Propublica, Twitter, 2/21/2020 1:19:16 PM, 221692


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Propublica_2020-02-20_23-41-33.xlsx
Propublica_2020-02-20_23-41-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 21, 2020
Short Description:
Propublica via NodeXL http://bit.ly/2T1ZKSO
@propublica
@govhowarddean
@charlesornstein
@crewcrew
@realdonaldtrump
@jackasaurus3
@justinelliott
@sarahpearr
@safetypindaily
@no2hitting

Top hashtags:
#askbloomberg
#fecfilingday
#demdebate
#impact
#trump
#smartnews

Description:
Description
The graph represents a network of 5,008 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, 21 February 2020 at 07:42 UTC.

The requested start date was Friday, 21 February 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 1-day, 6-hour, 23-minute period from Wednesday, 19 February 2020 at 18:36 UTC to Friday, 21 February 2020 at 01:00 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 : 5008
Unique Edges : 6386
Edges With Duplicates : 1190
Total Edges : 7576
Number of Edge Types : 4
MentionsInRetweet : 5376
Mentions : 1231
Replies to : 404
Tweet : 565
Self-Loops : 565
Reciprocated Vertex Pair Ratio : 0.00615724660562046
Reciprocated Edge Ratio : 0.0122391338459124
Connected Components : 424
Single-Vertex Connected Components : 286
Maximum Vertices in a Connected Component : 4178
Maximum Edges in a Connected Component : 6621
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.870356
Graph Density : 0.000254156959808983
Modularity : 0.700774
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 5,008 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, 21 February 2020 at 07:42 UTC.

The requested start date was Friday, 21 February 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 1-day, 6-hour, 23-minute period from Wednesday, 19 February 2020 at 18:36 UTC to Friday, 21 February 2020 at 01:00 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:
[672] https://www.propublica.org/article/trump-inc-2020-how-much-has-the-government-spent-at-trumps-properties-it-wont-say
[83] https://www.propublica.org/article/turbotax-is-still-tricking-customers-with-tax-prep-ads-that-misuse-the-word-free
[67] https://www.propublica.org/series/the-turbotax-trap
[66] https://www.propublica.org/article/he-went-to-prison-after-a-prosecutor-hid-evidence-seven-years-after-our-story-he-walked-free
[56] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free
[45] https://www.propublica.org/jobs/reporter-propublica-illinois-feb-2020?utm_content=bufferf5a58&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main+
[43] https://www.propublica.org/article/filing-taxes-could-be-free-simple-hr-block-intuit-lobbying-against-it
[40] https://features.propublica.org/black-land-loss/heirs-property-rights-why-black-families-lose-land-south/
[35] https://projects.propublica.org/represent/members/S000033/votes-missed/116
[35] https://www.propublica.org/article/revelations-on-nypd-surveillance-contradict-mayor-bloomberg-claims

Top URLs in Tweet in G1:
[43] https://www.propublica.org/jobs/reporter-propublica-illinois-feb-2020?utm_content=bufferf5a58&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main+
[34] https://www.propublica.org/series/the-turbotax-trap
[28] https://www.propublica.org/article/turbotax-is-still-tricking-customers-with-tax-prep-ads-that-misuse-the-word-free
[13] https://twitter.com/sesmith/status/1230321332086362112
[7] https://www.propublica.org/article/trump-inc-2020-how-much-has-the-government-spent-at-trumps-properties-it-wont-say
[4] https://projects.propublica.org/graphics/workers-compensation-benefits-by-limb?utm_content=bufferbfbec&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main
[2] https://www.propublica.org/article/how-to-file-state-federal-taxes-free-2020?utm_content=buffera79ef&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main+
[2] https://twitter.com/adamconover/status/1225539918396633088
[2] https://www.propublica.org/article/the-myth-of-drug-expiration-dates?utm_content=buffer841c2&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main+
[2] https://projects.propublica.org/nonprofits/?utm_content=buffera8caa&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main+

Top URLs in Tweet in G2:
[5] https://twitter.com/propublica/status/1230273419373109248
[1] https://twitter.com/propublica/status/1229944947987689472
[1] https://www.propublica.org/article/trump-inc-2020-how-much-has-the-government-spent-at-trumps-properties-it-wont-say
[1] https://twitter.com/i/web/status/1230290510868295681

Top URLs in Tweet in G3:
[455] https://www.propublica.org/article/trump-inc-2020-how-much-has-the-government-spent-at-trumps-properties-it-wont-say
[28] https://features.propublica.org/black-land-loss/heirs-property-rights-why-black-families-lose-land-south/
[19] https://twitter.com/polkawards/status/1230193761948459014
[7] https://www.propublica.org/article/hes-a-liar-a-con-artist-and-a-snitch-his-testimony-could-soon-send-a-man-to-his-death
[5] https://twitter.com/RDunhamDPIC/status/1230575605521027074
[1] https://www.propublica.org/article/how-louisiana-lawmakers-stop-residents-efforts-to-fight-big-oil-and-gas
[1] https://www.propublica.org/article/turbotax-is-still-tricking-customers-with-tax-prep-ads-that-misuse-the-word-free
[1] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free
[1] https://www.propublica.org/article/a-liars-testimony-convinced-a-jury-to-convict-a-man-of-murder-will-florida-execute-him-anyway
[1] https://www.propublica.org/article/trump-inc-2020-how-much-has-the-government-spent-at-trumps-properties-it-wont-say/amp?__twitter_impression=true

Top URLs in Tweet in G4:
[80] https://www.propublica.org/article/trump-inc-2020-how-much-has-the-government-spent-at-trumps-properties-it-wont-say
[17] https://www.propublica.org/article/turbotax-is-still-tricking-customers-with-tax-prep-ads-that-misuse-the-word-free
[15] https://www.propublica.org/article/he-went-to-prison-after-a-prosecutor-hid-evidence-seven-years-after-our-story-he-walked-free
[14] https://www.propublica.org/article/revelations-on-nypd-surveillance-contradict-mayor-bloomberg-claims
[12] https://twitter.com/propublica/status/1230635799500218369
[9] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free
[7] https://www.propublica.org/article/illinois-state-board-education-isbe-rules-student-seclusions-restraints-schools
[7] https://www.propublica.org/article/california-takes-a-first-step-toward-improving-its-failing-county-jails
[6] https://twitter.com/propublica/status/1230469810762416128
[6] https://twitter.com/propublica/status/1230606805375606784

Top URLs in Tweet in G5:
[4] https://www.propublica.org/article/trump-inc-2020-how-much-has-the-government-spent-at-trumps-properties-it-wont-say
[3] https://www.propublica.org/article/trump-inc-podcast-inauguration-complaint
[1] https://twitter.com/i/web/status/1230592387258503175
[1] https://www.propublica.org/article/inside-the-investigation-of-leading-republican-money-man-sheldon-adelson
[1] https://twitter.com/propublica/status/1230606805375606784
[1] https://www.propublica.org/article/a-group-of-agents-rose-through-the-ranks-to-lead-the-border-patrol-theyre-leaving-it-in-crisis
[1] https://twitter.com/propublica/status/1230244419632271361
[1] https://www.propublica.org/jobs/reporter-propublica-illinois-feb-2020?utm_content=bufferf5a58&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main+
[1] https://www.propublica.org/article/trump-inc-podcast-taxpayers-covered-liquor-bill-for-trump-staffers-and-more-mar-a-lago

Top URLs in Tweet in G6:
[31] https://www.propublica.org/article/turbotax-is-still-tricking-customers-with-tax-prep-ads-that-misuse-the-word-free
[14] https://www.propublica.org/article/turbotax-just-tricked-you-into-paying-to-file-your-taxes
[10] https://www.propublica.org/article/california-takes-a-first-step-toward-improving-its-failing-county-jails
[9] https://twitter.com/propublica/status/1230606805375606784
[8] https://www.propublica.org/jobs/reporter-propublica-illinois-feb-2020
[4] https://www.propublica.org/series/the-turbotax-trap
[4] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free
[3] https://www.propublica.org/article/illinois-state-board-education-isbe-rules-student-seclusions-restraints-schools
[3] https://twitter.com/propublica/status/1230273419373109248
[3] https://www.propublica.org/article/how-wealthy-towns-keep-people-with-housing-vouchers-out

Top URLs in Tweet in G7:
[21] https://www.propublica.org/article/trump-inc-2020-how-much-has-the-government-spent-at-trumps-properties-it-wont-say
[9] https://projects.propublica.org/politwoops/tweet/1227956210571399171
[3] https://projects.propublica.org/graphics/lgbtq-rights-rollback
[3] https://nymag.com/intelligencer/2019/11/report-trump-business-fraud-propublica-taxes-crimes.html
[2] https://www.propublica.org/article/kris-kobach-voter-fraud-kansas-trial
[2] https://www.propublica.org/article/we-found-a-staggering-281-lobbyists-whove-worked-in-the-trump-administration
[1] https://www.propublica.org/article/super-pacs-propublicas-guide-to-the-new-world-of-campaign-finance
[1] https://twitter.com/i/web/status/1228056352636968960
[1] https://twitter.com/i/web/status/1228057429931417614
[1] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud

Top URLs in Tweet in G8:
[3] https://www.propublica.org/article/revelations-on-nypd-surveillance-contradict-mayor-bloomberg-claims
[2] https://www.propublica.org/article/he-went-to-prison-after-a-prosecutor-hid-evidence-seven-years-after-our-story-he-walked-free?utm_source=pardot&utm_medium=email&utm_campaign=dailynewsletter
[2] https://www.vox.com/2020/2/10/21131161/home-birth-insurance-finances?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[2] https://twitter.com/propublica/status/1230273419373109248
[1] https://twitter.com/i/web/status/1230643659042893826
[1] https://twitter.com/i/web/status/1230642572315561984
[1] https://twitter.com/i/web/status/1230133441003474946
[1] https://twitter.com/i/web/status/1230641203269505025
[1] https://twitter.com/i/web/status/1230641603456401409
[1] https://twitter.com/i/web/status/1230618816406839297

Top URLs in Tweet in G9:
[31] https://projects.propublica.org/represent/members/S000033/votes-missed/116
[3] https://www.propublica.org/article/nothing-protects-black-women-from-dying-in-pregnancy-and-childbirth
[1] https://www.dispatch.com/news/20200219/justices-lsquoreasonable-disciplinersquo-defense-when-parent-charged-with-injuring-child
[1] https://twitter.com/B52Malmet/status/1230195745288065030?s=20
[1] https://fox17.com/news/local/sheriff-nashville-criminal-justice-advocate-planted-loaded-guns-in-detention-center?fbclid=IwAR2N0hr-3Rh3hD-KGlhmk3TQBDkkXsGC_QI9mSgdzRVWVTX30P5iZRe2s2E
[1] https://twitter.com/BryantCP/status/1230279317504045056?s=20
[1] https://www.ajc.com/blog/politics/opinion-bill-that-could-allow-secret-votes-put-guns-georgia-classrooms/G9IPu2EVyzh6JCvi4KpMMP/?fbclid=IwAR0LktxAGblVkVIW0I4TkJr-ew4eqqy6Rksjfs6J2h1SrDp2qH_cslkojEs
[1] https://twitter.com/drrobiludwig/status/1230570624696946689?s=20
[1] https://www.nbcnews.com/news/us-news/12-year-old-boy-suffers-fractured-skull-after-school-employee-n1138071
[1] https://twitter.com/i/web/status/1230265201037062145

Top URLs in Tweet in G10:
[6] https://www.propublica.org/article/revelations-on-nypd-surveillance-contradict-mayor-bloomberg-claims
[2] https://www.propublica.org/article/we-found-a-staggering-281-lobbyists-whove-worked-in-the-trump-administration
[2] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor/amp?__twitter_impression=true
[1] https://features.propublica.org/medical-debt/when-medical-debt-collectors-decide-who-gets-arrested-coffeyville-kansas/
[1] https://www.propublica.org/article/the-iowa-caucuses-app-had-another-problem-it-could-have-been-hacked
[1] https://twitter.com/yashar/status/1228088667752714240
[1] https://www.propublica.org/article/health-insurers-are-vacuuming-up-details-about-you-and-it-could-raise-your-rates
[1] https://www.propublica.org/article/scientific-study-links-flammable-drinking-water-to-fracking
[1] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[1] https://twitter.com/NatashaBertrand/status/1230200342350123008

Top Domains
Top Domains in Tweet in Entire Graph:
[1573] propublica.org
[381] twitter.com
[12] propub.li
[7] fronterasdesk.org
[5] youtube.com
[3] cnn.com
[3] nymag.com
[2] vox.com
[2] chicagotribune.com
[2] trib.al

Top Domains in Tweet in G1:
[162] propublica.org
[96] twitter.com
[12] propub.li
[2] trib.al
[1] newyorker.com
[1] youtube.com
[1] ahabit.com
[1] cardbuzz.com

Top Domains in Tweet in G2:
[7] twitter.com
[1] propublica.org

Top Domains in Tweet in G3:
[499] propublica.org
[28] twitter.com

Top Domains in Tweet in G4:
[230] propublica.org
[88] twitter.com
[1] bit.ly
[1] feedpress.it
[1] authenticjobs.com
[1] irs.gov
[1] cvsoci.al
[1] fronterasdesk.org
[1] talkingbiznews.com

Top Domains in Tweet in G5:
[11] propublica.org
[3] twitter.com

Top Domains in Tweet in G6:
[99] propublica.org
[24] twitter.com
[1] filmforum.org
[1] pbs.org

Top Domains in Tweet in G7:
[46] propublica.org
[9] twitter.com
[3] nymag.com

Top Domains in Tweet in G8:
[19] twitter.com
[5] propublica.org
[2] vox.com
[1] wearehearken.com

Top Domains in Tweet in G9:
[39] propublica.org
[11] twitter.com
[1] dispatch.com
[1] fox17.com
[1] ajc.com
[1] nbcnews.com

Top Domains in Tweet in G10:
[15] propublica.org
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[31] askbloomberg
[21] fecfilingday
[15] demdebate
[11] impact
[10] trump
[9] smartnews
[6] chrismurphy
[5] medicareforall
[4] elizabethwarren
[4] amyklobuchar



Top Hashtags in Tweet in G1:
[2] vote
[2] election2020
[2] turbotax
[1] impact
[1] resistancegenealogy
[1] trumpincpodcast
[1] wtfoftheday
[1] abolishice
[1] cbpbrownshirts
[1] cleanupborderpatrol

Top Hashtags in Tweet in G2:
[4] elizabethwarren
[4] amyklobuchar
[1] trumptheswampking
[1] trumpfirstamericasecond

Top Hashtags in Tweet in G4:
[12] askbloomberg
[7] smartnews
[6] trump
[2] maga
[2] government
[2] bernie2020
[2] demdebate
[2] democraticdebate
[2] demdebates
[1] cartel

Top Hashtags in Tweet in G6:
[10] impact
[1] localreportingnetwork
[1] frontlinepbs
[1] demdebate
[1] elections2020
[1] smartnews
[1] politics
[1] thenewnormal
[1] theageofthetrumpsewer
[1] morallybankrupt

Top Hashtags in Tweet in G7:
[6] chrismurphy
[3] loganact
[2] loganactviolation
[1] sc04
[1] democraticdebate
[1] nobrainnoheadache
[1] welovepotus
[1] kag2020
[1] murphy4prison
[1] smartnews

Top Hashtags in Tweet in G8:
[5] askbloomberg
[3] demdebate
[2] homebirth
[1] vanillaisis
[1] yallqaeda
[1] nascar
[1] gop
[1] trump
[1] whitehouse
[1] skoal

Top Hashtags in Tweet in G9:
[1] corporalpunishment
[1] hr5325
[1] connectionovercontrol
[1] accommodationnotdiscrimination
[1] t1d
[1] t2d

Top Hashtags in Tweet in G10:
[5] askbloomberg
[4] mercers
[1] fullofschiff

Top Words
Top Words in Tweet in Entire Graph:
[3472] Words in Sentiment List#1: Positive
[1630] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[97976] Non-categorized Words
[103079] Total Words
[2269] propublica
[1343] trump
[978] properties
[947] secret
[914] won

Top Words in Tweet in G1:
[1659] propublica
[299] trump
[292] secret
[265] story
[260] lizziepresser
[253] newyorker
[250] published
[248] won
[242] george
[242] polk

Top Words in Tweet in G2:
[541] service
[539] secret
[516] top
[515] turns
[515] true
[515] hope
[515] overhauled
[515] govhowarddean
[514] bo
[56] propublica

Top Words in Tweet in G3:
[466] trump
[465] charlesornstein
[460] properties
[457] much
[456] government
[456] spent
[456] won
[37] pamelacolloff
[31] story
[28] such

Top Words in Tweet in G4:
[85] trump
[79] much
[78] spent
[77] won
[74] government
[74] properties
[48] propublica
[39] free
[27] turbotax
[27] years

Top Words in Tweet in G5:
[236] trump
[228] crewcrew
[224] more
[221] work
[220] sure
[220] swamp
[220] draining
[220] hired
[220] 281
[220] lobbyists

Top Words in Tweet in G6:
[197] propublica
[129] turbotax
[68] free
[67] prep
[61] taxes
[58] justinelliott
[57] americans
[56] file
[55] need
[53] here's

Top Words in Tweet in G7:
[65] realdonaldtrump
[39] propublica
[25] trump
[24] propotp
[22] fahrenthold
[19] first
[18] berniesanders
[18] tweets
[17] reported
[17] based

Top Words in Tweet in G8:
[33] propublica
[14] voxdotcom
[12] allafarce
[12] msnbc
[11] nytimes
[9] cbsnews
[9] pbs
[9] npr
[7] nbcnews
[7] washingtonpost

Top Words in Tweet in G9:
[29] aljws
[28] johnrjohnson
[28] beachpretzel2
[28] bernie
[28] being
[28] called
[19] propublica
[9] ewarren
[7] splcenter
[6] theview

Top Words in Tweet in G10:
[58] nypd
[58] investigated
[53] undercover
[53] officers
[53] muslim
[53] community
[53] newark
[53] producing
[53] secret
[53] report

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[842] trump,properties
[790] secret,service
[725] much,government
[725] government,spent
[654] spent,trump
[651] properties,won
[541] turns,true
[541] true,hope
[541] hope,secret
[541] service,overhauled

Top Word Pairs in Tweet in G1:
[243] newyorker,lizziepresser
[242] lizziepresser,won
[242] won,george
[242] george,polk
[242] polk,award
[242] award,2019
[242] 2019,story
[242] story,published
[242] published,partnership
[242] partnership,propublica

Top Word Pairs in Tweet in G2:
[539] secret,service
[515] turns,true
[515] true,hope
[515] hope,secret
[515] service,overhauled
[515] overhauled,top
[514] govhowarddean,turns
[514] top,bo
[24] trump,properties
[23] propublica,secret

Top Word Pairs in Tweet in G3:
[460] trump,properties
[456] much,government
[456] government,spent
[456] spent,trump
[456] properties,won
[454] charlesornstein,much
[28] such,incredible
[28] incredible,story
[28] story,go
[28] go,lizziepresser

Top Word Pairs in Tweet in G4:
[72] much,government
[72] government,spent
[72] spent,trump
[71] trump,properties
[68] properties,won
[24] seven,years
[16] turbotax,still
[16] still,tricking
[16] tricking,customers
[16] customers,tax

Top Word Pairs in Tweet in G5:
[220] sure,swamp
[220] swamp,draining
[220] draining,trump
[220] trump,hired
[220] hired,more
[220] more,281
[220] 281,lobbyists
[220] lobbyists,work
[220] work,administration
[219] crewcrew,sure

Top Word Pairs in Tweet in G6:
[55] file,taxes
[54] taxes,free
[52] psa,large
[52] large,majority
[52] majority,americans
[52] americans,prep
[52] prep,file
[52] free,need
[52] need,pay
[52] pay,turbotax

Top Word Pairs in Tweet in G7:
[22] fahrenthold,realdonaldtrump
[17] realdonaldtrump,first
[17] first,reported
[17] reported,propublica
[17] propublica,based
[17] based,documents
[17] documents,obtained
[17] obtained,propotp
[17] propotp,amazes
[17] amazes,time

Top Word Pairs in Tweet in G8:
[7] voxdotcom,propublica
[6] msnbc,nbcnews
[6] theatlantic,newyorker
[6] washingtonpost,npr
[6] npr,pbs
[6] mcclatchydc,guardian
[6] msnbcpr,cnnpr
[5] cnn,msnbc
[5] nbcnews,politico
[5] politico,nytimes

Top Word Pairs in Tweet in G9:
[28] johnrjohnson,beachpretzel2
[28] beachpretzel2,bernie
[28] bernie,being
[28] being,called
[27] aljws,johnrjohnson
[5] adl,splcenter
[5] shannonrwatts,davidhogg111
[4] splcenter,shannonrwatts
[4] davidhogg111,theviolencepro
[4] theviolencepro,andybeshearky

Top Word Pairs in Tweet in G10:
[53] undercover,nypd
[53] nypd,officers
[53] officers,investigated
[53] investigated,muslim
[53] muslim,community
[53] community,newark
[53] newark,producing
[53] producing,secret
[53] secret,report
[53] report,surveillance

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@newyorker
@realdonaldtrump
@allafarce
@pelotonattacker
@dlrohlms
@adl
@seanhannity
@justinelliott
@donaldjtrumpjr

Top Replied-To in G1:
@propublica
@newyorker
@pelotonattacker
@dlrohlms
@atelierpilar
@coleenieb
@kristianmagnus5
@itisuhhhhot
@thenoxemagirl
@guillotineshout

Top Replied-To in G2:
@propublica
@quidrises
@perduesenate
@repswalwell

Top Replied-To in G3:
@charlesornstein
@propublica
@pamelacolloff
@dlind

Top Replied-To in G5:
@crewcrew
@smc429
@elienyc
@propublica
@lyn123d

Top Replied-To in G6:
@propublica
@sagerosenfels18
@jamesbandler
@frontlinepbs
@chgohoods
@thesarahkelly

Top Replied-To in G7:
@realdonaldtrump
@seanhannity
@donaldjtrumpjr
@gop
@digiphile
@propublica
@dr4socialist
@repfredkeller
@toweroftruth
@sayheading

Top Replied-To in G8:
@allafarce
@justinelliott
@speakerpelosi
@terryparrisjr
@nakashimae
@hakim__ko
@mog7546
@npr
@brizzyc
@matth

Top Replied-To in G9:
@adl
@icarsbanrands
@child_usa
@johnrjohnson
@karenamyatt
@drnospank
@theviolencepro
@reppressley
@campaign4kids
@no2hitting

Top Replied-To in G10:
@gymmy4
@wendellpotter
@latina4freedom
@thecandlemanct
@laurilinnea

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@govhowarddean
@charlesornstein
@lizziepresser
@newyorker
@crewcrew
@jackasaurus3
@safetypindaily
@justinelliott
@realdonaldtrump

Top Mentioned in G1:
@propublica
@lizziepresser
@newyorker
@michaelluo
@farai
@usnavy
@laurenking
@nytmag
@jennycohn1
@mayatmiller

Top Mentioned in G2:
@govhowarddean
@propublica
@allyrounds
@adriana1o5
@dennisabm
@ghostrollo
@menvoters
@kshabby3
@anthonyknill2
@markholiday13

Top Mentioned in G3:
@charlesornstein
@pamelacolloff
@lizziepresser
@propublica
@sarasneath
@govhowarddean
@dlind
@mrdenny

Top Mentioned in G5:
@crewcrew
@propublica
@psychdr100
@govhowarddean
@maddow
@soledadobrien
@malcolmnance
@charlesornstein
@tgordonvideo
@smc429

Top Mentioned in G6:
@propublica
@justinelliott
@propublicail
@turbotax
@buzzfeednews
@adamhsays
@sacbee_news
@sagerosenfels18
@jamesbandler
@aldotcom

Top Mentioned in G7:
@realdonaldtrump
@propublica
@propotp
@fahrenthold
@berniesanders
@nbcnews
@gopleader
@digiphile
@twitter
@ddale8

Top Mentioned in G8:
@propublica
@voxdotcom
@msnbc
@nytimes
@pbs
@cbsnews
@npr
@nbcnews
@washingtonpost
@thedailybeast

Top Mentioned in G9:
@aljws
@beachpretzel2
@johnrjohnson
@propublica
@ewarren
@splcenter
@theview
@treaty4kids
@shannonrwatts
@davidhogg111

Top Mentioned in G10:
@sarahpearr
@aoc
@dnc
@thelovebel0w
@wendellpotter
@thewaywithanoa
@pennyparker0523
@stu_pididiot1
@progressdemus
@future_fiona

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@the_news_diva
@dichristine
@crewislife
@mattmurph24
@cagney1991
@1denmadrid
@rjber15
@ecointernetdrgb
@bigtimefootball

Top Tweeters in G1:
@crewislife
@bigtimefootball
@_redfrog
@russelltim151
@kenkircher1
@b1e56df9ce6549f
@mchastain81
@wildwalkerwoman
@1loriking
@_silversmith

Top Tweeters in G2:
@thereal_rebel
@pamcurtis4210
@gregmroscoe
@thereseosulliv2
@sherazkhannyc
@lorettabower3
@570karen
@destinyuhva
@balihai2
@colourbars

Top Tweeters in G3:
@cagney1991
@just_old_joe
@mayirmamay14
@givemepie360
@eddarrell
@patta47cake
@winterthur
@johnczer1
@fight4freedom72
@noholidayforgop

Top Tweeters in G4:
@occuworld
@ecointernetdrgb
@schestowitz
@spanishcountry
@creekbear
@femmekatz
@generalstrikeus
@xxxtcporno
@genxmedia
@occupytheport

Top Tweeters in G5:
@grandpooba5440
@pollsstar
@anthonybourque
@sba1211
@mjohnso27
@richrake
@glangendorf01
@carolk47
@shoos4u
@dash_bandy

Top Tweeters in G6:
@mattmurph24
@1denmadrid
@jjj5819
@mel_storni
@debsomewhere
@deathtocrazy
@digyoursoul
@sacbee_news
@cangal_39
@buzzfeed

Top Tweeters in G7:
@thehill
@tigerbeat
@foxnews
@truthtotweet
@savtah8
@elisha1022
@nbcnews
@usimpeachtrump
@posuttrump
@greenesj333

Top Tweeters in G8:
@mog7546
@guardian
@huffpost
@nytimes
@washingtonpost
@politico
@thedailybeast
@huffpostpol
@cnn
@ap

Top Tweeters in G9:
@24baseballreed
@innrdreams
@newsweek
@mnettiepalmer
@no2hitting
@houstonchron
@materia1wor1d
@womanvote
@saltycomment
@scarletsusieq

Top Tweeters in G10:
@serendipitysays
@senseof_outrage
@lacunalingua
@sds_sunlight
@torontoprof1
@tenshiakari12
@thewaywithanoa
@kristarchy
@milenaac
@jesseslaw