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#synbio Twitter NodeXL SNA Map and Report for Wednesday, 13 October 2021 at 19:26 UTC (experimental version)
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From:
marc_smith
Uploaded on:
October 13, 2021
Short Description:
#synbio via NodeXL https://bit.ly/3BztzPz
@rcadesignbio
@dschindler_pdr
@synbiouk
@syddanskuni
@fabrismichele
@jijzarco
@rhoystarkiller
@twistbioscience
@gasb_synbio
@pauljaschke

Top hashtags:
#synbio
#research
#biology
#biotechnology
#genomics
#engineering
#review

Description:
Description
The graph represents a network of 663 Twitter users whose recent tweets contained "#synbio", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 13 October 2021 at 19:30 UTC.

The tweets in the network were tweeted over the 8-day, 16-hour, 20-minute period from Tuesday, 05 October 2021 at 02:39 UTC to Wednesday, 13 October 2021 at 19:00 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 : 663
Unique Edges : 1410
Edges With Duplicates : 165
Total Edges : 1575
Number of Edge Types : 5
Mentions : 226
MentionsInRetweet : 721
Retweet : 538
Tweet : 85
Replies to : 5
Self-Loops : 85
Reciprocated Vertex Pair Ratio : 0.0480769230769231
Reciprocated Edge Ratio : 0.0917431192660551
Connected Components : 54
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 525
Maximum Edges in a Connected Component : 1371
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.126801
Graph Density : 0.00322848172501629
Modularity : 0.748296
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 663 Twitter users whose recent tweets contained "#synbio", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 13 October 2021 at 19:30 UTC.

The tweets in the network were tweeted over the 8-day, 16-hour, 20-minute period from Tuesday, 05 October 2021 at 02:39 UTC to Wednesday, 13 October 2021 at 19:00 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 : TwitterSearch
Graph Term : #synbio
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[48] https://www.nature.com/articles/doi:10.1038/s41576-021-00417-w.epdf?sharing_token=yGx2W-VvgqTG5wDaGrmoLtRgN0jAjWel9jnR3ZoTv0MtUwEQlFD-Pydi_vv8C4r2Gf0uaal93yPp5XPR13EEHM2ynypgXEIzwwrvKNPvlXNyD8StUlvd2QHudBveRkbhtJNNeKjfB4qDh6gBABY79fPc7bwRBuOKcLNqkfHP4JY%3D
[43] https://www.sdu.dk/da/service/ledige_stillinger/1172164?sc_lang=en
[20] https://www.dtu.dk/english/About/JOB-and-CAREER/vacant-positions//job?id=0eb1f2f1-3392-4b0e-8b7a-80a0d93655ca
[20] https://www.navair.navy.mil/news/NAWCWD-Amyris-collaborate-develop-test-high-energy-biosynthetic-fuel/Mon-10052020-1256
[12] https://lbl.referrals.selectminds.com/page/jgi-job-openings-68
[12] https://www.sciencemag.org/doi/10.1126/science.abe6494?keytype2=tf_ipsecsha&ijkey=70c3bac11036761079d6ac378846c2d2d6950c6f
[12] https://www.sciencemag.org/doi/10.1126/science.abe4882?keytype2=tf_ipsecsha&ijkey=5786bf975d7855abcd284c086712414f268e11d2
[12] https://www.sciencemag.org/doi/10.1126/science.abe6542?keytype2=tf_ipsecsha&ijkey=51d4fd6f9a539f98579cbe7928ba21ea1740ffea
[12] https://www.uv.es/institute-integrative-systems-biology-i2sysbio/en/news-1285990801509/Novetat.html?id=1286217679156
[12] https://twitter.com/SynBioChallenge/status/1447773313183350785

Top URLs in Tweet in G1:
[42] https://www.nature.com/articles/doi:10.1038/s41576-021-00417-w.epdf?sharing_token=yGx2W-VvgqTG5wDaGrmoLtRgN0jAjWel9jnR3ZoTv0MtUwEQlFD-Pydi_vv8C4r2Gf0uaal93yPp5XPR13EEHM2ynypgXEIzwwrvKNPvlXNyD8StUlvd2QHudBveRkbhtJNNeKjfB4qDh6gBABY79fPc7bwRBuOKcLNqkfHP4JY%3D
[33] https://www.sdu.dk/da/service/ledige_stillinger/1172164?sc_lang=en
[4] https://twitter.com/PaulJaschke/status/1445539069736325133
[1] https://twitter.com/SynBioChallenge/status/1447773313183350785
[1] https://twitter.com/Pd_PANA/status/1446636279765118977
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-021-26129-7
[1] https://twitter.com/SynBioChallenge/status/1445240183603875841

Top URLs in Tweet in G2:
[6] https://www.genengnews.com/topics/genome-editing/synthetic-biology-engineers-the-next-genomic-revolution/?utm_content=buffer9c3cf&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.genengnews.com/commentary/40th-anniversary-recollections-predictions/
[2] https://twitter.com/SchmidtFutures/status/1447931686499635203
[2] https://www.nytimes.com/2021/10/05/style/stella-mccartney-mushrooms.html?utm_content=buffer655d8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://news.trust.org/item/20210916000058-2k0ky?utm_content=buffer41f24&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://event.on24.com/wcc/r/3398511/D25A68B5429859451FEEE6E2B7A2FF9B?partnerref=dnascript
[1] https://ebrc.org/ebrc-spa-presents-follow-the-money-panel/
[1] https://twitter.com/sgrodriques/status/1447976925624999936
[1] https://twitter.com/synbiobeta/status/1448303153166929930
[1] https://news.sky.com/story/first-living-medicine-that-treats-anti-biotic-resistant-bacteria-developed-in-new-study-12427406?utm_content=bufferca072&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G3:
[18] https://www.dtu.dk/english/About/JOB-and-CAREER/vacant-positions//job?id=0eb1f2f1-3392-4b0e-8b7a-80a0d93655ca
[6] https://twitter.com/DTUBiosustain/status/1445301763830161409
[3] https://www.synthetischebiologie.org/blog-news/2021/10/11/17th-medical-biodefense-conference-2021-
[2] https://twitter.com/mossebelle/status/1445257475154907136
[2] https://www.sdu.dk/da/service/ledige_stillinger/1172164?sc_lang=en
[1] https://www.bristol.ac.uk/jobs/find/details/?jobId=259034&jobTitle=Postdoctoral%20Research%20Associate%20in%20Molecular%20Biology
[1] https://twitter.com/marucci_lucia/status/1445801688686809091
[1] https://cg.sandia.gov/psc/applicant/EMPLOYEE/HRMS/c/HRS_HRAM_FL.HRS_CG_SEARCH_FL.GBL?Page=HRS_APP_JBPST_FL&Action=U&FOCUS=Applicant&SiteId=1&JobOpeningId=678751&PostingSeq=1&SiteId=1
[1] https://twitter.com/gasb_synbio/status/1441100782212841478
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-021-04003-2

Top URLs in Tweet in G4:
[9] https://igem.fm:443/
[9] https://open.spotify.com/episode/7k8aZa147kJbHlvNGDTPqI?si=mr-NxL97S3qUP5oKSe1HTw&dl_branch=1
[9] https://podcasts.apple.com/au/podcast/synbio-podcast/id1566549358?i=1000537661072
[6] https://tally.so/r/w2kV9n
[5] https://twitter.com/london_synbio/status/1442520733482201091
[4] https://scitechdaily.com/using-synthetic-biology-to-shed-light-on-biological-dark-matter/
[4] https://www.ashg.org/meetings/2021meeting/attendees/
[3] https://www.evonetix.com/evonetix-granted-patent-for-dna-data-storage-and-retrieval/?utm_source=social+media&utm_medium=social+media+posts&utm_id=Data+storage+sm+post
[2] https://medium.com/syn-city/dna-the-solution-to-our-data-storage-problem-333822536368?utm_source=social+media&utm_medium=social+media+posts&utm_id=Medium+Data+storage+sm+post
[2] https://twitter.com/GogecConference/status/1445193246699925506

Top URLs in Tweet in G5:
[11] https://lbl.referrals.selectminds.com/page/jgi-job-openings-68
[7] https://twitter.com/globalbiosummit/status/1448063535477673988
[5] https://twitter.com/JulianMellentin/status/1447656188674514944
[1] https://www.sdu.dk/da/service/ledige_stillinger/1172164?sc_lang=en
[1] https://www.linkedin.com/pulse/celebrating-regenerative-vegan-true-self-animals-planet-alan-lewis/

Top URLs in Tweet in G6:
[19] https://www.navair.navy.mil/news/NAWCWD-Amyris-collaborate-develop-test-high-energy-biosynthetic-fuel/Mon-10052020-1256
[6] https://www.eventbrite.com/e/women-in-uk-synthetic-biology-lets-get-connected-tickets-180263832977
[4] https://synbiobeta.com/2q-2021-synthetic-biology-venture-investment-report/
[3] https://www.eventbrite.com/e/synbiobeta-chemicals-materials-tickets-180380211067
[3] https://academic.oup.com/synbio/advance-article/doi/10.1093/synbio/ysab029/6369019?rss=1
[3] https://academic.oup.com/synbio/article/6/1/ysab030/6371770
[2] https://synbiobeta.com/2q-2021-synthetic-biology-venture-investment-report/?utm_content=buffer77165&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://academic.oup.com/synbio/advance-article/doi/10.1093/synbio/ysab031/6390057
[2] https://academic.oup.com/synbio/advance-article/doi/10.1093/synbio/ysab026/6387748?rss=1
[2] https://academic.oup.com/synbio/advance-article/doi/10.1093/synbio/ysab031/6390057?rss=1

Top URLs in Tweet in G7:
[12] https://www.eventbrite.com.au/e/the-2021-aussynbio-challenge-final-showcase-tickets-178424220647
[11] https://twitter.com/SynBioChallenge/status/1447773313183350785
[8] https://twitter.com/SynBioChallenge/status/1445240183603875841
[5] https://www.sciencedirect.com/science/article/pii/S2665906921000052
[4] https://synbioaustralasia.org
[3] https://www.eventbrite.sg/e/sinergy-seminar-series-velia-siciliano-tickets-163331154881
[3] https://www.eventbrite.co.uk/x/reverse-archaeology-designing-things-from-the-future-tickets-168386008083?utm_source=eventbrite&utm_medium=email&utm_campaign=reminder_attendees_event_starting_email&utm_term=cta&ref=eemaileventremind
[3] https://www.sdu.dk/da/service/ledige_stillinger/1172164?sc_lang=en
[2] https://twitter.com/SciencePorn1/status/1446233352273600514
[2] https://twitter.com/iSpecimen/status/1446104999277350912

Top URLs in Tweet in G8:
[9] https://www.meetup.com/Cambridge-Synthetic-Biology-Meetup/events/280355019/
[7] https://www.bristol.ac.uk/biodesign-institute/events/2021/webinar---kerstin-gopfrich.html
[4] https://www.ecb2022.com/
[2] https://www.bristol.ac.uk/jobs/find/details/?jobId=259034&jobTitle=Postdoctoral%20Research%20Associate%20in%20Molecular%20Biology
[2] https://twitter.com/marucci_lucia/status/1445801688686809091
[2] https://www.proteinx.org/food-science-academia-lab?utm_content=buffer8c903&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.bristol.ac.uk/news/2021/october/imophoron-fundingannounce.html
[1] https://twitter.com/ScienceCreates/status/1446080137582321665
[1] https://apply.workable.com/nuclera/j/F7E7EECA87/
[1] https://twitter.com/chiara_gandini1/status/1443972429496438786

Top URLs in Tweet in G9:
[12] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41573-021-00285-3
[7] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-021-26129-7
[6] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-021-25831-w
[6] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41579-021-00577-w%3Futm_source%3Dnrmicro_etoc%26utm_medium%3Demail%26utm_campaign%3Dtoc_41579_19_11%26utm_content%3D20211011%26sap-outbound-id%3D0F682A2AECFA9AD24D067D94913A5B0A5E899107
[3] https://elifesciences.org/articles/65993
[1] https://www.navair.navy.mil/news/NAWCWD-Amyris-collaborate-develop-test-high-energy-biosynthetic-fuel/Mon-10052020-1256

Top URLs in Tweet in G10:
[6] https://www.embopress.org/doi/full/10.15252/msb.202110574
[5] https://news.trust.org/item/20210916000058-2k0ky
[5] https://agilebiofoundry.org/lanzatech-collaboration-non-model-microorganism/
[4] https://www.forbes.com/sites/erikkobayashisolomon/2021/09/24/synbio-the-science-behind-lanzatechs-success/?sh=10265ff2391e
[3] https://www.embopress.org/doi/full/10.15252/msb.202010145
[1] https://twitter.com/SchmidtFutures/status/1447931686499635203
[1] https://lbl.referrals.selectminds.com/page/jgi-job-openings-68
[1] https://cg.sandia.gov/psc/applicant/EMPLOYEE/HRMS/c/HRS_HRAM_FL.HRS_CG_SEARCH_FL.GBL?Page=HRS_APP_JBPST_FL&Action=U&FOCUS=Applicant&SiteId=1&JobOpeningId=678751&PostingSeq=1&SiteId=1
[1] https://twitter.com/AgileBioFoundry/status/1445434067877568518
[1] https://ebrc.org/ebrc-spa-presents-follow-the-money-panel/

Top Domains
Top Domains in Tweet in Entire Graph:
[99] nature.com
[86] twitter.com
[43] sdu.dk
[36] sciencemag.org
[20] dtu.dk
[20] navy.mil
[16] oup.com
[12] ac.uk
[12] selectminds.com
[12] uv.es

Top Domains in Tweet in G1:
[43] nature.com
[33] sdu.dk
[7] twitter.com

Top Domains in Tweet in G2:
[9] genengnews.com
[5] twitter.com
[3] sciencemag.org
[2] nytimes.com
[2] trust.org
[2] science.org
[2] on24.com
[1] ebrc.org
[1] sky.com
[1] synbiobeta.com

Top Domains in Tweet in G3:
[18] dtu.dk
[10] twitter.com
[3] synthetischebiologie.org
[2] sdu.dk
[1] ac.uk
[1] sandia.gov
[1] nature.com

Top Domains in Tweet in G4:
[9] igem.fm
[9] spotify.com
[9] apple.com
[8] twitter.com
[6] tally.so
[4] scitechdaily.com
[4] ashg.org
[3] evonetix.com
[2] medium.com
[2] linkedin.com

Top Domains in Tweet in G5:
[12] twitter.com
[11] selectminds.com
[1] sdu.dk
[1] linkedin.com

Top Domains in Tweet in G6:
[19] navy.mil
[12] oup.com
[9] eventbrite.com
[7] synbiobeta.com
[2] twitter.com
[2] eurekare.eu
[1] surveymonkey.com

Top Domains in Tweet in G7:
[24] twitter.com
[12] com.au
[5] sciencedirect.com
[4] synbioaustralasia.org
[3] eventbrite.sg
[3] co.uk
[3] sdu.dk
[2] nature.com
[1] ac.uk
[1] igem.fm

Top Domains in Tweet in G8:
[10] ac.uk
[9] meetup.com
[4] twitter.com
[4] proteinx.org
[4] ecb2022.com
[1] workable.com

Top Domains in Tweet in G9:
[31] nature.com
[3] elifesciences.org
[1] navy.mil

Top Domains in Tweet in G10:
[9] embopress.org
[5] trust.org
[5] agilebiofoundry.org
[4] forbes.com
[2] twitter.com
[1] selectminds.com
[1] sandia.gov
[1] ebrc.org
[1] sky.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[723] synbio
[65] research
[61] biology
[60] biotechnology
[58] genomics
[52] engineering
[48] review
[48] gene
[48] viruses
[46] phd



Top Hashtags in Tweet in G1:
[94] synbio
[46] genomics
[42] review
[42] gene
[42] viruses
[42] research
[42] engineering
[34] biology
[33] algae
[33] diatoms

Top Hashtags in Tweet in G2:
[59] synbio
[10] rna
[9] syntheticbiology
[8] dna
[7] engineeringbiology
[6] ai
[6] sarscov2
[6] cellularengineering
[6] nsf_bio
[5] ipoproblems

Top Hashtags in Tweet in G3:
[62] synbio
[18] nanoporesequencing
[18] phdposition
[6] pseudomonas
[6] putida
[6] biotechnology
[4] biotech
[3] biosecurity
[3] durc
[2] zukunftsfragen

Top Hashtags in Tweet in G4:
[49] synbio
[12] igem
[11] dna
[9] sdgs
[9] sustainability
[9] scicomm
[7] data
[6] biotechnology
[5] genomics
[4] microbial

Top Hashtags in Tweet in G5:
[43] synbio
[25] biohacking
[23] diybio
[23] biodesign
[12] biology
[11] datascience
[5] communitybio
[3] globalcommunity
[2] scicomm
[2] socialjustice

Top Hashtags in Tweet in G6:
[50] synbio
[20] biotechnology
[19] amyris
[10] openaccess
[10] peerreview
[4] startups
[4] vc
[4] venturecapital
[4] biotech
[4] womeninstem

Top Hashtags in Tweet in G7:
[65] synbio
[14] research
[12] student
[12] thenextgeneration
[12] synthetic
[12] australia
[8] biotechnology
[8] aus
[8] sba2021
[8] biologists

Top Hashtags in Tweet in G8:
[28] synbio
[9] biomaker
[9] biomakerchallenge2021
[9] biomakerchallenge
[9] diybio
[9] engineeringbiology
[9] opensource
[9] arduino
[9] raspberrypi
[7] biodesign

Top Hashtags in Tweet in G9:
[35] synbio
[13] biotechnology
[12] medicine
[6] ml
[6] ai
[3] ribosomes
[1] amyris

Top Hashtags in Tweet in G10:
[30] synbio
[9] carbonsmart
[6] mycoplasma
[6] staphylococcus
[5] fossilfuels
[5] climate
[5] carbontech
[5] biomanufacturing
[5] coding
[4] engineering

Top Words
Top Words in Tweet in Entire Graph:
[726] #synbio
[176] biology
[133] more
[100] life
[96] applications
[95] engineered
[94] work
[87] synthetic
[85] join
[75] looking

Top Words in Tweet in G1:
[94] #synbio
[79] life
[46] naturerevgenet
[46] overlapping
[46] genes
[46] domains
[46] #genomics
[42] announcing
[42] #review
[42] natural

Top Words in Tweet in G2:
[59] #synbio
[15] ginkgo
[15] more
[14] community
[10] biology
[10] #rna
[9] #syntheticbiology
[9] genbio
[9] li
[8] #dna

Top Words in Tweet in G3:
[62] #synbio
[45] work
[38] more
[37] exciting
[36] please
[36] microbial
[24] interested
[24] dtubiosustain
[20] position
[19] learn

Top Words in Tweet in G4:
[49] #synbio
[16] igem
[13] discuss
[12] more
[12] #igem
[11] #dna
[9] looking
[9] synbio
[9] brand
[9] podcast

Top Words in Tweet in G5:
[43] #synbio
[36] fellows
[25] #biohacking
[23] #diybio
[23] #biodesign
[22] bio
[20] community
[20] around
[19] cohort
[16] excited

Top Words in Tweet in G6:
[51] #synbio
[22] fuel
[21] engineered
[21] yeast
[21] #biotechnology
[19] rocket
[19] powered
[19] #amyris
[11] synbiobeta
[10] event

Top Words in Tweet in G7:
[65] #synbio
[32] awesome
[28] teams
[22] join
[19] see
[17] follow
[16] biology
[16] work
[16] final
[15] australian

Top Words in Tweet in G8:
[28] #synbio
[14] 00
[11] projects
[10] involved
[9] hear
[9] last
[9] year's
[9] #biomaker
[9] finalists
[9] learn

Top Words in Tweet in G9:
[35] #synbio
[13] #biotechnology
[12] check
[12] review
[12] therapeutic
[12] applications
[12] natrevdrugdisc
[12] #medicine
[7] light
[7] induced

Top Words in Tweet in G10:
[30] #synbio
[10] crgenomica
[10] pulmobiotics
[9] engineered
[9] mlluchsenar
[9] serrano
[9] gt
[9] #carbonsmart
[6] #mycoplasma
[6] pneumoniae

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[69] synthetic,biology
[55] #biology,#synbio
[52] overlapping,genes
[52] domains,life
[52] #synbio,#genomics
[48] announcing,#review
[48] #review,naturerevgenet
[48] naturerevgenet,overlapping
[48] genes,natural
[48] natural,engineered

Top Word Pairs in Tweet in G1:
[46] overlapping,genes
[46] domains,life
[46] #synbio,#genomics
[42] announcing,#review
[42] #review,naturerevgenet
[42] naturerevgenet,overlapping
[42] genes,natural
[42] natural,engineered
[42] engineered,genomes
[42] genomes,vawkstar

Top Word Pairs in Tweet in G2:
[11] #synbio,community
[7] #synbio,#engineeringbiology
[6] icymi,#syntheticbiology
[6] #syntheticbiology,program
[6] program,cells
[6] cells,computers
[6] computers,make
[6] make,#dna
[6] #dna,scale
[6] scale,deliver

Top Word Pairs in Tweet in G3:
[18] motivated,students
[18] students,outside
[18] outside,interested
[18] interested,interesting
[18] interesting,#synbio
[18] #synbio,projects
[18] projects,thesis
[18] thesis,please
[18] please,touch
[18] touch,case

Top Word Pairs in Tweet in G4:
[9] brand,#synbio
[9] #synbio,podcast
[9] podcast,episode
[9] episode,roaming_sci_zee
[9] roaming_sci_zee,sits
[9] sits,down
[9] down,drtoddoliver
[9] drtoddoliver,discuss
[9] discuss,#igem
[9] #igem,#sdgs

Top Word Pairs in Tweet in G5:
[23] #synbio,#diybio
[23] #diybio,#biodesign
[23] #biodesign,#biohacking
[20] bio,fellows
[16] excited,announce
[16] announce,cohort
[16] cohort,bio
[16] fellows,third
[16] third,iteration
[16] iteration,leadership

Top Word Pairs in Tweet in G6:
[19] rocket,powered
[19] powered,fuel
[19] fuel,engineered
[19] engineered,yeast
[19] yeast,#amyris
[19] #amyris,#biotechnology
[19] #biotechnology,#synbio
[10] #openaccess,#peerreview
[8] synthetic,biology
[6] second,quarter

Top Word Pairs in Tweet in G7:
[15] final,showcase
[12] attention,australian
[12] australian,synbio
[12] synbio,challenge
[12] challenge,final
[12] showcase,tickets
[12] tickets,live
[12] live,check
[12] check,inbox
[12] inbox,follow

Top Word Pairs in Tweet in G8:
[9] hear,last
[9] last,year's
[9] year's,#biomaker
[9] #biomaker,finalists
[9] finalists,learn
[9] learn,low
[9] low,cost
[9] cost,open
[9] open,source
[9] source,biological

Top Word Pairs in Tweet in G9:
[12] check,review
[12] review,#synbio
[12] #synbio,therapeutic
[12] therapeutic,applications
[12] applications,natrevdrugdisc
[12] natrevdrugdisc,#biotechnology
[12] #biotechnology,#medicine
[7] light,induced
[7] induced,labour
[7] labour,division

Top Word Pairs in Tweet in G10:
[9] mlluchsenar,serrano
[7] crgenomica,pulmobiotics
[6] engineered,#mycoplasma
[6] #mycoplasma,pneumoniae
[6] pneumoniae,fight
[6] fight,#staphylococcus
[6] #staphylococcus,aureus
[6] aureus,rodriguelab
[6] rodriguelab,usherbrooke
[6] usherbrooke,study

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@naturerevgenet
@vawkstar
@bowelca
@syddanskuni
@dtubiosustain
@sommergroup
@igem
@ginkgo
@synbiochallenge
@jgi

Top Mentioned in G1:
@naturerevgenet
@vawkstar
@bowelca
@syddanskuni
@russelvincent25
@synbiochallenge

Top Mentioned in G2:
@ginkgo
@genbio
@nusynbio
@gailldutton
@dahlmanlab
@labtabor
@mitdeptofbe
@c3stc
@nsf
@thisischristina

Top Mentioned in G3:
@dtubiosustain
@sommergroup
@dtutweet
@the_niwi
@cbgp_madrid
@svenjavinke
@cooper_hendrik
@die_gruenen
@spdde
@reskilab

Top Mentioned in G4:
@igem
@roaming_sci_zee
@drtoddoliver
@gescenterncsu
@un
@naturecomms
@geneticssociety
@kcl_igem21
@friendzymes
@medium

Top Mentioned in G5:
@jgi
@lbnlbiosci
@berkeleylabjobs
@plantbasednews
@goodfoodinst
@globalbiosummit
@syddanskuni

Top Mentioned in G6:
@synbiobeta
@oupsynbio
@potterclarkson
@fionarmischel
@jakebibik

Top Mentioned in G7:
@synbiochallenge
@nus_syncti
@astar_research
@uts_science
@sinergy_sg
@veliasiciliano
@biodesigned
@synbioausasia
@syddanskuni
@ispecimen

Top Mentioned in G8:
@kgoepfrich
@chofski
@bristoluni
@marucci_lucia
@imophoron
@bristoluncover
@berger_labs
@oracleresearch
@sciencecreates
@octopusventures

Top Mentioned in G9:
@natrevdrugdisc

Top Mentioned in G10:
@crgenomica
@pulmobiotics
@mlluchsenar
@rodriguelab
@usherbrooke
@clbtea
@trf_climate
@marypavan
@agilebiofoundry
@energy

Top Tweeters
Top Tweeters in Entire Graph:
@_redfrog
@100daysof2020
@washingtonpost
@forgerat
@mark45dominic
@education_24x7
@forbes
@hubbucket
@opensource_orgs
@ayirpelle

Top Tweeters in G1:
@education_24x7
@ayirpelle
@itativcs
@ei9iw
@techietalkiez
@5berto
@itzquasi
@razoralign
@michaelburatovi
@sfsu

Top Tweeters in G2:
@fedelowe
@n23pai
@walthercancerin
@genbio
@ucloudifyai
@falabs
@wuhle
@nsf
@northwesternu
@bnsuep1

Top Tweeters in G3:
@spdde
@reskilab
@fdp
@die_gruenen
@hlockestem
@vdlorenzo_cnb
@blkstemhero
@dtutweet
@olallalab
@aposliakopoulos

Top Tweeters in G4:
@botfemale
@dnaed_tech
@un
@medium
@naturecomms
@rubic3n
@jayaisales
@igem
@geneticssociety
@royalcollegeof

Top Tweeters in G5:
@developerbot_v1
@drdairy50
@stvnwdytmdj
@anthonybrown9
@plantbasednews
@neshoba78
@corinnetakara
@mufarana
@aplewis
@sostencarni

Top Tweeters in G6:
@mark45dominic
@babyiinjeolmii
@simonbayly
@countrsignal
@synbiobeta
@karry4you
@altogain
@peccoud
@johncumbers
@ramki17071993

Top Tweeters in G7:
@b0tsci
@in_stemm
@binfotrends
@reefviruses
@astar_research
@uts_science
@biodesigned
@ispecimen
@konvavitsas
@mgurdald

Top Tweeters in G8:
@opensource_orgs
@camsciencepark
@olajehofa
@bristoluni
@komatoug
@tomopencell
@chofski
@synthsysed
@kgoepfrich
@caminfectdis

Top Tweeters in G9:
@aenoreth
@bdean_
@waj_webster
@biotech888
@ryan_j_hope
@morillo_fe
@joshuaeardley1
@gonza10v
@synbiokim
@ericandrevy

Top Tweeters in G10:
@100daysof2020
@forbes
@trf_climate
@energy
@crgenomica
@_biodiversa
@climatesolns
@wileybiomedical
@usherbrooke
@lanzatech


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