maternal mortality, Twitter, 8/19/2019 12:15:15 AM, 207257


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maternal mortality_2019-08-18_10-26-35.xlsx
maternal mortality_2019-08-18_10-26-35.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 19, 2019
Short Description:
maternal mortality via NodeXL http://bit.ly/2NavjZj
@nhannahjones
@sharkfu
@thetnholler
@public_citizen
@julietkego
@kidcasteel
@scvngoddess
@briebriejoy
@walemicaiah
@ezekieladesawe

Top hashtags:
#m4all
#kamalawasfirst
#kamalasplan
#medicareforall
#icymi

Description:
Description
The graph represents a network of 5,480 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, 18 August 2019 at 17:28 UTC.

The requested start date was Sunday, 18 August 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 5-day, 9-hour, 20-minute period from Monday, 12 August 2019 at 14:39 UTC to Sunday, 18 August 2019 at 00:00 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 : 5480
Unique Edges : 6186
Edges With Duplicates : 1163
Total Edges : 7349
Number of Edge Types : 3
Mentions : 6652
Replies to : 362
Tweet : 335
Self-Loops : 335
Reciprocated Vertex Pair Ratio : 0.0112823772445574
Reciprocated Edge Ratio : 0.0223130106851037
Connected Components : 345
Single-Vertex Connected Components : 134
Maximum Vertices in a Connected Component : 4283
Maximum Edges in a Connected Component : 6016
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.862208
Graph Density : 0.000211957267496466
Modularity : 0.783557
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[32] https://www.gofundme.com/f/maternal-mortality-documentary-film-fund
[20] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2019/08/16/rural-america-has-a-maternal-mortality-problem-midwives-might-help-solve-it
[14] https://www.nytimes.com/2018/04/11/magazine/black-mothers-babies-death-maternal-mortality.html
[11] https://reproductiverights.org/press-room/un-human-rights-committee-asserts-access-abortion-and-prevention-maternal-mortality-are
[9] https://twitter.com/nhannahjones/status/1160880299833778176
[9] https://www.wfyi.org/news/articles/state-begins-rollout-of-inititative-to-help-pregnant-women
[9] https://twitter.com/berniesanders/status/1160322432168689664
[7] http://churchandstate.org.uk/2018/04/ethicists-generally-agree-the-pro-life-arguments-are-worthless/?fbclid=IwAR29JgYFMLH9-heBEUW3XQ46pGAfhX8s1u54dybw0zuRZrUSIzmCQQ6I2IY
[7] https://news.yahoo.com/lawmakers-behind-fetal-heartbeat-abortion-120013132.html?ncid=facebook_yahoonewsf_akfmevaatca
[7] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2709326/#__sec4title

Top URLs in Tweet in G1:
[1] https://twitter.com/BernieSanders/status/1160322432168689664
[1] https://www.vox.com/2019/6/26/18691611/2020-democrats-maternal-mortality-medicaid
[1] https://www.reuters.com/article/us-health-pregnancy/u-s-maternal-mortality-rate-is-twice-that-of-canada-u-n-idUSKCN0T10LO20151112
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1595019/
[1] https://www.bbc.com/news/uk-england-47115305
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4843483/
[1] https://lmgtfy.com/?q=african+american+maternal+mortality+v+white
[1] https://www.npr.org/sections/health-shots/2019/05/10/722143121/why-racial-gaps-in-maternal-mortality-persist
[1] https://www.self.com/story/2020-presidential-candidates-black-maternal-mortality
[1] https://twitter.com/CharleneCac/status/1161020172473372674

Top URLs in Tweet in G2:
[1] https://twitter.com/berniesanders/status/1160322432168689664
[1] http://www.mtv.com/news/3123546/maternal-mortality-black-mamas-matter/
[1] https://twitter.com/TheWayWithAnoa/status/1161015818005688323
[1] https://twitter.com/TheWayWithAnoa/status/1161017614400983040

Top URLs in Tweet in G3:
[1] https://www.newsy.com/92917/
[1] https://www.newsy.com/92871/

Top URLs in Tweet in G4:
[1] https://www.tennessean.com/restricted?return=https:%2F%2Fwww.tennessean.com%2Fstory%2Fnews%2F2019%2F08%2F15%2Fgov-bill-lee-criticized-lack-transparency-health-care%2F2009244001%2F
[1] https://twitter.com/SergioMarBel/status/1161313214434545664
[1] https://twitter.com/Public_Citizen/status/1160918387578613760

Top URLs in Tweet in G5:
[3] https://www.facebook.com/WUCFTV/videos/vb.157501590981713/482634625871548/?type=2&theater
[3] https://www.harris.senate.gov/news/press-releases/sen-harris-introduces-bill-aimed-at-reducing-racial-disparities-in-maternal-mortality
[2] https://twitter.com/nhannahjones/status/1160880299833778176
[2] https://www.politico.com/story/2019/05/22/kamala-harris-2020-election-maternal-mortality-1338119
[2] https://www.huffpost.com/entry/kamala-harris-black-mothers_n_5cdec1ebe4b09e057802b825
[1] https://twitter.com/JennieJoseph/status/1162584816451276801
[1] https://www.wnycstudios.org/story/the-stakes-giving-birth-while-black
[1] https://twitter.com/blackwomenviews/status/1129736017915850753?s=19
[1] https://www.congress.gov/bill/115th-congress/senate-bill/3363
[1] https://www.bbc.com/news/uk-england-47115305

Top URLs in Tweet in G6:
[1] https://twitter.com/JoshuaPotash/status/1161061421054078976

Top URLs in Tweet in G7:
[32] https://www.gofundme.com/f/maternal-mortality-documentary-film-fund
[2] https://twitter.com/nhannahjones/status/1160880299833778176
[2] https://www.youtube.com/watch?v=YX80AHGitns&feature=youtu.be

[1] https://twitter.com/sensanders/status/1161361047091109888
[1] https://www.youtube.com/watch?v=YX80AHGitns

[1] https://twitter.com/canaryfilmmaker/status/1158557497092976641
[1] https://gf.me/u/uq622w
[1] http://www.mtv.com/news/3123546/maternal-mortality-black-mamas-matter/?utm=share_twitter

Top URLs in Tweet in G9:
[1] https://www.wired.com/story/abortion-bans-create-a-public-health-nightmare/
[1] https://foreignpolicy.com/2019/05/16/what-actually-happens-when-a-country-bans-abortion-romania-alabama/
[1] https://twitter.com/RepRussFulcher/status/1158394705425707017

Top URLs in Tweet in G10:
[6] https://www.wfyi.org/news/articles/state-begins-rollout-of-inititative-to-help-pregnant-women
[5] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2019/08/16/rural-america-has-a-maternal-mortality-problem-midwives-might-help-solve-it
[4] https://twitter.com/nhannahjones/status/1160880299833778176
[4] https://twitter.com/berniesanders/status/1160322432168689664
[3] https://apolitical.co/solution_article/doulas-are-reducing-maternal-mortality-for-migrants-in-sweden/
[3] https://www.nytimes.com/2019/08/12/well/family/the-impact-of-racism-on-childrens-health.html
[2] https://www.nytimes.com/2018/04/11/magazine/black-mothers-babies-death-maternal-mortality.html
[2] https://www.newsy.com/stories/eliminating-racial-disparity-in-maternal-mortality/
[2] https://marcopaulini.blogspot.com/2016/10/we-save-one-woman-we-save-one-community_24.html?spref=tw
[2] https://rockinst.org/issue-area/out-of-sight-out-of-mind-what-is-the-true-us-maternal-mortality-rate-no-one-knows/

Top Domains
Top Domains in Tweet in Entire Graph:
[78] twitter.com
[37] gofundme.com
[24] nytimes.com
[23] pewtrusts.org
[14] youtube.com
[14] org.uk
[14] nih.gov
[12] reproductiverights.org
[9] wfyi.org
[7] facebook.com

Top Domains in Tweet in G1:
[2] twitter.com
[2] nih.gov
[1] vox.com
[1] reuters.com
[1] bbc.com
[1] lmgtfy.com
[1] npr.org
[1] self.com
[1] nytimes.com

Top Domains in Tweet in G2:
[3] twitter.com
[1] mtv.com

Top Domains in Tweet in G3:
[2] newsy.com

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

Top Domains in Tweet in G5:
[5] twitter.com
[3] facebook.com
[3] senate.gov
[2] politico.com
[2] huffpost.com
[1] wnycstudios.org
[1] congress.gov
[1] bbc.com
[1] nationalgeographic.com
[1] essence.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[32] gofundme.com
[4] twitter.com
[3] youtube.com
[1] gf.me
[1] mtv.com

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

Top Domains in Tweet in G10:
[35] twitter.com
[6] nytimes.com
[6] wfyi.org
[5] pewtrusts.org
[4] dlvr.it
[3] apolitical.co
[3] cnn.com
[3] gofundme.com
[3] facebook.com
[3] newsy.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[117] m4all
[45] kamalawasfirst
[39] kamalasplan
[27] medicareforall
[15] icymi
[12] cardiovascular
[12] maternalmorbidity
[11] maternalmortality
[10] moleg
[10] maternal



Top Hashtags in Tweet in G1:
[1] m4all

Top Hashtags in Tweet in G2:
[1] kamala2020

Top Hashtags in Tweet in G3:
[1] thewhy

Top Hashtags in Tweet in G4:
[8] maga
[2] tnheartbeatbill
[1] expandmedicaid
[1] maga2020
[1] gop

Top Hashtags in Tweet in G5:
[44] kamalawasfirst
[38] kamalasplan
[6] m4a
[2] m4all
[1] itstimetotellthetruth
[1] disparities
[1] maternalhealth
[1] infantmortality
[1] helenaalmedagrant
[1] kamalaharris

Top Hashtags in Tweet in G6:
[1] educateyourvote
[1] kamalawasfirst

Top Hashtags in Tweet in G7:
[113] m4all
[1] leftisbest

Top Hashtags in Tweet in G9:
[10] moleg

Top Hashtags in Tweet in G10:
[6] maternalmortality
[6] 3totweet
[4] maternal
[4] maternalhealth
[3] prevention
[3] mortality
[2] kanyashreedibas
[2] health
[2] smartnews
[2] community

Top Words
Top Words in Tweet in Entire Graph:
[1293] Words in Sentiment List#1: Positive
[3489] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[116763] Non-categorized Words
[121545] Total Words
[4151] maternal
[4052] mortality
[3560] regardless
[2647] black
[2048] income

Top Words in Tweet in G1:
[2926] regardless
[1548] maternal
[1546] mortality
[1541] nhannahjones
[1484] black
[1472] women
[1467] gap
[1466] racial
[1466] income
[1461] false

Top Words in Tweet in G2:
[550] black
[540] maternal
[537] regardless
[531] mortality
[509] income
[490] rates
[487] sharkfu
[486] insurance
[481] higher
[481] education

Top Words in Tweet in G3:
[890] 5
[889] 4
[886] 7
[590] 8
[590] 6
[588] 9
[587] 2
[309] mortality
[306] maternal
[298] 3

Top Words in Tweet in G4:
[248] thetnholler
[239] medical
[162] mortality
[157] maternal
[147] infant
[143] tn
[141] rural
[139] bottom
[138] #1
[138] rates

Top Words in Tweet in G5:
[272] black
[224] maternal
[187] mortality
[65] rate
[63] advocacy
[61] blackwomenviews
[49] high
[47] women
[45] national
[45] 1st

Top Words in Tweet in G6:
[398] week
[200] kidcasteel
[200] cousin
[200] baby
[199] last
[199] clings
[199] life
[199] having
[199] contracted
[199] necrotizing

Top Words in Tweet in G7:
[184] mortality
[183] maternal
[122] briebriejoy
[120] gap
[117] bernie
[115] t
[114] poverty
[114] close
[113] #m4all
[113] alone

Top Words in Tweet in G8:
[347] need
[174] governor
[174] achievement
[173] walemicaiah
[173] nigeria
[173] whose
[173] payment
[173] minimum
[173] wage
[173] gov

Top Words in Tweet in G9:
[131] maternal
[131] mortality
[118] abortion
[117] naral
[117] rates
[116] infant
[110] highest
[109] states
[108] reminder
[108] strictest

Top Words in Tweet in G10:
[142] maternal
[136] mortality
[56] rates
[37] infant
[34] women
[33] health
[30] rate
[23] birth
[20] black
[18] care

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3692] maternal,mortality
[1685] black,women
[1533] racial,gap
[1530] gap,maternal
[1528] regardless,income
[1526] women,regardless
[1525] mortality,exists
[1525] exists,black
[1525] income,regardless
[1525] regardless,re

Top Word Pairs in Tweet in G1:
[1543] maternal,mortality
[1471] black,women
[1462] regardless,income
[1461] racial,gap
[1461] gap,maternal
[1461] mortality,exists
[1461] exists,black
[1461] women,regardless
[1461] income,regardless
[1461] regardless,re

Top Word Pairs in Tweet in G2:
[529] maternal,mortality
[495] black,maternal
[487] mortality,rates
[481] education,income
[480] nope,black
[480] rates,significantly
[480] significantly,higher
[480] higher,regardless
[480] regardless,education
[480] income,insurance

Top Word Pairs in Tweet in G3:
[588] 5,5
[305] maternal,mortality
[295] mortality,rate
[294] rate,4
[294] 4,4
[294] 4,5
[294] 5,8
[294] 8,6
[294] 6,4
[294] 4,6

Top Word Pairs in Tweet in G4:
[152] maternal,mortality
[140] infant,maternal
[139] bottom,infant
[137] tn,#1
[137] #1,rural
[137] rural,hospital
[137] hospital,closures
[137] closures,medical
[137] medical,bankruptcies
[137] bankruptcies,bottom

Top Word Pairs in Tweet in G5:
[185] maternal,mortality
[142] black,maternal
[62] mortality,rate
[45] high,black
[44] #kamalawasfirst,bringing
[44] bringing,outrageously
[44] outrageously,high
[44] rate,national
[44] national,discussion
[44] discussion,1st

Top Word Pairs in Tweet in G6:
[199] cousin,baby
[199] baby,last
[199] last,week
[199] week,week
[199] week,clings
[199] clings,life
[199] life,having
[199] having,contracted
[199] contracted,necrotizing
[199] necrotizing,fasciitis

Top Word Pairs in Tweet in G7:
[181] maternal,mortality
[115] mortality,gap
[114] gap,poverty
[113] #m4all,alone
[113] alone,wont
[113] wont,completely
[113] completely,close
[113] close,maternal
[113] poverty,cause
[113] cause,bernie

Top Word Pairs in Tweet in G8:
[173] nigeria,need
[173] need,governor
[173] governor,whose
[173] whose,achievement
[173] achievement,payment
[173] payment,minimum
[173] minimum,wage
[173] wage,need
[173] need,gov
[172] walemicaiah,nigeria

Top Word Pairs in Tweet in G9:
[111] infant,mortality
[110] maternal,infant
[108] reminder,states
[108] states,strictest
[108] strictest,restrictions
[108] restrictions,abortion
[108] abortion,highest
[108] highest,rates
[108] rates,both
[108] both,maternal

Top Word Pairs in Tweet in G10:
[100] maternal,mortality
[41] mortality,rates
[23] infant,mortality
[22] mortality,rate
[15] maternal,infant
[14] infant,maternal
[9] pregnant,women
[9] giving,birth
[7] maternal,child
[7] child,mortality

Top Replied-To
Top Replied-To in Entire Graph:
@nhannahjones
@stevekingia
@berniesanders
@xplode441
@kenmastersusa
@notcapnamerica
@ntombi
@panofseamen
@bynamerose
@whitehouse

Top Replied-To in G1:
@nhannahjones
@kenmastersusa
@viscous_cree
@jessesingal
@rainekasey
@heading_west
@apgog
@sukatra
@pritch529
@sharkfu

Top Replied-To in G2:
@lesterspence
@sharkfu
@schlocky5000
@jenmulvaney
@thewaywithanoa

Top Replied-To in G3:
@gopchairwoman
@public_citizen

Top Replied-To in G4:
@whitehouse
@darielrivas00
@lakerslover77
@sparkleunicrnog
@thetnholler
@micahvanhuss

Top Replied-To in G5:
@berniesanders
@notcapnamerica
@commercialjerk
@mitchgayns
@nhannahjones
@jayellgii
@imnotowned
@westunrest
@urorientalist
@mi_niles

Top Replied-To in G6:
@kidcasteel

Top Replied-To in G7:
@ntombi
@tomsiebert
@goodyweaver
@briebriejoy
@prageru
@nattyrights1776
@sbbeaverssarah
@itsjhaneevie
@fivefifths
@oddhumantomost

Top Replied-To in G8:
@walemicaiah

Top Replied-To in G9:
@stacy_g52
@naral
@truthagape
@alexglentz
@crapplefratz
@watcher19072361
@valeriefinnigan
@rainmc
@pro_life_ancap
@kayheadley

Top Mentioned
Top Mentioned in Entire Graph:
@nhannahjones
@sharkfu
@public_citizen
@thetnholler
@kidcasteel
@walemicaiah
@briebriejoy
@naral
@cjane87
@blackwomenviews

Top Mentioned in G1:
@nhannahjones
@drmaryhicks
@magi_jay
@jessesingal
@briebriejoy
@melissafsevere
@crussellsprout
@bethpathak
@heading_west
@ceejopolis

Top Mentioned in G2:
@sharkfu
@nhannahjones
@angryblacklady
@shaker_aphra
@alley_alley1
@selena_adera
@thewaywithanoa
@naral
@chipotlepepper
@lesterspence

Top Mentioned in G3:
@public_citizen
@nhannahjones
@newsy
@sharkfu
@thetnholler
@realdonaldtrump
@gopchairwoman
@flotus
@ivankatrump

Top Mentioned in G4:
@thetnholler
@sarafortn
@heatherdottie
@aclutn
@lizrnc
@vytypos
@whitehouse
@realdonaldtrump
@tngop
@lifeofspencer_

Top Mentioned in G5:
@blackwomenviews
@pierceah66
@nhannahjones
@berniesanders
@lauraky06
@notcapnamerica
@iamn0tthe1
@tressiemcphd
@a_for2day
@t_fisherking

Top Mentioned in G6:
@kidcasteel
@amandaccoyne
@billcody
@thetnholler
@pierceah66
@public_citizen
@nhannahjones
@sharkfu

Top Mentioned in G7:
@briebriejoy
@canaryfilmmaker
@tmbsfm
@wideofthepost
@itsjhaneevie
@ad_inifinitum
@_aaron_447
@katie_kat55
@ninaturner
@ky_friedcomrade

Top Mentioned in G8:
@walemicaiah
@chukwumaobi_m

Top Mentioned in G9:
@naral
@amyaddante
@lilagracerose
@thetnholler
@sharkfu
@fyidivorce
@mickers_au
@jnavert
@pistrix
@prochoiceforal1

Top Mentioned in G10:
@obstetrics_bio
@rockefellerinst
@lupus_bio
@2wokekiddos
@magizzles_
@hcttf

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@geonews_urdu
@dichristine
@kat4obama
@solutioneer72
@rjber15
@thepoliticalcat
@washumom
@manmet80
@rxbun

Top Tweeters in G1:
@dichristine
@kat4obama
@washumom
@rxbun
@cruzanchoklate
@misszindzi
@n7irl
@davidlance3
@wildwalkerwoman
@carolmaewy

Top Tweeters in G2:
@lisakbromley
@jhamby
@sapphixy
@lehigh389
@duganjames
@joanbushur
@lawbibliophile
@lslay19
@frostbite___
@freeandclear1

Top Tweeters in G3:
@shaktilila
@betseybess
@aclaysuper
@mjanovic
@pameladubsky49
@sheis_g
@marlene02374846
@donahuejm
@stargazer1951
@sasyecat

Top Tweeters in G4:
@missb62
@mharvey816
@foggybottomgal
@benstancliff
@penndragonart
@mdjacksondallas
@sullyanne1
@betterw05759703
@sar_oso
@60sparkle

Top Tweeters in G5:
@thepoliticalcat
@manmet80
@metaquest
@leehillerlondon
@lorisums
@edgeoforever
@llama_strudel
@axxisonmargaret
@spryguy
@visitkarte

Top Tweeters in G6:
@solutioneer72
@minhkular
@damonbethea1
@lisahauser8
@awelab1956
@justwhatnowwhy
@samhainnight
@wellness4you13
@darrellwest1984
@texas_savant

Top Tweeters in G7:
@drdaveanddee
@bernieupstateny
@nobiggovduh
@redwoodgirl
@progressivedrey
@oteachjohn
@ninma_
@vv4change
@kshaw58
@of_the_people7

Top Tweeters in G8:
@esnesy
@folypatfilm
@djamilmubaraq
@surajbamalli
@tolulopeab
@ekesunvictor
@nicholaslogun
@tshey
@simplyteewhy
@chexfactor

Top Tweeters in G9:
@rodeodance
@ndylan1
@tyberzannxxxx
@daretothink53
@trumpwatchnews
@rhonda_harbison
@letat_lechat
@persistentpengn
@bradparker_
@emelyechaucer

Top Tweeters in G10:
@thefactkers
@kaijuking23
@sunlightwarden
@pepinos37
@masonpeterj
@diamondsamosa
@christinluvssno
@dashingclaire
@alysson
@602erik