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soda tax_2023-01-08_17-45-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 09, 2023
Short Description:
soda tax via NodeXL https://bit.ly/3IDfwyK
@calleymeans
@tonybrunoshow
@phillymayor
@rncresearch
@crosscut
@uwsph
@elonmusk
@who
@monitor_ph
@robertlustigmd

Top hashtags:
#soda
#tax
#sodatax
#residentevil
#nlpoli
#pasen
#ふるさと納税
#phillybevtax
#livefree
#scrapthetax

Description:
Description
The graph represents a network of 6,402 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 01:50 UTC.

The tweets in the network were tweeted over the 2349-day, 4-hour, 32-minute period from Wednesday, 03 August 2016 at 18:23 UTC to Sunday, 08 January 2023 at 22:55 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 : 6402
Unique Edges : 3416
Edges With Duplicates : 9856
Total Edges : 13272
Number of Edge Types : 9
Replies to : 2099
MentionsInReplyTo : 4052
Retweet : 2386
MentionsInRetweet : 2729
Tweet : 1334
Mentions : 427
Quote : 188
MentionsInQuoteReply : 15
MentionsInQuote : 42
Self-Loops : 1732
Reciprocated Vertex Pair Ratio : 0.0501995701565858
Reciprocated Edge Ratio : 0.0956000584709838
Connected Components : 1344
Single-Vertex Connected Components : 458
Maximum Vertices in a Connected Component : 2591
Maximum Edges in a Connected Component : 6160
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 6.233738
Graph Density : 0.00016693834106384
Modularity : 0.517253
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,402 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 01:50 UTC.

The tweets in the network were tweeted over the 2349-day, 4-hour, 32-minute period from Wednesday, 03 August 2016 at 18:23 UTC to Sunday, 08 January 2023 at 22:55 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:
[75] https://www.zerohedge.com/political/philadelphia-soda-tax-completely-backfired-study
[48] https://www.who.int/news/item/13-12-2022-who-calls-on-countries-to-tax-sugar-sweetened-beverages-to-save-lives
[31] https://www.theblaze.com/news/uga-study-philly-soda-tax
[31] https://www.atr.org/fetterman-soda-tax-is-brilliant/
[29] https://freebeacon.com/democrats/john-fetterman-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
[21] https://www.rebelnews.com/labrador_and_newfoundland_institute_canada_s_first_soda_tax
[20] https://www.cbc.ca/news/canada/newfoundland-labrador/opinion-soda-tax-sugar-1.6474791
[20] https://www.forbes.com/sites/patrickgleason/2022/05/31/john-fetterman-supports-soda-taxes--claims-they-arent-regressive-but-bernie-sanders-begs-to-differ/

Top URLs in Tweet in G1:
[13] https://twitter.com/calleymeans/status/1609929026889711617
[4] https://twitter.com/calleymeans/status/1608618928561074177
[3] https://twitter.com/calleymeans/status/1608618934449868800
[2] https://twitter.com/JosephPolitano/status/1599394925606408193/photo/1
[2] https://twitter.com/ZubyMusic/status/1600532877636210689/photo/1
[2] https://twitter.com/calleymeans/status/1609929040005304320
[2] https://crosscut.com/equity/2022/08/study-finds-seattles-controversial-soda-tax-can-improve-equity
[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
[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

Top URLs in Tweet in G2:
[25] https://www.theblaze.com/news/uga-study-philly-soda-tax
[15] https://freebeacon.com/democrats/john-fetterman-soda-tax/
[14] 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://www.cbc.ca/news/canada/newfoundland-labrador/opinion-soda-tax-sugar-1.6474791
[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/1596419897881350145/photo/1
[4] https://twitter.com/Gaogaoshoppu/status/1604928447230332928/photo/1

Top URLs in Tweet in G3:
[4] https://actionnetwork.org/forms/come-out-to-support-the-philly-wealth-tax-hearing
[4] https://twitter.com/mr_saltz/status/1602766734917877761/photo/1
[3] https://billypenn.com/2022/11/15/philadelphia-mayor-jeff-brown-shoprite-soda-tax/?utm_source=dlvr.it&utm_medium=twitter
[3] https://twitter.com/ThomasjEvers/status/1538972950933684225/photo/1
[2] https://twitter.com/Kids1stECE/status/1594716888264998912/photo/1
[2] https://twitter.com/KendraPHL/status/1564385731874881537
[2] https://twitter.com/jenniferkates/status/1601338398207545344/photo/1
[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

Top URLs in Tweet in G4:
[31] 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.phillymag.com/citified/2016/06/08/john-fetterman-soda-tax-op-ed/
[2] https://crosscut.com/equity/2022/08/study-finds-seattles-controversial-soda-tax-can-improve-equity
[2] https://www.youtube.com/watch?v=qZ6eD2u2HlE

[2] https://twitter.com/patrickmgleason/status/1535973767746396160
[2] https://www.reuters.com/article/us-usa-drinks-tax/soda-tax-war-taking-shape-in-two-california-cities-idUSBRE88507M20120906

Top URLs in Tweet in G5:
[19] https://www.rebelnews.com/labrador_and_newfoundland_institute_canada_s_first_soda_tax
[2] https://freebeacon.com/democrats/john-fetterman-soda-tax/
[1] https://twitter.com/calleymeans/status/1609929026889711617
[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 G6:
[2] https://twitter.com/RNCResearch/status/1560646299581652992
[1] https://twitter.com/RNCResearch/status/1560646299581652992/video/1
[1] https://twitter.com/RNCResearch/status/1581651421727948801/video/1
[1] https://twitter.com/RNCResearch/status/1520593566770290689/video/1
[1] https://twitter.com/RNCResearch/status/1581647515748864005/video/1
[1] https://www.phillymag.com/citified/2016/06/08/john-fetterman-soda-tax-op-ed/
[1] https://twitter.com/badboychronic/status/1561195329327874048/video/1
[1] https://twitter.com/badboychronic/status/1561107299539845122/photo/1
[1] https://www.theblaze.com/news/uga-study-philly-soda-tax
[1] https://www.illinoispolicy.org/taxpayer-victory-cook-county-soda-tax-repealed/

Top URLs in Tweet in G7:
[1] https://twitter.com/Rontech5/status/1606984185063047170/photo/1

Top URLs in Tweet in G8:
[2] https://twitter.com/HealthyFA/status/797120208066453504
[1] https://www.theguardian.com/environment/2022/nov/12/big-soda-industry-lobby-fight-ban-soda-taxes
[1] https://twitter.com/KulikovUNIATF/status/1594274160246939649/photo/1
[1] https://www.governing.com/finance/evidence-suggests-seattles-soda-tax-is-working-really-well
[1] https://twitter.com/KulikovUNIATF/status/1524762810651230208/photo/1
[1] https://www.just-drinks.com/news/russia-lines-up-tax-on-sugary-drinks/
[1] https://twitter.com/KulikovUNIATF/status/1594982763215859713/photo/1
[1] https://crosscut.com/equity/2022/08/study-finds-seattles-controversial-soda-tax-can-improve-equity
[1] https://twitter.com/KulikovUNIATF/status/1594982763215859713
[1] https://www.theguardian.com/environment/2022/nov/12/big-soda-industry-lobby-fight-ban-soda-taxes?CMP=Share_iOSApp_Other

Top URLs in Tweet in G9:
[3] https://twitter.com/FureyAndrew/status/1565791208210841601/photo/1
[1] https://www.gov.nl.ca/fin/sugar-sweetened-beverage-tax/
[1] https://twitter.com/BenClearyNL/status/1557731320566259720/photo/1
[1] https://ntv.ca/finance-minister-addresses-concerns-about-newly-implemented-sugar-tax/
[1] https://ntv.ca/canadian-taxpayers-federation-pushes-petition-against-sugar-tax/
[1] https://www.ctvnews.ca/business/bank-of-canada-hikes-interest-rate-by-75-basis-points-anticipates-another-increase-1.6058043
[1] https://www.ctvnews.ca/health/a-tax-on-sugary-drinks-takes-effect-in-newfoundland-and-labrador-1.6051266?cid=sm%3Atrueanthem%3A%7B%7Bcampaignname%7D%7D%3Atwitterpost%E2%80%8B&taid=6310a37aa627690001e46516&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://twitter.com/CTVNews/status/1565313576973246466/photo/1
[1] https://billypenn.com/2017/01/03/philly-soda-tax-the-big-list-of-drinks-that-are-and-arent-taxed/
[1] https://www.saltwire.com/newfoundland-labrador/lifestyles/canadas-first-sugar-tax-is-here-with-people-in-newfoundland-paying-20-cents-per-litre-of-pop-100768457/?utm_medium=Social&utm_source=Twitter#Echobox=1662034900

Top Domains
Top Domains in Tweet in Entire Graph:
[974] twitter.com
[81] zerohedge.com
[49] who.int
[39] theblaze.com
[32] atr.org
[31] dailywire.com
[29] freebeacon.com
[26] inquirer.com
[25] humanevents.com
[25] forbes.com

Top Domains in Tweet in G1:
[46] twitter.com
[2] crosscut.com
[1] npr.org
[1] usda.gov
[1] cnn.com
[1] nytimes.com
[1] reuters.com
[1] foodpolitics.com
[1] berkeley.edu
[1] trib.al

Top Domains in Tweet in G2:
[173] twitter.com
[30] theblaze.com
[17] zerohedge.com
[15] freebeacon.com
[9] crosscut.com
[6] cbc.ca
[4] dailywire.com
[4] google.com
[4] einnews.com
[3] gettr.com

Top Domains in Tweet in G3:
[96] twitter.com
[18] inquirer.com
[9] 6abc.com
[6] billypenn.com
[4] phila.gov
[4] actionnetwork.org
[3] nbcphiladelphia.com
[3] whyy.org
[3] audacy.com
[2] philasd.org

Top Domains in Tweet in G4:
[31] twitter.com
[31] atr.org
[22] forbes.com
[5] youtube.com
[3] reuters.com
[2] phillymag.com
[2] crosscut.com
[2] inquirer.com
[1] scientificamerican.com
[1] whyy.org

Top Domains in Tweet in G5:
[19] rebelnews.com
[5] twitter.com
[2] freebeacon.com

Top Domains in Tweet in G6:
[8] twitter.com
[1] phillymag.com
[1] theblaze.com
[1] illinoispolicy.org

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

Top Domains in Tweet in G8:
[11] twitter.com
[2] theguardian.com
[2] nextcity.org
[1] governing.com
[1] just-drinks.com
[1] crosscut.com
[1] nytimes.com
[1] civileats.com
[1] washingtonpost.com
[1] healthyfoodamerica.org

Top Domains in Tweet in G9:
[14] twitter.com
[5] saltwire.com
[2] ntv.ca
[2] ctvnews.ca
[1] nl.ca
[1] billypenn.com
[1] nationalpost.com
[1] berkeley.edu
[1] sciencedaily.com
[1] borgenproject.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[44] soda
[35] tax
[34] sodatax
[19] residentevil
[18] nlpoli
[13] pasen
[13] ふるさと納税
[10] phillybevtax
[9] livefree
[9] scrapthetax



Top Hashtags in Tweet in G2:
[7] soda
[4] padp4200
[3] carbontax
[3] parksandrec
[3] smartnews
[3] tvtime
[2] news
[2] trugreen
[2] rpetcoldcups
[2] enforcementalert

Top Hashtags in Tweet in G3:
[3] wealthtaxphl
[3] phled
[2] phlprek
[2] philadelphia
[2] greatergreener
[1] peaceday
[1] breaking
[1] 10kphilly
[1] npm2023
[1] kjtrial

Top Hashtags in Tweet in G4:
[13] sodatax
[12] pasen
[7] sugartax
[2] vtpoli
[2] obesity
[1] drfrauds
[1] biden
[1] americaacceptsit

Top Hashtags in Tweet in G5:
[1] pennsylvania

Top Hashtags in Tweet in G6:
[1] gop
[1] gopliars
[1] 𝗳𝗿𝗶𝗱𝗮𝘆𝗺𝗼𝗿𝗻𝗶𝗻𝗴
[1] 𝘂𝗸𝗿𝗮𝗶𝗻𝗲
[1] 𝘁𝗮𝗶𝘄𝗮𝗻
[1] 𝘂𝘀𝗮
[1] 𝗻𝗲𝘄𝘀
[1] 𝗺𝗼𝗻𝗲𝘆

Top Hashtags in Tweet in G8:
[32] soda
[31] tax
[10] sodatax
[2] health
[2] sugar
[2] sodataxes
[2] bigfood
[2] publichealth
[2] foodpolicy
[1] healthtax

Top Hashtags in Tweet in G9:
[13] nlpoli
[2] poptax
[1] scrapsintax
[1] saltwire
[1] nlhealthcrisis
[1] govnl
[1] rethinkyourdrinknl
[1] taxgrab
[1] peoplebeforepolitics
[1] axethetax

Top Words
Top Words in Tweet in Entire Graph:
[4461] tax
[3535] soda
[1291] money
[1139] think
[1072] well
[1054] right
[1037] calleymeans
[992] left
[974] leading
[974] fda

Top Words in Tweet in G1:
[1011] calleymeans
[963] money
[960] think
[954] right
[949] left
[949] leading
[948] professors
[948] tanks
[948] funneled
[948] watched

Top Words in Tweet in G2:
[711] tax
[677] soda
[258] special
[254] lunch
[125] 3pm
[125] 11am
[106] 99
[96] 29
[77] sugar
[69] more

Top Words in Tweet in G3:
[329] tax
[266] soda
[116] city
[101] money
[78] phillymayor
[78] philadelphia
[72] philly
[67] more
[57] million
[47] mayor

Top Words in Tweet in G4:
[234] tax
[201] soda
[105] fetterman
[55] endorsed
[55] regressive
[46] philadelphia
[43] poor
[42] pack
[42] mike_palicz
[40] imposes

Top Words in Tweet in G5:
[124] tax
[121] soda
[107] labrador
[107] newfoundland
[107] first
[97] drinks
[94] 20
[94] province
[93] imposing
[93] becoming

Top Words in Tweet in G6:
[205] tax
[110] soda
[102] rncresearch
[93] democrat
[93] poor
[92] pennsylvania
[92] senate
[91] john
[91] candidate
[91] middle

Top Words in Tweet in G7:
[89] washington
[89] edibles
[89] ask
[89] alone
[89] soda
[89] eating
[89] tax
[89] drinking
[89] turning
[88] rontech5

Top Words in Tweet in G8:
[51] more
[50] soda
[48] three
[48] years
[47] water
[43] people
[41] tax
[41] consuming
[41] took
[41] 29

Top Words in Tweet in G9:
[87] tax
[56] soda
[36] many
[25] sugar
[23] foodprofessor
[19] bad
[18] seems
[18] good
[17] approach
[17] idea

Top Words in Tweet in G10:
[74] tax
[74] pay
[74] kenyans
[73] milk
[73] someone
[73] told
[73] bks
[73] bread
[73] sch
[73] 8m

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1528] soda,tax
[967] fda,funneled
[967] leading,universities
[967] think,tanks
[967] universities,well
[967] money,professors
[967] well,think
[967] funneled,money
[967] tanks,left
[967] watched,fda

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

Top Word Pairs in Tweet in G2:
[250] lunch,special
[215] soda,tax
[125] special,lunch
[125] special,11am
[125] 11am,3pm
[95] soda,29
[95] 29,tax
[95] 99,tax
[60] 2l,soda
[60] pizzas,toppings

Top Word Pairs in Tweet in G3:
[242] soda,tax
[43] tax,money
[26] million,dollars
[26] gun,violence
[17] 300,million
[11] city,philadelphia
[11] jim,kenney
[11] tax,gun
[10] parks,libraries
[10] more,police

Top Word Pairs in Tweet in G4:
[121] soda,tax
[41] philadelphia,soda
[40] imposes,16
[40] fetterman,imposes
[40] liter,bottle
[40] two,liter
[40] tax,12
[40] tax,endorsed
[40] 16,tax
[40] bottle,soda

Top Word Pairs in Tweet in G5:
[113] soda,tax
[106] newfoundland,labrador
[93] drinks,becoming
[93] imposing,20
[93] first,province
[93] 20,soda
[93] province,impose
[93] tax,soft
[93] soft,drinks
[93] labrador,imposing

Top Word Pairs in Tweet in G6:
[94] soda,tax
[93] tax,tax
[91] middle,class
[91] tax,poor
[91] poor,middle
[91] democrat,senate
[91] pennsylvania,democrat
[91] senate,candidate
[91] candidate,john
[91] fetterman,soda

Top Word Pairs in Tweet in G7:
[89] drinking,soda
[89] eating,edibles
[89] tax,turning
[89] edibles,drinking
[89] turning,ask
[89] ask,washington
[89] alone,tax
[89] soda,alone
[88] rontech5,eating

Top Word Pairs in Tweet in G8:
[48] three,years
[41] people,consuming
[41] consuming,half
[41] half,amount
[41] 29,more
[41] took,effect
[41] more,water
[41] effect,people
[41] years,berkeley
[30] amount,#soda

Top Word Pairs in Tweet in G9:
[41] soda,tax
[17] idea,many
[17] sound,approach
[17] seems,sound
[17] many,reasons
[17] reasons,surface
[17] bad,good
[17] many,many
[17] tax,bad
[17] surface,seems

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

Top Replied-To
Top Replied-To in Entire Graph:
@calleymeans
@scott_wiener
@qwerty_soda
@phillymayor
@nextphlmayor
@kendraphl
@johnfetterman
@6abc
@soda_imp
@keeleyfox29

Top Replied-To in G1:
@calleymeans
@zubymusic
@luk4den
@josephpolitano
@takeweightoffmd
@pauline98476699
@neelytamminga
@noviamatt
@menlobear
@michelletandler

Top Replied-To in G2:
@freedomrockrad1

Top Replied-To in G3:
@phillymayor
@nextphlmayor
@kendraphl
@6abc
@keeleyfox29
@retiredphlada
@helengymatlarge
@phillyinquirer
@harrisonfinberg
@dbrogno67

Top Replied-To in G4:
@johnfetterman
@hodgetwins
@droz
@rncresearch
@elonmusk
@mike_palicz
@patrickmgleason
@phillydailynews
@tedcruz
@giselefetterman

Top Replied-To in G5:
@rebelnewsonline
@stillgray
@sheilagunnreid
@drmikehart

Top Replied-To in G6:
@rncresearch
@not2early
@michael67489519
@kerpen
@flowmalicious
@markjtompkins
@pepesgrandma

Top Replied-To in G8:
@casbrad
@cmonteiro_usp
@fmahmad88
@zliu39
@civileats

Top Replied-To in G9:
@vocmnews
@benclearynl
@ctvnews
@ntvnewsnl
@tonywakehamnl
@pcoppositionnl
@foodprofessor
@classicdellis
@missingmymind
@bruinsfan87

Top Mentioned
Top Mentioned in Entire Graph:
@calleymeans
@rncresearch
@rontech5
@tonymurega
@phillymayor
@socdoneleft
@saragonzalestx
@zerohedge
@rebelnewsonline
@who

Top Mentioned in G1:
@calleymeans
@zubymusic
@josephpolitano
@fiercepierce55
@gavintachibana
@maddow
@patio11
@alexmeshkin
@stock_m_watch
@borealisthis

Top Mentioned in G2:
@rjang0
@peood11
@taxtmi
@guhlo
@traptinamerica
@originator39
@conservativecch
@patcowatchers

Top Mentioned in G3:
@phillymayor
@fox29philly
@phlcouncil
@phillypolice
@nextphlmayor
@keeleyfox29
@phlschools
@phillyinquirer
@lasavloff
@phillycrimeupd

Top Mentioned in G4:
@mike_palicz
@johnfetterman
@taxreformer
@elonmusk
@johnkartch
@robertlustigmd
@crosscut
@marciabrady51
@grovernorquist
@berniesanders

Top Mentioned in G5:
@rebelnewsonline
@rebelnews_ca
@stillgray
@rebelnews_usa
@drmikehart
@calleymeans
@forevaeva79
@sheilagunnreid
@skree2009

Top Mentioned in G6:
@rncresearch
@not2early
@joekent16jan19
@mgpforcongress
@calleymeans
@pcedwards
@rebelnews_ca
@larryoconnor

Top Mentioned in G7:
@rontech5

Top Mentioned in G8:
@kulikovuniatf
@cadwego
@civileats
@healthyfa
@nextcityorg
@uw
@penn
@kriegerjim
@eupha_hps
@marionnestle

Top Mentioned in G9:
@foodprofessor
@ntvnewsnl
@diabetescanada
@healthaccordnl
@jjgpden
@tonywakehamnl
@benclearynl
@juanitamercer_
@charlielight14
@notdonejr

Top Mentioned in G10:
@tonymurega
@calleymeans

Top Tweeters
Top Tweeters in Entire Graph:
@cryptotraderpro
@stigmabaseo
@tradermarcocost
@phildecarolis
@politicalhedge
@givemepie360
@askrlfess
@thehill
@all435reps
@protestmusica

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

Top Tweeters in G2:
@cryptotraderpro
@stigmabaseo
@politicalhedge
@dclarediane
@tfpdaily
@jeguru1
@mzee26
@donelichterman
@mimitexasangel
@jantxnc

Top Tweeters in G3:
@n7irl
@fox29philly
@6abc
@kywnewsradio
@nbcphiladelphia
@septa
@tonybrunoshow
@susiemadrak
@_papoluca
@phillyinquirer

Top Tweeters in G4:
@reuters
@joec1776
@tamzilla_52
@webb_carrie
@westietx
@mcarmichael16
@e__strobel
@j_dickson12
@goldnemovesgold
@vannschaffner

Top Tweeters in G5:
@harishk04131926
@hustler81
@breakingkind
@jose_baha
@stillgray
@rexglacer
@desicuban
@shollemans
@desertpuma
@sheilagunnreid

Top Tweeters in G6:
@noprezzie2012
@1artniece2
@anthonyabides
@thefactualprep
@pepesgrandma
@donnadavishnl
@stacild333
@mojavejnv
@fax_online
@rocshuman

Top Tweeters in G7:
@epaphroditus14
@giftgrace01
@elvistrich
@rojamaibo
@kamaratheaddict
@daveways_
@kemigishamackl4
@canaanarinda
@rontech5
@kasajjagyaviir1

Top Tweeters in G8:
@cynthiamn5
@sminaev2015
@markthespaman
@genetic_warrior
@shepdf
@hermespaulsen
@jonsm99
@civileats
@cadwego
@nextcityorg

Top Tweeters in G9:
@rogergumley
@ctvnews
@elbowriver28
@sunlorrie
@garden_nome1
@jjgpden
@univrsle
@notdonejr
@stjohnstelegram
@rafaelalarcon

Top Tweeters in G10:
@hizself
@potentash
@komungaro3
@kastone_paul
@trottoirradio
@keafteruhuru
@musiime_vin
@ringonbi
@chiira
@legalezra


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