Propublica, Twitter, 9/25/2020 1:26:50 PM, 235975
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Propublica_2020-09-25_05-35-12.xlsx
Propublica_2020-09-25_05-35-12.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
September 25, 2020
Short Description:
Propublica via NodeXL https://bit.ly/3kL6lgA
@propublica
@crewcrew
@realdonaldtrump
@charlesornstein
@redtraccoon
@tjaoren
@nickvarchaver
@jonathanchait
@mollyjongfast
@lulu82824

Top hashtags:
#ire20
#vote
#climatechange
#progressive
#political
#independent
#trump

Description:
Description
The graph represents a network of 7,266 Twitter users whose tweets in the requested range contained "Propublica", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 25 September 2020 at 12:44 UTC.

The requested start date was Friday, 25 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 2-day, 4-hour, 54-minute period from Tuesday, 22 September 2020 at 19:06 UTC to Friday, 25 September 2020 at 00:00 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 : 7266
Unique Edges : 4204
Edges With Duplicates : 13077
Total Edges : 17281
Number of Edge Types : 5
Retweet : 5475
MentionsInRetweet : 6868
Mentions : 2795
Replies to : 771
Tweet : 1372
Self-Loops : 1409
Reciprocated Vertex Pair Ratio : 0.0131926121372032
Reciprocated Edge Ratio : 0.0260416666666667
Connected Components : 929
Single-Vertex Connected Components : 643
Maximum Vertices in a Connected Component : 5679
Maximum Edges in a Connected Component : 15104
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.861364
Graph Density : 0.000167312368896494
Modularity : 0.454167
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 7,266 Twitter users whose tweets in the requested range contained "Propublica", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 25 September 2020 at 12:44 UTC.

The requested start date was Friday, 25 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 2-day, 4-hour, 54-minute period from Tuesday, 22 September 2020 at 19:06 UTC to Friday, 25 September 2020 at 00:00 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 : Propublica
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:
[379] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role
[189] https://www.propublica.org/article/new-jersey-law-says-criminal-cops-should-go-to-jail-records-reveal-they-often-dont
[143] https://www.propublica.org/article/foreign-hackers-cripple-texas-countys-email-system-raising-election-security-concerns
[81] https://www.propublica.org/article/before-limiting-ballot-drop-boxes-to-one-per-county-top-ohio-election-officials-secretly-consulted-promoter-of-debunked-voting-fraud-fears
[74] https://projects.propublica.org/climate-migration/
[63] https://www.propublica.org/article/in-north-carolina-black-voters-mail-in-ballots-much-more-likely-to-be-rejected-than-those-from-any-other-race
[40] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[39] https://www.propublica.org/article/what-the-photos-of-wildfires-and-smoke-dont-show-you
[37] https://www.propublica.org/article/he-wanted-to-fix-rural-americas-broken-nursing-homes-now-taxpayers-may-be-on-the-hook-for-76-million
[34] https://www.businessinsider.com/trump-organization-bribed-nyc-tax-officials-propublica-2020-3

Top URLs in Tweet in G1:
[9] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role
[6] https://www.propublica.org/article/what-the-photos-of-wildfires-and-smoke-dont-show-you
[6] https://www.propublica.org/article/foreign-hackers-cripple-texas-countys-email-system-raising-election-security-concerns
[4] https://www.propublica.org/article/new-jersey-law-says-criminal-cops-should-go-to-jail-records-reveal-they-often-dont
[3] https://propub.li/32xl34w
[3] https://projects.propublica.org/climate-migration/
[3] https://msmagazine.com/2020/09/21/the-pandemic-guide-to-making-sure-your-vote-counts/
[3] https://www.propublica.org/article/climate-change-will-force-a-new-american-migration
[3] https://www.propublica.org/article/propublicas-pandemic-guide-to-making-sure-your-vote-counts
[2] https://www.propublica.org/newsletters/the-big-story?source=social&utm_content=buffer770c5&utm_medium=social&utm_source=twitter&utm_campaign=Buffer

Top URLs in Tweet in G2:
[158] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role
[52] https://www.propublica.org/article/foreign-hackers-cripple-texas-countys-email-system-raising-election-security-concerns
[48] https://www.propublica.org/article/new-jersey-law-says-criminal-cops-should-go-to-jail-records-reveal-they-often-dont
[39] https://www.propublica.org/article/before-limiting-ballot-drop-boxes-to-one-per-county-top-ohio-election-officials-secretly-consulted-promoter-of-debunked-voting-fraud-fears
[27] https://projects.propublica.org/climate-migration/
[23] https://www.propublica.org/article/in-north-carolina-black-voters-mail-in-ballots-much-more-likely-to-be-rejected-than-those-from-any-other-race
[18] https://www.propublica.org/article/he-wanted-to-fix-rural-americas-broken-nursing-homes-now-taxpayers-may-be-on-the-hook-for-76-million
[17] https://apple.news/AqNmhx_mdSHyZCfTxiKQmmw
[11] https://twitter.com/propublica/status/1308581019256225797
[10] https://www.propublica.org/article/climate-change-will-force-a-new-american-migration

Top URLs in Tweet in G3:
[58] https://www.propublica.org/article/new-jersey-law-says-criminal-cops-should-go-to-jail-records-reveal-they-often-dont
[28] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role
[16] https://www.propublica.org/article/hes-a-liar-a-con-artist-and-a-snitch-his-testimony-could-soon-send-a-man-to-his-death
[16] https://www.propublica.org/article/methodist-le-bonheur-healthcare-sues-poor-medical-debt
[9] https://www.propublica.org/article/he-wanted-to-fix-rural-americas-broken-nursing-homes-now-taxpayers-may-be-on-the-hook-for-76-million
[8] https://www.propublica.org/article/foreign-hackers-cripple-texas-countys-email-system-raising-election-security-concerns
[8] https://www.propublica.org/article/what-the-photos-of-wildfires-and-smoke-dont-show-you
[6] https://www.propublica.org/article/when-is-a-meeting-not-a-meeting-and-a-lawmaker-not-a-lawmaker-when-its-lori-lightfoots-chicago
[5] https://www.propublica.org/article/in-north-carolina-black-voters-mail-in-ballots-much-more-likely-to-be-rejected-than-those-from-any-other-race
[5] https://www.propublica.org/article/before-limiting-ballot-drop-boxes-to-one-per-county-top-ohio-election-officials-secretly-consulted-promoter-of-debunked-voting-fraud-fears

Top URLs in Tweet in G4:
[5] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role
[3] https://www.propublica.org/article/new-jersey-law-says-criminal-cops-should-go-to-jail-records-reveal-they-often-dont
[2] https://www.propublica.org/article/poorly-protected-postal-workers-are-catching-covid-19-by-the-thousands-its-one-more-threat-to-voting-by-mail
[2] https://www.propublica.org/article/foreign-hackers-cripple-texas-countys-email-system-raising-election-security-concerns
[2] https://www.propublica.org/article/new-jersey-law-says-criminal-cops-should-go-to-jail-records-reveal-they-often-dont?utm_source=sailthru&utm_medium=email&utm_campaign=dailynewsletter&utm_content=feature
[1] https://www.propublica.org/article/he-wanted-to-fix-rural-americas-broken-nursing-homes-now-taxpayers-may-be-on-the-hook-for-76-million?utm_source=sailthru&utm_medium=email&utm_campaign=dailynewsletter&utm_content=feature
[1] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role?utm_source=sailthru&utm_medium=email&utm_campaign=dailynewsletter&utm_content=river
[1] https://www.propublica.org/article/you-can-make-millions-selling-masks-to-the-government-in-three-easy-steps
[1] https://twitter.com/karolcummins/status/1297203066672832512
[1] https://www.propublica.org/article/electionland-2020-usps-mailers-pandemic-voting-get-out-the-vote-efforts-and-more

Top URLs in Tweet in G5:
[15] https://www.propublica.org/article/trump-friends-and-family-cleared-for-millions-in-small-business-bailout
[5] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role
[3] https://www.propublica.org/article/trump-inc-2020-how-much-has-the-government-spent-at-trumps-properties-it-wont-say
[2] https://twitter.com/propublica/status/1308332289609400320
[2] https://www.propublica.org/article/how-trump-trade-war-is-making-lobbyists-rich-and-slamming-small-businesses/amp
[2] https://www.propublica.org/article/the-trump-administration-cracked-down-on-medicaid-kids-lost-insurance
[2] https://www.propublica.org/article/rick-perrys-ukrainian-dream
[2] https://www.propublica.org/article/trump-inc-podcast-never-before-seen-trump-tax-documents-show-major-inconsistencies
[2] https://www.propublica.org/article/political-and-taxpayer-spending-at-trump-properties-16-1-million
[2] https://www.propublica.org/article/us-emergency-medical-stockpile-funding-unprepared-coronavirus/amp

Top URLs in Tweet in G6:
[5] https://www.propublica.org/article/trumps-company-paid-bribes-to-reduce-property-taxes-assessors-say
[3] https://www.propublica.org/article/meet-the-shadowy-accountants-who-do-trumps-taxes-and-help-him-seem-richer-than-he-is
[3] https://www.propublica.org/article/kris-kobach-voter-fraud-kansas-trial
[3] https://twitter.com/brokersong/status/1285398940268081152?s=20
[2] https://twitter.com/wosunews/status/1309211387814531072
[2] https://twitter.com/propublica/status/1308660388045746176
[2] https://www.propublica.org/article/how-a-veteran-reporter-worked-with-giuliani-associates-to-launch-the-ukraine-conspiracy
[2] https://www.propublica.org/article/in-north-carolina-black-voters-mail-in-ballots-much-more-likely-to-be-rejected-than-those-from-any-other-race
[1] https://radio.wosu.org/post/limiting-drop-boxes-top-ohio-election-officials-consulted-promoter-debunked-fraud-claims#stream/0
[1] https://www.propublica.org/article/rick-perrys-ukrainian-dream

Top URLs in Tweet in G7:
[9] https://www.propublica.org/article/in-north-carolina-black-voters-mail-in-ballots-much-more-likely-to-be-rejected-than-those-from-any-other-race
[5] https://www.wral.com/in-north-carolina-black-voters-mail-in-ballots-much-more-likely-to-be-rejected-than-those-from-any-other-race/19301046/
[5] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role
[5] https://www.propublica.org/article/new-jersey-law-says-criminal-cops-should-go-to-jail-records-reveal-they-often-dont
[4] https://twitter.com/propublica/status/1308581019256225797
[3] https://twitter.com/propublica/status/1308637249798627328
[2] https://www.propublica.org/article/before-limiting-ballot-drop-boxes-to-one-per-county-top-ohio-election-officials-secretly-consulted-promoter-of-debunked-voting-fraud-fears
[2] https://www.youtube.com/watch?v=Be1D1H4uJtw&list=RDBe1D1H4uJtw&index=1&app=desktop

[2] https://www.propublica.org/article/poorly-protected-postal-workers-are-catching-covid-19-by-the-thousands-its-one-more-threat-to-voting-by-mail
[1] https://twitter.com/i/web/status/1308836865051693057

Top URLs in Tweet in G8:
[7] https://twitter.com/XconsequencesTI/status/1308937648086474752
[4] https://twitter.com/XconsequencesTI/status/1308253184234631173
[2] https://twitter.com/XconsequencesTI/status/1308659004176912384
[1] https://www.propublica.org/getinvolved/please-tell-us-if-you-have-any-trouble-voting-this-year
[1] https://buff.ly/3muoCR2
[1] https://www.propublica.org/article/propublicas-pandemic-guide-to-making-sure-your-vote-counts
[1] https://www.ctpost.com/elections/article/Help-us-ProPublica-s-Electionland-track-15594738.php
[1] https://twitter.com/i/web/status/1309153269437149186
[1] https://twitter.com/i/web/status/1308761041346736129
[1] https://twitter.com/i/web/status/1308410241118359552

Top URLs in Tweet in G9:
[75] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role
[7] https://www.propublica.org/article/foreign-hackers-cripple-texas-countys-email-system-raising-election-security-concerns
[2] https://www.propublica.org/article/what-the-photos-of-wildfires-and-smoke-dont-show-you
[2] https://www.propublica.org/article/new-jersey-law-says-criminal-cops-should-go-to-jail-records-reveal-they-often-dont
[2] https://www.propublica.org/article/in-north-carolina-black-voters-mail-in-ballots-much-more-likely-to-be-rejected-than-those-from-any-other-race
[2] https://www.propublica.org/article/before-limiting-ballot-drop-boxes-to-one-per-county-top-ohio-election-officials-secretly-consulted-promoter-of-debunked-voting-fraud-fears
[1] https://www.propublica.org/article/immune-to-evidence-how-dangerous-coronavirus-conspiracies-spread
[1] https://www.propublica.org/article/gov-gavin-newsom-says-california-is-cracking-down-on-oil-spills-but-our-reporting-shows-many-are-still-flowing
[1] https://www.propublica.org/article/he-wanted-to-fix-rural-americas-broken-nursing-homes-now-taxpayers-may-be-on-the-hook-for-76-million
[1] https://www.propublica.org/article/foreign-masks-fear-and-a-fake-certification-staff-at-csl-plasma-say-conditions-at-donation-centers-arent-safe

Top URLs in Tweet in G10:
[29] https://www.propublica.org/article/new-jersey-law-says-criminal-cops-should-go-to-jail-records-reveal-they-often-dont
[4] https://tracking.feedpress.com/link/9499/13887538/oil-companies-are-profiting-from-illegal-spills-and-california-lets-them
[1] https://twitter.com/i/web/status/1308736286556065792
[1] https://www.propublica.org/article/in-north-carolina-black-voters-mail-in-ballots-much-more-likely-to-be-rejected-than-those-from-any-other-race
[1] https://twitter.com/i/web/status/1309065614267424768
[1] https://twitter.com/i/web/status/1308698128569131008
[1] https://twitter.com/i/web/status/1308574820246847488
[1] https://twitter.com/i/web/status/1309047848365940741
[1] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role
[1] https://twitter.com/i/web/status/1309136261106499591

Top Domains
Top Domains in Tweet in Entire Graph:
[1849] propublica.org
[628] twitter.com
[48] trib.al
[36] propub.li
[36] businessinsider.com
[20] apple.news
[16] feedpress.com
[11] opb.org
[9] msn.com
[8] wral.com

Top Domains in Tweet in G1:
[119] twitter.com
[59] propublica.org
[45] trib.al
[35] propub.li
[3] youtube.com
[3] msmagazine.com
[2] theguardian.com
[2] wral.com
[2] pri.org
[2] patch.com

Top Domains in Tweet in G2:
[581] propublica.org
[190] twitter.com
[17] apple.news
[8] feedpress.com
[4] msn.com
[3] alternet.org
[2] wordpress.com
[1] google.com
[1] wikipedia.org
[1] zoom.us

Top Domains in Tweet in G3:
[197] propublica.org
[21] twitter.com
[4] mountainstatespotlight.org
[3] zoom.us
[2] nola.com
[1] wral.com
[1] feedpress.com
[1] congress.gov
[1] desertsun.com
[1] pulitzercenter.org

Top Domains in Tweet in G4:
[18] propublica.org
[1] twitter.com

Top Domains in Tweet in G5:
[61] propublica.org
[19] twitter.com
[2] politico.com
[1] texastribune.org
[1] forbes.com
[1] cbsnews.com
[1] opensecrets.org
[1] wordpress.com
[1] google.com

Top Domains in Tweet in G6:
[31] propublica.org
[23] twitter.com
[1] wosu.org
[1] usatoday.com
[1] factcheck.org
[1] youtube.com
[1] go.com
[1] businessinsider.com
[1] washingtonpost.com
[1] atlanticcouncil.org

Top Domains in Tweet in G7:
[25] propublica.org
[24] twitter.com
[5] wral.com
[2] youtube.com

Top Domains in Tweet in G8:
[22] twitter.com
[5] propublica.org
[2] bellinghampoliticsandeconomics.com
[1] buff.ly
[1] ctpost.com
[1] crosscut.com

Top Domains in Tweet in G9:
[96] propublica.org

Top Domains in Tweet in G10:
[32] propublica.org
[7] twitter.com
[4] feedpress.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[32] ire20
[23] vote
[23] climatechange
[14] progressive
[14] political
[14] independent
[14] trump
[14] smartnews
[14] trumplied200kdied
[12] progressivenewsdaily



Top Hashtags in Tweet in G1:
[3] vote
[3] climatechange
[3] election2020
[2] texas
[2] energycosts
[2] labor
[2] cropyields
[2] climateaction
[2] nationalvoterregistrationday
[1] digitalprivacy

Top Hashtags in Tweet in G2:
[9] smartnews
[6] gopcorruptionovercountry
[3] vote
[3] voteblue2020
[3] election2020
[2] donation
[2] climatechange
[2] electionsecurity
[2] trumpisatraitor
[2] votehimout2020

Top Hashtags in Tweet in G3:
[26] ire20
[4] whatgoodfirelookslike
[2] murrowmoment
[2] climatechange
[1] makebigpolluterspay
[1] texas
[1] journalism
[1] climate
[1] nursinghomes
[1] voterfraud

Top Hashtags in Tweet in G4:
[2] texas
[1] pandemic
[1] trumplied200kamericansdied
[1] roleofgovt

Top Hashtags in Tweet in G5:
[5] taxpayers
[5] pandemic
[3] maga2020
[2] liarinchief
[2] maga
[2] taxreturns
[1] moscowmitch
[1] bloodyhandstrump
[1] murdererinchief
[1] trumpliespeopledie

Top Hashtags in Tweet in G6:
[11] trump
[7] deutschebank
[3] mazzars
[3] trumpisaliar
[3] trumpcrimefamilyforprison
[3] gopenablers
[3] sdny
[3] csl
[3] cslplasma
[3] whatisyouroath

Top Hashtags in Tweet in G7:
[1] smartnews

Top Hashtags in Tweet in G9:
[1] poc
[1] vote
[1] demcastnc
[1] focus14

Top Words
Top Words in Tweet in Entire Graph:
[4022] propublica
[1052] more
[1006] trump
[995] vaccine
[829] mail
[719] voters
[695] black
[675] company
[646] election
[642] czar

Top Words in Tweet in G1:
[2662] propublica
[502] many
[490] two
[461] tear
[461] gas
[429] more
[390] before
[384] care
[382] patients
[381] cases

Top Words in Tweet in G2:
[202] trump
[178] vaccine
[174] company
[172] give
[172] stock
[171] government
[171] involved
[171] czar
[171] refuses
[170] drug

Top Words in Tweet in G3:
[246] propublica
[213] charlesornstein
[97] election
[96] more
[86] ballot
[84] top
[83] boxes
[82] drop
[81] ohio
[80] black

Top Words in Tweet in G4:
[389] vaccine
[303] crewcrew
[258] trump
[134] stock
[133] company
[132] czar
[131] slaoui
[130] moncef
[130] million
[129] owns

Top Words in Tweet in G5:
[119] realdonaldtrump
[95] trump
[68] beneficiaries
[68] ppp
[68] included
[68] lettuce
[68] farming
[68] venture
[68] backed
[68] kushner

Top Words in Tweet in G6:
[37] propublica
[25] maddow
[13] washingtonpost
[12] back
[12] think
[12] normornstein
[11] state
[11] nytimes
[11] rottenrepublica
[11] #trump

Top Words in Tweet in G7:
[171] propublica
[151] mtdukes
[141] mail
[138] ballots
[135] voters
[128] black
[128] mpetitchou
[105] more
[78] north
[78] carolina

Top Words in Tweet in G8:
[110] electionland
[85] voting
[63] propublica
[53] propublica's
[41] problems
[40] partnering
[40] crosscut
[38] mail
[36] look
[32] election

Top Words in Tweet in G9:
[78] trump
[78] vaccine
[75] czar
[75] refuses
[75] give
[75] stock
[75] drug
[75] company
[75] involved
[75] government

Top Words in Tweet in G10:
[78] black
[78] voters
[78] more
[77] nickvarchaver
[77] north
[77] carolina
[77] mail
[77] ballots
[77] much
[77] rejected

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[605] vaccine,czar
[597] mail,ballots
[583] trump,vaccine
[531] black,voters
[526] tear,gas
[469] drug,company
[467] stock,drug
[436] czar,refuses
[436] refuses,give
[434] government,role

Top Word Pairs in Tweet in G1:
[461] tear,gas
[378] before,died
[378] died,two
[378] two,dozen
[378] dozen,patients
[378] patients,first
[378] first,sought
[378] sought,care
[378] care,hospital
[378] hospital,discharged

Top Word Pairs in Tweet in G2:
[171] czar,refuses
[171] refuses,give
[170] trump,vaccine
[170] vaccine,czar
[169] give,stock
[169] stock,drug
[169] drug,company
[169] company,involved
[167] involved,government
[167] government,role

Top Word Pairs in Tweet in G3:
[82] ballot,drop
[82] drop,boxes
[68] election,officials
[61] black,union
[61] union,workers
[61] workers,petitioned
[61] more,secure
[61] secure,ballot
[61] boxes,top
[61] top,election

Top Word Pairs in Tweet in G4:
[132] trump,vaccine
[132] vaccine,czar
[130] moncef,slaoui
[129] slaoui,owns
[129] owns,10
[129] 10,million
[129] million,stock
[129] stock,company
[129] company,working
[129] working,team

Top Word Pairs in Tweet in G5:
[68] realdonaldtrump,beneficiaries
[68] beneficiaries,ppp
[68] ppp,included
[68] included,lettuce
[68] lettuce,farming
[68] farming,venture
[68] venture,backed
[68] backed,trump
[68] trump,kushner
[67] lizard817,realdonaldtrump

Top Word Pairs in Tweet in G6:
[12] normornstein,maddow
[11] gretagroots,normornstein
[11] maddow,happened
[11] happened,back
[11] back,spring
[11] spring,think
[11] think,rcvd
[11] rcvd,much
[11] much,coverage
[11] coverage,navajo

Top Word Pairs in Tweet in G7:
[130] mail,ballots
[127] black,voters
[78] north,carolina
[78] much,more
[78] mpetitchou,propublica
[77] carolina,black
[77] voters,mail
[77] ballots,much
[62] today,mpetitchou
[62] propublica,north

Top Word Pairs in Tweet in G8:
[53] propublica's,electionland
[37] crosscut,partnering
[29] voting,mail
[28] partnering,propublica's
[25] help,investigate
[25] investigate,problems
[25] problems,crop
[25] crop,election
[25] election,crosscut
[25] electionland,look

Top Word Pairs in Tweet in G9:
[75] trump,vaccine
[75] vaccine,czar
[75] czar,refuses
[75] refuses,give
[75] give,stock
[75] stock,drug
[75] drug,company
[75] company,involved
[75] involved,government
[75] government,role

Top Word Pairs in Tweet in G10:
[77] north,carolina
[77] carolina,black
[77] black,voters
[77] voters,mail
[77] mail,ballots
[77] ballots,much
[77] much,more
[77] more,rejected
[77] rejected,those
[77] those,race

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@adam5365
@childofcovid
@realdonaldtrump
@charlesornstein
@gop
@texastribune
@donaldjtrumpjr
@tristanbaurick
@nygovcuomo

Top Replied-To in G1:
@propublica
@adam5365
@childofcovid
@_bill_
@omi_082
@tiff_higgins
@joannaofottawa
@oddstorms
@jasonmmcgrath
@katyusc4fun

Top Replied-To in G3:
@charlesornstein
@tristanbaurick
@txtianmiller
@janetwilson66
@longform
@mickeyd1971
@smmills1960
@amierjeski
@mpetrus19
@chicagosmayor

Top Replied-To in G5:
@realdonaldtrump
@gop
@whitehouse
@1moremiller1
@joebiden
@ejdickson
@berniesanders
@whydah1717sks
@propublica
@betsyworozco

Top Replied-To in G6:
@projectlincoln
@realdonaldtrump
@robanderson2018
@washingtonpost
@alexandrachalup
@nprpolitics
@bhammtnradio
@cuchulu
@gabe2fresh
@cbsnews

Top Replied-To in G7:
@mpetitchou
@kristerr
@jindenver
@propublica
@mtdukes
@lkeels
@dabeard
@arnolfson

Top Replied-To in G8:
@propublica
@joshua_eaton
@melissasantos1
@electionland
@crosscut

Top Replied-To in G10:
@marshall_allen
@propublica
@nickvarchaver

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@crewcrew
@charlesornstein
@mtdukes
@electionland
@mpetitchou
@realdonaldtrump
@nickvarchaver
@jonathanchait
@el

Top Mentioned in G1:
@propublica
@el
@craignewmark
@ibwellssociety
@electionland
@charlesornstein
@rsi
@ivkojak
@txtianmiller
@jessicahuseman

Top Mentioned in G2:
@walnutparkpeace
@1progressivism
@noeticmind
@truthseeker106
@tomahawk2154
@taizun_tapia
@chewitt3
@keelingcurve_9
@drpresage

Top Mentioned in G3:
@propublica
@charlesornstein
@kenwardjr
@txtianmiller
@amierjeski
@maxblau
@lizweil
@pamelacolloff
@wendi_c_thomas
@sciencewriters

Top Mentioned in G4:
@crewcrew
@propublica
@missltoe
@jkinneberg
@kstreet111
@charlesornstein

Top Mentioned in G5:
@realdonaldtrump
@lizard817
@propublica
@gop
@joebiden
@lhfang
@potus
@heritage
@adl
@israelmfa

Top Mentioned in G6:
@propublica
@maddow
@washingtonpost
@nytimes
@rottenrepublica
@normornstein
@senraba
@gretagroots
@ap
@cnn

Top Mentioned in G7:
@propublica
@mtdukes
@mpetitchou
@louisekiernan
@robodellaz
@wral
@charlesornstein
@liberalnavyseal
@mrym_jml
@melaniesill

Top Mentioned in G8:
@electionland
@propublica
@crosscut
@melissasantos1
@joshua_eaton
@dgblankinship
@alswrite
@hearst
@mandyhofmockel
@wyso

Top Mentioned in G9:
@redtraccoon
@mackayim
@hope012015
@propublica
@peachie100
@crewcrew
@charlesornstein
@maddow

Top Mentioned in G10:
@nickvarchaver
@marshall_allen
@propublica
@foiafeed
@charlesornstein
@kenwardjr
@davidpepper
@txtianmiller

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@missb62
@tomthunkitsmind
@filafresh
@dichristine
@jojokejohn
@threadreaderapp
@1denmadrid
@cybersec_feeds
@wrikent3500

Top Tweeters in G1:
@filafresh
@wrikent3500
@bannerite
@mharvey816
@rxbun
@debilu2
@russelltim151
@foggybottomgal
@ungubunugu1274
@1loriking

Top Tweeters in G2:
@occuworld
@rachel_mcrea
@rcrockett
@gregmroscoe
@knittingknots
@joanpennnative
@summer7570
@macbeestje
@spanishcountry
@susankbradford

Top Tweeters in G3:
@dichristine
@joni_looking
@kenkircher1
@dgendvil
@tadrow
@breakingnewzman
@betseybess
@lorettabower3
@mobea
@deathtocrazy

Top Tweeters in G4:
@grandpooba5440
@kstreet111
@theresamax
@cotey_mary
@sylviaz1913
@deesbarbara
@raypride
@mhai56
@thomasjankow
@wmn4srvl

Top Tweeters in G5:
@thehill
@keepcalmresist
@haaretzcom
@nypost
@wsj
@bbcworld
@clarksonchuck
@oldivory
@33kindnessrulz
@helen504

Top Tweeters in G6:
@guardian
@reuters
@el_pais
@aquarius1049
@bbcnews
@bostonglobe
@skynews
@squirrel1110
@nytimes
@washingtonpost

Top Tweeters in G7:
@cwharlow
@tinamorphis
@pushandpulljlm
@painter_nancy
@mel_storni
@dbchirpy
@laurendownsouth
@knz48
@politicsoffear
@r_wolfcastle

Top Tweeters in G8:
@willseattle
@jhamby
@samhainnight
@cnbsnana
@taterpie
@coronaupdatebot
@roxiekat
@starchyarchie
@kaysey17
@docgamester

Top Tweeters in G9:
@mayirmamay14
@micjojd
@npazderski
@binderfaith1
@myglobalpac
@cltrotlyn
@wendymarcinkie1
@sandykalano
@larramarr1980
@lotraineh

Top Tweeters in G10:
@b1e56df9ce6549f
@debsomewhere
@jjmplsmn
@suestroud
@lovemychris
@chuck_mate_
@whydoesitwork
@srubenfeld
@nanab_2010
@aleximenez


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