Propublica, Twitter, 1/7/2022 3:43:04 PM, 269639
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Propublica_2022-01-07_05-35-12.xlsx
Propublica_2022-01-07_05-35-12.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
January 07, 2022
Short Description:
Propublica via NodeXL https://bit.ly/3n5OxQS
@propublica
@craigsilverman
@charlesornstein
@jason_kint
@washingtonpost
@fellersuthern
@crampell
@patrickmrucker
@braincures
@ben_vl__amrhein

Top hashtags:
#ppp
#caresact
#frontlinepbs
#44567
#onev1
#wtpblue

Description:
Description
The graph represents a network of 6,862 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, 07 January 2022 at 13:48 UTC.

The requested start date was Friday, 07 January 2022 at 01:01 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, 3-hour, 59-minute period from Tuesday, 04 January 2022 at 11:35 UTC to Thursday, 06 January 2022 at 15:34 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 : 6862
Unique Edges : 4660
Edges With Duplicates : 13581
Total Edges : 18241
Number of Edge Types : 5
Retweet : 5479
MentionsInRetweet : 7716
Tweet : 1120
Replies to : 910
Mentions : 3016
Self-Loops : 1158
Reciprocated Vertex Pair Ratio : 0.0102105263157895
Reciprocated Edge Ratio : 0.020214650411587
Connected Components : 751
Single-Vertex Connected Components : 531
Maximum Vertices in a Connected Component : 5486
Maximum Edges in a Connected Component : 16348
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.35947
Graph Density : 0.000203843731954987
Modularity : 0.435457
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,862 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, 07 January 2022 at 13:48 UTC.

The requested start date was Friday, 07 January 2022 at 01:01 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, 3-hour, 59-minute period from Tuesday, 04 January 2022 at 11:35 UTC to Thursday, 06 January 2022 at 15:34 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:
[267] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[117] https://projects.propublica.org/parler-capitol-videos/
[115] https://www.propublica.org/article/a-return-to-robo-signing-jpmorgan-chase-has-unleashed-a-lawsuit-blitz-on-credit-card-customers
[93] https://twitter.com/propublica/status/1478596413101588480
[41] https://www.propublica.org/article/the-federal-government-gave-billions-to-americas-schools-for-covid-19-relief-where-did-the-money-go
[34] https://www.propublica.org/article/states-are-hoarding-52-billion-in-welfare-funds-even-as-the-need-for-aid-grows
[34] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[31] https://www.propublica.org/article/recent-interviews-shed-new-light-on-jan-6-attack-on-the-capitol
[28] https://www.propublica.org/article/new-documents-prove-tennessee-county-disproportionately-jails-black-children-and-its-getting-worse
[27] https://www.propublica.org/article/i-saw-firsthand-what-it-takes-to-keep-covid-out-of-hong-kong-it-felt-like-a-different-planet

Top URLs in Tweet in G1:
[18] https://twitter.com/propublica/status/1478596413101588480
[11] https://mymilitia.com/
[10] https://mississippitoday.org/2021/05/06/brett-favre-hasnt-returned-welfare-funds-as-promised-a-year-ago/
[9] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[4] https://trib.al/vS4ZPFF
[4] https://www.propublica.org/article/capitol-rioters-planned-for-weeks-in-plain-sight-the-police-werent-ready
[4] https://www.propublica.org/article/a-return-to-robo-signing-jpmorgan-chase-has-unleashed-a-lawsuit-blitz-on-credit-card-customers
[4] https://www.propublica.org/article/recent-interviews-shed-new-light-on-jan-6-attack-on-the-capitol
[3] https://twitter.com/propublica/status/1347331281173028865
[3] https://projects.propublica.org/parler-capitol-videos/

Top URLs in Tweet in G2:
[158] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[50] https://www.propublica.org/article/a-return-to-robo-signing-jpmorgan-chase-has-unleashed-a-lawsuit-blitz-on-credit-card-customers
[46] https://twitter.com/propublica/status/1478596413101588480
[20] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[19] https://www.propublica.org/article/recent-interviews-shed-new-light-on-jan-6-attack-on-the-capitol
[18] https://projects.propublica.org/parler-capitol-videos/
[16] https://www.propublica.org/article/new-documents-prove-tennessee-county-disproportionately-jails-black-children-and-its-getting-worse
[16] https://www.propublica.org/article/a-return-to-robo-signing-jpmorgan-chase-has-unleashed-a-lawsuit-blitz-on-credit-card-customers?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[13] https://www.propublica.org/article/states-are-hoarding-52-billion-in-welfare-funds-even-as-the-need-for-aid-grows
[10] https://www.propublica.org/article/californias-forever-fire

Top URLs in Tweet in G3:
[22] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[8] https://www.washingtonpost.com/technology/2022/01/04/facebook-election-misinformation-capitol-riot/
[8] https://www.propublica.org/article/a-return-to-robo-signing-jpmorgan-chase-has-unleashed-a-lawsuit-blitz-on-credit-card-customers
[5] https://www.washingtonpost.com/technology/2022/01/04/facebook-election-misinformation-capitol-riot/?tid=ss_tw
[5] https://www.propublica.org/events/the-insurrection-one-year-later?utm_source=sailthru&utm_medium=email&utm_campaign=event&utm_term=20220106_The%20Insurrection%20Event%20Invitation
[3] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[3] https://www.washingtonpost.com/technology/2022/01/04/facebook-propublica-post-jan6-methodology/
[2] https://trib.al/vS4ZPFF
[2] https://projects.propublica.org/parler-capitol-videos/
[2] https://twitter.com/propublica/status/1478305688573067265

Top URLs in Tweet in G4:
[4] https://twitter.com/cspanwj/status/1478370616331935744
[3] https://www.pbs.org/wgbh/frontline/film/american-insurrection/?utm_source=Twitter&utm_medium=Twitter&utm_content=Second_Screen
[3] https://www.pbs.org/wgbh/frontline/film/american-insurrection/?utm_source=Twitter&utm_medium=Twitter&utm_campaign=Extended_Trailer&utm_content=Video
[3] https://www.propublica.org/article/recent-interviews-shed-new-light-on-jan-6-attack-on-the-capitol
[3] https://www.pbs.org/wgbh/frontline/film/american-insurrection/?utm_source=twitter&utm_medium=social&utm_campaign=share_button
[3] https://www.usatoday.com/story/news/factcheck/2021/12/16/fact-check-no-trump-request-10000-guard-troops-jan-6/8929215002/
[3] https://www.propublica.org/article/why-we-published-parler-users-videos-capitol-attack?token=nD-X136_tDm0nh1l4Xtv0LbpjY_BSO3u
[2] https://www.pbs.org/wgbh/frontline/film/american-insurrection/?utm_source=Twitter&utm_medium=Twitter&utm_campaign=Trailer&utm_content=Video
[2] https://www.propublica.org/article/a-return-to-robo-signing-jpmorgan-chase-has-unleashed-a-lawsuit-blitz-on-credit-card-customers
[2] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show

Top URLs in Tweet in G5:
[16] https://projects.propublica.org/parler-capitol-videos/
[4] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[3] https://twitter.com/propublica/status/1478939487023550466
[2] https://twitter.com/propublica/status/1479028552616009728
[2] https://twitter.com/propublica/status/1478596413101588480
[2] https://www.propublica.org/article/a-return-to-robo-signing-jpmorgan-chase-has-unleashed-a-lawsuit-blitz-on-credit-card-customers
[2] https://www.washingtonpost.com/technology/2022/01/04/facebook-election-misinformation-capitol-riot/
[2] https://www.propublica.org/article/how-dollar-stores-became-magnets-for-crime-and-killing
[1] https://twitter.com/JulieWorley14/status/1478528143807983616?s=20
[1] https://twitter.com/JulieWorley14/status/1479086749179592709?s=20

Top URLs in Tweet in G6:
[9] https://www.propublica.org/article/i-saw-firsthand-what-it-takes-to-keep-covid-out-of-hong-kong-it-felt-like-a-different-planet
[6] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[3] https://www.propublica.org/events/the-insurrection-one-year-later
[3] https://www.propublica.org/article/a-return-to-robo-signing-jpmorgan-chase-has-unleashed-a-lawsuit-blitz-on-credit-card-customers
[2] https://www.propublica.org/atpropublica/rui-kaneya-joins-propublica-as-a-senior-editor-for-its-local-reporting-network
[2] https://twitter.com/propublica/status/1347331281173028865
[1] https://longreads.com/picks/how-black-communities-become-sacrifice-zones-for-industrial-air-pollution/
[1] https://www.propublica.org/article/new-details-suggest-senior-trump-aides-knew-jan-6-rally-could-get-chaotic
[1] https://www.washingtonpost.com/technology/2022/01/04/facebook-election-misinformation-capitol-riot/
[1] https://www.propublica.org/article/recent-interviews-shed-new-light-on-jan-6-attack-on-the-capitol

Top URLs in Tweet in G7:
[30] https://www.propublica.org/article/the-federal-government-gave-billions-to-americas-schools-for-covid-19-relief-where-did-the-money-go
[2] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[2] https://www.propublica.org/article/texts-show-kimberly-guilfoyle-bragged-about-raising-millions-for-rally-that-fueled-capitol-riot
[2] https://www.propublica.org/article/states-are-hoarding-52-billion-in-welfare-funds-even-as-the-need-for-aid-grows
[1] https://www.whmi.com/news/article/county-board-seeks-to-ban-mask-mandates-in-exchange-for-covid-funding
[1] https://abc7chicago.com/covid-relief-cpd-budget-lightfoot-chicago-police/10350078/
[1] https://www.edweek.org/education/private-and-charter-schools-got-6-billion-in-paycheck-protection-program-aid-study-says/2020/09
[1] https://www.propublica.org/article/the-lost-year-what-the-pandemic-cost-teenagers

Top URLs in Tweet in G8:
[6] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[2] https://www.propublica.org/article/oath-keepers-in-the-state-house-how-a-militia-movement-took-root-in-the-republican-mainstream
[1] https://www.vanityfair.com/news/2022/01/kimberley-guilfoyle-donald-trump-jr-january-6-rally
[1] https://www.propublica.org/article/states-are-hoarding-52-billion-in-welfare-funds-even-as-the-need-for-aid-grows
[1] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show?utm_source=twitter&utm_medium=social#1230388
[1] https://twitter.com/RMac18/status/1478478015474536448
[1] https://twitter.com/craigsilverman/status/1478363470366130178
[1] https://www.washingtonpost.com/technology/2022/01/04/facebook-election-misinformation-capitol-riot/
[1] https://twitter.com/jason_kint/status/1474241253315330049
[1] https://twitter.com/jason_kint/status/1422170439669985284

Top URLs in Tweet in G9:
[15] https://www.propublica.org/article/a-return-to-robo-signing-jpmorgan-chase-has-unleashed-a-lawsuit-blitz-on-credit-card-customers
[3] https://www.brookings.edu/events/january-6-insurrection-one-year-later/
[3] https://twitter.com/propublica/status/1478669219956994048
[1] https://twitter.com/propublica/status/1478877117475880960
[1] https://www.propublica.org/article/he-was-filming-on-his-phone-then-a-deputy-attacked-him-and-charged-him-with-resisting-arrest
[1] https://www.kpcw.org/show/this-green-earth/2022-01-04/environmental-reporter-mark-olalde-talks-about-utahs-water-crisis
[1] https://www.propublica.org/article/states-are-hoarding-52-billion-in-welfare-funds-even-as-the-need-for-aid-grows
[1] https://www.propublica.org/events/the-insurrection-one-year-later
[1] https://twitter.com/byHeatherLong/status/1478767418373722113
[1] https://projects.propublica.org/parler-capitol-videos/

Top URLs in Tweet in G10:
[33] https://projects.propublica.org/parler-capitol-videos/
[5] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[5] https://www.propublica.org/article/a-return-to-robo-signing-jpmorgan-chase-has-unleashed-a-lawsuit-blitz-on-credit-card-customers
[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.washingtonpost.com/technology/2022/01/04/facebook-election-misinformation-capitol-riot/
[1] https://twitter.com/TizzyEnt/status/1478868279166910464
[1] https://www.msnbc.com/opinion/welfare-funds-going-unspent-pandemic-increased-poverty-moral-outrage-n1286863
[1] https://www.propublica.org/article/states-are-hoarding-52-billion-in-welfare-funds-even-as-the-need-for-aid-grows
[1] https://www.propublica.org/article/when-dangerous-strains-of-salmonella-hit-the-turkey-industry-responded-forcefully-the-chicken-industry-not-so-much
[1] https://twitter.com/jkinneberg/status/1478112837763354624?s=21

Top Domains
Top Domains in Tweet in Entire Graph:
[1211] propublica.org
[306] twitter.com
[75] trib.al
[50] washingtonpost.com
[26] pbs.org
[25] apple.news
[19] propub.li
[19] npr.org
[13] youtube.com
[12] mymilitia.com

Top Domains in Tweet in G1:
[63] trib.al
[57] propublica.org
[48] twitter.com
[19] propub.li
[11] mymilitia.com
[10] mississippitoday.org
[4] youtube.com
[3] texastribune.org
[2] documentcloud.org
[2] truthdig.com

Top Domains in Tweet in G2:
[445] propublica.org
[111] twitter.com
[18] apple.news
[12] washingtonpost.com
[5] npr.org
[4] linkedin.com
[4] vanityfair.com
[3] trib.al
[3] pbs.org
[2] bigearth-data.com

Top Domains in Tweet in G3:
[50] propublica.org
[18] washingtonpost.com
[10] twitter.com
[3] trib.al
[2] apple.news
[1] n.pr
[1] spreaker.com
[1] theintercept.com
[1] cheddar.com
[1] threadreaderapp.com

Top Domains in Tweet in G4:
[21] propublica.org
[18] pbs.org
[12] twitter.com
[5] usatoday.com
[3] washingtonpost.com
[2] c-span.org
[2] youtube.com
[1] whyy.org
[1] thedailybeast.com
[1] splcenter.org

Top Domains in Tweet in G5:
[37] propublica.org
[26] twitter.com
[3] washingtonpost.com
[2] theguardian.com
[2] npr.org
[1] youtube.com
[1] msnbc.com
[1] wsj.com
[1] charlotteobserver.com
[1] theatlantic.com

Top Domains in Tweet in G6:
[31] propublica.org
[3] twitter.com
[1] longreads.com
[1] washingtonpost.com
[1] mymilitia.com

Top Domains in Tweet in G7:
[37] propublica.org
[1] whmi.com
[1] abc7chicago.com
[1] edweek.org

Top Domains in Tweet in G8:
[14] propublica.org
[8] twitter.com
[1] vanityfair.com
[1] washingtonpost.com

Top Domains in Tweet in G9:
[21] propublica.org
[8] twitter.com
[3] brookings.edu
[1] kpcw.org
[1] gcml.org
[1] apple.news
[1] nakedcapitalism.com
[1] wallstreetonparade.com
[1] route-fifty.com

Top Domains in Tweet in G10:
[47] propublica.org
[2] twitter.com
[1] washingtonpost.com
[1] msnbc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[114] ppp
[114] caresact
[85] frontlinepbs
[59] 44567
[55] onev1
[53] wtpblue
[52] freshvoicesrise
[52] resistanceunited
[39] 44567
[38] facebook



Top Hashtags in Tweet in G1:
[4] dea
[3] psyops
[3] allende
[2] 1/6/2022 12:00:00 AM
[2] ppp
[2] caresact
[2] coahuila
[2] cdmx
[2] idpol
[1] 1/6/2022 12:00:00 AM

Top Hashtags in Tweet in G2:
[17] facebook
[9] january6th
[8] insurrection
[4] 1/6/2022 12:00:00 AM
[4] tech
[3] technews
[3] deletefacebook
[3] jan6th
[3] misinformation
[2] socialmedia

Top Hashtags in Tweet in G3:
[13] facebook
[8] january6th
[6] 1/6/2022 12:00:00 AM
[3] jan6th
[3] periodismo
[3] unify
[1] neverforgetjanuary6th
[1] january6thinsurrection
[1] 1/6/2022 12:00:00 AM
[1] frontlinepbs

Top Hashtags in Tweet in G4:
[83] frontlinepbs
[6] 1/6/2022 12:00:00 AM
[3] january6th
[3] propublica
[3] trump
[2] pbsfrontline
[2] blm
[2] antifa
[1] extremism
[1] hallofshane

Top Hashtags in Tweet in G5:
[5] autopilot
[4] hr3836
[4] 2yrs2long
[4] dshea
[4] justice4itiworkers
[3] hr3474
[2] jan6thcommittee
[2] stopthecoverups
[2] rigged
[2] cuomo

Top Hashtags in Tweet in G6:
[1] 1/6/2022 12:00:00 AM
[1] jan6th
[1] creditcard
[1] hongkong
[1] covid19
[1] fearless
[1] journalism
[1] dumbasses
[1] january6th

Top Hashtags in Tweet in G7:
[112] ppp
[112] caresact
[2] welfarefunds
[1] americanrescueplan
[1] arp
[1] deathsantis

Top Hashtags in Tweet in G8:
[1] mangowanker
[1] goptraitors
[1] putinisdancing
[1] 1/6/2022 12:00:00 AM

Top Hashtags in Tweet in G9:
[5] utah
[1] watercrisis
[1] drought
[1] environment
[1] propublica
[1] sltrib
[1] kpcwradio
[1] kpcwthisgreenearth
[1] 1/6/2022 12:00:00 AM
[1] 1/6/2022 12:00:00 AM

Top Hashtags in Tweet in G10:
[33] 1/6/2022 12:00:00 AM
[1] poorpeoplescampaign

Top Words
Top Words in Tweet in Entire Graph:
[4845] propublica
[1473] facebook
[1283] jan
[1112] texas
[905] welfare
[816] states
[798] attack
[739] 2020
[711] groups
[671] insurrection

Top Words in Tweet in G1:
[2227] propublica
[985] texas
[662] welfare
[516] 2020
[514] states
[495] denied
[494] mississippi
[484] single
[482] 90
[482] applicants

Top Words in Tweet in G2:
[214] jan
[192] facebook
[182] attack
[169] insurrection
[163] threats
[162] show
[161] surge
[160] hosted
[158] misinformation
[155] months

Top Words in Tweet in G3:
[519] propublica
[472] facebook
[391] groups
[351] 000
[341] attacking
[340] 650
[339] swelled
[310] investigation
[309] craigsilverman
[268] public

Top Words in Tweet in G4:
[659] propublica
[562] frontlinepbs
[289] ucbsoj
[238] capitol
[224] jan
[194] frontline
[180] assault
[177] anniversary
[165] cspanwj
[158] update

Top Words in Tweet in G5:
[104] propublica
[33] potus
[19] washingtonpost
[17] nytimes
[17] vp
[17] joebiden
[16] facebook
[15] cnn
[15] attack
[14] during

Top Words in Tweet in G6:
[191] charlesornstein
[191] propublica
[189] facebook
[147] insurrection
[134] jan
[125] attack
[120] surge
[120] threats
[120] months
[120] leading

Top Words in Tweet in G7:
[206] chrislhayes
[190] propublica
[171] saintsfan5348
[112] idk
[112] really
[112] wish
[112] someone
[112] find
[112] #ppp
[112] #caresact

Top Words in Tweet in G8:
[189] propublica
[133] jason_kint
[127] report
[121] role
[118] washington
[116] joint
[111] states
[105] critical
[104] entire
[104] superb

Top Words in Tweet in G9:
[117] chase
[94] propublica
[86] jpmorgan
[78] credit
[74] card
[73] patrickmrucker
[69] customers
[60] lawsuit
[49] unleashed
[49] blitz

Top Words in Tweet in G10:
[57] facebook
[50] groups
[50] swelled
[50] 650
[50] 000
[50] attacking
[49] propublica
[47] legitimacy
[37] timobrien
[37] election

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[548] facebook,groups
[539] states,texas
[538] 90,welfare
[538] welfare,applicants
[538] applicants,2020
[537] nebraska,denied
[537] denied,90
[536] texas,mississippi
[536] mississippi,arkansas
[536] arkansas,nebraska

Top Word Pairs in Tweet in G1:
[484] states,texas
[481] texas,mississippi
[481] mississippi,arkansas
[481] arkansas,nebraska
[481] nebraska,denied
[481] denied,90
[481] 90,welfare
[481] welfare,applicants
[481] applicants,2020
[481] 2020,texas

Top Word Pairs in Tweet in G2:
[169] jan,attack
[159] hosted,surge
[157] surge,misinformation
[155] months,leading
[154] facebook,hosted
[154] threats,months
[153] records,show
[148] misinformation,insurrection
[148] insurrection,threats
[148] attack,records

Top Word Pairs in Tweet in G3:
[348] facebook,groups
[340] 650,000
[339] groups,swelled
[337] swelled,650
[335] 000,attacking
[275] craigsilverman,propublica
[266] investigation,reveals
[265] propublica,wash
[265] wash,investigation
[265] reveals,public

Top Word Pairs in Tweet in G4:
[287] propublica,ucbsoj
[182] frontline,propublica
[180] assault,capitol
[178] jan,assault
[177] propublica,frontlinepbs
[173] anniversary,jan
[168] frontlinepbs,anniversary
[155] capitol,draws
[155] draws,near
[155] ucbsoj,update

Top Word Pairs in Tweet in G5:
[14] potus,vp
[13] parler,saw
[13] saw,during
[13] during,attack
[12] facebook,groups
[12] groups,swelled
[12] swelled,650
[12] 650,000
[12] 000,attacking
[12] attacking,legitimacy

Top Word Pairs in Tweet in G6:
[120] insurrection,threats
[119] misinformation,insurrection
[119] jan,attack
[118] surge,misinformation
[118] threats,months
[118] months,leading
[117] facebook,hosted
[117] hosted,surge
[117] leading,jan
[116] breaking,facebook

Top Word Pairs in Tweet in G7:
[169] saintsfan5348,chrislhayes
[112] chrislhayes,idk
[112] idk,really
[112] really,wish
[112] wish,someone
[112] someone,propublica
[112] propublica,find
[112] find,#ppp
[112] #ppp,#caresact
[111] #caresact,#americanre

Top Word Pairs in Tweet in G8:
[116] joint,report
[115] washington,propublica
[105] critical,role
[104] entire,washington
[104] propublica,joint
[104] report,superb
[104] superb,states
[104] states,clearly
[104] clearly,ve
[104] ve,seen

Top Word Pairs in Tweet in G9:
[74] credit,card
[65] jpmorgan,chase
[57] card,customers
[49] chase,unleashed
[49] unleashed,lawsuit
[49] lawsuit,blitz
[49] blitz,credit
[43] customers,fell
[43] fell,behind
[43] behind,pandemic

Top Word Pairs in Tweet in G10:
[50] facebook,groups
[50] groups,swelled
[50] swelled,650
[50] 650,000
[50] 000,attacking
[47] attacking,legitimacy
[35] biden,victory
[35] victory,between
[35] between,election
[35] election,day

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@cspanwj
@frontlinepbs
@charlesornstein
@yaya_gumbo
@saintsfan5348
@craigsilverman
@ruikaneya
@chrislhayes
@federalist_10

Top Replied-To in G1:
@propublica
@limportant_fr
@schwanksta
@dentonitis
@kevin626
@phil_luttazi
@sangenna93
@bsconley
@reasonabletom63
@vicciho

Top Replied-To in G2:

Top Replied-To in G3:
@craigsilverman
@propublica
@washingtonpost
@sheinvestigates
@ponderranch
@charlesornstein
@uscounteraction
@lizweil
@markseibel
@derekwillis

Top Replied-To in G4:
@cspanwj
@frontlinepbs
@yaya_gumbo
@vaccinessaveusa
@aubreyel1
@terryco59073132
@propublica
@massillonat
@holly500
@dalykenan

Top Replied-To in G5:
@no2hitting
@potus
@casmudde
@propublica
@manhattanda
@bncnews
@sen_joemanchin
@abc
@carmslot
@newyorkstateag

Top Replied-To in G6:
@charlesornstein
@ruikaneya
@propublica
@phoebesaid
@carolineylchen
@curtisschin
@fbi
@austinclareball
@benniegthompson
@markseibel

Top Replied-To in G7:
@saintsfan5348
@chrislhayes
@egalaida
@deborahcompass
@kellymccubbin2
@sf28891908
@bbbycrr
@lura_ks1972
@maul_madness
@irenelegal

Top Replied-To in G8:
@hawleymo
@jason_kint
@wcpo

Top Replied-To in G9:
@propublica
@dayofrage
@megsnewz
@wonqette
@byheatherlong
@themorrancave
@chase
@patrickmrucker

Top Replied-To in G10:
@timobrien
@tyt
@versharma
@sifill_ldf
@propublica

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@frontlinepbs
@craigsilverman
@ucbsoj
@charlesornstein
@chrislhayes
@washingtonpost
@saintsfan5348
@jason_kint
@cspanwj

Top Mentioned in G1:
@propublica
@schwanksta
@basf
@craigsilverman
@texastribune
@juddapatow
@anillicitwriter
@effinggrim
@limportant_fr
@zaleskiluke

Top Mentioned in G2:
@giwilson
@barua_ashish
@franco16840449

Top Mentioned in G3:
@craigsilverman
@propublica
@washingtonpost
@jeffykao
@dicktofel
@sheinvestigates
@craigtimberg
@bandler_james
@jeremybmerrill

Top Mentioned in G4:
@propublica
@frontlinepbs
@ucbsoj
@cspanwj
@pbs
@uc
@u
@smilescat
@acinvestigates
@lululemew

Top Mentioned in G5:
@propublica
@potus
@washingtonpost
@nytimes
@vp
@joebiden
@cnn
@thejusticedept
@ap
@nycdhs

Top Mentioned in G6:
@charlesornstein
@propublica
@carolineylchen
@markseibel
@publicintegrity
@washingtonpost
@sarahblustain
@craigsilverman
@megsnewz
@kenwardjr

Top Mentioned in G7:
@chrislhayes
@propublica
@saintsfan5348
@egalaida
@alaricaloor
@leakhonesty
@meandmyferrets
@egavactip
@morgfair
@bbbycrr

Top Mentioned in G8:
@jason_kint
@propublica
@donelson52
@alfonslopeztena
@craigsilverman
@safetypindaily
@rmac18
@gottalaff
@bellamax12
@hawleymo

Top Mentioned in G9:
@propublica
@patrickmrucker
@byheatherlong
@cfpb
@jpmorgan
@themorrancave
@dogbitesmannes
@capitol_forum
@zachdcarter
@poliscigrl

Top Mentioned in G10:
@timobrien
@sifill_ldf
@propublica
@oliverdarcy
@unitethepoor
@doctorpanama
@craigsilverman
@megawatts55
@adonsports
@mmfa

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@threadreaderapp
@danielpilotte1
@dichristine
@rk70534
@world_news_eng
@tinamarie_80s
@mattmurph24
@cagney1991
@solutioneer72

Top Tweeters in G1:
@missb62
@danielpilotte1
@dichristine
@rk70534
@tinamarie_80s
@mattmurph24
@1denmadrid
@yarosisnancy
@limportant_fr
@bunrxm

Top Tweeters in G2:
@schestowitz
@gregmroscoe
@justice4all01
@mary_swilling
@litlgrey
@msdixiediva8253
@shehzadyounis
@russfla
@georgegallagher
@spanishcountry

Top Tweeters in G3:
@threadreaderapp
@world_news_eng
@cloudwanderer3
@_redfrog
@inspiteoftrump
@mulher_noticia
@jmramos1701d
@suekhi
@lorettabower3
@jeannie_hartley

Top Tweeters in G4:
@rjber15
@bannerite
@lechatnoire4
@1loriking
@joannecangal
@cotey_mary
@justwhatnowwhy
@cnbsnana
@kristafrances
@adekleine

Top Tweeters in G5:
@httweets
@reuters
@guardian
@jeffreymeursing
@mjohnso27
@charismaalasta1
@nytimes
@foxnews
@latimes
@fox5atlanta

Top Tweeters in G6:
@lesleygsmith3
@eykis
@lindacollins11
@micjojd
@joanisparkles
@morvjn
@alllwftopic
@girlzinger
@freeandclear1
@kmontenegro

Top Tweeters in G7:
@netminnow
@morgfair
@cblazblaz
@hijcp
@monicarivpin
@shareitarie10
@newsofmideast
@cynicalvision50
@purrmonsta
@embeesweb

Top Tweeters in G8:
@gottalaff
@patricklee6669
@jorge_c_ny
@deesbarbara
@avonan
@safetypindaily
@zentaoprincess
@stlhd100
@mijomojo1
@mcnejames

Top Tweeters in G9:
@jjj5819
@vedehimajumdar
@tottenbill
@laura78703
@takinyera
@nancysa45944060
@btptechsearch
@armyofwomack
@dominique6138
@vogon

Top Tweeters in G10:
@cagney1991
@solutioneer72
@caroljdavy
@ronsupportsyou
@vivbwoke
@vox_democracy
@wolfnw
@gailwaldby
@darmagirl24
@megawatts55


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