imperialcollege, Twitter, 9/14/2018 12:34:26 PM, 167785


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imperialcollege_2018-09-14_04-06-24.xlsx
imperialcollege_2018-09-14_04-06-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 14, 2018
Short Description:
imperialcollege via NodeXL http://bit.ly/2CUbPEP
@imperialcollege
@jesswade
@traffic_wltrade
@rca
@imperialsci
@annadumitriu
@grantham_ic
@anuja2015
@ucl
@jhepatology

Top hashtags:
#onthisday
#ai
#datathon
#innovation
#machinelearning
#health
#imperialcollege

Description:
Description
The graph represents a network of 3,340 Twitter users whose tweets in the requested range contained "imperialcollege", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 14 September 2018 at 11:07 UTC.

The requested start date was Friday, 14 September 2018 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 13-day, 23-hour, 40-minute period from Friday, 31 August 2018 at 00:20 UTC to Friday, 14 September 2018 at 00:01 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 : 3340
Unique Edges : 6863
Edges With Duplicates : 2733
Total Edges : 9596
Number of Edge Types : 3
Tweet : 229
Mentions : 8792
Replies to : 575
Self-Loops : 229
Reciprocated Vertex Pair Ratio : 0.0516509110837101
Reciprocated Edge Ratio : 0.0982282438770193
Connected Components : 86
Single-Vertex Connected Components : 51
Maximum Vertices in a Connected Component : 3187
Maximum Edges in a Connected Component : 9433
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.914147
Graph Density : 0.000688290983172917
Modularity : 0.544318
NodeXL Version : 1.0.1.403

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[17] https://www.ft.com/content/3f1c0364-b5c5-11e8-bbc3-ccd7de085ffe
[15] https://www.imperial.ac.uk/news/188046/imperials-provost-takes-post/?hootPostID=4b425687d44032b35d0e9a241cc6b76f
[15] https://www.theguardian.com/science/2018/sep/01/first-ever-trials-on-the-effects-of-microdosing-lsd-set-to-begin
[14] https://www.youtube.com/watch?v=zIIBdjbFS1c

[12] http://Adrift.org
[10] https://www.weforum.org/agenda/2018/08/air-pollution-opportunity-not-just-problem
[9] https://www.imperial.ac.uk/news/187946/imperial-celebrates-academic-staff-promoted-2018/?hootPostID=cd6a1288b06f82693a5bb8bb983226da
[7] https://twitter.com/AssocBfMothers/status/1036256363062669312
[6] https://www.youtube.com/watch?v=VgXrZVxoO5I&vl=ca

[6] https://twitter.com/imperialcollege/status/1036253707103608833

Top URLs in Tweet in G1:
[5] https://www.imperial.ac.uk/news/187946/imperial-celebrates-academic-staff-promoted-2018/?hootPostID=cd6a1288b06f82693a5bb8bb983226da
[4] https://www.statsci.co.uk/news
[4] https://twitter.com/jesswade/status/1035877202410307585
[3] https://www.imperial.ac.uk/news/188110/marine-biodiversity-crisis-tackled-with-database/?hootPostID=4e6176d4cfbf170cd3603c430f9fd592
[3] https://www.cambridge.org/core/journals/mrs-bulletin/article/materials-meet-bioelectrical-and-mechanical-demands-of-the-heart/60F63D58F30AD4C9B427B7B601368BC8/core-reader?platform=hootsuite
[2] https://www.imperial.ac.uk/news/188046/imperials-provost-takes-post/?hootPostID=4b425687d44032b35d0e9a241cc6b76f
[2] https://www.imperial.ac.uk/news/186328/performance-gives-medical-students-insights-into/?hootPostID=9ff157edcf7985d210cead63e1db8693
[2] http://www3.imperial.ac.uk/newsandeventspggrp/imperialcollege/eventssummary/event_10-8-2018-12-45-20
[2] https://www.doc.ic.ac.uk/~mpd37/teaching/2017/496/notes.pdf
[2] https://www.doc.ic.ac.uk/~mpd37/teaching/2017/145/notes.pdf

Top URLs in Tweet in G2:
[5] https://amp.theguardian.com/world/2018/sep/06/indian-supreme-court-decriminalises-homosexuality
[5] https://www.imperial.ac.uk/news/188046/imperials-provost-takes-post/?hootPostID=4b425687d44032b35d0e9a241cc6b76f
[4] http://www3.imperial.ac.uk/newsandeventspggrp/imperialcollege/eventssummary/event_6-8-2018-17-11-40
[3] https://www.imperial.ac.uk/news/187946/imperial-celebrates-academic-staff-promoted-2018/?hootPostID=cd6a1288b06f82693a5bb8bb983226da
[3] http://www.imperial.ac.uk/centre-for-languages-culture-and-communication
[3] https://twitter.com/rajeshagrawal/status/1036695566527414272
[2] http://www.imperial.ac.uk/news/188008/imperial-invests-25million-improving-teaching-spaces/
[2] https://twitter.com/imperialcollege/status/1038683587019714560
[2] https://twitter.com/imperialcollege/status/1036253707103608833
[1] https://twitter.com/i/web/status/1040339408422166528

Top URLs in Tweet in G3:
[12] http://Adrift.org
[10] https://www.weforum.org/agenda/2018/08/air-pollution-opportunity-not-just-problem
[5] https://www.eventbrite.co.uk/e/health-and-wellbeing-on-a-changing-planet-tickets-45718503274
[4] https://www.theguardian.com/technology/audio/2018/sep/07/children-of-the-3d-printing-revolution-chips-with-everything-podcast
[3] https://www.imperial.ac.uk/news/188046/imperials-provost-takes-post/?hootPostID=4b425687d44032b35d0e9a241cc6b76f
[2] http://www.imperial.ac.uk/news/187751/designing-uks-low-carbon-integrated-energy-system/
[2] https://www.imperial.ac.uk/be-inspired/student-recruitment-and-outreach/schools-and-colleges/students/on-campus-activities/events/creative-quarter-23-november-2018/
[1] https://twitter.com/i/web/status/1040364258545020928
[1] https://twitter.com/i/web/status/1037629643363414018
[1] https://twitter.com/i/web/status/1037636691991973888

Top URLs in Tweet in G4:
[4] https://www.eventbrite.co.uk/e/co-location-enable-translate-grow-tickets-47844968589?aff=ebdssbdestsearch
[3] https://www.imperial.ac.uk/news/188031/nhs-clinicians-graduate-from-unique-leadership/
[2] https://twitter.com/imperialcollege/status/1035467281420169216
[1] https://bit.ly/2wItvh1
[1] https://www.eventbrite.co.uk/e/tackling-and-treating-childhood-and-adult-obesity-tickets-49641297457
[1] https://twitter.com/i/web/status/1040266339888320512
[1] https://www.eventbrite.co.uk/e/i-hub-showcase-event-series-3-tickets-49467828607?aff=erelexpmlt
[1] http://www.move-upstream.org.uk/about-upstream/
[1] https://www.imperial.ac.uk/news/188046/imperials-provost-takes-post/?hootPostID=4b425687d44032b35d0e9a241cc6b76f
[1] https://twitter.com/i/web/status/1037659676631093250

Top URLs in Tweet in G5:
[15] https://www.ft.com/content/3f1c0364-b5c5-11e8-bbc3-ccd7de085ffe
[3] https://twitter.com/bengoldacre/status/1040016280290553861
[3] https://www.imperial.ac.uk/news/188046/imperials-provost-takes-post/?hootPostID=4b425687d44032b35d0e9a241cc6b76f
[2] https://twitter.com/imperialcollege/status/1036253707103608833
[2] https://twitter.com/imperialcollege/status/1037272900611584000
[2] https://www.imperial.ac.uk/news/188146/stem-graduates-should-post-study-visas-says/?hootPostID=9cf3456b65adaf2426accff97c496e32
[1] http://bit.ly/2C8F1HA
[1] https://twitter.com/i/web/status/1039600810559188992
[1] https://twitter.com/i/web/status/1040183280287408129
[1] https://twitter.com/i/web/status/1040188416191868933

Top URLs in Tweet in G6:
[5] https://www.osapublishing.org/optica/abstract.cfm?uri=optica-5-9-1087
[1] https://twitter.com/i/web/status/1040200978597855232
[1] https://www.traffic.org/publications/reports/reducing-demand-for-illegal-wildlife-products/
[1] https://twitter.com/i/web/status/1040004839818887168
[1] https://twitter.com/i/web/status/1039789016282005504
[1] https://twitter.com/i/web/status/1039849180498411520
[1] https://twitter.com/i/web/status/1039750152632852480
[1] https://twitter.com/i/web/status/1039428429119025153
[1] https://twitter.com/i/web/status/1039456767896211456
[1] https://phys.org/news/2018-09-photons-billions.html

Top URLs in Tweet in G7:
[14] https://www.theguardian.com/science/2018/sep/01/first-ever-trials-on-the-effects-of-microdosing-lsd-set-to-begin
[3] https://www.youtube.com/watch?v=FDmOBEJYO8I&feature=youtu.be

[2] https://www.settingscience.com/
[2] https://selfblinding-microdose.org/
[1] https://twitter.com/i/web/status/1040328496361295872
[1] https://twitter.com/i/web/status/1040015661882200064
[1] https://twitter.com/i/web/status/1040059303061794818
[1] https://twitter.com/BeckleyResearch/status/1036525885204193280
[1] https://twitter.com/i/web/status/1038502377542836226
[1] http://www.lasdrogas.info/noticias/32207/estudiaran-si-es-cierto-que-tomar-microdosis-de-lsd-incrementa-la-creatividad-y-la-concentracion.html

Top URLs in Tweet in G8:
[2] http://www3.imperial.ac.uk/newsandeventspggrp/imperialcollege/eventssummary/event_11-12-2017-15-26-40
[1] https://twitter.com/i/web/status/1039776886325501952
[1] http://www3.imperial.ac.uk/newsandeventspggrp/imperialcollege/administration/eventsforstaff/eventssummary/event_10-8-2018-15-47-54
[1] http://www3.imperial.ac.uk/newsandeventspggrp/imperialcollege/naturalsciences/eventssummary/event_7-6-2018-17-36-45
[1] https://www.imperial.ac.uk/news/188046/imperials-provost-takes-post/?hootPostID=4b425687d44032b35d0e9a241cc6b76f
[1] https://twitter.com/i/web/status/1039906337847758848
[1] https://twitter.com/i/web/status/1040228937962536960
[1] https://twitter.com/i/web/status/1039787038978060288
[1] https://twitter.com/i/web/status/1039582175576969218
[1] https://twitter.com/i/web/status/1039839617200078849

Top URLs in Tweet in G9:
[2] http://www3.imperial.ac.uk/newsandeventspggrp/imperialcollege/medicine/departmentofsurgeryandcancer/eventssummary/event_7-9-2018-14-16-11
[1] http://www3.imperial.ac.uk/newsandeventspggrp/imperialcollege/eventssummary/event_26-7-2018-12-2-2?hootPostID=88b97aa881507d8ca31e0e2c5701db0e
[1] https://twitter.com/imperialcollege/status/1032213422073683968
[1] https://twitter.com/i/web/status/1035479738943512576
[1] https://twitter.com/i/web/status/1035524575180861442
[1] https://twitter.com/i/web/status/1035573035766571009
[1] https://twitter.com/i/web/status/1035271564701388801
[1] https://twitter.com/i/web/status/1035646042648322048
[1] https://twitter.com/i/web/status/1035793056312827905
[1] https://twitter.com/i/web/status/1035637238338650113

Top URLs in Tweet in G10:
[2] https://twitter.com/robertlearney/status/1038803325150486529
[1] http://www.rsc.org/events/detail/28780/understanding-and-reconstructing-biointerfaces-with-3d-soft-nanolithography
[1] https://twitter.com/UltimaHoracom/status/1039455509617762304
[1] https://twitter.com/i/web/status/1039095436487942144
[1] https://twitter.com/i/web/status/1038345799405584385
[1] http://ai-med.io/datathon-imperial-college-london/
[1] https://twitter.com/i/web/status/1038496044265496577
[1] http://aimed.events/datathon/
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6030263/pdf/rsos180410.pdf
[1] https://twitter.com/i/web/status/1037636417759928321

Top Domains
Top Domains in Tweet in Entire Graph:
[615] twitter.com
[172] ac.uk
[42] co.uk
[30] youtube.com
[28] theguardian.com
[18] ft.com
[12] adrift.org
[11] weforum.org
[9] nature.com
[7] org.uk

Top Domains in Tweet in G1:
[149] twitter.com
[70] ac.uk
[16] co.uk
[4] ansa.it
[3] theguardian.com
[3] nature.com
[3] paper.li
[3] cambridge.org
[2] entale.co
[2] epde.info

Top Domains in Tweet in G2:
[101] twitter.com
[28] ac.uk
[6] theguardian.com
[2] globalccsinstitute.com
[2] youtube.com
[1] harvard.edu
[1] london-light.org
[1] ft.com
[1] co.uk
[1] virginmoneygiving.com

Top Domains in Tweet in G3:
[34] twitter.com
[17] ac.uk
[12] adrift.org
[10] weforum.org
[8] co.uk
[4] theguardian.com
[1] com.cn
[1] mailchi.mp
[1] reddit.com

Top Domains in Tweet in G4:
[40] twitter.com
[13] ac.uk
[9] co.uk
[3] nhs.uk
[1] bit.ly
[1] org.uk
[1] instagram.com
[1] oup.com
[1] youtube.com
[1] swimming.org

Top Domains in Tweet in G5:
[20] twitter.com
[16] ft.com
[8] ac.uk
[1] bit.ly
[1] nature.com
[1] co.uk

Top Domains in Tweet in G6:
[16] twitter.com
[6] osapublishing.org
[1] traffic.org
[1] phys.org
[1] ac.uk
[1] weebly.com
[1] co.uk

Top Domains in Tweet in G7:
[15] theguardian.com
[6] twitter.com
[3] youtube.com
[3] selfblinding-microdose.org
[2] settingscience.com
[1] lasdrogas.info
[1] newsweek.com

Top Domains in Tweet in G8:
[8] twitter.com
[5] ac.uk
[1] emanueledosualdo.com

Top Domains in Tweet in G9:
[9] twitter.com
[3] ac.uk

Top Domains in Tweet in G10:
[9] twitter.com
[1] rsc.org
[1] ai-med.io
[1] aimed.events
[1] nih.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[186] onthisday
[62] ai
[57] datathon
[55] innovation
[45] machinelearning
[43] health
[40] imperialcollege
[35] microdosing
[34] wildlife
[33] biomedeng18



Top Hashtags in Tweet in G1:
[156] onthisday
[23] type2_immunity
[23] induction_of_allergy
[14] biomedeng18
[11] ai
[9] conservation
[9] immunity
[8] ourimperial
[8] mentalhealth
[8] epilepsy

Top Hashtags in Tweet in G2:
[11] onthisday
[10] womeninstem
[9] alpsp18
[8] equalityforall
[8] preprints
[6] lcn
[4] ourimperial
[4] medicines
[4] manufacturing
[4] race

Top Hashtags in Tweet in G3:
[39] health
[31] airpollution
[20] epde2018
[17] statistics
[17] bayesian
[17] machinelearning
[13] transport
[13] agriculture
[10] mosquito
[10] ecology

Top Hashtags in Tweet in G4:
[16] cate2018
[5] whitecity
[5] onthisday
[4] colorectalcancer
[3] startups
[3] nhs
[2] innovative
[2] scalable
[2] lightinguptheoperatingtheatre
[1] 3b

Top Hashtags in Tweet in G5:
[2] imperialbiz
[1] ourimperial
[1] geoscience
[1] mentalhealth
[1] stem
[1] businessgrowth
[1] london
[1] leanstartup
[1] ieec2018
[1] weinnovate

Top Hashtags in Tweet in G6:
[33] wildlife
[13] illegalwildlifetrade
[6] opticalcircuits
[6] quantumoptics
[5] osa_optica
[4] ukfluids
[2] photons
[2] lcv2018chat
[1] einstein
[1] turbulence

Top Hashtags in Tweet in G7:
[35] microdosing
[16] lsd
[14] psychedelic
[4] research
[2] psychedelics
[2] blinding
[2] experiment
[1] flowstates

Top Hashtags in Tweet in G8:
[11] phdviva
[3] onthisday
[2] phd
[2] membranes
[2] barton100
[1] stem
[1] idles
[1] party
[1] nanomaterials
[1] 2018annualnanotechnologyconference

Top Hashtags in Tweet in G9:
[4] inaugurallecture
[3] lightinguptheoperatingtheatre
[2] dietary
[1] augmentedreality
[1] surgery
[1] onthisday
[1] tewfbenchmark

Top Hashtags in Tweet in G10:
[57] datathon
[10] datascientists
[8] healthcare
[5] medicaldoctors
[5] engineers
[5] nurses
[5] dataanalytics
[5] artificialintelligence
[4] aimed
[3] quantum

Top Words
Top Words in Tweet in Entire Graph:
[2823] Words in Sentiment List#1: Positive
[801] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[70762] Non-categorized Words
[74387] Total Words
[2575] imperialcollege
[354] new
[353] jesswade
[331] î
[325] ðÿ

Top Words in Tweet in G1:
[867] imperialcollege
[156] onthisday
[144] born
[134] الله
[79] physician
[73] new
[72] helped
[69] mjjalsaadi
[67] childhood
[67] tuberculosis

Top Words in Tweet in G2:
[386] imperialcollege
[262] jesswade
[222] ðÿ
[170] diversity
[115] engagement
[111] hello
[109] everyone
[106] education
[106] tech
[106] applying

Top Words in Tweet in G3:
[226] imperialcollege
[77] rca
[76] interested
[62] ichealthyplanet
[59] health
[59] jesswade
[56] understand
[56] price
[55] tcddublin
[53] learnt

Top Words in Tweet in G4:
[132] imperialcollege
[36] more
[25] s
[22] imperialmed
[21] 3
[21] join
[20] icgpteaching
[19] soniakumar100
[19] advancehe
[19] team

Top Words in Tweet in G5:
[88] imperialcollege
[42] alicegast
[29] s
[24] 26
[22] out
[20] graduates
[19] low
[19] president
[19] ft
[18] aeronauticable

Top Words in Tweet in G6:
[46] effective
[46] approaches
[46] changing
[46] behaviour
[45] consumers
[39] illegal
[39] wildlife
[36] traffic_wltrade
[33] imperialcollege
[33] new

Top Words in Tweet in G7:
[68] imperialcollege
[53] microdosing
[48] research
[47] study
[46] beckley
[34] helping
[32] beckleyresearch
[32] profdavidnutt
[31] project
[30] consider

Top Words in Tweet in G8:
[60] imperialcollege
[26] imperialsci
[23] diversity
[23] dr
[21] women
[20] astascini
[20] stem
[20] professor
[19] jesswade
[19] dean

Top Words in Tweet in G9:
[107] imperialcollege
[94] elenamarywells
[69] imperialpeople
[68] sigsworthjanice
[52] congratulations
[41] mary
[36] professor
[32] delighted
[30] nursing
[28] great

Top Words in Tweet in G10:
[71] imperialcollege
[62] datathon
[42] mitcriticaldata
[37] ai_in_medicine
[35] googlecloud
[23] great
[17] data
[17] care
[13] h
[13] robertlearney

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[170] imperialcollege,onthisday
[159] ðÿ,ðÿ
[134] î,î
[116] please,consider
[115] hello,everyone
[115] everyone,cares
[115] cares,diversity
[115] diversity,engagement
[115] engagement,education
[115] education,tech

Top Word Pairs in Tweet in G1:
[140] imperialcollege,onthisday
[66] onthisday,1890
[66] 1890,physician
[66] physician,dorothy
[66] dorothy,price
[66] price,born
[66] born,helped
[66] helped,eliminate
[66] eliminate,childhood
[66] childhood,tuberculosis

Top Word Pairs in Tweet in G2:
[107] ðÿ,ðÿ
[105] hello,everyone
[105] everyone,cares
[105] cares,diversity
[105] diversity,engagement
[105] engagement,education
[105] education,tech
[105] tech,please
[105] please,consider
[105] consider,applying

Top Word Pairs in Tweet in G3:
[60] ichealthyplanet,imperialcollege
[51] jesswade,price
[51] price,absolute
[51] absolute,legend
[51] legend,nearly
[51] nearly,studied
[51] studied,rca
[51] rca,opted
[51] opted,medicine
[51] medicine,tcddublin

Top Word Pairs in Tweet in G4:
[16] important,proud
[16] proud,moment
[16] moment,icgpteaching
[16] icgpteaching,receive
[16] receive,advancehe
[16] advancehe,cate2018
[16] cate2018,collaborative
[16] collaborative,team
[16] team,award
[15] soniakumar100,important

Top Word Pairs in Tweet in G5:
[19] president,alicegast
[17] check,out
[17] imperialcollege,president
[17] stem,graduates
[15] alicegast,makes
[15] makes,case
[15] case,smarter
[15] smarter,visas
[15] visas,stem
[15] graduates,today

Top Word Pairs in Tweet in G6:
[46] effective,approaches
[46] approaches,changing
[46] changing,behaviour
[39] illegal,wildlife
[33] new,study
[33] study,investigates
[33] investigates,effective
[33] behaviour,illegal
[33] wildlife,consumers
[33] consumers,launched

Top Word Pairs in Tweet in G7:
[33] imperialcollege,beckley
[31] research,project
[31] microdosing,study
[30] consider,helping
[30] helping,imperialcollege
[30] beckley,research
[30] project,sophisticated
[30] sophisticated,microdosing
[29] profdavidnutt,consider
[28] beckleyresearch,imperialcollege

Top Word Pairs in Tweet in G8:
[19] imperialcollege,women
[19] women,diversity
[19] diversity,stem
[19] stem,dr
[19] dr,jesswade
[19] jesswade,dean
[19] dean,imperialsci
[19] imperialsci,professor
[19] professor,tom
[19] tom,welton

Top Word Pairs in Tweet in G9:
[69] imperialcollege,imperialpeople
[68] imperialpeople,sigsworthjanice
[63] elenamarywells,imperialcollege
[25] sigsworthjanice,congratulations
[25] congratulations,mary
[24] really,delighted
[24] delighted,recognised
[24] recognised,officially
[24] officially,professor
[24] professor,practice

Top Word Pairs in Tweet in G10:
[28] imperialcollege,googlecloud
[26] ai_in_medicine,mitcriticaldata
[24] mitcriticaldata,imperialcollege
[15] datathon,ai_in_medicine
[15] imperialcollege,datathon
[12] care,datathon
[10] data,scientists
[10] critical,care
[10] datathon,started
[10] collaboration,between

Top Replied-To
Top Replied-To in Entire Graph:
@mjjalsaadi
@imperialcollege
@elenamarywells
@jesswade
@icbillywu
@stephen_curry
@cullyantoine
@seis_matters
@guillermorein
@paulcoxon

Top Replied-To in G1:
@mjjalsaadi
@imperialcollege
@hgleitch
@ruskin147
@soterisd
@chinadailyusa
@amalfuraih
@exscientialtd
@psfennell
@nasseralqhtanir

Top Replied-To in G2:
@jesswade
@stephen_curry
@paulcoxon
@renaemryan1
@imperialcollege
@mic_library
@seis_matters
@chrisbanks
@icbillywu
@tanvir_h

Top Replied-To in G3:
@icbillywu
@imperialcollege
@grantham_ic
@arankdasan
@quantamagazine
@ichealthyplanet
@e_pde
@seis_matters
@tanvir_h
@icoutreach

Top Replied-To in G4:
@alicegast
@kiusum
@imperialcollege
@soniakumar100
@priya_pallan
@africabobo
@rmforsyth
@jimmcmanusph
@milieudefensie
@ruthdeltufo

Top Replied-To in G5:
@mberboucha
@aeronauticable
@fsuzukividal
@anandtmc
@martinjlavelle
@slsingh
@bengoldacre
@imperialcollege
@ax0ne
@vicentevalenz

Top Replied-To in G6:
@lcv_event
@iwtnet
@topunis
@camsooper
@hesham_haikal
@defragovuk
@traffic_wltrade

Top Replied-To in G7:
@maps
@profdavidnutt
@ericozkan1
@myloveishemp
@beckleyresearch

Top Replied-To in G8:
@astascini
@cmbi_imperial
@garglab
@bordaigorl
@mscactions
@continiclau

Top Replied-To in G9:
@elenamarywells
@sengasteel

Top Replied-To in G10:
@mit
@09emmar
@marykateucc
@yalesom
@imperialcollege
@sikandhayat
@_hylandsl
@meleksomai

Top Mentioned
Top Mentioned in Entire Graph:
@imperialcollege
@jesswade
@rca
@ucl
@imperialpeople
@sigsworthjanice
@ichealthyplanet
@stephen_curry
@tcddublin
@alicegast

Top Mentioned in G1:
@imperialcollege
@mmw_lmw
@kidney_research
@mjjalsaadi
@kewscience
@dr_jamie_murphy
@chalk2018
@sciimmunology

Top Mentioned in G2:
@imperialcollege
@jesswade
@ucl
@stephen_curry
@chionwurah
@kingscollegelon
@wes1919
@imperialchemeng
@raengnews
@theedtuk

Top Mentioned in G3:
@imperialcollege
@rca
@ichealthyplanet
@jesswade
@tcddublin
@imperialde
@grantham_ic
@wef
@ic_cep
@imperialrsm

Top Mentioned in G4:
@imperialcollege
@imperialmed
@icgpteaching
@advancehe
@helloupstream
@soniakumar100
@thelol_lab
@centralworking
@sportimperial
@imperialnhs

Top Mentioned in G5:
@imperialcollege
@alicegast
@ft
@aeronauticable
@cmbi_imperial
@glarrouym_lab
@laurent_dortet
@fillouxlab
@imperialbiz

Top Mentioned in G6:
@traffic_wltrade
@imperialcollege
@defragovuk
@unibirmingham
@uniofoxford
@cambridge_uni
@officialuom
@uob_india
@wwf
@osapublishing

Top Mentioned in G7:
@imperialcollege
@beckley
@beckleyresearch
@profdavidnutt
@maps
@drug_science
@imperial_prg
@flowgenomeproj
@d

Top Mentioned in G8:
@imperialcollege
@imperialsci
@jesswade
@astascini
@impchemistry
@thebuildersw8
@fbresmegroup
@continiclau
@eapsmit
@marcinmiklitz

Top Mentioned in G9:
@imperialcollege
@imperialpeople
@sigsworthjanice
@elenamarywells
@imperialsandc
@iclhamlynrobots
@drjohnwahba
@springercancer
@eacrnews
@josephcmanning

Top Mentioned in G10:
@imperialcollege
@mitcriticaldata
@ai_in_medicine
@googlecloud
@mit
@robertlearney
@09emmar
@imperialsandc
@meleksomai
@matkomorowski

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@dannyshooknews
@arkangelscrap
@paoloigna1
@auldcove
@jamesroy
@diplomix
@soapfanfiction
@moonbootica
@independent

Top Tweeters in G1:
@dannyshooknews
@paoloigna1
@soapfanfiction
@ginou1010
@metrouk
@kriscolvin
@fleejack
@thesandlings
@thetimes
@eu_remain_2017

Top Tweeters in G2:
@moonbootica
@itswanda
@blackphysicists
@kcarruthers
@skype
@stephencgill
@drskyskull
@ti_enjoli
@coolmentoring
@cvfry

Top Tweeters in G3:
@politicalbee
@guardian
@shyduroff
@rmathematicus
@cathyby
@readeatwriterun
@mwt2008
@rocketman528
@wef
@goldishcj

Top Tweeters in G4:
@gpconsortia
@oncologyforum
@trishgreenhalgh
@richard_gp
@swanseauni
@jimmcmanusph
@lillypad
@steve_x
@officialnihr
@uktv

Top Tweeters in G5:
@ap
@ft
@david_colquhoun
@catbaba
@rjblaskiewicz
@bengoldacre
@anwarkashfi
@benkaire
@sharanjit
@afiforflip

Top Tweeters in G6:
@wwf
@thepowerofmeow
@armyofwomack
@theresjenn
@dawnroseturner
@melissa39b
@alpha1malegroom
@blaenauffestnow
@saasa_rsa
@antsemot

Top Tweeters in G7:
@foggybottomgal
@smartguitar1
@ivanmosovitch
@elenapintor
@bryceweiner
@drbristol71
@chairmanboab
@davidblackfin
@soozaphone
@4evertachyon

Top Tweeters in G8:
@tesco
@chemjobber
@academicchatter
@mveg001
@womensciaust
@stuartcantrill
@hpacheco_black
@merrybells1276
@wikiwomeninred
@richteditor12

Top Tweeters in G9:
@n8_tweets
@odo_kate
@digitalgerry
@josephcmanning
@mustafabodrick
@imperial_ighi
@lesleylesleys
@favilar
@jewelry_jolly
@nurseeiri

Top Tweeters in G10:
@hubbucket
@google
@harvard
@ucc
@nhs
@usal
@umich
@columbia
@stanford
@icu_management