maternal mortality, Twitter, 12/13/2019 8:44:27 PM, 218840


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maternal mortality_2019-12-12_22-24-01.xlsx
maternal mortality_2019-12-12_22-24-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 13, 2019
Short Description:
maternal mortality via NodeXL http://bit.ly/35qi3WQ
@ezraklein
@bmhcaucus
@voxdotcom
@aditacruz75
@bmerin3
@public_citizen
@thetnholler
@madams8n
@aprilglick
@naral

Top hashtags:
#maternalhealthpromise
#belarus
#reprohealth
#txlege
#medicareforall
#maternalmortality

Description:
Description
The graph represents a network of 5,116 Twitter users whose tweets in the requested range contained "maternal mortality", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 13 December 2019 at 06:25 UTC.

The requested start date was Thursday, 12 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 0-hour, 55-minute period from Sunday, 08 December 2019 at 00:05 UTC to Thursday, 12 December 2019 at 01:01 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 : 5116
Unique Edges : 6048
Edges With Duplicates : 814
Total Edges : 6862
Number of Edge Types : 3
Mentions : 6179
Tweet : 438
Replies to : 245
Self-Loops : 438
Reciprocated Vertex Pair Ratio : 0.0135226504394861
Reciprocated Edge Ratio : 0.0266844563042028
Connected Components : 411
Single-Vertex Connected Components : 165
Maximum Vertices in a Connected Component : 3674
Maximum Edges in a Connected Component : 5045
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.797966
Graph Density : 0.000229131844052775
Modularity : 0.798323
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 5,116 Twitter users whose tweets in the requested range contained "maternal mortality", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 13 December 2019 at 06:25 UTC.

The requested start date was Thursday, 12 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 0-hour, 55-minute period from Sunday, 08 December 2019 at 00:05 UTC to Thursday, 12 December 2019 at 01:01 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 : maternal mortality
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:
[90] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas
[71] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[17] https://blackmaternalhealthcaucus-underwood.house.gov/
[15] https://www.reuters.com/article/us-health-maternal-mortality-widerimage-idUSKBN1YD1PF?taid=5dee9b60ee0d2300017cbe7b&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[10] https://www.nytimes.com/2018/04/11/magazine/black-mothers-babies-death-maternal-mortality.html
[9] https://www.fox5dc.com/news/virginia-gov-ralph-northam-proposes-22m-to-improve-maternal-health-outcomes
[8] https://thehill.com/opinion/healthcare/472804-reducing-maternal-mortality-in-rural-america
[8] https://www.virginiamercury.com/2019/12/09/three-things-northam-wants-to-do-to-lower-maternal-mortality-rates/
[7] https://www.governor.virginia.gov/newsroom/all-releases/2019/december/headline-849796-en.html
[6] https://hbr.org/2019/06/the-rising-u-s-maternal-mortality-rate-demands-action-from-employers

Top URLs in Tweet in G1:
[3] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas
[1] https://www.usatoday.com/list/news/investigations/maternal-mortality-by-state/7b6a2a48-0b79-40c2-a44d-8111879a8336/

Top URLs in Tweet in G2:
[63] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[38] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas
[6] https://twitter.com/juliaoftoronto/status/1202927375262109703
[3] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas?stream=top
[2] https://www.vox.com/platform/amp/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas?__twitter_impression=true
[2] http://www.ihi.org/communities/blogs/behind-the-headlines-about-maternal-mortality
[2] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas?fbclid=IwAR37iyRzujlzKpXA6u4M9_t0_mfcndvQbvEFgnYP8V0IbXUwa-bi-0kOzmY
[1] https://twitter.com/juliaoftoronto/status/1202891442106097664
[1] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas?utm_campaign=vox.social&utm_content=voxdotcom&utm_source=twitter&utm_medium=social
[1] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas?utm_campaign=vox.social&utm_source=twitter&utm_content=voxdotcom&utm_medium=social

Top URLs in Tweet in G3:
[2] https://ourworldindata.org/maternal-mortality
[1] https://twitter.com/DrAshSaleh/status/1203649107148935170
[1] https://twitter.com/DrAshSaleh/status/1203581175450652673
[1] https://twitter.com/432chloedavis/status/1204575668660514816
[1] https://www.who.int/news-room/fact-sheets/detail/maternal-mortality
[1] https://ourworldindata.org/maternal-mortality#maternal-mortality-today
[1] https://twitter.com/Ponygal923/status/1203437279533887488?s=19
[1] https://reproductiverights.org/press-room/un-human-rights-committee-asserts-access-abortion-and-prevention-maternal-mortality-are
[1] https://www.fox5dc.com/news/virginia-gov-ralph-northam-proposes-22m-to-improve-maternal-health-outcomes
[1] http://faculty.marianopolis.edu/c.belanger/quebechistory/stats/momdeath.htm

Top URLs in Tweet in G5:
[16] https://blackmaternalhealthcaucus-underwood.house.gov/
[6] https://twitter.com/BMHCaucus/status/1204107361721421824
[1] https://www.vice.com/en_us/article/vb5k3a/postpartum-medicaid-coverage-60-days-extending-it-could-help-improve-us-maternal-mortality-rates
[1] https://www.self.com/story/organizations-activists-fighting-black-maternal-mortality?utm_brand=self&mbid=social_twitter&utm_medium=social&utm_social-type=owned&utm_source=twitter
[1] https://thehill.com/opinion/healthcare/472804-reducing-maternal-mortality-in-rural-america
[1] https://bmhc-underwood.house.gov/
[1] https://www.instagram.com/p/B55O9ioBJXr/?igshid=1qcd5ecarpb4u
[1] http://hmhbga.org/d-c-briefing-on-maternal-mortality-in-georgia/
[1] https://khn.org/morning-breakout/state-highlights-va-governor-cites-unacceptable-rates-of-maternal-mortality-pledges-22m-violence-worsens-at-nyc-jail-despite-reports-to-the-contrary/
[1] https://twitter.com/EdwinLindo/status/1204582757575385088

Top URLs in Tweet in G6:
[23] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas
[4] https://thehill.com/opinion/healthcare/472804-reducing-maternal-mortality-in-rural-america
[3] https://dailycollegian.com/2019/12/boston-university-professor-presents-research-on-rising-maternal-mortality-and-continuing-racial-disparities-in-the-u-s/
[3] https://www.reuters.com/article/us-health-maternal-mortality-widerimage/caring-alone-for-two-small-girls-texas-father-grapples-with-loss-idUSKBN1YD1PF?feedType=RSS&feedName=healthNews&utm_source=dlvr.it&utm_medium=twitter
[2] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[2] https://www.the-star.co.ke/siasa/2019-12-08-family-planning-matter-of-life-and-death-for-kenyas-women/
[2] https://www.vox.com/platform/amp/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas?__twitter_impression=true
[2] https://twitter.com/JennMcClellanVA/status/1204171925016268801
[2] https://www.northcarolinahealthnews.org/2019/12/10/maternal-and-infant-health-adovcates-tell-nc-about-racial-disparities/
[2] https://www.mckinsey.com/featured-insights/gender-equality/the-power-of-parity-advancing-womens-equality-in-africa?cid=other-soc-twi-mgi-mgi-oth-1911

Top URLs in Tweet in G7:
[3] https://www.vox.com/science-and-health/2019/12/6/20995227/women-health-care-maternal-mortality-insurance-texas?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[1] https://ccf.georgetown.edu/2019/07/17/new-study-finds-medicaid-per-capita-caps-and-block-grants-would-lead-to-deep-cuts-to-childrens-coverage-and-access/
[1] https://www.tennessean.com/story/news/religion/2019/12/04/gov-bill-lee-religion-prayer-tennessee-issues/4298925002/
[1] https://www.heraldcourier.com/news/state/northam-unveils-plan-to-boost-maternal-health-reduce-racial-disparities/article_b2198036-7863-5db8-80ef-b22e7f742ea8.html

Top URLs in Tweet in G8:
[7] https://www.virginiamercury.com/2019/12/09/three-things-northam-wants-to-do-to-lower-maternal-mortality-rates/
[1] https://www.healthyfamiliesamerica.org/news-and-updates/please-support-h-r-4768-the-home-visiting-to-reduce-maternal-mortality-and-morbidity-act/?fbclid=IwAR17EP5INKhUj811z_DYVilKnUNXFsllGjTYodeNWEVMnKBaDtKmxyFSpbY
[1] http://wtvr.com/2019/12/09/northam-maternal-and-infant-mortality-rate/
[1] https://www.dailyprogress.com/news/state/northam-unveils-plan-to-boost-maternal-health-reduce-racial-disparities/article_8efef9a0-a131-5027-9379-4973d7bffe2b.html
[1] https://www.governor.virginia.gov/newsroom/all-releases/2019/december/headline-849796-en.html
[1] https://www.roanoke.com/news/politics/northam-unveils-plan-to-boost-maternal-health-reduce-racial-disparities/article_fa881ea0-61eb-5ceb-a5f9-a24b1283a7a5.html
[1] https://www.richmond.com/news/virginia/northam-unveils-plan-to-boost-maternal-health-reduce-racial-disparities/article_fc4d9cd7-17f9-5733-9f1b-d26091cbdadb.html
[1] https://msdh.ms.gov/msdhsite/_static/31,0,299,324.html#InfantMortalityDocs

Top URLs in Tweet in G9:
[2] https://elizabethwarren.com/plans/addressing-maternal-mortality-epidemic
[1] https://twitter.com/adamcbest/status/1204582570148515842
[1] https://twitter.com/adamcbest/status/1204595889056210945
[1] https://twitter.com/texastribune/status/1204100651023785989

Top URLs in Tweet in G10:
[5] https://www.governor.virginia.gov/newsroom/all-releases/2019/december/headline-849796-en.html
[2] https://www.washingtonpost.com/local/virginia-politics/northam-proposes-spending-to-stop-black-women-from-dying-in-childbirth/2019/12/09/47f410ce-1aa2-11ea-87f7-f2e91143c60d_story.html
[2] https://www.richmond.com/news/virginia/northam-unveils-plan-to-boost-maternal-health-reduce-racial-disparities/article_fc4d9cd7-17f9-5733-9f1b-d26091cbdadb.html
[2] http://wtkr.com/2019/12/09/gov-northams-proposed-budget-aims-to-combat-maternal-and-infant-mortality-racial-disparity/
[1] https://facebook.com/GovernorVA
[1] http://wtvr.com/2019/12/09/northam-maternal-and-infant-mortality-rate/
[1] https://www.virginiamercury.com/2019/12/09/three-things-northam-wants-to-do-to-lower-maternal-mortality-rates/
[1] http://jchc.virginia.gov/Virginia%20Maternal%20Mortality%20Data.pdf
[1] https://vpm.org/news/articles/9012/governor-northam-previews-maternal-mortality-budget-priorities
[1] https://twitter.com/RTDNEWS/status/1204067217425522688

Top Domains
Top Domains in Tweet in Entire Graph:
[182] vox.com
[78] twitter.com
[25] reuters.com
[18] house.gov
[11] nytimes.com
[9] fox5dc.com
[9] thehill.com
[8] virginiamercury.com
[8] virginia.gov
[6] hbr.org

Top Domains in Tweet in G1:
[3] vox.com
[1] usatoday.com

Top Domains in Tweet in G2:
[114] vox.com
[7] twitter.com
[2] ihi.org
[2] mckinsey.com
[2] propublica.org
[1] texas.gov
[1] radian6.com
[1] getpocket.com
[1] house.gov

Top Domains in Tweet in G3:
[4] twitter.com
[3] ourworldindata.org
[1] who.int
[1] reproductiverights.org
[1] fox5dc.com
[1] marianopolis.edu

Top Domains in Tweet in G5:
[17] house.gov
[7] twitter.com
[1] vice.com
[1] self.com
[1] thehill.com
[1] instagram.com
[1] hmhbga.org
[1] khn.org
[1] abclawcenters.com
[1] guttmacher.org

Top Domains in Tweet in G6:
[29] vox.com
[19] twitter.com
[10] reuters.com
[5] thehill.com
[4] bizjournals.com
[3] dailycollegian.com
[3] dlvr.it
[2] co.ke
[2] instagram.com
[2] com.ng

Top Domains in Tweet in G7:
[3] vox.com
[1] georgetown.edu
[1] tennessean.com
[1] heraldcourier.com

Top Domains in Tweet in G8:
[7] virginiamercury.com
[1] healthyfamiliesamerica.org
[1] wtvr.com
[1] dailyprogress.com
[1] virginia.gov
[1] roanoke.com
[1] richmond.com
[1] ms.gov

Top Domains in Tweet in G9:
[3] twitter.com
[2] elizabethwarren.com

Top Domains in Tweet in G10:
[6] virginia.gov
[3] twitter.com
[2] washingtonpost.com
[2] richmond.com
[2] wtkr.com
[1] facebook.com
[1] wtvr.com
[1] virginiamercury.com
[1] vpm.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[78] maternalhealthpromise
[40] belarus
[32] reprohealth
[16] txlege
[16] medicareforall
[15] maternalmortality
[15] maternalhealth
[10] northkorea
[9] ihiforum
[9] uhc



Top Hashtags in Tweet in G1:
[4] rt
[1] vaccinations

Top Hashtags in Tweet in G2:
[3] ihiforum
[3] maternalhealth
[3] uninsured
[2] txlege
[2] pregnancy
[2] insurance
[2] kenneyworld
[2] abpoli
[2] healthcare
[1] expandmedicaid

Top Hashtags in Tweet in G3:
[1] prolife

Top Hashtags in Tweet in G4:
[2] medicareforall

Top Hashtags in Tweet in G5:
[5] nih
[4] florida
[4] nichd
[3] nationalperinataltaskforce
[2] momsrising
[2] maternaljustice
[2] nurse
[2] paidleave
[2] inequities
[2] mentalhealth

Top Hashtags in Tweet in G6:
[4] texas
[4] healthcare
[4] womenshealth
[3] maternal
[3] mmrc
[3] maternalhealth
[2] maternalmortality
[2] health
[2] enmnewshealth
[2] obgyn

Top Hashtags in Tweet in G7:
[1] universalcarehearings

Top Hashtags in Tweet in G8:
[4] homevisitingworks
[4] homevisiting
[4] traumainformedva
[2] erasemm
[1] maternalmortality
[1] hearher
[1] betterhealththroughbetterpartnerships
[1] mmria
[1] rva

Top Hashtags in Tweet in G9:
[10] medicareforall
[2] warren2020
[1] winwithwarren
[1] nevereverwarren

Top Hashtags in Tweet in G10:
[3] rva
[2] vamaternalhealth
[2] healthequity
[2] nbcsl2019
[2] maternalmortality
[1] healthcare
[1] sdoh

Top Words
Top Words in Tweet in Entire Graph:
[5266] Words in Sentiment List#1: Positive
[6163] Words in Sentiment List#2: Negative
[22] Words in Sentiment List#3: Angry/Violent
[112107] Non-categorized Words
[123537] Total Words
[2129] maternal
[2098] texas
[1897] medicaid
[1789] being
[1741] mortality

Top Words in Tweet in G1:
[1557] ezraklein
[1557] texas
[1555] medicaid
[1554] application
[1554] 16
[1554] times
[1554] longer
[1554] 1040
[1554] tax
[1554] form

Top Words in Tweet in G2:
[305] texas
[190] uninsured
[175] voxdotcom
[172] women
[168] worst
[127] medicaid
[123] juliaoftoronto
[122] being
[122] pregnant
[96] danger

Top Words in Tweet in G3:
[115] highest
[73] rates
[64] domestic
[57] maternal
[55] mortality
[48] abortion
[45] madams8n
[39] anti
[36] states
[32] violence

Top Words in Tweet in G4:
[171] cost
[170] public_citizen
[151] maternal
[149] health
[149] care
[149] system
[149] highest
[147] 55t
[147] over
[147] next

Top Words in Tweet in G5:
[113] maternal
[100] bmhcaucus
[91] caucus
[79] mortality
[73] website
[69] launched
[62] co
[59] black
[53] repunderwood
[53] women

Top Words in Tweet in G6:
[137] mortality
[135] maternal
[45] women
[41] rates
[32] health
[27] infant
[26] rate
[26] more
[23] texas
[20] uninsured

Top Words in Tweet in G7:
[242] tn
[147] thetnholler
[147] year
[126] medicaid
[122] rural
[122] #1
[122] medical
[120] rejecting
[120] billion
[120] expansion

Top Words in Tweet in G8:
[156] maternal
[148] mortality
[120] surgeon_general
[98] cdcgov
[97] women
[97] year
[94] discussion
[93] die
[92] shocking
[92] stats

Top Words in Tweet in G9:
[102] donated
[102] campaign
[102] week
[102] later
[102] invited
[102] bar
[102] bushwick
[102] meet
[102] hear
[102] speak

Top Words in Tweet in G10:
[90] maternal
[82] mortality
[65] governorva
[46] disparity
[41] jennmcclellanva
[36] racial
[34] unacceptable
[32] virginia
[30] pleased
[30] during

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1621] texas,medicaid
[1618] medicaid,application
[1618] 16,times
[1618] times,longer
[1618] longer,1040
[1618] 1040,tax
[1618] tax,form
[1617] application,16
[1617] form,mistake
[1616] ezraklein,texas

Top Word Pairs in Tweet in G1:
[1554] texas,medicaid
[1554] medicaid,application
[1554] application,16
[1554] 16,times
[1554] times,longer
[1554] longer,1040
[1554] 1040,tax
[1554] tax,form
[1554] form,mistake
[1553] ezraklein,texas

Top Word Pairs in Tweet in G2:
[106] uninsured,texas
[97] being,pregnant
[96] danger,being
[94] pregnant,uninsured
[90] extraordinary,danger
[74] worst,insurance
[68] texas,second
[68] second,biggest
[68] biggest,state
[68] state,nearly

Top Word Pairs in Tweet in G3:
[65] highest,rates
[64] rates,domestic
[47] maternal,mortality
[32] domestic,violence
[32] domestic,homicide
[31] states,pass
[31] pass,anti
[31] anti,abortion
[31] abortion,bills
[31] bills,highest

Top Word Pairs in Tweet in G4:
[149] health,care
[149] care,system
[148] highest,maternal
[147] system,cost
[147] cost,55t
[147] 55t,over
[147] over,next
[147] next,decade
[147] decade,spending
[147] spending,highest

Top Word Pairs in Tweet in G5:
[66] maternal,mortality
[66] website,launched
[36] check,bmhcaucus
[36] bmhcaucus,website
[35] caucus,website
[34] bmhcaucus,repadams
[34] proud,support
[32] black,maternal
[32] maternal,health
[32] look,forward

Top Word Pairs in Tweet in G6:
[97] maternal,mortality
[22] mortality,rates
[20] infant,mortality
[18] mortality,rate
[15] maternal,infant
[13] uninsured,texas
[12] extraordinary,danger
[12] danger,being
[12] being,pregnant
[12] pregnant,uninsured

Top Word Pairs in Tweet in G7:
[122] #1,medical
[120] rejecting,billion
[120] billion,year
[120] year,medicaid
[120] medicaid,expansion
[120] expansion,funds
[120] funds,helping
[120] helping,tn
[120] tn,rural
[120] rural,communities

Top Word Pairs in Tweet in G8:
[144] maternal,mortality
[92] shocking,stats
[92] stats,cdcgov
[92] cdcgov,maternal
[92] mortality,discussion
[92] discussion,700
[92] 700,women
[92] women,die
[92] die,each
[92] each,year

Top Word Pairs in Tweet in G9:
[102] donated,campaign
[102] campaign,week
[102] week,later
[102] later,invited
[102] invited,bar
[102] bar,bushwick
[102] bushwick,meet
[102] meet,hear
[102] hear,speak
[102] speak,stayed

Top Word Pairs in Tweet in G10:
[64] maternal,mortality
[31] racial,disparity
[28] died,childbirth
[28] childbirth,2015
[28] 2015,hits
[28] hits,close
[28] close,home
[28] home,pleased
[28] pleased,share
[28] share,birth

Top Replied-To
Top Replied-To in Entire Graph:
@liamdan36816827
@432chloedavis
@repunderwood
@jennmcclellanva
@abm_paints
@neel_shah
@drashsaleh
@surgeon_general
@truthagape
@aoc

Top Replied-To in G1:
@stephenbright
@damorgan

Top Replied-To in G2:
@obmd
@theihi
@texasstandard

Top Replied-To in G3:
@drashsaleh
@432chloedavis
@liamdan36816827
@truthagape
@llvllisun15
@libertydadatx
@madams8n
@onemans_thought
@downeyangel
@arconservative1

Top Replied-To in G4:
@public_citizen

Top Replied-To in G5:
@repunderwood
@nihdirector
@repjimcooper
@edwinlindo
@4kira4moms
@eleanornorton

Top Replied-To in G7:
@maggyw5
@thetnholler
@charles_gaba

Top Replied-To in G8:
@surgeon_general

Top Replied-To in G9:
@seriouslyjr
@heathermh1980
@adamcbest

Top Replied-To in G10:
@jennmcclellanva
@governorva

Top Mentioned
Top Mentioned in Entire Graph:
@ezraklein
@voxdotcom
@public_citizen
@thetnholler
@juliaoftoronto
@surgeon_general
@aprilglick
@cdcgov
@bmhcaucus
@propublica

Top Mentioned in G1:
@ezraklein
@laprogressive
@tinaissa

Top Mentioned in G2:
@voxdotcom
@juliaoftoronto
@propublica
@byninamartin
@ezraklein
@cecilerichards
@neel_shah
@texastribune
@ldelion
@ericaliracastro

Top Mentioned in G3:
@madams8n
@momoascrunchie
@happywife151
@xanadu297
@ladyfey12
@prayingmrs
@unite_and_fight
@libertydadatx
@warlikefire
@reprorights

Top Mentioned in G4:
@public_citizen
@repjayapal
@rachellucca1
@ezraklein
@eagankemp

Top Mentioned in G5:
@bmhcaucus
@repadams
@repunderwood
@blkmamasmatter
@nihdirector
@nichd_nih
@nimhd
@nih_nhlbi
@repmaloney
@marchofdimes

Top Mentioned in G6:
@pairsonnalitesu
@hedenngo
@kevinmd
@womens_womens

Top Mentioned in G7:
@thetnholler
@ezraklein
@govbilllee
@public_citizen
@heraldcourier
@scartman17
@repjayapal
@voxdotcom
@charles_gaba
@repannaeshoo

Top Mentioned in G8:
@surgeon_general
@cdcgov
@chcollier
@pcaamerica
@rtdnews
@acogaction
@families4wardva
@mercuryvirginia
@mechelleh
@governorva

Top Mentioned in G9:
@aprilglick
@kamalaharris
@ewarren
@dallasforwarren
@ewarre
@ezraklein
@thetnholler
@reprorights
@public_citizen
@notcapnamerica

Top Mentioned in G10:
@governorva
@jennmcclellanva
@paulbegala
@vablackcaucus
@vasecofhealth
@vdhgov
@halaayala
@camthompsoncbs6
@vahousedems
@delegateaird

Top Tweeters
Top Tweeters in Entire Graph:
@rashidaldosari
@pairsonnalitesu
@delta
@solutioneer72
@ez4u2say_janis
@phillip92321
@dancas2
@bannerite
@catawu
@citrus_kyoto

Top Tweeters in G1:
@dancas2
@guillermoesnal
@katcapps
@sophialamar1
@ami_tvdfan
@lizditz
@disasterpastor
@c_coolidge
@oufenix
@linda1746

Top Tweeters in G2:
@kak089
@betterw05759703
@nembotavy_0101
@kellyrek
@anydel
@iggy
@jmhamiltonblog
@michelejeanson1
@ronsupportsyou
@liskaaz

Top Tweeters in G3:
@lisawinslow
@donnalburnell
@fight4women
@randomnobody86
@mzgreen66
@norcoslinger
@malo_j
@emoceliya
@aditacruz75
@heather4amazon

Top Tweeters in G4:
@cheezwitham
@bmangh
@micjojd
@dpmax100
@lawgirl318
@genghisgalahad2
@sabulosaa
@socratic1
@thinkkimthink
@ansisegle

Top Tweeters in G5:
@solutioneer72
@markburgerenerg
@kcookie818
@saludhealthinfo
@detroitrueblue
@momsrising
@zipillinois
@monitor_ph
@vice
@tonyaaronii

Top Tweeters in G6:
@pairsonnalitesu
@atlantanewsfeed
@teakinrj
@joanpennnative
@greeenorg
@wonkporn
@jimbonz
@chorleychicken
@almalathnetwork
@reutersus

Top Tweeters in G7:
@catawu
@foggybottomgal
@mayirmamay14
@summer7570
@overunderclover
@charles_gaba
@susancarver19
@dvanhook822
@zeena4kids
@maggyw5

Top Tweeters in G8:
@franceafrik
@samy45
@joanndwyer5
@doritmi
@abekay2
@ta7rmpmike
@kimberlyarchie
@gnobreakthrough
@rtdnews
@erika_borkoles

Top Tweeters in G9:
@citrus_kyoto
@akuma_river
@damonbethea1
@benstancliff
@business
@jjj5819
@angelakrebs444
@njmike731
@sfh2019
@susan_borts

Top Tweeters in G10:
@donotgiveuphope
@wtf_imtooold
@wtkr3
@ndngenuity
@cbs6
@kp_folarin
@lindafmanuel
@graceloum
@wavy_news
@debrahange1


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