scienceed, Twitter, 5/28/2022 1:19:23 AM, 277189


FAQ | Problem?

scienceed_2022-05-27_18-14-24.xlsx
scienceed_2022-05-27_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 28, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3a2Azf5
@vmcc_scienceed
@andrewsinst_tcu
@nigms
@nimhgov
@nassimretiere
@this0499154500
@thejr
@nsta
@marlowordybird
@b0tsci

Top hashtags:
#scienceed
#stem
#ngss
#science
#phylogeny
#easterbunnies
#prideandexcellence
#exp390

Description:
Description
The graph represents a network of 1,062 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, 28 May 2022 at 01:15 UTC.

The requested start date was Saturday, 28 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 114-day, 14-hour, 32-minute period from Tuesday, 01 February 2022 at 09:53 UTC to Friday, 27 May 2022 at 00:26 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 : 1062
Unique Edges : 939
Edges With Duplicates : 2020
Total Edges : 2959
Number of Edge Types : 5
Retweet : 714
MentionsInRetweet : 1033
Tweet : 217
Mentions : 858
Replies to : 137
Self-Loops : 225
Reciprocated Vertex Pair Ratio : 0.0733056708160443
Reciprocated Edge Ratio : 0.13659793814433
Connected Components : 124
Single-Vertex Connected Components : 36
Maximum Vertices in a Connected Component : 630
Maximum Edges in a Connected Component : 2266
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.67038
Graph Density : 0.00137737379546354
Modularity : 0.457544
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,062 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, 28 May 2022 at 01:15 UTC.

The requested start date was Saturday, 28 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 114-day, 14-hour, 32-minute period from Tuesday, 01 February 2022 at 09:53 UTC to Friday, 27 May 2022 at 00:26 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:
[10] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[9] https://www.kickstarter.com/projects/geniusgames/human-anatomy-floor-puzzles-for-kids?ref=project_tweet
[7] https://science.education.nih.gov
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[5] https://edtechteacher.org/summer
[4] https://openschoolingnavigator.eu/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[4] https://sharemylesson.com/webinars/climate-emergency
[4] https://www.braintasticscience.com/schools
[3] https://schooldepot.co.uk/item/9781510462564/dp/

Top URLs in Tweet in G1:
[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
[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

Top URLs in Tweet in G2:
[6] 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:
[10] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[4] https://www.braintasticscience.com/schools
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[3] https://www.braintasticscience.com/post/how-to-start-a-science-club
[3] https://www.braintasticscience.com/free-science-resources
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273752
[1] https://www.braintasticscience.com/
[1] https://www.braintasticscience.com/curiositycorner
[1] https://twitter.com/NassimRETIERE/status/1507042121525698560?s=20&t=iDl-8NiyN_uIf7tzlzmw3g

Top URLs in Tweet in G4:
[9] https://www.kickstarter.com/projects/geniusgames/human-anatomy-floor-puzzles-for-kids?ref=project_tweet

Top URLs in Tweet in G5:
[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 G6:
[1] https://twitter.com/SCBWIEasternNY/status/1529975471936614400
[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 G7:
[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 G8:
[3] https://schooldepot.co.uk/item/9781510462564/dp/
[2] https://www.mdwfp.com/museum/learn-teach/for-teachers/
[2] https://hunterswoodsph.com/montessori-leaf-shapes-worksheets/
[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 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:
[96] twitter.com
[12] braintasticscience.com
[11] nodexlgraphgallery.org
[10] youtube.com
[10] dyslexiakit.net
[9] kickstarter.com
[8] nih.gov
[5] co.uk
[5] edtechteacher.org
[4] nuigalway.ie

Top Domains in Tweet in G1:
[60] twitter.com
[4] nuigalway.ie
[2] atee2022.it
[2] irishtimes.com
[2] eventbrite.ie
[2] bit.ly
[1] doi.org
[1] gofund.me
[1] ucd.ie
[1] cellexplorers.com

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

Top Domains in Tweet in G3:
[12] braintasticscience.com
[11] nodexlgraphgallery.org
[10] dyslexiakit.net
[5] twitter.com
[5] youtube.com
[1] middleweb.com
[1] edweek.org
[1] google.com
[1] mun.ca
[1] drwendybohon.com

Top Domains in Tweet in G4:
[9] kickstarter.com

Top Domains in Tweet in G5:
[3] odu.edu
[2] twitter.com
[1] researchandpractice.org
[1] ucdavis.edu
[1] springer.com

Top Domains in Tweet in G6:
[3] joidesresolution.org
[2] twitter.com

Top Domains in Tweet in G7:
[7] twitter.com
[2] simplecast.com
[1] anthemawards.com
[1] youtu.be

Top Domains in Tweet in G8:
[4] co.uk
[3] twitter.com
[3] hunterswoodsph.com
[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 G9:
[1] nih.gov

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[402] scienceed
[220] stem
[55] ngss
[45] science
[35] phylogeny
[35] easterbunnies
[34] prideandexcellence
[33] exp390
[33] phearce
[30] steam



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

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

Top Hashtags in Tweet in G3:
[109] scienceed
[41] stem
[34] prideandexcellence
[33] phearce
[27] ngss
[20] mathed
[19] womenshistorymonth
[10] steam
[10] womeninscience
[10] dyslexia

Top Hashtags in Tweet in G4:
[35] phylogeny
[35] easterbunnies
[12] anatomy
[9] puzzle
[6] scienceed
[4] medart
[4] science
[3] medtwitter
[3] sciart
[3] puzzles

Top Hashtags in Tweet in G5:
[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 G6:
[33] exp390
[13] exp390story
[6] scienceed
[5] sciencetwitter
[4] nsffunded
[3] steam
[3] stem
[1] sicomm
[1] sciart
[1] kidlit

Top Hashtags in Tweet in G7:
[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 G8:
[40] scienceed
[9] stem
[7] science
[5] scienceteacher
[4] scichat
[3] pbl
[3] mssciencemuseum
[3] semuseums
[3] ngss
[3] worksheets

Top Hashtags in Tweet in G9:
[26] 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:
[402] #scienceed
[239] science
[220] #stem
[155] edtechne
[151] vmcc_scienceed
[150] teaching
[150] free
[150] students
[139] resources
[139] website

Top Words in Tweet in G1:
[154] edtechne
[132] vmcc_scienceed
[117] nuigalway
[72] congratulations
[59] thanks
[48] ml_mcn
[41] great
[35] education
[34] research
[31] today

Top Words in Tweet in G2:
[104] resources
[98] teaching
[96] website
[95] free
[94] nigms
[94] #stem
[91] educators
[91] use
[91] engage
[88] materials

Top Words in Tweet in G3:
[109] #scienceed
[54] whittlescience
[52] science
[41] #stem
[39] openscied
[36] meet
[34] #prideandexcellence
[33] students
[33] #phearce
[30] andrewsinst_tcu

Top Words in Tweet in G4:
[35] created
[35] several
[35] years
[35] ago
[35] explain
[35] concept
[35] #phylogeny
[35] class
[35] #easterbunnies
[35] come

Top Words in Tweet in G5:
[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 G6:
[36] thejr
[33] #exp390
[27] ocean
[21] south
[21] atlantic
[21] transect
[20] read
[13] following
[13] icymi
[13] here's

Top Words in Tweet in G7:
[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 G8:
[40] #scienceed
[11] students
[9] #stem
[9] science
[9] work
[7] #science
[6] school
[6] association
[5] #scienceteacher
[5] learning

Top Words in Tweet in G9:
[26] nigms
[26] recently
[26] launched
[26] #stem
[26] teaching
[26] resources
[26] website
[26] collection
[26] free
[26] easy

Top Words in Tweet in G10:
[26] students
[23] letterspresci
[15] #stempenpals
[14] help
[13] looking
[13] stem
[13] teachers
[13] tag
[13] one
[13] #teacher

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

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
[20] vmcc_scienceed,edtechne
[17] well,done
[14] congratulations,dr
[14] looking,forward
[11] research,project

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

Top Word Pairs in Tweet in G3:
[26] #prideandexcellence,#phearce
[22] #phearce,#scienceed
[22] openscied,#prideandexcellence
[19] #scienceed,#ngss
[19] science,natural
[19] natural,response
[19] response,curiosity
[19] best,hands
[19] hands,outdoors
[14] book,talks

Top Word Pairs in Tweet in G4:
[35] created,several
[35] several,years
[35] years,ago
[35] ago,explain
[35] explain,concept
[35] concept,#phylogeny
[35] #phylogeny,class
[35] class,#easterbunnies
[35] #easterbunnies,come
[34] el_bamforth,created

Top Word Pairs in Tweet in G5:
[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 G6:
[21] south,atlantic
[21] atlantic,transect
[13] following,#exp390
[13] #exp390,south
[13] transect,icymi
[13] icymi,here's
[13] here's,#exp390story
[13] #exp390story,videos
[13] videos,created
[13] created,outreach

Top Word Pairs in Tweet in G7:
[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 G8:
[4] #scienceed,#scichat
[3] #science,#scienceed
[3] #montessoribiology,#scienceed
[3] #scienceed,#lifesciences
[3] #lifesciences,#blendedlearning
[3] #blendedlearning,#elearning
[3] #elearning,#homeschool
[3] come,work
[3] ed,association
[3] association,science

Top Word Pairs in Tweet in G9:
[26] nigms,recently
[26] recently,launched
[26] launched,#stem
[26] #stem,teaching
[26] teaching,resources
[26] resources,website
[26] website,collection
[26] collection,free
[26] free,easy
[26] easy,access

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
[8] stem,teachers

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

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

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
@thejr
@openscied
@el_bamforth
@andrewsinst_tcu
@nindstrials

Top Mentioned in G1:
@edtechne
@nuigalway
@vmcc_scienceed
@cellexplorers
@coppernuigalway
@corneliathinks
@acardinot
@murielgrenon
@researchatnuig
@flynndpaul

Top Mentioned in G2:
@nigms
@nihsepa

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

Top Mentioned in G4:
@el_bamforth
@mesabree
@cr_sci
@gotgeniusgames
@scienergetic
@marlowordybird
@curriemuseum
@blackinscicomm
@blackinstemed
@mchammer

Top Mentioned in G5:
@drapw15
@ucd_diversity
@ucdeducation
@philiplbell
@msrivera114
@nasem_dbasse
@garciascihawk
@narstorg
@epsodu
@lenoramcrabtree

Top Mentioned in G6:
@thejr
@marlowordybird
@noaa
@nsta
@natlmarineed
@nmeamarineeduc
@guertin

Top Mentioned in G7:
@cinehead
@natgeoeducation
@liggettcitl
@spotify
@mr_amidon
@jdeinhammer
@mwmedvinsky
@edutopia
@anthemawards
@nysmtp

Top Mentioned in G8:
@sja_jeju
@pburkevt

Top Mentioned in G9:
@nindstrials

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
@gravesle
@glazgow
@sumingkhoo
@urbanhobbit
@magsamond
@tcddublin
@trentuni
@bpsnuigalway
@primedteacher

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

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

Top Tweeters in G4:
@botfemale
@b0tsci
@hnturtledove
@telehealthbot
@scicommbot
@mchammer
@mbowmanscience
@spkr2managers
@tomholtzpaleo
@iezeradd

Top Tweeters in G5:
@kristalturner
@iupui
@tdishelton
@traceyhabla
@philiplbell
@womeninhighered
@bpenuel
@odu
@shuchig
@bigdocenergy23

Top Tweeters in G6:
@godelitsas
@cornubiageol
@godporsiempre
@gbreakfield
@xeno_lith
@nicklilja
@marjien
@2lcrs6
@mariormx
@marlowordybird

Top Tweeters in G7:
@maryjanekeao
@jag_____
@mcleod
@kirstenmacgreg2
@spotify
@thewebbyawards
@nbpts
@vidhyag12
@cinehead
@nysmtp

Top Tweeters in G8:
@schooldepotcouk
@emtumilty
@pburkevt
@uf_ifas
@fromcanada_org
@kcollazo
@jeffoshields2
@thegreatsofmath
@steedie1980
@maclachlan_ca

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

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


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.