Propublica, Twitter, 6/11/2019 10:31:23 PM, 199762


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Propublica_2019-06-11_12-54-03.xlsx
Propublica_2019-06-11_12-54-03.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 11, 2019
Short Description:
Propublica via NodeXL http://bit.ly/2WWU68z
@propublica
@cfpb
@ewarren
@gitmochannel
@cfpbdirector
@sensherrodbrown
@mickmulvaneyomb
@crewcrew
@senwarren
@gabi4trump

Top hashtags:
#kushner
#rstats
#jobalert
#python
#trump
#nonprofit
#fracking
#ire19
#stopthedebttrap

Description:
Description
The graph represents a network of 15,641 Twitter users whose recent tweets contained "Propublica", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 11 June 2019 at 20:51 UTC.

The tweets in the network were tweeted over the 5-day, 23-hour, 35-minute period from Wednesday, 05 June 2019 at 20:29 UTC to Tuesday, 11 June 2019 at 20:04 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 : 15641
Unique Edges : 28354
Edges With Duplicates : 5217
Total Edges : 33571
Self-Loops : 1993
Reciprocated Vertex Pair Ratio : 0.00850298133577956
Reciprocated Edge Ratio : 0.0168625804645956
Connected Components : 1209
Single-Vertex Connected Components : 945
Maximum Vertices in a Connected Component : 13875
Maximum Edges in a Connected Component : 31487
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.620216
Graph Density : 0.000116848122458664
Modularity : 0.648362
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[520] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in
[395] https://twitter.com/propublica/status/1136321544530079745
[258] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free
[220] https://www.huffpost.com/entry/irs-turbotax-free-file_n_5cf93927e4b0e63eda971f08?jga
[194] https://www.propublica.org/article/chicken-farmers-thought-trump-was-going-to-help-them-then-his-administration-did-the-opposite
[160] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free?utm_content=buffer5f575&utm_medium=social&utm_source=twitter&utm_campaign=buffer#163022
[122] https://www.propublica.org/article/herb-sandler-the-man-who-made-propublica-possible
[120] https://www.google.com/amp/s/www.propublica.org/article/whoops-jared-kushner-made-even-more-mistakes-in-his-federal-filings/amp
[103] https://www.propublica.org/nerds/hadley-wickham-your-default-position-should-be-skepticism-and-other-advice-for-data-journalists
[89] https://www.propublica.org/article/west-virginia-eqt-trespassing-fracking

Top URLs in Tweet in G1:
[22] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in
[10] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free?utm_content=buffer5f575&utm_medium=social&utm_source=twitter&utm_campaign=buffer#163022
[3] https://twitter.com/propublica/status/1138211751135207426
[3] https://features.propublica.org/trump-inc-podcast/trump-family-business-panama-city-khafif/?utm_campaign=sprout&utm_source=social&utm_medium=video&utm_term=twitter
[3] https://twitter.com/propublica/status/1136182492099174400
[3] https://www.propublica.org/article/trump-inc-podcast-taxpayers-covered-liquor-bill-for-trump-staffers-and-more-mar-a-lago
[2] https://www.nytimes.com/2019/06/06/opinion/health-care-nhs-trump.html
[2] https://www.propublica.org/article/chicken-farmers-thought-trump-was-going-to-help-them-then-his-administration-did-the-opposite
[2] https://www.propublica.org/article/west-virginia-eqt-trespassing-fracking?utm_content=buffer8dd62&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[2] https://www.nytimes.com/2019/06/06/obituaries/herb-sandler-dead.html

Top URLs in Tweet in G2:
[226] https://twitter.com/propublica/status/1136321544530079745
[91] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free
[85] https://www.huffpost.com/entry/irs-turbotax-free-file_n_5cf93927e4b0e63eda971f08?jga
[48] https://features.propublica.org/blood-spatter/mickey-bryan-murder-blood-spatter-forensic-evidence/
[43] https://www.propublica.org/article/west-virginia-eqt-trespassing-fracking?utm_content=buffer8dd62&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[36] https://www.propublica.org/article/herb-sandler-the-man-who-made-propublica-possible
[26] https://www.readfrontier.org/stories/the-frontier-is-joining-with-propublica-on-a-year-long-journalism-project/
[24] https://www.propublica.org/article/chicken-farmers-thought-trump-was-going-to-help-them-then-his-administration-did-the-opposite?utm_content=buffer245cf&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[22] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in
[22] https://www.propublica.org/atpropublica/propublica-names-six-more-newsrooms-to-its-local-reporting-network

Top URLs in Tweet in G3:
[36] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in
[19] https://www.propublica.org/article/chicken-farmers-thought-trump-was-going-to-help-them-then-his-administration-did-the-opposite
[13] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free
[7] https://www.propublica.org/article/congress-scraps-provision-to-restrict-irs-from-competing-with-turbotax
[3] https://www.propublica.org/article/west-virginia-eqt-trespassing-fracking
[3] https://www.propublica.org/article/worker-charged-with-sexually-molesting-eight-children-at-immigrant-shelter
[3] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free?utm_content=buffer5f575&utm_medium=social&utm_source=twitter&utm_campaign=buffer#163022
[3] https://twitter.com/propublica/status/1136651962324332545
[2] https://www.propublica.org/article/independent-panel-concludes-more-than-me-charity-missed-opportunities-to-prevent-rape-of-students
[2] https://www.propublica.org/article/west-virginia-eqt-trespassing-fracking?utm_content=buffer8dd62&utm_medium=social&utm_source=twitter&utm_campaign=buffer

Top URLs in Tweet in G4:
[130] https://www.huffpost.com/entry/irs-turbotax-free-file_n_5cf93927e4b0e63eda971f08?jga
[99] https://twitter.com/propublica/status/1136321544530079745
[22] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in
[6] https://twitter.com/propublica/status/1136651962324332545
[5] https://www.propublica.org/getinvolved/did-you-use-turbo-tax
[5] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free?utm_content=buffer5f575&utm_medium=social&utm_source=twitter&utm_campaign=buffer#163022
[4] https://www.propublica.org/article/turbotax-military-discount-trick-troops-paying-to-file-taxes
[4] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free
[4] https://www.propublica.org/getinvolved/did-you-use-turbo-tax?utm_content=buffer1818b&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[4] https://twitter.com/DanielShumway/status/1135724080899022848

Top URLs in Tweet in G5:
[158] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in
[69] https://www.propublica.org/article/chicken-farmers-thought-trump-was-going-to-help-them-then-his-administration-did-the-opposite
[69] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free
[51] https://www.propublica.org/nerds/hadley-wickham-your-default-position-should-be-skepticism-and-other-advice-for-data-journalists
[48] https://www.propublica.org/article/west-virginia-eqt-trespassing-fracking
[44] https://twitter.com/propublica/status/1136321544530079745
[42] https://www.propublica.org/article/congress-scraps-provision-to-restrict-irs-from-competing-with-turbotax
[27] https://www.propublica.org/article/herb-sandler-the-man-who-made-propublica-possible
[20] https://www.nytimes.com/2019/06/06/obituaries/herb-sandler-dead.html
[17] https://www.propublica.org/article/federal-judge-dismisses-charges-against-3-white-supremacists

Top URLs in Tweet in G6:
[98] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in
[8] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in?fbclid=IwAR2NxKgwDYGyldAFJcX9HDGHGfXtpQDpGfHLja7kpfFZZZ95vdVNVok9YgQ
[4] https://twitter.com/propublica/status/1136321544530079745
[3] https://projects.propublica.org/nonprofits/organizations/237327730/201711789349301211/IRS990ScheduleF
[2] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in#162933
[2] https://www.propublica.org/article/the-lobbying-swamp-is-flourishing-in-trumps-washington
[1] https://www.propublica.org/article/chicken-farmers-thought-trump-was-going-to-help-them-then-his-administration-did-the-opposite
[1] https://www.propublica.org/article/trump-companies-accused-tax-evasion-panama
[1] https://www.wnycstudios.org/story/trump-inc-pay-day-at-trump-doral
[1] https://www.propublica.org/article/west-virginia-eqt-trespassing-fracking?utm_content=bufferee4b5&utm_medium=social&utm_source=twitter&utm_campaign=buffer

Top URLs in Tweet in G7:
[111] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free?utm_content=buffer5f575&utm_medium=social&utm_source=twitter&utm_campaign=buffer#163022
[13] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free
[12] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in
[11] https://projects.propublica.org/nonprofits/full_text_search
[8] https://threadreaderapp.com/thread/1136334833859170304.html
[4] https://www.commerce.senate.gov/public/_cache/files/b5602087-a31d-4672-b53e-196d67405f85/C7E0E428AFA58434D276F24CBD2ADE5E.diana-furcht-gott-roth---questionnaire-redacted.pdf
[4] https://projects.propublica.org/trump-town/staffers/james-m-burnham
[3] https://twitter.com/propublica/status/1136321544530079745
[3] https://twitter.com/wendysiegelman/status/1015934176913174528
[2] https://www.propublica.org/article/a-short-history-of-threats-received-by-donald-trumps-opponents

Top URLs in Tweet in G8:
[27] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in
[21] https://www.propublica.org/article/trump-inc-podcast-andrew-mccabe-russia-donald-trump
[12] https://www.propublica.org/article/older-workers-united-states-pushed-out-of-work-forced-retirement
[12] https://features.propublica.org/ibm/ibm-age-discrimination-american-workers/
[11] https://www.propublica.org/article/chicken-farmers-thought-trump-was-going-to-help-them-then-his-administration-did-the-opposite
[10] https://www.c-span.org/video/?400247-4/washington-journal-roundtable-guest-worker-programs
[7] https://www.propublica.org/article/trump-inc-podcast-trumps-inauguration-paid-trumps-company-with-ivanka-in-the-middle
[5] https://www.propublica.org/article/herb-sandler-the-man-who-made-propublica-possible
[4] https://www.propublica.org/article/trump-inc-podcast-tom-barrack-colony-company-of-trump-inaugural-chair-sought-to-profit
[3] https://www.propublica.org/article/ike-perlmutter-bruce-moskowitz-marc-sherman-shadow-rulers-of-the-va

Top URLs in Tweet in G9:
[3] https://www.propublica.org/article/herb-sandler-the-man-who-made-propublica-possible
[1] https://projects.propublica.org/represent/votes/113/senate/1/32
[1] https://www.nytimes.com/2019/06/06/obituaries/herb-sandler-dead.html?emc=rss&partner=rss
[1] https://www.bloomberg.com/opinion/articles/2019-06-06/herbert-sandler-of-golden-west-and-propublica-didn-t-like-crooks
[1] 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/the-country-that-exiled-mckinsey
[1] https://www.nytimes.com/2019/06/06/obituaries/herb-sandler-dead.html
[1] https://twitter.com/GitmoChannel/status/1136985849210515456?s=17
[1] https://www.propublica.org/article/herb-sandler-the-man-who-made-propublica-possible/amp?__twitter_impression=true
[1] https://www.propublica.org/article/kotzebue-alaska-ashley-johnson-barr-sexual-assault

Top URLs in Tweet in G10:
[21] https://www.propublica.org/article/trump-inc-podcast-payday-lenders-spent-1-million-at-a-trump-resort-and-cashed-in
[13] https://www.propublica.org/nerds/new-search-full-text-of-3-million-nonprofit-tax-records-for-free
[5] https://www.propublica.org/article/ultrawealthy-taxes-irs-internal-revenue-service-global-high-wealth-auditS
[4] https://www.propublica.org/article/irs-now-audits-poor-americans-at-about-the-same-rate-as-the-top-1-percent
[3] https://projects.propublica.org/represent/members/W000817-elizabeth-warren/bills-sponsored/116
[2] https://www.propublica.org/article/chicken-farmers-thought-trump-was-going-to-help-them-then-his-administration-did-the-opposite
[1] https://www.propublica.org/article/oxycontin-purdue-pharma-massachusetts-lawsuit-anti-addiction-market
[1] https://projects.propublica.org/represent/members/G000571-tulsi-gabbard/compare-votes/K000389-ro-khanna/116
[1] https://www.tulsi2020.com/
[1] https://www.revealnews.org/

Top Domains
Top Domains in Tweet in Entire Graph:
[3115] propublica.org
[872] twitter.com
[236] huffpost.com
[123] google.com
[69] nytimes.com
[52] niemanlab.org
[33] apple.news
[28] readfrontier.org
[26] ycombinator.com
[19] feedpress.it

Top Domains in Tweet in G1:
[55] propublica.org
[10] twitter.com
[4] nytimes.com
[1] thoughtco.com
[1] money.com
[1] apple.news
[1] wnycstudios.org
[1] nzzl.us

Top Domains in Tweet in G2:
[714] propublica.org
[405] twitter.com
[92] huffpost.com
[26] readfrontier.org
[9] kycir.org
[9] capitalgazette.com
[7] youtube.com
[6] adn.com
[6] elpasotimes.com
[6] azcentral.com

Top Domains in Tweet in G3:
[107] propublica.org
[13] twitter.com
[1] google.com
[1] house.gov
[1] 100daysinappalachia.com
[1] huffpost.com

Top Domains in Tweet in G4:
[133] huffpost.com
[130] twitter.com
[99] propublica.org
[3] wnycstudios.org
[2] google.com
[2] nytimes.com
[2] washingtonpost.com
[1] mailchi.mp
[1] hhs.gov
[1] force.com

Top Domains in Tweet in G5:
[792] propublica.org
[150] twitter.com
[41] nytimes.com
[25] apple.news
[22] ycombinator.com
[17] niemanlab.org
[13] feedpress.it
[8] lnkd.in
[8] wbez.org
[6] tweetedtimes.com

Top Domains in Tweet in G6:
[126] propublica.org
[8] twitter.com
[1] wnycstudios.org
[1] huffpost.com
[1] google.com
[1] nytimes.com
[1] washingtonpost.com

Top Domains in Tweet in G7:
[182] propublica.org
[22] twitter.com
[8] threadreaderapp.com
[4] senate.gov
[2] ire.org
[2] issueone.org
[2] huffpost.com
[1] youtube.com
[1] amazon.com
[1] tampabay.com

Top Domains in Tweet in G8:
[165] propublica.org
[39] twitter.com
[10] c-span.org
[6] epi.org
[6] nytimes.com
[2] usatoday.com
[2] instagram.com
[1] vox.com
[1] seamushughesconsulting.com
[1] chicagotribune.com

Top Domains in Tweet in G9:
[9] propublica.org
[2] nytimes.com
[1] bloomberg.com
[1] twitter.com

Top Domains in Tweet in G10:
[56] propublica.org
[1] tulsi2020.com
[1] revealnews.org
[1] publicintegrity.org
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[120] kushner
[41] rstats
[33] jobalert
[32] python
[27] trump
[26] nonprofit
[24] fracking
[21] ire19
[15] stopthedebttrap
[15] maga



Top Hashtags in Tweet in G1:
[3] ivanka
[2] wiunion
[2] wipolitics
[2] wiworking
[2] greenbay
[2] sunprairiewi
[2] wisconsin
[2] veteransaffairs
[1] predatorylenders
[1] creditunions

Top Hashtags in Tweet in G2:
[17] nonprofit
[12] ire19
[12] paycheckcheckup
[9] impact
[6] jobalert
[5] opendata
[5] pizzagate
[5] pedogate
[5] fellowship
[4] trumpinc

Top Hashtags in Tweet in G3:
[2] payday
[1] soullessheartlesshumanbeings
[1] kushner
[1] dateline
[1] eitc
[1] stopthedebttrap
[1] neverforget
[1] citizenjournalists
[1] fake
[1] enemyofthepeople

Top Hashtags in Tweet in G4:
[9] stopthedebttrap
[3] trumpinc
[3] whitehouse
[2] jobalert
[2] childishaf
[2] turbotax
[2] freefile
[1] paycheckcheckup
[1] impact
[1] kushner

Top Hashtags in Tweet in G5:
[9] smartnews
[8] fracking
[6] trump
[5] nonprofit
[4] feedly
[3] illinois
[3] environment
[3] payday
[3] cpr
[3] nonprofits

Top Hashtags in Tweet in G6:
[8] mickmulvaney
[1] opusdei
[1] ferguson
[1] enddebtorsprisons
[1] kushner
[1] joebiden
[1] biden2020
[1] corruption

Top Hashtags in Tweet in G7:
[9] ire19
[3] darkmoney
[3] lukoil
[3] trump
[2] patrickshanahan
[2] trumprussia
[2] bigoilcoup
[2] resist
[2] gop
[2] maga

Top Hashtags in Tweet in G8:
[10] maga
[6] trumpcrimesyndicate
[5] news
[5] trump
[5] lcsm
[4] trumpcrimefamily
[4] fracking
[4] wearethemedia
[4] grassroots
[4] progressive

Top Hashtags in Tweet in G9:
[3] qanon
[3] wwg1wga
[2] pedogate
[2] q
[1] maga
[1] thegreatawakening
[1] spygate

Top Hashtags in Tweet in G10:
[5] nomorebillioanires
[1] nomiddleground
[1] ados
[1] medicareforall
[1] obit

Top Words
Top Words in Tweet in Entire Graph:
[13380] Words in Sentiment List#1: Positive
[9156] Words in Sentiment List#2: Negative
[107] Words in Sentiment List#3: Angry/Violent
[354816] Non-categorized Words
[377359] Total Words
[6559] payday
[6534] trump's
[6309] propublica
[4759] lenders
[4432] trump

Top Words in Tweet in G1:
[5792] trump's
[2978] payday
[2938] spent
[2927] lenders
[2909] cfpb
[2901] properties
[2900] money
[2900] ewarren
[2897] kathy
[2897] kraninger

Top Words in Tweet in G2:
[3086] propublica
[907] new
[779] search
[745] reporting
[501] ability
[491] 1
[491] nonprofit
[482] tax
[447] s
[436] text

Top Words in Tweet in G3:
[1491] trump
[1371] payday
[1214] rule
[1210] president
[1208] cfpbdirector
[1199] mickmulvaneyomb
[1199] sensherrodbrown
[1191] killed
[1190] protected
[1190] hardworking

Top Words in Tweet in G4:
[874] propublica
[599] justinelliott
[478] dead
[454] reporting
[429] s
[405] bill
[355] payday
[352] trump
[352] trevortimm
[349] really

Top Words in Tweet in G5:
[401] propublica
[324] trump
[216] million
[166] 1
[163] payday
[163] lenders
[146] spent
[144] resort
[143] cashed
[122] s

Top Words in Tweet in G6:
[1011] trump
[831] payday
[497] s
[451] industry
[427] lenders
[389] crewcrew
[320] rule
[301] administration
[249] doral
[227] lending

Top Words in Tweet in G7:
[591] propublica
[329] jennycohn1
[261] million
[257] nonprofit
[255] s
[252] new
[243] 3
[240] text
[238] full
[233] election

Top Words in Tweet in G8:
[169] propublica
[81] realdonaldtrump
[64] trump
[61] nytimes
[54] washingtonpost
[54] s
[42] axios
[32] cnn
[32] fbi
[30] senatemajldr

Top Words in Tweet in G9:
[1059] herb
[543] sandler
[536] podesta
[536] emails
[529] https
[520] remember
[516] gitmochannel
[516] breaking
[516] died
[514] handkerchief

Top Words in Tweet in G10:
[525] going
[301] payday
[299] lenders
[286] trump
[284] t
[267] house
[263] club
[262] berniesanders
[262] white
[262] aren

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4484] payday,lenders
[3769] lenders,spent
[3329] kathy,kraninger
[3253] spent,buckets
[3253] buckets,money
[3253] money,trump's
[3253] trump's,campaign
[3253] campaign,properties
[3253] properties,trump's
[3253] trump's,cfpb

Top Word Pairs in Tweet in G1:
[2925] payday,lenders
[2917] lenders,spent
[2897] kathy,kraninger
[2896] spent,buckets
[2896] buckets,money
[2896] money,trump's
[2896] trump's,campaign
[2896] campaign,properties
[2896] properties,trump's
[2896] trump's,cfpb

Top Word Pairs in Tweet in G2:
[359] propublica,new
[358] full,text
[341] now,search
[339] search,full
[265] h,r
[248] nonprofit,explorer
[240] irs,reform
[240] reform,bill
[239] provision,irs
[239] bill,make

Top Word Pairs in Tweet in G3:
[1199] mickmulvaneyomb,cfpbdirector
[1190] president,trump
[1190] trump,mickmulvaneyomb
[1190] cfpbdirector,killed
[1190] killed,rule
[1190] rule,protected
[1190] protected,hardworking
[1190] hardworking,families
[1190] families,payday
[1189] sensherrodbrown,president

Top Word Pairs in Tweet in G4:
[352] justinelliott,propublica
[338] bill,went
[338] went,passed
[338] passed,dead
[338] dead,relentless
[338] relentless,reporting
[338] reporting,justinelliott
[338] propublica,really
[337] trevortimm,bill
[154] payday,lenders

Top Word Pairs in Tweet in G5:
[157] payday,lenders
[145] 1,million
[143] lenders,spent
[142] resort,cashed
[141] spent,1
[140] trump,resort
[139] million,trump
[74] full,text
[70] search,full
[69] trump,going

Top Word Pairs in Tweet in G6:
[477] trump,s
[403] payday,lenders
[387] crewcrew,trump
[227] payday,lending
[227] lending,industry
[203] rule,changes
[192] trump,administration
[137] industry,trump
[133] trump,doral
[116] convention,trump

Top Word Pairs in Tweet in G7:
[237] full,text
[237] 3,million
[232] million,nonprofit
[200] new,propublica
[200] propublica,tool
[162] propublica,s
[159] wow,compare
[159] compare,report
[159] report,propublica
[158] jennycohn1,wow

Top Word Pairs in Tweet in G8:
[32] nytimes,washingtonpost
[27] trump,inc
[25] washingtonpost,buzzfeednews
[25] buzzfeednews,voxdotcom
[25] voxdotcom,teenvogue
[25] teenvogue,axios
[25] axios,jillwinebanks
[25] jillwinebanks,donlemon
[25] donlemon,joyannreid
[25] joyannreid,nicolledwallace

Top Word Pairs in Tweet in G9:
[543] herb,sandler
[536] podesta,emails
[516] breaking,herb
[516] sandler,died
[516] died,remember
[516] remember,herb
[516] herb,podesta
[514] emails,handkerchief
[514] handkerchief,map
[510] gitmochannel,breaking

Top Word Pairs in Tweet in G10:
[299] payday,lenders
[263] trump,going
[262] white,house
[262] house,aren
[262] aren,t
[262] t,going
[262] going,invite
[262] invite,payday
[262] lenders,country
[262] country,club

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@txtianmiller
@dtohl
@jennycohn1
@zahiratorres
@nytimes
@realdonaldtrump
@briokc
@trevortimm
@schwanksta

Top Replied-To in G1:
@barbarab9999
@senwarren
@propublica
@ewarren
@starlitskydust
@michellemalkin
@peacock4ca42
@dan_marra

Top Replied-To in G2:
@propublica
@txtianmiller
@dtohl
@zahiratorres
@briokc
@schwanksta
@yjtorbati
@adamconover
@tracyweber
@davidbegnaud

Top Replied-To in G3:
@sensherrodbrown
@fin_young
@chuckdevore
@debi129
@iarnsdorf
@propublica
@cfpbdirector
@aarondklein
@davidschenet

Top Replied-To in G4:
@propublica
@trevortimm
@anjalitsui
@arthurdelaneyhp
@heyaries1981
@cfpb
@dlind
@angshah
@tontonlove
@surfdog1957

Top Replied-To in G6:
@reformedbroker
@imhofken
@here_hoping
@theharrycherry
@jasoninthehouse
@gaborgurbacs
@abacusjournal
@emilybell
@goodknight43
@dncwarroom

Top Replied-To in G7:
@jennycohn1
@annalecta
@nathanjbaker
@ellabagh
@gop
@swisstriple_m
@jeffguyjg
@mrspanstreppon
@chill417
@rex_irby

Top Replied-To in G8:
@nytimes
@realdonaldtrump
@instagram
@mickpundit
@newusadream
@donaldjtrumpjr
@gopchairwoman
@foxnews
@danhaarcolumns
@jeffklaus28

Top Replied-To in G9:
@eyesonq
@redcross

Top Replied-To in G10:
@xianatty
@rokhanna
@bigjayfrombk
@taehyung1952
@think_b4wespeak
@thebeerbitch
@mahmoudkenny98
@c_johns1042

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@cfpb
@ewarren
@cfpbdirector
@mickmulvaneyomb
@sensherrodbrown
@justinelliott
@gitmochannel
@crewcrew
@senwarren

Top Mentioned in G1:
@cfpb
@ewarren
@senwarren
@propublica
@votevets
@jennycohn1
@noahbookbinder
@repkatieporter
@crewcrew
@annalecta

Top Mentioned in G2:
@propublica
@schwanksta
@adamconover
@emilybell
@charlesornstein
@tracyweber
@ericuman
@dtohl
@briokc
@txtianmiller

Top Mentioned in G3:
@cfpbdirector
@mickmulvaneyomb
@sensherrodbrown
@propublica
@cfpb
@ewarren
@deadbunnyfrank
@crewcrew
@jjsmokkieboy57
@missltoe

Top Mentioned in G4:
@propublica
@justinelliott
@trevortimm
@repkatieporter
@anjalitsui
@arthurdelaneyhp
@cfpb
@danriffle
@wnyc

Top Mentioned in G5:
@seldoneurope
@mcn24h_eng
@1progressivism
@archiebird4
@drogon_dracarys
@notcomey

Top Mentioned in G6:
@crewcrew
@dncwarroom
@spytalker
@ewarren
@cfpb
@propublica
@reformedbroker
@psychdr100
@wendysiegelman
@sensherrodbrown

Top Mentioned in G7:
@propublica
@jennycohn1
@annalecta
@visionsurreal
@opensecretsdc
@segreenhalgh
@mjbeckel
@ire_nicar
@issueonereform
@tentoads4truth

Top Mentioned in G8:
@propublica
@realdonaldtrump
@washingtonpost
@nytimes
@cnn
@voxdotcom
@senatemajldr
@nicolledwallace
@maddow
@joyannreid

Top Mentioned in G9:
@gitmochannel
@eyesonq
@pityone
@propublica
@usofawake
@lisakelly_sun
@redcross
@npr
@qlobaln
@txtrumpette89

Top Mentioned in G10:
@berniesanders
@edsall
@ewarren
@profwolff
@cfpb
@savagejoymarie1
@pa1lauren
@propublica
@c_johns1042
@mahmoudkenny98

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@missb62
@tomthunkitsmind
@the_news_diva
@tweetsbrasil
@alllibertynews
@telesurtv
@wrikent3500
@mattmurph24
@ilnewsnetwork

Top Tweeters in G1:
@serendipitysays
@sheiladecker19
@rolandsmartin
@tshep42
@samhainnight
@alwaysthinkhow
@tinyboo49
@gurrdygirl
@sevenclovers
@njdoc

Top Tweeters in G2:
@missb62
@fleming77
@1loriking
@sueleugers
@jhamby
@newyorker2212
@buffaloon
@girlzinger
@cblazblaz
@pinchandscrimp

Top Tweeters in G3:
@mattmurph24
@phillip92321
@joannecangal
@cheezwitham
@debi129
@pas5974
@kenkircher1
@princessbravato
@sullyanne1
@catlover1943

Top Tweeters in G4:
@slasher48
@sherrilee7
@willseattle
@rowast
@tottenbill
@mapocoloco
@blogdiva
@benstancliff
@stetayen
@mlczone

Top Tweeters in G5:
@occuworld
@tweetsbrasil
@ilnewsnetwork
@coopmike48
@lotsoflovefromm
@prpnews
@ohiomail
@cahulaan
@ecointernetdrgb
@ebusiness_books

Top Tweeters in G6:
@bannerite
@debilu2
@theresamax
@sws_edu
@baronianconsult
@noybsk2017
@amb0306
@ronsupportsyou
@anchorsend1
@womensaveusa

Top Tweeters in G7:
@alizardx
@lovetogive2
@markplackett1
@bethsinniresist
@threadreaderapp
@miss_placed_
@ydanasmithdutra
@cultiv8hope
@semperfelix
@duganjames

Top Tweeters in G8:
@telesurtv
@live_coverage
@eykis
@thehill
@huffpost
@guardian
@business
@teamyoutube
@foxnews
@reuters

Top Tweeters in G9:
@sharneal
@red__rover
@frlarousse2
@dykstradame
@wavetossed
@danaboos3
@mccraw_birkie5
@worldgoneweirde
@realmrsgrits
@abbavitch

Top Tweeters in G10:
@kaijuking23
@birdonalift
@pppatticake
@dihoppy
@acobasi
@phpress
@march4progress
@vv4change
@cowgirlup1a
@cecki