oil and gas, Twitter, 1/23/2024 11:34:26 PM, 294379


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oil and gas Twitter NodeXL SNA Map and Report for Tuesday, 23 January 2024 at 17:03 UTC
oil and gas Twitter NodeXL SNA Map and Report for Tuesday, 23 January 2024 at 17:03 UTC
From:
marc_smith
Uploaded on:
January 23, 2024
Short Description:
oil and gas via NodeXL https://bit.ly/42dzOXC
@carolinelucas
@rpsagainsttrump
@steverattner
@tendar
@votemarsha
@kabiu
@premnsikka
@implausibleblog
@mattyglesias
@andrewbowie_mp

Top hashtags:
#oil
#gas
#oilandgas
#energy
#nomoreexcuses
#oott
#climate

Description:
Description
The graph represents a network of 19,573 Twitter users whose recent tweets contained "oil and gas", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2024 12:00:00 AM and 1/23/2024 9:03:39 AM. The network was obtained from Twitter on Tuesday, 23 January 2024 at 22:09 UTC.

The tweets in the network were tweeted over the 2095-day, 12-hour, 0-minute period from Sunday, 29 April 2018 at 05:02 UTC to Tuesday, 23 January 2024 at 17:03 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 : 19573
Unique Edges : 22152
Edges With Duplicates : 3080
Total Edges : 25232
Number of Edge Types : 9
Retweet : 16280
Tweet : 1451
Replies to : 2471
MentionsInRetweet : 1828
MentionsInReplyTo : 2170
Quote : 396
Mentions : 465
MentionsInQuote : 120
MentionsInQuoteReply : 51
Self-Loops : 1816
Reciprocated Vertex Pair Ratio : 0.00488250057038558
Reciprocated Edge Ratio : 0.00971755517210063
Connected Components : 1557
Single-Vertex Connected Components : 589
Maximum Vertices in a Connected Component : 13145
Maximum Edges in a Connected Component : 18336
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 5.794627
Graph Density : 5.74862732792911E-05
Modularity : 0.81017
NodeXL Version : 1.0.1.528
Data Import : The graph represents a network of 19,573 Twitter users whose recent tweets contained "oil and gas", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2024 12:00:00 AM and 1/23/2024 9:03:39 AM. The network was obtained from Twitter on Tuesday, 23 January 2024 at 22:09 UTC.

The tweets in the network were tweeted over the 2095-day, 12-hour, 0-minute period from Sunday, 29 April 2018 at 05:02 UTC to Tuesday, 23 January 2024 at 17:03 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 : TwitterSearch3
Graph Term : oil and gas
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:
[110] https://www.bbc.co.uk/news/science-environment-67945281
[39] https://theconversation.com/its-not-game-over-its-game-on-why-2024-is-an-inflection-point-for-the-climate-crisis-221497?utm_source=twitter&utm_medium=bylinetwitterbutton
[31] https://freebeacon.com/democrats/inside-the-lefts-spurious-legal-strategy-to-take-down-oil-and-gas-producers/
[27] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says?CMP=twt_a-environment_b-gdneco
[19] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says?CMP=share_btn_tw
[17] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says
[16] https://justthenews.com/nation/states/center-square/officials-texas-leads-oil-gas-production-jobs-due-regulatory?utm_source=mux&utm_medium=social-media&utm_campaign=social-media-autopost
[14] https://bbc.in/3u9AvUX
[13] https://www.thecanary.co/uk/2024/01/22/offshore-petroleum-licensing-bill-protests/
[12] http://reut.rs/3vNNXyv

Top URLs in Tweet in G1:
[92] https://www.bbc.co.uk/news/science-environment-67945281
[26] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says?CMP=twt_a-environment_b-gdneco
[7] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says?CMP=share_btn_tw
[7] https://www.bigissue.com/news/environment/cop29-azerbaijan-controversy-backlash-climate/
[6] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says
[5] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says?CMP=Share_iOSApp_Other
[5] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says?CMP=Share_AndroidApp_Other
[4] https://drillordrop.com/2024/01/22/offshore-oil-and-gas-licensing-bill-wins-second-reading/
[4] https://actionnetwork.org/letters/tell-the-biden-administration-stop-the-expansion-of-oil-gas-export-projects?source=twitter&
[3] https://act.oceana.org/page/140605/action/1

Top URLs in Tweet in G2:
[1] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says?CMP=twt_a-environment_b-gdneco
[1] https://www.forbes.com/sites/rrapier/2022/11/15/heres-why-the-us-has-lost-refining-capacity/amp/
[1] https://twitter.com/SteveRattner/status/1749513575113044335

Top URLs in Tweet in G3:
[1] https://energynews.us/2024/01/23/commission-claims-court-cant-review-decisions-on-drilling-under-ohio-park-and-wildlife-areas/
[1] https://www.history.com/this-day-in-history/nixon-signs-national-speed-limit-into-law

Top URLs in Tweet in G5:
[3] https://www.bbc.co.uk/news/science-environment-67945281
[3] https://www.stuff.co.nz/climate-change/350149728/last-government-quietly-paused-oil-and-gas-exploration
[2] https://www.telegraph.co.uk/business/2024/01/21/labours-north-sea-drilling-ban-bring-forward-rig-closures/
[2] https://bbc.in/3SczeVl
[2] https://www.thenational.scot/news/23697572.rishi-sunaks-family-firm-infosys-signed-1-5b-deal-bp/?ref=twtrec
[1] https://www.scottishdailyexpress.co.uk/news/politics/humza-yousaf-slapped-down-energy-31941881
[1] https://www.snp.org/mistakes-made-at-westminster-leave-scots-tens-of-thousands-worse-off/
[1] https://www.spiked-online.com/2024/01/23/net-zero-is-killing-british-industry/
[1] https://www.heraldscotland.com/news/24048482.labours-energy-plans-save-scots-8-4bn-fuel-bills-2030/
[1] https://www.petroineos.com/about-us/

Top URLs in Tweet in G6:
[1] https://twitter.com/Gerashchenko_en/status/1748786947936432282

Top URLs in Tweet in G7:
[8] https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPUS2&f=M
[8] https://twitter.com/AJEnglish/status/1749521743151075696?t=Qp-Cz2T0h6kK5cLvie2XoA&s=19
[4] https://www.thestreet.com/automotive/why-havent-gasoline-pricestarted-to-rise-yet
[3] https://www.foxnews.com/opinion/job-keystone-xl-pipeline-until-biden-fired-satisfy-climate-extremists
[2] https://www.meidastouch.com/news/dow-jones-passes-38000-points-for-the-first-time
[2] https://www.meidastouch.com/news/trump-stumbles-his-way-through-interview
[2] https://www.theatlantic.com/ideas/archive/2023/12/us-producing-more-oil-climate-change/676893/
[2] https://twitter.com/ReichlinMelnick/status/1749565189563818403?t=O2gGfDu5hGPHNtwaFe8H2Q&s=19
[2] https://twitter.com/DNCWarRoom/status/1749480301766595013?t=eTuZmd_2WlE0JtbxkHlJdw&s=19
[2] https://twitter.com/ElevenFilms/status/1749629274959589626?t=eTuZmd_2WlE0JtbxkHlJdw&s=19

Top URLs in Tweet in G8:
[1] https://www.reuters.com/markets/commodities/us-crude-production-touch-record-2024-eia-2024-01-09/
[1] https://www.pbs.org/newshour/politics/biden-cancels-last-oil-and-gas-leases-in-alaskas-arctic-refuge-overturns-sales-held-by-trump
[1] https://energynews.us/2024/01/23/commission-claims-court-cant-review-decisions-on-drilling-under-ohio-park-and-wildlife-areas/
[1] https://www.apricitas.io/p/americas-energy-export-boom?r=m21&utm_campaign=post&utm_medium=web

Top URLs in Tweet in G9:
[12] https://www.thecanary.co/uk/2024/01/22/offshore-petroleum-licensing-bill-protests/
[10] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says?CMP=share_btn_tw
[9] https://www.bbc.co.uk/news/science-environment-67945281
[9] https://freebeacon.com/democrats/inside-the-lefts-spurious-legal-strategy-to-take-down-oil-and-gas-producers/
[7] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says
[7] https://actionnetwork.org/letters/join-the-debate-on-new-oil-gas-licensing?source=twitter&
[5] https://www.levernews.com/a-fossil-fuel-miseducation/?utm_source=twitter&utm_medium=link&utm_campaign=tw-prefill
[4] https://www.thenational.scot/news/24067559.oil-gas-bill-clears-first-hurdle-commons-despite-tory-division/?ref=twtrec
[3] https://oilprice.com/Energy/Natural-Gas/Exxon-Looks-to-Tap-Guyanas-Gas-Riches.html
[3] https://www.theguardian.com/environment/2024/jan/22/oil-and-gas-bill-breaks-uk-promise-phase-out-fossil-fuels-alok-sharma-says?CMP=Share_iOSApp_Other

Top Domains
Top Domains in Tweet in Entire Graph:
[151] co.uk
[97] theguardian.com
[63] bit.ly
[61] dlvr.it
[39] theconversation.com
[33] justthenews.com
[31] freebeacon.com
[31] buff.ly
[31] twitter.com
[30] ift.tt

Top Domains in Tweet in G1:
[96] co.uk
[54] theguardian.com
[7] bigissue.com
[6] actionnetwork.org
[5] org.uk
[4] drillordrop.com
[3] oceana.org
[3] bbc.in
[3] edie.net
[2] bit.ly

Top Domains in Tweet in G2:
[1] theguardian.com
[1] forbes.com
[1] twitter.com

Top Domains in Tweet in G3:
[1] energynews.us
[1] history.com

Top Domains in Tweet in G5:
[9] co.uk
[3] co.nz
[2] bbc.in
[2] thenational.scot
[1] snp.org
[1] spiked-online.com
[1] heraldscotland.com
[1] petroineos.com
[1] theguardian.com
[1] channel4.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[20] twitter.com
[14] eia.gov
[6] meidastouch.com
[6] thestreet.com
[4] forbes.com
[3] foxnews.com
[3] cnn.com
[2] x.com
[2] theatlantic.com
[2] bit.ly

Top Domains in Tweet in G8:
[1] reuters.com
[1] pbs.org
[1] energynews.us
[1] apricitas.io

Top Domains in Tweet in G9:
[54] dlvr.it
[30] ift.tt
[28] bit.ly
[23] newhorizonoilandgas.com
[22] theguardian.com
[18] co.uk
[17] connectingoilgas.online
[13] thecanary.co
[11] newsdailyarabic.com
[10] tinyurl.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[120] oil
[100] gas
[59] oilandgas
[42] energy
[39] nomoreexcuses
[35] oott
[34] climate
[29] getfairaboutfarming
[27] alberta
[27] oilsands



Top Hashtags in Tweet in G1:
[27] getfairaboutfarming
[23] climate
[13] oil
[10] gas
[7] rosebank
[6] climatecrisis
[6] cop26
[6] ocean
[6] drilling
[6] netzero

Top Hashtags in Tweet in G2:
[2] factsmatter
[1] climatecrisis
[1] taxtherich

Top Hashtags in Tweet in G3:
[1] ouch
[1] energyreality

Top Hashtags in Tweet in G5:
[1] neverlabour
[1] sitdoonyaroaster
[1] nevertrustatory
[1] loanchargedebate
[1] theweedaftyliesagain
[1] torycriminals
[1] scotsman
[1] westminster
[1] scottish
[1] scottishindependenceiscoming2024

Top Hashtags in Tweet in G6:
[11] ouch
[4] russia
[1] alaska

Top Hashtags in Tweet in G7:
[8] hannibaldirective
[6] bideninflation
[4] ogwausa
[3] bidenharris2024
[3] saveamericaagain
[3] gopliesabouteverything
[3] energy
[3] trump
[2] bidenbordercrisis
[2] exxon

Top Hashtags in Tweet in G8:
[1] casen

Top Hashtags in Tweet in G9:
[50] oil
[45] gas
[30] oilandgas
[14] china
[13] russia
[13] ukraine
[13] uk
[12] canada
[11] worldnews
[11] iraq

Top Words
Top Words in Tweet in Entire Graph:
[18182] oil
[17885] gas
[5183] production
[3896] more
[3557] time
[3276] natural
[3083] under
[2631] trump
[2355] highs
[2337] both

Top Words in Tweet in G1:
[2626] oil
[2571] gas
[1668] carolinelucas
[1311] north
[1303] sea
[1247] bill
[1020] more
[1003] government
[777] licensing
[761] offshore

Top Words in Tweet in G2:
[1969] oil
[1968] gas
[1934] production
[1913] steverattner
[1912] time
[1907] natural
[1899] both
[1898] highs
[22] biden
[13] high

Top Words in Tweet in G3:
[2189] gas
[2180] oil
[1552] rpsagainsttrump
[1534] producing
[1522] trump
[1521] more
[1520] under
[1519] reality
[1515] back
[614] production

Top Words in Tweet in G4:
[1557] oil
[1556] gas
[1552] 10
[1552] strongest
[1552] theworldindex
[1552] petronas
[1551] lukoil
[1551] top
[1551] ptt
[1551] 2023

Top Words in Tweet in G5:
[1400] oil
[1283] gas
[417] more
[397] energy
[364] johnredwood
[333] down
[327] snp
[326] opposition
[326] parties
[290] andrewbowie_mp

Top Words in Tweet in G6:
[985] luga
[984] ust
[981] russia
[955] terminal
[886] oil
[874] gas
[723] tendar
[707] damage
[705] according
[704] expected

Top Words in Tweet in G7:
[806] gas
[730] oil
[292] votemarsha
[270] production
[259] prices
[230] biden
[216] realdonaldtrump
[201] time
[177] more
[143] natural

Top Words in Tweet in G8:
[1259] under
[1196] production
[1023] higher
[977] oil
[976] gas
[757] trump
[724] biden
[626] natural
[533] mattyglesias
[511] renewables

Top Words in Tweet in G9:
[725] oil
[683] gas
[97] energy
[72] more
[70] bill
[58] natural
[58] industry
[52] production
[50] #oil
[49] government

Top Words in Tweet in G10:
[580] gas
[580] oil
[563] rising
[563] star
[563] ex
[562] firm
[562] earning
[562] tease
[561] woman
[561] used

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[13003] oil,gas
[4224] gas,production
[3205] natural,gas
[2497] more,oil
[2469] oil,natural
[2365] under,trump
[2340] production,time
[2325] time,highs
[2292] both,oil
[2249] steverattner,both

Top Word Pairs in Tweet in G1:
[2495] oil,gas
[1298] north,sea
[736] offshore,petroleum
[692] licensing,bill
[686] petroleum,licensing
[670] speech,gave
[670] bill,many
[670] many,lies
[670] gave,offshore
[670] sound,angry

Top Word Pairs in Tweet in G2:
[1916] gas,production
[1907] natural,gas
[1903] oil,natural
[1897] production,time
[1897] both,oil
[1896] time,highs
[1893] steverattner,both
[37] oil,gas
[10] time,high
[8] louisiana,mississippi

Top Word Pairs in Tweet in G3:
[1973] oil,gas
[1517] under,trump
[1516] producing,more
[1515] more,oil
[1514] gas,under
[1514] back,reality
[1513] reality,producing
[1512] rpsagainsttrump,back
[609] gas,production
[421] dow,topped

Top Word Pairs in Tweet in G4:
[1555] oil,gas
[1552] strongest,oil
[1551] ecopetrol,petrobras
[1551] 10,strongest
[1551] petronas,ptt
[1551] brands,2023
[1551] top,10
[1551] 2023,petronas
[1551] ptt,ecopetrol
[1551] petrobras,pertamina

Top Word Pairs in Tweet in G5:
[1238] oil,gas
[326] opposition,parties
[269] gas,fields
[259] make,more
[259] more,dependent
[258] shut,down
[258] fields,make
[258] made,clear
[257] yesterday,opposition
[257] down,oil

Top Word Pairs in Tweet in G6:
[984] ust,luga
[830] oil,gas
[704] gas,terminal
[704] damage,oil
[703] worse,initially
[703] luga,russia
[703] expected,according
[703] terminal,ust
[703] russia,apparently
[703] according,analysts

Top Word Pairs in Tweet in G7:
[304] oil,gas
[226] gas,prices
[194] votemarsha,realdonaldtrump
[168] gas,production
[142] natural,gas
[117] production,time
[112] oil,natural
[105] time,highs
[98] prices,remain
[95] joe,biden

Top Word Pairs in Tweet in G8:
[1023] production,higher
[745] under,trump
[667] gas,production
[626] natural,gas
[512] under,biden
[511] higher,under
[511] renewables,production
[511] biden,natural
[511] trump,renewables
[511] higher,oil

Top Word Pairs in Tweet in G9:
[505] oil,gas
[54] natural,gas
[48] gas,bill
[38] #oil,#gas
[30] north,sea
[29] alok,sharma
[27] gas,industry
[26] sea,oil
[25] oil,natural
[24] first,hurdle

Top Word Pairs in Tweet in G10:
[569] oil,gas
[563] star,oil
[563] rising,star
[562] ex,rising
[562] gas,firm
[562] tease,ex
[561] used,tease
[561] nobody,lived
[561] woman,used
[561] firm,earning

Top Replied-To
Top Replied-To in Entire Graph:
@votemarsha
@repmtg
@johnredwood
@douglas4moray
@krassenstein
@carolinelucas
@juststop_oil
@clairecoutinho
@andrewbowie_mp
@repjeffries

Top Replied-To in G1:
@carolinelucas
@clairecoutinho
@juststop_oil
@fossilfreeldn
@bbcnews
@bbcsciencenews
@ed_miliband
@mrmatthewtodd
@rharrabin
@greenpeaceuk

Top Replied-To in G2:
@steverattner
@repryanzinke
@justafamilyman_
@thesotaswede
@votemarsha
@le_frontiersman
@briantylercohen
@red2024official
@banunsweettea
@jackflynn810

Top Replied-To in G3:
@rpsagainsttrump
@joebiden
@krassenstein
@khatinhat
@steverattner
@repmtg
@canyoujive5
@amk_phd
@valynn286
@nickjichiban

Top Replied-To in G4:
@salohiddin_1
@re_birth499
@waqasmkhan1985

Top Replied-To in G5:
@johnredwood
@douglas4moray
@andrewbowie_mp
@wera_hobhouse
@rhodamiller14
@thesnp
@nicolasturgeon
@anassarwar
@johnadgrady
@angelacrawley30

Top Replied-To in G6:
@tendar
@gerashchenko_en
@nexta_tv
@glasnostgone
@krzysioactuary
@uamyua
@old_musician
@benburch93
@angelusmerula
@kba_78

Top Replied-To in G7:
@votemarsha
@repmtg
@markjacob16
@joebiden
@housegop
@jim_jordan
@acyn
@potus
@meidastouch
@gop

Top Replied-To in G8:
@jonahdispatch
@mattyglesias
@blaneerwin
@nsfwpoliticsnow
@drunkrepub
@kylemcc36631324
@chucklesmartel
@josephpolitano
@davidlimbaugh
@lynkluv

Top Replied-To in G9:
@deptofdefense
@petersweden7
@captcoronado
@thegurglingcod
@zaleskiluke
@alexcoheninla
@wendyp4545
@ladyvelvet_hfq
@repstefanik
@realoilsheikh

Top Mentioned
Top Mentioned in Entire Graph:
@steverattner
@carolinelucas
@rpsagainsttrump
@theworldindex
@tendar
@gimbakakanda
@mattyglesias
@implausibleblog
@plsgetserious
@premnsikka

Top Mentioned in G1:
@carolinelucas
@implausibleblog
@greenpeaceuk
@juststop_oil
@rharrabin
@dalevince
@clairecoutinho
@xrebellionuk
@alanwhiteheadmp
@stopcambo

Top Mentioned in G2:
@steverattner
@samkarlin
@karinkirk_mt
@repryanzinke
@realdonaldtrump
@miafarrow
@votemarsha
@sruhle
@sol31415
@compound_cap

Top Mentioned in G3:
@rpsagainsttrump
@plsgetserious
@steverattner
@smindcrypto
@cxcarroll
@darkwebwarrior
@carolinelucas
@lawrencerabbott
@tendar
@ektaka

Top Mentioned in G4:
@theworldindex

Top Mentioned in G5:
@johnredwood
@andrewbowie_mp
@douglas4moray
@netzerowatch
@somersetlevel
@argylebecky
@wera_hobhouse
@dickwinchester
@strath_fai
@leehurstcomic

Top Mentioned in G6:
@tendar
@glasnostgone
@rpsagainsttrump
@osint_69
@gerashchenko_en
@steverattner
@lets_play_meow
@euromaidanpr
@nexta_tv
@yarotrof

Top Mentioned in G7:
@realdonaldtrump
@votemarsha
@steverattner
@joebiden
@gop
@ogwausa
@repmtg
@potus
@mgsquared
@meidastouch

Top Mentioned in G8:
@mattyglesias
@jonahdispatch
@steverattner
@rpsagainsttrump
@josephpolitano
@tendar
@blaneerwin
@kevinpwalling
@jeremybwhite
@rickybobweaver

Top Mentioned in G9:
@llewelynpritch
@koreana2010
@rutilusastrum
@waconzy
@trovemsl
@kse_institute
@janet_beale
@theglobalspring
@stigmabasen
@zerustog

Top Mentioned in G10:
@gimbakakanda
@d_legaleagle
@careermattersng
@toyinquest

Top Tweeters
Top Tweeters in Entire Graph:
@rashidaldosari
@jurylady5
@berkleybearnews
@s9tmt
@monicasloves
@roblwilson
@_redfrog
@bdnews24
@sandradunn1955
@lesleygsmith3

Top Tweeters in G1:
@s9tmt
@sandradunn1955
@derekjohnbryant
@margymayell
@gallimaufrey777
@littlemore20
@willseattle
@changetocindy
@spanishdan1
@stlhd100

Top Tweeters in G2:
@vedehimajumdar
@ungubunugu1274
@snarky_op
@gus_802
@debr3322
@ken_crichlow
@trumpwatchnews
@jorge_c_ny
@tyberzannxxxx
@_silversmith

Top Tweeters in G3:
@monicasloves
@elkehollings
@scheerenberger
@denniskoch10
@washumom
@micjojd
@princessbravato
@theresamax
@sylviaz1913
@lorettabower3

Top Tweeters in G4:
@aminzulkarnain
@zeawoguchi
@oojiley
@ahmadhaf1z
@tbgsem
@sakinah_yahya
@pidutdin
@wanfaridkamil
@ainajihah97
@sseubtin

Top Tweeters in G5:
@lesleygsmith3
@magicdmw
@hazelglasgow
@gracemurphy2
@z_chrissie
@mgt_coull26
@jan_s_b_459
@mik61scot
@frank3davies
@kulganofcrydee

Top Tweeters in G6:
@jeffreymeursing
@russelltim151
@mog7546
@lllwry
@alettaha
@lzedmitryy
@eclectelectric
@rutafilmas
@4tybin
@ptialex77

Top Tweeters in G7:
@rhonda_harbison
@cbinflux
@rcdewinter
@boris3324
@rolandsmartin
@gumboqueen3030
@americanmom01
@argusc
@foxnews
@jerri47

Top Tweeters in G8:
@sallyagale
@new_narrative
@anthropic
@maryalicebisho2
@rhcm123
@castonchris
@pamcurtis4210
@on_bender
@noybsk2017
@shareitarie10

Top Tweeters in G9:
@berkleybearnews
@stigmabasen
@rogue_corq
@stigmabase
@camz99
@marketsday
@mefbama
@dtporge
@independentngr
@charlierichmond

Top Tweeters in G10:
@badmansaks
@its_ybello
@_simplyoasis
@bigbadreni
@dpesho
@jemilaea
@mzgbemmy
@kiraah_
@nwali_x
@hizzle7


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