.who.int/news/item/13-12-2022-who-calls-on-countries-to-tax-sugar-sweetened-beverages-to-save-lives
[31] https://www.atr.org/fetterman-soda-tax-is-brilliant/
[30] https://www.theblaze.com/news/uga-study-philly-soda-tax
[28] https://www.dailywire.com/news/philadelphias-soda-tax-has-been-a-total-disaster-according-to-study
[25] https://humanevents.com/2023/01/03/coca-cola-accused-of-paying-naacp-to-paint-soda-tax-advocates-as-racist
[22] https://www.rebelnews.com/labrador_and_newfoundland_institute_canada_s_first_soda_tax
[19] https://www.forbes.com/sites/patrickgleason/2022/05/31/john-fetterman-supports-soda-taxes--claims-they-arent-regressive-but-bernie-sanders-begs-to-differ/
[18] https://twitter.com/calleymeans/status/1609929026889711617
[13] https://thenationaldesk.com/news/americas-news-now/soda-tax-prevented-childhood-obesity-researchers-health-parents-parenting-diet-sugary-drinks-children-healthy-kids-pop-juice-drinks

Top URLs in Tweet in G1:
[12] https://twitter.com/calleymeans/status/1609929026889711617
[4] https://twitter.com/calleymeans/status/1608618928561074177
[2] https://twitter.com/ZubyMusic/status/1600532877636210689/photo/1
[2] https://twitter.com/calleymeans/status/1609929040005304320
[2] https://twitter.com/calleymeans/status/1608618934449868800
[1] https://www.ers.usda.gov/data-products/chart-gallery/gallery/chart-detail/?chartId=104330#:~:text=Spending%20on%20SNAP%20in%20FY,FY%202013%2C%20adjusting%20for%20inflation
[1] https://twitter.com/calleymeans/status/1608618930075217922/photo/1
[1] https://www.nytimes.com/2013/03/13/nyregion/behind-soda-industrys-win-a-phalanx-of-sponsored-minority-groups.html
[1] https://www.npr.org/sections/thesalt/2018/10/29/659634119/food-stamps-for-soda-time-to-end-billion-dollar-subsidy-for-sugary-drinks#:~:text=SNAP%20households%20spend%20about%2010,amount%20they%20spend%20on%20milk
[1] https://twitter.com/calleymeans/status/1608618934449868800/photo/1

Top URLs in Tweet in G2:
[24] https://www.theblaze.com/news/uga-study-philly-soda-tax
[15] https://www.zerohedge.com/political/philadelphia-soda-tax-completely-backfired-study
[4] https://www.dailywire.com/news/philadelphias-soda-tax-has-been-a-total-disaster-according-to-study
[4] https://crosscut.com/equity/2022/08/study-finds-seattles-controversial-soda-tax-can-improve-equity?utm_medium=social&utm_source=twitter-web-button
[4] https://rumble.com/v2as8tm-the-philly-soda-tax-scam.html
[4] https://crosscut.com/equity/2022/08/study-finds-seattles-controversial-soda-tax-can-improve-equity
[4] https://twitter.com/Gaogaoshoppu/status/1596419914666950656/photo/1
[4] https://twitter.com/Gaogaoshoppu/status/1604928447230332928/photo/1
[4] https://twitter.com/Gaogaoshoppu/status/1596419897881350145/photo/1
[4] https://twitter.com/Gaogaoshoppu/status/1604928453559492609/photo/1

Top URLs in Tweet in G3:
[4] https://twitter.com/KeeleyFox29/status/1613211494795317249/photo/1
[3] https://twitter.com/HelenGymPHL/status/1633612024902037504/photo/1
[3] https://actionnetwork.org/forms/come-out-to-support-the-philly-wealth-tax-hearing
[3] https://billypenn.com/2022/11/15/philadelphia-mayor-jeff-brown-shoprite-soda-tax/?utm_source=dlvr.it&utm_medium=twitter
[2] https://twitter.com/Kids1stECE/status/1594716888264998912/photo/1
[2] https://twitter.com/KendraPHL/status/1564385731874881537
[2] https://www.inquirer.com/news/philadelphia-schools-closing-early-heat-list-20220829.html
[2] https://twitter.com/newskag/status/1564368526806319108
[2] https://www.inquirer.com/news/philadelphia-school-district-early-dismissal-air-conditioning-20220831.html
[2] https://twitter.com/DPearsonPHL/status/1615907518420602883/photo/1

Top URLs in Tweet in G4:
[20] https://www.rebelnews.com/labrador_and_newfoundland_institute_canada_s_first_soda_tax
[1] https://twitter.com/calleymeans/status/1609929026889711617
[1] https://twitter.com/stillgray/status/1614661133096439808/photo/1
[1] https://twitter.com/CatchUpNetwork/status/1629537449839046656/video/1
[1] https://twitter.com/RebelNewsOnline/status/1565656290722025473/photo/1
[1] https://twitter.com/RebelNews_CA/status/1565656290843566081/photo/1
[1] https://twitter.com/forevaeva79/status/1565798619206148101/photo/1
[1] https://twitter.com/RebelNewsOnline/status/1565656290722025473

Top URLs in Tweet in G5:
[30] https://www.atr.org/fetterman-soda-tax-is-brilliant/
[19] https://www.forbes.com/sites/patrickgleason/2022/05/31/john-fetterman-supports-soda-taxes--claims-they-arent-regressive-but-bernie-sanders-begs-to-differ/
[5] https://twitter.com/MarciaBrady51/status/1567509907812777986/photo/1
[4] https://twitter.com/MarciaBrady51/status/1567564785440415744/photo/1
[3] https://www.youtube.com/watch?v=uX5HuIzibjY

[2] https://www.youtube.com/watch?v=qZ6eD2u2HlE

[2] https://www.reuters.com/article/us-usa-drinks-tax/soda-tax-war-taking-shape-in-two-california-cities-idUSBRE88507M20120906
[1] https://twitter.com/taxreformer/status/1575572628978294784/photo/1
[1] https://twitter.com/taxreformer/status/1576261416537018369/photo/1
[1] https://twitter.com/taxreformer/status/1575899030512717831/photo/1

Top URLs in Tweet in G6:
[1] https://twitter.com/POTUS/status/1572321149190606856
[1] https://twitter.com/POTUS/status/1569493839466864641/photo/1
[1] https://nypost.com/2022/09/23/americans-have-lost-4-2k-in-income-under-biden-report/
[1] https://twitter.com/MurrayCampaign/status/1573138878441164800/video/1
[1] https://twitter.com/Laurathecellist/status/1561145205138411520/photo/1
[1] https://twitter.com/The_Last_Age/status/1579637564562374656/photo/1
[1] https://twitter.com/PattyMurray/status/1633943994798358533/video/1
[1] https://www.nytimes.com/2023/01/12/climate/exxon-mobil-global-warming-climate-change.html
[1] https://medium.com/wagovernor/what-goes-around-comes-around-when-it-comes-to-industrial-waste-e73a515a391a
[1] https://twitter.com/EdwardGeretyIII/status/1613252411174297614/photo/1

Top URLs in Tweet in G7:
[2] https://twitter.com/RNCResearch/status/1560646299581652992
[1] https://twitter.com/RNCResearch/status/1520593566770290689/video/1
[1] https://twitter.com/RNCResearch/status/1560646299581652992/video/1
[1] https://twitter.com/RNCResearch/status/1581647515748864005/video/1
[1] https://twitter.com/RNCResearch/status/1581651421727948801/video/1
[1] https://www.phillymag.com/citified/2016/06/08/john-fetterman-soda-tax-op-ed/
[1] https://twitter.com/badboychronic/status/1561107299539845122/photo/1
[1] https://twitter.com/badboychronic/status/1561195329327874048/video/1
[1] https://www.theblaze.com/news/uga-study-philly-soda-tax

Top URLs in Tweet in G8:
[7] https://nypost.com/2023/01/26/soda-tax-slashes-obesity-rates-in-young-girls-uk-study/?utm_campaign=SocialFlow&utm_medium=SocialFlow&utm_source=NYPTwitter
[7] https://twitter.com/nypost/status/1618778543764160514/photo/1
[4] https://twitter.com/ReginaKeith1/status/1595389540642230274/photo/1
[1] https://twitter.com/_hannah_forde/status/1623314479692890117
[1] https://nypost.com/2023/01/26/soda-tax-slashes-obesity-rates-in-young-girls-uk-study/
[1] https://www.mrc-epid.cam.ac.uk/blog/2023/01/26/soda-tax-may-have-prevented-over-5000-cases-of-obesity-a-year-in-year-six-girls-alone/
[1] https://twitter.com/MRC_Epid/status/1618890226344284162/photo/1
[1] https://www.spiegel.de/gesundheit/ernaehrung/uebergewicht-bei-kindern-in-grossbritannien-wir-haben-es-mit-einer-echten-gesundheitskrise-zu-tun-a-aedb7aeb-fd6d-414f-b789-b1a1a4bce8ed
[1] https://nypost.com/2023/02/09/florida-house-passes-ron-desantis-backed-bill-to-nix-disney-tax-district-reign/?utm_source=NYPTwitter&utm_medium=SocialFlow&utm_campaign=SocialFlow
[1] https://twitter.com/nypost/status/1623830433115906050/photo/1

Top URLs in Tweet in G9:
[51] https://www.zerohedge.com/political/philadelphia-soda-tax-completely-backfired-study
[2] https://news3lv.com/news/nation-world/soda-tax-prevented-childhood-obesity-researchers-health-parents-parenting-diet-sugary-drinks-children-healthy-kids-pop-juice-drinks#
[1] https://www.zerohedge.com/political/philadelphia-soda-tax-completely-backfired-study?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/perfildehugo/status/1570550951089688576/photo/1
[1] https://www.zerohedge.com/political/millions-see-food-stamp-payment-decrease-after-february-federal-agency-says
[1] https://www.zerohedge.com/political/german-green-party-minister-calls-tax-meat
[1] https://www.illinoispolicy.org/preckwinkle-admits-soda-tax-was-first-and-foremost-about-revenue/
[1] https://marypatcampbell.substack.com/p/taxing-thursday-a-retrospective-of
[1] https://www.theblaze.com/news/uga-study-philly-soda-tax?xrs=RebelMouse_fb
[1] https://twitter.com/zerohedge/status/1619810145235517441

Top Domains
Top Domains in Tweet in Entire Graph:
[937] twitter.com
[81] zerohedge.com
[48] who.int
[38] theblaze.com
[32] atr.org
[31] dailywire.com
[25] humanevents.com
[23] forbes.com
[23] inquirer.com
[22] rebelnews.com

Top Domains in Tweet in G1:
[35] twitter.com
[1] usda.gov
[1] nytimes.com
[1] npr.org
[1] cnn.com
[1] reuters.com
[1] dhrupurohit.com
[1] foodpolitics.com
[1] berkeley.edu
[1] inquirer.com

Top Domains in Tweet in G2:
[168] twitter.com
[29] theblaze.com
[18] zerohedge.com
[9] crosscut.com
[5] google.com
[5] sokodirectory.com
[4] dailywire.com
[4] jpost.com
[4] rumble.com
[4] israelnationalnews.com

Top Domains in Tweet in G3:
[110] twitter.com
[18] inquirer.com
[6] billypenn.com
[5] phila.gov
[3] actionnetwork.org
[3] 6abc.com
[3] rebeccaforphiladelphia.com
[3] audacy.com
[2] thephiladelphiacitizen.org
[1] peacedayphilly.org

Top Domains in Tweet in G4:
[20] rebelnews.com
[7] twitter.com

Top Domains in Tweet in G5:
[30] atr.org
[26] twitter.com
[20] forbes.com
[5] youtube.com
[3] reuters.com
[1] whyy.org
[1] scientificamerican.com
[1] inquirer.com
[1] outkick.com
[1] dailywire.com

Top Domains in Tweet in G6:
[8] twitter.com
[1] nypost.com
[1] nytimes.com
[1] medium.com
[1] based-politics.com

Top Domains in Tweet in G7:
[8] twitter.com
[1] phillymag.com
[1] theblaze.com

Top Domains in Tweet in G8:
[17] twitter.com
[9] nypost.com
[2] biomedcentral.com
[2] theguardian.com
[1] ac.uk
[1] spiegel.de
[1] nih.gov
[1] usnews.com
[1] sciencedirect.com
[1] aerzteblatt.de

Top Domains in Tweet in G9:
[54] zerohedge.com
[2] twitter.com
[2] news3lv.com
[1] illinoispolicy.org
[1] substack.com
[1] theblaze.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[44] soda
[37] sodatax
[37] tax
[18] residentevil
[13] ふるさと納税
[11] pasen
[10] costco
[10] obesity
[9] sugartax
[8] philadelphia



Top Hashtags in Tweet in G2:
[5] soda
[4] padp4200
[3] carbontax
[3] sodatax
[2] england
[2] seattle
[2] brandonjohnson
[2] illinois
[2] cookcounty
[1] breaking

Top Hashtags in Tweet in G3:
[5] phled
[3] phlprek
[2] internationalwomensday
[2] wealthtaxphl
[2] philly
[2] philadelphia
[1] peaceday
[1] faithphl
[1] 10kphilly
[1] npm2023

Top Hashtags in Tweet in G5:
[12] sodatax
[10] pasen
[2] obesity

Top Hashtags in Tweet in G7:
[1] gop
[1] gopliars
[1] 𝗳𝗿𝗶𝗱𝗮𝘆𝗺𝗼𝗿𝗻𝗶𝗻𝗴
[1] 𝘂𝗸𝗿𝗮𝗶𝗻𝗲
[1] 𝘁𝗮𝗶𝘄𝗮𝗻
[1] 𝘂𝘀𝗮
[1] 𝗻𝗲𝘄𝘀
[1] 𝗺𝗼𝗻𝗲𝘆

Top Hashtags in Tweet in G8:
[1] gavinnewsom

Top Hashtags in Tweet in G9:
[1] sparebyprinceharry

Top Words
Top Words in Tweet in Entire Graph:
[4490] tax
[3479] soda
[1312] money
[1149] think
[1073] well
[1070] right
[1047] calleymeans
[1008] left
[991] leading
[990] fda

Top Words in Tweet in G1:
[1016] calleymeans
[973] money
[970] think
[969] right
[964] leading
[963] professors
[963] tanks
[963] funneled
[963] watched
[963] well

Top Words in Tweet in G2:
[704] tax
[639] soda
[238] special
[236] lunch
[116] 3pm
[116] 11am
[104] 99
[89] 29
[82] sugar
[67] more

Top Words in Tweet in G3:
[330] tax
[265] soda
[121] money
[120] city
[96] philadelphia
[94] mayor
[69] more
[68] philly
[62] million
[54] schools

Top Words in Tweet in G4:
[127] tax
[124] soda
[109] labrador
[109] newfoundland
[109] first
[97] drinks
[95] 20
[95] province
[94] imposing
[94] becoming

Top Words in Tweet in G5:
[130] tax
[91] soda
[58] fetterman
[41] regressive
[37] poor
[30] johnfetterman
[23] people
[22] taxes
[20] brilliant
[19] afford

Top Words in Tweet in G6:
[145] tax
[55] soda
[44] potus
[21] taxes
[21] pay
[19] food
[17] sales
[15] more
[15] people
[15] income

Top Words in Tweet in G7:
[157] tax
[86] soda
[77] rncresearch
[69] poor
[69] democrat
[68] senate
[68] pennsylvania
[67] candidate
[67] class
[67] fetterman

Top Words in Tweet in G8:
[56] industry
[53] tax
[48] soda
[46] drinks
[46] soft
[40] uk
[40] levy
[27] time
[26] ve
[25] prevent

Top Words in Tweet in G9:
[50] zerohedge
[48] 'soda
[48] completely
[48] tax'
[48] study
[48] backfired
[48] philadelphia
[17] tax
[14] soda
[8] people

Top Words in Tweet in G10:
[72] tax
[72] pay
[72] kenyans
[71] milk
[71] someone
[71] told
[71] bks
[71] bread
[71] sch
[71] 8m

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1573] soda,tax
[985] left,right
[984] fda,funneled
[984] leading,universities
[984] think,tanks
[984] universities,well
[984] money,professors
[984] well,think
[984] funneled,money
[984] tanks,left

Top Word Pairs in Tweet in G1:
[963] watched,fda
[963] well,think
[963] money,professors
[963] professors,leading
[963] tanks,left
[963] leading,universities
[963] fda,funneled
[963] left,right
[963] think,tanks
[963] funneled,money

Top Word Pairs in Tweet in G2:
[232] lunch,special
[207] soda,tax
[116] 11am,3pm
[116] special,lunch
[116] special,11am
[93] 99,tax
[87] soda,29
[87] 29,tax
[58] pizzas,toppings
[58] 2l,soda

Top Word Pairs in Tweet in G3:
[249] soda,tax
[49] tax,money
[31] jeff,brown
[26] million,dollars
[20] 300,million
[19] city,council
[16] philadelphia,city
[13] next,mayor
[13] good,done
[12] bill,160682

Top Word Pairs in Tweet in G4:
[115] soda,tax
[108] newfoundland,labrador
[94] drinks,becoming
[94] imposing,20
[94] first,province
[94] 20,soda
[94] province,impose
[94] tax,soft
[94] soft,drinks
[94] labrador,imposing

Top Word Pairs in Tweet in G5:
[63] soda,tax
[16] tax,brilliant
[15] problem,imposing
[15] tax,soda
[15] fetterman,endorsed
[15] endorsed,soda
[14] bernie,sanders
[13] regressive,increasing
[12] governing,problem
[12] approach,governing

Top Word Pairs in Tweet in G6:
[19] soda,tax
[15] sales,tax
[12] income,tax
[9] gas,tax
[8] highest,gas
[8] term,care
[8] long,term
[7] property,tax
[7] tax,soda
[7] illegal,income

Top Word Pairs in Tweet in G7:
[70] soda,tax
[69] tax,tax
[67] democrat,senate
[67] poor,middle
[67] tax,poor
[67] fetterman,soda
[67] middle,class
[67] senate,candidate
[67] candidate,john
[67] pennsylvania,democrat

Top Word Pairs in Tweet in G8:
[46] soft,drinks
[42] soda,tax
[40] drinks,industry
[40] industry,levy
[26] uk,soft
[26] time,uk
[25] shown,first
[25] helped,prevent
[25] prevent,thousands
[25] levy,helped

Top Word Pairs in Tweet in G9:
[48] completely,backfired
[48] backfired,study
[48] 'soda,tax'
[48] tax',completely
[48] philadelphia,'soda
[46] zerohedge,philadelphia
[8] soda,tax
[4] nycexpatmom,whenever
[4] mention,soda
[4] chicagoland,hear

Top Word Pairs in Tweet in G10:
[72] kenyans,pay
[72] pay,tax
[71] tax,electricity
[71] someone,told
[71] unga,rice
[71] electricity,fuel
[71] told,8m
[71] sch,uniform
[71] uniform,bks
[71] fuel,bread

Top Replied-To
Top Replied-To in Entire Graph:
@calleymeans
@qwerty_soda
@nextphlmayor
@phillymayor
@scott_wiener
@potus
@tab_soda_mph
@johnfetterman
@soda_imp
@votedomb

Top Replied-To in G1:
@calleymeans
@zubymusic
@takeweightoffmd
@neelytamminga
@menlobear
@lastpositivist
@inezrussell
@josephpolitano
@pitdesi
@thewaynorth

Top Replied-To in G2:
@freedomrockrad1

Top Replied-To in G3:
@nextphlmayor
@phillymayor
@votedomb
@kendraphl
@jeffbrowngrocer
@phillycrimeupd
@keeleyfox29
@phillyinquirer
@6abc
@rebeccarhynhart

Top Replied-To in G4:
@stillgray
@rebelnewsonline
@sheilagunnreid
@drmikehart

Top Replied-To in G5:
@johnfetterman
@hodgetwins
@droz
@rncresearch
@elonmusk
@phillydailynews
@outkick
@tedcruz
@giselefetterman
@1760longshot

Top Replied-To in G6:
@potus
@collinrugg
@govinslee
@kodkod87
@the_last_age
@murraycampaign
@repjayapal
@rsthomas42
@davidcoachella
@gwydion_wolf

Top Replied-To in G7:
@not2early
@rncresearch
@michael67489519
@kerpen
@flowmalicious
@markjtompkins
@pepesgrandma

Top Replied-To in G8:
@clownworld_
@nypost
@derspiegel
@tomayates
@sebmarketbk
@tomwgiles1
@stephenorahilly
@katherineschlag
@martinruecker
@guardian

Top Replied-To in G9:
@nycexpatmom
@zerohedge
@meepbobeep

Top Mentioned
Top Mentioned in Entire Graph:
@calleymeans
@rncresearch
@tonymurega
@socdoneleft
@saragonzalestx
@rebelnewsonline
@zerohedge
@who
@mike_palicz
@kulikovuniatf

Top Mentioned in G1:
@calleymeans
@zubymusic
@gavintachibana
@maddow
@patio11
@alexmeshkin
@borealisthis
@brittniisright
@roxdtvc
@tuckercarlson

Top Mentioned in G2:
@rjang0
@miguelf09443843
@taxtmi
@guhlo
@originator39
@conservativecch
@ramsincanon

Top Mentioned in G3:
@phillymayor
@nextphlmayor
@fox29philly
@phlcouncil
@jeffbrowngrocer
@phlschools
@phillycrimeupd
@phillypolice
@helengymatlarge
@kendraphl

Top Mentioned in G4:
@rebelnewsonline
@rebelnews_ca
@stillgray
@rebelnews_usa
@drmikehart
@calleymeans
@forevaeva79
@sheilagunnreid
@skree2009
@theblaze

Top Mentioned in G5:
@johnfetterman
@taxreformer
@johnkartch
@elonmusk
@marciabrady51
@grovernorquist
@hodgetwins
@tomilahren
@marymlink
@mtaibbi

Top Mentioned in G6:
@potus
@gop
@collinrugg
@murraycampaign
@txquack
@corbinsabol
@robertnorcal
@issar20
@pattymurray
@conservneighbor

Top Mentioned in G7:
@rncresearch
@not2early
@joekent16jan19
@mgpforcongress
@pcedwards
@rebelnews_ca
@larryoconnor
@calleymeans

Top Mentioned in G8:
@mrc_epid
@catrin_p_jones
@tarrapenney
@jeanmadams
@nypost
@policyrelevant
@lucydadayan
@usnews
@nina_tr_rogers
@reginakeith1

Top Mentioned in G9:
@zerohedge
@nycexpatmom
@pekalalaw
@meepbobeep
@news3lv
@zerohedgejpn
@rncresearch
@calleymeans
@potus
@ukparliament

Top Mentioned in G10:
@tonymurega
@calleymeans

Top Tweeters
Top Tweeters in Entire Graph:
@cryptotraderpro
@andyvermaut
@detikcom
@tradermarcocost
@newsoneplace
@phildecarolis
@politicalhedge
@askrlfess
@givemepie360
@bunrxm

Top Tweeters in G1:
@givemepie360
@teram323tere
@deepvard
@500kflea
@bolderthanmost
@maegan_laporte
@lulu_graezinski
@mstepczyk
@waweru
@doodlestrks

Top Tweeters in G2:
@cryptotraderpro
@andyvermaut
@newsoneplace
@politicalhedge
@dclarediane
@tfpdaily
@mzee26
@jeguru1
@mimitexasangel
@jlitwinetz

Top Tweeters in G3:
@fox29philly
@6abc
@vongeez_
@kywnewsradio
@septa
@tonybrunoshow
@phillyinquirer
@tweetmaster_yas
@breitbartnews
@ryanlcooper

Top Tweeters in G4:
@harishk04131926
@hustler81
@breakingkind
@jose_baha
@stillgray
@rexglacer
@desicuban
@shollemans
@desertpuma
@sheilagunnreid

Top Tweeters in G5:
@reuters
@joec1776
@tamzilla_52
@e__strobel
@goldnemovesgold
@tericbrownuga
@lolli55
@phillydailynews
@keywestthedog
@kerpen

Top Tweeters in G6:
@internetbiz911
@robertnorcal
@amenwokejesus
@kodkod87
@q11bre
@jlwallen
@rhaton13
@rsthomas42
@gop
@housegop

Top Tweeters in G7:
@noprezzie2012
@anthonyabides
@thefactualprep
@pepesgrandma
@stacild333
@mojavejnv
@fax_online
@rz88tom
@jessiepile
@libbusters76

Top Tweeters in G8:
@guardian
@nypost
@syawal
@bbcworld
@derspiegel
@usnews
@hitomi09281430
@eduortegaibarra
@radioespionage
@simoncapewell99

Top Tweeters in G9:
@tradermarcocost
@phildecarolis
@perfildehugo
@zerohedge
@lawyer4laws
@dallasanalytics
@joe_in_indiana
@eileenbuck13
@news3lv
@maximumneto

Top Tweeters in G10:
@hizself
@potentash
@kastone_paul
@trottoirradio
@keafteruhuru
@musiime_vin
@ringonbi
@legalezra
@edunjau1
@boborsky