childcare, Twitter, 4/26/2019 8:11:20 PM, 194972


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childcare Twitter NodeXL SNA Map and Report for Friday, 26 April 2019 at 16:09 UTC
childcare Twitter NodeXL SNA Map and Report for Friday, 26 April 2019 at 16:09 UTC
From:
docassar
Uploaded on:
April 26, 2019
Short Description:
childcare via NodeXL http://bit.ly/2L72X2N
@kamalaharris
@ewarren
@petebuttigieg
@rokhanna
@jstein_wapo
@seanhannity
@abigaildisney
@raumunz
@business
@stevie_bro

Top hashtags:
#childcare
#parenting
#children
#daycare
#preschool
#education
#earlyyears
#ece
#nanny

Description:
Description
The graph represents a network of 18,862 Twitter users whose recent tweets contained "childcare", 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 Friday, 26 April 2019 at 16:57 UTC.

The tweets in the network were tweeted over the 4-day, 4-hour, 42-minute period from Monday, 22 April 2019 at 11:26 UTC to Friday, 26 April 2019 at 16:08 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 : 18862
Unique Edges : 24806
Edges With Duplicates : 3549
Total Edges : 28355
Number of Edge Types : 4
Tweet : 3921
Retweet : 11620
Replies to : 2373
Mentions : 10441
Self-Loops : 3988
Reciprocated Vertex Pair Ratio : 0.0164563663637166
Reciprocated Edge Ratio : 0.0323798775988541
Connected Components : 3811
Single-Vertex Connected Components : 2085
Maximum Vertices in a Connected Component : 10027
Maximum Edges in a Connected Component : 17408
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 6.669421
Graph Density : 6.47606455367232E-05
Modularity : 0.813012
NodeXL Version : 1.0.1.411

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[239] https://petition.parliament.uk/petitions/255237
[46] https://torikaworks.com/childcare/pikapika/
[36] https://twitter.com/RoKhanna/status/1120140899378520064
[34] https://www.weforum.org/agenda/2019/04/these-countries-have-the-most-expensive-childcare
[32] https://www.weforum.org/agenda/2019/04/these-countries-have-the-most-expensive-childcare/
[24] https://www.fastcompany.com/90333589/the-cost-of-childcare-is-ridiculous-heres-how-some-parents-are-making-it-work
[23] https://thenewdaily.com.au/news/election-2019/2019/04/26/election-2019-labor-pledges-payrise-childcare-workers/
[22] https://www.hannity.com/media-room/liberal-math-warren-says-2-tax-on-rich-americans-can-fund-free-childcare-college-student-debt-more/
[21] https://globalnews.ca/news/5200448/ontario-budget-hamilton-childcare-public-health-programs/
[20] https://paulawhite.org/unleashed

Top URLs in Tweet in G1:
[167] https://petition.parliament.uk/petitions/255237
[14] https://www.hannity.com/media-room/liberal-math-warren-says-2-tax-on-rich-americans-can-fund-free-childcare-college-student-debt-more/
[10] https://legacyacademy.com/the-benefits-of-choosing-a-childcare-franchise-for-your-child/
[10] https://thenewdaily.com.au/news/election-2019/2019/04/26/election-2019-labor-pledges-payrise-childcare-workers/
[9] https://www.fastcompany.com/90333589/the-cost-of-childcare-is-ridiculous-heres-how-some-parents-are-making-it-work
[9] https://www.mammaprada.com/home/how-to-find-quality-childcare-on-holiday-in-italy
[7] https://twitter.com/hankgreen/status/1120859331119857664
[7] https://www.weforum.org/agenda/2019/04/these-countries-have-the-most-expensive-childcare/
[6] https://www.fastcompany.com/90333589/the-cost-of-childcare-is-ridiculous-heres-how-some-parents-are-making-it-work?partner=feedburner&utm_source=feedburner&utm_medium=feed&utm_campaign=feedburner+fastcompany&utm_content=feedburner
[6] https://www.thesun.co.uk/money/8883992/universal-credit-babygo-without-food-childcare-fees-cant-work/

Top URLs in Tweet in G2:
[4] https://trib.al/JPl56HI
[1] https://twitter.com/medicalaxioms/status/1120468574018179073

Top URLs in Tweet in G3:
[1] https://www.wonkette.com/elizabeth-warren-sending-her-aunt-bee-to-give-everybody-childcare
[1] https://www.washingtonpost.com/powerpost/liberals-threaten-house-democrats-budget-plans-clouding-coming-fiscal-talks/2019/04/09/ed116e72-5ad0-11e9-9625-01d48d50ef75_story.html?utm_term=.32bdd101ed3c
[1] https://twitter.com/brenttoderian/status/1120378718143123458
[1] https://www.vox.com/policy-and-politics/2019/2/22/18234606/warren-child-care-universal-2020
[1] https://www.columbiaspectator.com/news/2019/04/25/your-professor-pays-more-for-childcare-than-you-do-for-tuition-4-faculty-explain-what-this-means-for-their-lives-and-your-education/
[1] https://twitter.com/bccgone/status/1121060485439344640
[1] https://trib.al/DgGTPyD
[1] https://twitter.com/GOP/status/1120496257833762816
[1] https://nces.ed.gov/fastfacts/display.asp?id=66
[1] https://www.marieclaire.com/politics/a27139870/presidential-candidates-child-care-policies/

Top URLs in Tweet in G4:
[8] https://meetpete.org/search.html
[2] http://www.stlamerican.com/news/columnists/guest_columnists/working-people-of-wash-u-demand-minimum-wage-and-childcare/article_19f2ce9a-62c4-11e9-9daa-ab3ddf413acb.html
[1] https://nypost.com/2019/04/21/pete-buttigieg-compares-bernie-supporters-and-trump-fans/
[1] https://twitter.com/Pamacious/status/1112807280934834176?s=19
[1] https://twitter.com/washingtonpost/status/1118953115154296832
[1] https://www.lowestrates.ca/blog/childcare-costs-gta-are-nuts-and-heres-how-parents-are-coping
[1] https://twitter.com/MaximeBernier/status/1121204755815120896
[1] https://twitter.com/ZEROTOTHREE/status/1120832728511983616
[1] https://twitter.com/ZerlinaMaxwell/status/1120498952581931008
[1] https://www.thinkbabies.org/take-action/tell-congress/

Top URLs in Tweet in G5:
[2] https://www.hannity.com/media-room/liberal-math-warren-says-2-tax-on-rich-americans-can-fund-free-childcare-college-student-debt-more/
[1] https://wflanews.iheart.com/featured/the-sean-hannity-show/content/2019-04-24-hannity-liberal-math-warren-says-2-tax-on-rich-americans-can-fund-free-childcare-college-student-debt-more/?Sc=editorial&Pname=local_social&Keyid=socialflow
[1] https://wercfm.iheart.com/featured/the-sean-hannity-show/content/2019-04-24-hannity-liberal-math-warren-says-2-tax-on-rich-americans-can-fund-free-childcare-college-student-debt-more/?Keyid=socialflow&Pname=local_social&Sc=editorial

Top URLs in Tweet in G6:
[7] https://thenewdaily.com.au/news/election-2019/2019/04/26/election-2019-labor-pledges-payrise-childcare-workers/
[6] https://chaser.com.au/videos/chaser-video-novel-daycare-options/
[6] https://thenewdaily.com.au/news/election-2019/2019/04/26/election-2019-labor-pledges-payrise-childcare-workers/?utm_source=Adestra&utm_medium=email&utm_campaign=PM%20Update%2020190426
[4] https://twitter.com/MehreenFaruqi/status/1120959832855437312
[3] https://www.abc.net.au/radionational/programs/drive/greens-announce-ambitious-childcare-policy/11044776
[3] https://www.vox.com/2018/2/19/17018380/gender-wage-gap-childcare-penalty
[2] https://the-framework.org/2019/04/26/early-education-isnt-a-big-issue-this-election-heres-why-it-should-be/
[2] https://twitter.com/MehreenFaruqi/status/1120959202380238849
[2] https://www.abc.net.au/news/2015-03-02/childcare-funding-cuts/6253304
[2] http://vaccinepapers.org

Top URLs in Tweet in G7:
[1] https://twitter.com/nataliereports/status/1120466537415172096
[1] https://usachildcare.salsalabs.org/houseccdbg19/
[1] https://twitter.com/SaraKurganov/status/1117842695291056128
[1] https://www.youtube.com/watch?v=RZXvmu4KH7c&feature=share

[1] https://acnj.org/quality-child-care-a-prescription-for-life-long-success/?eType=EmailBlastContent&eId=8daaa080-1378-4f62-bc59-1c874d811853
[1] https://www.cnbc.com/2019/04/10/working-women-and-the-child-care-equation-no-one-has-it-figured-out.html
[1] https://www.youtube.com/watch?v=RZXvmu4KH7c&feature=youtu.be

[1] http://VOTEBILLHAAS.COM

Top URLs in Tweet in G8:
[15] https://www.surveymonkey.co.uk/r/KBM95B3
[11] https://www.weforum.org/agenda/2019/04/these-countries-have-the-most-expensive-childcare/
[8] https://www.daynurseries.co.uk/news/article.cfm/id/1608901/Childrens-minister-wants-more-men-working-in-nurseries?utm_source=twitter&utm_medium=organic_social&utm_campaign=News
[5] https://www.nurseryworld.co.uk/nursery-world/news/1167470/low-wages-driving-childcare-workers-into-retail-jobs?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.nurseryworld.co.uk/nursery-world/news/1167466/dfe-gbp30-000-project-to-recruit-more-men-in-early-years
[4] https://www.voicetheunion.org.uk/blog/men-we-still-need-you-childcare
[4] https://www.bbc.co.uk/news/health-48021224
[4] https://www.holyrood.com/event/early-learning-and-childcare-expansion-infrastructure-and-business-models
[4] https://www.daynurseries.co.uk/news/article.cfm/id/1608901/Childrens-minister-wants-more-men-working-in-nurseries#.XMC1qCO_T2o.twitter
[3] https://epi.org.uk/publications-and-research/early-years-workforce-comparison-retail-workers/

Top URLs in Tweet in G9:
[29] https://www.weforum.org/agenda/2019/04/these-countries-have-the-most-expensive-childcare
[12] https://trib.al/DgGTPyD
[9] https://www.weforum.org/agenda/2019/04/these-countries-have-the-most-expensive-childcare/
[8] https://www.fastcompany.com/90333589/the-cost-of-childcare-is-ridiculous-heres-how-some-parents-are-making-it-work
[8] https://trib.al/MWHCa2t
[6] https://www.aspeninstitute.org/blog-posts/is-america-missing-2-5-million-women-workers/
[4] https://www.senate.ca.gov/calendar
[2] http://parentingandpoliticspodcast.com/episode-13-making-affordable-child-care-a-reality-with-patricia-cole/
[2] https://vimeo.com/331441424
[2] https://childcareworks.org/shareyourstory/?utm_content=89884467&utm_medium=social&utm_source=twitter&hss_channel=tw-24243150

Top URLs in Tweet in G10:
[1] https://twitter.com/lydiakiesling/status/1120365442382479360
[1] https://twitter.com/MattWalshBlog/status/1120472070478073859
[1] https://2019.jsconf.us/about/
[1] https://2019.jsconf.us/

Top Domains
Top Domains in Tweet in Entire Graph:
[723] twitter.com
[383] co.uk
[261] parliament.uk
[97] gov.uk
[93] facebook.com
[83] instagram.com
[77] com.au
[70] org.uk
[70] weforum.org
[67] pureheart-counseling.com

Top Domains in Tweet in G1:
[292] twitter.com
[169] parliament.uk
[158] co.uk
[76] facebook.com
[73] instagram.com
[67] pureheart-counseling.com
[32] hannity.com
[27] fastcompany.com
[26] gov.uk
[22] com.au

Top Domains in Tweet in G2:
[4] trib.al
[1] twitter.com

Top Domains in Tweet in G3:
[9] twitter.com
[1] wonkette.com
[1] washingtonpost.com
[1] vox.com
[1] columbiaspectator.com
[1] trib.al
[1] ed.gov
[1] marieclaire.com
[1] thestate.com
[1] vogue.com

Top Domains in Tweet in G4:
[10] twitter.com
[9] meetpete.org
[2] stlamerican.com
[1] nypost.com
[1] lowestrates.ca
[1] thinkbabies.org

Top Domains in Tweet in G5:
[2] hannity.com
[2] iheart.com

Top Domains in Tweet in G6:
[28] com.au
[23] twitter.com
[6] net.au
[3] org.au
[3] vox.com
[2] the-framework.org
[2] vaccinepapers.org
[1] apple.com
[1] yahoo.com
[1] gu.com

Top Domains in Tweet in G7:
[2] twitter.com
[2] youtube.com
[1] salsalabs.org
[1] acnj.org
[1] cnbc.com
[1] votebillhaas.com

Top Domains in Tweet in G8:
[83] co.uk
[37] org.uk
[22] twitter.com
[14] gov.uk
[11] weforum.org
[6] nurseryjobsuk.com
[5] holyrood.com
[4] denbeauxlaw.com
[4] nhs.uk
[2] theguardian.com

Top Domains in Tweet in G9:
[40] weforum.org
[27] trib.al
[16] twitter.com
[14] bloomberg.com
[9] fastcompany.com
[6] aspeninstitute.org
[4] ca.gov
[4] childcareworks.org
[4] childcareaware.org
[3] kcrg.com

Top Domains in Tweet in G10:
[2] twitter.com
[2] jsconf.us

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1319] childcare
[92] parenting
[70] children
[63] daycare
[61] preschool
[61] education
[61] earlyyears
[42] ece
[41] nanny
[41] equality



Top Hashtags in Tweet in G1:
[446] childcare
[55] daycare
[51] preschool
[50] parenting
[38] children
[35] education
[32] nanny
[30] job
[21] child
[20] kids

Top Hashtags in Tweet in G3:
[10] childcare
[5] collegeforall
[3] warrentownhall
[3] warren2020
[3] studentdebt
[2] universalchildcare
[2] maternalhealth
[2] shethepeople2020
[2] ultramillionairetax
[2] 2cents

Top Hashtags in Tweet in G4:
[11] childcare
[8] buttigiegtownhall
[3] cnntownhall
[2] family
[1] equalpay
[1] warren2020
[1] abpoli
[1] ableg
[1] cdnpoli
[1] medicareforall

Top Hashtags in Tweet in G6:
[23] greens
[17] childcare
[16] ozearlyed
[15] auspol
[10] stopadani
[8] ausvotes19
[6] ecec
[6] cairns
[6] climateaction
[6] raisetherate

Top Hashtags in Tweet in G7:
[15] childcare
[5] shethepeople2020
[5] nj
[5] zerotothree
[4] minimumwage
[4] investing
[3] pediatricians
[2] childcare4all
[2] childcarenow
[2] shethepeople

Top Hashtags in Tweet in G8:
[62] childcare
[16] earlyyears
[9] elcexpansion
[8] nursery
[5] notababysitter
[5] universalcredit
[5] eyshare
[4] elc
[4] parenting
[4] business

Top Hashtags in Tweet in G9:
[196] childcare
[29] equality
[25] sb321
[23] childcare4all
[18] ab194
[17] paidleave
[17] endchildpoverty
[12] congress
[10] passtheplan
[8] cabudget

Top Hashtags in Tweet in G10:
[1] studentloans

Top Words
Top Words in Tweet in Entire Graph:
[26253] Words in Sentiment List#1: Positive
[17493] Words in Sentiment List#2: Negative
[141] Words in Sentiment List#3: Angry/Violent
[593413] Non-categorized Words
[637160] Total Words
[16046] childcare
[5904] wage
[4667] free
[4634] t
[4528] 2

Top Words in Tweet in G1:
[2036] childcare
[450] #childcare
[386] free
[340] children
[298] parents
[287] 5
[286] 2
[275] working
[246] more
[238] work

Top Words in Tweet in G2:
[5108] wage
[3408] minimum
[3401] t
[3399] 15
[1731] childcare
[1714] women
[1709] raise
[1708] pay
[1706] family
[1703] feed

Top Words in Tweet in G3:
[3081] 2
[2028] tax
[1998] million
[1997] 3
[1996] 75t
[1317] childcare
[1183] ewarren
[1109] student
[1106] debt
[1090] 1

Top Words in Tweet in G4:
[2316] bernie
[1280] childcare
[1232] trump
[1171] healthcare
[1171] education
[1166] up
[1154] blow
[1118] petebuttigieg
[1111] pay
[1108] college

Top Words in Tweet in G5:
[1066] universal
[538] free
[536] debt
[534] warren
[534] tax
[534] americans
[533] 2
[533] families
[533] country
[533] college

Top Words in Tweet in G6:
[681] childcare
[197] pay
[173] workers
[172] free
[162] families
[149] early
[148] bill
[146] shorten
[138] education
[132] s

Top Words in Tweet in G7:
[480] childcare
[443] universal
[325] student
[225] tax
[221] wealth
[219] warren
[218] loans
[218] deal
[213] college
[152] ending

Top Words in Tweet in G8:
[450] childcare
[199] parents
[170] work
[127] more
[125] early
[102] april
[99] retail
[97] survey
[95] finances
[95] please

Top Words in Tweet in G9:
[274] #childcare
[203] childcare
[149] s
[147] care
[127] parents
[115] families
[103] #childcare4all
[95] child
[91] pay
[77] hollyjmitchell

Top Words in Tweet in G10:
[336] childcare
[236] universal
[221] still
[182] children
[165] really
[165] want
[164] woman
[164] never
[164] unless
[164] something

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3930] minimum,wage
[2978] free,college
[1992] universal,childcare
[1932] wage,workers
[1884] pay,childcare
[1851] isn,t
[1805] right,now
[1801] 000,year
[1798] feed,family
[1787] childcare,time

Top Word Pairs in Tweet in G1:
[269] free,childcare
[174] working,parents
[168] hours,free
[166] childcare,working
[161] parents,children
[159] 15,hours
[159] 9,months
[158] provide,15
[158] children,over
[158] over,9

Top Word Pairs in Tweet in G2:
[3407] minimum,wage
[1705] family,pay
[1705] pay,childcare
[1702] feed,family
[1700] isn,t
[1700] enough,feed
[1699] right,now
[1699] now,america
[1699] america,federal
[1699] federal,minimum

Top Word Pairs in Tweet in G3:
[1089] student,debt
[1043] universal,childcare
[1032] free,college
[1005] wealth,tax
[1001] 50,million
[1000] childcare,700b
[998] looks,ewarren
[998] ewarren,play
[998] play,revenue
[998] revenue,2

Top Word Pairs in Tweet in G4:
[1154] bernie,trump
[1154] blow,up
[1097] free,college
[1090] education,childcare
[1087] healthcare,education
[1086] people,healthcare
[1086] more,pay
[1085] childcare,more
[1084] bernie,giving
[1084] giving,people

Top Word Pairs in Tweet in G5:
[533] 2,tax
[532] warren,put
[532] put,2
[532] tax,wealthiest
[532] wealthiest,families
[532] families,country
[532] country,provide
[532] provide,universal
[532] universal,pre
[532] pre,k

Top Word Pairs in Tweet in G6:
[167] childcare,workers
[144] bill,shorten
[129] shorten,pledge
[129] workers,guaranteed
[98] exclusive,bill
[98] pledge,bring
[98] bring,down
[98] down,soaring
[98] soaring,cost
[98] cost,daycare

Top Word Pairs in Tweet in G7:
[225] universal,childcare
[220] wealth,tax
[114] student,loan
[111] 50,million
[109] warren,focus
[109] focus,wealth
[109] tax,environmental
[109] environmental,equal
[109] equal,justice
[109] justice,paying

Top Word Pairs in Tweet in G8:
[88] april,2017
[79] work,childcare
[77] manage,work
[77] childcare,finances
[74] 6,april
[72] parents,manage
[72] running,survey
[72] survey,those
[72] 2017,1
[72] 1,dependent

Top Word Pairs in Tweet in G9:
[94] child,care
[60] pay,check
[52] episode,pay
[48] week's,episode
[43] #endchildpoverty,#passtheplan
[41] expensive,childcare
[39] #childcare4all,#endchildpoverty
[39] generalroth,senatorleyva
[39] senatorleyva,mikemorrellgop
[38] hollyjmitchell,generalroth

Top Word Pairs in Tweet in G10:
[226] universal,childcare
[164] woman,never
[164] never,children
[164] children,unless
[164] unless,something
[164] something,really
[164] really,wild
[164] wild,happens
[164] happens,still
[164] still,want

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@natesilver538
@childcare_yknk
@adamserwer
@ilhanmn
@ewarren
@centrelink
@kamalaharris
@samanthamaiden
@nytimes

Top Replied-To in G2:
@kamalaharris
@walshfreedom
@bobbywi90478365
@tonyajoriley
@gabriel77477994
@skepticelle1
@emilyvicendese
@thin_slicing1
@sachalenglish

Top Replied-To in G3:
@ewarren
@scubafordogs
@noahpinion
@mj_lee
@jasonoverstreet
@qcnypirg
@qasimrashid
@jstein_wapo
@leah_bh
@bluebeeindaboot

Top Replied-To in G4:
@natesilver538
@rokhanna
@regina_bateson
@djrothkopf
@petebuttigieg
@mitchell_ab
@joebiden
@sensanders
@gpfeiffermusic
@iamalexmoss1992

Top Replied-To in G5:
@seanhannity
@mailtribune
@realmagasteve

Top Replied-To in G6:
@centrelink
@samanthamaiden
@jacquelinemaley
@mehreenfaruqi
@justdogood3
@skynewsaust
@albericie
@greens
@ljayes
@joe_goose_

Top Replied-To in G7:
@_shethepeople
@alexandraerin
@piratefoxy
@1strongblack1
@ourqueenrachel
@nataliereports
@irascibledustin
@_ethangrey
@gmsarli
@brassquatch

Top Replied-To in G8:
@hlc_childcare
@childcareexpo
@ecrgaru
@matthancock
@coramfamchild
@guardian
@jamesdelingpole
@stevenhmcintosh
@sailoremily
@daynurseriesuk

Top Replied-To in G9:
@sengillibrand
@lschmeiser
@jpaskin
@msmithwriter
@jamesacrockett
@adamserwer
@business
@gwenmoran

Top Replied-To in G10:
@babsy1234
@czedwards
@esmewang
@bethinsac
@joyannreid
@empirestatemind
@aeasterly
@amaditalks
@true_tacoma
@unixgrl12

Top Mentioned
Top Mentioned in Entire Graph:
@ewarren
@petebuttigieg
@microsoftbuild
@azureadvocates
@brighthorizons
@allinison
@amyklobuchar
@unitedvoiceoz
@hollyjmitchell
@senatorleyva

Top Mentioned in G1:
@criadang
@childcarecentr2
@ncapprentices
@first_rung
@cothmesquite
@tntparenting
@psychiatry2019
@getmyfirstjob

Top Mentioned in G2:
@kamalaharris
@andrewyang
@aytchellesse
@ginsengity
@ambrosiamonkey
@sunflowerinsea
@joseyrider
@motherjones
@lankton_k
@drsherrypagoto

Top Mentioned in G3:
@ewarren
@petebuttigieg
@paulkrugman
@noahpinion
@jamiemself
@thedemocrats
@charliejane
@organizetexas
@redsox
@jerseyctmaga

Top Mentioned in G4:
@petebuttigieg
@sensanders
@repjayapal
@aoc
@ewarren
@cnn
@betoorourke
@tulsigabbard
@pattymurray
@senatorcantwell

Top Mentioned in G5:
@seanhannity
@azidds97
@petebuttigieg

Top Mentioned in G6:
@unitedvoiceoz
@greens
@samanthamaiden
@larissawaters
@mehreenfaruqi
@patskarvelas
@janecaro
@rndrive
@jacquelinemaley
@billshortenmp

Top Mentioned in G7:
@amyklobuchar
@juliancastro
@_shethepeople
@acnjforkids
@corybooker
@beyonce
@senatormenendez
@frankpallone
@dianedellanno
@steveadubato

Top Mentioned in G8:
@cbntweets
@who
@thrive_outdoors
@ndnatalk
@voicegensec
@nurseryworld
@nadhimzahawi
@scotborders
@oscscotgov
@soscn

Top Mentioned in G9:
@hollyjmitchell
@senatorleyva
@parentvoicesca
@generalroth
@mikemorrellgop
@zerotothree
@wef
@casencaballero
@senator_hurtado
@robbontaca

Top Mentioned in G10:
@diannaeanderson
@lydiakiesling
@joyannreid
@czedwards
@allnightpwny
@wethepeeps_us
@ewarren
@nug1
@pixelfish
@drjengunter

Top Tweeters
Top Tweeters in Entire Graph:
@_mrdavidjones
@alljobsut
@alllibertynews
@theboydp
@lopezgovlaw
@lennaleprena
@jim_peoples_
@eaglestarnet
@cacoteo
@mackaysuzie

Top Tweeters in G1:
@alljobsut
@lennaleprena
@eaglestarnet
@marciojmsilva
@_globalcareers
@lucas_wyrsch
@amitkishore
@esmartme
@reevynap
@kokoro_chienowa

Top Tweeters in G2:
@joleonbusby
@catawu
@inspiteoftrump
@lisakbromley
@usdemocrats
@nancypeggy
@antipandemonium
@lalojimjuarez
@sevenclovers
@dawnarickelz

Top Tweeters in G3:
@revolution_fr
@itswanda
@flight_refunds
@sueleugers
@morr_1980
@kristafrances
@msochubbard
@reneevoicebrand
@gracels
@nasty_woman2

Top Tweeters in G4:
@thepoliticalcat
@onahunttoday
@foggybottomgal
@linda1746
@frazzling
@caffreyej
@jrtomlinauthor
@moveprofphd
@lawgirl318
@leoluminary

Top Tweeters in G5:
@sharneal
@israelnewslinks
@raumunz
@chatbycc
@ldiamond39
@saucy3george
@travelbug1955
@misstree18
@lyndaatchison
@tanya10049407

Top Tweeters in G6:
@mackaysuzie
@asher_wolf
@msmwatchdog2013
@qldaah
@prufrockery
@guytaur
@wgarnews
@gcobber99
@sacarlin48
@abcnews

Top Tweeters in G7:
@slasher48
@solutioneer72
@plantflowes
@paulstewartii
@phendricks71
@sheiladecker19
@morgfair
@girlzinger
@sexygirl798
@betseybess

Top Tweeters in G8:
@_mrdavidjones
@edinburghwatch
@roblwilson
@guardian
@mysouthend
@davidwcummins
@yrotitna
@positiveimagep
@thetimes
@mennewsdesk

Top Tweeters in G9:
@tradnews_
@business
@kevthecheff
@morvjn
@rhonda_harbison
@myecoll
@vanalich
@q13fox
@gtcost
@gloriaminott

Top Tweeters in G10:
@jhamby
@amaditalks
@pecunium
@kaffe_takk
@letsgoayo
@pixelfish
@pastryplate
@binkytoes
@lakesideliberal
@kdc


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