#malaria, Twitter, 5/30/2022 4:39:32 AM, 277315


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#malaria_2022-05-29_21-15-00.xlsx
#malaria_2022-05-29_21-15-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 30, 2022
Short Description:
#malaria via NodeXL https://bit.ly/3lSNcvI
@idcobot
@who
@globalfund
@drboddey
@mimi1inh
@drtedros
@baldini_fra
@manica_amr
@endmalaria
@fredros_inc

Top hashtags:
#malaria
#hiring
#tb
#dengue
#vaccine
#mosquito
#mosquitoes
#covid19
#cryoem
#cryoet

Description:
Description
The graph represents a network of 2,645 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, 30 May 2022 at 04:19 UTC.

The requested start date was Monday, 30 May 2022 at 00:01 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 13-day, 10-hour, 54-minute period from Monday, 16 May 2022 at 01:05 UTC to Sunday, 29 May 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 : 2645
Unique Edges : 2096
Edges With Duplicates : 6460
Total Edges : 8556
Number of Edge Types : 5
Retweet : 2819
MentionsInRetweet : 4039
Tweet : 589
Mentions : 1074
Replies to : 35
Self-Loops : 621
Reciprocated Vertex Pair Ratio : 0.0284697508896797
Reciprocated Edge Ratio : 0.055363321799308
Connected Components : 154
Single-Vertex Connected Components : 71
Maximum Vertices in a Connected Component : 2279
Maximum Edges in a Connected Component : 8029
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.763682
Graph Density : 0.000619871936030932
Modularity : 0.417132
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,645 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, 30 May 2022 at 04:19 UTC.

The requested start date was Monday, 30 May 2022 at 00:01 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 13-day, 10-hour, 54-minute period from Monday, 16 May 2022 at 01:05 UTC to Sunday, 29 May 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:
[27] https://my.corehr.com/pls/uoxrecruit/erq_jobspec_version_4.display_form?p_company=10&p_internal_external=E&p_display_in_irish=N&p_process_type=&p_applicant_no=&p_form_profile_detail=&p_display_apply_ind=Y&p_refresh_search=Y&p_recruitment_id=157993
[13] https://marie-sklodowska-curie-actions.ec.europa.eu/calls/msca-postdoctoral-fellowships-2022
[10] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-022-01356-0
[7] https://asmointernational.com/
[6] https://www.youtube.com/watch?v=dzHbH8_SvAs&feature=youtu.be

[6] https://twitter.com/commonwealthsec/status/1527267433727381504
[6] https://www.noticierovenevision.net/noticias/nacional/alertan-del-resurgimiento-de-enfermedades-como-malaria-o-dengue
[5] https://theconversation.com/artificial-light-may-become-a-new-weapon-in-the-fight-to-control-malaria-183654
[5] https://medicalxpress.com/news/2022-05-malaria-carrying-mosquito-day-thought.html
[5] https://blogs.biomedcentral.com/bugbitten/2022/05/27/control-of-zoonotic-malaria-hindered-by-missing-knowledge-of-its-mosquitoes/

Top URLs in Tweet in G1:
[5] https://www.bbc.com/news/business-61505102
[5] https://theconversation.com/artificial-light-may-become-a-new-weapon-in-the-fight-to-control-malaria-183654
[4] https://www.tribuneindia.com/news/science-technology/this-smartphone-app-helps-locate-mosquitoes-eradicate-malaria-395106
[4] https://www.research-in-germany.org/news/2022/5/2022-05-13_Malaria_Parasites_Form_Vortices.html
[4] https://undark.org/2022/05/25/it-took-35-years-to-get-a-malaria-vaccine-why/
[4] https://www.dispatch.ug/2022/05/28/malaria-cases-shoot-up-across-uganda-says-health-ministry/
[4] https://umhambi.blogspot.com/2019/01/malaria-south-african-malaria-risk-map.html
[4] https://blogs.biomedcentral.com/bugbitten/2022/05/27/control-of-zoonotic-malaria-hindered-by-missing-knowledge-of-its-mosquitoes/
[4] https://link.medibuddy.app/dengue
[4] https://www.absolutepestuae.com

Top URLs in Tweet in G2:
[5] https://zeromalaria.org/
[4] https://www.dropbox.com/s/ejmjoxjln085zm0/Caso
[4] de
[4] inversi%C3%B3n
[4] en
[4] un
[4] vistazo.pdf?dl=0
[3] https://www.youtube.com/watch?v=N9YaKbgEfBk

[2] https://fundraise.unfoundation.org/event/move-against-malaria-5k/e391385
[2] https://ihi-or-tz.zoom.us/meeting/register/tZAqc-ytrjwjE9JtGIN9bd2s2sdalADTJFPX

Top URLs in Tweet in G3:
[5] https://nimr.webex.com/nimr/j.php?MTID=ma0326906ceec3ded1168f26f61a29ce1
[3] https://twitter.com/commonwealthsec/status/1527267433727381504
[2] https://www.ict4dconference.org/ict4d-malaria/recordings/
[2] https://twitter.com/malarianomoreuk/status/1527635246665146371
[2] https://www.npr.org/sections/goatsandsoda/2022/05/13/1098536246/first-malaria-vaccine-hits-1-million-dose-milestone-although-it-has-its-shortcom?t=1652494319993&t=1652519615933
[2] http://careers.menzies.edu.au/job-details/query/study-lead/in/australia/8625195/
[2] https://www.ghsconf.com/
[2] https://twitter.com/commonwealthsec/status/1527575504689238017
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd44148-022-00062-3
[1] https://malariajournal.biomedcentral.com/articles/10.1186/s12936-022-04142-5

Top URLs in Tweet in G4:
[2] https://www.scienceopen.com/hosted-document?doi=10.15212/ZOONOSES-2021-0015
[2] https://www.scienceopen.com/document?vid=4b1df65d-03bb-4154-b373-833a2e3188df
[1] https://www.seek.com.au/job/57044997?type=standout
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flaninf%2Farticle%2FPIIS1473-3099%2822%2900294-8%2Ffulltext&rc=0

Top URLs in Tweet in G5:
[7] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-022-01356-0
[2] https://www.pnas.org/doi/full/10.1073/pnas.2104282119
[1] https://pnas.org/doi/full/10.1073/pnas.2104282119
[1] https://academic.oup.com/jid/advance-article/doi/10.1093/infdis/jiac169/6586673?login=true
[1] https://www.newscientist.com/article/2320438-nearly-a-third-of-bites-by-malaria-carrying-mosquitoes-are-in-the-day/
[1] https://malariaworld.org/events/watch-the-ihi-masterclass-new-nets-and-new-sprays-for-malaria-control
[1] https://malariaworld.org/news/malaria-parasites-form-vortices
[1] https://malariaworld.org/news/nearly-a-third-of-bites-by-malaria-carrying-mosquitoes-are-in-the-day
[1] https://open.spotify.com/episode/1ajY1klzomYj55xe2VrhqJ?si=ab97cd8335514788
[1] https://rstmh.org/events/rstmh-annual-meeting-2022-malaria-resistance

Top URLs in Tweet in G6:
[24] https://my.corehr.com/pls/uoxrecruit/erq_jobspec_version_4.display_form?p_company=10&p_internal_external=E&p_display_in_irish=N&p_process_type=&p_applicant_no=&p_form_profile_detail=&p_display_apply_ind=Y&p_refresh_search=Y&p_recruitment_id=157993
[2] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fthelancet.com%2Fjournals%2Flanmic%2Fissue%2Fcurrent&rc=0
[1] https://www.thelancet.com/journals/langlo/issue/current
[1] https://twitter.com/costantini_ird/status/1526280177940062216

Top URLs in Tweet in G7:
[3] https://pubmed.ncbi.nlm.nih.gov/35609946/?utm_source=Other&utm_medium=rss&utm_campaign=None&utm_content=1xWjWYPhn9nLqj-e-fo-tDjXbev7YTjB9-fHmukWx2T9Advssa&fc=None&ff=20220526064338&v=2.17.6
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-022-01356-0
[2] https://pubmed.ncbi.nlm.nih.gov/35606796/?utm_source=Other&utm_medium=rss&utm_campaign=None&utm_content=1xWjWYPhn9nLqj-e-fo-tDjXbev7YTjB9-fHmukWx2T9Advssa&fc=None&ff=20220525001325&v=2.17.6
[2] https://www.cell.com/trends/parasitology/current
[1] https://blogs.biomedcentral.com/bugbitten/2022/05/27/control-of-zoonotic-malaria-hindered-by-missing-knowledge-of-its-mosquitoes/
[1] https://my.corehr.com/pls/uoxrecruit/erq_jobspec_version_4.display_form?p_company=10&p_internal_external=E&p_display_in_irish=N&p_process_type=&p_applicant_no=&p_form_profile_detail=&p_display_apply_ind=Y&p_refresh_search=Y&p_recruitment_id=157993
[1] https://pubmed.ncbi.nlm.nih.gov/35562690/?utm_source=Other&utm_medium=rss&utm_campaign=None&utm_content=1xWjWYPhn9nLqj-e-fo-tDjXbev7YTjB9-fHmukWx2T9Advssa&fc=None&ff=20220514171041&v=2.17.6
[1] https://pubmed.ncbi.nlm.nih.gov/35576470/?utm_source=Other&utm_medium=rss&utm_campaign=None&utm_content=1xWjWYPhn9nLqj-e-fo-tDjXbev7YTjB9-fHmukWx2T9Advssa&fc=None&ff=20220519174122&v=2.17.6
[1] https://www.sciencedirect.com/science/article/pii/S0065308X22000161?dgcid=rss_sd_all
[1] https://pubmed.ncbi.nlm.nih.gov/35604186/?utm_source=Other&utm_medium=rss&utm_campaign=None&utm_content=1xWjWYPhn9nLqj-e-fo-tDjXbev7YTjB9-fHmukWx2T9Advssa&fc=None&ff=20220524061326&v=2.17.6

Top URLs in Tweet in G8:
[3] https://jobs.kemri-wellcome.org/job-advert/community-liaison-officer-ii-bohemia
[3] https://jobs.kemri-wellcome.org/job-advert/assistant-research-officer-bohemia
[2] https://bohemiaconsortium.org/newsletter/
[2] https://www.treatmentactiongroup.org/statement/world-malaria-day-2022-long-acting-technologies-community-advisory-board-lat-cab-statement/
[1] https://youtu.be/_-1Hk8kv-UU
[1] https://www.isglobal.org/en/-/20-anos-epidemiologia-malaria-manhica
[1] https://www.isglobal.org/en/-/data-manager-for-the-mesa-project
[1] https://www.cismmanhica.org/post/cism-premiado-na-espanha
[1] https://bohemiaconsortium.org/ivermectin-hub/
[1] https://www.isglobal.org/en/-/tiptop-malaria-pregnancy-iptp

Top URLs in Tweet in G9:
[3] https://twitter.com/Reuters/status/1523969922031927298
[2] https://act.one.org/sign/global-fund-handraiser-2022?akid=s666225..OUQ0Ff
[1] https://play.google.com/store/apps/details?id=com.status365
[1] https://homeopathyhealing.net/role-of-homeopathy-in-dengue/
[1] https://www.bgr.in/news/this-smartphone-app-locates-mosquitoes-helping-humans-fight-malaria-1270870/
[1] https://www.sciencedirect.com/journal/data-in-brief/special-issue/10F4XT7L0JB
[1] https://twitter.com/KEMRI_Wellcome/status/1526089797894389760
[1] https://www.telegraphindia.com/opinion/ancient-hill/cid/1865284
[1] https://www.chasquis.cl/diario/page.php?id=19664
[1] https://www.theguardian.com/world/2022/apr/20/geoengineering-to-slow-global-heating-risks-malaria-rise

Top URLs in Tweet in G10:
[2] https://www.theage.com.au/national/melbourne-lab-joins-race-for-better-covid-19-vaccine-20220517-p5alxx.html
[1] https://www.independent.co.ug/dangerous-antibiotic-use-in-uganda/
[1] https://twitter.com/MSHMarian/status/1526226047750000646
[1] https://burnet.edu.au:443/news/1628
[1] http://careers.menzies.edu.au/job-details/query/study-lead/in/australia/8625195/
[1] https://www.cdc.gov/malaria/malaria_worldwide/impact.html

Top Domains
Top Domains in Tweet in Entire Graph:
[101] twitter.com
[31] youtube.com
[27] corehr.com
[24] nature.com
[19] biomedcentral.com
[17] nih.gov
[13] europa.eu
[12] co.uk
[12] npr.org
[10] who.int

Top Domains in Tweet in G1:
[26] twitter.com
[10] biomedcentral.com
[7] nature.com
[6] org.uk
[6] youtube.com
[6] co.uk
[5] bbc.com
[5] theconversation.com
[5] lamalaria.com
[4] tribuneindia.com

Top Domains in Tweet in G2:
[26] twitter.com
[10] youtube.com
[8] mesamalaria.org
[5] endmalaria.org
[5] zeromalaria.org
[4] biomedcentral.com
[4] dropbox.com
[2] kemri-wellcome.org
[2] unfoundation.org
[2] zoom.us

Top Domains in Tweet in G3:
[15] twitter.com
[5] webex.com
[4] pathable.co
[4] wwarn.org
[3] ict4dconference.org
[3] npr.org
[2] nature.com
[2] biomedcentral.com
[2] who.int
[2] thecommonwealth.org

Top Domains in Tweet in G4:
[4] scienceopen.com
[1] com.au
[1] elsevierhealth.com

Top Domains in Tweet in G5:
[8] nature.com
[3] pnas.org
[3] malariaworld.org
[1] oup.com
[1] newscientist.com
[1] spotify.com
[1] rstmh.org
[1] ac.za

Top Domains in Tweet in G6:
[24] corehr.com
[2] elsevierhealth.com
[1] thelancet.com
[1] twitter.com

Top Domains in Tweet in G7:
[10] nih.gov
[4] twitter.com
[3] nature.com
[3] wiley.com
[2] biomedcentral.com
[2] sciencedirect.com
[2] cell.com
[1] corehr.com
[1] springer.com
[1] plos.org

Top Domains in Tweet in G8:
[7] isglobal.org
[6] kemri-wellcome.org
[3] bohemiaconsortium.org
[2] treatmentactiongroup.org
[1] youtu.be
[1] cismmanhica.org
[1] bmj.com
[1] multiplyipti.net
[1] youtube.com
[1] zoom.us

Top Domains in Tweet in G9:
[9] twitter.com
[3] youtube.com
[3] okt.to
[3] instagram.com
[3] one.org
[2] who.int
[1] google.com
[1] homeopathyhealing.net
[1] bgr.in
[1] sciencedirect.com

Top Domains in Tweet in G10:
[2] edu.au
[2] com.au
[1] co.ug
[1] twitter.com
[1] cdc.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2597] malaria
[201] hiring
[142] tb
[134] dengue
[113] vaccine
[98] mosquito
[95] mosquitoes
[93] covid19
[87] cryoem
[86] cryoet



Top Hashtags in Tweet in G1:
[710] malaria
[72] dengue
[56] mosquito
[47] mosquitoes
[35] tb
[33] health
[32] mosquitos
[31] chikungunya
[31] covid19
[29] hiv

Top Hashtags in Tweet in G2:
[497] malaria
[80] tb
[33] aids
[31] drawtheline
[25] commonwealth
[21] vih
[20] africaday
[15] ntds
[15] dyk
[14] zeromalaria

Top Hashtags in Tweet in G3:
[302] malaria
[38] infectiousdiseases
[33] lecture
[28] commonwealth
[23] ict4d
[22] icymi
[22] chmm
[15] covid19
[12] nicaragua
[10] endmalaria

Top Hashtags in Tweet in G4:
[164] hiring
[103] malaria
[86] vaccine
[77] cryoem
[77] cryoet
[77] membraneprotein
[3] research
[2] qimr
[2] trypanosoma
[2] phd

Top Hashtags in Tweet in G5:
[107] malaria
[27] mosquitoes
[18] anopheles
[9] ntds
[8] mosquito
[6] masterclass
[6] bednet
[6] insecticide
[5] hiring
[5] research

Top Hashtags in Tweet in G6:
[48] malaria
[19] covid19
[18] infertility
[18] ipv
[18] gbs
[18] cholera
[18] wash
[18] micronutrients
[18] tetanus
[18] healthycities

Top Hashtags in Tweet in G7:
[76] malaria
[21] sporozoites
[19] plasmodium
[15] biomalpar
[6] emblmalaria
[5] hiring
[4] vaccine
[4] parasites
[3] protein
[3] sporozoite

Top Hashtags in Tweet in G8:
[78] malaria
[21] bohemiaproject
[17] isglobal
[11] endmalaria
[9] mozambique
[9] malariaelimination
[9] drawtheline
[8] tiptopmalaria
[6] covid
[5] ipti

Top Hashtags in Tweet in G9:
[80] malaria
[10] chikungunya
[9] dengue
[8] mosquito
[8] mosquitos
[7] health
[6] covid19
[5] mosquitobites
[5] hiv
[5] tuberculosis

Top Hashtags in Tweet in G10:
[60] malaria
[30] hepatitis
[6] aids
[5] tuberculosis
[5] nigeria
[4] c4h
[3] reachingtheunreached
[2] endmalaria
[2] covid19
[1] uganda

Top Words
Top Words in Tweet in Entire Graph:
[2597] #malaria
[721] malaria
[318] work
[243] join
[236] globalfund
[223] health
[221] more
[214] research
[206] children
[201] #hiring

Top Words in Tweet in G1:
[710] #malaria
[210] malaria
[72] #dengue
[70] health
[65] more
[58] take
[56] #mosquito
[47] #mosquitoes
[46] dengue
[44] disease

Top Words in Tweet in G2:
[497] #malaria
[154] globalfund
[150] malaria
[117] global
[80] coming
[80] #tb
[79] endmalaria
[77] zeromalaria
[77] joined
[75] leaders

Top Words in Tweet in G3:
[302] #malaria
[130] children
[111] vaccine
[92] drtedros
[84] malaria
[70] more
[62] first
[62] recommended
[59] year
[58] use

Top Words in Tweet in G4:
[164] #hiring
[163] postdoc
[163] join
[103] #malaria
[90] cell
[88] work
[86] research
[86] assistant
[86] study
[86] #vaccine

Top Words in Tweet in G5:
[107] #malaria
[57] work
[54] bites
[52] during
[45] daytime
[38] shows
[38] baldini_fra
[31] really
[30] control
[30] malaria

Top Words in Tweet in G6:
[48] #malaria
[42] people
[42] dying
[42] common
[42] treatable
[42] infections
[42] bacteria
[42] cause
[42] become
[42] resistant

Top Words in Tweet in G7:
[76] #malaria
[32] frischknechtlab
[21] #sporozoites
[20] schwarzulrich
[20] form
[20] rotating
[20] vortices
[20] theoretical
[20] analysis
[19] #plasmodium

Top Words in Tweet in G8:
[78] #malaria
[55] isglobalorg
[27] manhica_cism
[26] community
[24] malaria
[21] franciscosaute
[21] #bohemiaproject
[18] work
[17] #isglobal
[15] 20

Top Words in Tweet in G9:
[80] #malaria
[25] malaria
[11] more
[10] #chikungunya
[9] dengue
[9] #dengue
[9] diseases
[8] #mosquito
[8] #mosquitos
[8] disease

Top Words in Tweet in G10:
[60] #malaria
[33] burnet
[32] burnetinstitute
[31] develop
[31] novel
[31] vaccines
[30] institute
[30] announces
[30] partnership
[30] moderna_tx

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[108] #malaria,vaccine
[103] research,assistant
[102] #malaria,#vaccine
[100] study,#malaria
[99] #tb,#malaria
[99] #hiring,postdoc
[99] postdoc,research
[99] assistant,join
[99] join,study
[99] #vaccine,evidence

Top Word Pairs in Tweet in G1:
[44] take,#malaria
[44] #malaria,pill
[27] forget,take
[26] #dengue,#mosquito
[26] #tb,#malaria
[23] #malaria,#mosquitos
[21] #mosquitoes,#mosquitobites
[19] #malaria,#dengue
[19] #mosquito,#chikungunya
[18] #chikungunya,#zika

Top Word Pairs in Tweet in G2:
[61] #malaria,coming
[61] coming,zeromalaria
[61] zeromalaria,joined
[61] joined,cast
[61] cast,global
[61] global,stars
[61] stars,champions
[61] champions,film
[60] #tb,#malaria
[51] malarianomoreuk,#malaria

Top Word Pairs in Tweet in G3:
[66] #malaria,vaccine
[50] vaccine,children
[50] first,#malaria
[45] sub,saharan
[45] saharan,africa
[45] many,children
[44] #malaria,kills
[44] kills,many
[44] children,safe
[44] safe,effective

Top Word Pairs in Tweet in G4:
[86] #hiring,postdoc
[86] postdoc,research
[86] research,assistant
[86] assistant,join
[86] join,study
[86] study,#malaria
[86] #malaria,#vaccine
[86] #vaccine,evidence
[86] evidence,mouse
[86] mouse,work

Top Word Pairs in Tweet in G5:
[45] during,daytime
[34] bites,#malaria
[32] work,shows
[30] shows,30
[30] 30,bites
[30] baldini_fra,work
[25] #malaria,mosquito
[25] mosquito,occurs
[25] occurs,inside
[25] inside,houses

Top Word Pairs in Tweet in G6:
[42] people,dying
[42] dying,common
[42] common,treatable
[42] treatable,infections
[42] infections,bacteria
[42] bacteria,cause
[42] cause,become
[42] become,resistant
[42] resistant,treatment
[41] manica_amr,people

Top Word Pairs in Tweet in G7:
[20] form,rotating
[20] rotating,vortices
[20] theoretical,analysis
[19] spectacular,discovery
[19] discovery,frischknechtlab
[19] frischknechtlab,#malaria
[19] #malaria,#sporozoites
[19] #sporozoites,form
[19] vortices,theoretical
[18] schwarzulrich,spectacular

Top Word Pairs in Tweet in G8:
[11] elimination,initiative
[11] initiative,southern
[11] southern,mozambique
[10] malaria,elimination
[10] mozambique,unibarcelona
[10] unibarcelona,20
[10] 20,05
[10] 05,222
[10] 222,09h
[10] 09h,10h

Top Word Pairs in Tweet in G9:
[6] national,dengue
[6] dengue,day
[6] #mosquito,#chikungunya
[6] #malaria,#mosquitos
[5] #chikungunya,#malaria
[5] #dengue,#mosquito
[4] #mosquitobites,#denguefever
[4] day,#national_dengue_day
[4] #national_dengue_day,#dengue
[4] #mosquitos,#mosquitobites

Top Word Pairs in Tweet in G10:
[30] burnet,institute
[30] institute,announces
[30] announces,partnership
[30] partnership,moderna_tx
[30] moderna_tx,develop
[30] develop,novel
[30] novel,mrna
[30] mrna,vaccines
[30] vaccines,#malaria
[30] #malaria,#hepatitis

Top Replied-To
Top Replied-To in Entire Graph:
@nimr_delhi
@unaids_pakistan
@drtedros
@sushmideytoi
@djohn1976
@iipsmumbai
@dhsprogram
@dheerender6984
@utdplug
@drmigurr

Top Replied-To in G1:
@avidascalu

Top Replied-To in G2:
@unaids_pakistan
@malariayouthke
@zeromalaria
@teunbousema
@malarianomoreuk
@resultsuk
@globalfund

Top Replied-To in G3:
@nimr_delhi
@drtedros
@dhsprogram
@iipsmumbai
@djohn1976
@sushmideytoi
@who

Top Replied-To in G8:
@paludismolosar

Top Replied-To in G10:
@burnetinstitute

Top Mentioned
Top Mentioned in Entire Graph:
@globalfund
@who
@drtedros
@drboddey
@isglobalorg
@endmalaria
@zeromalaria
@mimi1inh
@alma_2030
@malarianomoreuk

Top Mentioned in G1:
@globalfund
@malariareminder
@isglobalorg
@chiananadou
@lamalariablog
@parasitologykor
@mesamalaria
@tdrnews
@meraindiaicmr
@sherriesilver

Top Mentioned in G2:
@globalfund
@zeromalaria
@endmalaria
@malarianomoreuk
@alma_2030
@fredros_inc
@theglobalfight
@pmigov
@corresponsalvih
@mesamalaria

Top Mentioned in G3:
@who
@drtedros
@meraindiaicmr
@icmrdelhi
@globalgoalsun
@commonwealthsec
@ict4dconference
@unitaid
@nimr_delhi
@aplma_malaria

Top Mentioned in G4:
@drboddey
@mimi1inh
@qimrberghofer
@emblheidelberg
@prasunkundu16
@mcfaddengeoff
@emilyfern5
@pathmalaria
@mariarebelo___
@zyduscadilas

Top Mentioned in G5:
@baldini_fra
@d_ayalag
@costantini_ird
@upendmalaria
@kikundi_cop
@mimijane166421
@ibahcm
@mivegec
@globalvectorhub
@rstmh

Top Mentioned in G6:
@manica_amr
@lourencojml
@lancetgh
@drtedros
@isglobalorg
@konradphd
@fredros_inc
@mimi1inh
@fightingmalaria
@lancetmicrobe

Top Mentioned in G7:
@frischknechtlab
@schwarzulrich
@bloodsparasites
@molmicroeditors
@embl
@mpiib_berlin
@hayleyebullen
@tardieuxlab
@toliclab
@trendsparasitol

Top Mentioned in G8:
@isglobalorg
@manhica_cism
@franciscosaute
@paludismolosar
@unibarcelona
@kemri_wellcome
@unitaid
@lamalariablog
@palonsomalaria
@jhpiego

Top Mentioned in G9:
@ruben_corella
@joinexpeditions

Top Mentioned in G10:
@burnetinstitute
@moderna_tx
@mshhealthimpact
@nmepnigeria
@globalfund
@whowpro
@loyingru
@mshmarian
@who
@devinefy

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@rjber15
@glasgow_watch
@kokusizu2
@nilimajumder
@cotey_mary
@reuters
@fabriciosx
@noticierovv
@timesofindia

Top Tweeters in G1:
@glasgow_watch
@reuters
@trunfim
@indiatvnews
@mariastsehai
@terajits
@innerfury4k
@simon_a_wood
@rfi
@moneycontrolcom

Top Tweeters in G2:
@trigorosa
@magarya
@theeconomist
@publichealthmap
@liberjimenez
@legadobachelet
@arrianna_planey
@faryus88
@abokazhanova
@kigalife

Top Tweeters in G3:
@chidambara09
@rjber15
@kokusizu2
@nilimajumder
@cotey_mary
@timesofindia
@o_g_log
@njmike731
@dementedbonxie
@drrimmer

Top Tweeters in G4:
@hiringcare
@showboat7
@jobsviatweet
@onguma38
@singlecellmedia
@ogboruchujor
@science_open
@kristindownie
@unimelb
@mariavictoriadw

Top Tweeters in G5:
@anneleonardpta
@newscientist
@nature
@demografia_csic
@lesmolala
@kandiwapa111
@305mosquito
@lovettbr
@hopkinsmedicine
@adilbhatti_

Top Tweeters in G6:
@roseg
@msep0003
@die_primel
@chabis_ch
@skatiq3
@oldenaturalist
@vilsjin
@infectiousdz
@perkohler
@totomathon

Top Tweeters in G7:
@vievararosel
@academicchatter
@bloodsparasites
@roswitamind
@dukeu
@flexi23
@mybiotechniques
@ano_sci
@hennypyk
@arbonews

Top Tweeters in G8:
@calzole
@marianatrobosky
@wrafter_colin
@isglobalorg
@uabbarcelona
@unibarcelona
@jhpiego
@turismo_dipcc
@victorfcorreas
@mdveter

Top Tweeters in G9:
@aha1r
@loksattalive
@gujratsamachar
@mapsofworld
@bgrindia
@ebony_sunrise
@lhocreations
@radoncnotes
@reddysalina
@ralfmuschall

Top Tweeters in G10:
@fivefrogsblog
@romainmartinio
@delpjm
@gmopundit
@bees_oz
@ozbob13
@railmaps
@susanla69642683
@mickster007
@agiusk


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