maternal mortality, Twitter, 7/15/2019 6:31:25 PM, 203193


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maternal mortality_2019-07-15_09-46-19.xlsx
maternal mortality_2019-07-15_09-46-19.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 15, 2019
Short Description:
maternal mortality via NodeXL http://bit.ly/2NTZyFD
@kamalaharris
@jennyhaines8
@heatherpeagler
@manavsubodh
@betoorourke
@pattyarquette
@unfpaasia
@aclu
@rvawonk
@ewarren

Top hashtags:
#medicareforall
#essencefest
#douglassplan
#maternal
#worldpopulationday
#icpd25

Description:
Description
The graph represents a network of 5,538 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, 15 July 2019 at 16:48 UTC.

The requested start date was Sunday, 14 July 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, 8-hour, 58-minute period from Saturday, 06 July 2019 at 14:26 UTC to Saturday, 13 July 2019 at 23:24 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 : 5538
Unique Edges : 6407
Edges With Duplicates : 1121
Total Edges : 7528
Number of Edge Types : 3
Mentions : 6623
Replies to : 440
Tweet : 465
Self-Loops : 465
Reciprocated Vertex Pair Ratio : 0.0158579130986362
Reciprocated Edge Ratio : 0.0312207305650952
Connected Components : 509
Single-Vertex Connected Components : 186
Maximum Vertices in a Connected Component : 3108
Maximum Edges in a Connected Component : 4771
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 7.959365
Graph Density : 0.000208910110799322
Modularity : 0.81813
NodeXL Version : 1.0.1.415

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] https://www.usnews.com/news/health-news/articles/2019-06-19/whats-being-done-to-fight-maternal-mortality-in-america?fbclid=IwAR1YPd4EqfZARUTlnKAdLxRb32-25IYI4Ix5YUJzCVo7wtHnRbnr6DIJfY8
[17] https://www.inquirer.com/health/maternal-mortality-childbirth-preeclampsia-hellp-20190707.html
[16] https://psychcentral.com/news/2019/06/13/study-suicide-overdose-among-leading-causes-of-maternal-mortality/147764.html
[14] https://www.inquirer.com/health/maternal-mortality-childbirth-preeclampsia-hellp-20190707.html?fbclid=IwAR2uDhP8qT6fZkex58MoeTp2qFq1aMKOkn0PqyQ1wISVo_6Z1UTOCpvKs4M&__vfz=medium%3Dsharebar
[12] https://punchng.com/world-population-day-nigeria-still-battles-high-maternal-mortality-rate-npc/
[11] http://www.ihi.org/communities/blogs/maternal-mortality-isnt-getting-the-attention-it-deserves
[8] https://cvent.me/rw41A
[8] https://www.inquirer.com/health/hahnemann-closure-maternity-labor-delivery-maternal-mortality-20190709.html
[7] https://hbr.org/2019/06/the-rising-u-s-maternal-mortality-rate-demands-action-from-employers
[7] https://www.inquirer.com/health/hahnemann-closure-maternity-labor-delivery-maternal-mortality-20190709.html?cid=Philly.com+Twitter&utm_campaign=Philly.com+Twitter+Account&utm_medium=social&utm_source=t.co

Top URLs in Tweet in G1:
[1] https://twitter.com/bashirahmaad/status/1148668163544027139

Top URLs in Tweet in G2:
[1] https://twitter.com/supermajority/status/1149716297699213312
[1] https://www.booker.senate.gov/?p=press_release&id=854
[1] https://www.washingtonpost.com/news/morning-mix/wp/2018/04/11/texas-maternal-mortality-rate-was-unbelievably-high-now-we-know-why/?utm_term=.779038c8aab0
[1] https://www.nytimes.com/2019/05/07/health/pregnancy-deaths-.html
[1] http://www.pphproject.org/maternal-morbidity-mortality.asp
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1595019/
[1] https://www.npr.org/2018/07/29/632702896/to-keep-women-from-dying-in-childbirth-look-to-california
[1] https://www.theguardian.com/world/2018/jun/26/black-maternal-mortality-babies-san-francisco-crisis

Top URLs in Tweet in G3:
[1] https://twitter.com/aetiology/status/1149345219478900736

Top URLs in Tweet in G4:
[1] https://twitter.com/RVAwonk/status/818117209792909313
[1] https://twitter.com/noclador/status/1147501295911104512

Top URLs in Tweet in G5:
[3] https://www.newsecuritybeat.org/2019/05/report-steps-preventable-maternal-mortality/
[2] https://twitter.com/EVA_Nigeria/status/1148926901643370496
[2] https://www.unfpa.org/news/graduate-47-new-midwife-triumphs-over-lifes-trials
[2] https://www.obhg.com/media-center/post/infographic-maternal-mortality-in-the-u.s?fbclid=IwAR13bGz93lMiLONsJc27IGB5FU0CqsrS_3phVof5s2FpuK2Ho7OxaS3Jdcw
[2] https://www.wilsoncenter.org/publication/six-steps-towards-ending-preventable-maternal-mortality
[1] http://www.bbc.com/future/story/20190612-caesarean-sections-in-africa-stigma-and-maternal-mortality
[1] https://cambodia.unfpa.org/en/news/reproductive-rights-gender-equality-essential-sdgs-says-un-population-fund-government
[1] https://www.medrxiv.org/content/10.1101/19000570v1
[1] https://docs.google.com/forms/d/e/1FAIpQLSef7cx9n7RMkfIeVPvtXo0JM-xcnjj7aopOWmDu1-a8FBKgbg/viewform
[1] https://www.openaccessgovernment.org/crisis-of-maternal-mortality/67696/?platform=hootsuite

Top URLs in Tweet in G6:
[1] https://peteforamerica.com/Douglass-Plan
[1] https://www.vox.com/policy-and-politics/2019/7/11/20690710/pete-buttigieg-douglass-plan-systemic-racism-black-voters?utm_campaign=vox&utm_content=chorus&utm_medium=social&utm_source=twitter
[1] https://higherlogicdownload.s3.amazonaws.com/AANNET/c8a8da9e-918c-4dae-b0c6-6d630c46007f/UploadedImages/Academy_Press_Release_July_11_Supports_Congressional_Efforts_to_Address_Maternal_Mortality.pdf

Top URLs in Tweet in G7:
[5] https://www.inquirer.com/health/maternal-mortality-childbirth-preeclampsia-hellp-20190707.html
[4] https://www.usnews.com/news/health-news/articles/2019-06-19/whats-being-done-to-fight-maternal-mortality-in-america?src=usn_tw
[3] https://hbr.org/2019/06/the-rising-u-s-maternal-mortality-rate-demands-action-from-employers
[3] https://improvingbirth.org/2019/07/finding-balance-in-the-maternal-mortality-discussion/
[2] https://www.centralmaine.com/2019/07/06/sen-collins-joins-push-to-address-maternal-infant-mortality/
[2] https://bangordailynews.com/2019/07/06/politics/susan-collins-joins-push-to-address-maternal-and-infant-mortality/
[2] https://www.inquirer.com/news/maternal-mortality-childbirth-preeclampsia-hellp-risk-factors-20190707.html
[2] https://twitter.com/KamalaHarris/status/1147970795093803010
[2] https://theeagleonline.com.ng/world-population-day-nigerias-maternal-mortality-drops-drastically-npopc-chairman/
[2] https://twitter.com/BashirAhmaad/status/1148668163544027139

Top URLs in Tweet in G8:
[1] https://www.aclu.org/blog/reproductive-freedom/abortion/arkansas-politicians-continue-push-abortion-out-reach-so-we-sued
[1] https://www.politico.com/magazine/story/2019/03/20/overturning-roe-v-wade-abortion-rights-225820
[1] https://www.acog.org/About-ACOG/ACOG-Departments/Government-Relations-and-Outreach/Federal-Legislative-Activities/Maternal-Mortality?IsMobileSet=false
[1] https://www.aafp.org/news/blogs/freshperspectives/entry/20190703fp-hcspendingup.html?cmpid=3a1a5a0e-8828-4043-9b32-f1a57be37d99&utm_campaign=aafpnews&utm_mission=ot&utm_div=com&utm_prod=news&utm_soc=twitter

Top URLs in Tweet in G9:
[2] https://www.npr.org/2017/05/12/528098789/u-s-has-the-worst-rate-of-maternal-deaths-in-the-developed-world
[1] https://www.health.harvard.edu/blog/a-soaring-maternal-mortality-rate-what-does-it-mean-for-you-2018101614914
[1] https://acog.org/About-ACOG/ACOG-Departments/Government-Relations-and-Outreach/Federal-Legislative-Activities/Maternal-Mortality?IsMobileSet=false
[1] https://reproductiverights.org/press-room/un-human-rights-committee-asserts-access-abortion-and-prevention-maternal-mortality-are
[1] https://www.romper.com/p/maternal-mortality-stats-in-1970-versus-today-show-deaths-have-been-steadily-rising-8212202
[1] https://www.vox.com/science-and-health/2017/6/29/15830970/women-health-care-maternal-mortality-rate
[1] https://www.ncbi.nlm.nih.gov/m/pubmed/22270271/
[1] http://www.thejournal.ie/maternal-deaths-mortality-rate-ireland-pro-life-campaign-statistics-2921139-Aug2016/?amp=1
[1] https://www.marchofdimes.org/complications/pregnancy-related-death-maternal-death-and-maternal-mortality.aspx

Top URLs in Tweet in G10:
[1] https://www.gofundme.com/f/help-june-train-as-a-birth-and-postpartum-doula&rcid=r01-156269930531-90d793005e9e4e23&pc=ot_co_campmgmt_w
[1] https://twitter.com/magi_jay/status/1149747392905764874

Top Domains
Top Domains in Tweet in Entire Graph:
[88] twitter.com
[61] inquirer.com
[36] usnews.com
[16] psychcentral.com
[14] ihi.org
[13] hbr.org
[12] punchng.com
[11] co.zw
[9] npr.org
[9] nytimes.com

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[1] twitter.com
[1] senate.gov
[1] washingtonpost.com
[1] nytimes.com
[1] pphproject.org
[1] nih.gov
[1] npr.org
[1] theguardian.com

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

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

Top Domains in Tweet in G5:
[4] twitter.com
[4] newsecuritybeat.org
[3] unfpa.org
[2] obhg.com
[2] wilsoncenter.org
[1] bbc.com
[1] medrxiv.org
[1] google.com
[1] openaccessgovernment.org
[1] wortfm.org

Top Domains in Tweet in G6:
[1] peteforamerica.com
[1] vox.com
[1] amazonaws.com

Top Domains in Tweet in G7:
[25] twitter.com
[10] inquirer.com
[8] usnews.com
[6] com.ng
[6] hbr.org
[4] bangordailynews.com
[4] nytimes.com
[4] portlandtalks.com
[4] dlvr.it
[4] opennewswindow.com

Top Domains in Tweet in G8:
[1] aclu.org
[1] politico.com
[1] acog.org
[1] aafp.org

Top Domains in Tweet in G9:
[2] npr.org
[1] harvard.edu
[1] acog.org
[1] reproductiverights.org
[1] romper.com
[1] vox.com
[1] nih.gov
[1] thejournal.ie
[1] marchofdimes.org

Top Domains in Tweet in G10:
[1] gofundme.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[569] medicareforall
[103] essencefest
[50] douglassplan
[35] maternal
[28] worldpopulationday
[24] icpd25
[24] nigeria
[19] postnatalcare
[19] maternalhealth
[19] worldpopulationday2019



Top Hashtags in Tweet in G2:
[540] medicareforall
[2] essencefest

Top Hashtags in Tweet in G3:
[4] medicareforall
[1] workersforum
[1] beto2020
[1] betoforamerica

Top Hashtags in Tweet in G4:
[3] medicareforall

Top Hashtags in Tweet in G5:
[16] niger
[11] healthmeetstechng
[11] icpd25
[10] givingbirthinnigeria
[10] nepal
[8] icpd
[7] bhcpf
[7] cambodia
[7] srhr
[7] worldpopulationday

Top Hashtags in Tweet in G6:
[101] essencefest
[50] douglassplan
[1] peteforamerica
[1] medicareforall
[1] blackmaternalmortality
[1] doulas
[1] healthcareisahumanright

Top Hashtags in Tweet in G7:
[6] maternal
[3] mortality
[3] maternalhealth
[2] vaccines
[2] beto2020
[2] nigeria
[2] news
[2] mothers
[2] vaccine
[2] srhr

Top Hashtags in Tweet in G8:
[8] medicareforall
[1] primarycare

Top Words
Top Words in Tweet in Entire Graph:
[3582] Words in Sentiment List#1: Positive
[4946] Words in Sentiment List#2: Negative
[29] Words in Sentiment List#3: Angry/Violent
[113715] Non-categorized Words
[122243] Total Words
[3999] maternal
[3648] mortality
[1311] women
[1304] twitter
[1300] arewa

Top Words in Tweet in G1:
[1294] arewa
[1294] twitter
[1294] win
[655] maternal
[653] mortality
[650] education
[648] poverty
[647] anything
[647] almajiranci
[647] infant

Top Words in Tweet in G2:
[1083] pass
[577] maternal
[577] mortality
[563] kamalaharris
[547] bill
[544] health
[543] right
[543] policy
[541] wrong
[541] public

Top Words in Tweet in G3:
[613] women
[422] maternal
[422] mortality
[408] betoorourke
[406] crisis
[402] deadly
[402] color
[401] country
[401] universal
[397] 3x

Top Words in Tweet in G4:
[217] maternal
[215] health
[213] higher
[212] rvawonk
[212] read
[212] thread
[212] remember
[212] vastly
[212] care
[212] costs

Top Words in Tweet in G5:
[151] maternal
[120] mortality
[57] women
[55] health
[46] unfpa
[36] nigeria
[31] reducing
[29] atayeshe
[29] child
[28] take

Top Words in Tweet in G6:
[163] s
[107] maternal
[107] mortality
[102] petebuttigieg
[101] speaking
[101] packed
[101] room
[101] #essencefest
[101] generational
[101] theft

Top Words in Tweet in G7:
[183] maternal
[170] mortality
[45] infant
[39] rate
[36] s
[36] women
[34] health
[30] rates
[29] black
[28] world

Top Words in Tweet in G8:
[199] maternal
[197] mortality
[183] country
[181] highest
[180] rate
[180] arkansas
[179] aclu
[179] state
[179] third
[179] shameful

Top Words in Tweet in G9:
[35] maternal
[34] mortality
[24] heidim_67
[24] lisawinslow
[23] bynamerose
[23] danielmhenry
[23] mat0816
[22] jvaghyjones
[22] crislabossiere
[22] halders3

Top Words in Tweet in G10:
[155] black
[153] maternal
[151] mortality
[150] restless
[150] learning
[150] fatal
[150] deaths
[150] women
[149] juneericudorie
[4] moms

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3332] maternal,mortality
[1300] arewa,twitter
[1298] twitter,win
[744] infant,maternal
[652] education,infant
[650] poverty,education
[649] win,anything
[649] anything,arewa
[649] win,almajiranci
[649] almajiranci,poverty

Top Word Pairs in Tweet in G1:
[1294] arewa,twitter
[1294] twitter,win
[652] maternal,mortality
[647] win,anything
[647] anything,arewa
[647] win,almajiranci
[647] almajiranci,poverty
[647] poverty,education
[647] education,infant
[647] infant,maternal

Top Word Pairs in Tweet in G2:
[575] maternal,mortality
[544] mortality,bill
[542] pass,maternal
[541] right,wrong
[541] wrong,public
[541] public,health
[541] health,policy
[541] policy,pass
[540] pass,#medicareforall
[540] #medicareforall,pass

Top Word Pairs in Tweet in G3:
[422] maternal,mortality
[405] mortality,crisis
[402] deadly,women
[402] women,color
[401] crisis,country
[397] betoorourke,maternal
[397] country,3x
[397] 3x,deadly
[397] color,achieve
[397] achieve,universal

Top Word Pairs in Tweet in G4:
[212] read,thread
[212] thread,remember
[212] remember,vastly
[212] vastly,higher
[212] higher,health
[212] health,care
[212] care,costs
[212] costs,worst
[212] worst,maternal
[211] rvawonk,read

Top Word Pairs in Tweet in G5:
[100] maternal,mortality
[20] family,planning
[16] rich,exciting
[16] exciting,exchange
[16] exchange,between
[16] between,unfpa
[16] unfpa,executive
[16] executive,director
[16] director,atayeshe
[16] atayeshe,association

Top Word Pairs in Tweet in G6:
[104] maternal,mortality
[101] petebuttigieg,speaking
[101] speaking,packed
[101] packed,room
[101] room,#essencefest
[101] #essencefest,generational
[101] generational,theft
[101] theft,wealth
[101] wealth,maternal
[101] mortality,rates

Top Word Pairs in Tweet in G7:
[117] maternal,mortality
[32] mortality,rate
[30] infant,mortality
[29] maternal,infant
[21] mortality,rates
[13] push,address
[13] address,maternal
[12] collins,joins
[12] joins,push
[12] reduce,maternal

Top Word Pairs in Tweet in G8:
[195] maternal,mortality
[180] mortality,rate
[179] state,third
[179] third,highest
[179] highest,maternal
[179] rate,country
[179] country,shameful
[179] shameful,arkansas
[179] arkansas,politicians
[179] politicians,spending

Top Word Pairs in Tweet in G9:
[32] maternal,mortality
[22] leftistkuk,mat0816
[20] mat0816,tdorris
[19] buzzsaws1990,mommajacy
[17] mommajacy,stevieanntas
[17] stevieanntas,dienamiteredder
[15] halders3,buzzsaws1990
[14] dstluke,pro_life_ancap
[14] pro_life_ancap,dsipaint
[14] dsipaint,anderseigen

Top Word Pairs in Tweet in G10:
[151] maternal,mortality
[150] restless,learning
[150] learning,fatal
[150] fatal,maternal
[150] mortality,deaths
[150] deaths,black
[150] black,women
[149] juneericudorie,restless
[3] black,maternal
[2] black,moms

Top Replied-To
Top Replied-To in Entire Graph:
@robertfoster4ms
@perditiotrix
@repunderwood
@rachaelbl
@hanny_hawkins
@iriathzhul
@maestra_momma
@kamalaharris
@asteadwesley
@writerjonleaf

Top Replied-To in G1:
@nupenchi_

Top Replied-To in G2:
@kamalaharris
@ish_not
@nycsky37
@marycummins1
@garyhay63938572
@onedurrwoman
@melissa___stout
@1bigbeer
@kelclaine
@noodlezramon

Top Replied-To in G3:
@betoorourke
@gary_w_ellis
@shomaristone
@melmason
@natebfgump
@but3755

Top Replied-To in G5:
@nighealthwatch
@unfpa
@ibroola

Top Replied-To in G6:
@petebuttigieg

Top Replied-To in G8:
@mark_lynas
@aclu

Top Replied-To in G9:
@maestra_momma
@downeyangel
@ahordnes
@jvaghyjones
@panofseamen
@mercer_tamika
@czechneocon
@volumerose
@ennaelpb
@labreagal

Top Mentioned
Top Mentioned in Entire Graph:
@aushamaki
@kamalaharris
@betoorourke
@rvawonk
@melmason
@aclu
@juneericudorie
@petebuttigieg
@rodericka17
@abdiaddow1

Top Mentioned in G1:
@aushamaki
@theoblongata
@kdhssd
@drhadiza

Top Mentioned in G2:
@kamalaharris
@betoorourke
@emarvelous
@corybooker
@mo_malloyyy
@malex72480672
@finkelbuster
@ish_not
@nycsky37
@ejk1boxing

Top Mentioned in G3:
@betoorourke
@melmason
@kamalaharris
@capaction
@adriennelaw
@lexyja
@shomaristone

Top Mentioned in G4:
@rvawonk
@kamalaharris

Top Mentioned in G5:
@atayeshe
@nighealthwatch
@unfpa
@aminamahmad
@unfpanigeria
@enoheben_j
@epiafric
@eugene_kongnyuy
@unfpanepal
@babastundey

Top Mentioned in G6:
@petebuttigieg
@rodericka17
@voxdotcom
@davidslusky
@theatlantavoice
@kamalaharris

Top Mentioned in G7:
@obstetrics_bio
@heartlinehaiti
@goutbio
@m_abba_

Top Mentioned in G8:
@aclu
@kamalaharris
@rvawonk
@betoorourke
@_carja
@politicomag
@natashabhuyan

Top Mentioned in G9:
@lisawinslow
@bynamerose
@heidim_67
@danielmhenry
@mat0816
@crislabossiere
@halders3
@stevieanntas
@dienamiteredder
@leftistkuk

Top Mentioned in G10:
@juneericudorie
@newanimeavi
@ewarren

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@leratomannya
@lifetechnology1
@honeymoongondol
@manmet80
@talkintou
@inspiteoftrump
@paxnostrum
@fact
@lechatnoire4

Top Tweeters in G1:
@sensitivesam
@iam_tomilade
@amasonic
@marmyla
@eljefe__
@holawhunmee
@_abdul_malik
@leschique
@mad_beard
@aishayesufu

Top Tweeters in G2:
@netminnow
@rodeodance
@mtmarilyn2
@ant95four
@bad_woof
@msjbe20a
@reneevoicebrand
@armsivilli
@irhystay
@semanadrea

Top Tweeters in G3:
@lisakbromley
@houstonfan00
@raygibbs1
@textiff
@girlzinger
@hockeyfangirl12
@jayoung1892
@fran_neena20409
@bad_indian_girl
@almasol77139453

Top Tweeters in G4:
@kenkircher1
@mlczone
@shesfinetoo
@tckalways
@mamurphymaureen
@judithkto
@smc752
@to_suesmall
@liberalyogi
@frommsb

Top Tweeters in G5:
@ohiodongaldo
@korieunfpa
@onile050
@kasiitamark
@un
@nighealthwatch
@undp
@un_women
@olusegunmedupin
@ungeneva

Top Tweeters in G6:
@missb62
@yayayarndiva
@wise_diva
@algierslady
@learnteachwin
@ernieschell
@lucilleaustero2
@robgreeneii
@nikroybal
@brendagremli

Top Tweeters in G7:
@lifetechnology1
@263chat
@nnnnews247
@independentngr
@newtelegraphng
@shilohwalker
@deagleonline
@madisondotcom
@greeenorg
@oladotun1969

Top Tweeters in G8:
@talkintou
@inspiteoftrump
@lechatnoire4
@carolk47
@sweetangelface
@haldonahue
@flyhyland
@charlotteonder1
@vox_democracy
@soapdemon34

Top Tweeters in G9:
@momsthoughts
@carol38553
@i_womb
@msvanillarose
@lisawinslow
@southernrock3
@thevaluesvoter
@deirdriu
@kathykattenburg
@malo_j

Top Tweeters in G10:
@leratomannya
@flotuk
@ms_peaceweaver
@avocalistsrival
@hisfanatic
@shannonaber
@murjanian
@ragnell
@sunrainsunrain
@danii211