maternal mortality, Twitter, 4/21/2019 5:30:19 PM, 194461


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maternal mortality_2019-04-21_09-46-19.xlsx
maternal mortality_2019-04-21_09-46-19.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 21, 2019
Short Description:
maternal mortality via NodeXL http://bit.ly/2VdSZjT
@freeblackgirl
@sistersong_woc
@ppact
@thekatwill
@reprorights
@laurenbenet
@sierradeciduous
@isthisthingon31
@kellymotadelmd
@mamasylla5

Top hashtags:
#blackmaternalhealthweek
#theresident
#israel

Description:
Description
The graph represents a network of 5,414 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, 21 April 2019 at 16:47 UTC.

The requested start date was Sunday, 21 April 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 2-day, 18-hour, 47-minute period from Thursday, 18 April 2019 at 05:11 UTC to Saturday, 20 April 2019 at 23:58 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 : 5414
Unique Edges : 5633
Edges With Duplicates : 796
Total Edges : 6429
Number of Edge Types : 3
Tweet : 311
Mentions : 5987
Replies to : 131
Self-Loops : 311
Reciprocated Vertex Pair Ratio : 0.00775473399458972
Reciprocated Edge Ratio : 0.0153901216893343
Connected Components : 325
Single-Vertex Connected Components : 144
Maximum Vertices in a Connected Component : 4143
Maximum Edges in a Connected Component : 4486
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 2.935364
Graph Density : 0.000190677794042186
Modularity : 0.581062
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[44] https://www.bitchmedia.org/article/bitch-interview/monifa-bandele-serena-williams-maternal-mortality
[21] https://broadly.vice.com/en_us/article/evy49j/black-women-maternal-mortality-racism-health-care-bias-laws?utm_campaign=sharebutton
[16] https://theglowup.theroot.com/everyone-knows-that-there-s-a-maternal-mortality-crisis-1834105825
[12] https://www.nytimes.com/2018/04/11/magazine/black-mothers-babies-death-maternal-mortality.html
[10] https://www.usatoday.com/story/life/allthemoms/2019/04/15/the-resident-fox-reveals-racial-bias-maternal-mortality-charles-kira-johnson-judge-hatchett/3466718002/
[5] https://www.essence.com/feature/black-maternal-mortality/
[5] https://theglowup.theroot.com/everyone-knows-that-there-s-a-maternal-mortality-crisis-1834105825?utm_medium=sharefromsite&utm_source=theglowup_twitter&utm_campaign=sharebar
[5] https://www.childtrends.org/racism-sexism-against-black-women-may-contribute-high-rates-black-infant-mortality
[4] https://timesofindia.indiatimes.com/city/nagpur/obstetric-hdus-can-bring-down-maternal-mortality/articleshow/68928324.cms
[4] https://www.vanguardngr.com/2019/04/hacey-access-bank-others-offer-solutions-to-nigerias-high-maternal-mortality/

Top URLs in Tweet in G1:
[1] https://www.bitchmedia.org/article/bitch-interview/monifa-bandele-serena-williams-maternal-mortality

Top URLs in Tweet in G2:
[23] https://www.bitchmedia.org/article/bitch-interview/monifa-bandele-serena-williams-maternal-mortality
[7] https://theglowup.theroot.com/everyone-knows-that-there-s-a-maternal-mortality-crisis-1834105825
[5] https://www.usatoday.com/story/life/allthemoms/2019/04/15/the-resident-fox-reveals-racial-bias-maternal-mortality-charles-kira-johnson-judge-hatchett/3466718002/
[4] https://www.reportnaija.ng/2019/04/19/hacey-access-bank-others-offer-solutions-to-nigerias-high-maternal-mortality/
[4] https://theglowup.theroot.com/everyone-knows-that-there-s-a-maternal-mortality-crisis-1834105825?utm_medium=sharefromsite&utm_source=theglowup_twitter&utm_campaign=sharebar
[4] https://timesofindia.indiatimes.com/city/nagpur/obstetric-hdus-can-bring-down-maternal-mortality/articleshow/68928324.cms
[3] https://www.nytimes.com/2018/04/11/magazine/black-mothers-babies-death-maternal-mortality.html
[2] https://in.pairsonnalites.org/2019/04/a-commitment-to-end-maternal-mortality.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.vanguardngr.com/2019/04/easter-church-opens-hospital-offers-free-services-to-tackle-maternal-mortality-in-niger-delta/
[2] https://www.vanguardngr.com/2019/04/hacey-access-bank-others-offer-solutions-to-nigerias-high-maternal-mortality/

Top URLs in Tweet in G3:
[1] https://reproaction.org/campaign/maternal-and-infant-mortality-campaign/
[1] https://theglowup.theroot.com/everyone-knows-that-there-s-a-maternal-mortality-crisis-1834105825
[1] https://theglowup.theroot.com/everyone-knows-that-there-s-a-maternal-mortality-crisis-1834105825?utm_medium=sharefromsite&utm_source=theroot_copy&utm_campaign=top
[1] https://www.today.com/health/black-maternal-health-week-meet-women-who-are-working-improve-t148078
[1] https://docs.google.com/forms/d/e/1FAIpQLSc5Zo4hGyE_ecRgkMpsj4jCtBIgQdBnhrYKWJ8tyy2x9rty1g/viewform

Top URLs in Tweet in G4:
[1] https://www.npr.org/2017/05/12/528098789/u-s-has-the-worst-rate-of-maternal-deaths-in-the-developed-world
[1] https://broadly.vice.com/en_us/article/59xxkd/nigeria-hospital-detention-folake-oduyoye
[1] https://forms.gle/5kwSreyeA1Bps8zZ8

Top URLs in Tweet in G5:
[1] https://www.cdc.gov/reproductivehealth/maternalinfanthealth/pregnancy-relatedmortality.htm
[1] https://www.colorlines.com/articles/taja-lindley-turns-her-artistic-eye-black-maternal-mortality
[1] https://twitter.com/ResidentFOX/status/1116755357672468480
[1] https://www.instagram.com/p/Bv4BW_5hm0z/?utm_source=ig_twitter_share&igshid=dwtztm3rtz8e
[1] https://www.romper.com/p/the-resident-showed-maternal-mortality-stats-for-black-women-in-one-heartbreaking-but-moving-episode-17041165
[1] https://twitter.com/DrLeanaWen/status/1116704371071442944
[1] http://www.femestella.com/the-resident-review-kira-johnson-maternal-mortality-2/

Top URLs in Tweet in G6:
[1] https://www.scientificamerican.com/article/to-prevent-women-from-dying-in-childbirth-first-stop-blaming-them/

Top URLs in Tweet in G7:
[1] https://www.reuters.com/article/us-el-salvador-suicide-teens/rape-abortion-ban-drives-pregnant-teens-to-suicide-in-el-salvador-idUSKCN0IW1YI20141112
[1] https://www.vox.com/policy-and-politics/2019/4/11/18304825/abortion-texas-tony-tinderholt-death-penalty-bill
[1] https://www.washingtonpost.com/news/morning-mix/wp/2018/04/11/texas-maternal-mortality-rate-was-unbelievably-high-now-we-know-why/?noredirect=on&utm_term=.bba65c3ffa99

Top URLs in Tweet in G8:
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4905145/
[1] https://obgyn.onlinelibrary.wiley.com/doi/pdf/10.1111/jog.13184
[1] https://www.usatoday.com/series/deadlydeliveries/
[1] https://www.nytimes.com/2018/04/11/magazine/black-mothers-babies-death-maternal-mortality.html
[1] https://www.propublica.org/article/nothing-protects-black-women-from-dying-in-pregnancy-and-childbirth
[1] https://www.npr.org/sections/codeswitch/2018/01/14/577664626/making-the-case-that-discrimination-is-bad-for-your-health

Top URLs in Tweet in G9:
[2] https://www.essence.com/news/politics/op-ed-texas-should-lead-the-way-with-better-health-care-for-mothers-and-women-of-color/
[1] https://twitter.com/DowneyForVA/status/1118344375833120768

Top URLs in Tweet in G10:
[6] https://theglowup.theroot.com/everyone-knows-that-there-s-a-maternal-mortality-crisis-1834105825
[2] https://www.today.com/video/-this-is-not-a-new-crisis-how-jennie-joseph-is-working-to-change-maternal-mortality-rates-1488326723774
[1] https://theglowup.theroot.com/everyone-knows-that-there-s-a-maternal-mortality-crisis-1834105825?utm_medium=socialflow&utm_source=theroot_twitter
[1] https://www.colorlines.com/articles/taja-lindley-turns-her-artistic-eye-black-maternal-mortality
[1] https://www.today.com/health/black-maternal-health-week-meet-women-who-are-working-improve-t148078
[1] https://www.essence.com/feature/black-maternal-mortality/
[1] https://twitter.com/alidreith/status/1118145336755851264

Top Domains
Top Domains in Tweet in Entire Graph:
[46] bitchmedia.org
[38] twitter.com
[26] theroot.com
[23] vice.com
[14] vanguardngr.com
[13] nytimes.com
[12] usatoday.com
[8] essence.com
[8] facebook.com
[6] nonprofitquarterly.org

Top Domains in Tweet in G1:
[1] bitchmedia.org

Top Domains in Tweet in G2:
[24] bitchmedia.org
[14] twitter.com
[13] theroot.com
[7] vanguardngr.com
[5] usatoday.com
[5] facebook.com
[4] com.ng
[4] feedburner.com
[4] reportnaija.ng
[4] dlvr.it

Top Domains in Tweet in G3:
[2] theroot.com
[1] reproaction.org
[1] today.com
[1] google.com

Top Domains in Tweet in G4:
[1] npr.org
[1] vice.com
[1] forms.gle

Top Domains in Tweet in G5:
[2] twitter.com
[1] cdc.gov
[1] colorlines.com
[1] instagram.com
[1] romper.com
[1] femestella.com

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

Top Domains in Tweet in G7:
[1] reuters.com
[1] vox.com
[1] washingtonpost.com

Top Domains in Tweet in G8:
[1] nih.gov
[1] wiley.com
[1] usatoday.com
[1] nytimes.com
[1] propublica.org
[1] npr.org

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

Top Domains in Tweet in G10:
[7] theroot.com
[3] today.com
[1] colorlines.com
[1] essence.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[87] blackmaternalhealthweek
[43] theresident
[38] israel
[30] blackmaternalhealth
[25] maternalmortality
[23] bmhw19
[19] comparison
[19] usa
[19] europe
[19] germany



Top Hashtags in Tweet in G2:
[6] theresident
[4] maternal
[3] infant
[2] bmhw19
[2] medicaid
[2] womenshealth
[2] blackmamasmatter
[2] women
[2] pregnancy
[2] birth

Top Hashtags in Tweet in G3:
[1] blackmamasmatter
[1] aca
[1] womandoctor
[1] bellehwomandoctor
[1] womantalk

Top Hashtags in Tweet in G4:
[5] sb24
[2] rfw2019
[2] sb464

Top Hashtags in Tweet in G5:
[34] theresident
[2] bmhw19
[2] blackmaternalhealthweek
[2] 4kira4moms
[1] heartbroken
[1] missingrosa
[1] mothersshouldcomehome

Top Hashtags in Tweet in G6:
[1] blackmaternalhealthweek
[1] publichealth
[1] badasswomen

Top Hashtags in Tweet in G9:
[1] beto2020

Top Hashtags in Tweet in G10:
[19] blackmaternalhealthweek
[7] blackmamasmatter
[5] bmhw19
[3] bmhw
[2] moleg
[1] trustblackwomen

Top Words
Top Words in Tweet in Entire Graph:
[895] Words in Sentiment List#1: Positive
[5027] Words in Sentiment List#2: Negative
[19] Words in Sentiment List#3: Angry/Violent
[110504] Non-categorized Words
[116426] Total Words
[3866] s
[3593] pregnancy
[3581] high
[3522] c
[3521] during

Top Words in Tweet in G1:
[3486] beyoncé
[3486] high
[3486] blood
[3486] pressure
[3486] toxemia
[3486] preeclampsia
[3486] during
[3486] pregnancy
[3486] twins
[3486] emergency

Top Words in Tweet in G2:
[130] mortality
[129] maternal
[41] black
[32] women
[29] s
[23] rate
[19] rates
[19] high
[18] world
[16] infant

Top Words in Tweet in G3:
[118] women
[117] black
[113] sistersong_woc
[105] outraged
[105] dying
[105] disproportionately
[105] preventable
[105] childbirth
[105] related
[105] causes

Top Words in Tweet in G4:
[111] maternal
[111] mortality
[108] abortion
[106] reprorights
[104] rates
[101] year
[100] 28
[100] state
[100] legislatures
[100] proposed

Top Words in Tweet in G5:
[80] maternal
[74] mortality
[52] residentfox
[45] episode
[42] s
[41] kira
[34] #theresident
[33] crisis
[30] black
[26] thank

Top Words in Tweet in G6:
[173] maternal
[97] mortality
[83] s
[76] 1987
[76] doubled
[76] u
[76] now
[76] approximately
[76] 800
[76] deaths

Top Words in Tweet in G7:
[32] maternal
[31] mortality
[20] rate
[16] icecreamkohn2
[14] antonella_612
[13] abortion
[9] paperfoxx
[9] sweatandsawdus1
[8] maccabeus24
[8] kieranpegler

Top Words in Tweet in G8:
[17] mortality
[16] maternal
[10] women
[10] u
[9] rates
[9] s
[9] health
[8] boxmenot
[8] chrisjohnsonmd
[8] mileystan3

Top Words in Tweet in G9:
[47] maternal
[47] mortality
[35] beto
[24] op
[24] ed
[19] wow
[19] didn
[19] t
[19] know
[19] written

Top Words in Tweet in G10:
[38] black
[33] maternal
[27] women
[27] mortality
[24] s
[19] #blackmaternalhealthweek
[14] theroot
[11] crisis
[11] growwhatweknow
[11] health

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3514] emergency,c
[3506] during,pregnancy
[3503] beyoncé,high
[3503] high,blood
[3503] blood,pressure
[3503] pressure,toxemia
[3503] toxemia,preeclampsia
[3503] preeclampsia,during
[3503] pregnancy,twins
[3503] twins,emergency

Top Word Pairs in Tweet in G1:
[3486] beyoncé,high
[3486] high,blood
[3486] blood,pressure
[3486] pressure,toxemia
[3486] toxemia,preeclampsia
[3486] preeclampsia,during
[3486] during,pregnancy
[3486] pregnancy,twins
[3486] twins,emergency
[3486] emergency,c

Top Word Pairs in Tweet in G2:
[104] maternal,mortality
[16] mortality,rates
[16] black,women
[12] mortality,rate
[12] developed,world
[12] highest,maternal
[12] church,opens
[12] tackle,maternal
[12] mortality,niger
[12] niger,delta

Top Word Pairs in Tweet in G3:
[106] black,women
[105] outraged,black
[105] women,dying
[105] dying,disproportionately
[105] disproportionately,preventable
[105] preventable,childbirth
[105] childbirth,related
[105] related,causes
[104] sistersong_woc,outraged
[104] causes,mistre

Top Word Pairs in Tweet in G4:
[111] maternal,mortality
[103] mortality,rates
[100] 28,state
[100] state,legislatures
[100] legislatures,proposed
[100] proposed,abortion
[100] abortion,bans
[100] bans,year
[100] year,many
[100] many,tout

Top Word Pairs in Tweet in G5:
[74] maternal,mortality
[33] mortality,crisis
[23] residentfox,maternal
[23] whoa,huge
[23] huge,thank
[23] thank,everybody
[23] everybody,incredibly
[23] incredibly,generous
[23] generous,thoughtful
[23] thoughtful,messages

Top Word Pairs in Tweet in G6:
[90] maternal,mortality
[76] 1987,maternal
[76] mortality,doubled
[76] doubled,u
[76] u,s
[76] s,now
[76] now,approximately
[76] approximately,800
[76] 800,maternal
[76] maternal,deaths

Top Word Pairs in Tweet in G7:
[30] maternal,mortality
[20] mortality,rate
[8] sweatandsawdus1,antonella_612
[6] dojodesabi,paperfoxx
[6] paperfoxx,maccabeus24
[6] maccabeus24,icecreamkohn2
[6] icecreamkohn2,kieranpegler
[6] kieranpegler,sweatandsawdus1
[6] abbylcannon,dtomatx
[6] dtomatx,antonella_612

Top Word Pairs in Tweet in G8:
[9] maternal,mortality
[9] u,s
[8] mmelgar09,catarinascats1
[8] catarinascats1,monstercoyliar
[8] monstercoyliar,mahealthforkids
[8] emmagpaley,tiochango_
[8] tiochango_,alc_anthro
[8] alc_anthro,joshua1_5
[8] joshua1_5,thereal_truther
[8] thereal_truther,stopvaxxedlies

Top Word Pairs in Tweet in G9:
[47] maternal,mortality
[24] op,ed
[19] wow,didn
[19] didn,t
[19] t,know
[19] know,beto
[19] beto,written
[19] written,op
[19] ed,addressing
[19] addressing,maternal

Top Word Pairs in Tweet in G10:
[26] black,women
[26] maternal,mortality
[10] s,time
[9] missouri,10
[9] 10,worst
[9] worst,states
[9] states,maternal
[9] mortality,statistics
[9] statistics,black
[9] women,even

Top Replied-To
Top Replied-To in Entire Graph:
@abbylcannon
@baconmd2
@dojodesabi
@boxmenot
@babyname_maven
@residentfox
@mollybrown28
@wtg4gateau
@govabbott
@ramsubramania10

Top Replied-To in G3:
@imleavinonajet
@sistersong_woc

Top Replied-To in G4:
@mollybrown28
@madsnowpeeps
@carolenovielli
@larighttolife

Top Replied-To in G5:
@residentfox
@ibjiyongi
@marchofdimes

Top Replied-To in G7:
@abbylcannon
@dojodesabi
@agent_scruples
@maccabeus24
@howloften
@katehanson
@trae172001
@albany__rose
@mcnicollb
@thomas_young77

Top Replied-To in G8:
@baconmd2
@boxmenot
@babyname_maven
@apollontweets
@itsmepanda1
@hankoflemongrab

Top Replied-To in G9:
@lynnv378
@t_fisherking
@marcushjohnson
@iliocherokeelil

Top Replied-To in G10:
@sarahunsicker
@deblavender
@koenig4mo

Top Mentioned
Top Mentioned in Entire Graph:
@freeblackgirl
@sistersong_woc
@reprorights
@kellymotadelmd
@residentfox
@macmmeproject
@ppact
@sterling_bankng
@themanishdayal
@downeyforva

Top Mentioned in G1:
@freeblackgirl

Top Mentioned in G2:
@pairsonnalitesa
@pairsonnalitese

Top Mentioned in G3:
@sistersong_woc
@drfatuforna
@jenniejoseph
@freeblackgirl
@reproaction
@reprorights
@representpledge

Top Mentioned in G4:
@reprorights
@pan_demigoddess
@prochoiceca
@carolenovielli
@robbontaca
@mollybrown28

Top Mentioned in G5:
@residentfox
@themanishdayal
@4kira4moms
@africamiranda
@kamalbolden
@marchofdimes
@vinessaantoine
@ibjiyongi
@esmemazzeo
@cdcgov

Top Mentioned in G6:
@kellymotadelmd
@ailahoss
@bu_law
@mhartman94
@i
@brittsutton8
@iuhealthlaw
@freeblackgirl
@profmohapatra

Top Mentioned in G7:
@icecreamkohn2
@antonella_612
@paperfoxx
@sweatandsawdus1
@kieranpegler
@maccabeus24
@dtomatx
@again_jenn
@kayfellowz
@dojodesabi

Top Mentioned in G8:
@chrisjohnsonmd
@mileystan3
@mmelgar09
@catarinascats1
@monstercoyliar
@mahealthforkids
@emmagpaley
@tiochango_
@alc_anthro
@joshua1_5

Top Mentioned in G9:
@downeyforva
@thebetoplace
@wmyoungdems
@momsforbeto
@betoorourke
@t_fisherking
@chucktodd
@asianamproject
@leahmcelrath
@lynnv378

Top Mentioned in G10:
@theroot
@growwhatweknow
@blkmamasmatter
@echoingida
@deblavender
@sarahunsicker
@rbraceysherman
@edawesgay
@colorlines
@tajalindley

Top Tweeters
Top Tweeters in Entire Graph:
@pairsonnalites
@pairsonnalitesu
@pairsonnalitesa
@gidi_traffic
@pairsonnalitese
@willseattle
@itswanda
@kaijuking23
@kerirn
@sheiladecker19

Top Tweeters in G1:
@mjfinesselover
@gigawattconduit
@lslay19
@jindu_afiana
@iamkisha_
@realdawnsummers
@jesusisblack_
@the_monalicia
@iamchelsey_
@arrogantdemon

Top Tweeters in G2:
@pairsonnalites
@pairsonnalitesu
@pairsonnalitesa
@pairsonnalitese
@nigeriadaiily
@newsafricanow
@nnnnews247
@afropagesen
@stockgurudotcom
@oduduwatimes

Top Tweeters in G3:
@the3jsmom
@kmontenegro
@wavetossed
@janniaragon
@kdc
@marciabarnes13
@lizwill99
@oldcrownest
@peconiclady
@antseattle

Top Tweeters in G4:
@freeandclear1
@kristafrances
@letat_lechat
@christineiam
@leoluminary
@lolgop
@evcoc54
@deathtocrazy
@linda_lindylou
@bigforkgirl

Top Tweeters in G5:
@imanitheog
@marleyakatroy
@ibjiyongi
@mh1248
@yoursmilezayn
@xobritishbeauty
@trishjtrishj
@biancaajbpll
@beingbri_xo
@bowcamlizer

Top Tweeters in G6:
@clarperonhighst
@susanmcp1
@weavinghouse
@dlrohlms
@queenmab87
@mswz
@j_rykhus
@jumlo
@leobeletsky
@choo_ek

Top Tweeters in G7:
@vickie627
@ajenable
@i_womb
@malo_j
@kieranpegler
@heather4amazon
@heidim_67
@rcasonr
@anderseigen
@rethinkorange

Top Tweeters in G8:
@veritasever
@itsmepanda1
@henjam48
@beckyjohnson222
@doritmi
@elle_franks
@iceman_ex
@kidoctr
@emmagpaley
@monstercoyliar

Top Tweeters in G9:
@leahmcelrath
@t_fisherking
@frakermonica
@marcushjohnson
@iliocherokeelil
@brendajurgens3
@sleepbetween
@carmelbaptiste
@acdmls
@lynnv378

Top Tweeters in G10:
@lbridges1212
@todayshow
@theroot
@silirecio
@rbraceysherman
@colorlines
@dmtjoshi
@cathysherwin
@es03784893
@chitaskforce


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