maternal mortality, Twitter, 1/20/2019 4:02:02 AM, 182563


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maternal mortality_2019-01-19_18-56-00.xlsx
maternal mortality_2019-01-19_18-56-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 20, 2019
Short Description:
maternal mortality via NodeXL http://bit.ly/2Dn09Zm
@senkamalaharris
@tomsteyer
@ilyseh
@heerjeet
@naral
@sengillibrand
@boundaryseeker
@dhuckelbridge
@nygovcuomo
@clarewharris

Top hashtags:
#prolifeisproscience
#5yearchallenge
#maternalmortality
#maternal
#ethiopia

Description:
Description
The graph represents a network of 5,549 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 Sunday, 20 January 2019 at 02:57 UTC.

The requested start date was Sunday, 20 January 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 6-day, 17-hour, 7-minute period from Sunday, 13 January 2019 at 06:44 UTC to Saturday, 19 January 2019 at 23:52 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 : 5549
Unique Edges : 5949
Edges With Duplicates : 783
Total Edges : 6732
Number of Edge Types : 3
Mentions : 5969
Tweet : 422
Replies to : 341
Self-Loops : 422
Reciprocated Vertex Pair Ratio : 0.0107784431137725
Reciprocated Edge Ratio : 0.0213270142180095
Connected Components : 481
Single-Vertex Connected Components : 193
Maximum Vertices in a Connected Component : 3343
Maximum Edges in a Connected Component : 4244
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 4.705022
Graph Density : 0.000191906334117373
Modularity : 0.82586
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[52] https://trib.al/FklVnxV
[24] https://www.washingtonpost.com/outlook/2019/01/16/lower-maternal-infant-mortality-rates-we-must-bring-back-midwives/
[24] https://www.amny.com/news/gillibrand-maternal-mortality-1.25913563
[21] https://www.modernhealthcare.com/article/20190118/NEWS/190119909
[17] https://www.nytimes.com/2018/04/11/magazine/black-mothers-babies-death-maternal-mortality.html
[11] https://www.globalcitizen.org/en/content/india-100-billion-pledge-maternal-infant-mortality/
[8] https://www.crainsnewyork.com/health-care/maternal-mortality-review-board-aimed-clinical-social-change?utm_source=dlvr.it&utm_medium=twitter
[8] https://www.crainsnewyork.com/health-care/maternal-mortality-review-board-aimed-clinical-social-change
[7] https://garage.ext.hp.com/us/en/impact/hp-wonder-project-maternal-mortality.html?utm_source=social&utm_medium=TWITTER%2520hplabs&utm_term=N%2FA&utm_content=20190118%252020190118180000
[6] https://thehill.com/opinion/healthcare/425968-the-anti-choice-movement-is-about-controlling-women

Top URLs in Tweet in G1:
[1] https://www.americanprogress.org/events/2018/12/03/461759/eliminating-racial-disparities-maternal-infant-mortality/
[1] https://www.glamour.com/story/senator-kamala-harris-bill-maternal-mortality-crisis?mbid=social_twitter_referral
[1] https://twitter.com/AndersLezlie/status/1086438519482966016
[1] https://twitter.com/NPR/status/1023633353738780672
[1] https://www.cmqcc.org/who-we-are
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5001799/
[1] https://twitter.com/GregAbbott_TX/status/1085704087826505728
[1] https://twitter.com/repmarkmeadows/status/1086317594737561601

Top URLs in Tweet in G3:
[1] https://twitter.com/globalsurg/status/1082741423223570432

Top URLs in Tweet in G4:
[9] https://www.modernhealthcare.com/article/20190118/NEWS/190119909
[5] https://dailyazadiquetta.com/2019/01/16/maternal-mortality-rate-continues-to-rise-in-kalat-no-basic-facilities/
[5] https://www.washingtonpost.com/outlook/2019/01/16/lower-maternal-infant-mortality-rates-we-must-bring-back-midwives/
[3] https://www.globalcitizen.org/en/content/india-100-billion-pledge-maternal-infant-mortality/
[3] https://www.amny.com/news/gillibrand-maternal-mortality-1.25913563
[3] https://www.nytimes.com/2018/04/11/magazine/black-mothers-babies-death-maternal-mortality.html
[3] http://semonegna.com/goalkeepers-maternal-mortality-ethiopia/
[3] https://medium.com/@Juravin/maternal-mortality-comparison-usa-vs-israel-vs-best-of-europe-germany-france-italy-84d3f55ef7b2
[3] https://twitter.com/senkamalaharris/status/1086391875949481984
[2] http://www.somtribune.com/2019/01/14/somaliland-main-causes-of-maternal-mortality/

Top URLs in Tweet in G6:
[1] https://www.thelily.com/the-us-has-shockingly-high-infant-and-maternal-mortality-rates-part-of-the-problem-is-our-lack-of-midwives/
[1] https://www.nytimes.com/2018/04/11/magazine/black-mothers-babies-death-maternal-mortality.html
[1] https://www.nbcnews.com/health/health-care/abortion-rates-go-down-when-countries-make-it-legal-report-n858476
[1] http://www.safeabortionwomensright.org/india-three-stories-of-doctors-trying-to-withhold-or-discourage-safe-abortion/
[1] https://www.reprosfightback.com/episodes-blog/2017/12/13/episode-1-d9nla-dkmah-29mz4-232m6-y8yaf-zy6sj-kmnnp-s7led-25fb5-pckw7
[1] https://www.independent.co.uk/news/world/americas/texas-maternal-mortality-rate-highest-in-developed-world-a7204016.html

Top URLs in Tweet in G7:
[1] http://www.searo.who.int/mediacentre/features/2018/india-groundbreaking-sucess-reducing-maternal-mortality-rate/en/

Top URLs in Tweet in G8:
[21] https://www.amny.com/news/gillibrand-maternal-mortality-1.25913563
[2] https://www.nydailynews.com/new-york/ny-metro-gillibrand-maternal-mortality-legislation-20190113-story.html
[1] https://www.washingtonpost.com/outlook/2019/01/16/lower-maternal-infant-mortality-rates-we-must-bring-back-midwives/
[1] https://www.washingtonpost.com/outlook/2019/01/16/lower-maternal-infant-mortality-rates-we-must-bring-back-midwives/?fbclid=IwAR034cB1tmp25z-PhW8gB8JSoN1Aooj2zOXbH_7vxKLmrnjmdsgs0zZ01Ek&noredirect=on&utm_term=.eb913b51e81b
[1] https://twitter.com/NewsHour/status/1078621586171809794
[1] https://www.instagram.com/p/BsoOXP8ncCX/?utm_source=ig_twitter_share&igshid=1umtiwtj5rtnx
[1] https://twitter.com/whitneymbrennan/status/1084834325873508352

Top URLs in Tweet in G9:
[1] https://twitter.com/GPTaylorMRD/status/1085264007504764928

Top URLs in Tweet in G10:
[4] https://thehill.com/opinion/healthcare/425968-the-anti-choice-movement-is-about-controlling-women
[2] https://subscriber.politicopro.com/states/new-jersey/story/2019/01/17/assembly-to-introduce-14-bill-package-to-improve-infant-maternal-health-care-798163
[1] https://www.cdc.gov/reproductivehealth/maternalinfanthealth/pregnancy-relatedmortality.htm
[1] https://twitter.com/SenateCloakroom/status/1085601089527971840
[1] https://www.usatoday.com/story/opinion/2018/05/10/maternal-deaths-mothers-mortality-column/595818002/
[1] https://en.wikipedia.org/wiki/Maternal_mortality_in_the_United_States
[1] https://twitter.com/envirhealthnews/status/1085130786708312064?s=21

Top Domains
Top Domains in Tweet in Entire Graph:
[118] twitter.com
[60] trib.al
[54] washingtonpost.com
[31] modernhealthcare.com
[24] amny.com
[20] nytimes.com
[19] crainsnewyork.com
[12] globalcitizen.org
[11] universityofcalifornia.edu
[10] npr.org

Top Domains in Tweet in G1:
[4] twitter.com
[1] americanprogress.org
[1] glamour.com
[1] cmqcc.org
[1] nih.gov

Top Domains in Tweet in G3:
[1] twitter.com

Top Domains in Tweet in G4:
[42] twitter.com
[12] washingtonpost.com
[10] modernhealthcare.com
[5] dailyazadiquetta.com
[5] universityofcalifornia.edu
[4] facebook.com
[4] globalcitizen.org
[4] nytimes.com
[4] usatoday.com
[4] medium.com

Top Domains in Tweet in G6:
[1] thelily.com
[1] nytimes.com
[1] nbcnews.com
[1] safeabortionwomensright.org
[1] reprosfightback.com
[1] co.uk

Top Domains in Tweet in G7:
[1] who.int

Top Domains in Tweet in G8:
[21] amny.com
[2] washingtonpost.com
[2] twitter.com
[2] nydailynews.com
[1] instagram.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[4] thehill.com
[2] twitter.com
[2] politicopro.com
[1] cdc.gov
[1] usatoday.com
[1] wikipedia.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[129] prolifeisproscience
[61] 5yearchallenge
[43] maternalmortality
[25] maternal
[22] ethiopia
[18] healthcare
[15] india
[14] maternaljustice
[13] abortion
[13] texas



Top Hashtags in Tweet in G1:
[1] listentoblackwomen
[1] singlepayer
[1] healthcareforall

Top Hashtags in Tweet in G4:
[5] ethiopia
[4] maternal
[4] mortality
[3] gooutnvote
[3] maternalhealth
[3] maternalmortality
[3] 5yearchallenge
[2] healthcare
[2] obgyn
[2] obstetrics

Top Hashtags in Tweet in G5:
[1] whywemarch

Top Hashtags in Tweet in G6:
[125] prolifeisproscience
[13] abortion
[13] india
[1] blackmamasmatter
[1] bmhw18
[1] whywemarch
[1] blackmaternalhealth

Top Hashtags in Tweet in G7:
[58] 5yearchallenge
[1] narishaktiwithnamo

Top Hashtags in Tweet in G8:
[13] maternaljustice
[1] healthequity

Top Hashtags in Tweet in G10:
[2] helpwomensurvive
[1] trumpshutdown
[1] wheresmitch
[1] alwaysbeenaboutcontrollingwomen
[1] notaboutbabies
[1] mom
[1] thedoctorsonline

Top Words
Top Words in Tweet in Entire Graph:
[1833] Words in Sentiment List#1: Positive
[5898] Words in Sentiment List#2: Negative
[16] Words in Sentiment List#3: Angry/Violent
[113766] Non-categorized Words
[121497] Total Words
[4188] maternal
[4013] mortality
[2418] rate
[1813] country
[1406] worse

Top Words in Tweet in G1:
[1324] maternal
[1323] mortality
[1315] senkamalaharris
[1312] rate
[1302] country
[1300] ago
[1299] worse
[1299] 25
[1299] years
[1299] outrageous

Top Words in Tweet in G2:
[367] maternal
[367] mortality
[367] rate
[367] country
[350] worst
[350] developed
[350] leaving
[350] 1
[350] 3
[350] seek

Top Words in Tweet in G3:
[203] mortality
[201] maternal
[200] rate
[196] infant
[195] compared
[195] equally
[195] wealthy
[195] nations
[195] united
[195] states

Top Words in Tweet in G4:
[192] maternal
[188] mortality
[54] rates
[41] rate
[40] infant
[31] women
[28] health
[23] more
[22] black
[21] new

Top Words in Tweet in G5:
[193] maternal
[193] mortality
[186] healthcare
[185] look
[185] forward
[185] day
[185] anti
[185] choice
[185] movement
[185] floods

Top Words in Tweet in G6:
[250] time
[141] abortion
[126] naral
[126] again
[125] prolifeisproscience
[125] fact
[125] check
[125] science
[125] shown
[125] severely

Top Words in Tweet in G7:
[136] real
[136] maternal
[136] mortality
[80] commends
[80] india
[80] reducing
[80] ratio
[80] 77
[80] indicates
[78] narishaktinamo

Top Words in Tweet in G8:
[113] maternal
[95] sengillibrand
[83] best
[79] providing
[79] practices
[79] care
[78] address
[76] funding
[76] states
[76] hospitals

Top Words in Tweet in G9:
[250] forget
[125] wait
[125] times
[125] oncology
[125] orthopedic
[125] surgery
[125] cardiologists
[125] fentanyl
[125] obesity
[125] malnutrition

Top Words in Tweet in G10:
[65] maternal
[65] mortality
[43] life
[33] rate
[21] march_for_life
[21] concern
[21] women
[19] up
[19] bill
[18] taking

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3461] maternal,mortality
[2313] mortality,rate
[1378] rate,country
[1359] senkamalaharris,maternal
[1359] worse,25
[1359] years,ago
[1358] country,worse
[1358] 25,years
[1357] ago,outrageous
[1357] outrageous,reintroduce

Top Word Pairs in Tweet in G1:
[1322] maternal,mortality
[1311] mortality,rate
[1300] senkamalaharris,maternal
[1299] worse,25
[1298] rate,country
[1298] country,worse
[1298] 25,years
[1298] years,ago
[1298] ago,outrageous
[1298] outrageous,reintroduce

Top Word Pairs in Tweet in G2:
[367] maternal,mortality
[367] mortality,rate
[350] worst,maternal
[350] rate,developed
[350] developed,country
[350] country,leaving
[350] leaving,1
[350] 1,3
[350] 3,seek
[350] seek,care

Top Word Pairs in Tweet in G3:
[200] mortality,rate
[196] infant,mortality
[195] compared,equally
[195] equally,wealthy
[195] wealthy,nations
[195] nations,united
[195] united,states
[195] states,shockingly
[195] shockingly,high
[195] high,infant

Top Word Pairs in Tweet in G4:
[142] maternal,mortality
[40] mortality,rates
[34] mortality,rate
[26] infant,mortality
[16] maternal,infant
[15] reduce,maternal
[14] new,york
[13] review,board
[13] board,aimed
[13] aimed,clinical

Top Word Pairs in Tweet in G5:
[192] maternal,mortality
[185] look,forward
[185] forward,day
[185] day,anti
[185] anti,choice
[185] choice,movement
[185] movement,floods
[185] floods,streets
[185] streets,healthcare
[185] healthcare,end

Top Word Pairs in Tweet in G6:
[125] prolifeisproscience,fact
[125] fact,check
[125] check,science
[125] science,shown
[125] shown,time
[125] time,time
[125] time,again
[125] again,severely
[125] severely,restricting
[125] restricting,banning

Top Word Pairs in Tweet in G7:
[136] maternal,mortality
[80] commends,india
[80] india,reducing
[80] reducing,maternal
[80] mortality,ratio
[80] 77,indicates
[80] indicates,real
[78] world,health
[78] health,organisation
[78] organisation,commends

Top Word Pairs in Tweet in G8:
[76] providing,funding
[76] funding,states
[76] states,hospitals
[76] hospitals,implement
[76] implement,best
[76] best,practices
[76] practices,maternal
[76] maternal,care
[76] care,begin
[76] begin,address

Top Word Pairs in Tweet in G9:
[125] forget,wait
[125] wait,times
[125] times,oncology
[125] oncology,orthopedic
[125] orthopedic,surgery
[125] surgery,cardiologists
[125] cardiologists,forget
[125] forget,fentanyl
[125] fentanyl,obesity
[125] obesity,malnutrition

Top Word Pairs in Tweet in G10:
[61] maternal,mortality
[23] mortality,rate
[18] taking,up
[18] up,bill
[17] concern,life
[17] life,taking
[17] bill,address
[17] address,maternal
[16] senate,majority
[16] majority,leader

Top Replied-To
Top Replied-To in Entire Graph:
@senkamalaharris
@sengillibrand
@sentedcruz
@demwrite
@stephcher55
@kamalaharris
@iaboyeji
@joey_drago_
@thehill
@reparrington

Top Replied-To in G1:
@senkamalaharris
@tierneybook
@gmurray3
@fred046
@notoriousred
@arise_israel
@lisa_dee77
@kstreethipster
@fifer43

Top Replied-To in G2:
@tomsteyer

Top Replied-To in G3:
@arj1234567

Top Replied-To in G5:
@rgregan
@awfulmonologue
@c_s_johnson13

Top Replied-To in G6:
@demwrite
@cmclymer
@pmessierkirkham
@advocatrix
@smashedpumpking

Top Replied-To in G7:
@iamsashitharoor

Top Replied-To in G8:
@sengillibrand

Top Replied-To in G10:
@bcherry1984
@edkrassen
@chiproytx
@franklin_graham
@vp
@space_man_z
@emyyrigby
@aliceollstein
@liveaction
@politicalemilia

Top Mentioned
Top Mentioned in Entire Graph:
@senkamalaharris
@tomsteyer
@heerjeet
@ilyseh
@naral
@sheilagunnreid
@drchaya
@sengillibrand
@iaboyeji
@clarewharris

Top Mentioned in G1:
@senkamalaharris
@michael_w_busch
@tierneybook
@barbie892
@amprog
@emeraldmews
@redheadedrebels
@barriegamecock
@american_bridge

Top Mentioned in G2:
@tomsteyer
@senkamalaharris

Top Mentioned in G3:
@heerjeet
@tomsteyer
@marylougeorge2
@mypetgloat
@torontostar
@senkamalaharris
@mpavictoria
@arj1234567

Top Mentioned in G4:
@williesband
@weavinghouse
@anthonysc6

Top Mentioned in G5:
@ilyseh
@senkamalaharris
@missmayn
@tomsteyer
@worldenough13
@louise_q10
@davidmsterns

Top Mentioned in G6:
@naral
@safe_abortion
@senkamalaharris
@ilyseh
@demwrite
@pmessierkirkham
@thelilynews
@cmclymer
@jennieindc
@sengillibrand

Top Mentioned in G7:
@narishaktinamo
@amishra77
@modi_nama

Top Mentioned in G8:
@sengillibrand
@whitneymbrennan
@momsrising
@amnewyork
@monifabandele
@senkamalaharris
@jessl_young
@ancientsong7
@cturlington
@everymomcounts

Top Mentioned in G9:
@sheilagunnreid

Top Mentioned in G10:
@march_for_life
@senatemajldr
@american_bridge
@benshapiro
@dhuckelbridge
@dancgoldberg
@samjsutton
@ameliapenniman
@kentuckyrtl
@potus

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@mattmurph24
@drocktrot
@ez4u2say_janis
@solutioneer72
@chuddles11
@john1966olsen
@dhruvbhim
@greeeneyedwhwom
@foggybottomgal

Top Tweeters in G1:
@greeeneyedwhwom
@davidlance3
@manchuriandevil
@lisakbromley
@damonbethea1
@carolmaewy
@givemepie360
@rodeodance
@mtmarilyn2
@sws_edu

Top Tweeters in G2:
@chuddles11
@tottenbill
@anthonybourque
@syr829
@bmlewis2
@575haiku
@sandralhanlon
@reneevoicebrand
@badwolf303
@mjoehlerich

Top Tweeters in G3:
@boerneaj
@debeauxos1
@reagancbrown
@trapdinawrpool
@aubreylannister
@cece_23spalding
@fj_newman
@mpavictoria
@torontostar
@sschinke

Top Tweeters in G4:
@newyorkcityinfo
@sgfnews
@eldispensador
@rpbreakingnews
@hwaadt
@ste_blackparent
@clarperonhighst
@anthonysc6
@redlaboum
@charlesaunger

Top Tweeters in G5:
@oufenix
@copperbird7
@valsadie
@nartist
@barbaramain07
@smp0312
@parkse
@janrobinjackson
@mnbonnie
@jesserker

Top Tweeters in G6:
@ligayaloyola
@allanbrauer
@phendricks71
@awelab1956
@briangrnotabot
@rebellegrrl
@shayne571
@flipsville
@jenniferlbrewer
@jeffreyluscombe

Top Tweeters in G7:
@dhruvbhim
@atlantesindia
@debdip00
@ingloriousbabu
@billionindian
@aarvee18
@senag23
@jaiprakashaga18
@vsarrulmozhy
@narendravarma49

Top Tweeters in G8:
@mattmurph24
@kjones88swag
@beverlynotmypre
@thetobster111
@adedapolinda
@kristafrances
@em2wice
@sagehillfarms
@defaultprophet
@lynncatwalters

Top Tweeters in G9:
@franceschinian2
@sheilagunnreid
@banks_todd
@wakeupcanada1
@lshrug
@egryani
@alan_poirier
@johnnyjesus
@druid999s
@johngilson2

Top Tweeters in G10:
@amyayers16
@gma
@kateacosta5
@negrondoc
@taritac
@corlesshanson
@benshapiro
@bornabrit1
@realdailywire
@hxernst


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