open science, Twitter, 9/21/2020 8:33:15 PM, 235626


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open science_2020-09-21_12-41-19.xlsx
open science_2020-09-21_12-41-19.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 21, 2020
Short Description:
open science via NodeXL https://bit.ly/33GTJQw
@maddow
@drericding
@silvijakrebs
@scicommb
@chabis_ch
@bbwvieser
@openscitalk
@realdonaldtrump
@kirkamahlan
@_open_science_

Top hashtags:
#covid19
#openscience
#fincenfiles
#science
#openaccess
#esmo20
#oat20

Description:
Description
The graph represents a network of 9,122 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, 21 September 2020 at 19:50 UTC.

The requested start date was Monday, 21 September 2020 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, 15-hour, 19-minute period from Thursday, 17 September 2020 at 08:40 UTC to Monday, 21 September 2020 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 : 9122
Unique Edges : 4315
Edges With Duplicates : 12516
Total Edges : 16831
Number of Edge Types : 5
Retweet : 6008
MentionsInRetweet : 7071
Replies to : 688
Tweet : 827
Mentions : 2237
Self-Loops : 866
Reciprocated Vertex Pair Ratio : 0.0153619528619529
Reciprocated Edge Ratio : 0.030259067357513
Connected Components : 1210
Single-Vertex Connected Components : 335
Maximum Vertices in a Connected Component : 4572
Maximum Edges in a Connected Component : 10038
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 5.975995
Graph Density : 0.000115983120645931
Modularity : 0.559033
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 9,122 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, 21 September 2020 at 19:50 UTC.

The requested start date was Monday, 21 September 2020 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, 15-hour, 19-minute period from Thursday, 17 September 2020 at 08:40 UTC to Monday, 21 September 2020 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".

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:
[29] https://www.commondreams.org/views/2020/09/17/invent-our-way-beyond-covid-19-we-need-open-science
[12] https://ir.shareaholic.com/e?a=1&u=https://www.commondreams.org/views/2020/09/17/invent-our-way-beyond-covid-19-we-need-open-science%3Futm_campaign%3Dshareaholic%26utm_medium%3Dreferral%26utm_source%3Dtwitter&r=1
[11] https://www.pnas.org/content/early/2020/09/08/1921320117
[10] https://townhall.com/tipsheet/cortneyobrien/2020/09/18/pelosi-on-why-churches-cant-fully-open-faith-and-science-sometimes-counter-each-other-n2576469
[10] https://www.change.org/p/gavin-newsom-to-have-governor-newsom-issue-guidance-to-allow-for-public-playgrounds-to-open-safely?utm_source=share_petition&utm_medium=custom_url&recruited_by_id=f68bdb30-9e53-0130-7d0f-3c764e04a19b
[8] https://www.helsinki.fi/en/open-positions/postdoctoral-researcher-in-ecological-datascience
[7] https://events.unesco.org/event/?id=192545367531&lang=1033
[7] https://t.livepocket.jp/e/ab24z
[7] https://www.sciencedirect.com/science/article/abs/pii/S0302283820306242
[7] https://www.sciencedirect.com/science/article/pii/S0375960120307532?dgcid=rss_sd_all

Top URLs in Tweet in G1:
[1] https://twitter.com/mfgrp/status/1306419659801985026
[1] http://www.openculture.com/2015/04/frank-capras-science-film-the-unchained-goddess-warns-of-climate-change-in-1958.html

Top URLs in Tweet in G2:
[1] https://twitter.com/jesseosheamd/status/1307441647098109952

Top URLs in Tweet in G3:
[11] https://ir.shareaholic.com/e?a=1&u=https://www.commondreams.org/views/2020/09/17/invent-our-way-beyond-covid-19-we-need-open-science%3Futm_campaign%3Dshareaholic%26utm_medium%3Dreferral%26utm_source%3Dtwitter&r=1
[7] https://postdocs.stanford.edu/prospective/opportunities/open-postdoctoral-position-faculty-mentor-sherri-rose
[6] https://www.commondreams.org/views/2020/09/17/invent-our-way-beyond-covid-19-we-need-open-science
[6] https://openpharma.blog/2020/09/18/weekly-digest-whats-happening-in-open-science-150/
[6] https://www.fondazionebassetti.org/en/focus/2020/09/orion_mooc_for_open_science_in.html
[5] https://medium.com/@denalbz/reimagining-open-science-through-a-feminist-lens-546f3d10fa65
[5] https://blogs.lse.ac.uk/impactofsocialsciences/?p=39226
[4] https://www.eventbrite.com/e/ai-for-data-discovery-and-reuse-open-science-symposium-2020-registration-121534634363
[4] https://blog.iiasa.ac.at/2020/09/18/open-science-has-to-go-beyond-open-source/
[4] https://www.open-science-conference.eu/calls2021/

Top URLs in Tweet in G4:
[3] http://B.Tech
[2] https://www.ncbi.nlm.nih.gov/books/NBK9967/
[2] https://www.s.u-tokyo.ac.jp/ja/event/open-campus/2020/
[2] https://open.spotify.com/episode/15E6DVTAHBjkdZvRCuVZRc
[2] https://soundcloud.com/user-277776685/season-3-episode-5
[2] https://podcasts.apple.com/us/podcast/isave-that-podcast/id1391673105?mt=2
[2] https://www.iheart.com/podcast/256-isave-that-podcast-31074114/episode/isave-that-podcast-season-3-71652549/
[2] https://tunein.com/podcasts/Science-Podcasts/ISAVE-That-Podcast-p1190476/?topicid=157378057
[2] https://www.rawstory.com/2020/09/1666231/
[2] https://www.independent.co.uk/news/science/fossil-sperm-trapped-amber-myanmar-crustacean-b451054.html

Top URLs in Tweet in G7:
[1] https://open.spotify.com/episode/1oTEgXsnXvRBS2YK3vAYXf?si=yAb__cVYTDm-40DSaMQttg
[1] https://www.sfchronicle.com/opinion/openforum/article/Follow-the-science-San-Francisco-needs-to-reopen-15569938.php
[1] https://politi.co/3mywAbF

Top URLs in Tweet in G8:
[3] https://www.sciencedirect.com/science/article/pii/S2405844018353404
[2] https://hackernoon.com/data-science-with-substance-best-massive-open-online-courses-82f3t1c
[2] https://towardsdatascience.com/data-science-for-social-good-best-sources-for-free-open-data-5120070caf02?source=rss----7f60cf5620c9---4
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fdata-science-for-social-good-best-sources-for-free-open-data-5120070caf02
[1] https://hackernoon.com/introduction-to-great-expectations-an-open-source-data-science-tool-8u353u04

Top URLs in Tweet in G9:
[1] https://twitter.com/EarlOfEnough/status/1301559166042075136
[1] https://twitter.com/ericboehlert/status/1306956697227976711
[1] https://spoti.fi/3kshXVI
[1] https://twitter.com/marshablackburn/status/1306633477056598025
[1] https://twitter.com/washingtonpost/status/1283842082646433792
[1] https://www.voanews.com/science-health/coronavirus-outbreak/trump-horrible-scourge-coronavirus-will-cause-new-spike-us

Top URLs in Tweet in G10:
[1] https://eu.smh.re/Sso
[1] https://phiweek.esa.int/registration
[1] https://www.esa.int/Applications/Observing_the_Earth/Copernicus/US_West_Coast_on_fire
[1] https://phiweek.esa.int/
[1] https://phiweek.esa.int/programme
[1] https://www.cesaer.org/news/open-letter-for-plan-s-in-horizon-europe-615/
[1] https://twitter.com/FAOclimate/status/1306244814355214337
[1] https://twitter.com/EO_OPEN_SCIENCE/status/1306511893419491328

Top Domains
Top Domains in Tweet in Entire Graph:
[184] twitter.com
[82] spotify.com
[56] sciencedirect.com
[31] commondreams.org
[29] ac.uk
[26] youtube.com
[22] medium.com
[17] google.com
[14] apple.com
[14] townhall.com

Top Domains in Tweet in G1:
[1] twitter.com
[1] openculture.com

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

Top Domains in Tweet in G3:
[40] twitter.com
[11] shareaholic.com
[9] medium.com
[9] stanford.edu
[8] commondreams.org
[7] openpharma.blog
[6] ac.uk
[6] fondazionebassetti.org
[5] google.com
[5] mcgill.ca

Top Domains in Tweet in G4:
[40] twitter.com
[26] spotify.com
[7] sciencedirect.com
[5] linkedin.com
[4] nih.gov
[4] apple.com
[4] ac.uk
[4] youtube.com
[4] ac.in
[4] theguardian.com

Top Domains in Tweet in G7:
[1] spotify.com
[1] sfchronicle.com
[1] politi.co

Top Domains in Tweet in G8:
[3] sciencedirect.com
[3] hackernoon.com
[2] towardsdatascience.com
[1] medium.com

Top Domains in Tweet in G9:
[4] twitter.com
[1] spoti.fi
[1] voanews.com

Top Domains in Tweet in G10:
[4] esa.int
[2] twitter.com
[1] smh.re
[1] cesaer.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[947] covid19
[314] openscience
[96] fincenfiles
[82] science
[33] openaccess
[32] esmo20
[30] oat20
[29] datascience
[26] scicomm
[24] machinelearning



Top Hashtags in Tweet in G1:
[1] bidenharristosaveamerica
[1] bidentownhall

Top Hashtags in Tweet in G2:
[883] covid19
[5] westernu
[1] ldnont
[1] takecarewesternu

Top Hashtags in Tweet in G3:
[281] openscience
[30] oat20
[19] pubmet2020
[18] covid19
[13] openaccess
[13] openscienceweek
[11] seeyouinzadar
[10] science
[10] pids
[8] opensource

Top Hashtags in Tweet in G4:
[20] science
[6] kellyjobs
[6] kellyservices
[4] nowplaying
[4] covid19
[4] news
[3] physics
[3] education
[3] engineering
[3] research

Top Hashtags in Tweet in G7:
[96] fincenfiles
[11] scottatlas
[11] stanford
[2] covid19
[1] coronavirus
[1] fresh
[1] wtpblue

Top Hashtags in Tweet in G8:
[3] atlanta
[1] internship
[1] opendata
[1] opengov
[1] data4good
[1] artificialintelligence
[1] ai
[1] datascience
[1] webinar

Top Hashtags in Tweet in G9:
[2] therighttime
[1] bidenharris2020
[1] presidentbiden
[1] everythingdependsuponit
[1] enoughisenough
[1] swat
[1] getkidsbackinschool
[1] openupamerica
[1] covid19
[1] trumpliesamericansdie

Top Hashtags in Tweet in G10:
[9] phiweek
[2] crops
[2] netherlands
[2] flevoland
[2] sentinel1
[2] nonanimalapproaches
[2] jrcsummerschool
[2] californiafires
[2] sqfcomplex
[2] wildfires

Top Words
Top Words in Tweet in Entire Graph:
[3323] open
[3257] science
[2520] covid
[2382] stanford
[2369] policy
[2357] leading
[2349] former
[2346] house
[2337] white
[2336] med

Top Words in Tweet in G1:
[2306] stanford
[2304] covid
[2304] former
[2303] maddow
[2303] radiologist
[2303] leading
[2303] white
[2303] house
[2303] policy
[2303] presidents'

Top Words in Tweet in G2:
[883] #covid19
[879] tell
[878] 28
[878] year
[878] old
[878] healthy
[878] physician
[878] die
[878] anyone
[878] succumb

Top Words in Tweet in G3:
[281] #openscience
[273] open
[254] science
[66] research
[46] data
[38] more
[35] online
[35] sabinaleonelli
[32] 2020
[30] #oat20

Top Words in Tweet in G4:
[324] open
[322] science
[35] more
[32] data
[22] gt
[21] covid
[20] people
[20] #science
[19] 2020
[17] good

Top Words in Tweet in G5:
[19] open
[14] ah_science
[11] hazypeter
[11] takethatdarwin
[10] jools6691
[10] melanie33720945
[10] impeachqueen
[10] s4r41_k44r
[9] malo_j
[9] rosarubicon

Top Words in Tweet in G6:
[164] county
[138] open
[83] public
[82] director
[82] health
[82] dr
[82] barbara
[82] ferrer
[82] caught
[82] tape

Top Words in Tweet in G7:
[100] science
[96] finally
[96] before
[96] became
[96] editor
[96] azeen
[96] one
[96] first
[96] members
[96] #fincenfiles

Top Words in Tweet in G8:
[123] open
[111] state
[110] see
[110] one
[110] red
[110] governor
[110] use
[110] emergency
[110] spending
[110] hcq

Top Words in Tweet in G9:
[68] open
[61] science
[22] realdonaldtrump
[15] schools
[13] joebiden
[12] vaccine
[12] masks
[8] trump
[8] cdc
[8] director

Top Words in Tweet in G10:
[44] important
[26] science
[22] during
[22] circumstances
[22] realized
[22] relations
[22] countries
[14] eo_open_science
[13] open
[12] copernicuseu

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2332] former,stanford
[2331] presidents',lawyers
[2331] lawyers,threaten
[2331] threaten,former
[2331] stanford,med
[2330] radiologist,leading
[2330] leading,white
[2330] white,house
[2330] house,covid
[2330] covid,policy

Top Word Pairs in Tweet in G1:
[2304] former,stanford
[2303] radiologist,leading
[2303] leading,white
[2303] white,house
[2303] house,covid
[2303] covid,policy
[2303] policy,presidents'
[2303] presidents',lawyers
[2303] lawyers,threaten
[2303] threaten,former

Top Word Pairs in Tweet in G2:
[878] 28,year
[878] year,old
[878] old,healthy
[878] healthy,physician
[878] physician,die
[878] die,#covid19
[878] #covid19,anyone
[878] anyone,succumb
[878] succumb,tell
[878] tell,conservative

Top Word Pairs in Tweet in G3:
[184] open,science
[23] opensci_news,#openscience
[20] rahmen,allgemeinen
[20] allgemeinen,vorlesungswesens
[20] vorlesungswesens,unihh
[20] unihh,setzen
[20] setzen,die
[20] die,#openscience
[20] #openscience,ringvorlesung
[20] ringvorlesung,wintersemester

Top Word Pairs in Tweet in G4:
[39] open,science
[16] data,science
[12] covid,19
[12] computer,science
[11] open,source
[9] rocket,science
[9] click,link
[8] admission,open
[8] gt,gt
[7] admissions,open

Top Word Pairs in Tweet in G5:
[8] thewestonmike,antifarioter
[8] rtc_127,fashjune
[8] ah_science,takethatdarwin
[8] darker_en,vincentpopart
[8] vincentpopart,tokyogreen
[8] jamie_foxworthy,s4r41_k44r
[7] takethatdarwin,kitemanargues
[7] kitemanargues,darker_en
[7] melanie33720945,rosarubicon
[6] aliyamahar,jordanbassior

Top Word Pairs in Tweet in G6:
[82] county,director
[82] director,public
[82] public,health
[82] health,dr
[82] dr,barbara
[82] barbara,ferrer
[82] ferrer,caught
[82] caught,tape
[82] tape,saying
[82] saying,county

Top Word Pairs in Tweet in G7:
[96] finally,before
[96] before,became
[96] became,science
[96] science,editor
[96] editor,azeen
[96] azeen,one
[96] one,first
[96] first,members
[96] members,#fincenfiles
[96] #fincenfiles,work

Top Word Pairs in Tweet in G8:
[110] see,one
[110] one,red
[110] red,state
[110] state,governor
[110] governor,use
[110] use,emergency
[110] emergency,spending
[110] spending,hcq
[110] hcq,make
[110] make,available

Top Word Pairs in Tweet in G9:
[8] schools,open
[8] cdc,director
[5] open,science
[4] science,open
[4] infection,rate
[4] follow,science
[4] open,country
[4] science,saying
[4] open,cnn
[4] cnn,declared

Top Word Pairs in Tweet in G10:
[22] during,circumstances
[22] circumstances,realized
[22] realized,important
[22] important,science
[22] science,important
[22] important,relations
[22] relations,countries
[10] parijamshidi,during
[10] countries,educati
[10] saryzuluaga,during

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@collegemenfess
@healthyscc
@nc_governor
@joebiden
@govtimwalz
@matthancock
@govinslee
@thehill
@gregabbott_tx

Top Replied-To in G1:
@maddow

Top Replied-To in G3:
@neuralreckoning
@kressin_l
@samoore_
@maddi_pow
@bradpsych

Top Replied-To in G5:
@ah_science
@ninhursag8
@kstewart71
@permissiontoq
@chadcottle
@freewillburnya
@sariellaherself
@candysmith74
@justsayingwhat1
@ingridingwah

Top Replied-To in G9:
@realdonaldtrump
@joebiden
@nygovcuomo
@kylegriffin1
@benshapiro
@jessimarsh
@isabell55943101
@oathkeepr2020
@emsemt47
@rusty_pharris

Top Replied-To in G10:
@pierre_markuse
@copernicuseu
@science_dirk
@rvdwalle
@juju777788
@metricalsystem
@troetelendukkie
@sven_dau

Top Mentioned
Top Mentioned in Entire Graph:
@maddow
@drericding
@kramerreport
@azeen
@jasonleopold
@jali_cat
@meganfrancis
@allisonpearson
@martingeddes
@roycoopernc

Top Mentioned in G1:
@maddow
@ladyriverdale

Top Mentioned in G2:
@drericding
@maddow
@westernu

Top Mentioned in G3:
@sabinaleonelli
@opensci_news
@natcapproject
@unihh
@theneuro_mni
@andreasmoellen
@commondreams
@charlotte_weil
@chanzuckerberg
@pubmet

Top Mentioned in G4:
@unisascience
@stacksatslink
@newworldorder37
@utokyo_science
@walasia
@medreshealthed
@c_coolidge
@kpjpsp
@smcadman
@pachapman55

Top Mentioned in G5:
@hazypeter
@ah_science
@takethatdarwin
@jools6691
@melanie33720945
@impeachqueen
@s4r41_k44r
@malo_j
@rosarubicon
@catheri77148739

Top Mentioned in G6:
@jali_cat
@martingeddes
@realdonaldtrump

Top Mentioned in G7:
@azeen
@jasonleopold
@angie_keathly
@haaohaoo
@sfchronicle
@amandakfried
@drericding
@maddow

Top Mentioned in G8:
@kramerreport
@tmj_ga_intern
@briandavidearp
@https
@hackernoon
@datafitter
@ioanaspanache

Top Mentioned in G9:
@realdonaldtrump
@joebiden
@nygovcuomo
@maddow
@kylegriffin1
@desusnice
@thekidmero
@mmpadellan
@hoosiers1986
@presssec

Top Mentioned in G10:
@eo_open_science
@esa_eo
@parijamshidi
@saryzuluaga
@copernicuseu
@eu_commission
@eu_opendata
@esa
@wmo
@rvdwalle

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@sectest9
@jojokejohn
@monicasloves
@chidambara09
@ez4u2say_janis
@aaroncuddeback
@serendipitysays
@cahulaan
@veram43395421

Top Tweeters in G1:
@serendipitysays
@cahulaan
@kenkircher1
@mbvukutaphiri
@damonbethea1
@pas5974
@brontyman
@trump_enemy
@purplegarter1
@sherrikuczeryk

Top Tweeters in G2:
@ez4u2say_janis
@stockguy61
@teram323tere
@prime_bee
@tiniskwerl
@tallyannae
@sufiy
@freeandclear1
@igallupd
@theriverwanders

Top Tweeters in G3:
@jojokejohn
@ambeautifulshow
@redot2005
@papaesoco
@saludhealthinfo
@academicchatter
@rickking16
@ssbazinet
@celestinogutirr
@sminaev2015

Top Tweeters in G4:
@denniskoch10
@jackiedeburca
@yathinkn
@evanderburg
@c_coolidge
@techjunkiejh
@castanetnews
@_ncpatriot_
@pleasureethics
@zeninews

Top Tweeters in G5:
@mr_spock
@elucidatus
@takethatdarwin
@____roar____
@michellmybell1
@rjdownard
@catheri77148739
@thegod_particle
@smokeystafford
@mirandadied4u

Top Tweeters in G6:
@veram43395421
@eyegloarts
@darhar981
@jali_cat
@dianemo24012416
@sioxielegend
@theriseofrod
@mineisc
@ogoriginalgoat
@leejac424

Top Tweeters in G7:
@allchanges
@mayirmamay14
@ungubunugu1274
@fight4freedom72
@amyayers16
@cblazblaz
@tigerbeat
@fwdcrocblu
@burcham_don
@multijo1

Top Tweeters in G8:
@lovetoxicmascu1
@dialmond
@debbiehager7
@nebosa
@dorothymontgom4
@bexxmodd
@eh1967
@jimdelrey
@shadesome
@aukletqd

Top Tweeters in G9:
@dcexaminer
@bomani_jones
@lisaturnerdecor
@news4buffalo
@thebuffalonews
@realcaryprice
@mommamia1217
@johnschreiber8
@benshapiro
@hoosiers1986

Top Tweeters in G10:
@windvondervenus
@nikosaliagas
@antonboym
@deborahblum
@ai6yrham
@greekreporter
@carlvkeirsbilck
@copernicuseu
@gillesdm92
@esa


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