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open science_2019-09-11_07-16-31.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 11, 2019
Description:
Description
The graph represents a network of 6,534 Twitter users whose tweets in the requested range contained "open science", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 11 September 2019 at 14:18 UTC.

The requested start date was Tuesday, 10 September 2019 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 3-day, 4-hour, 1-minute period from Friday, 06 September 2019 at 19:58 UTC to Tuesday, 10 September 2019 at 00:00 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 : 6534
Unique Edges : 8230
Edges With Duplicates : 1052
Total Edges : 9282
Number of Edge Types : 3
Mentions : 7836
Tweet : 1008
Replies to : 438
Self-Loops : 1008
Reciprocated Vertex Pair Ratio : 0.0171152338646459
Reciprocated Edge Ratio : 0.0336544637122672
Connected Components : 1052
Single-Vertex Connected Components : 375
Maximum Vertices in a Connected Component : 2956
Maximum Edges in a Connected Component : 5258
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 7.406002
Graph Density : 0.000182375639843321
Modularity : 0.826126
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[127] https://indianexpose.com/open-letter-to-pakistani-minister-of-science-and-technology-ch-fawad-chaudhary/
[100] https://www.fireeye.com/blog/threat-research/2019/09/open-sourcing-stringsifter.html
[57] http://edge.org
[47] https://indianexpose.com/?p=17324
[24] https://www.abc.net.au/news/science/2019-09-01/cockatoos-in-bins-animal-culture-off-track/11439076
[22] https://lupinepublishers.com/nano-science-nano-technology-journal/fulltext/nicardipine-concise-review-on-analytical-techniques.ID.000123.php
[22] https://lupinepublishers.com/psychology-behavioral-science-journal/fulltext/mental-poisons-to-upset-yourself.ID.000124.php
[18] https://goachronicle.com/open-letter-to-pakistani-minister-of-science-and-technology-ch-fawad-chaudhary/
[17] https://www.bbc.co.uk/news/science-environment-49611457
[14] https://www.bell-labs.com/connect/opportunities/

Top URLs in Tweet in G1:
[123] https://indianexpose.com/open-letter-to-pakistani-minister-of-science-and-technology-ch-fawad-chaudhary/
[47] https://indianexpose.com/?p=17324
[13] https://goachronicle.com/open-letter-to-pakistani-minister-of-science-and-technology-ch-fawad-chaudhary/
[5] https://www.opindia.com/2019/09/open-letter-fawad-hussan-pakistan-savio-rodrigues-isro-chandrayaan/
[4] https://twitter.com/am_nawazish/status/1170296878283526150
[3] https://twitter.com/SudKa3/status/1170655665880215552
[3] https://indianexpose.com/open-letter-to-pakistani-minister-of-science-and-technology-ch-fawad-chaudhary/amp/?__twitter_impression=true
[2] https://twitter.com/fawadchaudhry/status/1170319613831372800
[1] https://goachronicle.com/open-letter-to-pakistani-minister-of-science-and-technology-ch-fawad-chaudhary/amp#referrer=https%3A%2F%2Fwww.google.com&_tf=From%20%251%24s
[1] https://indianexpose.com/open-letter-to-pakistani-minister-of-science-and-technology-ch-fawad-chaudhary/amp/#click=https://t.co/N8ov4gAC25

Top URLs in Tweet in G2:
[7] https://thirdpodfromthesun.com/2019/09/03/e21-x-rays-of-the-earths-gooey-center/
[5] https://www.youtube.com/watch?v=uF1AF20R5as&feature=youtu.be

[4] https://shop.spreadshirt.com/numfocus/
[3] https://bellisario.psu.edu/page-center/article/research-in-progress-the-effects-of-consuming-science-narratives-via-social?platform=hootsuite
[3] https://spacesettlementsummit2019.nss.org/
[2] https://www.nationalgeographic.com/science/2019/07/tectonic-plate-dying-oregon-why-matters/
[2] https://www.smithsonianmag.com/science-nature/journey-to-the-center-of-earth/
[2] https://carnegiescience.edu/news/new-nsf-grant-awarded-study-earths-flat-slabs
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018WR023815
[2] https://journals.sagepub.com/doi/abs/10.1177/0146167219853845?journalCode=pspc

Top URLs in Tweet in G3:
[6] http://www.nasa.gov/press-release/nasa-invites-media-to-northrop-grumman-s-space-station-launch-from-virginia
[5] https://www.edweek.org/ew/articles/2019/08/28/teachers-nationwide-now-have-access-to-open-source.html
[4] http://owl.li/TtMJ30pup8w
[3] https://arxiv.org/abs/1909.03026
[3] https://twinybots.ch/
[3] https://ce0111li.webitrent.com/ce0111li_webrecruitment/wrd/run/ETREC107GF.open?VACANCY_ID%3D5923014HyQ&WVID=7271880URt&LANG=USA
[3] https://streetfoodapp.com/edmonton/roka-wood-fired-pizza
[2] https://www.eventbrite.com.ar/e/presentacion-de-open-data-science-latam-tickets-71519620109
[2] https://www.edweek.org/ew/articles/2019/08/28/teachers-nationwide-now-have-access-to-open-source.html?cmp=soc-tw-shr
[2] https://twitter.com/nobelprize/status/1170362398999531521

Top URLs in Tweet in G4:
[1] https://twitter.com/curryja/status/1164180570781319168
[1] http://acmg.seas.harvard.edu/people/faculty/djj/book/bookchap7.html#pgfId=105861
[1] https://www.youtube.com/watch?v=rEWoPzaDmOA&feature=youtu.be


Top URLs in Tweet in G5:
[2] https://www.opindia.com/2019/09/open-letter-fawad-hussan-pakistan-savio-rodrigues-isro-chandrayaan/

Top URLs in Tweet in G6:
[2] https://genomebiology.biomedcentral.com/articles/10.1186/s13059-015-0669-2
[2] https://www.reddit.com/r/Open_Science/comments/d1qys5/african_open_science_platform_pilot_study_and/?utm_source=ifttt
[2] https://www.slideshare.net/AfricanOpenSciencePl/african-open-science-platform-pilot-study-and-landscape-findings
[1] https://www.nature.com/articles/d41586-018-05754-1
[1] https://osmooc.herokuapp.com/
[1] https://open-science-mooc-invite.herokuapp.com/
[1] http://hellophd.com/2019/09/120-advancing-open-science-with-dr-jon-tennant/
[1] https://www.reddit.com/r/Open_Science/comments/d1t3ah/attitudes_towards_open_science_and_public_data/?utm_source=ifttt
[1] https://psyarxiv.com/pk82n/
[1] https://eliademy.com/catalog/oer/module-1-open-principles.html

Top URLs in Tweet in G7:
[97] https://www.fireeye.com/blog/threat-research/2019/09/open-sourcing-stringsifter.html
[1] http://r.socialstudio.radian6.com/6c6769b0-a535-4432-a020-220cb8bddd99
[1] http://r.socialstudio.radian6.com/d85a54c1-a945-43c9-947c-e31f934a0754
[1] http://r.socialstudio.radian6.com/99917da8-a77b-4ac9-97a5-910c3b316ef0
[1] https://www.eventbrite.com/e/blackberry-cylance-engineering-and-data-science-open-house-tickets-68861433401
[1] https://dy.si/FUtFRZ2

Top URLs in Tweet in G9:
[2] https://www.heber.info/newsletter/issue-33
[2] https://osf.io/kgnva/wiki/Open%20Science%20Literature/
[1] https://open.lnu.se/index.php/metapsychology/article/view/1723
[1] https://www.heber.info/
[1] https://twitter.com/cpsa_acsp/status/1130789930526007297
[1] https://cos.io/badges/
[1] https://osf.io/sqfy3/
[1] https://osf.io/ferhu/wiki/Resources%20and%20Guides/
[1] https://docs.google.com/spreadsheets/d/1S6y6fzlv8Vk__k4vBdu0Tw_1HhedZeMrqfRXi5cxTvk/edit#gid=0
[1] https://rdo-olr.org/en/2019/improving-expert-evidence-the-role-of-open-science-and-transparency/

Top URLs in Tweet in G10:
[57] http://edge.org
[1] https://www.agronomy.org/acs-sso-login?acs-sso-request=859cf3fa8dd0332791c3ba93414981bc

Top Domains
Top Domains in Tweet in Entire Graph:
[190] twitter.com
[180] indianexpose.com
[100] fireeye.com
[57] edge.org
[51] spotify.com
[48] lupinepublishers.com
[41] youtube.com
[36] edweek.org
[31] co.uk
[31] ac.uk

Top Domains in Tweet in G1:
[174] indianexpose.com
[14] goachronicle.com
[12] twitter.com
[5] opindia.com
[1] firstpost.com
[1] gov.in

Top Domains in Tweet in G2:
[70] twitter.com
[16] youtube.com
[14] okt.to
[11] wiley.com
[7] thirdpodfromthesun.com
[6] nationalgeographic.com
[6] blogspot.com
[4] nature.com
[4] spreadshirt.com
[4] sciencehook.com

Top Domains in Tweet in G3:
[39] twitter.com
[22] spotify.com
[18] edweek.org
[8] instagram.com
[7] nasa.gov
[5] co.uk
[5] youtube.com
[4] owl.li
[4] arxiv.org
[4] ac.uk

Top Domains in Tweet in G4:
[1] twitter.com
[1] harvard.edu
[1] youtube.com

Top Domains in Tweet in G5:
[2] opindia.com

Top Domains in Tweet in G6:
[3] reddit.com
[2] herokuapp.com
[2] biomedcentral.com
[2] slideshare.net
[2] twitter.com
[2] elsevier.com
[1] nature.com
[1] hellophd.com
[1] psyarxiv.com
[1] eliademy.com

Top Domains in Tweet in G7:
[97] fireeye.com
[3] radian6.com
[1] eventbrite.com
[1] dy.si

Top Domains in Tweet in G9:
[4] osf.io
[3] heber.info
[2] cos.io
[1] lnu.se
[1] twitter.com
[1] google.com
[1] rdo-olr.org

Top Domains in Tweet in G10:
[57] edge.org
[1] agronomy.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[332] scicomm
[179] science
[179] vikramlander
[177] moon
[158] openscience
[99] phiweek
[48] datascience
[42] metascience2019
[36] opendata
[36] ai



Top Hashtags in Tweet in G1:
[13] chandrayan2landing
[6] vikramlander
[5] indiafailed
[4] pakistani
[4] moon
[3] isromissions
[3] pkmkb
[3] spacestation
[2] chandrayaan2
[2] jaihind

Top Hashtags in Tweet in G2:
[328] scicomm
[71] openscience
[37] science
[19] bloggerstribe
[18] sciart
[17] scifi
[15] sciencetwitter
[14] vss365
[13] phdchat
[12] bravewrite

Top Hashtags in Tweet in G3:
[39] science
[12] kellyjobs
[12] kellyservices
[10] stem
[10] education
[10] math
[10] anatomy
[8] algebra
[8] english
[8] homework

Top Hashtags in Tweet in G5:
[171] vikramlander
[171] moon
[1] chandrayan2

Top Hashtags in Tweet in G6:
[17] openscience
[10] airpollution
[6] metascience2019
[2] osmooc
[2] science
[2] research
[1] extinctionrebellion
[1] netzero

Top Hashtags in Tweet in G7:
[7] blackberrycylance
[4] stringsifter
[4] machinelearning
[1] malware
[1] derbycon
[1] cyberattacks
[1] flare

Top Hashtags in Tweet in G8:
[1] patriot

Top Hashtags in Tweet in G9:
[26] metascience2019
[13] africaevidenceweek
[4] thc2019
[4] podcast
[2] openscience
[1] science
[1] ecrchat
[1] publishing
[1] openaccess
[1] plans

Top Words
Top Words in Tweet in Entire Graph:
[3770] Words in Sentiment List#1: Positive
[2088] Words in Sentiment List#2: Negative
[34] Words in Sentiment List#3: Angry/Violent
[129159] Non-categorized Words
[135019] Total Words
[3355] open
[3265] science
[1021] letter
[725] minister
[677] pakistan

Top Words in Tweet in G1:
[962] letter
[747] open
[678] minister
[601] pakistan
[542] orbiting
[542] around
[506] science
[399] technology
[377] princearihan
[327] ch

Top Words in Tweet in G2:
[328] #scicomm
[105] science
[71] #openscience
[58] more
[57] out
[56] research
[54] open
[45] s
[38] know
[37] #science

Top Words in Tweet in G3:
[379] open
[351] science
[42] now
[42] s
[39] #science
[37] more
[31] access
[29] data
[26] source
[24] up

Top Words in Tweet in G4:
[17] science
[12] open
[11] gillesnfio
[9] dawntj90
[9] climate
[8] over400ppm
[7] asinister
[7] altus_arc
[7] friendsoscience
[7] ammocrypta

Top Words in Tweet in G5:
[175] science
[172] space
[171] deep
[171] extremely
[171] difficult
[171] complicated
[171] seems
[171] #vikramlander
[171] near
[171] 2

Top Words in Tweet in G6:
[146] science
[137] open
[60] protohedgehog
[55] out
[34] research
[31] day
[30] found
[30] theme
[30] year's
[30] unesco

Top Words in Tweet in G7:
[101] tool
[101] fireeye
[99] analysis
[98] malware
[98] stringsifter
[98] between
[97] mikesiko
[97] check
[97] out
[97] new

Top Words in Tweet in G8:
[5] want
[4] vickie627
[4] 2
[3] shrekthepunk
[3] jukieisme
[3] hindleydan
[3] boodacat2020
[3] misscalliecat
[3] poshmepretty
[3] tomag49

Top Words in Tweet in G9:
[72] science
[67] open
[44] research
[32] psych
[26] #metascience2019
[25] very
[23] happy
[23] announce
[23] commentary
[23] cuddy

Top Words in Tweet in G10:
[83] 99freemind
[59] open
[58] science
[57] more
[57] mad
[57] wanting
[57] commercialize
[57] dna
[57] synthesis
[57] claiming

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[758] open,letter
[610] orbiting,around
[468] science,technology
[411] open,science
[399] minister,science
[355] letter,pakistan
[355] pakistan,minister
[338] ch,fawad
[330] technology,ch
[328] pakistani,minister

Top Word Pairs in Tweet in G1:
[705] open,letter
[542] orbiting,around
[398] science,technology
[383] minister,science
[323] ch,fawad
[321] technology,ch
[321] letter,pakistan
[321] pakistan,minister
[319] pakistani,minister
[318] letter,pakistani

Top Word Pairs in Tweet in G2:
[19] check,out
[18] open,science
[13] science,communication
[11] looking,forward
[11] find,out
[10] #scifi,#scicomm
[10] plain,language
[10] language,summary
[10] social,media
[9] lara,wagner

Top Word Pairs in Tweet in G3:
[33] open,science
[25] open,source
[18] access,open
[17] data,science
[17] northrop,grumman
[17] grumman,s
[16] teachers,nationwide
[16] nationwide,now
[16] now,access
[16] source,science

Top Word Pairs in Tweet in G4:
[4] mikeh_maplegrov,jjforamerica1
[4] climate,change
[3] _miraju,cromwellstuff
[3] cromwellstuff,dawntj90
[3] dawntj90,caragraesser
[3] caragraesser,user160275438
[3] user160275438,greensat1
[3] greensat1,asinister
[3] asinister,91996340e81d45a
[3] 91996340e81d45a,over400ppm

Top Word Pairs in Tweet in G5:
[171] space,deep
[171] deep,science
[171] science,extremely
[171] extremely,difficult
[171] difficult,complicated
[171] complicated,seems
[171] seems,#vikramlander
[171] #vikramlander,near
[171] near,2
[171] 2,1

Top Word Pairs in Tweet in G6:
[110] open,science
[30] found,out
[30] out,theme
[30] theme,year's
[30] year's,unesco
[30] unesco,world
[30] world,science
[30] science,day
[30] day,peace
[30] peace,development

Top Word Pairs in Tweet in G7:
[98] malware,analysis
[98] between,fireeye
[97] check,out
[97] out,new
[97] new,malware
[97] analysis,tool
[97] tool,stringsifter
[97] stringsifter,joint
[97] joint,effort
[97] effort,between

Top Word Pairs in Tweet in G8:
[4] want,2
[3] shrekthepunk,jukieisme
[3] jukieisme,hindleydan
[3] hindleydan,boodacat2020
[3] boodacat2020,misscalliecat
[3] misscalliecat,vickie627
[3] vickie627,poshmepretty
[3] poshmepretty,tomag49
[3] tomag49,mrfly187
[2] dogsbcool,shrekthepunk

Top Word Pairs in Tweet in G9:
[54] open,science
[23] very,happy
[23] happy,announce
[23] announce,commentary
[23] commentary,cuddy
[23] cuddy,et
[23] et,2018
[23] 2018,power
[23] power,pose
[23] pose,p

Top Word Pairs in Tweet in G10:
[57] more,mad
[57] mad,science
[57] science,wanting
[57] wanting,commercialize
[57] commercialize,dna
[57] dna,synthesis
[57] synthesis,claiming
[57] claiming,open
[57] open,biology
[56] 99freemind,more

Top Replied-To
Top Replied-To in Entire Graph:
@fawadchaudhry
@vidyakrishnan
@isro
@egonwillighagen
@cato_37
@realdonaldtrump
@siminevazire
@aoc
@handinhandgp
@snotlady5

Top Replied-To in G1:
@fawadchaudhry
@isro
@dr_uditraj
@narendramodi
@thinkerspad
@pmoindia
@princearihan
@nasa
@imartialblood
@godfatheriv

Top Replied-To in G2:
@aczeszum
@usmankayaniphd
@drmuneerabano
@fromthelabbench
@alexmcgoran
@clairecities
@hjaykang
@ceptional
@dr_radice
@lmcsleuven

Top Replied-To in G4:
@_miraju
@elquesosabio
@stormsignalsa
@gillesnfio
@anthony_james_x
@asinister
@friendsoscience
@robhon_
@brunopresents
@r11rt

Top Replied-To in G6:
@egonwillighagen
@siminevazire
@wilbanks
@cdsouthan
@mayoroflondon
@protohedgehog
@bexbolland
@joseph_fridman

Top Replied-To in G8:
@shrekthepunk
@r0xie_f0x

Top Replied-To in G9:
@chonnettia
@acertaintom
@andrewraconway
@ingorohlfing
@ben_c_j
@evomellor

Top Replied-To in G10:
@ckay54
@99freemind

Top Mentioned
Top Mentioned in Entire Graph:
@princearihan
@opindia_com
@fawadchaudhry
@tvmohandaspai
@jesuischarlie9
@fireeye
@mikesiko
@99freemind
@imrankhanpti
@aabhas24

Top Mentioned in G1:
@princearihan
@fawadchaudhry
@opindia_com
@tvmohandaspai
@imrankhanpti
@aabhas24
@isro
@narendramodi
@indianexpose
@pmoindia

Top Mentioned in G2:
@agu_scicomm
@theagu
@tuhinsajjadsk1
@earlhaminst
@skypescientist
@g4mma
@academicchatter
@thirdpod
@_open_science_
@tedmiguel

Top Mentioned in G3:
@teacherchalky1
@honourablehappy
@iam__network
@aexplorador
@jeanrostand8
@skymazef3
@library_connect
@iobe_nigeria

Top Mentioned in G4:
@gillesnfio
@dawntj90
@over400ppm
@altus_arc
@ammocrypta
@cromwellstuff
@greensat1
@asinister
@nimn2019
@friendsoscience

Top Mentioned in G5:
@jesuischarlie9
@soulefacts
@opindia_com
@princearihan
@tvmohandaspai
@isro
@gchikermane

Top Mentioned in G6:
@protohedgehog
@unesco
@opensciencemooc
@mayoroflondon
@diana51835949
@hellophd
@egonwillighagen
@ct_bergstrom
@psmaldino
@sydwood13

Top Mentioned in G7:
@fireeye
@mikesiko
@cylanceinc
@phtully
@iamthepr0blem

Top Mentioned in G8:
@vickie627
@jukieisme
@hindleydan
@boodacat2020
@misscalliecat
@poshmepretty
@tomag49
@mrfly187
@dogsbcool
@shrekthepunk

Top Mentioned in G9:
@marcuscrede
@bryanco00591452
@briannosek
@africa_evidence
@anbrowndc
@ruths3
@stephaniemlee
@evomellor
@policyprocesses
@arthurlupia

Top Mentioned in G10:
@99freemind
@carrollquigley1
@jordan_sather_
@cjtruth
@chaigirlminx

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@wweaverbot
@arkangelscrap
@sectest9
@cowboyscifibot
@sahelhkj
@jamesroy
@innovativehindu
@56perumal
@evankirstel

Top Tweeters in G1:
@innovativehindu
@56perumal
@amoltikam
@madanabhat
@monty_chadha
@cpraghav
@vinodshadija
@modifidbhaaarat
@akshaychandorka
@tiru_2000

Top Tweeters in G2:
@slate
@economictimes
@the_hindu
@deepgreendesign
@academicchatter
@g4mma
@_open_science_
@kellyyyllek
@bpsofficial
@dnaed_tech

Top Tweeters in G3:
@occuworld
@wweaverbot
@jackiedeburca
@mditafu
@crweworld
@dtncanada
@iam__network
@jchapman1729
@anarchified
@acehobi

Top Tweeters in G4:
@rmack2x
@davidmatheson27
@tokyo_tom
@euphoriceuler
@cromwellstuff
@tan123
@johndmtb
@regimechangebc
@walterhorsting
@grnconservatism

Top Tweeters in G5:
@dhruvbhim
@victoriousnamo
@debashishhits
@kailashkaushik8
@bluesea1964
@ram4bharatiyata
@colkt
@aakuraj
@shankar2483
@avadhi_deepak

Top Tweeters in G6:
@paulpaul49
@hubbucket
@leonijhuis
@steltenpower
@protohedgehog
@biomickwatson
@gedankenstuecke
@lucasoft_co_uk
@egonwillighagen
@jacintodavila

Top Tweeters in G7:
@sectest9
@rev313
@rejectionking
@kim_crawley
@tdhopper
@0x4d_
@cylanceinc
@h4z3dic
@maarten_goet
@malajab

Top Tweeters in G8:
@len21878832
@rickysi16087724
@vickie627
@instinctnaturel
@42gnome
@dinmark2
@socialcivility
@kellyannegoebb
@tomag49
@trumpswolfx

Top Tweeters in G9:
@jessesingal
@_eleanorina
@denniseckmeier
@familyunequal
@kylekirkup
@gdbassett
@sylvaincf
@pdakean
@innovsummit
@stuartjritchie

Top Tweeters in G10:
@joej2020usa
@joeyyeo13
@marilyn2617
@podod12
@cc125
@duxgirl27
@biegenzahn
@jennifer_0780
@mdwehbie
@reneemccone