scienceed, Twitter, 6/11/2022 1:45:25 AM, 278087


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scienceed_2022-06-10_18-14-24.xlsx
scienceed_2022-06-10_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 11, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3xBNAW5
@vmcc_scienceed
@andrewsinst_tcu
@nigms
@nimhgov
@nassimretiere
@this0499154500
@nsta
@thejr
@garciascihawk
@scicommbot

Top hashtags:
#scienceed
#stem
#ngss
#science
#exp390
#phylogeny
#easterbunnies
#education
#mathed

Description:
Description
The graph represents a network of 1,018 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, 11 June 2022 at 01:15 UTC.

The requested start date was Saturday, 11 June 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, 20-hour, 31-minute period from Tuesday, 01 March 2022 at 00:59 UTC to Thursday, 09 June 2022 at 21:30 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 : 1018
Unique Edges : 903
Edges With Duplicates : 1950
Total Edges : 2853
Number of Edge Types : 5
Retweet : 698
MentionsInRetweet : 998
Tweet : 208
Mentions : 818
Replies to : 131
Self-Loops : 218
Reciprocated Vertex Pair Ratio : 0.0716312056737589
Reciprocated Edge Ratio : 0.133686300463269
Connected Components : 109
Single-Vertex Connected Components : 30
Maximum Vertices in a Connected Component : 639
Maximum Edges in a Connected Component : 2243
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 5.277175
Graph Density : 0.00145947188560677
Modularity : 0.452878
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,018 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, 11 June 2022 at 01:15 UTC.

The requested start date was Saturday, 11 June 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, 20-hour, 31-minute period from Tuesday, 01 March 2022 at 00:59 UTC to Thursday, 09 June 2022 at 21:30 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] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[7] https://science.education.nih.gov
[5] https://edtechteacher.org/summer
[5] https://openschoolingnavigator.eu/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[4] -
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[4] https://sharemylesson.com/webinars/climate-emergency
[3] https://gifted-studies.com/life-lessons-in-the-lab/
[3] https://twitter.com/VMcC_ScienceEd/status/1529858488872185861

Top URLs in Tweet in G1:
[3] https://twitter.com/VMcC_ScienceEd/status/1529858488872185861
[2] https://www.atee2022.it/
[2] http://www.nuigalway.ie/about-us/news-and-events/news-archive/2022/may/cell-explorers-marks-the-outstanding-achievement-of-their-ten-year-anniversary-1.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.irishtimes.com/news/social-affairs/travellers-celebrate-as-30-year-campaign-for-recognition-ends-1.2994386
[2] https://twitter.com/vmcc_scienceed/status/1527555789501698049
[2] https://twitter.com/MearaNiamh/status/1506377770200453135
[2] https://twitter.com/cellexplorers/status/1527547965874884609
[1] https://twitter.com/jimlenaghan/status/1510943868199522304
[1] https://twitter.com/thegalwegian/status/1511457433151016961
[1] https://twitter.com/thegalwegian/status/1521889433485725697

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

Top URLs in Tweet in G3:
[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/
[1] https://twitter.com/SCBWIEasternNY/status/1529975471936614400

Top URLs in Tweet in G4:
[3] https://www.odu.edu/news/2022/3/narst
[1] http://researchandpractice.org/toolkit/
[1] https://twitter.com/chrisemdin/status/1526726391999381505
[1] https://diversity.ucdavis.edu/news/alexis-patterson-williams-receives-place-post-tenure-award
[1] https://twitter.com/garciascihawk/status/1515379122528153606
[1] https://link.springer.com/10.1007/s11422-022-10105-8

Top URLs in Tweet in G5:
[9] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[3] https://www.braintasticscience.com/schools
[3] https://www.braintasticscience.com/free-science-resources
[3] https://www.edweek.org/teaching-learning/how-to-make-ap-stem-classes-more-diverse-and-inclusive/2022/04
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273752
[1] https://www.youtube.com/watch?v=ZXL3fky1m8Q

[1] https://www.youtube.com/watch?v=RQF9-EuVraI&feature=youtu.be

[1] https://www.youtube.com/watch?v=80xvM82Z_X8


Top URLs in Tweet in G7:
[1] https://drwendybohon.com/
[1] https://www.heemstralab.com
[1] https://www.physics.mun.ca/~kris/

Top URLs in Tweet in G8:
[2] https://hunterswoodsph.com/montessori-leaf-shapes-worksheets/
[2] https://schooldepot.co.uk/item/9781510462564/dp/
[1] https://linktr.ee/kitesintheclassroom
[1] https://twitter.com/steedie1980/status/1502231856577720321
[1] https://serpmedia.org/scigen/l7.2.html
[1] https://www.mdwfp.com/museum/learn-teach/for-teachers/
[1] https://plattebasintimelapse.com/ed/chapter/activities-food-chain-food-web/
[1] https://twitter.com/EmTumilty/status/1505659335695028224
[1] https://ies.ed.gov/director/remarks/03-23-2022.asp
[1] https://beingmakers.org/ilead-scvi-facilitator-heading-to-space-taking-stem-to-next-level/

Top URLs in Tweet in G9:
[1] https://science.education.nih.gov

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

Top Domains
Top Domains in Tweet in Entire Graph:
[97] twitter.com
[11] nodexlgraphgallery.org
[10] youtube.com
[9] dyslexiakit.net
[8] braintasticscience.com
[7] nih.gov
[6] flinnsci.com
[5] edtechteacher.org
[5] cornell.edu
[5] nuigalway.ie

Top Domains in Tweet in G1:
[62] twitter.com
[5] nuigalway.ie
[3] bit.ly
[2] atee2022.it
[2] irishtimes.com
[2] eventbrite.ie
[1] doi.org
[1] epistem.ie
[1] independent.ie
[1] rte.ie

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

Top Domains in Tweet in G3:
[3] joidesresolution.org
[2] twitter.com

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

Top Domains in Tweet in G5:
[11] nodexlgraphgallery.org
[9] dyslexiakit.net
[8] braintasticscience.com
[5] youtube.com
[5] twitter.com
[3] edweek.org
[1] google.com
[1] middleweb.com
[1] edutopia.org
[1] nsta.org

Top Domains in Tweet in G7:
[1] drwendybohon.com
[1] heemstralab.com
[1] mun.ca

Top Domains in Tweet in G8:
[3] twitter.com
[3] hunterswoodsph.com
[3] co.uk
[1] linktr.ee
[1] serpmedia.org
[1] mdwfp.com
[1] plattebasintimelapse.com
[1] ed.gov
[1] beingmakers.org
[1] fromcanada.org

Top Domains in Tweet in G9:
[1] nih.gov

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[369] scienceed
[208] stem
[45] ngss
[37] science
[35] exp390
[35] phylogeny
[35] easterbunnies
[23] education
[23] mathed
[22] edchat



Top Hashtags in Tweet in G1:
[8] phd
[6] pgrs2022
[6] cellexplorers
[6] chemed
[6] scienceed
[5] biodiversity
[5] nuigalway
[4] stpatricksday
[4] idea
[4] erasmusplus

Top Hashtags in Tweet in G2:
[92] stem
[7] scienceed
[1] stemeducation
[1] stemed
[1] nidaed

Top Hashtags in Tweet in G3:
[35] exp390
[15] exp390story
[9] scienceed
[7] sciencetwitter
[5] nsffunded
[5] steam
[3] stem
[3] scicomm
[2] sciart
[2] kidlit

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

Top Hashtags in Tweet in G5:
[73] scienceed
[34] stem
[26] ngss
[19] phearce
[17] prideandexcellence
[11] scichat
[9] k12
[9] dyslexia
[9] homeschool
[9] homeed

Top Hashtags in Tweet in G6:
[34] phylogeny
[34] easterbunnies
[2] scienceed
[1] scicomm
[1] evolution
[1] steam
[1] crsci
[1] biology
[1] womeninstem

Top Hashtags in Tweet in G7:
[25] scienceed
[19] mathed
[19] womenshistorymonth
[10] womeninscience
[9] stem
[8] womeninmath
[7] sciencecommunication
[5] blackhistorymonth
[4] womeninengineering
[3] chemistry

Top Hashtags in Tweet in G8:
[33] scienceed
[6] stem
[5] science
[3] biology
[3] scienceteacher
[3] ngss
[3] scichat
[3] worksheets
[3] montessori
[3] montessoribiology

Top Hashtags in Tweet in G9:
[30] stem
[1] scienceed

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

Top Words
Top Words in Tweet in Entire Graph:
[369] #scienceed
[216] science
[208] #stem
[171] free
[158] students
[156] teaching
[151] vmcc_scienceed
[145] website
[144] resources
[141] edtechne

Top Words in Tweet in G1:
[139] edtechne
[131] vmcc_scienceed
[118] nuigalway
[71] congratulations
[63] thanks
[48] ml_mcn
[40] great
[32] many
[31] today
[31] education

Top Words in Tweet in G2:
[103] resources
[97] teaching
[95] website
[93] nigms
[93] free
[92] #stem
[90] educators
[90] use
[90] engage
[86] materials

Top Words in Tweet in G3:
[52] thejr
[38] south
[38] atlantic
[38] transect
[35] #exp390
[27] ocean
[24] expedition
[23] sign
[20] read
[16] free

Top Words in Tweet in G4:
[34] #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:
[73] #scienceed
[41] science
[34] #stem
[29] whittlescience
[28] students
[26] #ngss
[23] this0499154500
[23] book
[19] #phearce
[18] best

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:
[32] meet
[25] #scienceed
[22] andrewsinst_tcu
[19] #mathed
[19] #womenshistorymonth
[12] dr
[10] week
[10] #womeninscience
[9] currently
[9] research

Top Words in Tweet in G8:
[33] #scienceed
[12] students
[10] work
[8] science
[6] school
[6] #stem
[5] #science
[5] great
[4] fun
[4] learning

Top Words in Tweet in G9:
[30] nigms
[30] launched
[30] #stem
[30] teaching
[30] resources
[30] collection
[30] free
[30] easy
[30] access
[30] materials

Top Words in Tweet in G10:
[31] students
[28] letterspresci
[18] looking
[18] stem
[18] teachers
[15] #stempenpals
[14] help
[13] re
[13] fall
[13] tag

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[126] teaching,resources
[124] resources,website
[123] #stem,teaching
[117] launched,#stem
[117] collection,free
[117] free,easy
[117] easy,access
[117] access,materials
[117] materials,educators
[115] website,collection

Top Word Pairs in Tweet in G1:
[67] vmcc_scienceed,nuigalway
[57] edtechne,vmcc_scienceed
[37] ml_mcn,edtechne
[27] nuigalway,congratulations
[22] many,thanks
[19] vmcc_scienceed,edtechne
[17] well,done
[12] congratulations,dr
[10] edtechne,nuigalway
[10] lip,sync

Top Word Pairs in Tweet in G2:
[94] teaching,resources
[94] resources,website
[91] #stem,teaching
[90] educators,use
[90] use,engage
[85] ve,launched
[85] launched,#stem
[85] website,collection
[85] collection,free
[85] free,easy

Top Word Pairs in Tweet in G3:
[38] south,atlantic
[38] atlantic,transect
[16] sign,free
[15] sometimes,sequels
[15] sequels,good
[15] good,excited
[15] excited,expedition
[15] expedition,393
[15] 393,south
[15] transect,ii

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:
[15] #scienceed,#ngss
[14] book,talks
[13] #prideandexcellence,#phearce
[13] science,natural
[13] natural,response
[13] response,curiosity
[13] best,hands
[13] hands,outdoors
[11] scienceed,nodexl
[11] nodexl,vmcc_scienceed

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:
[14] #mathed,#scienceed
[11] andrewsinst_tcu,meet
[8] #stem,professionals
[8] professionals,week
[7] meet,earthquake
[7] earthquake,geologist
[7] geologist,drwendyrocks
[7] drwendyrocks,currently
[7] currently,sr
[7] sr,#sciencecommunication

Top Word Pairs in Tweet in G8:
[3] #scienceed,#scichat
[3] #montessoribiology,#scienceed
[3] #scienceed,#lifesciences
[3] #lifesciences,#blendedlearning
[3] #blendedlearning,#elearning
[3] #elearning,#homeschool
[3] come,work
[2] #ngss,#scienceed
[2] elementary,school
[2] #science,#scienceed

Top Word Pairs in Tweet in G9:
[30] launched,#stem
[30] #stem,teaching
[30] teaching,resources
[30] collection,free
[30] free,easy
[30] easy,access
[30] access,materials
[30] materials,educators
[29] nigms,recently
[29] recently,launched

Top Word Pairs in Tweet in G10:
[13] stem,teachers
[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] re,still

Top Replied-To
Top Replied-To in Entire Graph:
@ml_mcn
@vmcc_scienceed
@edtechne
@this0499154500
@ultrajessamyn
@corneliathinks
@acardinot
@ncar_science
@galwaymuseum
@niamhedpsych

Top Replied-To in G1:
@ml_mcn
@vmcc_scienceed
@edtechne
@ultrajessamyn
@corneliathinks
@acardinot
@murielgrenon
@thegalwegian
@mbrowndcu
@fordofthekings

Top Replied-To in G5:
@this0499154500

Top Replied-To in G7:
@ncar_science
@nimhgov

Top Replied-To in G10:
@iaartcampaign

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

Top Mentioned in G1:
@edtechne
@nuigalway
@vmcc_scienceed
@cellexplorers
@drjohnodonoghue
@coppernuigalway
@scienceirel
@acardinot
@murielgrenon
@nuigaccess

Top Mentioned in G2:
@nigms
@nihsepa

Top Mentioned in G3:
@thejr
@marlowordybird
@noaa
@alexandrasiy
@nsta
@natlmarineed
@nmeamarineeduc
@guertin
@weboflifebooks
@isabelwriting

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

Top Mentioned in G5:
@whittlescience
@vmcc_scienceed
@openscied
@praxismedhat
@juliettescience
@nsta
@this0499154500
@nassimretiere
@kispride
@stemteachtools

Top Mentioned in G6:
@el_bamforth
@cr_sci
@curriemuseum
@marlowordybird

Top Mentioned in G7:
@andrewsinst_tcu
@drwendyrocks
@iris_epo
@ucar_news
@nasa_landsat
@jenheemstra
@emoryuniversity
@stemxicaned
@umich
@triketora

Top Mentioned in G8:
@sja_jeju
@pburkevt

Top Mentioned in G9:
@nindstrials
@nigms

Top Mentioned in G10:
@letterspresci
@nigms

Top Tweeters
Top Tweeters in Entire Graph:
@jfsebastian146
@raivoonet
@suestroud
@botfemale
@godelitsas
@eco1start
@iridescentashes
@imagine_garden
@getiftech
@anonomouse1981

Top Tweeters in G1:
@edchateu
@scicommbot
@nasa
@johnbreslin
@gravesle
@sumingkhoo
@glazgow
@urbanhobbit
@magsamond
@trentuni

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

Top Tweeters in G3:
@godelitsas
@anonomouse1981
@cornubiageol
@godporsiempre
@cookingtheresa
@gbreakfield
@xeno_lith
@nicklilja
@marjien
@jayaisales

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

Top Tweeters in G5:
@thatmags
@educationweek
@irasocol
@markj_ohnson
@metalsolter
@stem_ai
@jc_james_clark
@garym
@krsciencelady
@stoupasteresa

Top Tweeters in G6:
@botfemale
@b0tsci
@hnturtledove
@spkr2managers
@tomholtzpaleo
@iezeradd
@ferwen
@evilviergacht
@thomasrohrer216
@blenioun

Top Tweeters in G7:
@raivoonet
@suestroud
@in_stemm
@stemxicaned
@triketora
@audubonsociety
@umich
@iris_epo
@drwendyrocks
@nasa_landsat

Top Tweeters in G8:
@schooldepotcouk
@emtumilty
@pburkevt
@uf_ifas
@fromcanada_org
@steedie1980
@maclachlan_ca
@dalmainschool
@acland_burghley
@richarddcarlson

Top Tweeters in G9:
@needhibhalla
@szetoinsitu
@omarjmc
@jngl_jane
@spiderdaynight
@nathanasmith1
@phdgprotein86
@phdeez
@chrstn_e
@crepidulatrix

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


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