maternal mortality, Twitter, 6/17/2019 6:01:40 PM, 200278


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maternal mortality_2019-06-17_09-46-20.xlsx
maternal mortality_2019-06-17_09-46-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 17, 2019
Short Description:
maternal mortality via NodeXL http://bit.ly/2IlHkrS
@renurayasam
@texastribune
@wyobetsy
@corybooker
@naralmissouri
@gregabbott_tx
@reckonalabama
@reprorights
@jmsummers
@govabbott

Top hashtags:
#israel
#maternalmortality
#missouri
#petition16
#comparison
#usa

Description:
Description
The graph represents a network of 5,557 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 Monday, 17 June 2019 at 16:48 UTC.

The requested start date was Sunday, 16 June 2019 at 00:01 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 7-day, 3-hour, 2-minute period from Saturday, 08 June 2019 at 02:30 UTC to Saturday, 15 June 2019 at 05:33 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 : 5557
Unique Edges : 6619
Edges With Duplicates : 975
Total Edges : 7594
Number of Edge Types : 3
Mentions : 6320
Replies to : 515
Tweet : 759
Self-Loops : 759
Reciprocated Vertex Pair Ratio : 0.0197704081632653
Reciprocated Edge Ratio : 0.0387742338961851
Connected Components : 695
Single-Vertex Connected Components : 285
Maximum Vertices in a Connected Component : 3328
Maximum Edges in a Connected Component : 5133
Maximum Geodesic Distance (Diameter) : 29
Average Geodesic Distance : 9.480007
Graph Density : 0.000207159961304229
Modularity : 0.831789
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[20] https://www.kansascity.com/news/business/health-care/article231126448.html
[20] http://po.st/scms/OrMCe04Lcp0lOFmbYsW_sezwRzeZQLx6cbhKe41h9KgwOAp7/dLOlpF
[19] https://twitter.com/GregAbbott_TX/status/1137753213619318786
[14] https://www.texastribune.org/2019/06/10/Texas-governor-Greg-Abbott-maternal-mortality-rate/?utm_campaign=trib-social-buttons&utm_source=twitter&utm_medium=social
[11] https://www.governing.com/topics/health-human-services/gov-medicaid-expansion-maternal-infant-mortality.html
[11] https://www.washingtonpost.com/photography/2019/06/10/uncertain-labor-central-africas-maternal-mortality-crisis/
[10] https://africacheck.org/reports/does-kenya-have-one-of-the-worst-maternal-mortality-rates-in-the-world/
[9] https://twitter.com/gregabbott_tx/status/1137753213619318786
[8] https://africacheck.org/reports/does-kenya-have-one-of-the-worst-maternal-mortality-rates-in-the-world/#children
[8] https://twitter.com/juliekwoodmd/status/1138789761919967237

Top URLs in Tweet in G1:
[16] https://twitter.com/GregAbbott_TX/status/1137753213619318786
[14] https://www.texastribune.org/2019/06/10/Texas-governor-Greg-Abbott-maternal-mortality-rate/?utm_campaign=trib-social-buttons&utm_source=twitter&utm_medium=social
[5] https://www.texastribune.org/2019/06/10/Texas-governor-Greg-Abbott-maternal-mortality-rate/?utm_campaign=trib-social&utm_content=1560185479&utm_medium=social&utm_source=twitter
[5] https://twitter.com/gregabbott_tx/status/1137753213619318786
[3] https://www.texastribune.org/2019/06/10/Texas-governor-Greg-Abbott-maternal-mortality-rate/
[2] https://www.popsci.com/maternal-mortality-rates-texas
[2] https://www.politifact.com/texas/statements/2019/jun/11/greg-abbott/abbott-maternal-mortality-texas-critics-lying/
[2] https://twitter.com/eramshaw/status/1137797343032557568
[2] https://www.texastribune.org/2019/06/10/Texas-governor-Greg-Abbott-maternal-mortality-rate/?utm_campaign=trib-social&utm_content=1560187108&utm_medium=social&utm_source=facebook&fbclid=IwAR2lyPJlk25YO0A7Fk6pKFMyfiqYHpO3ihskAwhq--So2W2BsQdqP1bFQfs
[1] https://www.nbcnews.com/news/us-news/texas-has-highest-maternal-mortality-rate-developed-world-why-n791671

Top URLs in Tweet in G2:
[10] https://www.washingtonpost.com/photography/2019/06/10/uncertain-labor-central-africas-maternal-mortality-crisis/
[4] https://www.heraldtribune.com/news/20190610/medicaid-expansion-results-in-reduced-maternal-and-infant-mortality
[4] https://www.rawstory.com/2019/06/the-texas-governor-accused-people-of-lying-about-texas-maternal-mortality-rate-the-critics-relied-on-the-states-own-bad-data/
[4] https://www.forbes.com/sites/sarahchamberlain/2019/06/12/the-hidden-costs-of-motherhood/
[3] https://www.facingsouth.org/2019/06/institute-index-addressing-souths-maternal-mortality-crisis
[3] https://www.thenews.com.pk/print/389771-alarming-increase-in-neonatal-maternal-mortality-rates-in-kp
[3] https://twitter.com/gregabbott_tx/status/1137753213619318786
[3] https://www.kansascity.com/news/business/health-care/article231126448.html
[3] https://www.forbes.com/sites/sarahchamberlain/2019/06/12/the-hidden-costs-of-motherhood/?utm_source=dlvr.it&utm_medium=twitter
[3] https://africacheck.org/reports/does-kenya-have-one-of-the-worst-maternal-mortality-rates-in-the-world/

Top URLs in Tweet in G3:
[6] http://21.Today
[1] https://mariestopes.org/what-we-do/our-services/safe-abortion-and-post-abortion-care/
[1] https://af.reuters.com/article/kenyaNews/idAFL4N1U74CE

Top URLs in Tweet in G4:
[1] https://www.rawstory.com/2019/06/the-texas-governor-accused-people-of-lying-about-texas-maternal-mortality-rate-the-critics-relied-on-the-states-own-bad-data/
[1] https://twitter.com/kylegriffin1/status/1133861837882236929

Top URLs in Tweet in G5:
[8] https://twitter.com/juliekwoodmd/status/1138789761919967237
[6] http://www.ihi.org/communities/blogs/maternal-mortality-should-be-a-thing-of-the-past
[3] https://www.mhtf.org/2019/06/07/redefining-the-challenge-of-maternal-mortality-in-contemporary-mch-a-seminar-with-dr-gene-declercq/
[2] https://maternalhealth.regfox.com/june-12-event
[1] https://pressley.house.gov/sites/pressley.house.gov/files/CAPS%20HEALTHY%20MOMMIES%20ACT_ONE%20PAGER_Final.pdf?eType=EmailBlastContent&eId=3e428043-ef31-419a-946d-7da99a200a5a
[1] https://www.cdc.gov/vitalsigns/maternal-deaths/index.html
[1] https://melmagazine.com/en-us/story/the-men-who-lost-their-wives-during-childbirth
[1] https://twitter.com/politicomag/status/1136981975376551938
[1] https://www.marchofdimes.org/complications/pregnancy-related-death-maternal-death-and-maternal-mortality.aspx
[1] https://www.woodwardnews.net/news/more-oklahoma-women-are-dying-from-pregnancy-related-causes-and/article_123a48fc-d0c8-50e5-a6b7-d4ec07e36a31.html

Top URLs in Tweet in G6:
[5] https://www.kansascity.com/news/business/health-care/article231126448.html
[3] https://www.kansascity.com/news/business/health-care/article231126448.html#storylink=cpy
[3] https://twitter.com/sarahunsicker/status/1138849556119150592
[2] https://www.publicnewsservice.org/2019-05-22/womens-issues/report-missouri-falls-behind-in-maternal-infant-mortality/a66566-2
[1] https://rewire.news/article/2019/06/06/dr-leana-wen-a-state-of-emergency-in-missouri-and-across-the-country/
[1] https://www.americanprogress.org/issues/women/reports/2018/06/13/451891/limiting-abortion-access-contributes-poor-maternal-health-outcomes/
[1] https://bmcwomenshealth.biomedcentral.com/articles/10.1186/s12905-018-0705-y
[1] https://www.latimes.com/business/hiltzik/la-fi-hiltzik-anti-abortion-infant-mortality-20190515-story.html
[1] https://www.businessinsider.com/states-passing-abortion-bans-have-highest-infant-mortality-rates-2019-5
[1] http://www.businessinsider.com/states-passing-abortion-bans-have-highest-infant-mortality-rates-2019-5

Top URLs in Tweet in G7:
[2] https://www.who.int/news-room/fact-sheets/detail/maternal-mortality
[1] https://thefederalist.com/2017/07/11/no-america-doesnt-highest-maternal-mortality-developed-world/
[1] https://thehill.com/blogs/congress-blog/healthcare/398860-alone-among-developed-nations-the-us-maternal-mortality-rate
[1] https://www.advisory.com/daily-briefing/2018/11/09/maternal-mortality
[1] https://twitter.com/LiveAction/status/1137412001339252736
[1] https://www.npr.org/2017/05/12/528098789/u-s-has-the-worst-rate-of-maternal-deaths-in-the-developed-world
[1] https://www.americanprogress.org/issues/women/reports/2019/05/02/469186/eliminating-racial-disparities-maternal-infant-mortality/
[1] https://www.health.harvard.edu/blog/a-soaring-maternal-mortality-rate-what-does-it-mean-for-you-2018101614914

Top URLs in Tweet in G8:
[1] https://www.politico.com/video/2019/06/06/sen-cory-booker-the-hyde-amendment-is-an-assault-on-african-american-womens-reproductive-rights-068242

Top URLs in Tweet in G9:
[3] https://www.al.com/news/2019/06/these-volunteers-teamed-up-to-investigate-deaths-of-moms-in-alabama.html?utm_source=twitter&utm_campaign=reckonalabama_sf&utm_medium=social
[2] https://www.childtrends.org/reducing-implicit-bias-raising-quality-care-may-reduce-high-maternal-mortality-rate-black-women
[1] https://www.politifact.com/texas/statements/2019/jun/11/greg-abbott/abbott-maternal-mortality-texas-critics-lying/
[1] https://www.al.com/news/2019/06/deaths-from-pregnancy-and-child-birth-are-often-preventable-alabama-finally-starts-to-take-notice.html?utm_source=twitter&utm_campaign=reckonalabama_sf&utm_medium=social
[1] https://www.al.com/news/2019/06/deaths-from-pregnancy-and-child-birth-are-often-preventable-alabama-finally-starts-to-take-notice.html
[1] https://www.al.com/news/2019/06/deaths-from-pregnancy-and-child-birth-are-often-preventable-alabama-finally-starts-to-take-notice.html?utm_source=twitter&utm_medium=social&utm_campaign=reckonalabama_sf
[1] https://www.al.com/news/2019/06/deaths-from-pregnancy-and-child-birth-are-often-preventable-alabama-finally-starts-to-take-notice.html?utm_campaign=reckonalabama_sf&utm_source=twitter&utm_medium=social
[1] https://www.childtrends.org/reducing-implicit-bias-raising-quality-care-may-reduce-high-maternal-mortality-rates-black-women
[1] https://www.al.com/news/2019/06/alabama-mother-works-to-give-other-black-women-the-breastfeeding-support-she-never-got.html
[1] https://apolitical.co/solution_article/california-cuts-maternal-mortality-half-us-rates-rise/

Top URLs in Tweet in G10:
[1] https://www.ajc.com/blog/politics/the-jolt-tackling-maternal-death-rate-that-puts-georgia-par-with-uzbekistan/BHvKQcweBiD1xMsPqu4xBI/
[1] https://twitter.com/bluestein/status/1138924365276299264
[1] https://www.wjbf.com/news/csra-news/georgia-cutting-medicaid-assistance-to-thousands/2065834335
[1] http://www.northwestgeorgianews.com/medicaid-expansion-can-save-lives-of-infants-and-moms-study/article_aa15c3e8-80a0-11e9-aab8-83b6a8f42c4b.html

Top Domains
Top Domains in Tweet in Entire Graph:
[168] twitter.com
[37] texastribune.org
[32] washingtonpost.com
[25] kansascity.com
[23] po.st
[22] africacheck.org
[15] youtube.com
[14] forbes.com
[13] law.com
[11] governing.com

Top Domains in Tweet in G1:
[28] texastribune.org
[26] twitter.com
[2] popsci.com
[2] statesman.com
[2] politifact.com
[2] texasobserver.org
[1] nbcnews.com
[1] dallasnews.com
[1] austinchronicle.com
[1] po.st

Top Domains in Tweet in G2:
[47] twitter.com
[19] washingtonpost.com
[11] forbes.com
[8] law.com
[6] instagram.com
[6] dlvr.it
[6] heraldtribune.com
[5] rawstory.com
[5] usnews.com
[4] com.pk

Top Domains in Tweet in G3:
[6] 21.today
[1] mariestopes.org
[1] reuters.com

Top Domains in Tweet in G4:
[1] rawstory.com
[1] twitter.com

Top Domains in Tweet in G5:
[10] twitter.com
[7] ihi.org
[3] mhtf.org
[2] regfox.com
[2] forbes.com
[2] hrsa.gov
[1] house.gov
[1] cdc.gov
[1] melmagazine.com
[1] marchofdimes.org

Top Domains in Tweet in G6:
[9] twitter.com
[8] kansascity.com
[2] businessinsider.com
[2] publicnewsservice.org
[1] rewire.news
[1] americanprogress.org
[1] biomedcentral.com
[1] latimes.com
[1] reproaction.org
[1] forbes.com

Top Domains in Tweet in G7:
[2] who.int
[1] thefederalist.com
[1] thehill.com
[1] advisory.com
[1] twitter.com
[1] npr.org
[1] americanprogress.org
[1] harvard.edu

Top Domains in Tweet in G8:
[1] politico.com

Top Domains in Tweet in G9:
[8] al.com
[3] childtrends.org
[1] politifact.com
[1] apolitical.co

Top Domains in Tweet in G10:
[1] ajc.com
[1] twitter.com
[1] wjbf.com
[1] northwestgeorgianews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[106] israel
[84] maternalmortality
[67] missouri
[66] petition16
[53] comparison
[53] usa
[53] europe
[53] germany
[53] france
[53] italy



Top Hashtags in Tweet in G1:
[37] txlege
[3] facts
[3] texas
[1] sb
[1] bebest
[1] factsmatter
[1] texasdeservesbetter
[1] gop
[1] dnc

Top Hashtags in Tweet in G2:
[7] maternalmortality
[4] awhonn2019
[4] maternalhealth
[4] maternal
[3] kp
[3] health
[3] infant
[3] zambia
[3] zambiadhs
[2] alabama

Top Hashtags in Tweet in G3:
[50] keepwanjikusafe
[16] kenya
[9] victory4wanjiku
[2] srhrdialogues
[2] rhrnke
[1] wednesdaywisdom
[1] safeabortion
[1] womenrightarehumanrights
[1] rhnkconference2019
[1] keepwanjikesafe

Top Hashtags in Tweet in G4:
[7] tuckfrump
[2] moleg

Top Hashtags in Tweet in G5:
[9] ruralmoms
[8] maternalhealth
[8] ruralmaternalhealthforum
[8] fmrevolution
[7] notonmywatch
[7] survivalisthefloor
[7] marchformoms
[6] rethinkingruralhealth
[5] maternalmortality
[5] maternal

Top Hashtags in Tweet in G6:
[66] missouri
[39] moleg
[3] stopthebans
[2] maternalhealth
[1] reprorights
[1] womenshealth
[1] dobetter
[1] abortion
[1] trustblackwomen
[1] proabortionprojustice

Top Hashtags in Tweet in G7:
[6] fauxlife

Top Hashtags in Tweet in G9:
[1] txlege
[1] maternalmortality
[1] hsv
[1] abortions

Top Words
Top Words in Tweet in Entire Graph:
[2419] Words in Sentiment List#1: Positive
[4555] Words in Sentiment List#2: Negative
[20] Words in Sentiment List#3: Angry/Violent
[122754] Non-categorized Words
[129728] Total Words
[3718] maternal
[3601] mortality
[1202] women
[1100] rate
[1011] s

Top Words in Tweet in G1:
[529] maternal
[518] critics
[516] mortality
[372] texas
[361] rate
[328] lying
[267] s
[236] gregabbott_tx
[221] out
[185] turns

Top Words in Tweet in G2:
[304] maternal
[295] mortality
[63] rate
[58] rates
[55] s
[52] women
[42] infant
[39] health
[34] one
[32] texas

Top Words in Tweet in G3:
[189] guidelines
[188] standards
[172] kenya
[143] today
[136] maternal
[113] landmark
[111] reducing
[102] mortality
[91] moh_kenya
[91] abortion

Top Words in Tweet in G4:
[234] maternal
[234] mortality
[223] missouri
[223] country
[221] jmsummers
[221] wow
[221] rank
[221] 111th
[221] worldwide
[221] roughly

Top Words in Tweet in G5:
[188] maternal
[164] mortality
[86] s
[62] health
[52] care
[44] morbidity
[42] u
[38] cmsgov
[35] america
[33] seemacms

Top Words in Tweet in G6:
[188] maternal
[176] mortality
[73] missouri
[73] country
[66] #missouri
[59] rank
[59] tajikistan
[58] 111th
[58] worldwide
[58] roughly

Top Words in Tweet in G7:
[37] maternal
[35] mortality
[20] life
[17] women
[15] rate
[14] lilagracerose
[13] rates
[11] infant
[8] developed
[8] heidim_67

Top Words in Tweet in G8:
[290] black
[145] old
[145] saying
[145] goes
[145] america
[145] gets
[145] cold
[145] people
[145] pneumonia
[145] speak

Top Words in Tweet in G9:
[217] women
[136] rate
[123] reckonalabama
[115] united
[109] higher
[109] pregnancy
[109] childbirth
[106] american
[106] developed
[106] country

Top Words in Tweet in G10:
[74] maternal
[74] mortality
[72] rate
[70] highest
[62] country
[61] rates
[59] people
[59] ground
[59] know
[59] rural

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2989] maternal,mortality
[845] mortality,rate
[355] infant,mortality
[334] mortality,rates
[307] mortality,worldwide
[299] country,rank
[297] rank,111th
[297] 111th,maternal
[297] worldwide,roughly
[297] roughly,par

Top Word Pairs in Tweet in G1:
[501] maternal,mortality
[342] mortality,rate
[197] texas,maternal
[186] rate,lying
[185] turns,out
[185] critics,texas
[184] out,critics
[184] gregabbott_tx,turns
[183] lying,s
[183] s,less

Top Word Pairs in Tweet in G2:
[241] maternal,mortality
[54] mortality,rate
[42] mortality,rates
[30] infant,mortality
[26] mortality,crisis
[22] maternal,infant
[18] s,maternal
[16] uncertain,labor
[15] highest,maternal
[15] central,africa

Top Word Pairs in Tweet in G3:
[177] standards,guidelines
[101] guidelines,reducing
[100] maternal,mortality
[73] unsafe,abortion
[73] policy,standards
[69] today,big
[69] big,day
[68] kenya,moh_kenya
[67] win,people
[67] people,kenya

Top Word Pairs in Tweet in G4:
[232] maternal,mortality
[221] wow,missouri
[221] missouri,country
[221] country,rank
[221] rank,111th
[221] 111th,maternal
[221] mortality,worldwide
[221] worldwide,roughly
[221] roughly,par
[221] par,tajikistan

Top Word Pairs in Tweet in G5:
[129] maternal,mortality
[42] u,s
[30] mortality,u
[30] health,care
[29] morbidity,mortality
[28] maternal,morbidity
[27] priority,cmsgov
[26] mortality,remain
[26] s,deserves
[26] deserves,full

Top Word Pairs in Tweet in G6:
[163] maternal,mortality
[58] country,rank
[58] rank,111th
[58] 111th,maternal
[58] mortality,worldwide
[58] worldwide,roughly
[58] roughly,par
[58] par,tajikistan
[57] #missouri,country
[56] kathyluwho,#missouri

Top Word Pairs in Tweet in G7:
[28] maternal,mortality
[15] mortality,rate
[8] mortality,rates
[7] quality,life
[6] state,horrible
[6] horrible,quality
[6] life,education
[6] education,infant
[6] infant,maternal
[6] mortality,#fauxlife

Top Word Pairs in Tweet in G8:
[145] old,saying
[145] saying,goes
[145] goes,america
[145] america,gets
[145] gets,cold
[145] cold,black
[145] black,people
[145] people,pneumonia
[145] pneumonia,speak
[145] speak,up

Top Word Pairs in Tweet in G9:
[106] american,women
[106] women,higher
[106] higher,rate
[106] rate,pregnancy
[106] pregnancy,childbirth
[106] childbirth,women
[106] women,developed
[106] developed,country
[106] country,united
[103] reckonalabama,american

Top Word Pairs in Tweet in G10:
[74] maternal,mortality
[71] mortality,rate
[70] highest,maternal
[59] people,ground
[59] ground,know
[59] know,highest
[59] rate,country
[59] country,rural
[59] rural,hospitals
[59] hospitals,closing

Top Replied-To
Top Replied-To in Entire Graph:
@gregabbott_tx
@repdlamborn
@liveaction
@texastribune
@_celia_bedelia_
@purecatholicism
@intelligentcan2
@splintersmind
@churndashslash
@eramshaw

Top Replied-To in G1:
@gregabbott_tx
@eramshaw
@texastribune
@scottbraddock
@govabbott
@picknick2018
@liz_wheeler
@briasoboojie
@popsci
@ritafrnc

Top Replied-To in G3:
@reprorights
@fidakenya
@unfpaken

Top Replied-To in G4:
@jmsummers
@connor17647261

Top Replied-To in G5:
@corybooker
@mssnytweet
@cbsnews
@jo_dogs
@repdebdingell
@resetho
@bethanyburk
@mclemoremr
@heidiheitkamp
@surgeon_general

Top Replied-To in G6:
@showmeblues
@ksillinifan
@cjheartart
@alreporter
@amyinthelou

Top Replied-To in G7:
@churndashslash
@eyuki19
@reluctantactvst
@thomasmcavoy14
@nealtond
@darakass
@reddyrc
@bettyboop7499
@w1219bri
@thehollowd

Top Replied-To in G8:
@corybooker

Top Replied-To in G9:
@juliaoftoronto
@reckonalabama

Top Replied-To in G10:
@mayatprabhu

Top Mentioned
Top Mentioned in Entire Graph:
@jmsummers
@gregabbott_tx
@texastribune
@corybooker
@reckonalabama
@moh_kenya
@marissaaevans
@estherpassaris
@rhrnkenya
@thetnholler

Top Mentioned in G1:
@gregabbott_tx
@texastribune
@marissaaevans
@eramshaw
@siegelfortexas
@sophienovack
@naraltx
@donnahowardtx
@govabbott
@tumatime

Top Mentioned in G2:
@umer_pasanni
@williesband
@drugapprovalbio
@publichealthbio
@notcomey

Top Mentioned in G3:
@moh_kenya
@estherpassaris
@rhrnkenya
@jademaina
@galck_ke
@femnetprog
@rhnkorg
@felah_felix
@chrismukasa
@finnishembnbo

Top Mentioned in G4:
@jmsummers
@realtuckfrumper
@missourigop
@missourisenate
@clarajeffery
@mosenategop
@mohousegop
@hell_duchess
@youridealmom
@ceereespeaks

Top Mentioned in G5:
@cmsgov
@seemacms
@cturlington
@hrsagov
@surgeon_general
@marchformoms
@amermedicalassn
@deecalhounsmhn
@nih_orwh
@aafp

Top Mentioned in G6:
@kathyluwho
@ppslr
@govparsonmo
@jekester_phd
@docmcnick
@naralmissouri
@amyaddante
@ppmo_advocates
@sharkfu
@kcstar

Top Mentioned in G7:
@lilagracerose
@heidim_67
@aoc
@jvaghyjones
@mollybrown28
@heather4amazon
@malo_j
@watt_n_idiot
@darthtyrant108
@cardinal_syn_

Top Mentioned in G8:
@corybooker

Top Mentioned in G9:
@reckonalabama
@politifacttexas
@propublica
@npr
@healthyteen
@childtrends
@sophienovack
@juliaoftoronto
@aldotcom

Top Mentioned in G10:
@senatorjen
@teresatomlinson
@tindallsara
@gwinnettgop
@reckonalabama
@gabudget
@jmsummers

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@cloudwanderer3
@manmet80
@life_sciences_
@ohiomail
@phillip92321
@ligayaloyola
@ecointernetdrgb
@joannecangal
@eurekamag

Top Tweeters in G1:
@akuma_river
@kenkircher1
@breakingnewzman
@texasdenny
@amycrocker76amy
@briasoboojie
@geegeebythesea
@southerngemgal
@vrwctexan
@mccraw_birkie5

Top Tweeters in G2:
@ohiomail
@ecointernetdrgb
@thedextazlab
@drpatfarrell
@gamer2012pro
@knittingknots
@financialxpress
@afropagesen
@nnnnews247
@augusteve2012

Top Tweeters in G3:
@dailynation
@standardkenya
@shecyclesnbi
@joycesabali
@njokingumi
@soafricane
@mapesasteven
@owenabong
@zhuzhed
@bbcafrica

Top Tweeters in G4:
@cloudwanderer3
@phillip92321
@tammyinlalaland
@jkfecke
@kellylmckevitt
@bevvincent
@mdteresa
@clarajeffery
@monctonscout
@pippenainteazy

Top Tweeters in G5:
@cbsnews
@forbes
@krissy_caster
@monitor_ph
@2healthguru
@jdifrancis
@ashadahya
@drmikesevilla
@womenshealth
@resetho

Top Tweeters in G6:
@rodeodance
@sandralhanlon
@ae4ca
@kcstar
@wrap02
@csilberman70
@meg_y12
@stltoday
@emzorbit
@xobekim

Top Tweeters in G7:
@i_womb
@lisawinslow
@southernrock3
@fight4women
@dupe1970
@kat12080
@ozgoofyprincess
@malo_j
@rbraceysherman
@heather4amazon

Top Tweeters in G8:
@earthsayitsname
@jayoung1892
@all100senators
@hapjamlaw
@libbystone2
@mini_bubbly
@ava_jae
@reasonvsfear
@spicytricia
@politico_z

Top Tweeters in G9:
@sws_edu
@girlzinger
@faraiwe
@genxmedia
@michelleking66
@npr
@aldotcom
@thinkalot
@willrodgersjr
@tonic516

Top Tweeters in G10:
@jawja100
@laurendownsouth
@leslie_resists
@willbenton1
@dulcimer1978
@gginchs
@darwinwoodka
@cfraase
@kscincotta
@suki3hunna