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open science_2021-04-12_13-10-52.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
April 13, 2021
Short Description:
open science via NodeXL https://bit.ly/3uJigk3
@vivekgramaswamy
@oatp
@elonmusk
@united_science
@reuters
@misscellaneou16
@daisylovepoppy
@_open_science_
@lluisanglada
@scielomexico

Top hashtags:
#openscience
#science
#openaccess
#covid19
#opensource
#datascience

Description:
Description
The graph represents a network of 9,534 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 Monday, 12 April 2021 at 20:22 UTC.

The requested start date was Monday, 12 April 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 7-hour, 49-minute period from Thursday, 08 April 2021 at 16:11 UTC to Monday, 12 April 2021 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 : 9534
Unique Edges : 5352
Edges With Duplicates : 11428
Total Edges : 16780
Number of Edge Types : 5
Mentions : 2756
Replies to : 749
Retweet : 5354
MentionsInRetweet : 6695
Tweet : 1226
Self-Loops : 1297
Reciprocated Vertex Pair Ratio : 0.0143585474976589
Reciprocated Edge Ratio : 0.0283105959585599
Connected Components : 1621
Single-Vertex Connected Components : 597
Maximum Vertices in a Connected Component : 3072
Maximum Edges in a Connected Component : 6614
Maximum Geodesic Distance (Diameter) : 34
Average Geodesic Distance : 11.487675
Graph Density : 0.000107264331329958
Modularity : 0.596083
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 9,534 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 Monday, 12 April 2021 at 20:22 UTC.

The requested start date was Monday, 12 April 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 7-hour, 49-minute period from Thursday, 08 April 2021 at 16:11 UTC to Monday, 12 April 2021 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : open science
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:
[119] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-00883-6
[95] https://nypost.com/2021/04/08/stop-abusing-our-children-and-open-the-schools/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons
[50] https://science.sciencemag.org/content/372/6538/165
[39] https://www.huffpost.com/entry/corporate-america-bond-with-republican-party-frays_n_607314cbc5b6616dcd79d4b0?ncid=engmodushpmg00000004
[39] https://nypost.com/2021/04/08/stop-abusing-our-children-and-open-the-schools/
[17] https://www.foxnews.com/opinion/teachers-vaxxed-science-clear-stop-abusing-children-open-schools
[16] https://www.breitbart.com/sports/2021/04/09/science-some-mlb-stadiums-fully-open-others-still-limited/
[13] https://www.nejm.org/doi/full/10.1056/NEJMp2034518?cookieSet=1
[12] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fshow%2F7xrT4NpjNtfpQDISxw3kJ3%3Fsi%3DDeTukgGRT9i5kJ9gDgIAxw%26utm_source%3Dcopy-link&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[12] http://www.thebsps.org/bsps-open/

Top URLs in Tweet in G1:
[39] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-00883-6
[15] https://www.foxnews.com/opinion/teachers-vaxxed-science-clear-stop-abusing-children-open-schools
[6] https://afasiaarchzine.com/2021/04/christ-gantenbein-swiss-national-science-foundation-wankdorfcity-bern/
[5] https://nypost.com/2021/04/08/stop-abusing-our-children-and-open-the-schools/
[5] https://www.breitbart.com/sports/2021/04/09/science-some-mlb-stadiums-fully-open-others-still-limited/
[5] https://twitter.com/neiltyson/status/1381197292728942595
[4] https://thehill.com/policy/healthcare/547304-former-trump-officials-helped-interfere-with-suppress-cdc-science-guidance
[3] https://www.nature.com/articles/d41586-021-00883-6?utm_source=twt_nnc&utm_medium=social&utm_campaign=naturenews
[3] https://www.foxnews.com/opinion/teachers-vaxxed-science-clear-stop-abusing-children-open-schools?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.instagram.com/accounts/login/

Top URLs in Tweet in G2:
[4] https://twitter.com/VivekGRamaswamy/status/1380967769580007424
[1] https://creation.com/cmi-vaccination
[1] https://twitter.com/kylenabecker/status/1380737586948362243
[1] https://thefederalist.com/2021/02/24/in-report-affirming-nearly-no-transmission-in-schools-cdc-slips-in-shocking-data-about-asymptomatic-spread/#.YHIGG5IXts8.twitter
[1] https://twitter.com/HowleyReporter/status/1381126919488421888

Top URLs in Tweet in G3:
[18] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-00883-6
[10] https://www.youtube.com/watch?v=xS2-95Sitgo&feature=youtu.be

[6] https://vu-ntl.nl/index.php/en/2021/04/08/linking-open-education-to-open-science-2/blog-2/
[5] https://en.unesco.org/news/cilac2021-underway-biggest-open-science-forum-year
[5] https://www.nejm.org/doi/full/10.1056/NEJMp2034518?cookieSet=1
[4] https://www.bmj.com/content/373/bmj.n898
[4] https://us02web.zoom.us/j/538787747
[4] https://twitter.com/GOFAIRofficial/status/1362052432520507393
[4] https://www.hilase.cz/en/4th-call-for-open-access-is-available/
[3] https://www.tandfonline.com/doi/full/10.1080/00461520.2021.1898961

Top URLs in Tweet in G4:
[1] https://twitter.com/DGBassani/status/1380284297731538946
[1] https://twitter.com/drericding/status/1380777375466672128
[1] http://www.sciencedirect.com/science/authShare/S1198743X20306121/20210407T212100Z/1?md5=c37c73ebbf0fb433612f257e1c6d6464&dgcid=author
[1] https://www.aier.org/article/why-is-everyone-in-texas-not-dying/?amp&__twitter_impression=true

Top URLs in Tweet in G5:
[1] https://www.kickstarter.com/projects/connoralexander/coyote-and-crow
[1] https://coyoteandcrow.net/

Top URLs in Tweet in G6:
[1] https://open.spotify.com/episode/3V6WBpz4Cor65HYWGKvc6W?si=jP4IxIFcR0aaQ4c7RMMBnQ

Top URLs in Tweet in G7:
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DgKfMlQ7KWFE&q=EgS4SO-bGOfW0oMGIhkA8aeDSyKgoNmpGZig_ipkcn6kcqhm8LAfMgFy

Top URLs in Tweet in G8:
[92] https://nypost.com/2021/04/08/stop-abusing-our-children-and-open-the-schools/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons
[6] https://nypost.com/2021/04/08/stop-abusing-our-children-and-open-the-schools/
[2] https://www.foxnews.com/opinion/teachers-vaxxed-science-clear-stop-abusing-children-open-schools
[1] https://twitter.com/watchingwheels7/status/1380549967627059200
[1] https://twitter.com/elizashapiro/status/1380148645945835521
[1] https://nypost.com/2021/04/08/stop-abusing-our-children-and-open-the-schools/?utm_content=buffer3a013&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/karenvaites/status/1380282943243960322

Top URLs in Tweet in G9:
[1] https://ai.facebook.com/research/
[1] https://iop.uva.nl/shared/uva/en/vacancies/2021/03/21-191-phd-position-flexible-optical-metasurfaces.html?origin=uZ6YVHJDRT2Rv2pxlzCFag

Top Domains
Top Domains in Tweet in Entire Graph:
[251] twitter.com
[147] nypost.com
[141] nature.com
[99] spotify.com
[58] sciencedirect.com
[54] sciencemag.org
[46] google.com
[39] huffpost.com
[38] bit.ly
[36] ac.uk

Top Domains in Tweet in G1:
[66] twitter.com
[51] spotify.com
[49] nature.com
[18] foxnews.com
[13] sciencedirect.com
[10] nypost.com
[9] bit.ly
[7] co.uk
[7] nytimes.com
[6] youtube.com

Top Domains in Tweet in G2:
[6] twitter.com
[1] creation.com
[1] thefederalist.com

Top Domains in Tweet in G3:
[40] twitter.com
[19] nature.com
[14] youtube.com
[10] google.com
[7] tandfonline.com
[6] vu-ntl.nl
[5] bmj.com
[5] zoom.us
[5] unesco.org
[5] nejm.org

Top Domains in Tweet in G4:
[2] twitter.com
[1] sciencedirect.com
[1] aier.org

Top Domains in Tweet in G5:
[1] kickstarter.com
[1] coyoteandcrow.net

Top Domains in Tweet in G6:
[1] spotify.com

Top Domains in Tweet in G7:
[1] google.com

Top Domains in Tweet in G8:
[99] nypost.com
[3] twitter.com
[2] foxnews.com

Top Domains in Tweet in G9:
[1] facebook.com
[1] uva.nl

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[306] openscience
[163] science
[81] openaccess
[80] covid19
[53] opensource
[49] datascience
[45] scicomm
[28] data
[25] research
[25] saschat



Top Hashtags in Tweet in G1:
[30] science
[8] physics
[5] maths
[5] foxnews
[5] openaccess
[4] covid19
[4] research
[3] stem
[3] lernbuzz
[3] peace

Top Hashtags in Tweet in G3:
[243] openscience
[44] openaccess
[37] scicomm
[18] jontennantsmemorialday
[17] science
[10] preprints
[9] neuroscience
[9] plan_s
[8] uksg2021
[7] opensource

Top Hashtags in Tweet in G4:
[10] nudge
[1] covidiots
[1] covid19

Top Hashtags in Tweet in G5:
[1] rpg
[1] ttrpg
[1] ttrpgsolidarity
[1] gaming

Top Hashtags in Tweet in G8:
[2] openschoolsnow
[2] s
[1] openschools
[1] is
[1] nyc
[1] schoolsreopening

Top Words
Top Words in Tweet in Entire Graph:
[5127] open
[3908] science
[1041] covid
[898] scientists
[882] lockdown
[721] schools
[690] 19
[631] more
[596] youtube
[589] doctors

Top Words in Tweet in G1:
[577] open
[564] science
[81] access
[72] ø
[59] more
[58] publishing
[57] schools
[52] plan
[49] guide
[49] initiative

Top Words in Tweet in G2:
[565] vivekgramaswamy
[559] covid
[557] youtube
[557] censored
[557] videos
[557] doctors
[557] scientists
[557] criticizing
[557] 19
[557] lockdown

Top Words in Tweet in G3:
[275] open
[243] #openscience
[221] science
[54] access
[44] #openaccess
[43] more
[43] research
[37] publishing
[37] #scicomm
[32] 2021

Top Words in Tweet in G4:
[324] open
[315] schools
[313] last
[307] close
[306] important
[306] first
[306] unless
[306] iffy
[306] safety
[306] protocols

Top Words in Tweet in G5:
[328] tabletop
[328] science
[328] fantasy
[328] role
[328] playing
[328] game
[328] created
[328] led
[328] team
[328] natives

Top Words in Tweet in G6:
[314] ivermectin
[314] here's
[314] balanced
[314] unemotional
[314] podcast
[314] explainer
[314] filipinos
[314] dr
[314] dj
[314] bandoy

Top Words in Tweet in G7:
[7] open
[5] ah_science
[4] malo_j
[4] science
[3] 1pckt
[3] willsworldview
[3] wolfpak561
[3] cleisthenes5
[3] smug2bme
[3] splintersimba

Top Words in Tweet in G8:
[161] science
[156] open
[148] schools
[135] children
[122] teachers
[116] vaxxed
[116] clear
[115] stop
[114] abusing
[107] nypost

Top Words in Tweet in G9:
[210] students
[106] open
[105] iranian
[105] native
[105] american
[105] those
[105] identify
[105] group
[105] hold
[105] office

Top Words in Tweet in G10:
[169] covid
[163] media
[163] trying
[163] blame
[163] lower
[163] numbers
[163] open
[163] states
[163] less
[163] testing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[654] covid,19
[575] doctors,scientists
[570] youtube,censored
[570] censored,videos
[570] videos,doctors
[570] scientists,criticizing
[570] criticizing,covid
[570] 19,lockdown
[570] lockdown,policies
[570] policies,benefited

Top Word Pairs in Tweet in G1:
[77] open,access
[51] science,publishing
[50] open,science
[49] plan,open
[49] access,initiative
[49] initiative,shaking
[49] shaking,science
[48] guide,plan
[38] science,clear
[38] open,schools

Top Word Pairs in Tweet in G2:
[557] youtube,censored
[557] censored,videos
[557] videos,doctors
[557] doctors,scientists
[557] scientists,criticizing
[557] criticizing,covid
[557] covid,19
[557] 19,lockdown
[557] lockdown,policies
[557] policies,benefited

Top Word Pairs in Tweet in G3:
[150] open,science
[50] open,access
[26] plan,open
[24] access,initiative
[24] initiative,shaking
[24] shaking,science
[24] science,publishing
[21] guide,plan
[20] #openscience,#openaccess
[19] #openaccess,#openscience

Top Word Pairs in Tweet in G4:
[306] schools,important
[306] important,last
[306] last,close
[306] close,first
[306] first,open
[306] open,unless
[306] unless,iffy
[306] iffy,safety
[306] safety,protocols
[306] protocols,horrible

Top Word Pairs in Tweet in G5:
[328] tabletop,science
[328] science,fantasy
[328] fantasy,role
[328] role,playing
[328] playing,game
[328] game,created
[328] created,led
[328] led,team
[328] team,natives
[328] natives,set

Top Word Pairs in Tweet in G6:
[314] ivermectin,here's
[314] here's,balanced
[314] balanced,unemotional
[314] unemotional,podcast
[314] podcast,explainer
[314] explainer,filipinos
[314] filipinos,dr
[314] dr,dj
[314] dj,bandoy
[314] bandoy,formerly

Top Word Pairs in Tweet in G8:
[120] open,schools
[116] teachers,vaxxed
[115] vaxxed,science
[115] science,clear
[114] clear,stop
[114] stop,abusing
[114] abusing,children
[114] children,open
[85] schools,nypost
[21] one,fine

Top Word Pairs in Tweet in G9:
[105] iranian,students
[105] students,native
[105] native,american
[105] american,students
[105] students,those
[105] those,identify
[105] identify,group
[105] group,hold
[105] hold,open
[105] open,office

Top Word Pairs in Tweet in G10:
[163] media,trying
[163] trying,blame
[163] blame,lower
[163] lower,covid
[163] covid,numbers
[163] numbers,open
[163] open,states
[163] states,less
[163] less,testing
[163] testing,people

Top Replied-To
Top Replied-To in Entire Graph:
@neiltyson
@borisjohnson
@connormuldowney
@vprasadmdmph
@thefrogpryncess
@fordnation
@govpritzker
@govmlg
@fmwales
@hnnhdnllsvll

Top Replied-To in G1:

Top Replied-To in G2:
@thefrogpryncess
@vivekgramaswamy
@operabinoculars

Top Replied-To in G3:
@voicesofindacad
@hapyresearchers
@chidi_oguamanam
@robotrrid
@openacademics
@panickedpostdoc
@bullyingalberta
@dbetteracademia
@david_colquhoun
@jeroenbosman

Top Replied-To in G4:
@yorkregiongovt
@mrsjuliesayles
@dzoolander85
@djian_f
@billius27

Top Replied-To in G7:
@1pckt
@docsnoe
@ghalloglaigh
@spencilular
@imkimaaron
@atheism_is_dead

Top Replied-To in G8:
@nypost
@pineslisa
@alexandaviesg
@govchristie
@walshfreedom
@christinagrada1
@mayorsrace2021
@dcpublicschools
@mayorbowser
@dcpschancellor

Top Replied-To in G9:
@noemamag

Top Mentioned
Top Mentioned in Entire Graph:
@vivekgramaswamy
@coyotencrowrpg
@robyalampay
@sharkawymd
@timrunshismouth
@davidalexander5
@sattertt
@nypost
@msbernst
@jamesmelville

Top Mentioned in G1:
@norbert_loose
@idealwriters01
@idealtutor2020
@zeroplagiarism
@onlinehelp02
@hkourkez

Top Mentioned in G2:
@vivekgramaswamy
@n3ro
@iamtheactualet
@martinkulldorff
@clbolt
@mmac72141382
@theonesnickers
@ykvasha
@gabriel_pogrund

Top Mentioned in G3:
@opensci_news
@rosario_strano
@dasaptaerwin
@academicchatter
@youtube
@ictpnews
@evomellor
@imfahe
@kamrannaim
@marcozennaro

Top Mentioned in G4:
@sharkawymd
@brxad
@ms_k_haatic
@bruce_arthur
@richardzussman
@maryjonabuurs
@tfedoruk
@dzoolander85
@christietotten

Top Mentioned in G5:
@coyotencrowrpg

Top Mentioned in G6:
@robyalampay
@pumapodcastph

Top Mentioned in G7:
@ah_science
@malo_j
@willsworldview
@wolfpak561
@cleisthenes5
@smug2bme
@splintersimba
@andrewrchapman
@johnkrahn2
@scientiapercept

Top Mentioned in G8:
@nypost
@karol
@anthonylfisher
@govchristie
@steveguest
@connortryan
@uft
@inezfeltscher
@nycmayor
@fud31

Top Mentioned in G9:
@msbernst
@jorikvandegroep
@corentincoulais
@facebook
@kristinlauter
@an_open_mind
@zhaliyou
@mahuichina
@guilu_long
@nana__liu

Top Mentioned in G10:
@timrunshismouth
@vivekgramaswamy

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@femtech_
@easyjanjansen
@serendipitysays
@animesh1977
@debrammason1
@jenkers_en
@israelnewslinks
@dailyusanews
@chuddles11

Top Tweeters in G1:
@jenkers_en
@johangreg
@hwdrepublican
@jackiedeburca
@dev_discourse
@mrkalman
@libbyliberalnyc
@jcomm_newsfeeds
@local12
@fmcocoloonair

Top Tweeters in G2:
@debrammason1
@israelnewslinks
@michaelbarger1
@tates5a
@adudefromnowere
@garthgodsman
@hrothenb
@stevekloscak
@commonsense258
@benedictmpwhite

Top Tweeters in G3:
@eraser
@googleexpertuk
@gmizrachi
@drumeshprabhu
@academicchatter
@david_colquhoun
@office
@rossthomson26
@drpetra
@piersmorgan

Top Tweeters in G4:
@paladine
@ruthmkb
@blueravefinn
@forgerat
@wavetop
@bruce_arthur
@meredithheron
@djsandwiches
@scooterissima
@polit_europines

Top Tweeters in G5:
@gigawattconduit
@hakethkotb
@robbychu
@regamertron
@dclascelle
@curebahamut
@petrochemicsoul
@vexwerewolf
@skeletampire
@mykalwane

Top Tweeters in G6:
@oberlemarylu
@anlufet_
@amyslayer
@panotsha
@nightcat2609
@jenniferregala3
@troobie_md
@zafdharmadown
@reikableu
@mgdrolbes

Top Tweeters in G7:
@mwforhr
@takethatdarwin
@michellmybell1
@davestewart4444
@zapher134
@swettmanf
@rjdownard
@smokeystafford
@lalanamour
@zypisfy

Top Tweeters in G8:
@schwingcat
@deenie7940
@repub9989
@colormered
@nypost
@jeffs_araujo35
@willcollier
@chopknighttime
@cimages
@puffin1952

Top Tweeters in G9:
@mariafendrskaya
@moonalice
@wiringthebrain
@noemamag
@kirielson
@dynamicssiam
@mcraddock
@heghbalz
@skdh
@philipcball

Top Tweeters in G10:
@jimw_in_nm
@admomof3
@dorothymontgom4
@wantbighammer
@freedomlosing
@andyblandina
@westietx
@kroekertony
@gretathegreek
@lnair123


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