#malaria, Twitter, 1/31/2022 4:54:14 AM, 270987


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#malaria_2022-01-30_20-43-02.xlsx
#malaria_2022-01-30_20-43-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 31, 2022
Short Description:
#malaria via NodeXL https://bit.ly/35BUvDf
@who
@globalfund
@targetmalaria
@isglobalorg
@trendsparasitol
@bwv9lr0kugutemt
@bloodsparasites
@rki_de
@endmalaria
@keystonesymp

Top hashtags:
#malaria
#covid19
#aids
#hiv
#tb
#amr
#dengue
#sida
#drugdiscovery
#plasmodium

Description:
Description
The graph represents a network of 1,926 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, 31 January 2022 at 04:47 UTC.

The requested start date was Monday, 31 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 11-day, 10-hour, 47-minute period from Monday, 17 January 2022 at 01:12 UTC to Friday, 28 January 2022 at 12:00 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 : 1926
Unique Edges : 1621
Edges With Duplicates : 3382
Total Edges : 5003
Number of Edge Types : 5
Retweet : 1442
MentionsInRetweet : 2255
Mentions : 788
Tweet : 467
Replies to : 51
Self-Loops : 490
Reciprocated Vertex Pair Ratio : 0.0333833458364591
Reciprocated Edge Ratio : 0.0646098003629764
Connected Components : 286
Single-Vertex Connected Components : 138
Maximum Vertices in a Connected Component : 1132
Maximum Edges in a Connected Component : 3611
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.996383
Graph Density : 0.000743078313171771
Modularity : 0.490045
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,926 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, 31 January 2022 at 04:47 UTC.

The requested start date was Monday, 31 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 11-day, 10-hour, 47-minute period from Monday, 17 January 2022 at 01:12 UTC to Friday, 28 January 2022 at 12:00 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:
[16] https://www.cell.com/trends/parasitology/current
[12] https://thehill.com/opinion/healthcare/590267-covid-19-has-derailed-progress-on-malaria-heres-what-we-need-to-do-to-get
[12] http://recruit.icipe.org/description_of_assignment/displayRecord?id=370
[9] https://prolibertades.com/informes/
[9] https://mundo.sputniknews.com/20220122/uso-indebido-de-antibioticos-mata-a-mas-personas-que-el-sida-o-la-malaria-1120629107.html?utm_source=dlvr.it&utm_medium=twitter
[7] https://news.un.org/es/story/2021/12/1501922
[7] https://www.path.org/articles/promising-new-tools-against-malaria/
[6] https://www.amazon.com/dp/B09B3DCNXK/ref=cm_sw_r_tw_dp_R3GWE60M0Y89ZKSCJ7GE
[6] https://www.theglobalfight.org/global-fund/
[6] https://store.keepmelbournemarvellous.com.au/products/mosquitos-and-flies-killer-trap?utm_source=twitter&utm_medium=mozzie-trap&utm_campaign=mozzie-trap

Top URLs in Tweet in G1:
[7] https://thehill.com/opinion/healthcare/590267-covid-19-has-derailed-progress-on-malaria-heres-what-we-need-to-do-to-get
[6] https://www.theglobalfight.org/global-fund/
[3] http://recruit.icipe.org/description_of_assignment/displayRecord?id=370
[2] https://twitter.com/rajpanjabi/status/1483787576414650369
[2] https://media-nothingbutnets-net.s3.amazonaws.com/2022/01/NBN-Year-of-Impact-2021-compressed.pdf
[2] http://www.mesamalaria.org/mesa-track
[2] https://impactmalaria.org/where-we-work/kenya
[2] https://twitter.com/rajpanjabi/status/1486728709688094731
[2] https://twitter.com/PMIgov/status/1483795661078376455
[2] https://edctp.maglr.com/emagazine-june-2020/interview-tim-wells

Top URLs in Tweet in G2:
[4] https://www.keystonesymposia.org/KS/Online/Events/2022D2/Malaria-Drug-Discovery-to-Treatment.aspx?EventKey=2022D2
[4] https://www.iddo.org/about-us/jobs
[3] https://phys.org/news/2022-01-automating-blood-smears-easier-malaria.html
[3] https://www.meraindia.org.in/
[3] https://elpais.com/planeta-futuro/2021-10-06/la-oms-recomienda-por-primera-vez-en-la-historia-una-vacuna-contra-la-malaria.html#?rel=lom
[2] https://twitter.com/WHO/status/1445783298756595721?s=20
[2] https://www.sciencedirect.com/science/article/abs/pii/S1473309921004710
[2] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flanchi%2Farticle%2FPIIS2352-4642%2822%2900007-4%2Ffulltext&rc=0
[2] https://www.iddo.org/tools-researchers
[2] https://undark.org/2022/01/26/drug-resistant-malaria-is-emerging-in-africa-is-the-world-ready/

Top URLs in Tweet in G3:
[5] https://umhambi.blogspot.com/2019/01/malaria-south-african-malaria-risk-map.html
[3] http://www.amazon.de/gp/product/B007KAUOO0?ie=UTF8&camp=3206&creative=21426&creativeASIN=B007KAUOO0&linkCode=shr&tag=1001reiseberausa&creativeASIN=B007KAUOO0
[3] https://www.amazon.in/Odomos-Non-Sticky-Mosquito-Repellent-Vitamin/dp/B00KU1FUH2/ref=mp_s_a_1_4?adgrpid=60050397278&dchild=1&ext_vrnc=hi&gclid=Cj0KCQjwnoqLBhD4ARIsAL5JedK3ptJmxG628g4XfM2_GqotzeFaJ2Afn7jFydSKEYWjC07kFNlC86waAiYREALw_wcB&hvadid=294106820103&hvdev=m&hvlocphy=9061686&hvnetw=g&hvqmt=e&hvrand=16293016701692992529&hvtargid=kwd-313955511073&hydadcr=12522_1812639&keywords=odomos+mosquito+repellent&qid=1633885936&sr=8-4
[2] https://www.youtube.com/watch?v=iRpMdm-tQHw&feature=youtu.be

[2] https://www.theguardian.com/society/2022/jan/20/antimicrobial-resistance-antibiotic-resistant-bacterial-infections-deaths-lancet-study
[2] https://elpais.com/ciencia/2022-01-20/las-superbacterias-ya-matan-mas-que-el-cancer-el-sida-y-la-malaria.html
[2] https://www.scientificamerican.com/article/sounds-of-mosquitoes-mating-rituals-could-help-fight-malaria/
[2] https://www.openaccessgovernment.org/antimicrobial-resistance-hiv/127952/
[2] http://electronics360.globalspec.com/article/17660/watch-this-laser-pointer-locate-mosquitos-without-harm
[2] https://ucanr.edu/blogs/blogcore/postdetail.cfm?postnum=51399

Top URLs in Tweet in G4:
[13] https://www.cell.com/trends/parasitology/current
[3] https://twitter.com/TrendsParasitol/status/1481617118365986820
[2] https://www.jvbd.org/text.asp?2021%2F58%2F2%2F178%2F325643&utm_source=dlvr.it&utm_medium=twitter
[2] https://pubmed.ncbi.nlm.nih.gov/35073748/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=None&utm_content=1xWjWYPhn9nLqj-e-fo-tDjXbev7YTjB9-fHmukWx2T9Advssa&fc=None&ff=20220125174147&v=2.17.5
[2] https://journals.plos.org/plosmedicine/article?id=10.1371%2Fjournal.pmed.1003890&utm_source=dlvr.it&utm_medium=twitter
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Ftrends%2Fparasitology%2Ffulltext%2FS1471-4922%2821%2900231-2&rc=0
[1] http://www.sciencedirect.com/science/authShare/S1471492221003391/20220114T124500Z/1?md5=053b99f118c6297015bbd6a0cdc72fdd&dgcid=author
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Ftrends%2Fparasitology%2Ffulltext%2FS1471-4922%2821%2900224-5&rc=0
[1] http://www.sciencedirect.com/science/authShare/S1471492221003378/20220119T151200Z/1?md5=0febcdf94a616b4d452571984e3127cf&dgcid=author
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Ftrends%2Fparasitology%2Ffulltext%2FS1471-4922%2821%2900233-6&rc=0

Top URLs in Tweet in G5:
[4] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flaninf%2Farticle%2FPIIS1473-3099%2821%2900471-0%2Ffulltext&rc=0
[1] https://www.ox.ac.uk/node/6088698
[1] https://www.thelancet.com/journals/lanchi/home
[1] https://www.bbc.com/news/health-60058120?utm_content=195097612&utm_medium=social&utm_source=twitter&hss_channel=tw-1017844990804971520
[1] https://www.mrc.gm/mass-drug-administration-of-ivermectin-and-dihydroartemisinin-piperaquine-reduces-malaria-prevalence-incidence-in-the-gambia/
[1] https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(21)02724-0/fulltext?utm_campaign=gbd22&utm_content=195047176&utm_medium=social&utm_source=linkedin&hss_channel=lcp-1155238
[1] https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(21)02724-0/fulltext
[1] https://isanidad.com/205961/estudio-global-resistencia-antimicrobiana-ya-mata-mas-sida-1-27-millones-muertes-directas-2019/
[1] https://indiansciencejournal.in/2022/01/21/antibiotic-resistant-bacterial-infections-killed-1-2-million-in-2019-study/
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2822%2900087-3%2Ffulltext&rc=0

Top URLs in Tweet in G6:
[1] https://lynedge.com/
[1] https://irp.nih.gov/blog/post/2022/01/irp-s-carolina-barillas-mury-elected-to-national-academy-of-medicine
[1] https://www.youtube.com/watch?v=2Z4xB62SQ5k&feature=youtu.be

[1] https://www.news-medical.net/news/20220119/Research-shows-a-relationship-between-increased-SARS-CoV-2-seroreactivity-and-antimalarial-humoral-immunity.aspx
[1] https://www.nobelprize.org/prizes/medicine/2015/press-release/

Top URLs in Tweet in G7:
[3] https://static1.squarespace.com/static/609be3b25de75c4a14d5768f/t/61e557ff37970d62de8bde64/1642420241998/CAMA+case+studies+22.pdf
[2] https://thehill.com/opinion/healthcare/590267-covid-19-has-derailed-progress-on-malaria-heres-what-we-need-to-do-to-get
[2] https://www.isglobal.org/en/healthisglobal/-/custom-blog-portlet/una-decada-perdida-en-la-prevencion-de-la-malaria-infantil-en-africa-subsahariana/91370/0
[1] https://www.isglobal.org/en/-/las-infecciones-por-parasitos-intestinales-podrian-facilitar-las-infecciones-por-malaria-y-viceversa
[1] https://theconversation.com/we-studied-the-sounds-of-mosquitoes-mating-rituals-our-findings-could-help-fight-malaria-174797
[1] https://entomologytoday.org/2022/01/24/mosquito-anopheles-stephensi-blood-type/
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2822%2900051-4%2Ffulltext&rc=0
[1] https://multiplyipti.net
[1] https://bohemiaconsortium.org/newsletter/
[1] https://elpais.com/planeta-futuro/red-de-expertos/2021-12-24/una-decada-perdida-en-la-prevencion-de-la-malaria-infantil-en-africa-subsahariana.html

Top URLs in Tweet in G8:
[7] https://news.un.org/es/story/2021/12/1501922
[7] https://www.path.org/articles/promising-new-tools-against-malaria/
[3] https://www.path.org/articles/path-malaria-2021-photos/
[2] https://path.silkroad.com/epostings/index.cfm?fuseaction=app.jobinfo&jobid=305478&company_id=15780&version=1&source=ONLINE&JobOwner=1012648&startflag=1
[2] https://www.liverpool.ac.uk/centre-of-excellence-for-long-acting-therapeutics/longevity/
[1] https://www.scientificamerican.com/article/sounds-of-mosquitoes-mating-rituals-could-help-fight-malaria/?amp;text=
[1] https://www.gatesnotes.com/Health/How-to-fight-malaria-during-a-pandemic
[1] https://news.un.org/es/story/2021/10/1497992
[1] https://www.exemplars.health/stories/from-notebooks-to-smartphones
[1] https://malariajournal.biomedcentral.com/articles/10.1186/s12936-021-04008-2

Top URLs in Tweet in G9:
[2] https://www.bbc.com/news/health-60058120?utm_source=Nature+Briefing&utm_campaign=8ea8646386-briefing-dy-2022021&utm_medium=email&utm_term=0_c9dfd39373-8ea8646386-43576073
[1] https://www.youtube.com/watch?v=2KBUMjHbLqw

[1] https://www.news-medical.net/news/20220119/Research-shows-a-relationship-between-increased-SARS-CoV-2-seroreactivity-and-antimalarial-humoral-immunity.aspx

Top URLs in Tweet in G10:
[4] https://otp.tools.investis.com/clients/uk/open_orphan/rns/regulatory-story.aspx?cid=2484&newsid=1544810
[2] https://www.youtube.com/watch?v=gYmwJIO5qcQ&feature=youtu.be

[2] https://www.youtube.com/watch?v=W_ra1xuzRKE

[2] https://www.youtube.com/watch?v=A9YBtBR6pjk&t=2s

[2] https://www.directorstalkinterviews.com/open-orphan-launch-new-malaria-human-challenge/4121045648
[1] https://www.londonstockexchange.com/news-article/ORPH/malaria-human-challenge-model-launched/15294569
[1] https://novuscomms.com/2022/01/20/orph-open-orphan-new-malaria-human-challenge-model-launched/

Top Domains
Top Domains in Tweet in Entire Graph:
[78] twitter.com
[29] youtube.com
[26] elsevierhealth.com
[16] cell.com
[15] ac.uk
[14] thehill.com
[14] prolibertades.com
[12] icipe.org
[10] path.org
[9] biomedcentral.com

Top Domains in Tweet in G1:
[26] twitter.com
[8] thehill.com
[7] theglobalfight.org
[7] mesamalaria.org
[5] targetmalaria.org
[4] impactmalaria.org
[4] endmalaria.org
[4] malariaworld.org
[3] nation.africa
[3] amazonaws.com

Top Domains in Tweet in G2:
[11] twitter.com
[6] keystonesymposia.org
[6] elsevierhealth.com
[6] iddo.org
[5] wwarn.org
[5] elpais.com
[4] who.int
[4] org.in
[3] phys.org
[3] ac.uk

Top Domains in Tweet in G3:
[10] twitter.com
[7] blogspot.com
[4] vectorcide.com
[3] youtube.com
[3] amazon.de
[3] amazon.in
[2] sciencedirect.com
[2] ac.uk
[2] lematinal.media
[2] co.za

Top Domains in Tweet in G4:
[13] cell.com
[4] elsevierhealth.com
[4] plos.org
[3] twitter.com
[3] nih.gov
[2] sciencedirect.com
[2] jvbd.org
[2] medicalxpress.com
[2] edu.au
[1] org.au

Top Domains in Tweet in G5:
[6] elsevierhealth.com
[3] thelancet.com
[1] ac.uk
[1] bbc.com
[1] mrc.gm
[1] isanidad.com
[1] indiansciencejournal.in
[1] healthpolicy-watch.news
[1] cell.com

Top Domains in Tweet in G6:
[1] lynedge.com
[1] nih.gov
[1] youtube.com
[1] news-medical.net
[1] nobelprize.org

Top Domains in Tweet in G7:
[4] isglobal.org
[3] squarespace.com
[2] thehill.com
[2] multiplyipti.net
[2] nri.org
[1] theconversation.com
[1] entomologytoday.org
[1] elsevierhealth.com
[1] bohemiaconsortium.org
[1] elpais.com

Top Domains in Tweet in G8:
[10] path.org
[8] un.org
[2] silkroad.com
[2] ghsupplychain.org
[2] ac.uk
[1] scientificamerican.com
[1] gatesnotes.com
[1] exemplars.health
[1] biomedcentral.com
[1] twitter.com

Top Domains in Tweet in G9:
[2] bbc.com
[1] youtube.com
[1] news-medical.net

Top Domains in Tweet in G10:
[6] youtube.com
[4] investis.com
[2] directorstalkinterviews.com
[1] londonstockexchange.com
[1] novuscomms.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1626] malaria
[121] covid19
[106] aids
[105] hiv
[76] tb
[60] amr
[58] dengue
[48] sida
[44] drugdiscovery
[36] plasmodium



Top Hashtags in Tweet in G1:
[408] malaria
[26] covid19
[25] tb
[25] molecularparasitology
[21] aids
[20] hiv
[15] didyouknow
[11] africa
[11] dyk
[9] endmalaria

Top Hashtags in Tweet in G2:
[165] malaria
[29] drugdiscovery
[15] covid19
[12] antimalarial
[11] plasmodium
[11] falciparum
[11] datamanager
[10] artemisinin
[10] lomasleido
[9] sciencereadforsunday

Top Hashtags in Tweet in G3:
[188] malaria
[15] covid19
[15] hiv
[15] health
[11] dengue
[9] aids
[8] southafrica
[6] covid
[6] sida
[6] tourism

Top Hashtags in Tweet in G4:
[46] malaria
[7] artemisinin
[6] plasmodium
[6] plasmin
[5] hypersensitivity
[3] insecticide
[3] livestock
[3] elimination
[3] angiopoetin1
[3] adversebirthoutcomes

Top Hashtags in Tweet in G5:
[49] malaria
[11] sepsis
[9] amr
[7] hiv
[6] ivermectin
[5] aids
[3] antimicrobialresistance
[1] inclusion
[1] disability
[1] resistant

Top Hashtags in Tweet in G6:
[23] malaria
[3] covid19
[2] drawtheline
[2] blog
[2] nih
[2] malariayoutharmychampions
[2] epidemics
[2] aids
[2] tuberculosis
[2] ivermectin

Top Hashtags in Tweet in G7:
[34] malaria
[8] multiplyproject
[8] isglobal
[6] mosquitoes
[5] ipti
[4] covid19
[4] tedx
[3] mosquito
[2] privatesector
[2] tb

Top Hashtags in Tweet in G8:
[46] malaria
[8] senegal
[7] pandemia
[6] covid19
[4] longevity
[3] tb
[3] endmalaria
[3] llins
[2] publichealthjobs
[2] longacting

Top Hashtags in Tweet in G9:
[13] malaria
[12] aids
[11] antibioticresistance
[2] hiv
[2] sarscov2
[1] pneumonia
[1] amr

Top Hashtags in Tweet in G10:
[49] malaria
[27] scientific
[17] orph
[10] model
[9] disease
[9] business
[7] clinicaltrials
[7] hvivo
[4] vaccines
[3] challengemodel

Top Words
Top Words in Tweet in Entire Graph:
[1623] #malaria
[417] malaria
[228] more
[207] people
[202] study
[141] globalfund
[134] world
[129] resistance
[126] research
[120] #covid19

Top Words in Tweet in G1:
[407] #malaria
[138] malaria
[125] globalfund
[80] world
[70] lives
[69] celebrate
[69] anniversary
[68] 20th
[63] around
[59] touched

Top Words in Tweet in G2:
[165] #malaria
[40] resistance
[40] research
[37] keystonesymp
[35] malaria
[35] lancetmicrobe
[34] challenges
[34] meraindiaicmr
[32] confronting
[32] drtedros

Top Words in Tweet in G3:
[188] #malaria
[57] malaria
[29] more
[24] take
[22] pill
[15] #covid19
[15] #hiv
[15] #health
[15] resistance
[14] people

Top Words in Tweet in G4:
[45] #malaria
[14] transmission
[14] against
[13] fight
[13] issue
[12] johnshopkinssph
[12] identify
[12] promising
[12] chain
[12] breaker

Top Words in Tweet in G5:
[49] #malaria
[12] issue
[12] work
[11] february
[11] tafenoquine
[11] under
[11] mortality
[11] #sepsis
[11] latin
[11] america

Top Words in Tweet in G6:
[23] #malaria
[8] malaria
[7] zeromalaria
[7] drawing
[7] against
[7] pregnant
[7] women
[7] diseases
[7] end
[6] line

Top Words in Tweet in G7:
[34] #malaria
[17] isglobalorg
[11] co
[10] study
[10] one
[9] vaccine
[8] further
[8] health
[8] system
[8] children

Top Words in Tweet in G8:
[46] #malaria
[16] 2021
[15] nets
[14] pathtweets
[14] project
[13] salud
[13] pública
[13] pathmalaria
[12] control
[10] malaria

Top Words in Tweet in G9:
[44] people
[44] study
[43] 2019
[43] according
[42] microbesinfect
[35] infections
[35] antibiotic
[34] gt
[34] million
[34] died

Top Words in Tweet in G10:
[51] challenge
[50] openorphan
[49] #malaria
[38] cohort
[31] human
[27] director
[27] #scientific
[27] strategy
[27] announcement
[27] launched

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[81] around,world
[74] million,people
[72] 20th,anniversary
[68] celebrate,20th
[68] people,died
[64] #aids,#malaria
[63] more,people
[61] #malaria,deaths
[60] died,2019
[59] globalfund,touched

Top Word Pairs in Tweet in G1:
[68] celebrate,20th
[68] 20th,anniversary
[61] around,world
[59] globalfund,touched
[59] touched,lives
[59] lives,billions
[59] billions,around
[34] #malaria,control
[31] anniversary,recognize
[31] today,celebrate

Top Word Pairs in Tweet in G2:
[32] confronting,challenges
[28] explore,strategies
[28] drtedros,whoafro
[28] whoafro,whoemro
[27] strategies,overcome
[27] keystonesymp,#malaria
[27] #malaria,confronting
[25] #drugdiscovery,treatment
[22] challenges,#drugdiscovery
[19] treatment,explore

Top Word Pairs in Tweet in G3:
[22] take,#malaria
[22] #malaria,pill
[11] remember,take
[11] pill,hope
[11] forget,take
[9] #dengue,#malaria
[6] #hiv,#malaria
[6] #aids,#malaria
[6] #sida,#malaria
[6] malaria,#malaria

Top Word Pairs in Tweet in G4:
[13] fight,against
[12] identify,promising
[12] promising,transmission
[12] transmission,chain
[12] chain,breaker
[12] breaker,fight
[12] against,#malaria
[11] scientists,identify
[11] #malaria,johnshopkinssph
[11] johnshopkinssph,plosbiology

Top Word Pairs in Tweet in G5:
[11] february,issue
[11] issue,work
[11] work,tafenoquine
[11] tafenoquine,#malaria
[11] #malaria,under
[11] under,mortality
[11] mortality,#sepsis
[11] #sepsis,latin
[11] latin,america
[10] lancetchildadol,february

Top Word Pairs in Tweet in G6:
[7] against,#malaria
[7] pregnant,women
[6] drawing,line
[6] line,against
[6] #malaria,protect
[6] protect,future
[6] future,millions
[6] millions,pregnant
[6] women,young
[6] young,children

Top Word Pairs in Tweet in G7:
[7] #malaria,vaccine
[7] vaccine,study
[7] study,co
[7] co,led
[7] led,#isglobal
[7] #isglobal,provides
[7] provides,further
[7] further,evidence
[7] evidence,state
[7] state,immune

Top Word Pairs in Tweet in G8:
[13] salud,pública
[10] #malaria,control
[8] against,#malaria
[7] 10,momentos
[7] momentos,clave
[7] clave,salud
[7] pública,2021
[7] 2021,#pandemia
[7] #pandemia,acaparó
[7] acaparó,gran

Top Word Pairs in Tweet in G9:
[43] according,study
[34] gt,million
[34] million,people
[34] people,died
[34] died,2019
[34] 2019,infections
[34] infections,antibiotic
[34] antibiotic,resistant
[34] resistant,bacteria
[34] bacteria,according

Top Word Pairs in Tweet in G10:
[27] director,#scientific
[27] human,challenge
[22] cohort,volunteers
[22] volunteers,inoculated
[22] #malaria,challenge
[22] challenge,agent
[20] first,cohort
[20] inoculated,gmp
[20] gmp,manufactured
[20] manufactured,#malaria

Top Replied-To
Top Replied-To in Entire Graph:
@drtedros
@gbchealth
@globalfund
@univelometg
@vickyford
@jchristandl
@mackeymac123
@jc5health
@palonsomalaria
@usaidasia

Top Replied-To in G1:
@globalfund
@chai_health

Top Replied-To in G2:
@drtedros
@meraindiaicmr
@iddonews

Top Replied-To in G5:
@bbcafrica

Top Replied-To in G6:
@lynedgepharma
@alma_2030
@premkumar9
@randpaul

Top Replied-To in G7:
@gbchealth
@univelometg
@vickyford

Top Mentioned
Top Mentioned in Entire Graph:
@globalfund
@who
@openorphan
@fredros_inc
@endmalaria
@theglobalfight
@microbesinfect
@mirlaufer
@lancetmicrobe
@keystonesymp

Top Mentioned in G1:
@globalfund
@endmalaria
@theglobalfight
@fredros_inc
@mirlaufer
@malariamustdie
@targetmalaria
@rajpanjabi
@pmigov
@malarianomoreuk

Top Mentioned in G2:
@who
@keystonesymp
@lancetmicrobe
@whoafro
@wwarn
@whoemro
@meraindiaicmr
@drtedros
@kagorof
@rjmaude

Top Mentioned in G3:
@imi_globe
@drsheeshpal
@ph_afrique
@diarioabierto
@addfieldltd
@jornadaweb
@serendipityhea1
@mccandlessp
@sixandlaura

Top Mentioned in G4:
@johnshopkinssph
@plosbiology
@trendsparasitol
@medical_xpress
@bloodsparasites
@burnetinstitute
@ebiomedicine
@microbesinfect
@unimelbmdhs
@er_ebel

Top Mentioned in G5:
@lancetchildadol
@nicd_sa
@thelancet
@mrcunitgambia
@southafricanasp
@thelancetinfdis
@uniofoxford
@ihme_uw
@lancetmicrobe
@oxfordsparks

Top Mentioned in G6:
@zeromalaria
@who
@alma_2030
@cdcgov
@unesco
@niaidnews
@nejm
@cvshealth
@nciglobalhealth
@nih

Top Mentioned in G7:
@isglobalorg
@who
@nrinstitute
@alikodangotefdn
@basf
@bayermalaria
@chevron
@goodbyemalariaz
@nbplc
@novartisus

Top Mentioned in G8:
@pathtweets
@pathmalaria
@ghsupplychain
@exemplarshealth
@unitaid
@pmigov
@maureenmurenga
@mafaranga
@medaccessuk
@cevaxin_pty

Top Mentioned in G9:
@microbesinfect
@gardp_amr

Top Mentioned in G10:
@openorphan
@hvivo_uk
@brr_mediauk
@novuscomms
@proactive_uk
@who
@directorstalk

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@filafresh
@gambiste1
@rosenchild
@thehill
@schestowitz
@cotey_mary
@tudortweep
@trigorosa
@nationafrica

Top Tweeters in G1:
@thehill
@nationafrica
@all100senators
@agitatorsneeded
@benjiseitlhamo
@nlygo
@kraus_read
@profjameslogan
@pndblog
@ur6dsoo9fmbeomy

Top Tweeters in G2:
@filafresh
@rosenchild
@cotey_mary
@protectingterra
@monitor_ph
@ingrx
@j_a_serrano
@editaola
@chihuu
@xemagil

Top Tweeters in G3:
@schestowitz
@diarioelheraldo
@fpjindia
@telocuentonews
@catalunya_press
@jornadaweb
@capetalk
@gjallarhornet
@travelcomments
@np_grwl

Top Tweeters in G4:
@kli_nev
@physorg_health
@physorg_com
@muktabh
@medical_xpress
@bloodsparasites
@serrgv
@hephaistos_ai
@mattk
@sciencex_com

Top Tweeters in G5:
@tarundsnaol
@bbcworld
@chabis_ch
@k_anye
@thejamajack
@gilliangodsell
@skatiq3
@isanidad
@bbcafrica
@osteoarch

Top Tweeters in G6:
@dcfairbank
@wef
@sdgscolab
@newsmedical
@nhsengland
@unep
@unesco
@cdcgov
@chukandchuka
@karyncaplan

Top Tweeters in G7:
@dralfonsovidal
@isglobalorg
@itaasparo
@the_prbb
@imperialcollege
@chevron
@siskin2010
@vickyford
@tedx
@edctp

Top Tweeters in G8:
@trigorosa
@faryus88
@sciam
@basfagro
@chemonics
@pathtweets
@cevaxin_pty
@unitaid
@useche_jimenez
@chrisdwells_

Top Tweeters in G9:
@die_primel
@msep0003
@tree4justice
@saheedakinloye_
@delthiaricks
@shazcoder
@microbesinfect
@shelley_english
@pbandjennyy
@sergioepi

Top Tweeters in G10:
@directorstalk
@proactive_uk
@davidburton1971
@zakstraderscafe
@ub3rmik3
@romeo131340
@brr_mediauk
@brandmulticomms
@conradcarter66
@allan_eureka


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