#malaria, Twitter, 5/25/2020 10:43:48 AM, 228226


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#malaria_2020-05-24_21-55-12.xlsx
#malaria_2020-05-24_21-55-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 25, 2020
Short Description:
#malaria via NodeXL https://bit.ly/3gmsFvp
@who
@globalfund
@elenagomezdiaz
@malariamustdie
@akazo
@realdonaldtrump
@trendsparasitol
@sciencemagazine
@microbioblog
@palonsomalaria

Top hashtags:
#malaria
#covid19
#hiv
#tb
#unitetofight
#coronavirus
#hydroxychloroquine

Description:
Description
The graph represents a network of 3,737 Twitter users whose tweets in the requested range contained "#malaria", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 25 May 2020 at 04:56 UTC.

The requested start date was Monday, 25 May 2020 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 8-day, 19-hour, 0-minute period from Friday, 15 May 2020 at 15:00 UTC to Sunday, 24 May 2020 at 10:00 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 : 3737
Unique Edges : 3060
Edges With Duplicates : 10064
Total Edges : 13124
Number of Edge Types : 5
Retweet : 3638
MentionsInRetweet : 6624
Tweet : 624
Mentions : 2056
Replies to : 182
Self-Loops : 712
Reciprocated Vertex Pair Ratio : 0.0284436493738819
Reciprocated Edge Ratio : 0.0553139676465472
Connected Components : 546
Single-Vertex Connected Components : 261
Maximum Vertices in a Connected Component : 2143
Maximum Edges in a Connected Component : 10617
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.518137
Graph Density : 0.000411777244626482
Modularity : 0.409857
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 3,737 Twitter users whose tweets in the requested range contained "#malaria", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 25 May 2020 at 04:56 UTC.

The requested start date was Monday, 25 May 2020 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 8-day, 19-hour, 0-minute period from Friday, 15 May 2020 at 15:00 UTC to Sunday, 24 May 2020 at 10:00 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #malaria
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[24] https://brightsblog.wordpress.com/2020/05/22/afrikanischen-medizinern-gelang-moglicher-durchbruch-gegen-malaria/
[22] https://twitter.com/sciencemagazine/status/1263922633516748800
[19] https://www.theglobeandmail.com/world/article-the-covid-19-pandemic-could-be-devastating-for-battles-against/
[19] https://www.dailymail.co.uk/news/article-8335027/What-know-hydroxychloroquine.html?ito=amp_twitter_share-top
[16] https://www.elespanol.com/reportajes/20200308/secreto-guardado-fernando-simon-hombre-espana-panicovirus/472953345_0.html
[15] https://science.sciencemag.org/content/368/6492/746
[10] https://allafrica.com/stories/202005210539.html
[10] https://trib.al/AfpBbIE
[9] http://www.ncbi.nlm.nih.gov/pubmed/25046315
[8] http://bohemia.cu/salud/2020/05/al-descubierto-danino-escondite-del-parasito-de-la-malaria-el-bazo/

Top URLs in Tweet in G1:
[4] https://twitter.com/theglobalfight/status/1263113900557504518
[3] https://blogs.biomedcentral.com/bugbitten/2020/05/15/a-promising-new-malaria-vaccine-candidate/
[3] https://www.jcflowersfoundation.org/news/this-disease-it-has-changed-everything-how-covid-19-has-impacted-community-health-workers-like-emmanuel-motoya
[3] https://bloomgist.com/2020/05/20/why-malaria-treatment-shouldnt-take-a-back-seat-to-covid-19/
[2] https://www.forbes.com/sites/madhukarpai/2020/05/11/aids-tb-and-malaria-set-to-get-deadlier-due-to-coronavirus/#1bfd1d8d2fc0
[2] https://allafrica.com/stories/202005130176.html
[2] https://science.sciencemag.org/content/368/6492/746
[2] https://www.sciencefocus.com/news/meet-the-microbe-that-is-making-mosquitoes-malaria-free/
[2] https://medicalxpress.com/news/2020-05-malaria-parasite-p-vivax-spleen.html
[2] https://www.theglobalfund.org/en/news/2020-05-15-global-fund-board-members-unite-to-fight/

Top URLs in Tweet in G2:
[4] https://europe.vaccineconferences.com
[2] https://www.iflscience.com/health-and-medicine/malaria-parasite-beats-to-the-rhythm-of-its-own-internal-clock-after-infecting-human-cells/
[2] http://www.jordanib.com/2020/05/coronavirus-im-confused-we-were-given.html
[2] https://aidsfreeafrica.org/
[2] https://malariaworld.us1.list-manage.com/subscribe?u=25699e7682e960f35a1871b0f&id=2812a6e754
[2] http://www.amazon.de/gp/product/B007KAUOO0?ie=UTF8&camp=3206&creative=21426&creativeASIN=B007KAUOO0&linkCode=shr&tag=1001reiseberausa&creativeASIN=B007KAUOO0
[2] https://blog.oncallinternational.com/malaria-a-travel-health-faq-with-on-calls-chief-medical-officer-dr-siegart/
[1] https://twitter.com/SaharaReporters/status/1261341253494431745
[1] https://twitter.com/realFFK/status/1261289436266074118
[1] https://www.sciencealert.com/a-microbe-that-naturally-occurs-in-mosquitoes-could-help-us-stop-malaria/amp

Top URLs in Tweet in G3:
[7] https://www.cell.com/trends/parasitology/current
[7] https://www.biorxiv.org/content/10.1101/2020.05.17.099630v1
[5] https://www.efe.com/efe/espana/efefuturo/el-parasito-de-la-malaria-se-esconde-en-bazo-y-causa-danos/50000905-4250683
[3] https://www.ncbi.nlm.nih.gov/pubmed/31138514?dopt=Abstract&utm_source=dlvr.it&utm_medium=twitter
[2] https://www.cell.com/reviews/collections/inflammation?dgcid=STMJ_1589392441_SISSUE&utm_campaign=Trends%20Portfolio&utm_content=129637826&utm_medium=social&utm_source=linkedin&hss_channel=lcp-38726
[2] https://twitter.com/CellPressNews/status/1263169056930246656
[2] https://billkerlab.org
[2] https://womeninmalaria.weebly.com
[2] https://www.ncbi.nlm.nih.gov/pubmed/31865650?dopt=Abstract&utm_source=dlvr.it&utm_medium=twitter
[2] https://www.ncbi.nlm.nih.gov/pubmed/30590576?dopt=Abstract&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G4:
[3] https://www.staradvertiser.com/2020/05/22/breaking-news/big-study-casts-more-doubt-on-malaria-drugs-for-coronavirus/
[2] https://www.who.int/news-room/detail/23-04-2020-who-urges-countries-to-move-quickly-to-save-lives-from-malaria-in-sub-saharan-africa
[2] https://www.who.int/news-room/campaigns/world-malaria-day/world-malaria-day-2020
[1] https://www.who.int/about/finances-accountability/reports/en/
[1] https://journals.plos.org/plosmedicine/article?id=10.1371/journal.pmed.1003084
[1] https://wwarn.org/news/news-articles/wwarn-toolkit-action
[1] https://malariaworld.us1.list-manage.com/subscribe?u=25699e7682e960f35a1871b0f&id=2812a6e754
[1] https://malariaworld.org/blog/podcast-serological-tests-p-vivax-malaria-could-reduce-disease-transmission-69
[1] https://www.who.int/publications-detail/the-potential-impact-of-health-service-disruptions-on-the-burden-of-malaria
[1] https://twitter.com/DrTedros/status/1258140163227758596

Top URLs in Tweet in G5:
[11] https://science.sciencemag.org/content/368/6492/746
[4] https://icmprconference.com/
[3] https://www.nature.com/articles/s41590-020-0678-5
[3] https://www.forbes.com/sites/madhukarpai/2020/05/11/aids-tb-and-malaria-set-to-get-deadlier-due-to-coronavirus/
[2] https://www.utsouthwestern.edu/newsroom/articles/year-2020/malaria-parasite-has-its-own-inherent-clock.html?utm_source=twitter&utm_medium=organic&utm_campaign=news&utm_content=malariaclock&utm_utm-audience=na&inv=on
[2] https://www.hhmi.org/news/discovery-of-malaria-parasites-clock-could-pave-way-to-new-treatments?utm_source=twitter&utm_medium=social&utm_content=100001278148032&utm_campaign=hhmi-campaign
[2] https://science.sciencemag.org/content/368/6492/746.full
[2] https://science.sciencemag.org/content/368/6492/754
[1] https://stm.sciencemag.org/lookup/doi/10.1126/scitranslmed.aay2578
[1] https://stm.sciencemag.org/lookup/doi/10.1126/scitranslmed.aaz5629

Top URLs in Tweet in G6:
[5] https://allafrica.com/stories/202005210539.html
[4] https://twitter.com/DoctorBaz/status/1264006429570002944
[2] https://blogs.biomedcentral.com/bugbitten/2020/05/15/a-promising-new-malaria-vaccine-candidate/
[2] https://blogs.biomedcentral.com/on-health/2020/05/20/whats-new-in-malaria-epidemiology/
[1] https://www.burnet.edu.au:443/news/1240_
[1] https://www.embl.es/jobs/searchjobs/index.php?ref=BA00050&newlang=1&pos%5b%5d=0&loc%5b%5d=0
[1] http://www.endmalariacouncil.org/press-releases/Meeting_the_Challenge_of_COVID-19_web.pdf
[1] https://www.imperial.ac.uk/news/197394/malaria-mosquitoes-eliminated-creating-all-male-populations/
[1] https://twitter.com/malariamustdie/status/1262655480884846592
[1] https://www.independent.co.uk/news/health/malaria-cure-drugs-mosquitos-disease-nigeria-drc-deaths-a9097881.html

Top URLs in Tweet in G7:
[3] https://www.news-medical.net/news/20200519/Do-parasites-protect-against-SARS-CoV-2.aspx
[2] https://www.dropbox.com/s/ul8m4x4mntw1rzf/postdoc_covid19-malaria_130520.pdf?dl=0
[1] https://blog.fightmalaria.co.uk
[1] https://blog.fightmalaria.co.uk/malaria-minute/serological-tests-for-p-vivax-malaria-could-reduce-disease-transmission-by-69/
[1] https://twitter.com/d_ayalag/status/1256192489813409793
[1] https://www.bbc.com/news/amp/uk-52686660#click=https://t.co/aXtnZO6OyR
[1] https://saco.csic.es/index.php/s/iTbcNokYJfmYDjG
[1] https://twitter.com/DPE_CSIC/status/1261033230616137729
[1] https://www.ted.com/talks/james_logan_how_we_re_using_dogs_to_sniff_out_malaria/up-next?language=en
[1] https://twitter.com/elenagomezdiaz/status/1260493256967815170

Top URLs in Tweet in G9:
[21] https://twitter.com/sciencemagazine/status/1263922633516748800

Top URLs in Tweet in G10:
[2] https://es.theepochtimes.com/trump-dice-que-ha-estado-tomando-hidroxicloroquina-el-medicamento-contra-la-malaria_665863.html
[1] https://twitter.com/flotus/status/1261458965260623872
[1] https://twitter.com/realDonaldTrump/status/1262361817373958145
[1] https://www.abc.net.au/news/2020-05-23/coronavirus-update-covid19-china-records-no-new-cases/12278596
[1] https://apnews.com/a6c06113305f2084af2bf3b92cc8813f
[1] https://www.theage.com.au/world/north-america/malaria-drug-touted-by-trump-linked-to-increased-risk-of-death-study-20200522-p54vp3.html
[1] https://es.theepochtimes.com/trump-dejara-de-tomar-hidroxicloroquina-en-2-dias_667375.html
[1] https://www.washingtonpost.com/lifestyle/style/michelle-obama-is-stepping-into-the-2020-election-with-a-program-to-boost-voter-turnout/2020/05/21/e2e115fc-9b6a-11ea-ad09-8da7ec214672_story.html
[1] https://www.jornada.com.mx/ultimas/mundo/2020/05/19/defiende-trump-su-consumo-de-hidroxicloroquina-5729.html
[1] https://twitter.com/DrDenaGrayson/status/1262494077142142976

Top Domains
Top Domains in Tweet in Entire Graph:
[171] twitter.com
[37] youtube.com
[32] sciencemag.org
[28] co.uk
[26] wordpress.com
[20] theglobeandmail.com
[19] nih.gov
[19] trib.al
[16] elespanol.com
[15] biomedcentral.com

Top Domains in Tweet in G1:
[15] twitter.com
[8] youtube.com
[6] biomedcentral.com
[5] theguardian.com
[4] forbes.com
[4] jcflowersfoundation.org
[4] bloomgist.com
[3] lamalaria.com
[3] pancap.org
[2] allafrica.com

Top Domains in Tweet in G2:
[37] twitter.com
[7] youtube.com
[6] presshub.eu
[4] vaccineconferences.com
[3] instagram.com
[3] theguardian.com
[3] yahoo.com
[3] cultinfos.com
[3] jordanib.com
[3] brightsurf.com

Top Domains in Tweet in G3:
[12] twitter.com
[9] cell.com
[9] nih.gov
[7] elsevierhealth.com
[7] biorxiv.org
[5] efe.com
[4] sciencemag.org
[4] mesamalaria.org
[3] isglobal.org
[3] nature.com

Top Domains in Tweet in G4:
[7] who.int
[5] twitter.com
[3] staradvertiser.com
[1] plos.org
[1] wwarn.org
[1] list-manage.com
[1] malariaworld.org
[1] biomedcentral.com
[1] endmalariacouncil.org
[1] sciencealert.com

Top Domains in Tweet in G5:
[19] sciencemag.org
[8] twitter.com
[8] hhmi.org
[4] utsouthwestern.edu
[4] icmprconference.com
[3] nature.com
[3] forbes.com
[2] theglobeandmail.com
[1] co.uk
[1] sciencenews.org

Top Domains in Tweet in G6:
[7] twitter.com
[5] allafrica.com
[4] biomedcentral.com
[2] nature.com
[1] edu.au
[1] embl.es
[1] endmalariacouncil.org
[1] ac.uk
[1] co.uk
[1] or.jp

Top Domains in Tweet in G7:
[3] co.uk
[3] twitter.com
[3] news-medical.net
[2] dropbox.com
[1] bbc.com
[1] csic.es
[1] ted.com

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

Top Domains in Tweet in G10:
[4] twitter.com
[3] theepochtimes.com
[2] washingtonpost.com
[1] net.au
[1] apnews.com
[1] com.au
[1] com.mx
[1] snopes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3480] malaria
[1971] covid19
[1134] hiv
[936] tb
[459] unitetofight
[226] coronavirus
[212] hydroxychloroquine
[151] aids
[115] trump
[105] vacuna



Top Hashtags in Tweet in G1:
[400] malaria
[206] covid19
[105] tb
[83] aids
[78] globalhealth
[40] endmalaria
[33] hiv
[20] wha73
[19] covid
[16] philippines

Top Hashtags in Tweet in G2:
[298] malaria
[46] hydroxychloroquine
[44] covid19
[40] coronavirus
[35] trump
[19] lupus
[15] covid_19
[15] hiv
[12] dengue
[11] donaldtrump

Top Hashtags in Tweet in G3:
[206] malaria
[44] plasmodium
[39] topcitedreviews
[27] emblmalaria
[26] vaccine
[15] p
[13] emblevent
[10] womeninmalaria
[9] hydroxychloroquine
[9] coronavirus

Top Hashtags in Tweet in G4:
[176] malaria
[36] covid19
[10] vaccine
[6] coronavirus
[5] worldmalariaday
[5] covid
[5] pregnancy
[5] covid_19
[4] africa
[4] hiv

Top Hashtags in Tweet in G5:
[201] malaria
[31] covid19
[30] hiv
[22] tuberculosis
[12] humoral_immunity
[12] plasmablasts
[9] intrinsic_clock
[9] tb
[7] malaria20
[7] aids

Top Hashtags in Tweet in G6:
[72] malaria
[18] covid19
[9] hiv
[6] genomics
[5] vivax
[4] buruliulcer
[3] muellerlab
[3] aids
[3] tb
[2] epidemiology

Top Hashtags in Tweet in G7:
[135] malaria
[124] covid19
[41] postdoc
[3] coronavirus
[2] jaeintro
[2] dogs
[2] hidroxicloroquina
[2] coronavirusarv
[1] investigación
[1] hotoffthepresses

Top Hashtags in Tweet in G8:
[1230] covid19
[991] hiv
[768] tb
[757] malaria
[450] unitetofight
[4] aids
[4] globalhealth
[2] 500m

Top Hashtags in Tweet in G9:
[110] malaria
[102] vacuna
[4] plasmodium
[3] parásito
[2] covid19
[1] hydroxychloroquine
[1] coronavirus
[1] mosquitos

Top Hashtags in Tweet in G10:
[77] malaria
[19] hydroxychloroquine
[17] coronavirus
[16] covid19
[11] hidroxicloroquina
[9] trump
[8] hydroxycloroquine
[7] chloroquine
[6] covid_19
[6] lupus

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[400] #malaria
[205] #covid19
[124] globalfund
[121] support
[105] #tb
[99] malaria
[95] progress
[91] against
[82] #aids
[81] critical

Top Words in Tweet in G2:
[295] #malaria
[51] malaria
[46] #hydroxychloroquine
[44] #covid19
[40] #coronavirus
[35] #trump
[33] क
[32] drug
[28] trump
[25] र

Top Words in Tweet in G3:
[206] #malaria
[51] trendsparasitol
[49] read
[48] parasite
[45] more
[44] #plasmodium
[43] job
[43] alert
[41] postdoc
[40] ecrmalaria

Top Words in Tweet in G4:
[176] #malaria
[68] children
[66] lives
[65] world
[64] first
[63] 2019
[63] vaccine
[63] save
[63] many
[62] launched

Top Words in Tweet in G5:
[205] #malaria
[78] sciencemagazine
[77] parasite
[66] malaria
[57] two
[57] parasites
[53] vaccines
[52] found
[49] based
[49] genetically

Top Words in Tweet in G6:
[101] doctorbaz
[72] #malaria
[60] contract
[59] molecular
[59] genomics
[59] bioinformatics
[59] skills
[59] currently
[59] australia
[59] looking

Top Words in Tweet in G7:
[135] #malaria
[124] #covid19
[120] elenagomezdiaz
[117] proyecto
[117] interdisciplinar
[77] quieres
[77] formar
[77] pierdas
[77] oportunidad
[76] ofert

Top Words in Tweet in G8:
[1238] #covid19
[1070] countries
[991] #hiv
[899] developing
[831] 1b
[768] #tb
[757] #malaria
[643] progress
[637] decades
[599] globalfund

Top Words in Tweet in G9:
[110] #malaria
[102] #vacuna
[102] contra
[102] prioridad
[102] 400
[102] 000
[102] muertos
[102] 2018
[101] microbioblog
[4] #plasmodium

Top Words in Tweet in G10:
[77] #malaria
[50] realdonaldtrump
[23] drug
[19] #hydroxychloroquine
[19] taking
[17] #coronavirus
[16] #covid19
[11] #hidroxicloroquina
[10] potus
[10] contra

Top Word Pairs
Top Word Pairs in Tweet in G2:
[88] #malaria,drug
[77] र,क
[69] #covid19,#malaria
[68] covid,19
[68] trump,taking
[68] #dengue,#malaria
[68] taking,#malaria
[68] #lupus,#malaria
[68] #hiv,#malaria
[68] #hydroxychloroquine,#malaria

Top Word Pairs in Tweet in G3:
[16] job,alert
[10] ecrmalaria,job
[9] stuck,home
[9] home,read
[8] read,#topcitedreviews
[7] trendsparasitol,stuck
[7] alert,billker
[7] billker,lab
[6] lab,sweden
[6] sweden,fellowships

Top Word Pairs in Tweet in G4:
[43] #malaria,vaccine
[40] many,children
[37] 2019,launched
[37] launched,pilot
[37] pilot,programme
[32] programme,world
[26] world,first
[26] first,#malaria
[26] vaccine,save
[26] save,many

Top Word Pairs in Tweet in G5:
[63] two,vaccines
[63] vaccines,#malaria
[62] #malaria,based
[62] based,genetically
[62] genetically,engineered
[62] engineered,malaria
[62] malaria,parasites
[62] parasites,found
[62] found,safe
[62] safe,humans

Top Word Pairs in Tweet in G6:
[48] molecular,genomics
[48] genomics,bioinformatics
[48] bioinformatics,skills
[48] skills,currently
[48] currently,australia
[48] australia,looking
[48] looking,short
[48] short,term
[48] term,contract
[48] doctorbaz,molecular

Top Word Pairs in Tweet in G7:
[59] #covid19,#malaria
[59] proyecto,interdisciplinar
[59] interdisciplinar,#covid19
[59] quieres,formar
[59] formar,proyecto
[59] #malaria,pierdas
[59] pierdas,oportunidad
[59] elenagomezdiaz,quieres
[59] oportunidad,ofert
[58] investigador,#postdoc

Top Word Pairs in Tweet in G8:
[118] developing,countries
[117] #tb,#malaria
[117] #hiv,#tb
[77] decades,progress
[77] 1b,globalfund
[77] globalfund,500m
[77] 500m,pepfar
[76] pepfar,emergency
[76] countries,hardest
[40] progress,towards

Top Word Pairs in Tweet in G9:
[895] #vacuna,contra
[755] contra,#malaria
[674] #malaria,prioridad
[637] prioridad,400
[595] 400,000
[494] 000,muertos
[483] muertos,2018
[410] microbioblog,#vacuna
[359] imagen,observan
[359] observan,trofozoitos

Top Word Pairs in Tweet in G10:
[102] #malaria,drug
[102] drug,touted
[102] linked,increased
[102] increased,risk
[102] #hidroxicloroquina,medicamento
[102] medicamento,contra
[102] contra,#malaria
[101] #chloroquine,#hydroxychloroquine
[3] #hydroxychloroquine,#malaria
[3] drug,proving

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@ncdcgov
@skynews
@rephalrogers
@thehill
@huffpostpol
@channelstv
@chesschick01
@gtconway3d
@bbcworld

Top Replied-To in G1:
@mwelentuli
@jnkengasong
@govuganda
@royblunt
@senhawleypress
@rephartzler
@andrewnaughtie
@xhnews
@peterasands
@minofhealthug

Top Replied-To in G3:
@hanniepower
@emblevents

Top Replied-To in G4:
@techreview
@palonsomalaria
@se_rajoelina
@who
@drtedros

Top Replied-To in G8:
@rephalrogers
@senatorshaheen
@jefffortenberry
@repgracemeng

Top Replied-To in G10:
@realdonaldtrump
@zev_dr
@gtconway3d
@acnewsitics
@flotus
@kylegriffin1
@20thgrader
@montyversace1
@art_1966_af
@breaking911

Top Mentioned
Top Mentioned in Entire Graph:
@globalfund
@pepfar
@who
@elenagomezdiaz
@doctorbaz
@microbioblog
@malariamustdie
@sciencemagazine
@kendall_moore
@repdavideprice

Top Mentioned in G1:
@globalfund
@malariamustdie
@pepfar
@egpaf
@drtedros
@endmalaria
@malarianomoreuk
@peterasands
@aplma_malaria
@pmigov

Top Mentioned in G2:
@icehinvest_esp
@icehinvest_news
@mineothers
@mcdotson
@jordan9ja

Top Mentioned in G3:
@trendsparasitol
@ecrmalaria
@microbesinfect
@isglobalorg
@medical_xpress
@sciencetm
@pnasnews
@radboud_uni
@fidocklab
@scireports

Top Mentioned in G4:
@who
@palonsomalaria
@charlesweijer
@malariaatlas
@gatesfoundation
@panoramateam
@pathtweets
@malariamustdie

Top Mentioned in G5:
@sciencemagazine
@hhminews
@utswnews
@geoffreyyork
@filipa_ferr
@circadianclocks
@picardonhealth
@mmw_lmw
@paimadhu

Top Mentioned in G6:
@doctorbaz
@burnetinstitute
@deakinmedicine
@impactdeakin
@pamcafrica
@margarethellard
@crabbbrendan
@josh_vogel
@lindimasson
@finddx

Top Mentioned in G7:
@elenagomezdiaz
@elena
@lshtm
@profjameslogan
@nereairigoyen
@ipbln_csic
@medrxivpreprint
@makerereu
@thsseb
@kisekkar

Top Mentioned in G8:
@globalfund
@pepfar
@kendall_moore
@repdavideprice
@pooledw1
@repmartharoby
@rep
@akil4bmore
@reploisfrankel
@marcorubio

Top Mentioned in G9:
@microbioblog
@elenagomezdiaz
@microbesinfect
@microbiosh
@sciencemagazine

Top Mentioned in G10:
@realdonaldtrump
@potus
@whitehouse
@sierra_amv
@presssec
@lagranepoca
@gjallarhornet
@lajornadaonline
@flotus
@immortalzen

Top Tweeters
Top Tweeters in Entire Graph:
@yuuji_k1
@jurylady5
@chidambara09
@independent
@ginniasa
@el_universal_mx
@bkindngood
@cheezwitham
@thehill
@mediaboxstore

Top Tweeters in G1:
@independent
@cheezwitham
@guardian
@purplegarter1
@timesofindia
@noadanioz
@milaniolivera
@omuzibuwaalu
@xhnews
@moughthere

Top Tweeters in G2:
@mediaboxstore
@zoumrouda
@flashbloglive
@abpmajhatv
@buzzinsolitefr
@savethesedogs
@hispanopost
@soynuevaprensa
@juergen_p
@fdoquijano

Top Tweeters in G3:
@vievararosel
@stfuimtweetn0_o
@forgerat
@jimmyroybloom
@physorg_health
@dilop10
@physorg_com
@marieannelecler
@scitechmachine
@enerphyschem

Top Tweeters in G4:
@joshirakesh2004
@ronaldjhelzenga
@dementedbonxie
@africaupdates
@njmike731
@fizapathan
@nil_cat1
@monitor_ph
@miyakilee
@jyotsna2964

Top Tweeters in G5:
@bkindngood
@femtech_
@globeandmail
@emocionycambio
@forbes
@syawal
@kskinnervan
@pattidudek
@spetmologer
@beatrizdavyt

Top Tweeters in G6:
@wjz
@dnaed_tech
@mrbhiyi
@un_clon
@brookmanknight
@alexander_low
@dr_krystal
@onisillos
@mwangishaban
@ashtroid22

Top Tweeters in G7:
@prosino
@claragrima
@minamaya13
@normanormucha
@cescept
@profjameslogan
@anamariagazmuri
@ej_molina_c
@olatz93
@madevate

Top Tweeters in G8:
@naattuvarthakal
@guineetags
@senat
@jeffowens95
@akil4bmore
@senatordurbin
@senrickscott
@pepfar
@global
@chriscoons

Top Tweeters in G9:
@tjholt
@kitalice
@lalikitita
@trojas3012
@disfrutalacienc
@thaiselenags
@javiermartin1e
@estebanreinesar
@natxobcn
@hypatyad

Top Tweeters in G10:
@jurylady5
@sherrikuczeryk
@jayoung1892
@wernerkeil
@hezfi_ba
@dailycaller
@lajornadaonline
@smart_whit
@cosmicfirepeace
@immortalzen