PhDs, Twitter, 10/15/2020 7:03:38 PM, 238023


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PhDs_2020-10-15_10-36-11.xlsx
PhDs_2020-10-15_10-36-11.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
October 15, 2020
Short Description:
PhDs via NodeXL https://bit.ly/2HdiI6o
@uberfacts
@natesilver538
@grandmasaidno
@ljelkins
@academicchatter
@thefosterlab
@thetracysimone
@dmeconis
@chemjobber
@eryhughes

Top hashtags:
#phd
#phds
#phdchat
#research
#academicchatter
#auspol
#scientists
#medical

Description:
Description
The graph represents a network of 19,550 Twitter users whose recent tweets contained "PhDs", 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 Thursday, 15 October 2020 at 18:11 UTC.

The tweets in the network were tweeted over the 7-day, 12-hour, 47-minute period from Thursday, 08 October 2020 at 04:48 UTC to Thursday, 15 October 2020 at 17:36 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 : 19550
Unique Edges : 25993
Edges With Duplicates : 4041
Total Edges : 30034
Number of Edge Types : 5
Tweet : 2709
Retweet : 11716
Replies to : 3992
MentionsInRetweet : 7209
Mentions : 4408
Self-Loops : 2868
Reciprocated Vertex Pair Ratio : 0.0180955444748271
Reciprocated Edge Ratio : 0.0355478315822735
Connected Components : 3108
Single-Vertex Connected Components : 1455
Maximum Vertices in a Connected Component : 10993
Maximum Edges in a Connected Component : 19307
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 8.567468
Graph Density : 6.62457600476421E-05
Modularity : 0.828805
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 19,550 Twitter users whose recent tweets contained "PhDs", 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 Thursday, 15 October 2020 at 18:11 UTC.

The tweets in the network were tweeted over the 7-day, 12-hour, 47-minute period from Thursday, 08 October 2020 at 04:48 UTC to Thursday, 15 October 2020 at 17:36 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 : PhDs
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:
[850] https://twitter.com/se4realhinton/status/1316197957394477058
[615] https://twitter.com/natesilver538/status/1316739237258162176
[484] https://minepi.com/Jeffychin
[359] https://twitter.com/NateSilver538/status/1316739237258162176
[190] https://minepi.com/Pesamob
[134] https://minepi.com/ThatGuy0
[127] https://www.michaelwest.com.au/privatised-vet-and-coalitions-wage-schemes-no-fix-for-australias-skills-chasm/
[124] https://minepi.com/kennykhoo
[120] http://www.thefosterlab.org/blog/2020/10/12/phd-opportunities-thefosterlab-2021-start
[115] https://www.linkedin.com/pulse/obreakthrough-breaking-news-renowned-research-say-sole-zna-trainer?trk=pulse_spock-articles

Top URLs in Tweet in G1:
[525] https://twitter.com/natesilver538/status/1316739237258162176
[181] https://twitter.com/NateSilver538/status/1316739237258162176
[4] https://twitter.com/TheOnion/status/1316784097105195014
[3] https://twitter.com/Doctor_LZ/status/1316770199207514112
[3] https://www.facebook.com/
[2] https://twitter.com/DearDean22/status/1316440610925096962
[2] https://twitter.com/criticalthotcop/status/1316743886493151234
[2] https://www.pbs.org/wgbh/nova/article/hippocratic-oath-today/
[1] https://www.themarshallproject.org/2015/10/30/eyewitness-testimony-is-unreliable-or-is-it?ref=hp-3-122
[1] https://www.theatlantic.com/business/archive/2013/02/how-many-phds-actually-get-to-become-college-professors/273434/

Top URLs in Tweet in G2:
[111] https://twitter.com/NateSilver538/status/1316739237258162176
[52] https://twitter.com/natesilver538/status/1316739237258162176
[16] https://minepi.com/Vinipimenta
[10] https://minepi.com/ErwinnDJay
[9] http://twitcom.com.br/groupUser.php?user=Paulo_phds
[9] https://minepi.com/1368seyhan1368
[8] https://minepi.com/chuongbinh1973
[7] https://minepi.com/mozyG
[7] https://minepi.com/liubo8888
[7] https://minepi.com/Cryptobbpz

Top URLs in Tweet in G3:
[11] https://twitter.com/natesilver538/status/1316739237258162176
[2] https://twitter.com/NateSilver538/status/1316739237258162176
[2] https://gizmodo.com/there-are-5-000-janitors-in-the-u-s-with-phds-5671062
[1] https://www.youtube.com/watch?v=88p6AwgZNaw


Top URLs in Tweet in G5:
[850] https://twitter.com/se4realhinton/status/1316197957394477058
[1] https://twitter.com/NateSilver538/status/1316739237258162176

Top URLs in Tweet in G6:
[484] https://minepi.com/Jeffychin
[134] https://minepi.com/ThatGuy0
[20] https://minepi.com/ChNassar
[5] https://minepi.com/Elangelok
[2] https://minepi.com/nuonrg
[2] https://twitter.com/zerohedge/status/1313559335168086018
[1] https://minepi.com/PhamThiet
[1] https://minepi.com/BillMerryfield

Top URLs in Tweet in G7:
[68] https://www.findaphd.com/phds/project/nature-s-miniature-solar-panels-the-thermal-properties-of-butterfly-wing-scales-and-their-evolution/?p124176
[63] https://okt.to/hnltCw
[60] https://www.findaphd.com/phds/project/genome-evolution-of-a-pandemic-lineage-of-the-wheat-blast-pathogen-kamouns21dtp/?p124340
[53] https://www.findaphd.com/phds/project/linking-structure-to-function-in-plant-fungal-symbioses/?p124270
[40] https://www.findaphd.com/phds/project/investigating-the-role-of-tor-kinase-in-the-rice-blast-fungus-talbots21dtp/?p124341
[25] https://www.findaphd.com/phds/?Keywords=forde
[24] https://okt.to/fhM3Tc
[22] https://www.findaphd.com/phds/project/bbsrc-white-rose-dtp-studentship-the-modular-genome-how-plasmids-mediate-major-transitions-in-rhizobium-lifestyles/?p124221
[22] https://twitter.com/ellieevolves/status/1314581927677112320
[19] https://www.findaphd.com/phds/project/the-role-of-mating-signal-evolution-in-avian-speciation/?p124194

Top URLs in Tweet in G8:
[54] https://www.findaphd.com/phds/project/optimising-performance-nutrition-practices-in-academy-football/?p124300
[47] https://www.findaphd.com/phds/program/healthcare-phd-studentship-available-funded-by-the-nihr-applied-research-collaboration-arc-north-west-coast-and-edge-hill-university/?p5053
[47] https://www.findaphd.com/phds/project/the-role-of-socio-economical-status-on-stair-fall-risk-in-community-older-people-during-the-covid-19-pandemic/?p124412
[42] https://www.findaphd.com/
[39] https://www.findaphd.com/phds/project/providing-care-for-older-adults-in-institutional-long-term-care-and-community-settings-during-and-post-covid-19-pandemic/?p124438
[37] https://www.findaphd.com/phds/project/handco-healthcare-and-nursing-staff-distress-tolerance-during-vid-19/?p124416
[36] https://www.findaphd.com/phds/project/co-production-and-evaluation-of-an-evidence-informed-health-promotion-programme-supporting-workers-to-sit-less-and-move-more/?p124196
[34] https://www.findaphd.com/phds/project/co-creation-and-evaluation-of-exercise-rehabilitation-for-patients-with-atrial-fibrillation-the-co-create-af-project/?p124413
[25] https://www.findaphd.com/phds/project/dissecting-the-evolution-of-3d-genome-structure-with-pore-c-nanopore-sequencing/?p124262
[23] https://www.findaphd.com/phds/project/e-cigarette-use-during-pregnancy-in-the-north-west-of-england/?p124418

Top URLs in Tweet in G9:
[1] https://twitter.com/uberfacts/status/1316760530317697028

Top URLs in Tweet in G10:
[75] https://www.findaphd.com/phds/project/molecular-metalloenzyme-mimics-for-the-electroreduction-of-co2/?p124417
[33] https://www.findaphd.com/phds/project/iron-storage-and-detoxification-in-human-ferritins-lebrunu21dtp1/?p124215
[14] https://www.findaphd.com/phds/project/new-porous-materials-for-sensing-and-energy-applications/?p121584
[12] https://www.findaphd.com/phds/project/assembly-of-nitrous-oxide-reductase-a-key-enzyme-in-climate-change-lebrunu21dtp2/?p124192
[10] https://beyondprof.com/sign-up-fall-webinar-oct-16/
[7] https://beyondprof.com/phd-career-in-private-sector/?utm_content=buffer77407&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://beyondprof.com/sign-up-fall-webinar-oct-16/?utm_content=bufferc3d8c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.findaphd.com/phds/program/epsrc-cdt-in-integrated-catalysis-icat-now-recruiting-for-cohort-3-september-2021/?p4356
[3] https://www.findaphd.com/phds/project/resolving-coarse-grained-dynamic-distance-constraints-of-the-transport-cycle-of-nss-transporters-using-epr-spectroscopy-macmillanf-u20mcntf/?p123904
[2] https://beyondprof.com/join-our-mailing-list/?utm_content=buffer24335&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top Domains
Top Domains in Tweet in Entire Graph:
[2979] twitter.com
[1908] findaphd.com
[1900] minepi.com
[129] com.au
[128] linkedin.com
[122] ac.uk
[120] thefosterlab.org
[92] okt.to
[68] firebaseapp.com
[66] fiz-karlsruhe.de

Top Domains in Tweet in G1:
[731] twitter.com
[3] facebook.com
[2] youtube.com
[2] pbs.org
[1] themarshallproject.org
[1] theatlantic.com

Top Domains in Tweet in G2:
[726] minepi.com
[352] twitter.com
[11] findaphd.com
[10] com.br
[8] youtube.com
[5] linkedin.com
[5] naijafacts.com
[4] ac.uk
[3] technologyreview.com
[3] medium.com

Top Domains in Tweet in G3:
[13] twitter.com
[2] gizmodo.com
[1] youtube.com

Top Domains in Tweet in G5:
[851] twitter.com

Top Domains in Tweet in G6:
[647] minepi.com
[2] twitter.com

Top Domains in Tweet in G7:
[520] findaphd.com
[90] okt.to
[25] twitter.com
[24] ac.uk
[12] org.uk
[2] thefosterlab.org
[1] nature.com

Top Domains in Tweet in G8:
[574] findaphd.com
[16] twitter.com
[14] bitly.ws
[4] ac.uk
[1] okt.to
[1] com.au

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[145] findaphd.com
[27] beyondprof.com
[3] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[359] phd
[259] phds
[233] phdchat
[142] research
[136] academicchatter
[127] auspol
[119] scientists
[115] medical
[115] immunity
[96] phdposition



Top Hashtags in Tweet in G1:
[24] phds
[8] phdlife
[6] nbcblackout
[3] firechucktodd
[3] twittercensorship
[3] trumpcrimefamily
[3] phd
[3] daryl_morey
[3] joe_judge
[3] nicki

Top Hashtags in Tweet in G2:
[34] phds
[26] pi
[20] crypto
[17] pinetwork
[15] bitcoin
[10] phdlife
[8] cryptocurrency
[8] phd
[8] cryptopi
[7] phdchat

Top Hashtags in Tweet in G3:
[1] phds

Top Hashtags in Tweet in G5:
[6] darkacademia

Top Hashtags in Tweet in G6:
[4] investeth
[2] bitcoin
[1] passportfin
[1] metrix
[1] ethereum
[1] btc
[1] vet
[1] ada

Top Hashtags in Tweet in G7:
[68] phdposition
[35] phd
[25] lncrnas
[25] reprorocks
[18] evolution
[17] drosophila
[17] aging
[17] genetics
[14] muscle
[14] physiology

Top Hashtags in Tweet in G8:
[173] phd
[65] dementia
[58] covid19
[47] liverpooldementia
[33] carehome
[28] academicchatter
[24] phdchat
[23] phdposition
[20] findaphd
[20] studentship

Top Hashtags in Tweet in G10:
[75] realtimechem
[75] chemjobs
[75] phdchat
[13] compchem
[1] indigenouspeoplesday2020

Top Words
Top Words in Tweet in Entire Graph:
[16753] phds
[4964] pi
[3097] over
[2750] phd
[2669] people
[2471] man
[2099] use
[1948] stanford
[1939] follow
[1937] digital

Top Words in Tweet in G1:
[2471] phds
[831] natesilver538
[826] actually
[735] know
[529] phd
[517] wrong
[489] people
[337] experience
[332] twitter
[317] life

Top Words in Tweet in G2:
[1759] phds
[1523] pi
[745] use
[737] stanford
[737] link
[736] digital
[736] over
[736] code
[733] currency
[732] follow

Top Words in Tweet in G3:
[1426] phds
[1354] janitors
[1353] 000
[1352] estimated
[26] uberfacts
[14] many
[13] phd
[13] people
[9] men
[9] experts

Top Words in Tweet in G4:
[2396] man
[1215] phds
[1211] white
[1198] tell
[1198] realized
[1198] dr
[1198] joshua
[1198] strongbear
[1198] sweet
[1198] atlantis

Top Words in Tweet in G5:
[1700] prose
[1700] comics
[1700] struggle
[874] phds
[853] people
[851] down
[850] graphics
[850] novels
[850] fake
[850] easy

Top Words in Tweet in G6:
[1786] pi
[668] phds
[653] digital
[651] currency
[650] code
[649] developed
[649] stanford
[649] over
[649] million
[649] members

Top Words in Tweet in G7:
[434] phd
[355] funded
[201] 2021
[193] fully
[175] acce_dtp
[158] evolution
[154] role
[126] research
[125] year
[125] lab

Top Words in Tweet in G8:
[409] phd
[269] opportunity
[257] funded
[256] arc_nwc
[173] #phd
[146] fully
[136] apply
[131] during
[121] join
[121] ljmu

Top Words in Tweet in G9:
[405] phds
[403] basic
[403] problem
[403] kamala
[403] harris
[403] elite
[403] constantly
[403] pretending
[403] one
[403] both

Top Words in Tweet in G10:
[155] phd
[154] please
[142] available
[140] phds
[134] funded
[125] work
[120] position
[89] fully
[82] join
[81] recruiting

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1913] stanford,phds
[1904] follow,link
[1901] digital,currency
[1896] pi,digital
[1870] pi,follow
[1767] link,use
[1707] phds,over
[1697] over,million
[1697] million,members
[1692] members,worldwide

Top Word Pairs in Tweet in G1:
[272] convince,wrong
[271] know,phds
[263] exposure,phds
[261] phds,life
[260] phds,twitter
[260] actually,know
[258] easier,convince
[258] someone,phd
[257] actually,10x
[257] 10x,easier

Top Word Pairs in Tweet in G2:
[735] stanford,phds
[732] digital,currency
[730] pi,digital
[730] pi,follow
[730] follow,link
[730] link,use
[729] use,username
[727] currency,developed
[726] developed,stanford
[726] invitation,code

Top Word Pairs in Tweet in G3:
[1353] janitors,phds
[1352] estimated,000
[1352] 000,janitors
[9] men,phds
[8] unlike,self
[8] self,assurance
[8] assurance,white
[8] white,men
[8] phds,actual
[8] actual,experts

Top Word Pairs in Tweet in G4:
[1198] tell,realized
[1198] realized,dr
[1198] dr,joshua
[1198] joshua,strongbear
[1198] strongbear,sweet
[1198] sweet,atlantis
[1198] atlantis,afro
[1198] afro,native
[1198] native,black
[1198] black,arapaho

Top Word Pairs in Tweet in G5:
[851] people,phds
[850] graphics,novels
[850] novels,fake
[850] fake,easy
[850] easy,lazy
[850] lazy,dumbed
[850] dumbed,down
[850] down,versions
[850] versions,prose
[850] prose,books

Top Word Pairs in Tweet in G6:
[649] pi,digital
[649] digital,currency
[649] stanford,phds
[649] phds,over
[649] over,million
[649] million,members
[649] members,worldwide
[649] claim,pi
[647] pi,follow
[647] follow,link

Top Word Pairs in Tweet in G7:
[193] fully,funded
[125] funded,phd
[106] oct,2021
[101] phd,studentship
[100] deadline,23
[100] 23,nov
[100] nov,bbsrc
[100] bbsrc,nrp
[100] nrp,biosci
[100] biosci,dtp

Top Word Pairs in Tweet in G8:
[146] fully,funded
[146] phd,opportunity
[95] funded,phd
[82] #phd,opportunity
[79] nihr,arc_nwc
[60] please,share
[54] during,covid
[54] full,time
[54] opportunity,exploring
[54] optimising,performance

Top Word Pairs in Tweet in G9:
[403] basic,problem
[403] problem,kamala
[403] kamala,harris
[403] harris,elite
[403] elite,constantly
[403] constantly,pretending
[403] pretending,one
[403] one,both
[403] both,parents
[403] parents,phds

Top Word Pairs in Tweet in G10:
[120] phd,position
[120] position,available
[89] fully,funded
[89] funded,phd
[79] hiring,seeking
[79] seeking,talented
[79] talented,postdocs
[79] postdocs,phds
[79] phds,join
[79] join,part

Top Replied-To
Top Replied-To in Entire Graph:
@natesilver538
@criticalthotcop
@therealmattlamb
@cellularlinks
@sharingforcari1
@o2breakthrough
@laurenwitzkede
@binance
@tiffanybaldwin1
@benmffowler

Top Replied-To in G1:
@natesilver538
@criticalthotcop
@therealmattlamb
@cellularlinks
@benmffowler
@srleccese
@cmclymer
@mikebenchcapon
@carlosfnorena
@rgibsongirl

Top Replied-To in G2:

Top Replied-To in G3:
@uberfacts
@britmartinez
@kamaukiserian
@abdelmoughitme1
@aliagvr
@lorettafaucher
@criticalthotcop
@rogstad_john
@roisinmurphy
@natesilver538

Top Replied-To in G6:
@sharingforcari1
@binance
@synz_leg1t
@psychologistj1
@flamesen_
@themooncarl
@scryptoschool
@yfnetworkdefi
@irishgirlcrypt1
@cz_binance

Top Replied-To in G7:
@prof_gd_foster

Top Replied-To in G8:
@lido_dtp

Top Replied-To in G10:
@beyondprof
@chemjobber
@supersciencegrl
@drjenrowland

Top Mentioned
Top Mentioned in Entire Graph:
@arc_nwc
@cctip_io
@natesilver538
@acce_dtp
@ljmu
@sheffieldaps
@macrobirdevol
@chemjobber
@leicesterchem
@findaphd

Top Mentioned in G1:
@natesilver538
@criticalthotcop
@drmanfredwolf
@sivavaid
@kejames
@kerr_vernon
@vvorkingclass
@joshtpm
@cellularlinks
@thehowie

Top Mentioned in G2:
@naijabizcom

Top Mentioned in G3:
@uberfacts
@_johnnyharris
@jada_nopinkett
@cricketgirlmn
@drgjackbrown1
@kamaukiserian
@dangerousmojito
@mtnmd
@yearofthecovid
@itwitt2

Top Mentioned in G6:
@cctip_io
@giveaway_contst
@binance
@cz_binance
@bts_twt
@dope_tokens
@roobet
@chairmanheath
@mikejcasey

Top Mentioned in G7:
@acce_dtp
@sheffieldaps
@macrobirdevol
@bbsrcwhiterose
@drbutterflyh
@kamounlab
@garethphoenix
@nhm_london
@talbotlabtsl
@uol_licamm

Top Mentioned in G8:
@arc_nwc
@ljmu
@findaphd
@ljmusportsci
@livuni
@stokecity
@sheffhallamuni
@shu_sparc
@ehu_fhscm
@ljmunursing

Top Mentioned in G10:
@chemjobber
@leicesterchem
@uea_chemistry
@mscactions
@drmarenw
@beyondprof
@lamontearth
@findaphd
@sheffieldmbb
@_sabaakbar

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@paul_cude
@jurylady5
@lennaleprena
@edinburghwatch
@s9tmt
@geoffrey_payne
@kat4obama
@jude_mugabi
@mackaysuzie

Top Tweeters in G1:
@ohiomail
@akuma_river
@foggybottomgal
@eykis
@bootleggirl
@riskyliberal
@jjj5819
@ab_owl
@familygrowing1
@bmlewis2

Top Tweeters in G2:
@247robby
@honeybadger10
@kmjeezy
@gormogons
@stacegots
@quorumcall
@gokula15sai
@myhunna
@mithitennis
@deccanherald

Top Tweeters in G3:
@teshawnedmonds
@morgandavii
@sophialamar1
@frecklesxx20
@yunglost_rebel
@twood3
@callstadt
@dbigmark
@mainneli_
@seantheterrible

Top Tweeters in G4:
@chibiufo
@jjdebenedictis
@pat_merc
@lucinthskywdia
@nicolette_ok
@slab1_
@teeraysays
@koeforoi
@mmaystorm
@blvcklotusbomb

Top Tweeters in G5:
@gojira007x
@n7irl
@kaleldata
@wally_wests
@amazingjr87
@bunnymintt
@yuinosery
@trashulie
@rowaenthe
@squirreiseok

Top Tweeters in G6:
@cyberfm_rock
@iunaticofeliz
@coinok
@zerohedge
@earlyadopter23
@amazonin
@overtimedeals
@flickeringmyth
@thebitcoinnews
@keithmccullough

Top Tweeters in G7:
@bsbibotany
@phylogenomics
@selvarajguru
@prof_gd_foster
@entoprof
@lizziebillingt1
@kamounlab
@grayfeist
@dynamicsoar
@bio_beatriz

Top Tweeters in G8:
@viralvideovlogs
@redianbot
@grb090423
@janis_cottee
@datadrivencare
@diversealz
@mrwiseyman
@saffy
@soozaphone
@epstrong

Top Tweeters in G9:
@israelnewslinks
@rpmsports18
@unbornness
@michaelbarger1
@scrufey21me
@ldga123456
@benedictmpwhite
@justbira
@tedcornwell
@angietink

Top Tweeters in G10:
@blackphysicists
@chemjobber
@supersciencegrl
@thesiswhisperer
@willdesireemoyo
@arndt_eric
@liam0324
@binggo203
@tara_woolfolk
@prof_sje