#phdchat, Twitter, 6/14/2021 9:29:52 PM, 256908


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#phdchat Twitter NodeXL SNA Map and Report for Monday, 14 June 2021 at 18:59 UTC
#phdchat Twitter NodeXL SNA Map and Report for Monday, 14 June 2021 at 18:59 UTC
From:
marc_smith
Uploaded on:
June 14, 2021
Short Description:
#phdchat via NodeXL https://bit.ly/3cI8CYb
@academicchatter
@openacademics
@phdvoice
@do_kinder
@braincures
@lenandlar
@writethatphd
@ithinkwellhugh
@b0tsci
@cjcabilan

Top hashtags:
#phdchat
#academictwitter
#academicchatter
#phdlife
#phdvoice
#phdfriend
#phd
#ecr

Description:
Description
The graph represents a network of 8,336 Twitter users whose recent tweets contained "#phdchat", 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 Monday, 14 June 2021 at 19:23 UTC.

The tweets in the network were tweeted over the 7-day, 22-hour, 52-minute period from Sunday, 06 June 2021 at 20:06 UTC to Monday, 14 June 2021 at 18:58 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 : 8336
Unique Edges : 17003
Edges With Duplicates : 13682
Total Edges : 30685
Number of Edge Types : 5
MentionsInRetweet : 16571
Mentions : 4537
Retweet : 7769
Tweet : 1526
Replies to : 282
Self-Loops : 1678
Reciprocated Vertex Pair Ratio : 0.0183802108162509
Reciprocated Edge Ratio : 0.0360969520441069
Connected Components : 701
Single-Vertex Connected Components : 412
Maximum Vertices in a Connected Component : 6854
Maximum Edges in a Connected Component : 28689
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.846623
Graph Density : 0.000276710492834255
Modularity : 0.480137
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 8,336 Twitter users whose recent tweets contained "#phdchat", 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 Monday, 14 June 2021 at 19:23 UTC.

The tweets in the network were tweeted over the 7-day, 22-hour, 52-minute period from Sunday, 06 June 2021 at 20:06 UTC to Monday, 14 June 2021 at 18:58 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 : #phdchat
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:
[233] https://lancasteruni.eu.qualtrics.com/jfe/form/SV_8nUJkjy8m04ety6
[115] http://bushmanlab.org/assets/doc/ScientificWritingV39.pdf
[80] https://edpsy.org.uk/blog/2021/tips-on-writing-a-qualitative-dissertation-or-thesis-from-braun-clarke-part-1/
[79] https://www.ice.mpg.de/ext/fileadmin/extranet/dept_itb/The_Baldwin_Formula_for_writing_a_scientific_paper_and_reviewing_papers.pdf
[68] https://www.jobbnorge.no/en/available-jobs/job/207589/postdoctoral-fellow-in-environmental-toxicology
[52] http://earthscience.rice.edu/wp-content/uploads/2015/09/Writing-1.pdf
[51] https://www.pagepress.org/public/How_to_write_a_scientific_paper.pdf
[38] https://www.findaphd.com/phds/project/a-3-year-phd-studentship-in-metal-oxide-thin-films-for-electronic-devices/?p133160
[35] https://researcheracademy.elsevier.com/communicating-research/inclusion-diversity-researchers
[32] https://edpsy.org.uk/blog/2021/tips-on-writing-a-qualitative-dissertation-or-thesis-from-braun-clarke-part-2/

Top URLs in Tweet in G1:
[12] https://www.barelysignificant.com/post/bf/
[8] https://twitter.com/kellylsingel/status/1293649143387357186
[7] https://www.freebies.ifocusandwrite.com/masterclass-stephen-heard
[7] https://twitter.com/easystats4u/status/1403226535893647363
[5] https://www.frontiersin.org/articles/10.3389/fpsyg.2012.00606/full
[5] https://www.sciencedirect.com/science/article/abs/pii/S0254629921001903?dgcid=coauthor
[4] https://www.ifocusandwrite.com/
[4] https://ojs.lib.uwo.ca/index.php/eei/article/view/13923
[3] https://twitter.com/howtophdshow/status/1401934655453024257
[3] https://lancasteruni.eu.qualtrics.com/jfe/form/SV_8nUJkjy8m04ety6

Top URLs in Tweet in G2:
[18] https://doi.org/10.1101/2021.03.03.433755
[15] https://www.biomedcentral.com/epdf/10.1186/s12864-018-5360-z?sharing_token=fG6K8Nx-datNtjXKEejUAG_BpE1tBhCbnbw3BuzI2RMd8Vgn6jQqR3ejWe2d3M8HYdCAn3e2rbELen_J40OqVRpUzESTds55STWJhvW-UzyvV1quzQjYV_cMJDU1Rzijo5ioRifQxyDAaFgWC0Cc4LyAgADz3O1MPx2Z43JSR-g%3D
[8] https://www.youtube.com/watch?v=HU8kqEMVNng&feature=youtu.be

[7] https://twitter.com/CrystalAvenelle/status/1392968997675708416
[7] https://www.oacommunity.org/
[7] https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets.pdf
[7] https://twitter.com/ourcoders/status/1400059630957461506
[6] https://phdsofindia.medium.com/embracing-passion-and-family-together-82144abe4473?source=linkShare-4917ec6070d3-1623383451&_branch_match_id=link-931744603852846948
[6] http://bushmanlab.org/assets/doc/ScientificWritingV39.pdf
[6] https://www.elsevier.com/connect/digital-entrepreneurs-in-germany-peer-into-the-future-of-work-and-life

Top URLs in Tweet in G3:
[16] https://twitter.com/dasaptaerwin/status/1365065786591567876?s=20
[12] https://pubs.acs.org/doi/10.1021/acs.jpclett.1c01475?cookieSet=1
[11] https://www.theguardian.com/science/2015/jun/23/sexism-in-science-did-watson-and-crick-really-steal-rosalind-franklins-data
[10] https://www.crowdjustice.com/case/tackling-bullying-and-harassment-at-workplace/
[9] https://www.linkedin.com/slink?code=dfYkSjJ
[9] https://www.linkedin.com/slink?code=grGD75g
[9] https://neuronline.sfn.org/career-paths/transitioning-from-the-bench-to-a-career-in-science-policy?utm_medium=social&utm_source=twitter_sfntweets&utm_campaign=webinar_sciencepolicy_2021&utm_content=webinar_science_policy2_2021
[8] https://www.youtube.com/watch?v=wJ4BMrxflLA&feature=youtu.be

[8] https://thebrilliantclub.org/the-scholars-programme/for-researchers/application/
[8] https://www.timeshighereducation.com/news/labelling-universities-toxic-mental-health-harmful

Top URLs in Tweet in G4:
[16] https://www.bookmyphdeditor.com/what-you-should-do-in-your-first-week-of-phd/
[8] https://www.bookmyphdeditor.com/phd-viva-how-to-ride-out-this-storm-confidently/
[6] https://iconohash.com:443/
[5] https://open.smarttribe.io/rooms
[2] https://beonlineconference.com/?utm_source=twitter&utm_medium=social&utm_campaign=BeOnlineCTA&utm_content=TwitterBeO
[2] https://www.ucl.ac.uk/epidemiology-health-care/research/epidemiology-and-public-health/research/health-and-social-surveys-research-group/studies-24
[2] https://www.echorivera.com/blog/why-you-hate-virtual-presentations?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://info.bio-rad.com/Science-Writing-Competition.html?utm_source=twitter&utm_medium=social&utm_campaign=SCIWCOMPAPR21#SciComm
[2] https://www.digitaltalentfair.it/PHDtoB/
[1] https://twitter.com/R_H_Ebright/status/1401644162978619394

Top URLs in Tweet in G5:
[20] https://www.eventbrite.co.uk/e/2021-summer-school-social-networks-nodexl-pro-a-few-clicks-to-insights-tickets-153034246551?aff=erelexpmlt&keep_tld=1
[19] https://docs.google.com/presentation/d/1VfUdE28X3wUrMcbmMq58PeRbJrrpbW-vXGHCvT_8zuQ/edit?usp=sharing
[11] https://helenkara.com/2021/06/10/4560/
[7] https://patthomson.net/2021/06/07/academic-writers-as-readers/
[6] http://viva-survivors.com/2021/06/doing-better/
[6] http://viva-survivors.com/2021/06/disrupted/
[6] https://info.bio-rad.com/western-blotting-university-reg.html?WT.mc_id=210322030639
[5] https://twitter.com/NodeXLAcademy/status/1404441301563674631
[5] https://www.eventbrite.co.uk/o/dr-nathan-ryder-10801141413
[5] https://blogs.lse.ac.uk/impactofsocialsciences/2021/06/08/can-standardised-courses-in-research-ethics-prevent-publication-misconduct/

Top URLs in Tweet in G6:
[108] http://bushmanlab.org/assets/doc/ScientificWritingV39.pdf
[70] https://www.ice.mpg.de/ext/fileadmin/extranet/dept_itb/The_Baldwin_Formula_for_writing_a_scientific_paper_and_reviewing_papers.pdf
[48] https://www.pagepress.org/public/How_to_write_a_scientific_paper.pdf
[43] http://earthscience.rice.edu/wp-content/uploads/2015/09/Writing-1.pdf
[13] https://focalplane.biologists.com/2021/06/11/a-first-exposure-to-super-resolution-microscopy/
[11] http://blogs.ubc.ca/khead/research/research-advice/formula
[5] https://mitcommlab.mit.edu/be/commkit/journal-article-discussion/
[5] https://library.scholarcy.com/flashcard-generator.html
[5] https://www.wlv.ac.uk/research/research-news-and-events/annual-research-conference/arc2021/research-student-poster-competition/
[3] https://mitcommlab.mit.edu/nse/commkit/journal-article-introduction/

Top URLs in Tweet in G7:
[220] https://lancasteruni.eu.qualtrics.com/jfe/form/SV_8nUJkjy8m04ety6
[24] http://drmelissabond.weebly.com/eppi-reviewer-workshops.html
[9] https://www.euppublishing.com/early-career-researcher-hub/peer-review
[5] https://us02web.zoom.us/meeting/register/tZcvdeihpjkoH9N53KOQ1acv7MRkBkLUCH-a
[4] https://twitter.com/CCRI_UK/status/1404407519158673413
[2] https://twitter.com/misc_nerd/status/1400084945993936897
[1] https://patthomson.net/2021/06/14/make-a-poster-to-help-write-a-paper/
[1] http://earthscience.rice.edu/wp-content/uploads/2015/09/Writing-1.pdf
[1] https://edpsy.org.uk/blog/
[1] https://twitter.com/hapyresearchers/status/1402713224374624256

Top URLs in Tweet in G8:
[37] https://www.findaphd.com/phds/project/a-3-year-phd-studentship-in-metal-oxide-thin-films-for-electronic-devices/?p133160
[14] https://www.findaphd.com/phds/project/exploring-inequalities-in-the-end-of-life-care-of-people-with-psychotic-disorders-a-mixed-methods-study/?p132893
[12] https://www.lshtm.ac.uk/study/fees-and-funding/funding-scholarships/2021-22-reckitt-phd-studentships#.YJ41i8fMHrw.twitter
[4] https://mastresearchcenter.org/2021-mast-center-small-grant-program/?utm_source=Twitter&utm_medium=social&utm_campaign=mast_2021_small_grant_program_applications
[2] https://r.socialstudio.radian6.com/06282e36-e5f0-4ce4-afed-94f9ca14960f
[2] https://jobs.staffs.ac.uk/Vacancies.aspx
[2] https://r.socialstudio.radian6.com/3dfd8ed0-e17c-43f6-aa2e-2f0ff7234669
[2] https://twitter.com/headimmune/status/1402597094028939268
[2] https://twitter.com/TCES2021/status/1399379530536660999
[1] https://www.ice.mpg.de/ext/fileadmin/extranet/dept_itb/The_Baldwin_Formula_for_writing_a_scientific_paper_and_reviewing_papers.pdf

Top URLs in Tweet in G9:
[2] http://redalert.blogs.latrobe.edu.au/2017/06/how-useful-is-twitter-professionally.html
[1] http://earthscience.rice.edu/wp-content/uploads/2015/09/Writing-1.pdf
[1] https://docs.google.com/presentation/d/1VfUdE28X3wUrMcbmMq58PeRbJrrpbW-vXGHCvT_8zuQ/edit?usp=sharing

Top URLs in Tweet in G10:
[8] https://papaphd.com/111
[8] https://podcasts.google.com/feed/aHR0cHM6Ly9wYXBhcGhkLmNvbS9mZWVkL3BvZGNhc3Qv/episode/aHR0cHM6Ly9wYXBhcGhkLmNvbS8_cD03MDQ5?sa=X&ved=0CAUQkfYCahcKEwjAr_CkhY3xAhUAAAAAHQAAAAAQGA
[6] https://www.eventbrite.co.uk/e/ph-done-careers-webinar-for-phds-tickets-156484355921
[6] https://phd-careers.co.uk/2021/06/07/leaving-academia-grieving-academia-a-message-of-hope-from-the-other-side/
[5] https://www.clubhouse.com/event/MwJL4rZA
[5] https://www.gu.se/en/event/public-defence-elizabeth-olsson-constructive-conflict-in-classrooms-and-beyond?fbclid=IwAR2B-FqHcgLDbdmtZGPlprba3ody-MurDDATyMWtEsHBfFTMg_ltsoM2K-k
[3] https://twitter.com/The_GradGrid/status/1402689424991920128
[3] https://twitter.com/diana_mco/status/1402629092827140100
[2] https://www.diva-portal.org/smash/record.jsf?pid=diva2%3A1553196&dswid=5031
[2] https://www.linkedin.com/slink?code=enpcSHP

Top Domains
Top Domains in Tweet in Entire Graph:
[646] twitter.com
[256] qualtrics.com
[139] ac.uk
[122] org.uk
[119] youtube.com
[115] bushmanlab.org
[84] co.uk
[79] mpg.de
[77] linkedin.com
[74] theglobalacademy.ac

Top Domains in Tweet in G1:
[40] twitter.com
[12] barelysignificant.com
[11] ifocusandwrite.com
[7] eera-ecer.de
[5] youtube.com
[5] frontiersin.org
[5] theprofessorisin.com
[5] sciencedirect.com
[4] github.io
[4] uwo.ca

Top Domains in Tweet in G2:
[130] twitter.com
[28] blogspot.com
[18] doi.org
[15] biomedcentral.com
[14] youtube.com
[12] cheekyscientist.com
[10] github.com
[10] elsevier.com
[9] ac.uk
[8] medium.com

Top Domains in Tweet in G3:
[84] twitter.com
[43] sfn.org
[42] linkedin.com
[24] nature.com
[18] theguardian.com
[15] youtube.com
[15] timeshighereducation.com
[13] hsforms.com
[12] acs.org
[10] google.com

Top Domains in Tweet in G4:
[62] twitter.com
[24] bookmyphdeditor.com
[14] iconohash.com
[5] ac.uk
[5] smarttribe.io
[4] youtube.com
[4] enago.com
[4] london-nerc-dtp.org
[2] beonlineconference.com
[2] wordpress.com

Top Domains in Tweet in G5:
[43] twitter.com
[40] viva-survivors.com
[32] co.uk
[21] ac.uk
[20] google.com
[11] helenkara.com
[10] patthomson.net
[6] bio-rad.com
[4] taaonline.net
[4] blogspot.com

Top Domains in Tweet in G6:
[108] bushmanlab.org
[70] mpg.de
[48] pagepress.org
[43] rice.edu
[13] biologists.com
[12] mit.edu
[11] ubc.ca
[9] ac.uk
[5] twitter.com
[5] scholarcy.com

Top Domains in Tweet in G7:
[220] qualtrics.com
[24] weebly.com
[9] euppublishing.com
[7] twitter.com
[5] zoom.us
[1] patthomson.net
[1] rice.edu
[1] org.uk

Top Domains in Tweet in G8:
[51] findaphd.com
[14] ac.uk
[5] radian6.com
[4] mastresearchcenter.org
[4] twitter.com
[1] mpg.de
[1] rice.edu

Top Domains in Tweet in G9:
[2] edu.au
[1] rice.edu
[1] google.com

Top Domains in Tweet in G10:
[12] co.uk
[10] twitter.com
[8] papaphd.com
[8] google.com
[5] clubhouse.com
[5] gu.se
[2] diva-portal.org
[2] linkedin.com
[2] ac.uk
[2] wordpress.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[10071] phdchat
[3824] academictwitter
[2142] academicchatter
[2085] phdlife
[2045] phdvoice
[1721] phdfriend
[1136] phd
[1003] ecr
[977] ecrchat
[511] phdforum



Top Hashtags in Tweet in G1:
[2428] phdchat
[1290] phdvoice
[1281] academictwitter
[1276] phdfriend
[726] ecr
[358] phdlife
[124] academicchatter
[72] phd
[67] rstats
[40] datascience

Top Hashtags in Tweet in G2:
[2366] phdchat
[965] academictwitter
[796] academicchatter
[753] phdlife
[579] phdvoice
[448] phd
[361] phdfriend
[143] ecr
[123] research
[112] phdadvice

Top Hashtags in Tweet in G3:
[484] phdchat
[218] scicomm
[144] academictwitter
[143] researchculture
[90] phdlife
[88] academicchatter
[83] scipol
[80] rri
[77] womeninstem
[75] stemtoo

Top Hashtags in Tweet in G4:
[523] phdchat
[137] phdlife
[129] academicchatter
[125] academictwitter
[76] phd
[31] acwri
[26] phdforum
[17] research
[16] academia
[15] dissertation

Top Hashtags in Tweet in G5:
[615] phdchat
[289] ecrchat
[244] phdforum
[199] acwri
[165] academictwitter
[158] postdoc
[128] academicchatter
[76] gradschool
[67] highered
[56] researchtip

Top Hashtags in Tweet in G6:
[441] phdchat
[287] phdadvice
[168] phdlife
[75] ecrchat
[68] phdforum
[49] phhdforum
[40] academictwitter
[36] ecr
[35] acwri
[33] academicchatter

Top Hashtags in Tweet in G7:
[283] phdchat
[257] academictwitter
[235] ecrchat
[224] academicchatter
[11] research
[10] phdlife
[9] peerreviewer
[6] criticalchat
[5] phd
[5] systematicreviews

Top Hashtags in Tweet in G8:
[245] phdchat
[129] academictwitter
[113] phdlife
[45] chemjobs
[37] joinus
[34] phd
[23] academicchatter
[14] hpm
[14] hapc
[14] phdvoice

Top Hashtags in Tweet in G9:
[185] phdchat
[4] academictwitter
[3] academicchatter
[3] ecrchat
[3] postdoc
[2] phdforum
[1] phdadvice
[1] phdlife
[1] acwri

Top Hashtags in Tweet in G10:
[183] phdchat
[60] phdone
[57] academictwitter
[49] phd
[38] academicchatter
[38] phdlife
[24] futureleadersinregenmed
[17] phdvoice
[12] summacumlaude
[12] inpst

Top Words
Top Words in Tweet in Entire Graph:
[10224] #phdchat
[3869] #academictwitter
[3116] academicchatter
[2343] #phdlife
[2312] openacademics
[2211] phd
[2179] #academicchatter
[2073] #phdvoice
[1748] #phdfriend
[1302] research

Top Words in Tweet in G1:
[2446] #phdchat
[2075] academicchatter
[1302] openacademics
[1290] #phdvoice
[1284] #academictwitter
[1276] #phdfriend
[726] #ecr
[398] top
[369] writing
[361] #phdlife

Top Words in Tweet in G2:
[2428] #phdchat
[993] #academictwitter
[826] openacademics
[813] #academicchatter
[790] #phdlife
[772] academicchatter
[698] phdvoice
[607] #phdvoice
[502] phd
[474] #phd

Top Words in Tweet in G3:
[500] #phdchat
[229] #scicomm
[209] proftimnoakes
[162] academicparity
[145] #academictwitter
[143] #researchculture
[127] ukri_ceo
[123] jeremyfarrar
[122] drumeshprabhu
[114] reddit

Top Words in Tweet in G4:
[523] #phdchat
[137] #phdlife
[129] #academicchatter
[125] #academictwitter
[86] phd
[76] #phd
[47] research
[46] more
[45] writing
[42] read

Top Words in Tweet in G5:
[629] #phdchat
[296] #ecrchat
[251] #phdforum
[206] #acwri
[170] #academictwitter
[158] #postdoc
[128] #academicchatter
[125] research
[118] paper
[115] write

Top Words in Tweet in G6:
[447] #phdchat
[363] #phdlife
[317] #acwri
[310] #ecrchat
[304] #phdadvice
[270] scientific
[259] #phdforum
[192] write
[156] guide
[154] amp

Top Words in Tweet in G7:
[440] phd
[440] ecrs
[283] #phdchat
[257] #academictwitter
[238] uk
[236] #ecrchat
[227] everyone
[226] please
[224] #academicchatter
[220] hello

Top Words in Tweet in G8:
[246] #phdchat
[201] phd
[129] #academictwitter
[114] #phdlife
[96] getting
[96] education
[96] resilience
[96] training
[96] deal
[96] failure

Top Words in Tweet in G9:
[185] #phdchat
[142] self
[142] care
[142] sunday
[35] more
[35] jobs
[34] nothing
[34] exciting
[34] getting
[34] phd

Top Words in Tweet in G10:
[190] #phdchat
[86] phd
[60] #phdone
[58] #academictwitter
[49] #phd
[38] #academicchatter
[38] #phdlife
[34] follow
[29] academicchatter
[29] arrived

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1712] openacademics,academicchatter
[1469] #phdchat,#phdfriend
[1464] #phdfriend,#phdvoice
[1355] academicchatter,#academictwitter
[1297] #academictwitter,#phdchat
[827] academicchatter,#phdchat
[818] #phdchat,#phdlife
[715] #ecr,#phdchat
[688] #academictwitter,#ecr
[686] #phdlife,#phdchat

Top Word Pairs in Tweet in G1:
[1290] openacademics,academicchatter
[1181] #phdchat,#phdfriend
[1180] #phdfriend,#phdvoice
[1032] academicchatter,#academictwitter
[659] academicchatter,#phdchat
[547] #academictwitter,#ecr
[544] #ecr,#phdchat
[481] #academictwitter,#phdchat
[283] academic,writing
[282] asked,sooo

Top Word Pairs in Tweet in G2:
[349] openacademics,academicchatter
[324] #academictwitter,#phdchat
[307] #phdlife,#phdchat
[256] academicchatter,#academictwitter
[249] #phdchat,#phdlife
[220] #phdchat,#phdfriend
[217] #phdfriend,#phdvoice
[210] #phdchat,#academicchatter
[199] openacademics,phdvoice
[190] #academictwitter,#academicchatter

Top Word Pairs in Tweet in G3:
[60] #scicomm,#phdchat
[54] #phdchat,#scicomm
[53] jeremyfarrar,michelle_cruk
[53] michelle_cruk,ukri_ceo
[48] ukri_ceo,universitiesuk
[44] #phdchat,#phdlife
[43] #researchculture,#reimagineresearch
[41] proftimnoakes,drumeshprabhu
[41] seis_matters,milespadgett
[39] academicparity,proftimnoakes

Top Word Pairs in Tweet in G4:
[54] #phdchat,#phdlife
[45] #academictwitter,#phdchat
[42] #phdlife,#phdchat
[41] #phdchat,#academicchatter
[38] #academicchatter,#phdchat
[36] #phdchat,#academictwitter
[29] #academictwitter,#academicchatter
[26] #phdchat,#phdforum
[24] #acwri,#phdchat
[20] #phd,#phdchat

Top Word Pairs in Tweet in G5:
[156] #phdchat,#ecrchat
[119] #ecrchat,#postdoc
[103] #phdforum,#ecrchat
[100] #acwri,#phdchat
[90] #phdchat,#phdforum
[68] #academictwitter,#phdchat
[63] paper,published
[61] important,mark
[61] mark,achievements
[61] achievements,#phdchat

Top Word Pairs in Tweet in G6:
[304] #phdchat,#phdadvice
[300] #phdlife,#ecrchat
[300] #ecrchat,#acwri
[251] #phdadvice,#phdforum
[251] #phdforum,#phdlife
[108] scientific,writing
[108] writing,short
[108] short,guide
[107] improve,scientific
[107] guide,bushmanlab

Top Word Pairs in Tweet in G7:
[222] #academicchatter,#academictwitter
[220] hello,everyone
[220] everyone,phd
[220] phd,student
[220] student,lancaster
[220] lancaster,university
[220] university,uk
[220] uk,seeking
[220] seeking,early
[220] early,career

Top Word Pairs in Tweet in G8:
[97] #phdlife,#phdchat
[96] getting,phd
[96] phd,education
[96] education,resilience
[96] resilience,training
[96] training,deal
[96] deal,failure
[96] failure,power
[96] power,imbalance
[96] imbalance,discrimination

Top Word Pairs in Tweet in G9:
[142] self,care
[142] care,sunday
[142] sunday,#phdchat
[34] nothing,more
[34] more,exciting
[34] exciting,getting
[34] getting,phd
[34] phd,looking
[34] looking,wide
[34] wide,range

Top Word Pairs in Tweet in G10:
[35] #phd,#phdchat
[29] phd,arrived
[29] arrived,graduation
[29] graduation,follow
[29] follow,december
[29] december,#phd
[29] #phdchat,past3amsquad
[29] past3amsquad,qualification
[29] qualification,number
[29] number,inkwenkwe

Top Replied-To
Top Replied-To in Entire Graph:
@do_kinder
@braincures
@jeremyfarrar
@academicparity
@dgurdasani1
@morimahmoudi
@gelarehdarabi
@drumeshprabhu
@academicchatter
@wellcometrust

Top Replied-To in G1:
@academicchatter
@exeterdoctoral
@obriec40

Top Replied-To in G2:
@academicchatter
@rantsofanra
@fahmi42069
@bianca_oli_per
@sfj_malaran
@_maseehaismail
@sugasquad
@shorterswongs
@wtfllmao
@anishkie

Top Replied-To in G3:
@do_kinder
@braincures
@jeremyfarrar
@academicparity
@dgurdasani1
@gelarehdarabi
@morimahmoudi
@drumeshprabhu
@ukri_news
@wellcometrust

Top Replied-To in G5:
@smr_foundation

Top Replied-To in G6:
@wlv_uni
@pir2e

Top Replied-To in G10:
@charadimitriadi
@chabriayashna
@fromphdtolife
@asterinidae

Top Mentioned
Top Mentioned in Entire Graph:
@academicchatter
@openacademics
@phdvoice
@momademia
@phdforum
@proftimnoakes
@hapyresearchers
@academicparity
@ukri_ceo
@ginnybraun

Top Mentioned in G1:
@academicchatter
@openacademics
@momademia
@rstatstweet
@stephenbheard
@phdvoice
@lnalborczyk
@scipolnetwork
@ulsterschsport
@exeterdoctoral

Top Mentioned in G2:
@openacademics
@academicchatter
@phdvoice
@phdforum
@hapyresearchers
@phdfriendsana
@ohiostate
@glenn_college
@thephdstory
@phd_genie

Top Mentioned in G3:
@proftimnoakes
@academicparity
@ukri_ceo
@drumeshprabhu
@reddit
@jeremyfarrar
@1752group
@googleexpertuk
@marikasboros
@rankinprof

Top Mentioned in G4:
@ijetmr
@mcaa_italy

Top Mentioned in G5:
@lytran18
@vivasurvivors
@comicartfest
@brucemutard
@smedley5
@becky_guest
@lseimpactblog
@academicchatter
@marc_smith
@openacademics

Top Mentioned in G6:
@bushmanlab
@academicchatter
@cquni
@appleton
@openacademics
@focalplane_jcs
@wlv_doctoralcol
@ckhead
@mitcommlab
@drleeyr

Top Mentioned in G7:
@eppireviewer
@misc_nerd
@glenncsavage
@rootsandberries
@metaevidence
@otter_ai
@academicchatter
@openacademics
@phdvoice
@hapyresearchers

Top Mentioned in G8:
@vubrussel
@arc_nwc
@agadoud
@jpalmierclaus
@phdvoice
@academicchatter
@lshtm
@openacademics
@mast
@staffsuni

Top Mentioned in G9:
@duttonchemistry

Top Mentioned in G10:
@academicchatter
@past3amsquad
@fromphdtolife
@tuberlin
@inken_d
@uofglasgow
@openacademics
@unibirmingham
@monsauce

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@tokoroten510
@s9tmt
@chidambara09
@edinburghwatch
@femtech_
@xaelbot
@codedailybot
@ligayaloyola
@codernotesbot

Top Tweeters in G1:
@nerdy_ian
@very_nessasary
@fabriciosx
@lamhfada
@shift_in2_turbo
@arifsetia2013d
@donxfemo
@aubreyojoshu
@sauceprinz
@rstatstweet

Top Tweeters in G2:
@chidambara09
@femtech_
@xaelbot
@codedailybot
@codernotesbot
@thedeveloperbot
@friday_js_bot
@discovertech3
@morolswediu
@getmebayo

Top Tweeters in G3:
@marshawright
@s9tmt
@ligayaloyola
@theresamax
@googleexpertuk
@marting8177
@gordontredgold
@nicochan33
@lollydaskal
@drumeshprabhu

Top Tweeters in G4:
@ellabellableu
@_blackscholar
@iconohash
@atticusfinch104
@sjoerdvanhoorn
@cathonpaper
@blaqueerflow
@abebab
@asadhanif193
@enterduration

Top Tweeters in G5:
@raulpacheco
@fmfrancoise
@rabotoko
@margymaclibrary
@donovanerupp
@tomdrabowicz
@drpetra
@hazelklarkin
@drdaveobrien
@jobrodie

Top Tweeters in G6:
@nvania
@publichealthmap
@subinukta
@enrikelopez
@erikmaronde
@nwdjj
@bibliofilosofia
@misantropomexic
@aleebrahim
@sarahlouwou

Top Tweeters in G7:
@vjl2
@hallymk1
@onlinecrslady
@forsterimogen
@amltaylor66
@bali_maha
@cymplecy
@brennacgray
@eromanme
@nutkinnb

Top Tweeters in G8:
@tendaijoe
@kumoshiete
@_rudeniceguy
@youniversallova
@ssaluseke
@doctorclaros
@dynaxty
@stemxicaned
@quannnnat
@olumuyiwaayo

Top Tweeters in G9:
@ddritzenhein
@konemoheavy
@karryjay
@markowenmartin
@princesskmsc
@curatorkata
@bdfreitas
@xeno_lith
@redhinox
@parasutlufevka1

Top Tweeters in G10:
@_paulm
@zonevenomwar
@moisomedrano
@esihlel
@luthandort
@fromphdtolife
@vacancies_bot
@phaksphothinja
@councillortudor
@llmunro


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