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scienceed_2022-05-13_18-14-24.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 14, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3LcxK7Z
@vmcc_scienceed
@andrewsinst_tcu
@nigms
@nimhgov
@nassimretiere
@this0499154500
@nsta
@garciascihawk
@isaachieves
@garym

Top hashtags:
#scienceed
#stem
#ngss
#phylogeny
#easterbunnies
#prideandexcellence
#phearce
#science

Description:
Description
The graph represents a network of 893 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 14 May 2022 at 01:15 UTC.

The requested start date was Saturday, 14 May 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 100-day, 7-hour, 54-minute period from Tuesday, 01 February 2022 at 09:53 UTC to Thursday, 12 May 2022 at 17:48 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 : 893
Unique Edges : 815
Edges With Duplicates : 1697
Total Edges : 2512
Number of Edge Types : 5
Tweet : 183
Mentions : 741
Retweet : 589
MentionsInRetweet : 865
Replies to : 134
Self-Loops : 189
Reciprocated Vertex Pair Ratio : 0.0718321226795803
Reciprocated Edge Ratio : 0.134036144578313
Connected Components : 106
Single-Vertex Connected Components : 32
Maximum Vertices in a Connected Component : 505
Maximum Edges in a Connected Component : 1896
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.326932
Graph Density : 0.00166717719783669
Modularity : 0.458281
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 893 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 14 May 2022 at 01:15 UTC.

The requested start date was Saturday, 14 May 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 100-day, 7-hour, 54-minute period from Tuesday, 01 February 2022 at 09:53 UTC to Thursday, 12 May 2022 at 17:48 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 : scienceed
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:
[9] https://www.kickstarter.com/projects/geniusgames/human-anatomy-floor-puzzles-for-kids?ref=project_tweet
[9] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[5] https://edtechteacher.org/summer
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[4] https://science.education.nih.gov
[4] https://sharemylesson.com/webinars/climate-emergency
[3] https://www.edweek.org/teaching-learning/how-to-make-ap-stem-classes-more-diverse-and-inclusive/2022/04
[3] https://www.odu.edu/news/2022/3/narst
[3] https://www.braintasticscience.com/post/how-to-start-a-science-club

Top URLs in Tweet in G1:
[2] https://www.atee2022.it/
[2] https://www.irishtimes.com/news/social-affairs/travellers-celebrate-as-30-year-campaign-for-recognition-ends-1.2994386
[2] https://twitter.com/MearaNiamh/status/1506377770200453135
[2] https://twitter.com/corneliathinks/status/1488079795326009347
[1] https://twitter.com/edtechne/status/1521807236594606080
[1] https://twitter.com/edtechne/status/1498273043344470020
[1] https://twitter.com/jimlenaghan/status/1510943868199522304
[1] https://twitter.com/thegalwegian/status/1511457433151016961
[1] https://twitter.com/thegalwegian/status/1521889433485725697
[1] https://twitter.com/ml_mcn/status/1521842029310976003

Top URLs in Tweet in G2:
[4] https://science.education.nih.gov
[1] https://go.usa.gov:443/xdDph
[1] https://nigms.nih.gov/education/pathways
[1] http://www.scholastic.com/pathways

Top URLs in Tweet in G3:
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273752
[1] https://twitter.com/NassimRETIERE/status/1507042121525698560?s=20&t=iDl-8NiyN_uIf7tzlzmw3g
[1] https://twitter.com/i/moment_maker/preview/974019781492903936
[1] https://www.youtube.com/watch?v=jxptIpCYAJA&feature=youtu.be

[1] https://www.middleweb.com/46864/digital-book-talks-in-middle-grades-science/
[1] https://twitter.com/middleweb/status/1511489360050466816
[1] https://www.edweek.org/teaching-learning/how-to-make-ap-stem-classes-more-diverse-and-inclusive/2022/04
[1] https://www.youtube.com/watch?v=ZXL3fky1m8Q


Top URLs in Tweet in G4:
[3] https://www.odu.edu/news/2022/3/narst
[1] https://diversity.ucdavis.edu/news/alexis-patterson-williams-receives-place-post-tenure-award
[1] http://researchandpractice.org/toolkit/
[1] https://twitter.com/garciascihawk/status/1515379122528153606
[1] https://link.springer.com/10.1007/s11422-022-10105-8

Top URLs in Tweet in G5:
[2] https://twitter.com/jdeinhammer/status/1504575118537805826
[2] https://making-school-matter-the-university-liggett-school-podcast.simplecast.com/episodes/making-school-matter-podcast-episode-2-science-modeling
[1] https://twitter.com/llacrosse/status/1500457798827753473
[1] https://twitter.com/llacrosse/status/1522307558538719233
[1] https://twitter.com/dopelabspodcast/status/1501860514737098752
[1] https://www.anthemawards.com/winners/list/entry/
[1] https://youtu.be/U_aiUJ_kTIw
[1] https://twitter.com/liggettcitl/status/1516507038918103042
[1] https://twitter.com/mr_amidon/status/1499170607568670721

Top URLs in Tweet in G7:
[2] https://www.mdwfp.com/museum/learn-teach/for-teachers/
[2] https://hunterswoodsph.com/montessori-leaf-shapes-worksheets/
[2] https://schooldepot.co.uk/item/9781510462564/dp/
[1] https://vimeo.com/271417783
[1] https://www.amazon.com/STEM-STEAM-Make-Dream-Reimagining/dp/1328034283/ref=mp_s_a_1_3?crid=2WWZRTUN8XPEQ&keywords=stem+steam+make+dream&qid=1643234055&sprefix=stem+steam%2Caps%2C149&sr=8-3
[1] https://mailchi.mp/ab7706457b93/s4s-week-half-term
[1] https://linktr.ee/kitesintheclassroom
[1] https://twitter.com/steedie1980/status/1502231856577720321
[1] https://serpmedia.org/scigen/l7.2.html
[1] https://plattebasintimelapse.com/ed/chapter/activities-food-chain-food-web/

Top URLs in Tweet in G8:
[1] https://joidesresolution.org/about-the-jr/live-video-events-with-the-joides-resolution/
[1] https://twitter.com/PaleoBlueDot/status/1519039849340100608
[1] https://joidesresolution.org/expedition/390/
[1] https://joidesresolution.org/exp-390-ocean-literacy/

Top URLs in Tweet in G9:
[9] https://www.kickstarter.com/projects/geniusgames/human-anatomy-floor-puzzles-for-kids?ref=project_tweet

Top URLs in Tweet in G10:
[2] https://prescientist.org/for-teachers/

Top Domains
Top Domains in Tweet in Entire Graph:
[82] twitter.com
[11] nodexlgraphgallery.org
[10] braintasticscience.com
[9] youtube.com
[9] kickstarter.com
[9] dyslexiakit.net
[5] edtechteacher.org
[5] nih.gov
[4] co.uk
[4] sharemylesson.com

Top Domains in Tweet in G1:
[46] twitter.com
[3] eventbrite.ie
[2] atee2022.it
[2] irishtimes.com
[2] bit.ly
[1] doi.org
[1] rnyobservatory.eu
[1] sagepub.com
[1] nuigalway.ie
[1] lepetitjournal.com

Top Domains in Tweet in G2:
[5] nih.gov
[1] usa.gov
[1] scholastic.com

Top Domains in Tweet in G3:
[11] nodexlgraphgallery.org
[5] twitter.com
[5] youtube.com
[1] middleweb.com
[1] edweek.org
[1] google.com
[1] mun.ca
[1] drwendybohon.com
[1] heemstralab.com
[1] nsta.org

Top Domains in Tweet in G4:
[3] odu.edu
[1] ucdavis.edu
[1] researchandpractice.org
[1] twitter.com
[1] springer.com

Top Domains in Tweet in G5:
[7] twitter.com
[2] simplecast.com
[1] anthemawards.com
[1] youtu.be

Top Domains in Tweet in G7:
[3] twitter.com
[3] hunterswoodsph.com
[3] co.uk
[2] mdwfp.com
[1] vimeo.com
[1] amazon.com
[1] mailchi.mp
[1] linktr.ee
[1] serpmedia.org
[1] plattebasintimelapse.com

Top Domains in Tweet in G8:
[3] joidesresolution.org
[1] twitter.com

Top Domains in Tweet in G9:
[9] kickstarter.com

Top Domains in Tweet in G10:
[2] prescientist.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[340] scienceed
[179] stem
[50] ngss
[35] phylogeny
[35] easterbunnies
[34] prideandexcellence
[33] phearce
[31] science
[27] education
[26] steam



Top Hashtags in Tweet in G1:
[8] phd
[6] pgrs2022
[5] erasmusplus
[4] idea
[4] nuigalway
[4] biodiversity
[3] stepsengineersweek
[2] holisticeducation
[2] thirdlevel
[2] education

Top Hashtags in Tweet in G2:
[86] stem
[7] scienceed
[1] nigmspathways
[1] anesthesia
[1] stemeducation
[1] stemed
[1] nidaed

Top Hashtags in Tweet in G3:
[83] scienceed
[34] prideandexcellence
[33] phearce
[29] stem
[27] ngss
[20] mathed
[19] womenshistorymonth
[10] steam
[10] womeninscience
[9] scichat

Top Hashtags in Tweet in G4:
[30] scienceed
[6] ngsschat
[4] ngss
[3] edresearch
[3] narst2022
[3] narst22
[3] phdlife
[1] teacherleader
[1] cosci
[1] thinkbeyond

Top Hashtags in Tweet in G5:
[10] scienceed
[8] edchat
[7] podcast
[4] thankyou
[2] stem
[2] edtech
[2] ngss
[1] pbl
[1] assessment
[1] steam

Top Hashtags in Tweet in G6:
[34] phylogeny
[34] easterbunnies
[1] scicomm
[1] evolution
[1] scienceed

Top Hashtags in Tweet in G7:
[36] scienceed
[10] stem
[6] science
[4] scienceteacher
[4] pbl
[4] ngss
[3] steam
[3] scichat
[3] mssciencemuseum
[3] semuseums

Top Hashtags in Tweet in G8:
[20] exp390
[4] scienceed
[3] nsffunded
[3] sciencetwitter
[1] stemed
[1] steam
[1] oceanliteracy
[1] education
[1] stem
[1] edutwitter

Top Hashtags in Tweet in G9:
[12] anatomy
[9] puzzle
[5] scienceed
[4] medart
[4] science
[3] medtwitter
[3] sciart
[3] puzzles
[3] edutwitter
[3] homeschool

Top Hashtags in Tweet in G10:
[15] stempenpals
[13] teacher
[6] stem
[5] scienceed
[5] middleschool
[3] stemeducation
[2] stemed
[1] ruraled
[1] ngsschat
[1] scied

Top Words
Top Words in Tweet in Entire Graph:
[340] #scienceed
[208] science
[179] #stem
[143] vmcc_scienceed
[140] edtechne
[125] students
[116] nuigalway
[109] teaching
[101] free
[100] website

Top Words in Tweet in G1:
[139] edtechne
[117] vmcc_scienceed
[116] nuigalway
[64] congratulations
[56] thanks
[47] ml_mcn
[30] research
[29] great
[24] many
[24] today

Top Words in Tweet in G2:
[88] teaching
[87] free
[87] resources
[86] #stem
[86] website
[85] nigms
[85] materials
[83] ve
[83] launched
[83] collection

Top Words in Tweet in G3:
[83] #scienceed
[54] whittlescience
[39] openscied
[36] meet
[34] #prideandexcellence
[33] #phearce
[30] andrewsinst_tcu
[29] #stem
[27] #ngss
[23] this0499154500

Top Words in Tweet in G4:
[30] #scienceed
[16] patterson
[16] williams
[15] prof
[15] alexis
[15] drapw15
[15] won
[15] start
[15] award
[15] ucd_diversity

Top Words in Tweet in G5:
[17] teachers
[16] cinehead
[16] episode
[13] storytelling
[13] natgeoeducation
[13] impact
[12] honored
[12] part
[12] team
[12] created

Top Words in Tweet in G6:
[34] created
[34] several
[34] years
[34] ago
[34] explain
[34] concept
[34] #phylogeny
[34] class
[34] #easterbunnies
[34] come

Top Words in Tweet in G7:
[36] #scienceed
[10] #stem
[8] students
[7] science
[6] #science
[5] learning
[5] work
[4] #scienceteacher
[4] #pbl
[4] teachers

Top Words in Tweet in G8:
[27] ocean
[24] thejr
[20] #exp390
[20] read
[11] earth
[11] connections
[11] biosphere
[11] frontiers
[11] climate
[11] change

Top Words in Tweet in G9:
[12] #anatomy
[9] left
[9] #puzzle
[9] kickstarter
[8] mention
[7] rosalind
[7] franklin
[7] chemist
[7] forgotten
[7] discussing

Top Words in Tweet in G10:
[19] students
[17] letterspresci
[15] #stempenpals
[13] help
[13] tag
[13] one
[13] #teacher
[13] interested
[13] having
[13] paired

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[87] teaching,resources
[87] resources,website
[86] #stem,teaching
[85] ve,launched
[85] launched,#stem
[85] website,collection
[85] collection,free
[85] free,easy
[85] easy,access
[85] access,materials

Top Word Pairs in Tweet in G1:
[68] vmcc_scienceed,nuigalway
[57] edtechne,vmcc_scienceed
[37] ml_mcn,edtechne
[27] nuigalway,congratulations
[20] many,thanks
[16] vmcc_scienceed,edtechne
[15] well,done
[13] congratulations,dr
[13] looking,forward
[11] research,project

Top Word Pairs in Tweet in G2:
[85] teaching,resources
[85] resources,website
[84] #stem,teaching
[83] ve,launched
[83] launched,#stem
[83] website,collection
[83] collection,free
[83] free,easy
[83] easy,access
[83] access,materials

Top Word Pairs in Tweet in G3:
[26] #prideandexcellence,#phearce
[22] #phearce,#scienceed
[22] openscied,#prideandexcellence
[19] #scienceed,#ngss
[14] book,talks
[14] #mathed,#scienceed
[12] andrewsinst_tcu,meet
[11] scienceed,nodexl
[11] nodexl,vmcc_scienceed
[10] #scienceed,#stem

Top Word Pairs in Tweet in G4:
[16] patterson,williams
[15] prof,alexis
[15] alexis,patterson
[15] williams,drapw15
[15] drapw15,won
[15] won,start
[15] start,award
[15] award,ucd_diversity
[15] ucd_diversity,fund
[15] fund,project

Top Word Pairs in Tweet in G5:
[12] honored,part
[12] part,natgeoeducation
[12] natgeoeducation,team
[12] team,created
[12] created,online
[12] online,course
[12] course,teachers
[12] teachers,storytelling
[12] storytelling,impact
[11] cinehead,honored

Top Word Pairs in Tweet in G6:
[34] created,several
[34] several,years
[34] years,ago
[34] ago,explain
[34] explain,concept
[34] concept,#phylogeny
[34] #phylogeny,class
[34] class,#easterbunnies
[34] #easterbunnies,come
[33] el_bamforth,created

Top Word Pairs in Tweet in G7:
[3] #science,#scienceed
[3] #stem,#steam
[3] #scienceed,#scichat
[3] #montessoribiology,#scienceed
[3] #scienceed,#lifesciences
[3] #lifesciences,#blendedlearning
[3] #blendedlearning,#elearning
[3] #elearning,#homeschool
[2] #scienceed,#environmentalscience
[2] #scienceteacher,#scienceed

Top Word Pairs in Tweet in G8:
[11] earth,connections
[11] connections,biosphere
[11] biosphere,frontiers
[11] frontiers,climate
[11] climate,ocean
[11] ocean,change
[11] change,#exp390
[11] #exp390,read
[11] read,objectives
[10] thejr,earth

Top Word Pairs in Tweet in G9:
[9] #anatomy,#puzzle
[8] #puzzle,kickstarter
[7] rosalind,franklin
[7] franklin,chemist
[7] chemist,forgotten
[7] forgotten,discussing
[7] discussing,dna
[7] dna,imaging
[7] imaging,revealed
[7] revealed,double

Top Word Pairs in Tweet in G10:
[13] help,tag
[13] tag,one
[13] one,#teacher
[13] #teacher,interested
[13] interested,having
[13] having,students
[13] students,paired
[13] paired,#stempenpals
[12] letterspresci,help
[5] calling,#middleschool

Top Replied-To
Top Replied-To in Entire Graph:
@ml_mcn
@vmcc_scienceed
@edtechne
@this0499154500
@ultrajessamyn
@jimlenaghan
@acardinot
@ncar_science
@leighann99_
@biodatacentre

Top Replied-To in G1:
@ml_mcn
@vmcc_scienceed
@edtechne
@jimlenaghan
@vygotskian
@leighann99_
@corneliathinks
@thegalwegian
@mbrowndcu
@fordofthekings

Top Replied-To in G3:
@this0499154500
@ncar_science
@nimhgov

Top Replied-To in G10:
@iaartcampaign

Top Mentioned
Top Mentioned in Entire Graph:
@edtechne
@vmcc_scienceed
@nuigalway
@nigms
@whittlescience
@openscied
@el_bamforth
@andrewsinst_tcu
@thejr
@letterspresci

Top Mentioned in G1:
@edtechne
@nuigalway
@vmcc_scienceed
@corneliathinks
@coppernuigalway
@researchatnuig
@drsaragartland
@flynndpaul
@irishsciteach
@ml_mcn

Top Mentioned in G2:
@nigms
@nihsepa

Top Mentioned in G3:
@whittlescience
@openscied
@andrewsinst_tcu
@vmcc_scienceed
@praxismedhat
@nsta
@juliettescience
@this0499154500
@nassimretiere
@stemteachtools

Top Mentioned in G4:
@drapw15
@ucd_diversity
@ucdeducation
@philiplbell
@msrivera114
@nasem_dbasse
@garciascihawk
@narstorg
@epsodu
@jomomutegi

Top Mentioned in G5:
@cinehead
@natgeoeducation
@liggettcitl
@spotify
@mr_amidon
@jdeinhammer
@mwmedvinsky
@edutopia
@anthemawards
@nysmtp

Top Mentioned in G6:
@el_bamforth
@curriemuseum

Top Mentioned in G7:
@sja_jeju

Top Mentioned in G8:
@thejr
@marlowordybird
@noaa
@nsta
@natlmarineed
@nmeamarineeduc
@guertin

Top Mentioned in G9:
@mesabree
@cr_sci
@gotgeniusgames
@scienergetic
@el_bamforth
@blackinscicomm
@blackinstemed
@mchammer

Top Mentioned in G10:
@letterspresci
@nigms

Top Tweeters
Top Tweeters in Entire Graph:
@jfsebastian146
@raivoonet
@suestroud
@botfemale
@godelitsas
@vrretweeter
@eco1start
@iridescentashes
@imagine_garden
@getiftech

Top Tweeters in G1:
@johnbreslin
@glazgow
@sumingkhoo
@ucc
@urbanhobbit
@magsamond
@tcddublin
@engineerireland
@trentuni
@bpsnuigalway

Top Tweeters in G2:
@iridescentashes
@rosario_strano
@elinsilveous
@renato_umeton
@peiferlabunc
@rfam
@uncrcu
@healthtypes
@addgene
@305mosquito

Top Tweeters in G3:
@raivoonet
@suestroud
@thatmags
@irasocol
@in_stemm
@markj_ohnson
@stem_ai
@garym
@stemxicaned
@triketora

Top Tweeters in G4:
@kristalturner
@iupui
@tdishelton
@traceyhabla
@philiplbell
@womeninhighered
@bpenuel
@odu
@shuchig
@bigdocenergy23

Top Tweeters in G5:
@maryjanekeao
@jag_____
@mcleod
@spotify
@kirstenmacgreg2
@thewebbyawards
@nbpts
@vidhyag12
@cinehead
@nysmtp

Top Tweeters in G6:
@hnturtledove
@scicommbot
@spkr2managers
@tomholtzpaleo
@iezeradd
@ferwen
@evilviergacht
@thomasrohrer216
@blenioun
@jovepaleontoleg

Top Tweeters in G7:
@schooldepotcouk
@emtumilty
@uf_ifas
@fromcanada_org
@kcollazo
@jeffoshields2
@thegreatsofmath
@steedie1980
@dalmainschool
@mssciencemuseum

Top Tweeters in G8:
@godelitsas
@cornubiageol
@godporsiempre
@gbreakfield
@nicklilja
@marjien
@marlowordybird
@drmikepj
@publicationbot
@rmannhalter

Top Tweeters in G9:
@botfemale
@b0tsci
@telehealthbot
@mchammer
@mbowmanscience
@clariopenticum
@womenhealthbot
@liborioescobedo
@susieroxstar
@scienergetic

Top Tweeters in G10:
@chabis_ch
@rose_d_luna
@cnicosiaanthro
@neurodrugdoc
@drsnowflack
@quantumcutie
@jennalaib
@fmtheweatherman
@letterspresci
@erin_dls