soda tax, Twitter, 6/19/2019 10:40:16 PM, 200516


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soda tax_2019-06-19_13-21-13.xlsx
soda tax_2019-06-19_13-21-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 19, 2019
Short Description:
soda tax via NodeXL http://bit.ly/2Y5O8j2
@latimes
@stark42020
@bblockwood
@sugarfreekidsmd
@kulikovuniatf
@hercbergs
@judgefudge5
@vikingavfc
@whartonschoolpr
@nodexl

Top hashtags:
#soda
#obesity
#us
#sodatax
#tax
#1919live
#sugartax
#seattle
#luxurytax
#icecreamtax

Description:
Description
The graph represents a network of 1,139 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 Wednesday, 19 June 2019 at 20:21 UTC.

The requested start date was Tuesday, 18 June 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, 23-hour, 46-minute period from Tuesday, 04 June 2019 at 00:12 UTC to Monday, 17 June 2019 at 23:59 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 : 1139
Unique Edges : 1126
Edges With Duplicates : 122
Total Edges : 1248
Number of Edge Types : 3
Tweet : 240
Mentions : 804
Replies to : 204
Self-Loops : 240
Reciprocated Vertex Pair Ratio : 0.0210084033613445
Reciprocated Edge Ratio : 0.0411522633744856
Connected Components : 317
Single-Vertex Connected Components : 125
Maximum Vertices in a Connected Component : 82
Maximum Edges in a Connected Component : 109
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 2.981788
Graph Density : 0.00074989469071473
Modularity : 0.820552
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[34] https://www.latimes.com/opinion/op-ed/la-oe-allcott-lockwood-taubinsky-soda-tax-economics-20190603-story.html
[12] https://thehill.com/opinion/finance/446939-a-national-soda-tax-is-a-bad-idea-that-deserves-to-fizzle-out
[9] https://www.king5.com/article/news/politics/57-million-in-seattle-soda-tax-money-went-to-general-fund/281-319bbb68-5afd-440e-ad6a-1b9aac63e266
[8] https://www.economist.com/finance-and-economics/2019/05/25/how-to-tax-sugary-drinks?fsrc=scn/tw/te/bl/ed/howtotaxsugarydrinkssodastream
[8] https://www.inquirer.com/politics/clout/soda-tax-mayor-jim-kenney-primary-election-desiree-peterkin-bell-gritty-write-in-votes-20190607.html
[6] https://www.inquirer.com/real-estate/housing/parkscore-philadelphia-trust-for-public-land-19th-nation-parks-and-rec-kenney-rebuild-soda-tax-20190601.html
[6] https://afeelappeal.com/tuesday-could-be-the-beginning-of-the-end-of-philadelphias-soda-tax/
[5] https://knowledge.wharton.upenn.edu/article/soda-tax-optimal-rate/
[5] https://www.nytimes.com/2017/11/13/health/colombia-soda-tax-obesity.html
[5] https://www.youtube.com/watch?v=36YSs8GzkAQ&feature=youtu.be


Top URLs in Tweet in G1:
[12] https://www.latimes.com/opinion/op-ed/la-oe-allcott-lockwood-taubinsky-soda-tax-economics-20190603-story.html
[6] https://afeelappeal.com/tuesday-could-be-the-beginning-of-the-end-of-philadelphias-soda-tax/
[4] https://www.inquirer.com/real-estate/housing/parkscore-philadelphia-trust-for-public-land-19th-nation-parks-and-rec-kenney-rebuild-soda-tax-20190601.html
[4] https://thehill.com/opinion/finance/446939-a-national-soda-tax-is-a-bad-idea-that-deserves-to-fizzle-out
[4] https://www.inquirer.com/politics/clout/soda-tax-mayor-jim-kenney-primary-election-desiree-peterkin-bell-gritty-write-in-votes-20190607.html
[3] https://s.einnews.com:443/1i2d0SHzNZ
[3] http://time.com/5588227/soda-tax-philadelphia/?xid=tcoshare
[3] http://MyNorthwest.com
[3] http://www.king5.com/
[2] http://web.archive.org/web/20190605081353/https://economics.yale.edu/sites/default/files/allcott_lockwood_taubinsky_regressive_sin_taxes.pdf

Top URLs in Tweet in G2:
[8] https://www.economist.com/finance-and-economics/2019/05/25/how-to-tax-sugary-drinks?fsrc=scn/tw/te/bl/ed/howtotaxsugarydrinkssodastream
[2] https://www.economist.com/finance-and-economics/2019/05/25/how-to-tax-sugary-drinks?frsc=dg%7Ce
[1] https://www.economist.com/finance-and-economics/2019/05/25/how-to-tax-sugary-drinks

Top URLs in Tweet in G6:
[1] https://thehill.com/opinion/finance/446939-a-national-soda-tax-is-a-bad-idea-that-deserves-to-fizzle-out

Top URLs in Tweet in G7:
[1] https://www.philly.com/opinion/editorials/soda-tax-mayor-jim-kenney-primary-election-2019-20190528.html
[1] http://www.philly.com/education/universal-pre-k-seats-funding-soda-tax-progress-20190104.html
[1] https://www.philly.com/opinion/commentary/soda-tax-philadelphia-pre-k-20190313.html
[1] https://twitter.com/inqcvargas/status/1139240309580271616
[1] https://twitter.com/viclombardi/status/1138451035855433730
[1] https://twitter.com/tonybrunoshow/status/1140762123653566465
[1] https://www.inquirer.com/politics/clout/soda-tax-mayor-jim-kenney-primary-election-desiree-peterkin-bell-gritty-write-in-votes-20190607.html

Top URLs in Tweet in G8:
[1] https://www.cbsnews.com/news/tax-cuts-and-jobs-act-bonuses-from-2017-tax-cuts-amounted-to-28-per-worker-congressional-office-says/

Top URLs in Tweet in G9:
[1] https://eventscribe.com/2019/ASN/fsPopup.asp?Mode=posterInfo&PosterID=203222
[1] https://forms.gle/qo9aHiCoLiUnUkUi6
[1] https://www.nytimes.com/glogin?URI=https%3A%2F%2Fwww.nytimes.com%2F2017%2F02%2F11%2Ftechnology%2Fhack-mexico-soda-tax-advocates.html%3F_r%3D0
[1] https://www.latimes.com/opinion/op-ed/la-oe-allcott-lockwood-taubinsky-soda-tax-economics-20190603-story.html

Top URLs in Tweet in G10:
[1] https://twitter.com/JoeBiden/status/1139188173131591685
[1] https://twitter.com/kylegriffin1/status/1138594267285340160
[1] https://twitter.com/cspan/status/1138476445204959234
[1] https://twitter.com/joshscampbell/status/1136653145369526272

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[29] soda
[26] obesity
[25] us
[22] sodatax
[14] tax
[9] 1919live
[7] sugartax
[7] seattle
[7] luxurytax
[7] icecreamtax



Top Hashtags in Tweet in G1:
[8] sodatax
[8] tax
[4] sugartax
[4] hlp19
[3] sodataxes
[2] healthcare
[2] sugar
[2] philadelphia
[2] us
[2] salestax

Top Hashtags in Tweet in G2:
[1] auspol
[1] qldpol
[1] nswpol

Top Hashtags in Tweet in G7:
[3] phlprek
[3] phillybevtax
[1] buildthewallarounddenver

Top Hashtags in Tweet in G9:
[22] soda
[22] us
[22] obesity
[3] isbnpa2019
[2] stax
[1] cancer
[1] tax
[1] cdoh
[1] bigsoda
[1] ncds

Top Hashtags in Tweet in G10:
[2] goptaxscam

Top Words
Top Words in Tweet in Entire Graph:
[481] Words in Sentiment List#1: Positive
[520] Words in Sentiment List#2: Negative
[12] Words in Sentiment List#3: Angry/Violent
[19023] Non-categorized Words
[20024] Total Words
[809] tax
[591] soda
[127] s
[105] taxes
[97] ã

Top Words in Tweet in G1:
[154] tax
[140] soda
[32] ã
[23] s
[18] lunch
[18] special
[16] taxes
[16] philadelphia
[16] 7
[15] big

Top Words in Tweet in G2:
[13] soda
[13] tax
[12] theeconomist
[11] stream
[9] sugary
[9] drinks
[6] dougundp
[6] therealmcroy
[6] undp
[5] mandeep_dh

Top Words in Tweet in G3:
[2] israeli

Top Words in Tweet in G5:
[3] northwestfdmb
[3] tappersgin
[3] thelongdogco
[3] tcusexp
[3] sushmasnacks
[3] kinvodka
[3] 1upconsultancy
[3] lakelandartisan
[3] cumbriashare1
[3] up

Top Words in Tweet in G6:
[33] tax
[32] soda
[31] stop
[30] puremichgirl
[30] s
[30] another
[30] one
[30] provide
[30] needles
[30] selling

Top Words in Tweet in G7:
[24] tax
[20] soda
[18] phillymayor
[7] s
[5] â
[5] here
[5] money
[5] 6abc
[5] #1
[4] philadelphia

Top Words in Tweet in G8:
[29] year
[28] per
[27] listener
[27] called
[27] task
[27] saying
[27] trump
[27] gop
[27] tax
[27] heist

Top Words in Tweet in G9:
[44] new
[25] tax
[23] cancer
[22] model
[22] estimates
[22] national
[22] #soda
[22] 1
[22] cent
[22] per

Top Words in Tweet in G10:
[22] tax
[20] ðÿ
[8] s
[8] lie
[7] pay
[7] returns
[7] money
[6] realdonaldtrump
[5] soda
[5] 2

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[336] soda,tax
[74] tax,soda
[38] millions,lives
[36] ã,ã
[34] lives,soda
[32] cigarette,tax
[31] tax,saved
[31] saved,millions
[31] one,tax
[31] per,year

Top Word Pairs in Tweet in G1:
[77] soda,tax
[18] ã,ã
[16] lunch,special
[12] millions,lives
[11] cigarette,tax
[11] tax,saved
[11] saved,millions
[11] lives,soda
[9] soda,taxes
[9] soda,7

Top Word Pairs in Tweet in G2:
[11] soda,stream
[9] stream,tax
[9] tax,sugary
[9] sugary,drinks
[6] drinks,dougundp
[6] dougundp,therealmcroy
[6] therealmcroy,undp
[6] undp,theeconomist
[5] mandeep_dh,soda
[2] outlawedmind,margaret52263

Top Word Pairs in Tweet in G5:
[3] northwestfdmb,tappersgin
[3] tappersgin,thelongdogco
[3] thelongdogco,tcusexp
[3] tcusexp,sushmasnacks
[3] sushmasnacks,kinvodka
[3] kinvodka,1upconsultancy
[3] 1upconsultancy,lakelandartisan
[3] lakelandartisan,cumbriashare1
[2] shed1gin,northwestfdmb

Top Word Pairs in Tweet in G6:
[30] s,another
[30] another,one
[30] one,tax
[30] tax,soda
[30] soda,provide
[30] provide,needles
[30] needles,stop
[30] stop,selling
[30] selling,cigarettes
[30] cigarettes,legalize

Top Word Pairs in Tweet in G7:
[17] soda,tax
[3] 6abc,phillymayor
[2] philly,always
[2] always,trendsetter
[2] trendsetter,â
[2] â,œthe
[2] œthe,trend
[2] trend,nationwide
[2] nationwide,seems
[2] seems,toward

Top Word Pairs in Tweet in G8:
[28] per,year
[27] listener,called
[27] called,task
[27] task,saying
[27] saying,trump
[27] trump,gop
[27] gop,tax
[27] tax,heist
[27] heist,netted
[27] netted,working

Top Word Pairs in Tweet in G9:
[22] new,model
[22] model,estimates
[22] estimates,national
[22] national,#soda
[22] #soda,tax
[22] tax,1
[22] 1,cent
[22] cent,per
[22] per,ounce
[22] ounce,#us

Top Word Pairs in Tweet in G10:
[19] ðÿ,ðÿ
[6] tax,returns
[4] tax,cuts
[3] release,tax
[3] tax,fraud
[2] ve,paid
[2] paid,2
[2] 2,6b
[2] 6b,corporate
[2] corporate,taxes

Top Replied-To
Top Replied-To in Entire Graph:
@ahaphilly
@phillymayor
@975thefanatic
@6abc
@thehill
@latimes
@realdonaldtrump
@soulphoodie
@forzacorrado
@charliekirk11

Top Replied-To in G2:
@outlawedmind
@971thedrive

Top Replied-To in G3:
@daviddeevoy

Top Replied-To in G4:
@veuvek

Top Replied-To in G5:
@northwestfdmb

Top Replied-To in G6:
@puremichgirl

Top Replied-To in G7:
@phillymayor
@6abc
@forzacorrado
@tonybrunoshow
@gma
@acctphilly

Top Replied-To in G10:
@realdonaldtrump
@charliekirk11
@benprofaci
@flat_soda_club
@catturd2

Top Mentioned
Top Mentioned in Entire Graph:
@puremichgirl
@ricksmithshow
@kulikovuniatf
@tylerdinucci
@theeconomist
@thehillopinion
@phillymayor
@bblockwood
@ctsenategop
@latimes

Top Mentioned in G2:
@theeconomist
@dougundp
@therealmcroy
@undp
@mandeep_dh
@margaret52263
@mikelm06c
@alllibertynews
@ggg19
@pechilvr

Top Mentioned in G3:
@lokshensoupjek
@foys75
@legally_israel
@yoni_yonder
@destination1111
@jaccal68
@david_starof
@slax43
@jcasbec
@corcas_autonomy

Top Mentioned in G4:
@bigbaybear
@roblev0
@robhwilliamson
@tolethorpe
@davidmetroland
@markinnorthwest
@johnmfitzp
@f505eb72b9cd493
@nickstevenson63
@dwcwinter

Top Mentioned in G5:
@tappersgin
@thelongdogco
@tcusexp
@sushmasnacks
@kinvodka
@1upconsultancy
@lakelandartisan
@cumbriashare1
@shed1gin
@northwestfdmb

Top Mentioned in G6:
@puremichgirl
@robertbrickner

Top Mentioned in G7:
@phillymayor
@phl_moe
@acctphilly
@jimmacmillan
@wryghtman
@6abc
@chuckles152
@ameribev

Top Mentioned in G8:
@ricksmithshow

Top Mentioned in G9:
@kulikovuniatf
@wcrfint
@elpoderdelc
@fi_sing
@dejusticia

Top Mentioned in G10:
@realdonaldtrump
@foxnews
@amazonnews
@charliekirk11
@therickwilson
@jrehling
@thedailyedge
@maydaymindy9
@vkbaker
@jorge_aguilardc

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@ez4u2say_janis
@cahulaan
@thehill
@business
@jimpolk
@docrocktex26
@foxnews
@fasting39
@superyayadize

Top Tweeters in G1:
@cahulaan
@politics_info
@madhyamam
@justinbbradford
@kmfdt
@seattleinformer
@doritmi
@winnipegsun
@republicbuzz
@cstorenews_

Top Tweeters in G2:
@alllibertynews
@lewtonserena5
@herbert_l_reed
@theeconomist
@sweetdeesez
@insanityisfree
@undp
@outlawedmind
@ganulvian
@lambzy12

Top Tweeters in G3:
@corcas_autonomy
@michael__baskin
@dlsmith0817
@afrommi
@judgefudge5
@lsh_101
@yoni_yonder
@torijordan212
@screenstarr
@jeanengel777

Top Tweeters in G4:
@jon_mumford1982
@nickstevenson63
@rolo_tamasi
@certual
@sunick51
@redundantuk
@koolarsmith
@markinnorthwest
@awayfromthekeys
@robhwilliamson

Top Tweeters in G5:
@embroideryunit
@nishakatona
@a69johnson
@northwestfdmb
@winedownpreston
@tradegovuk_nw
@kinvodka
@lancashare1
@theatlasbar
@tax_expert

Top Tweeters in G6:
@robertbrickner
@connieaustintx
@rem3276
@cheezyborger
@skinpo
@654321lady
@lowbmi
@prommie_d
@milagaai
@st59292131

Top Tweeters in G7:
@6abc
@gma
@forzacorrado
@chuckles152
@tonybrunoshow
@jimmacmillan
@amandaworking
@sck8182
@itschrisnow
@headlockj

Top Tweeters in G8:
@docrocktex26
@geostompx
@leslielee327
@marti431uew
@kausikdatta22
@dashiemama
@jerry_ruark
@valentine_fa
@rsagarcia
@theshrk22

Top Tweeters in G9:
@croakeyblog
@simoncapewell99
@elpoderdelc
@carinaalm
@nathy_anto
@asoucat
@dibordz
@dejusticia
@mipspte
@matt_hopcraft

Top Tweeters in G10:
@foxnews
@therickwilson
@thedailyedge
@jrehling
@charliekirk11
@realdonaldtrump
@sexcounseling
@davmicrot
@maydaymindy9
@_hublette