Propublica, Twitter, 9/24/2021 1:23:50 PM, 262755
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Propublica_2021-09-24_05-35-12.xlsx
Propublica_2021-09-24_05-35-12.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
September 24, 2021
Short Description:
Propublica via NodeXL https://bit.ly/3kCWwEb
@propublica
@npr
@craigsilverman
@charlesornstein
@carrybeyond
@thefabulous0ne
@emkatepsu
@no2hitting
@bandler_james
@zoetillman

Top hashtags:
#gop
#maga
#facebook
#dv2020
#dv2021
#taxtherich
#propublica
#journalism
#nm

Description:
Description
The graph represents a network of 6,990 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, 24 September 2021 at 12:40 UTC.

The requested start date was Friday, 24 September 2021 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 3-day, 5-hour, 54-minute period from Monday, 20 September 2021 at 09:31 UTC to Thursday, 23 September 2021 at 15:25 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 : 6990
Unique Edges : 4738
Edges With Duplicates : 12803
Total Edges : 17541
Number of Edge Types : 5
Retweet : 5022
MentionsInRetweet : 6644
Replies to : 1131
Tweet : 1244
Mentions : 3500
Self-Loops : 1291
Reciprocated Vertex Pair Ratio : 0.0138000673174015
Reciprocated Edge Ratio : 0.0272244355909695
Connected Components : 921
Single-Vertex Connected Components : 600
Maximum Vertices in a Connected Component : 5156
Maximum Edges in a Connected Component : 14975
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.65092
Graph Density : 0.000184962635950915
Modularity : 0.452774
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,990 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, 24 September 2021 at 12:40 UTC.

The requested start date was Friday, 24 September 2021 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 3-day, 5-hour, 54-minute period from Monday, 20 September 2021 at 09:31 UTC to Thursday, 23 September 2021 at 15:25 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:
[194] https://www.propublica.org/article/house-bill-would-blow-up-the-massive-iras-of-the-superwealthy
[189] https://www.propublica.org/article/facebook-grew-marketplace-to-1-billion-users-now-scammers-are-using-it-to-target-people-around-the-world
[180] https://www.propublica.org/article/national-debt-trump
[114] https://www.propublica.org/article/a-boy-went-to-a-covid-swamped-er-he-waited-for-hours-then-his-appendix-burst
[101] https://www.propublica.org/article/entergy-resisted-upgrading-new-orleans-power-grid-when-ida-hit-residents-paid-the-price
[72] https://www.propublica.org/article/landlords-use-secret-algorithms-to-screen-potential-tenants-find-out-what-theyve-said-about-you
[61] https://projects.propublica.org/represent/members/O000172/votes-against-party/116
[59] https://www.propublica.org/article/house-bill-would-blow-up-the-massive-iras-of-the-superwealthy?utm_source=sailthru&utm_medium=email&utm_campaign=IRS&utm_content=feature
[49] https://www.propublica.org/article/to-get-public-assistance-these-single-mothers-are-forced-to-share-intimate-details-about-their-families
[41] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax

Top URLs in Tweet in G1:
[38] https://www.propublica.org/article/a-boy-went-to-a-covid-swamped-er-he-waited-for-hours-then-his-appendix-burst
[16] https://trib.al/dqcg8IX
[10] https://trib.al/FIMPicL
[9] https://www.propublica.org/article/house-bill-would-blow-up-the-massive-iras-of-the-superwealthy
[9] https://www.propublica.org/article/facebook-grew-marketplace-to-1-billion-users-now-scammers-are-using-it-to-target-people-around-the-world
[8] https://trib.al/yDuF8q9
[8] https://www.propublica.org/article/entergy-resisted-upgrading-new-orleans-power-grid-when-ida-hit-residents-paid-the-price
[5] https://trib.al/kyvghxr
[5] https://www.alternet.org/2021/09/superwealthy-iras/?utm_campaign=RebelMouse&share_id=6693049&utm_medium=social&utm_source=twitter&utm_content=AlterNet
[4] https://www.propublica.org/article/how-the-red-cross-raised-half-a-billion-dollars-for-haiti-and-built-6-homes

Top URLs in Tweet in G2:
[104] https://www.propublica.org/article/facebook-grew-marketplace-to-1-billion-users-now-scammers-are-using-it-to-target-people-around-the-world
[47] https://www.propublica.org/article/house-bill-would-blow-up-the-massive-iras-of-the-superwealthy
[38] https://www.propublica.org/article/landlords-use-secret-algorithms-to-screen-potential-tenants-find-out-what-theyve-said-about-you
[33] https://www.propublica.org/article/entergy-resisted-upgrading-new-orleans-power-grid-when-ida-hit-residents-paid-the-price
[27] https://www.propublica.org/article/to-get-public-assistance-these-single-mothers-are-forced-to-share-intimate-details-about-their-families
[23] https://www.propublica.org/article/a-boy-went-to-a-covid-swamped-er-he-waited-for-hours-then-his-appendix-burst
[22] https://www.propublica.org/article/national-debt-trump
[21] https://www.propublica.org/article/how-to-avoid-being-scammed-on-facebook-marketplace
[13] https://apple.news/ATFk66L6WQ9O8ZmJ9wHUYTA
[11] https://www.propublica.org/article/how-facebook-undermines-privacy-protections-for-its-2-billion-whatsapp-users

Top URLs in Tweet in G3:
[37] https://www.propublica.org/article/house-bill-would-blow-up-the-massive-iras-of-the-superwealthy
[24] https://www.propublica.org/article/facebook-grew-marketplace-to-1-billion-users-now-scammers-are-using-it-to-target-people-around-the-world
[7] https://www.propublica.org/article/to-get-public-assistance-these-single-mothers-are-forced-to-share-intimate-details-about-their-families
[6] https://www.propublica.org/article/how-to-avoid-being-scammed-on-facebook-marketplace
[5] https://www.propublica.org/article/the-government-gave-free-ppp-money-to-public-companies-despite-warning-them-not-to-apply
[3] https://www.propublica.org/article/landlords-use-secret-algorithms-to-screen-potential-tenants-find-out-what-theyve-said-about-you
[2] https://www.propublica.org/article/entergy-resisted-upgrading-new-orleans-power-grid-when-ida-hit-residents-paid-the-price
[2] https://www.propublica.org/article/he-beat-her-repeatedly-family-court-tried-to-give-him-joint-custody-of-their-children
[2] https://www.propublica.org/article/searching-for-solutions-to-alaskas-high-rate-of-deadly-air-crashes
[2] https://twitter.com/propublica/status/1440718286702874627

Top URLs in Tweet in G4:
[5] https://www.propublica.org/article/entergy-resisted-upgrading-new-orleans-power-grid-when-ida-hit-residents-paid-the-price
[3] https://www.nola.com/news/business/article_a846bb78-76a1-11eb-bc74-f301456be99f.html
[1] https://trib.al/dDBTq5L
[1] https://trib.al/o9lhiq9
[1] https://twitter.com/i/events/1440643115086270473
[1] https://www.wwno.org/news/2021-09-22/entergy-resisted-upgrading-new-orleans-power-grid-when-ida-hit-residents-paid-the-price
[1] https://www.propublica.org/article/searching-for-solutions-to-alaskas-high-rate-of-deadly-air-crashes
[1] https://portsl.com/facts-at-a-glance/
[1] https://www.npr.org/2021/09/22/1039110522/entergy-resisted-upgrading-new-orleans-power-grid-residents-paid-the-price
[1] https://actionnetwork.org/petitions/hold-entergy-accountable/

Top URLs in Tweet in G5:
[24] https://www.propublica.org/article/entergy-resisted-upgrading-new-orleans-power-grid-when-ida-hit-residents-paid-the-price
[9] https://www.propublica.org/article/house-bill-would-blow-up-the-massive-iras-of-the-superwealthy
[3] https://www.propublica.org/article/national-debt-trump
[3] https://twitter.com/propublica/status/1440617673381998600
[2] https://www.propublica.org/events/crises-and-inequities
[2] https://www.propublica.org/tips/
[2] https://www.propublica.org/article/facebook-grew-marketplace-to-1-billion-users-now-scammers-are-using-it-to-target-people-around-the-world
[1] https://www.propublica.org/article/the-climate-crisis-is-worse-than-you-can-imagine-heres-what-happens-if-you-try
[1] https://www.propublica.org/article/how-the-trump-tax-law-created-a-loophole-that-lets-top-executives-net-millions-by-slashing-their-own-salaries
[1] https://www.propublica.org/article/new-report-shows-deeply-troubling-failures-by-border-patrol-in-boys-death-key-congressional-leader-says

Top URLs in Tweet in G6:
[37] https://www.propublica.org/article/house-bill-would-blow-up-the-massive-iras-of-the-superwealthy
[7] https://www.propublica.org/article/landlords-use-secret-algorithms-to-screen-potential-tenants-find-out-what-theyve-said-about-you
[4] https://trib.al/dqcg8IX
[3] https://www.propublica.org/article/national-debt-trump
[2] https://www.propublica.org/article/chicago-mayor-lori-lightfoot-proposes-further-traffic-ticket-reforms-to-help-low-income-motorists
[2] https://www.propublica.org/article/the-government-gave-free-ppp-money-to-public-companies-despite-warning-them-not-to-apply
[2] https://www.propublica.org/article/facebook-grew-marketplace-to-1-billion-users-now-scammers-are-using-it-to-target-people-around-the-world
[2] https://www.propublica.org/article/entergy-resisted-upgrading-new-orleans-power-grid-when-ida-hit-residents-paid-the-price
[2] https://www.propublica.org/article/inside-the-cell-where-a-sick-16-year-old-boy-died-in-border-patrol-care?utm_content=buffera0824&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main
[2] https://www.propublica.org/article/to-get-public-assistance-these-single-mothers-are-forced-to-share-intimate-details-about-their-families

Top URLs in Tweet in G7:
[5] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[3] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[3] https://www.propublica.org/article/national-debt-trump
[2] https://www.propublica.org/article/how-the-red-cross-raised-half-a-billion-dollars-for-haiti-and-built-6-homes
[1] https://www.propublica.org/article/heeding-steve-bannons-call-election-deniers-organize-to-seize-control-of-the-gop-and-reshape-americas-elections
[1] https://www.propublica.org/article/heeding-steve-bannons-call-election-deniers-organize-to-seize-control-of-the-gop-and-reshape-americas-elections?utm_medium=social&utm_source=twitter
[1] https://twitter.com/JuddLegum/status/1441037590283620354
[1] https://twitter.com/i/web/status/1439967492148015109
[1] https://twitter.com/i/web/status/1440080019716378624
[1] https://twitter.com/fiona_webster22/status/1440040665828638734

Top URLs in Tweet in G8:
[62] https://www.propublica.org/article/national-debt-trump
[3] https://www.businessinsider.com/american-billionaires-tax-avoidance-income-wealth-borrow-money-propublica-2021-6
[2] https://projects.propublica.org/parler-capitol-videos/
[1] https://www.propublica.org/article/this-is-war-inside-the-secret-chat-where-far-right-extremists-devised-their-post-capitol-plans
[1] https://twitter.com/i/web/status/1440084255900536835
[1] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[1] https://twitter.com/TheDemocrats/status/1440664054964449292
[1] https://www.propublica.org/article/entergy-resisted-upgrading-new-orleans-power-grid-when-ida-hit-residents-paid-the-price
[1] https://twitter.com/RepCawthorn/status/1440064221966860290
[1] https://www.propublica.org/article/long-secret-fbi-report-reveals-new-connections-between-9-11-hijackers-and-saudi-religious-officials-in-u-s/amp

Top URLs in Tweet in G9:
[10] https://www.propublica.org/article/house-bill-would-blow-up-the-massive-iras-of-the-superwealthy
[2] https://www.propublica.org/article/to-get-public-assistance-these-single-mothers-are-forced-to-share-intimate-details-about-their-families
[1] https://www.propublica.org/article/i-felt-hate-more-than-anything-how-an-active-duty-airman-tried-to-start-a-civil-war
[1] https://www.cbpp.org/research/federal-tax/propublica-shows-how-little-the-wealthiest-pay-in-taxes-policymakers-should#_ftn16
[1] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[1] https://www.propublica.org/article/new-report-shows-deeply-troubling-failures-by-border-patrol-in-boys-death-key-congressional-leader-says
[1] https://www.propublica.org/article/entergy-resisted-upgrading-new-orleans-power-grid-when-ida-hit-residents-paid-the-price
[1] https://www.propublica.org/article/facebook-grew-marketplace-to-1-billion-users-now-scammers-are-using-it-to-target-people-around-the-world?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[1] https://www.propublica.org/article/reporting-on-climate-injustice-in-one-of-the-hottest-towns-in-america
[1] https://www.nytimes.com/2021/08/04/business/media/nyt-new-york-times-earnings-q2-2021.html

Top URLs in Tweet in G10:
[56] https://projects.propublica.org/represent/members/O000172/votes-against-party/116
[1] https://projects.propublica.org/nonprofits/organizations/930429383/202030529349300743/IRS990
[1] https://twitter.com/Robertwaldeck/status/1440329264113414144
[1] https://projects.propublica.org/nonprofits/organizations/263268502/201820819349200422/full
[1] https://twitter.com/jsfenfen/status/1440191774639624197
[1] https://projects.propublica.org/nonprofits/organizations/821225311/201821379349300017/IRS990
[1] https://projects.propublica.org/nonprofits/organizations/464331510/201801379349200310/IRS990EZ
[1] https://projects.propublica.org/nonprofits/organizations/510172279
[1] https://projects.propublica.org/nonprofits/display_990/263268502/04_2018_prefixes_23-27%2F263268502_201612_990EZ_2018041115255439
[1] https://projects.propublica.org/nonprofits/display_990/263268502/08_2018_prefixes_26-27%2F263268502_201712_990EZ_2018082715619461

Top Domains
Top Domains in Tweet in Entire Graph:
[1868] propublica.org
[342] twitter.com
[140] trib.al
[28] apple.news
[21] businessinsider.com
[21] niemanlab.org
[9] vice.com
[8] npr.org
[7] youtube.com
[7] propub.li

Top Domains in Tweet in G1:
[118] trib.al
[113] propublica.org
[54] twitter.com
[6] alternet.org
[4] youtube.com
[4] propub.li
[3] com.mx
[2] bit.ly
[2] theguardian.com
[2] cmun.it

Top Domains in Tweet in G2:
[535] propublica.org
[118] twitter.com
[25] apple.news
[7] niemanlab.org
[4] linkedin.com
[4] nationalcybersecuritynews.today
[2] besthinditech.com
[2] smartnews.com
[2] slate.com
[2] briefly.co

Top Domains in Tweet in G3:
[99] propublica.org
[15] twitter.com
[6] trib.al
[2] sourcenm.com
[1] kalw.org
[1] journal-isms.com

Top Domains in Tweet in G4:
[9] propublica.org
[5] twitter.com
[3] nola.com
[2] trib.al
[1] wwno.org
[1] portsl.com
[1] npr.org
[1] actionnetwork.org
[1] theguardian.com
[1] youtube.com

Top Domains in Tweet in G5:
[55] propublica.org
[9] twitter.com
[2] npr.org
[1] trib.al

Top Domains in Tweet in G6:
[65] propublica.org
[4] trib.al
[4] twitter.com
[2] typepad.com
[1] nytimes.com
[1] msnbc.com
[1] cpatrendlines.com

Top Domains in Tweet in G7:
[32] twitter.com
[25] propublica.org
[2] cbsnews.com
[2] businessinsider.com
[2] seattletimes.com
[1] ahecenerg.com
[1] nytimes.com
[1] migrationpolicy.org
[1] usatoday.com
[1] carbonbrief.org

Top Domains in Tweet in G8:
[69] propublica.org
[3] twitter.com
[3] businessinsider.com

Top Domains in Tweet in G9:
[19] propublica.org
[4] twitter.com
[1] cbpp.org
[1] nytimes.com
[1] trib.al

Top Domains in Tweet in G10:
[70] propublica.org
[4] twitter.com
[1] heritage.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[48] gop
[48] maga
[21] facebook
[18] dv2020
[18] dv2021
[17] taxtherich
[16] propublica
[10] journalism
[9] nm
[8] whatsapp



Top Hashtags in Tweet in G1:
[3] funfact
[3] facebook
[3] assimpleandeasyas123
[3] 123law
[3] journalism
[3] ca48
[3] criminalizerent
[3] privacy
[2] borisjohnson
[2] amazon

Top Hashtags in Tweet in G2:
[10] facebook
[4] smartnews
[4] press
[4] feedly
[3] journalism
[3] propublica
[3] taxtherich
[3] covid19
[3] socialmedia
[3] marketplace

Top Hashtags in Tweet in G3:
[8] nm
[3] welfare
[2] cyberdigest
[2] wisconsin
[2] movementmonday
[1] landlords
[1] tenants
[1] tenantscreening
[1] creditchecks
[1] privacy

Top Hashtags in Tweet in G4:
[1] neworleans
[1] hurricaneida
[1] propublica
[1] climatecrisis
[1] fec
[1] nola
[1] gavinnewsom
[1] corruption

Top Hashtags in Tweet in G5:
[2] energytwitter
[2] ialegis
[1] ida
[1] resilience
[1] climate
[1] microgrids
[1] easttexas
[1] shame
[1] infrastructure
[1] entergy

Top Hashtags in Tweet in G6:
[1] velshi
[1] tax
[1] policy
[1] law
[1] captherich
[1] taxfall21
[1] abatax

Top Hashtags in Tweet in G7:
[45] gop
[45] maga
[7] cuomo
[6] 2yrs2long
[1] stopthecoverups
[1] exhausted
[1] voteblue2022
[1] haitians
[1] stopthesteal
[1] arizonaaudit

Top Hashtags in Tweet in G8:
[1] fixyourmessaging
[1] nc11
[1] ncpol

Top Hashtags in Tweet in G9:
[2] onev1
[2] ovearth
[1] wedonthavetime
[1] navyreadiness
[1] alert
[1] floki
[1] annaatthe
[1] abolishice

Top Hashtags in Tweet in G10:
[2] patrickshanahan
[1] gazprom
[1] lukoil
[1] bigoilbuddy
[1] trumprussia
[1] bigoilcoup
[1] farrightglobalcoup
[1] resist

Top Words
Top Words in Tweet in Entire Graph:
[3968] propublica
[841] marketplace
[769] power
[697] ida
[644] company
[614] facebook
[613] entergy
[560] people
[545] orleans
[545] billion

Top Words in Tweet in G1:
[2236] propublica
[217] covid
[217] company
[190] year
[180] ida
[178] screening
[165] people
[157] companies
[153] power
[150] nursing

Top Words in Tweet in G2:
[161] propublica
[153] facebook
[142] marketplace
[115] people
[110] billion
[104] users
[96] scammers
[94] around
[94] using
[93] world

Top Words in Tweet in G3:
[343] marketplace
[296] propublica
[245] craigsilverman
[213] users
[198] facebook
[198] billion
[197] company
[186] one
[161] fb
[158] comes

Top Words in Tweet in G4:
[386] npr
[372] power
[278] entergy
[277] storms
[257] orleans
[252] ida
[243] hurricane
[213] avoid
[213] investigation
[209] claimed

Top Words in Tweet in G5:
[177] orleans
[170] propublica
[167] entergy
[120] ida
[108] anniewaldman
[101] grid
[96] hurricanes
[90] failed
[88] repeatedly
[88] stronger

Top Words in Tweet in G6:
[171] propublica
[84] bandler_james
[62] video
[62] 2019
[61] carlos
[51] marketplace
[46] house
[40] iras
[39] massive
[39] america

Top Words in Tweet in G7:
[67] propublica
[54] wsj
[52] foxnews
[48] npr
[47] ap
[47] senategop
[46] abc
[45] #gop
[45] #maga
[45] aarp

Top Words in Tweet in G8:
[37] debt
[26] trump
[25] national
[24] mauimeow00
[24] leadermcconnell
[18] mzanona
[18] call
[18] donald
[17] days
[17] jan

Top Words in Tweet in G9:
[58] propublica
[28] marshallproj
[26] failed
[24] border
[24] patrol
[24] agents
[24] week
[23] last
[23] federal
[22] officials

Top Words in Tweet in G10:
[61] record
[59] thefabulous0ne
[56] aoc's
[56] voting
[56] against
[56] party
[56] republikkkans
[56] extensive
[16] mountainsstars
[15] doug

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[394] billion,users
[390] marketplace,billion
[343] hurricane,ida
[280] investigation,finds
[278] npr,entergy
[262] failed,build
[262] build,stronger
[262] repeatedly,pummeled
[260] hurricanes,repeatedly
[245] entergy,orleans

Top Word Pairs in Tweet in G1:
[132] covid,patients
[121] propublica,power
[117] year,old
[115] power,company
[115] failed,build
[115] build,stronger
[115] stronger,system
[115] hurricanes,repeatedly
[115] repeatedly,pummeled
[114] 16,year

Top Word Pairs in Tweet in G2:
[91] billion,users
[91] around,world
[90] using,target
[89] grew,marketplace
[89] marketplace,billion
[89] users,scammers
[89] scammers,using
[89] target,people
[89] people,around
[88] facebook,grew

Top Word Pairs in Tweet in G3:
[190] marketplace,billion
[190] billion,users
[159] fb,marketplace
[156] users,one
[156] one,company
[156] company,promising
[156] promising,sources
[156] sources,growth
[156] growth,comes
[155] craigsilverman,fb

Top Word Pairs in Tweet in G4:
[249] npr,entergy
[243] hurricane,ida
[212] entergy,orleans
[209] orleans,claimed
[209] claimed,couldn
[209] couldn,avoid
[209] avoid,power
[209] power,failures
[209] failures,storms
[209] storms,hurricane

Top Word Pairs in Tweet in G5:
[89] grid,ida
[87] hurricanes,repeatedly
[87] repeatedly,pummeled
[87] failed,build
[87] build,stronger
[79] entergy,failed
[78] orleans,entergy
[78] electric,grid
[77] pummeled,orleans
[77] stronger,electric

Top Word Pairs in Tweet in G6:
[36] start,pandemic
[36] pandemic,criminals
[36] criminals,america
[36] america,exploited
[36] exploited,marketplace
[36] marketplace,commit
[36] commit,armed
[36] armed,robberies
[35] obtained,propublica
[34] bandler_james,start

Top Word Pairs in Tweet in G7:
[45] #gop,#maga
[45] aarp,nro
[45] nro,ndn
[45] ndn,abc
[45] abc,ap
[45] ap,foxnews
[45] foxnews,wearesinclair
[45] wearesinclair,accountablegop
[45] accountablegop,senategop
[45] senategop,propublica

Top Word Pairs in Tweet in G8:
[25] national,debt
[18] donald,trump
[17] jan,lang
[16] mauimeow00,mzanona
[16] trump,built
[16] built,national
[16] debt,big
[16] ll,weigh
[16] weigh,down
[16] down,economy

Top Word Pairs in Tweet in G9:
[24] border,patrol
[24] patrol,agents
[22] federal,officials
[22] officials,confirmed
[22] confirmed,last
[22] last,week
[22] week,border
[22] agents,failed
[22] failed,adequately
[22] adequately,monitor

Top Word Pairs in Tweet in G10:
[56] aoc's,record
[56] record,voting
[56] voting,against
[56] against,party
[56] party,republikkkans
[56] republikkkans,extensive
[55] thefabulous0ne,aoc's
[15] charity,awards
[15] awards,international
[14] roy,doug

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@npr
@morning_joe
@aoc
@charlesornstein
@drvolts
@senjoniernst
@entergy
@leftygeezer
@marshacollier

Top Replied-To in G1:
@propublica
@morning_joe
@drvolts
@leftygeezer
@davidciani
@amwernercrystal
@tingermaster
@emeowwww
@gottogetin
@jlp20

Top Replied-To in G3:
@charlesornstein
@txtianmiller
@propublica
@craigsilverman
@tracyweber
@peterelkind
@source_nm
@gingerthomp1
@nmpovertylaw
@yourcallradio

Top Replied-To in G4:
@npr
@nolahistoryguy
@nola_nce
@eliz_zah_beth
@pancakesrevenge
@kimbentley99
@cocobangbang01
@gente_en_punto
@cancelmedaddy2
@stuoutside

Top Replied-To in G5:
@entergy
@propublica
@anniewaldman
@mshalhoup
@entergyla
@jdelage
@sheril_
@sarahesmith23
@sandyriobeaches
@wwno

Top Replied-To in G6:
@propublica
@bandler_james
@sheinvestigates
@justinelliott
@rwagnerdavis
@phil_thompson_a
@csspeidel
@aaronsojourner

Top Replied-To in G7:
@potus
@bchcos
@nypdshea
@newyorkstateag
@foxnews
@smerconish
@markkokkoros
@cstamp88
@sjlach
@lizatthecottage

Top Replied-To in G8:
@repcawthorn
@leadermcconnell
@drericjenkins
@mrbugg860417
@senategop
@senrickscott
@mkraju
@senatorbraun
@propublica
@joekent16jan19

Top Replied-To in G9:
@propublica
@marshallproj
@mcunninghamajc
@_labuda
@ml_india_
@42sz40
@evanasmith

Top Replied-To in G10:
@lovetogive2
@righteousbabe4
@ninaandtito
@tentoads4truth
@gal_suburban
@jsfenfen
@ellabagh
@butchcat1
@jennycohn1

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@npr
@craigsilverman
@charlesornstein
@entergy
@anniewaldman
@bandler_james
@maxblau
@txtianmiller
@drvolts

Top Mentioned in G1:
@propublica
@drvolts
@morning_joe
@stuntbox
@dpfunke
@moiqueenie
@charlesornstein
@leftygeezer
@bandler_james
@miamiherald

Top Mentioned in G2:
@doo_aka
@kokoroyui_ti
@stopillatosut
@t0ussaint
@jeff_outdoors
@nurseninapa

Top Mentioned in G3:
@craigsilverman
@propublica
@charlesornstein
@txtianmiller
@peterelkind
@acinvestigates
@elibhager
@tracyweber
@mims
@ericuman

Top Mentioned in G4:
@npr
@propublica
@wwno
@entergy
@westcoastsal
@stuoutside
@nola_nce
@cocobangbang01
@tracyweber
@idtheftcenter

Top Mentioned in G5:
@propublica
@entergy
@anniewaldman
@maxblau
@mshalhoup
@anni
@teganwendland
@npr
@entergynola
@hannahallam

Top Mentioned in G6:
@propublica
@bandler_james
@tusk81
@sheinvestigates
@justinelliott
@eisingerj
@msanchezmia
@craigsilverman
@charlesornstein
@woodrowforco

Top Mentioned in G7:
@propublica
@wsj
@foxnews
@npr
@ap
@senategop
@abc
@aarp
@nro
@ndn

Top Mentioned in G8:
@mauimeow00
@leadermcconnell
@mzanona
@_noelle_cook
@macfarlanenews
@gopleader
@senatorbraun
@rob11563
@propublica
@steveschmidtses

Top Mentioned in G9:
@propublica
@marshallproj
@p4boxers
@progressivepush
@openvallejo
@npr
@crewcrew
@texastribune
@syspro_usa
@theintercept

Top Mentioned in G10:
@thefabulous0ne
@mountainsstars
@ninaandtito
@propublica
@cookiealready
@carolecadwalla
@chrisinsilico
@vickerysec
@profcarroll
@demopj

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@sectest9
@barntiques859
@dichristine
@cagney1991
@1denmadrid
@kat4obama
@rjber15
@7b73f39b85e1415
@joni_looking

Top Tweeters in G1:
@cagney1991
@thereal_rebel
@phillip92321
@wrikent3500
@bannerite
@mharvey816
@bunrxm
@lechatnoire4
@russelltim151
@talkintou

Top Tweeters in G2:
@coopmike48
@bmangh
@mrkalman
@drpatfarrell
@mary_swilling
@redot2005
@webnowcompany
@augusteve2012
@litlgrey
@shell_loyd

Top Tweeters in G3:
@1denmadrid
@rjber15
@bigtimefootball
@kenkircher1
@1loriking
@pollsstar
@paxnostrum
@iveyjanette_207
@cnbsnana
@joekoffee

Top Tweeters in G4:
@7b73f39b85e1415
@geegeebythesea
@estarianne
@ubathediplomat
@thelivingheru
@bethsinniresist
@alani_x
@joanpennnative
@bjcrochet
@southerngemgal

Top Tweeters in G5:
@dichristine
@vedehimajumdar
@amyayers16
@roripierpont1
@barbiewithatude
@lrozen
@odoylecharlotte
@alyourpalster
@neilyoungsaveus
@kevinrns

Top Tweeters in G6:
@tinamorphis
@njdoc
@brettaapplebaum
@carlaobot
@alwaysthinkhow
@celestebyrne3
@tenshiakari12
@lindasn0228wi
@b_sputnik
@nancygower

Top Tweeters in G7:
@thehill
@bmlewis2
@foxnews
@nypost
@time
@abc
@usatoday
@politico
@cnn
@wsj

Top Tweeters in G8:
@missb62
@kak089
@mstepczyk
@kimpy123
@jacquelinehine1
@juliawb
@barbcast60
@jimmya_shook1s
@demsfight4u
@rob11563

Top Tweeters in G9:
@sectest9
@cheezwitham
@jjj5819
@hubofml
@kalaax008
@vmbritsch
@boandsunny
@bostonglobe
@paulmcclintock
@pjlacasse22

Top Tweeters in G10:
@carrybeyond
@lovetogive2
@pwm62
@avonan
@carol_clovely4
@dianesbaker1
@akireshenri
@pragobots
@slkpca
@snapandbud


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