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soda tax_2019-07-16_13-21-14.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 17, 2019
Short Description:
soda tax via NodeXL http://bit.ly/32uLPsd
@kulikovuniatf
@vitalstrat
@dougbettcher
@phillymayor
@comentakeum
@6abc
@jimfkenney
@dougiep2018
@anon76334165
@thedemocrats

Top hashtags:
#sodatax
#vitaltalks
#nstletters
#lessgovernmentplease
#phillybevtax
#phlprek
#soda

Description:
Description
The graph represents a network of 653 Twitter users whose tweets in the requested range contained "soda tax", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 16 July 2019 at 20:21 UTC.

The requested start date was Tuesday, 16 July 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 19-hour, 32-minute period from Tuesday, 02 July 2019 at 01:26 UTC to Monday, 15 July 2019 at 20:59 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 : 653
Unique Edges : 580
Edges With Duplicates : 95
Total Edges : 675
Number of Edge Types : 3
Tweet : 139
Mentions : 397
Replies to : 139
Self-Loops : 139
Reciprocated Vertex Pair Ratio : 0.0181818181818182
Reciprocated Edge Ratio : 0.0357142857142857
Connected Components : 210
Single-Vertex Connected Components : 67
Maximum Vertices in a Connected Component : 32
Maximum Edges in a Connected Component : 50
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.112318
Graph Density : 0.00118377662323021
Modularity : 0.802543
NodeXL Version : 1.0.1.416

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[6] https://cei.org/content/soda-taxes-failed-experiment-needs-end#.XR6FwbhxOFo.twitter
[5] https://www.kuow.org/stories/seattle-pops-open-new-controversy-with-soda-tax
[5] https://www.gsb.stanford.edu/insights/how-design-better-soda-tax
[4] https://lnkd.in/ep3S-Yx
[4] https://www.medscape.com/viewarticle/914733?src=soc_tw_share
[3] https://www.foodnavigator-latam.com/Article/2019/01/03/Mexico-s-sugar-tax-effective-for-reducing-soda-purchases-New-data
[2] https://www.sfgate.com/food/article/Berkeley-Free-Slurpee-Day-7-Eleven-sugar-soda-tax-14089745.php
[2] https://www.sfgate.com/food/article/Berkeley-Free-Slurpee-Day-7-Eleven-sugar-soda-tax-14089745.php?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.latimes.com/politics/la-pol-ca-soda-tax-law-influence-20190407-story.html
[2] https://www.economist.com/finance-and-economics/2019/05/23/how-to-tax-sugary-drinks?fsrc=scn/tw/te/bl/ed/howtotaxsugarydrinkssodastream

Top URLs in Tweet in G1:
[3] https://www.kuow.org/stories/seattle-pops-open-new-controversy-with-soda-tax
[2] https://www.gsb.stanford.edu/insights/how-design-better-soda-tax
[1] https://www.instagram.com/p/BzaA9m6BodO/?igshid=1494b047x4krd
[1] https://www.berkeleyside.com/2019/02/07/where-are-the-millions-from-berkeleys-soda-tax-going-lots-of-places?fbclid=IwAR26K4gXLyjjPmtvCUNHEdN3HXYswVfc8kwDD_QbNCB7mfSNW-zA0G8aHk8
[1] https://www.facebook.com/media/set?set=a.10157542100761474&type=3&sfns=mo
[1] https://www.bostonglobe.com/metro/globelocal/2019/06/28/should-massachusetts-impose-excise-tax-sugary-drinks/gSU0AzkEO3S4cYoHJx8O4N/story.html
[1] https://twitter.com/AdamBienkov/status/1146332937174102016
[1] https://www.cnbc.com/2019/05/14/sugary-drink-sales-fall-38percent-after-philadelphia-levied-soda-tax-study.html
[1] https://seattle-informer.com/303768/seattle-pops-open-new-controversy-with-soda-tax-kuow-news-and-information/
[1] https://twitter.com/trussliz/status/1146304599764197376

Top URLs in Tweet in G2:
[1] https://www.axios.com/legalized-marijuana-snack-sales-8653236e-9db8-41d3-8716-3cf97844d508.html
[1] https://twitter.com/PhillyMayor/status/1146156854139138048?s=20

Top URLs in Tweet in G3:
[1] https://www.philly.com/opinion/editorials/soda-tax-mayor-jim-kenney-primary-election-2019-20190528.html

Top URLs in Tweet in G4:
[1] https://www.malaymail.com/news/malaysia/2019/06/30/malaysians-to-cut-back-on-soft-drinks-once-sugar-tax-kicks-in-survey-finds/1766812

Top URLs in Tweet in G6:
[1] https://twitter.com/chicagocemo/status/1149699707821801472
[1] https://www.illinoisreview.com/illinoisreview/2019/07/ives-on-this-independence-day-boycott-the-illinois-gas-tax-americas-founders-would-be-proud.html

Top URLs in Tweet in G7:
[1] https://vitalstrategies.org/vitaltalks
[1] https://www.vitalstrategies.org/feature-type/vital-talks/
[1] https://www.vitalstrategies.org/vitaltalks

Top URLs in Tweet in G10:
[1] https://gothamist.com/2019/07/11/amazon_rents_virginia.php?utm_medium=social&utm_source=facebook&utm_campaign=shared_facebook

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[22] sodatax
[11] vitaltalks
[7] nstletters
[6] lessgovernmentplease
[5] phillybevtax
[5] phlprek
[4] soda
[3] ssb
[2] ihea2019
[2] newyorkcity



Top Hashtags in Tweet in G1:
[2] sodatax
[1] mapoli
[1] mabiz
[1] foodpolicy
[1] sugartax
[1] seattle
[1] befreeagain
[1] fireworks
[1] cdnpoli
[1] vintage

Top Hashtags in Tweet in G2:
[1] philadelphia
[1] soda_tax
[1] lineagematters

Top Hashtags in Tweet in G3:
[2] phillybevtax
[1] phlprek
[1] communityschoolsphl
[1] rebuildphl

Top Hashtags in Tweet in G4:
[17] sodatax
[1] soda

Top Hashtags in Tweet in G7:
[11] vitaltalks

Top Hashtags in Tweet in G8:
[1] foodgovernance2019

Top Words
Top Words in Tweet in Entire Graph:
[268] Words in Sentiment List#1: Positive
[319] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[11913] Non-categorized Words
[12500] Total Words
[531] tax
[431] soda
[78] ã
[64] taxes
[59] s

Top Words in Tweet in G1:
[119] tax
[89] soda
[69] ã
[29] ãƒ
[19] sugar
[11] special
[11] 00
[10] s
[10] lunch
[9] new

Top Words in Tweet in G2:
[7] soda
[6] tax
[5] phillymayor
[2] people
[2] take
[2] pay
[2] schools
[2] thedemocrats
[2] wawa
[2] paying

Top Words in Tweet in G3:
[11] tax
[10] soda
[6] 6abc
[4] jimfkenney
[4] ðÿ
[3] sales
[2] despite
[2] millions
[2] dollars
[2] spent

Top Words in Tweet in G4:
[17] malaysian
[17] #sodatax
[17] takes
[17] effect
[17] week
[17] over
[17] half
[17] malaysians
[17] surveyed
[17] poll

Top Words in Tweet in G5:
[4] tax
[3] middle
[2] think
[2] extra
[2] cents
[2] soda
[2] much
[2] raising
[2] class
[2] paying

Top Words in Tweet in G6:
[5] tax
[4] soda
[3] 1980reagan
[3] county
[3] taxes
[2] fuel
[2] worked
[2] cook
[2] govpritzker
[2] jbpritzker

Top Words in Tweet in G7:
[20] soda
[18] mexico
[16] tax
[15] vitalstrat
[13] alejandro
[13] calvillo
[13] unna
[11] #vitaltalks
[10] elpoderdelc
[8] people

Top Words in Tweet in G8:
[13] losses
[13] employment
[13] result
[13] ssb
[13] tax
[13] mexico
[13] contrary
[13] predictions
[13] soda
[13] industry

Top Words in Tweet in G9:
[36] ca
[15] soda
[15] tax
[12] onlyinbos
[12] cities
[12] albany
[12] berkeley
[12] boulder
[12] co
[12] chicago

Top Words in Tweet in G10:
[6] aoc
[5] up
[5] ny
[5] tax
[4] out
[3] soda
[3] one
[2] drove
[2] rent
[2] dem

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[226] soda,tax
[45] tax,soda
[30] sugar,tax
[24] ã,ã
[19] soda,taxes
[19] s,soda
[18] consume,less
[17] ãƒ,ã
[17] tax,mexico
[17] malaysian,#sodatax

Top Word Pairs in Tweet in G1:
[43] soda,tax
[23] ã,ã
[15] ãƒ,ã
[12] ã,ãƒ
[12] ãƒ,ãƒ
[11] sugar,tax
[8] lunch,special
[7] tax,soda
[6] joe,veyera
[5] šã,ã

Top Word Pairs in Tweet in G2:
[6] soda,tax

Top Word Pairs in Tweet in G3:
[8] soda,tax
[3] ðÿ,ðÿ
[2] despite,millions
[2] millions,dollars
[2] dollars,spent
[2] spent,powerful
[2] powerful,special
[2] special,interests
[2] interests,#phillybevtax
[2] #phillybevtax,here

Top Word Pairs in Tweet in G4:
[17] malaysian,#sodatax
[17] #sodatax,takes
[17] takes,effect
[17] effect,week
[17] week,over
[17] over,half
[17] half,malaysians
[17] malaysians,surveyed
[17] surveyed,poll
[17] poll,consume

Top Word Pairs in Tweet in G5:
[2] tax,middle
[2] middle,class

Top Word Pairs in Tweet in G6:
[4] soda,tax
[2] cook,county
[2] jbpritzker,chiautoshow
[2] chiautoshow,illinoispolicy
[2] illinoispolicy,toyota
[2] toyota,ford
[2] ford,gm
[2] gm,vwgroup
[2] vwgroup,kia_motors
[2] kia_motors,put

Top Word Pairs in Tweet in G7:
[16] soda,tax
[13] alejandro,calvillo
[13] calvillo,unna
[10] unna,elpoderdelc
[6] latest,#vitaltalks
[6] implemented,soda
[5] #vitaltalks,event
[5] mexico,people
[5] people,supported
[5] supported,soda

Top Word Pairs in Tweet in G8:
[13] losses,employment
[13] employment,result
[13] result,ssb
[13] ssb,tax
[13] tax,mexico
[13] mexico,contrary
[13] contrary,predictions
[13] predictions,soda
[13] soda,industry
[13] industry,juan

Top Word Pairs in Tweet in G9:
[14] soda,tax
[12] cities,soda
[12] tax,albany
[12] albany,ca
[12] ca,berkeley
[12] berkeley,ca
[12] ca,boulder
[12] boulder,co
[12] co,chicago
[12] chicago,il

Top Word Pairs in Tweet in G10:
[2] aoc,drove
[2] drove,up
[2] up,rent
[2] rent,ny
[2] ny,dem
[2] dem,ny
[2] ny,tax
[2] tax,rates
[2] rates,out
[2] out,control

Top Replied-To
Top Replied-To in Entire Graph:
@6abc
@theeconomist
@cselley
@unhwut
@1980reagan
@popsci
@leahmcgrathrd
@ohaataja
@npr
@berniesanders

Top Replied-To in G2:
@bogartshaven
@moneywisecom
@forzacorrado
@phillymayor
@tonybrunoshow
@cooperpharmacy

Top Replied-To in G3:
@6abc
@cmking1960
@jimfkenney
@cej43
@flowerlady61
@thephillyvoice

Top Replied-To in G5:
@scottsantens
@aletheiaatheos

Top Replied-To in G6:
@1980reagan
@jbpritzker

Top Replied-To in G9:
@onlyinbos

Top Replied-To in G10:
@aoc
@danielmazahreh

Top Mentioned
Top Mentioned in Entire Graph:
@vitalstrat
@kulikovuniatf
@kesievert
@onlyinbos
@elpoderdelc
@stanfordgsb
@long_daze
@realmarkmherd
@wanjikumugane
@johnspaula

Top Mentioned in G1:
@uscwestdiabetes

Top Mentioned in G2:
@phillymayor
@thedemocrats
@jamiegauthier1
@citycouncillive
@philadao
@phlschools
@jgaynor0730
@da_larrykrasner
@july4thphilly
@wawa

Top Mentioned in G3:
@jimfkenney
@angrysnowman2
@danncuellar
@dougiep2018
@riseoffoles
@ayo__amo
@6abc
@thephillyvoice

Top Mentioned in G4:
@kulikovuniatf
@vitalstrat
@whomalaysia

Top Mentioned in G5:
@yang2020sf
@andrewyangvfa
@yangforamerica
@yangrevolution
@yang2020vision
@icyanggang
@yang2020lgbtq
@momsforyang2020
@wv4yang2020
@zach_graumann

Top Mentioned in G6:
@govpritzker
@chiautoshow
@illinoispolicy
@toyota
@ford
@gm
@vwgroup
@kia_motors
@quaidius
@chicagocemo

Top Mentioned in G7:
@vitalstrat
@elpoderdelc
@johnspaula
@actbr

Top Mentioned in G8:
@kesievert
@inspmx

Top Mentioned in G9:
@onlyinbos

Top Mentioned in G10:
@aoc
@hvacperformance
@rwallace19551
@jasonbrock50
@gottawearshades
@thegoodgodabove
@mcforgod
@nthemike
@danielmazahreh

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@nilimajumder
@evankirstel
@guardian
@rolandsmartin
@clintonite33
@drwilda
@chicgibson
@fox29philly
@stillyesscot

Top Tweeters in G1:
@drwilda
@chicgibson
@eztango
@seattleinformer
@haziq_escobar
@longbottle
@thereal_mbrooks
@spearbinss
@lindoyes
@parker1817

Top Tweeters in G2:
@rolandsmartin
@forzacorrado
@tonybrunoshow
@tariqnasheed
@wawa
@sck8182
@jgaynor0730
@thedemocrats
@amazon_queenn
@phlschools

Top Tweeters in G3:
@6abc
@thephillyvoice
@ianmurray7
@marginalresult
@ayo__amo
@riseoffoles
@dougiep2018
@jimfkenney
@ronmorrison_1
@vicvega666

Top Tweeters in G4:
@nilimajumder
@jren_dg
@russhogarth
@dibordz
@drepetherick
@toyyibdimeji
@dougbettcher
@ziauddinislam
@rourouvakautona
@kulikovuniatf

Top Tweeters in G5:
@scottsantens
@aletheiaatheos
@andrewyangvfa
@anastasiasjour1
@basicincomeimg
@anon76334165
@yang2020vision
@momsforyang2020
@zach_graumann
@yangrevolution

Top Tweeters in G6:
@ford
@toyota
@illinoispolicy
@gm
@kia_motors
@chiautoshow
@jbpritzker
@ronv42
@vwgroup
@1980reagan

Top Tweeters in G7:
@elpoderdelc
@jeanmichelfleur
@vitalstrat
@actbr
@mph_adapt
@bgonzalezrubio
@mialonmelissa
@mafecarpal
@mexicosinhumo
@nysmom4kiddos

Top Tweeters in G8:
@croakeyblog
@ilonakickbusch
@giraudsylvain
@matt_hopcraft
@linamahyl
@inspmx
@alikjones
@philbakernz
@chrisvogliano
@aimeebrownbill

Top Tweeters in G9:
@ivy_xo1
@ayoootavares
@paulpasquariell
@onlyinbos
@yozellassoc
@villivn
@irishteatime115
@bowler_fett
@nhtarr
@kateecahh

Top Tweeters in G10:
@goldnemovesgold
@generic_soda
@rwallace19551
@mcforgod
@gottawearshades
@nthemike
@thegoodgodabove
@aoc
@hvacperformance
@danielmazahreh


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