#GasShortage, Twitter, 5/17/2021 3:10:24 PM, 254958


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#GasShortage_2021-05-16_15-00-42.xlsx
#GasShortage_2021-05-16_15-00-42.xlsx
From:
marc_smith
Uploaded on:
May 17, 2021
Short Description:
#GasShortage via NodeXL https://bit.ly/3yk78wo
@fiendishlyyours
@therightmelissa
@sanifotos
@w_terrence
@mannyr___
@schmaby9
@iamkyallen
@lindarchilders
@2_convo
@jasonrfate

Top hashtags:
#gasshortage
#gasshortage2021
#gaslines
#gas
#colonialpipeline
#bidengaslines

Description:
Description
The graph represents a network of 16,485 Twitter users whose recent tweets contained "#GasShortage", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 16 May 2021 at 22:32 UTC.

The tweets in the network were tweeted over the 4-day, 18-hour, 48-minute period from Wednesday, 12 May 2021 at 03:07 UTC to Sunday, 16 May 2021 at 21:56 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 : 16485
Unique Edges : 18530
Edges With Duplicates : 1872
Total Edges : 20402
Number of Edge Types : 5
Retweet : 14081
Tweet : 3596
MentionsInRetweet : 1359
Replies to : 382
Mentions : 984
Self-Loops : 3723
Reciprocated Vertex Pair Ratio : 0.00339736858360615
Reciprocated Edge Ratio : 0.00677173110071411
Connected Components : 2687
Single-Vertex Connected Components : 1977
Maximum Vertices in a Connected Component : 12016
Maximum Edges in a Connected Component : 15277
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.404321
Graph Density : 5.97780058890389E-05
Modularity : 0.755934
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 16,485 Twitter users whose recent tweets contained "#GasShortage", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 16 May 2021 at 22:32 UTC.

The tweets in the network were tweeted over the 4-day, 18-hour, 48-minute period from Wednesday, 12 May 2021 at 03:07 UTC to Sunday, 16 May 2021 at 21:56 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #GasShortage
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:
[63] http://www.futuredanger.com#GAS-LINES-FORM
[62] https://www.instagram.com/accounts/login/
[59] https://www.buzzfeed.com/daves4/gas-shortage-pictures?origin=tuh
[31] https://floridapolitics.com/archives/428252-nikki-fried-reassures-floridians-amid-looming-gas-shortages/
[29] https://twitter.com/alicia_c_devine/status/1392115059091034114
[27] https://dollarvigilante.tv/videos/watch/bf7bdca3-c66e-47a9-8cca-a48ab70a9622
[26] https://www.theepochtimes.com/virginia-gas-station-charges-6-99-per-gallon-amid-fuel-shortage-drivers_3814627.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[23] https://www.linkedin.com/pulse/dumb-dumber-harvey-burgess/?published=t
[21] https://instabio.cc/3051202jngatW
[21] https://twitter.com/USCPSC/status/1392482092823502849

Top URLs in Tweet in G2:
[54] https://www.instagram.com/accounts/login/
[41] http://www.futuredanger.com#GAS-LINES-FORM
[19] https://twitter.com/USCPSC/status/1392482092823502849
[9] https://twitter.com/fiendishlyyours/status/1391990487222001666
[4] https://twitter.com/FiendishlyYours/status/1391990487222001666
[4] https://twitter.com/i/events/1392259609570660353
[4] https://www.etsy.com/listing/1018820413/got-gas
[3] https://twitter.com/nytimes/status/1392108492773810176
[3] https://twitter.com/AmyKremer/status/1392287954295562240
[3] https://www.fiverr.com/archteriorbd/design-model-render-kitchen-cabinetry-residential-house-interior

Top URLs in Tweet in G3:
[6] https://twitter.com/BeachCity55/status/1392081418726125569
[3] https://twitter.com/TheRightMelissa/status/1392541514425896960
[3] https://floridapolitics.com/archives/428252-nikki-fried-reassures-floridians-amid-looming-gas-shortages/
[3] https://www.washingtonpost.com/business/2021/05/11/gas-shortage-colonial-pipeline/#click=https://t.co/FrDyJoYdPg
[2] https://twitter.com/FoxBusiness/status/1392598986402508810
[2] https://twitter.com/SteveGuest/status/1392535631658684418
[1] https://twitchy.com/gregp-3534/2021/05/11/carter-administration-2-0-gasshortage-trends-on-twitter-after-ransomware-attack-on-the-colonial-pipeline/
[1] https://www.buzzfeed.com/daves4/gas-shortage-pictures?origin=tuh
[1] https://twitter.com/christianaford_/status/1392497548204642306
[1] https://www.bloomberg.com/news/articles/2021-05-11/michigan-s-deadline-arrives-but-enbridge-vows-to-keep-oil-moving

Top URLs in Tweet in G5:
[1] https://www.infowars.com/posts/the-gas-shortage-is-by-design/

Top URLs in Tweet in G6:
[7] https://www.wavy.com/10-on-your-side/where-can-i-find-gas-in-hampton-roads/
[5] https://twitter.com/realCCrump/status/1391941898269560839
[4] https://video.foxnews.com/v/6254371699001
[3] https://twitter.com/LouieEisenberg/status/1392333879990702083
[3] https://www.instagram.com/accounts/login/
[3] https://www.meritalk.com/articles/white-house-feds-springing-to-action-following-colonial-pipeline-ransomware-hack/
[2] https://twitter.com/newtgingrich/status/1392950320737685505
[2] https://www.ajc.com/news/electric-cars-pick-up-speed-during-gas-slowdown/MHDXTXZAVZDL5BH76XGWD32VGY/
[2] https://www.ajc.com/news/nation-world/florida-declares-state-of-emergency-as-gas-shortages-spread-throughout-southeast/SUO5TMRYKNC5DJMJ7WRJ2IMRIQ/
[2] https://babylonbee.com/news/gas-lines-have-biden-worried-about-how-carter-will-do-against-reagan

Top URLs in Tweet in G7:
[2] https://twitter.com/GasBuddyGuy/status/1392290154035957762
[1] https://www.washingtonpost.com/business/2021/05/12/ransomware-attack/

Top URLs in Tweet in G8:
[1] https://twitter.com/arithedon/status/1393095390581329920

Top URLs in Tweet in G9:
[1] https://www.youtube.com/watch?v=do8-oWHu788&feature=youtu.be

[1] https://apple.news/AlW1tnNLRQ_qm6gkjbD0Qpw

Top URLs in Tweet in G10:
[6] https://www.theatlantic.com/technology/archive/2021/05/ransomware-attack-network-pipeline-hack/618893/
[6] https://govcyberhub.com/2021/05/12/the-colonial-pipeline-hack-its-real-it-will-happen-again/
[6] https://www.sans.org/webcasts/119775?utm_medium=Social&utm_source=Twitter&utm_campaign=ICS+Webcasts
[5] https://trib.al/nwuqOm0
[5] https://twitter.com/Irish_Dissident/status/1392982350745808904
[5] https://www.darkreading.com/operations/putting-the-spotlight-on-darkside/d/d-id/1340997?_mc=rss_x_drr_edt_aud_dr_x_x-rss-simple
[5] https://www.washingtonpost.com/national-security/biden-executive-order-cybersecurity/2021/05/12/9269e932-acd5-11eb-acd3-24b44a57093a_story.html
[4] http://www.thenewdispatch.com/the-colonial-pipeline-pays-5-million-in-ransom/
[4] https://www.theglobeandmail.com/drive/culture/article-the-great-american-gas-shortage-that-isnt-actually-a-gas-shortage/?utm_content=166664501&utm_medium=social&utm_source=twitter&hss_channel=tw-1026501701707157504
[4] https://trib.al/gvHqobK

Top Domains
Top Domains in Tweet in Entire Graph:
[657] twitter.com
[128] youtube.com
[95] instagram.com
[66] theepochtimes.com
[63] futuredanger.com
[62] buzzfeed.com
[34] floridapolitics.com
[28] linkedin.com
[27] dollarvigilante.tv
[22] trib.al

Top Domains in Tweet in G2:
[229] twitter.com
[80] instagram.com
[42] youtube.com
[41] futuredanger.com
[13] fiverr.com
[8] tiktok.com
[8] gasbuddy.com
[6] yahoo.com
[5] cnn.com
[5] facebook.com

Top Domains in Tweet in G3:
[17] twitter.com
[4] washingtonpost.com
[3] floridapolitics.com
[1] twitchy.com
[1] buzzfeed.com
[1] bloomberg.com
[1] tomwoods.com

Top Domains in Tweet in G5:
[1] infowars.com

Top Domains in Tweet in G6:
[45] twitter.com
[7] wavy.com
[4] foxnews.com
[4] youtube.com
[4] ajc.com
[4] msn.com
[4] instagram.com
[3] meritalk.com
[2] breitbart.com
[2] babylonbee.com

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

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

Top Domains in Tweet in G9:
[1] youtube.com
[1] apple.news

Top Domains in Tweet in G10:
[24] twitter.com
[22] trib.al
[12] youtube.com
[11] thenewdispatch.com
[8] sans.org
[6] theatlantic.com
[6] govcyberhub.com
[6] nottinghammd.com
[5] darkreading.com
[5] washingtonpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18344] gasshortage
[2561] gasshortage2021
[819] gaslines
[624] gas
[586] colonialpipeline
[372] bidengaslines
[282] gasoline
[281] biden
[280] colonialpipelinehack
[256] hoardersgoingtohoard



Top Hashtags in Tweet in G1:
[4750] gasshortage
[12] gasshortage2021
[4] bidengaslines
[3] biden
[2] braincellshortage
[2] gashoarding
[2] gaza
[2] bideninflation
[2] gazaunderattack
[1] youcantfixstupid

Top Hashtags in Tweet in G2:
[2260] gasshortage
[515] gasshortage2021
[221] gas
[161] gaslines
[130] colonialpipeline
[64] biden
[55] gasprices
[55] gasoline
[53] colonialpipelinehack
[48] bidengaslines

Top Hashtags in Tweet in G3:
[2364] gasshortage
[237] hoardersgoingtohoard
[49] gasshortage2021
[17] gas
[13] tesla
[12] ev
[11] breakingnews
[10] hysteria
[9] escambiacounty
[9] pipelinehackers

Top Hashtags in Tweet in G4:
[882] gasshortage
[855] gasshortage2021
[12] gaslines
[10] pipelinehack
[7] gas
[3] colonialpipelinehack
[3] gashoarding
[3] gasholes
[2] america
[2] congress

Top Hashtags in Tweet in G5:
[838] gasshortage
[7] gasshortage2021
[5] biden
[4] bidengaslines
[4] democratshateamerica
[4] colonialpipeline
[4] wfaa
[3] foodshortage
[3] unemployment
[3] liberal

Top Hashtags in Tweet in G6:
[754] gasshortage
[187] bidengaslines
[98] gasshortage2021
[85] bidensamerica
[74] bidenbordercrisis
[73] bidenremorse
[73] trumpwasright
[47] biden
[45] bordercrisis
[44] gas

Top Hashtags in Tweet in G7:
[441] gasshortage
[9] thanksfornothing
[9] thankyoujoe
[9] sos
[9] wednesdaymorning
[9] tuesdayfeeling
[4] northcarolina
[2] chapelhill
[2] chatham
[2] charlotte

Top Hashtags in Tweet in G8:
[345] gasshortage
[8] hoardersgoingtohoard
[3] gasshortage2021
[1] moneysmart
[1] pipelinehackers
[1] florida
[1] news
[1] breakingnews
[1] hysteria
[1] humanity

Top Hashtags in Tweet in G9:
[346] gasshortage
[96] gasshortage2021
[7] nogas
[7] raleigh
[3] wednesdaythought
[3] economy
[1] inflation
[1] useconomy
[1] lizcheney
[1] nft

Top Hashtags in Tweet in G10:
[316] gasshortage
[132] colonialpipeline
[83] cyberattack
[57] gasshortage2021
[49] cybersecurity
[43] ransomware
[37] darkside
[36] gaslines
[34] gas
[27] colonialpipelinehack

Top Words
Top Words in Tweet in Entire Graph:
[18450] #gasshortage
[6084] gas
[5199] bags
[5004] shit
[4982] better
[4982] oh
[4956] extra
[4937] couple
[4924] pick
[2568] #gasshortage2021

Top Words in Tweet in G1:
[4750] #gasshortage
[4727] oh
[4727] shit
[4726] better
[4726] pick
[4726] couple
[4726] extra
[4726] bags
[17] fiendishlyyours
[12] #gasshortage2021

Top Words in Tweet in G2:
[2264] #gasshortage
[958] gas
[516] #gasshortage2021
[245] people
[221] #gas
[194] shortage
[161] #gaslines
[131] panic
[130] #colonialpipeline
[109] gasoline

Top Words in Tweet in G3:
[2364] #gasshortage
[838] gas
[473] people
[306] going
[298] panic
[298] buying
[257] shortage
[238] started
[237] #hoardersgoingtohoard
[218] stations

Top Words in Tweet in G4:
[882] #gasshortage
[855] #gasshortage2021
[724] car
[724] owners
[724] right
[723] electric
[113] gas
[89] ima
[89] once
[89] officially

Top Words in Tweet in G5:
[838] #gasshortage
[801] people
[798] marvel
[798] media
[798] ability
[798] make
[798] millions
[798] act
[798] way
[798] against

Top Words in Tweet in G6:
[757] #gasshortage
[368] gas
[187] #bidengaslines
[138] potus
[131] energy
[126] lines
[115] joebiden
[108] 100
[108] days
[98] #gasshortage2021

Top Words in Tweet in G7:
[1239] gas
[822] joe
[822] don
[441] #gasshortage
[411] shortage
[411] couldn
[411] today
[411] please
[411] explain
[411] biden

Top Words in Tweet in G8:
[345] #gasshortage
[305] point
[305] naive
[15] oh
[15] shit
[15] better
[15] pick
[15] couple
[15] extra
[15] bags

Top Words in Tweet in G9:
[346] #gasshortage
[230] gas
[133] someone
[133] thinks
[96] #gasshortage2021
[93] double
[92] always
[92] bag
[44] know
[44] fucking

Top Words in Tweet in G10:
[342] #gasshortage
[132] #colonialpipeline
[128] gas
[92] #cyberattack
[67] fuel
[66] stations
[59] #cybersecurity
[58] #ransomware
[57] #gasshortage2021
[54] pipeline

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4919] #gasshortage,better
[4918] better,pick
[4918] pick,couple
[4918] couple,extra
[4918] extra,bags
[4902] shit,#gasshortage
[4896] oh,shit
[1529] #gasshortage2021,#gasshortage
[1009] gas,shortage
[840] millions,people

Top Word Pairs in Tweet in G1:
[4727] oh,shit
[4727] shit,#gasshortage
[4726] #gasshortage,better
[4726] better,pick
[4726] pick,couple
[4726] couple,extra
[4726] extra,bags
[10] fiendishlyyours,oh
[7] #gasshortage,#gasshortage2021
[5] man,fuck

Top Word Pairs in Tweet in G2:
[263] #gasshortage2021,#gasshortage
[171] #gasshortage,#gasshortage2021
[102] gas,shortage
[91] #gasshortage,#gaslines
[73] toilet,paper
[71] gas,stations
[57] #gas,#gasshortage
[56] #gasshortage,#gas
[56] panic,buying
[53] gas,lines

Top Word Pairs in Tweet in G3:
[290] panic,buying
[281] people,panic
[252] buying,#gasshortage
[237] started,going
[237] going,#gasshortage
[237] #gasshortage,#hoardersgoingtohoard
[205] gas,stations
[164] stations,#gasshortage
[162] reason,#gasshortage
[160] passing,gas

Top Word Pairs in Tweet in G4:
[738] #gasshortage2021,#gasshortage
[723] electric,car
[723] car,owners
[723] owners,right
[723] right,#gasshortage2021
[108] #gasshortage,#gasshortage2021
[90] gas,#gasshortage
[89] ima,once
[89] once,officially
[89] officially,run

Top Word Pairs in Tweet in G5:
[798] marvel,media
[798] media,ability
[798] ability,make
[798] make,millions
[798] millions,people
[798] people,act
[798] act,way
[798] way,against
[798] against,best
[798] best,interests

Top Word Pairs in Tweet in G6:
[104] 100,days
[81] #gasshortage,#bidengaslines
[76] went,energy
[76] gas,lines
[75] energy,independent
[75] days,#gasshortage
[74] independent,gas
[74] little,over
[74] over,100
[73] lines,little

Top Word Pairs in Tweet in G7:
[411] gas,shortage
[411] shortage,couldn
[411] couldn,gas
[411] gas,today
[411] today,please
[411] please,explain
[411] explain,joe
[411] joe,biden
[411] biden,popular
[411] popular,president

Top Word Pairs in Tweet in G8:
[305] point,naive
[305] naive,#gasshortage
[15] oh,shit
[15] shit,#gasshortage
[15] #gasshortage,better
[15] better,pick
[15] pick,couple
[15] couple,extra
[15] extra,bags
[8] started,going

Top Word Pairs in Tweet in G9:
[226] gas,#gasshortage
[133] someone,thinks
[133] thinks,gas
[92] always,double
[92] double,bag
[92] bag,gas
[92] #gasshortage,#gasshortage2021
[44] know,fucking
[44] fucking,lying
[44] lying,98

Top Word Pairs in Tweet in G10:
[41] #gasshortage2021,#gasshortage
[40] gas,stations
[37] #colonialpipeline,#gasshortage
[30] #gasshortage,#gaslines
[26] stations,fuel
[25] colonial,pipeline
[22] panic,buying
[19] #ransomware,#colonialpipeline
[19] #gasshortage,#fuelshortage
[19] seems,ve

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@potus
@whitehouse
@robbystarbuck
@nytimes
@joebiden
@thehill
@washingtonpost
@fiendishlyyours
@numbers28

Top Replied-To in G1:
@fiendishlyyours

Top Replied-To in G2:

Top Replied-To in G3:
@jackposobiec
@tiffmc1013
@austinsmithsonn
@kennethsnow93
@elonmusk
@lisa_sinatra
@libbityboo
@trumpwontwork
@carol_mammano
@crimsonace

Top Replied-To in G5:
@feministweiner
@thedemocrats

Top Replied-To in G6:
@potus
@whitehouse
@joebiden
@thehill
@cnn
@abc
@gopleader
@michell45411271
@foxnews
@jakelobin

Top Replied-To in G9:
@jasonrfate

Top Replied-To in G10:
@malanikai
@gasbuddy
@wsbtv
@news12li
@opeyemi95823700
@shrugitoff1
@jsolomonreports
@colpipe
@bigfish3000
@tyishawsb

Top Mentioned
Top Mentioned in Entire Graph:
@potus
@joebiden
@maggiejordanacn
@1mimi4ever
@aprildryan
@laloalcaraz
@co_rapunzel4
@buzzfeed
@vp
@kamalaharris

Top Mentioned in G1:
@fiendishlyyours
@selenemoon96

Top Mentioned in G2:
@junkietrendy
@connecttvusa

Top Mentioned in G3:
@weartv
@jackposobiec
@elonmusk
@getupside
@huge2na
@buzzfeed
@lopatonok
@renissance_1
@thomasewoods

Top Mentioned in G5:
@govwhitmer
@scct_mp
@mstodaynews
@thedemocrats

Top Mentioned in G6:
@potus
@joebiden
@vp
@kamalaharris
@dhsgov
@presssec
@jlightbearer
@wichitatv
@cnn
@flotus

Top Mentioned in G10:
@gasbuddy
@colpipe
@wusa9
@karenroby6
@vyas_sekar
@carnegiemellon
@cia
@dltsolutions
@nsagov
@csswg

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@dichristine
@cybersec_feeds
@souljahsingh
@maria09121953
@solutioneer72
@gambiste1
@delta
@streamer_boost
@mr1738

Top Tweeters in G1:
@maria09121953
@arekku6015
@99sandthe2000s
@hoobee773
@nioumasashi
@shidenpg10
@iceburghslimm
@tyrelle123
@cleopatrashoney
@hottakeharry

Top Tweeters in G2:
@starcoreone02
@notgleams
@dihoppy
@shayne571
@wfmy
@zoomarang
@greeknewsguy
@keem773
@crackmacs
@detous

Top Tweeters in G3:
@mr1738
@stockguy61
@stonefree63
@llama_strudel
@cantankerusfemi
@henjoeschmoe
@_ogkeish
@on_bender
@thealiasbeing
@keepitrealtea

Top Tweeters in G4:
@willseattle
@bob_stinson1234
@kerirn
@frlarousse2
@jadejensen29
@prettiluv92
@ckkoch3
@murjanian
@claygrewtall
@ddarerick

Top Tweeters in G5:
@jjauthor
@dclarediane
@1catherinesiena
@turfline
@k1erry
@dianachic1
@geanalyst
@twittachicca
@lauriemettier
@nanemad

Top Tweeters in G6:
@solutioneer72
@lechatnoire4
@thehill
@tudortweep
@mtrushmore2016
@jgionova
@ruthieredsox
@foxnews
@miamipapers
@evalb5

Top Tweeters in G7:
@souljahsingh
@hellokarma2021
@catherine_riche
@cherrybaysb
@vlzafree
@agueros_henry
@cocothepatriot
@k11marc
@kennyscott1952
@thesherbway

Top Tweeters in G8:
@lilpatti2009
@jeauxsmeaux
@_____daphne
@marlyywhite
@juarezzz_lc
@williamrichjr
@lex_2live
@_girlthats_tiny
@jeezytaughtyou
@youwont_getme

Top Tweeters in G9:
@rosiem1919
@aimn2please
@hrhstillstacie
@anniesage
@17shortfuse
@ms_mims
@wrgerman
@laurapcd1
@cameraguyrob
@reportsdanews

Top Tweeters in G10:
@sectest9
@cybersec_feeds
@cybersecurityn8
@meidas_damon
@wsbtv
@takedianasbra
@cnbc
@njmike731
@wsbradio
@7newsdc


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