soda tax, Twitter, 1/16/2023 1:56:10 AM, 288138


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soda tax_2023-01-15_17-45-00.xlsx
soda tax_2023-01-15_17-45-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2023
Short Description:
soda tax via NodeXL https://bit.ly/3GFIiMJ
@calleymeans
@tonybrunoshow
@phillymayor
@healthyfa
@philadelphiagov
@rncresearch
@potus
@philly6817
@monitor_ph
@nextcityorg

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

Description:
Description
The graph represents a network of 6,447 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 01:50 UTC.

The tweets in the network were tweeted over the 2356-day, 5-hour, 9-minute period from Wednesday, 03 August 2016 at 18:23 UTC to Sunday, 15 January 2023 at 23:32 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 : 6447
Unique Edges : 3437
Edges With Duplicates : 10039
Total Edges : 13476
Number of Edge Types : 9
Replies to : 2175
MentionsInReplyTo : 4241
Retweet : 2367
MentionsInRetweet : 2707
Tweet : 1329
Mentions : 411
Quote : 188
MentionsInQuoteReply : 15
MentionsInQuote : 43
Self-Loops : 1736
Reciprocated Vertex Pair Ratio : 0.0495692912195859
Reciprocated Edge Ratio : 0.0944564434845212
Connected Components : 1324
Single-Vertex Connected Components : 442
Maximum Vertices in a Connected Component : 2626
Maximum Edges in a Connected Component : 6226
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.84265
Graph Density : 0.000167118403713883
Modularity : 0.517184
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,447 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 01:50 UTC.

The tweets in the network were tweeted over the 2356-day, 5-hour, 9-minute period from Wednesday, 03 August 2016 at 18:23 UTC to Sunday, 15 January 2023 at 23:32 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/
[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
[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
[11] https://crosscut.com/equity/2022/08/study-finds-seattles-controversial-soda-tax-can-improve-equity

Top URLs in Tweet in G1:
[12] 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.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.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

Top URLs in Tweet in G2:
[25] https://www.theblaze.com/news/uga-study-philly-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://crosscut.com/equity/2022/08/study-finds-seattles-controversial-soda-tax-can-improve-equity
[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
[4] https://twitter.com/Gaogaoshoppu/status/1596419914666950656/photo/1
[4] https://twitter.com/MiaoShoppu/status/1605027641375195136/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/KeeleyFox29/status/1613211494795317249/photo/1
[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

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

[3] https://twitter.com/patrickmgleason/status/1535973767746396160
[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://www.based-politics.com/2023/01/03/did-the-naacp-take-coca-cola-money-to-call-sugar-taxes-racist/

Top URLs in Tweet in G5:
[19] 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/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/1581647515748864005/video/1
[1] https://twitter.com/RNCResearch/status/1581651421727948801/video/1
[1] https://twitter.com/RNCResearch/status/1520593566770290689/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:
[2] https://twitter.com/BillHaines75/status/1586706549283880960?t=FxziuRWELQDH7rh7wPDxBg&s=19
[2] https://twitter.com/BillHaines75/status/1593267816593248262/photo/1
[1] https://twitter.com/GovCox/status/1600984856111955968/photo/1
[1] https://twitter.com/POTUS/status/1572321149190606856
[1] https://twitter.com/POTUS/status/1539704785162895360/photo/1
[1] https://twitter.com/POTUS/status/1569493839466864641/photo/1
[1] https://www.taxjar.com/sales-tax/grocery-items
[1] https://childrenshealthdefense.org/defender/blackrock-vanguard-control-almost-everything-you-buy/
[1] https://twitter.com/BillHaines75/status/1586706549283880960/photo/1
[1] https://twitter.com/BillHaines75/status/1600173124288667651/photo/1

Top URLs in Tweet in G8:
[1] https://twitter.com/Rontech5/status/1606984185063047170/photo/1

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://vocm.com/2022/10/13/province-looking-to-extend-gas-tax-reduction/
[1] https://twitter.com/VOCMNEWS/status/1580491116008583169/photo/1
[1] https://vocm.com/2022/09/25/premier-shares-plans-for-fiona-recovery/
[1] https://twitter.com/VOCMNEWS/status/1574007474763567111/photo/1
[1] https://vocm.com/2022/10/15/takecharge-brings-electric-vehicle-roadshow-to-gros-morne/

Top URLs in Tweet in G10:
[4] https://www.axios.com/local/seattle/2022/07/19/seattle-soda-tax-low-income-benefits-study
[3] https://kuow.org/stories/seattles-low-income-communities-benefit-from-soda-tax-revenue-uw-study-says
[3] https://crosscut.com/equity/2022/08/study-finds-seattles-controversial-soda-tax-can-improve-equity
[2] https://www.kuow.org/stories/seattles-low-income-communities-benefit-from-soda-tax-revenue-uw-study-says
[2] https://nextcity.org/events/detail/taking-down-santa-claus-what-soda-taxes-promised-and-what-theyve-delivered
[2] https://www.kuow.org/stories/soda-tax-funded-programs-safe-for-now-but-hard
[2] https://twitter.com/HealthyFA/status/797120208066453504
[1] https://civileats.com/2022/04/18/how-mexican-public-health-advocates-fought-big-soda-and-won/
[1] https://www.nytimes.com/2018/11/02/health/grocery-taxes-oregon-washington-soda-tax.html
[1] https://twitter.com/CivilEats/status/1059506159424540676/photo/1

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

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

Top Domains in Tweet in G2:
[181] twitter.com
[30] theblaze.com
[17] zerohedge.com
[9] crosscut.com
[4] dailywire.com
[4] jpost.com
[4] google.com
[4] einnews.com
[3] gettr.com
[3] technicalearn.com

Top Domains in Tweet in G3:
[100] twitter.com
[17] inquirer.com
[7] 6abc.com
[6] billypenn.com
[5] phila.gov
[4] actionnetwork.org
[3] whyy.org
[3] nbcphiladelphia.com
[3] audacy.com
[2] thephiladelphiacitizen.org

Top Domains in Tweet in G4:
[31] atr.org
[30] twitter.com
[21] forbes.com
[5] youtube.com
[3] reuters.com
[2] phillymag.com
[2] crosscut.com
[2] based-politics.com
[2] inquirer.com
[1] scientificamerican.com

Top Domains in Tweet in G5:
[19] rebelnews.com
[6] twitter.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:
[15] twitter.com
[2] nationalpost.com
[1] taxjar.com
[1] childrenshealthdefense.org

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[20] twitter.com
[6] vocm.com
[4] saltwire.com
[2] ntv.ca
[2] ctvnews.ca
[1] nl.ca
[1] billypenn.com
[1] nationalpost.com
[1] berkeley.edu
[1] sciencedaily.com

Top Domains in Tweet in G10:
[13] twitter.com
[7] kuow.org
[4] axios.com
[4] nextcity.org
[3] crosscut.com
[1] civileats.com
[1] nytimes.com
[1] sciencedirect.com
[1] theguardian.com
[1] who.int

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



Top Hashtags in Tweet in G2:
[7] soda
[4] padp4200
[3] carbontax
[2] trugreen
[2] rpetcoldcups
[2] enforcementalert
[2] oakmtg
[2] sugar
[2] seattle
[2] smartnews

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
[11] pasen
[7] sugartax
[2] obesity
[1] drfrauds
[1] biden
[1] vtpoli
[1] americaacceptsit

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 G7:
[4] cdnpoli
[3] ableg
[1] abed
[1] abpoli
[1] bcpoli
[1] onpoli
[1] nspoli
[1] cdnecon

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

Top Hashtags in Tweet in G10:
[4] sodatax
[2] sodataxes
[2] foodpolicy
[1] freshbucks
[1] seattle
[1] stupid
[1] prosugartax
[1] civileats
[1] nosodatax
[1] prosodatax

Top Words
Top Words in Tweet in Entire Graph:
[4543] tax
[3583] soda
[1292] money
[1140] think
[1072] well
[1054] right
[1035] calleymeans
[991] left
[971] watched
[971] leading

Top Words in Tweet in G1:
[1009] calleymeans
[961] money
[958] think
[952] right
[947] left
[947] leading
[946] professors
[946] tanks
[946] funneled
[946] watched

Top Words in Tweet in G2:
[724] tax
[683] soda
[258] special
[256] lunch
[125] 3pm
[125] 11am
[108] 99
[95] 29
[77] sugar
[70] more

Top Words in Tweet in G3:
[324] tax
[266] soda
[105] city
[103] money
[80] philly
[73] philadelphia
[68] phillymayor
[65] more
[58] mayor
[57] million

Top Words in Tweet in G4:
[254] tax
[215] soda
[108] fetterman
[57] regressive
[55] endorsed
[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
[95] drinks
[94] 20
[94] province
[93] imposing
[93] becoming

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

Top Words in Tweet in G7:
[58] tax
[33] soda
[23] potus
[13] food
[11] gas
[10] pay
[9] fees
[8] make
[7] free
[7] carbon

Top Words in Tweet in G8:
[88] washington
[88] edibles
[88] ask
[88] alone
[88] soda
[88] eating
[88] tax
[88] drinking
[88] turning
[87] rontech5

Top Words in Tweet in G9:
[107] tax
[72] soda
[36] many
[29] sugar
[23] foodprofessor
[23] vocmnews
[21] people
[21] bad
[19] good
[18] seems

Top Words in Tweet in G10:
[101] tax
[91] soda
[28] more
[28] three
[24] water
[24] income
[20] cities
[19] taxes
[19] seattle
[18] lower

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1527] soda,tax
[965] fda,funneled
[965] leading,universities
[965] think,tanks
[965] universities,well
[965] money,professors
[965] well,think
[965] funneled,money
[965] tanks,left
[965] watched,fda

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

Top Word Pairs in Tweet in G2:
[250] lunch,special
[215] soda,tax
[125] special,lunch
[125] special,11am
[125] 11am,3pm
[96] 99,tax
[94] soda,29
[94] 29,tax
[60] 2l,soda
[60] pizzas,toppings

Top Word Pairs in Tweet in G3:
[240] soda,tax
[46] tax,money
[26] million,dollars
[19] gun,violence
[17] 300,million
[15] jeff,brown
[11] city,council
[11] city,philadelphia
[11] jim,kenney
[11] tax,gun

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

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:
[7] carbon,tax
[5] soda,tax
[5] potus,tax
[5] free,soda
[5] tax,soda
[4] albitrejason,potus
[4] sales,tax
[4] clairefosterphd,albitrejason
[3] soda,pop
[3] junk,fees

Top Word Pairs in Tweet in G8:
[88] drinking,soda
[88] eating,edibles
[88] tax,turning
[88] edibles,drinking
[88] turning,ask
[88] ask,washington
[88] alone,tax
[88] soda,alone
[87] rontech5,eating

Top Word Pairs in Tweet in G9:
[43] 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:
[40] soda,tax
[17] lower,income
[16] ssb,tax
[13] _food_policy,using
[13] tax,equity
[13] taxed,cities
[13] equity,_food_policy
[13] paper,ssb
[13] using,household
[13] three,taxed

Top Replied-To
Top Replied-To in Entire Graph:
@calleymeans
@nextphlmayor
@scott_wiener
@qwerty_soda
@phillymayor
@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:
@nextphlmayor
@phillymayor
@kendraphl
@6abc
@keeleyfox29
@retiredphlada
@helengymatlarge
@phillyinquirer
@harrisonfinberg
@phillycrimeupd

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 G7:
@potus
@ogkeenkraken
@q11bre
@jonathanwnv
@frenchrefs
@canadianpm
@govcox
@jimbostanford
@laurathecellist

Top Replied-To in G9:
@vocmnews
@sweetonionchip1
@richardwhalen
@pete49173511
@benclearynl
@ctvnews
@marg0pol0
@ntvnewsnl
@tonywakehamnl
@pcoppositionnl

Top Replied-To in G10:
@casbrad
@kuow
@deuceohsixx
@knoxmecon
@zliu39
@civileats

Top Mentioned
Top Mentioned in Entire Graph:
@calleymeans
@rncresearch
@rontech5
@tonymurega
@socdoneleft
@saragonzalestx
@zerohedge
@rebelnewsonline
@phillymayor
@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
@originator39
@conservativecch

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

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

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:
@potus
@thejagmeetsingh
@clairefosterphd
@albitrejason
@cpc_hq
@pierrepoilievre
@abdaniellesmith
@bugjudy
@ggcanada
@nationalpost

Top Mentioned in G8:
@rontech5

Top Mentioned in G9:
@foodprofessor
@vocmnews
@rationalgranpa
@mrandell15
@ntvnewsnl
@greg_foss
@msbjj48
@diabetescanada
@healthaccordnl

Top Mentioned in G10:
@knoxmecon
@_food_policy
@cadwego
@civileats
@nextcityorg
@seattleose
@kuow
@uwecon
@neighborhouse
@uwsph

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

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

Top Tweeters in G2:
@cryptotraderpro
@andyvermaut
@stigmabaseo
@politicalhedge
@dclarediane
@tfpdaily
@jeguru1
@mzee26
@mimitexasangel
@jcomm_newsfeeds

Top Tweeters in G3:
@fox29philly
@6abc
@vongeez_
@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:
@nshrubs
@bugjudy
@nationalpost
@globalnews
@raginglibnana
@globalhalifax
@un
@q11bre
@cryptokaleo
@cbcindigenous

Top Tweeters in G8:
@epaphroditus14
@giftgrace01
@elvistrich
@rojamaibo
@kamaratheaddict
@daveways_
@kemigishamackl4
@rontech5
@canaanarinda
@kasajjagyaviir1

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

Top Tweeters in G10:
@willseattle
@monitor_ph
@syawal
@cgoinggal
@cynthiamn5
@usnews
@e_yacht
@litheraprime
@genetic_warrior
@shepdf