pew research, Twitter, 11/12/2020 3:59:21 AM, 240186


FAQ | Problem?

pew research_2020-11-11_19-07-56.xlsx
pew research_2020-11-11_19-07-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 12, 2020
Short Description:
pew research via NodeXL https://bit.ly/36rT339
@reuters
@realdonaldtrump
@pewtrusts
@pewstates
@pewenvironment
@pewresearch
@satiristas
@marciasgreen
@annaanthro
@gypsyinamerica

Top hashtags:
#election2020
#covid19
#armenia
#factsaboutarmenia
#icymi
#antibiotics

Description:
Description
The graph represents a network of 6,623 Twitter users whose tweets in the requested range contained "pew research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 12 November 2020 at 03:13 UTC.

The requested start date was Thursday, 12 November 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 2-hour, 46-minute period from Thursday, 29 October 2020 at 01:01 UTC to Wednesday, 11 November 2020 at 03:47 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 : 6623
Unique Edges : 3445
Edges With Duplicates : 7346
Total Edges : 10791
Number of Edge Types : 5
Retweet : 3275
MentionsInRetweet : 3743
Tweet : 1091
Mentions : 1755
Replies to : 927
Self-Loops : 1114
Reciprocated Vertex Pair Ratio : 0.0121512921444463
Reciprocated Edge Ratio : 0.0240108217788299
Connected Components : 1408
Single-Vertex Connected Components : 606
Maximum Vertices in a Connected Component : 2009
Maximum Edges in a Connected Component : 4718
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.133607
Graph Density : 0.000134845788996757
Modularity : 0.566298
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,623 Twitter users whose tweets in the requested range contained "pew research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 12 November 2020 at 03:13 UTC.

The requested start date was Thursday, 12 November 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 2-hour, 46-minute period from Thursday, 29 October 2020 at 01:01 UTC to Wednesday, 11 November 2020 at 03:47 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 : GraphServerTwitterSearch
Graph Term : pew research
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:
[18] https://www.pewresearch.org/fact-tank/2020/10/26/what-the-2020-electorate-looks-like-by-party-race-and-ethnicity-age-education-and-religion/
[15] https://reason.com/2020/10/29/pew-research-center-distance-learning-parents-teachers/
[13] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/30/indigenous-led-conservation-vital-to-canadas-biodiversity-efforts
[11] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/28/in-virginia-sea-level-rise-and-flooding-prompt-new-strategy
[11] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/29/us-ends-roadless-protections-in-countrys-largest-national-forest
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/04/after-historic-early-voting-surge-fewer-hiccups-on-election-day
[10] https://www.pewresearch.org/fact-tank/2020/11/06/2020-election-reveals-two-broad-voting-coalitions-fundamentally-at-odds/
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/09/masks-plexiglass-on-tap-for-upcoming-legislative-sessions
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/04/shortened-census-led-to-an-incomplete-count-in-some-areas
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/10/29/pandemic-anti-racism-protests-may-boost-marijuana-legalization

Top URLs in Tweet in G1:
[16] https://www.pewresearch.org/fact-tank/2020/10/26/what-the-2020-electorate-looks-like-by-party-race-and-ethnicity-age-education-and-religion/
[8] https://www.pewresearch.org/fact-tank/2020/11/06/2020-election-reveals-two-broad-voting-coalitions-fundamentally-at-odds/
[7] https://www.pewresearch.org/fact-tank/2020/10/22/election-night-marks-the-end-of-one-phase-of-campaign-2020-and-the-start-of-another/
[5] https://www.baltimoresun.com/maryland/baltimore-city/bs-pr-md-post-office-black-workers-20201028-xufi2evvvvchviqsxbg6o345vu-story.html
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/28/in-virginia-sea-level-rise-and-flooding-prompt-new-strategy
[4] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/10/29/pandemic-anti-racism-protests-may-boost-marijuana-legalization
[4] https://www.pewresearch.org/fact-tank/2020/06/03/10-things-we-know-about-race-and-policing-in-the-u-s/
[4] https://www.pewresearch.org/fact-tank/2020/10/29/what-we-can-trust-2020-election-polls-to-tell-us/
[4] https://www.pewresearch.org/fact-tank/2020/05/26/coronavirus-death-toll-is-heavily-concentrated-in-democratic-congressional-districts/
[4] https://www.reuters.com/article/us-usa-election-trump-families/you-are-no-longer-my-mother-a-divided-america-will-struggle-to-heal-after-trump-era-idUSKBN27I16E

Top URLs in Tweet in G2:
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/04/after-historic-early-voting-surge-fewer-hiccups-on-election-day
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/09/masks-plexiglass-on-tap-for-upcoming-legislative-sessions
[9] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/29/us-ends-roadless-protections-in-countrys-largest-national-forest
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/04/shortened-census-led-to-an-incomplete-count-in-some-areas
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/28/minimum-safety-standards-needed-for-fishing-vessel-crews-and-observers
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/03/lots-of-states-start-ballot-counting-process-early-this-year?utm_campaign=governing_stl________&utm_source=twitter_states&utm_medium=social&utm_content=statelineupdate_general____map_&utm_term=___policytrend
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/06/states-expanded-voting-access-for-the-pandemic-the-changes-might-stick
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/28/in-virginia-sea-level-rise-and-flooding-prompt-new-strategy
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/30/indigenous-led-conservation-vital-to-canadas-biodiversity-efforts
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/05/republicans-fend-off-democrats-in-statehouse-fights

Top URLs in Tweet in G3:
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/10/nearly-all-states-suffer-declines-in-education-jobs

Top URLs in Tweet in G4:
[7] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/10/netting-billions-2020-a-global-tuna-valuation?utm_campaign=conservation_intf_oceans_tuna_nttbll20_____&utm_source=twitter_environment&utm_medium=social&utm_content=report_general____statementtile_&utm_term=___
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/28/minimum-safety-standards-needed-for-fishing-vessel-crews-and-observers?utm_campaign=conservation_intf_oceans_illegalfishing______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___cta
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/29/us-ends-roadless-protections-in-countrys-largest-national-forest?utm_campaign=conservation_usplrc_land_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/02/new-zealand-could-soon-protect-one-of-worlds-most-biodiverse-marine-areas?utm_campaign=conservation_pbol_oceans_marineprotectedareas______&utm_source=twitter_environment&utm_medium=social&utm_content=article_mpasneeded____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/22/ropeless-fishing-systems-hold-promise-for-fishermen-and-whales?utm_campaign=conservation_clco_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/30/indigenous-led-conservation-vital-to-canadas-biodiversity-efforts
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/30/five-things-the-wto-must-include-in-its-fisheries-subsidies-agreement?utm_campaign=conservation_rhfs_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/23/breaking-the-plastic-wave-top-findings?utm_campaign=conservation_popl_oceans_plastics_plasticwave_____&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____statementtile_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/16/gulf-of-mexico-deep-sea-corals-win-protection?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/21/new-rules-could-better-protect-colorados-wildlife-from-energy-development?utm_campaign=conservation_usplrc_land_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_blmforestsvc____linkcard_&utm_term=___

Top URLs in Tweet in G6:
[1] https://www.fcc.gov/news-events/podcast/kathryn-de-wit-manager-broadband-research-initiative-pew-charitable-trusts?utm_campaign=2020-11-05+SPU&utm_medium=email&utm_source=Pew

Top URLs in Tweet in G7:
[4] https://www.pewresearch.org/global/2020/09/15/us-image-plummets-internationally-as-most-say-country-has-handled-coronavirus-badly/
[1] https://www.pewresearch.org/politics/2018/08/09/an-examination-of-the-2016-electorate-based-on-validated-voters/
[1] https://www.cnn.com/2020/01/09/africa/africa-trump-pew-poll-intl/index.html
[1] https://www.pewsocialtrends.org/2019/03/21/public-sees-an-america-in-decline-on-many-fronts/
[1] https://www.washingtonpost.com/opinions/these-statistics-can-help-enliven-election-night/2020/10/29/c11380e8-1a24-11eb-befb-8864259bd2d8_story.html
[1] https://twitter.com/realdonaldtrump/status/1323072051402350592
[1] https://twitter.com/realdonaldtrump/status/1321645125198491649
[1] https://www.washingtontimes.com/news/2018/mar/22/democrats-more-educated-republicans-pew-research-c/
[1] https://www.theguardian.com/commentisfree/2020/oct/31/women-will-decide-this-election-and-trump-keeps-insulting-them
[1] https://www.pewresearch.org/fact-tank/2016/07/19/more-minority-federal-judges-have-been-appointed-under-democratic-than-republican-presidents/

Top URLs in Tweet in G8:
[1] https://twitter.com/nataliemorales/status/1324083916232368128

Top URLs in Tweet in G9:
[2] https://www.pewresearch.org/global/2020/01/08/trump-ratings-remain-low-around-globe-while-views-of-u-s-stay-mostly-favorable/
[1] https://www.washingtontimes.com/news/2018/mar/22/democrats-more-educated-republicans-pew-research-c/
[1] https://foreignpolicy.com/2020/07/08/lopez-obrador-mexico-trump-trade/
[1] https://twitter.com/GreenNewDealer/status/1324858019805474817
[1] https://twitter.com/JDiamond1/status/1324922323334537217
[1] https://www.pewsocialtrends.org/2019/01/17/generation-z-looks-a-lot-like-millennials-on-key-social-and-political-issues/
[1] https://www.pewresearch.org/politics/2018/03/20/1-trends-in-party-affiliation-among-demographic-groups/
[1] https://www.brookings.edu/research/americas-electoral-future-the-coming-generational-transformation/
[1] https://www.gallup.com/workplace/267743/why-millennials-job-hopping.aspx
[1] https://amp.washingtontimes.com/news/2018/mar/22/democrats-more-educated-republicans-pew-research-c/

Top Domains
Top Domains in Tweet in Entire Graph:
[489] pewtrusts.org
[296] pewresearch.org
[124] twitter.com
[29] pewsocialtrends.org
[16] journalism.org
[15] pewforum.org
[15] reason.com
[10] theguardian.com
[10] reuters.com
[9] youtube.com

Top Domains in Tweet in G1:
[162] pewresearch.org
[70] twitter.com
[38] pewtrusts.org
[20] pewsocialtrends.org
[7] linkedin.com
[6] journalism.org
[6] reuters.com
[5] baltimoresun.com
[5] pewforum.org
[5] youtube.com

Top Domains in Tweet in G2:
[328] pewtrusts.org
[11] twitter.com
[6] pew.org
[5] pewresearch.org
[2] fcc.gov
[2] wnycstudios.org
[1] healthcare.gov
[1] pewforum.org
[1] hcinnovationgroup.com
[1] bustle.com

Top Domains in Tweet in G3:
[1] pewtrusts.org

Top Domains in Tweet in G4:
[103] pewtrusts.org
[1] pew.org

Top Domains in Tweet in G6:
[1] fcc.gov

Top Domains in Tweet in G7:
[6] pewresearch.org
[2] twitter.com
[1] cnn.com
[1] pewsocialtrends.org
[1] washingtonpost.com
[1] washingtontimes.com
[1] theguardian.com

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

Top Domains in Tweet in G9:
[4] pewresearch.org
[3] twitter.com
[2] washingtontimes.com
[1] foreignpolicy.com
[1] pewsocialtrends.org
[1] brookings.edu
[1] gallup.com
[1] reuters.com
[1] lawfareblog.com
[1] uaar.it

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[47] election2020
[37] covid19
[35] armenia
[34] factsaboutarmenia
[29] icymi
[26] antibiotics
[23] electionday
[17] ccamlr
[15] philadelphia
[14] elections2020



Top Hashtags in Tweet in G1:
[7] election2020
[5] elections2020
[4] vote
[4] research
[4] trump
[4] elecciones2020
[3] marijuana
[3] electionday
[3] covid19
[2] cannabis

Top Hashtags in Tweet in G2:
[34] covid19
[33] election2020
[16] electionday
[15] philadelphia
[11] opioid
[8] dentalcare
[5] copolitics
[4] icymi
[3] retirementsavings
[2] census2020

Top Hashtags in Tweet in G3:
[2] election2020

Top Hashtags in Tweet in G4:
[25] icymi
[17] ccamlr
[11] deepsea
[10] rightwhale
[9] endoverfishing
[8] safeseas
[7] capetownagreement
[6] ropelessgear
[5] saveroadless
[5] stopfundingoverfishing

Top Hashtags in Tweet in G7:
[1] liberalhypocrisy
[1] russia
[1] votersuppression
[1] fox

Top Hashtags in Tweet in G9:
[1] usa
[1] nones
[1] presidenziali

Top Words
Top Words in Tweet in Entire Graph:
[3554] pew
[3507] research
[1678] center
[1629] 000
[1409] ø
[1119] ù
[783] trump
[622] biden
[522] year
[514] found

Top Words in Tweet in G1:
[629] pew
[597] research
[359] center
[140] ø
[123] according
[119] ù
[86] trump
[77] election
[77] more
[69] 2020

Top Words in Tweet in G2:
[231] pewtrusts
[174] pewstates
[121] states
[97] more
[89] election
[88] state
[59] one
[56] officials
[49] places
[49] access

Top Words in Tweet in G3:
[390] biden
[387] reuters
[353] pew
[353] research
[352] trump
[351] center
[307] non
[307] partisan
[306] september
[306] report

Top Words in Tweet in G4:
[375] pewenvironment
[159] ocean
[109] marine
[83] harmful
[80] fishing
[78] protected
[68] largest
[68] kermadec
[68] sanctuary
[65] one

Top Words in Tweet in G5:
[1565] 000
[314] musulmanes
[313] 2017
[313] francia
[313] 720
[313] alemania
[313] 180
[313] austria
[313] 712
[313] antes

Top Words in Tweet in G6:
[376] year
[190] pew
[190] research
[190] revenue
[188] q2
[188] study
[188] finds
[188] ad
[188] msnbc
[188] cnn

Top Words in Tweet in G7:
[106] research
[104] pew
[91] realdonaldtrump
[72] trump
[65] center
[59] image
[56] trusted
[53] less
[53] plummets
[53] internationally

Top Words in Tweet in G8:
[125] pew
[123] research
[114] vote
[113] oh_eyelean
[113] obama
[113] win
[113] fl
[113] both
[113] times
[113] called

Top Words in Tweet in G9:
[63] research
[61] pew
[23] center
[21] many
[18] joebiden
[15] trump
[12] america
[12] over
[11] states
[11] year

Top Words in Tweet in G10:
[3] pew
[3] center
[2] mathmomma24
[2] _kel_varnsen_
[2] qdecoder
[2] janinevorr
[2] ziggystardad
[2] emma34770971
[2] hurrnot
[2] alshadowdancer

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3359] pew,research
[1655] research,center
[616] ø,ù
[565] ù,ø
[511] ø,ø
[362] according,pew
[341] center,found
[337] trump,biden
[330] biden,supporters
[327] non,partisan

Top Word Pairs in Tweet in G1:
[574] pew,research
[355] research,center
[96] according,pew
[56] ø,ù
[54] ù,ø
[53] ø,ø
[33] pew,charitable
[33] charitable,trusts
[32] ù,ù
[23] covid,19

Top Word Pairs in Tweet in G2:
[40] polling,places
[28] years,ago
[26] never,wildest
[26] wildest,dreams
[26] dreams,think
[26] think,came
[26] came,america
[26] america,more
[26] more,50
[26] 50,years

Top Word Pairs in Tweet in G3:
[353] pew,research
[351] research,center
[307] non,partisan
[307] partisan,pew
[306] september,report
[306] report,non
[306] center,found
[306] found,nearly
[306] nearly,80
[306] 80,trump

Top Word Pairs in Tweet in G4:
[68] ocean,sanctuary
[50] end,harmful
[45] harmful,fisheries
[44] fisheries,subsidies
[39] official,iucn
[39] iucn,closed
[39] closed,loophole
[39] loophole,allowed
[39] allowed,unsustainable
[39] unsustainable,fishing

Top Word Pairs in Tweet in G5:
[313] 2017,francia
[313] francia,720
[313] 720,000
[313] 000,alemania
[313] alemania,000
[313] 000,000
[313] 180,000
[313] 000,austria
[313] austria,712
[313] 712,000

Top Word Pairs in Tweet in G6:
[190] pew,research
[188] q2,study
[188] study,pew
[188] research,finds
[188] finds,ad
[188] ad,revenue
[188] revenue,msnbc
[188] msnbc,cnn
[188] cnn,declining
[188] declining,double

Top Word Pairs in Tweet in G7:
[103] pew,research
[64] research,center
[53] image,plummets
[53] plummets,internationally
[51] internationally,trump
[47] trump,less
[46] center,image
[46] less,trusted
[28] realdonaldtrump,pew
[25] trusted,putin

Top Word Pairs in Tweet in G8:
[123] pew,research
[113] obama,win
[113] win,fl
[113] fl,both
[113] both,times
[113] times,pew
[113] research,called
[113] called,share
[113] share,latino
[113] latino,vote

Top Word Pairs in Tweet in G9:
[59] pew,research
[23] research,center
[10] research,donald
[10] donald,trump
[10] trump,became
[10] became,president
[10] president,image
[10] image,united
[10] united,states
[10] states,suffered

Top Word Pairs in Tweet in G10:
[2] pew,center

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@joebiden
@elperiodico
@thehill
@jojo50589398
@gop
@jackposobiec
@kdmrabcd
@aoc
@breusswane

Top Replied-To in G1:

Top Replied-To in G2:
@davidenko_gye
@robertocamilo
@pewresearch
@rphillipsesq
@rgibson1
@pewmethods

Top Replied-To in G3:
@reuters
@jharvard13

Top Replied-To in G4:
@coralreeffish

Top Replied-To in G7:
@realdonaldtrump
@gop
@itsjefftiedrich
@erictrump
@romanungesser
@ruonxiv
@prettyxcynical
@sadistscribbler
@yashar
@bullofpolitics

Top Replied-To in G8:
@bidenharris2015
@all_vowels
@princenorodom
@oh_eyelean
@bernadette_tara

Top Replied-To in G9:
@joebiden
@teamtrump
@scruggs_mba
@realdonaldtrump
@sia06680146
@thirusrni
@conceptualjames
@deathweasel
@sheepotaur
@clairlemon

Top Replied-To in G10:
@mathmomma24
@dennisabm

Top Mentioned
Top Mentioned in Entire Graph:
@reuters
@pewenvironment
@isaacj
@pewtrusts
@joeconchatv
@pewstates
@oh_eyelean
@realdonaldtrump
@evinbdya
@gkbhambra

Top Mentioned in G1:
@newworldorder37
@the_rubrick
@commentoniowa
@era_pero_ya_no
@aapifund

Top Mentioned in G2:
@pewtrusts
@pewstates
@pewresearch
@bbarrettnc
@mattvas
@an_catherine
@pewhealth
@mikethompsongvt
@noellestraub
@jrosenworcel

Top Mentioned in G3:
@reuters
@boozang
@sundersays
@pewstates
@bbarrettnc

Top Mentioned in G4:
@pewenvironment
@wto
@iucn
@peweurope
@drlucaskruger
@pewtrusts
@johnnyrbriggs
@bertarelli_fdn
@noaa
@eucouncil

Top Mentioned in G5:
@isaacj

Top Mentioned in G6:
@joeconchatv
@zerlinamaxwell
@3rdhourtoday

Top Mentioned in G7:
@realdonaldtrump
@larryolart
@itsjefftiedrich
@gop
@erictrump
@potus
@realjameswoods
@draftkings
@mrandyngo
@thebabylonbee

Top Mentioned in G8:
@oh_eyelean
@briebriejoy
@selljo99
@all_vowels
@pamaqua2017

Top Mentioned in G9:
@joebiden
@realdonaldtrump
@conceptualjames
@dnc
@ingrahamangle
@biorealism
@donaldjtrumpjr
@jacknicklaus
@kamalaharris
@yamiche

Top Mentioned in G10:
@_kel_varnsen_
@qdecoder
@janinevorr
@ziggystardad
@emma34770971
@hurrnot
@alshadowdancer
@ladyoftheocean1
@gopkleptocrat
@digivorr

Top Tweeters
Top Tweeters in Entire Graph:
@rashidaldosari
@dichristine
@robinsnewswire
@odio_nao
@threadreaderapp
@s9tmt
@tinamarie_80s
@bankingnewsgr
@1denmadrid
@independent

Top Tweeters in G1:
@robinsnewswire
@bankingnewsgr
@ken_crichlow
@darlene_edw
@edourdoo
@hedgeenergy
@deenie7940
@lenniejarratt
@fox26houston
@memeorandum

Top Tweeters in G2:
@dichristine
@1denmadrid
@marthalynneowe1
@notacquiescing
@mjfsteeler
@margo94
@sandykalano
@ajaygolmalgobi
@jennykim
@shayne571

Top Tweeters in G3:
@rashidaldosari
@s9tmt
@britpoptarts
@reuters
@breakingnewzman
@therezafontoura
@patricklee6669
@salomnm
@sandi_childs
@njdoc

Top Tweeters in G4:
@_redfrog
@willseattle
@milatrud11
@blubdha
@morganchevitage
@sampleatl
@dominoisf
@protectingterra
@trudaoceans
@alisonborealis

Top Tweeters in G5:
@bogotasinmiedo
@stalingradofc
@alvpe
@victoriaccss
@cnovelo66
@agisbertarnal
@johnjonny1
@amicalupus
@dnr2esp
@absolutexe

Top Tweeters in G6:
@mary_swilling
@brianbachner
@mtnpoet
@peaceischrist
@indiegop
@hillelsims
@lor65
@bestesevers
@hydeblizzardbox
@sharencarr3

Top Tweeters in G7:
@tinamarie_80s
@ponytail122
@detroitnews
@annaanthro
@509shawng
@satiristas
@yashar
@jjcarafano
@agnew122
@kcamponovo

Top Tweeters in G8:
@nobiggovduh
@dualgrey
@elisha1022
@shell_loyd
@georgiemutt
@tasha__2o1o
@xionyc
@sharktocrab
@bmacconnell1
@geeequinn

Top Tweeters in G9:
@hpluckrose
@leene50
@biorealism
@spayer
@conceptualjames
@dennisfa
@starsns44130411
@bakari_sellers
@politifact
@lollioness

Top Tweeters in G10:
@kattmist
@vickie627
@mrfly187
@ladyoftheocean1
@medwoman1
@politicspot
@misshellca
@robcarlson20
@shlomoindiana
@ziggystardad