scienceed, Twitter, 5/7/2022 8:02:15 AM, 275838


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scienceed_2022-05-06_18-14-24.xlsx
scienceed_2022-05-06_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 07, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3vTg8ta
@vmcc_scienceed
@andrewsinst_tcu
@nigms
@nsta
@nimhgov
@nassimretiere
@this0499154500
@garym
@isaachieves
@garciascihawk

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

Description:
Description
The graph represents a network of 824 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, 07 May 2022 at 01:15 UTC.

The requested start date was Saturday, 07 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 93-day, 12-hour, 12-minute period from Tuesday, 01 February 2022 at 09:53 UTC to Thursday, 05 May 2022 at 22:06 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 : 824
Unique Edges : 758
Edges With Duplicates : 1593
Total Edges : 2351
Number of Edge Types : 5
Retweet : 549
MentionsInRetweet : 811
Mentions : 692
Replies to : 126
Tweet : 173
Self-Loops : 179
Reciprocated Vertex Pair Ratio : 0.0692640692640693
Reciprocated Edge Ratio : 0.129554655870445
Connected Components : 99
Single-Vertex Connected Components : 33
Maximum Vertices in a Connected Component : 477
Maximum Edges in a Connected Component : 1793
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.349878
Graph Density : 0.0018211256473475
Modularity : 0.454855
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 824 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, 07 May 2022 at 01:15 UTC.

The requested start date was Saturday, 07 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 93-day, 12-hour, 12-minute period from Tuesday, 01 February 2022 at 09:53 UTC to Thursday, 05 May 2022 at 22:06 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
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[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://science.education.nih.gov
[3] https://www.braintasticscience.com/post/how-to-start-a-science-club
[3] https://www.braintasticscience.com/schools

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:
[3] 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
[3] https://www.braintasticscience.com/schools
[3] https://www.braintasticscience.com/post/how-to-start-a-science-club
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273752
[2] https://www.braintasticscience.com/free-science-resources
[2] https://www.youtube.com/watch?v=ZXL3fky1m8Q

[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D0smTWS3Y4fk&q=EgS4SO-bGIzBiZIGIhB0zqbFjEvc-RQdT-_cU2k8MgFy
[1] https://www.braintasticscience.com/
[1] https://www.braintasticscience.com/curiositycorner

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://making-school-matter-the-university-liggett-school-podcast.simplecast.com/episodes/making-school-matter-podcast-episode-2-science-modeling
[2] https://twitter.com/jdeinhammer/status/1504575118537805826
[1] https://youtu.be/U_aiUJ_kTIw
[1] https://twitter.com/llacrosse/status/1500457798827753473
[1] https://twitter.com/dopelabspodcast/status/1501860514737098752
[1] https://www.anthemawards.com/winners/list/entry/
[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:
[1] https://twitter.com/newschambers/status/1504205293403750409
[1] https://twitter.com/turnipandduck/status/1509194403516145665
[1] https://pubs.acs.org/toc/jceda8/99/3

Top URLs in Tweet in G10:
[9] https://www.kickstarter.com/projects/geniusgames/human-anatomy-floor-puzzles-for-kids?ref=project_tweet

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

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

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

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

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:
[6] twitter.com
[2] simplecast.com
[1] youtu.be
[1] anthemawards.com

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:
[2] twitter.com
[1] acs.org

Top Domains in Tweet in G10:
[9] kickstarter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[319] scienceed
[166] stem
[48] ngss
[35] phylogeny
[35] easterbunnies
[34] prideandexcellence
[33] phearce
[27] science
[25] mathed
[23] education



Top Hashtags in Tweet in G1:
[8] phd
[6] pgrs2022
[5] erasmusplus
[4] biodiversity
[4] idea
[4] nuigalway
[3] stepsengineersweek
[2] numeracy
[2] fantasticdna
[2] travellerethnicityweek

Top Hashtags in Tweet in G2:
[82] stem
[6] scienceed
[1] nigmspathways
[1] anesthesia
[1] stemeducation
[1] stemed

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

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:
[9] scienceed
[7] edchat
[7] podcast
[4] thankyou
[2] edtech
[2] ngss
[1] scienceteacher
[1] stem
[1] inquiry
[1] scienced

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

Top Hashtags in Tweet in G7:
[37] 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:
[2] ista
[2] chemed
[2] stpatricksday
[1] ista2022
[1] istaconference
[1] edchatie
[1] chemtwitter
[1] jchemed
[1] jce
[1] irishresearch

Top Hashtags in Tweet in G10:
[12] anatomy
[9] puzzle
[5] scienceed
[4] medart
[4] science
[3] medtwitter
[3] sciart
[3] puzzles
[3] edutwitter
[3] homeschool

Top Words
Top Words in Tweet in Entire Graph:
[319] #scienceed
[199] science
[166] #stem
[138] vmcc_scienceed
[134] edtechne
[116] students
[105] nuigalway
[101] teaching
[97] free
[95] website

Top Words in Tweet in G1:
[133] edtechne
[112] vmcc_scienceed
[105] nuigalway
[63] congratulations
[53] thanks
[47] ml_mcn
[29] great
[28] research
[24] today
[24] well

Top Words in Tweet in G2:
[83] teaching
[83] free
[82] #stem
[81] nigms
[81] resources
[81] website
[81] materials
[79] ve
[79] launched
[79] collection

Top Words in Tweet in G3:
[94] #scienceed
[54] whittlescience
[39] openscied
[36] meet
[34] #prideandexcellence
[33] #phearce
[30] #stem
[30] andrewsinst_tcu
[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] episode
[16] cinehead
[13] impact
[13] natgeoeducation
[12] honored
[12] part
[12] team
[12] created
[12] online

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:
[37] #scienceed
[10] #stem
[9] students
[7] science
[6] #science
[5] learning
[5] work
[5] free
[4] #scienceteacher
[4] #pbl

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:
[4] irishsciteach
[4] chemistry
[3] great
[3] day
[2] latest
[2] scienceonstage
[2] sons_ireland
[2] conference
[2] science
[2] programme

Top Words in Tweet in G10:
[12] #anatomy
[9] left
[9] #puzzle
[9] kickstarter
[8] mention
[7] rosalind
[7] franklin
[7] chemist
[7] forgotten
[7] discussing

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

Top Word Pairs in Tweet in G1:
[66] vmcc_scienceed,nuigalway
[56] edtechne,vmcc_scienceed
[37] ml_mcn,edtechne
[27] nuigalway,congratulations
[18] many,thanks
[15] well,done
[14] vmcc_scienceed,edtechne
[13] congratulations,dr
[11] research,project
[11] project,webinar

Top Word Pairs in Tweet in G2:
[80] #stem,teaching
[80] teaching,resources
[80] resources,website
[79] ve,launched
[79] launched,#stem
[79] website,collection
[79] collection,free
[79] free,easy
[79] easy,access
[79] 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] making,school

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 G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@ml_mcn
@vmcc_scienceed
@edtechne
@this0499154500
@ultrajessamyn
@jimlenaghan
@acardinot
@ncar_science
@biodatacentre
@irishresearch

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

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

Top Replied-To in G9:
@vmcc_scienceed

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

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

Top Mentioned in G2:
@nigms
@nihsepa

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

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
@mwmedvinsky
@jdeinhammer
@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:
@irishsciteach
@scienceonstage
@sons_ireland
@castel_dcu
@kelleherscience
@humphreyjones
@physicsireland
@davidkeenahan
@iop_ireland
@ucc

Top Mentioned in G10:
@mesabree
@cr_sci
@gotgeniusgames
@scienergetic
@el_bamforth
@blackinscicomm
@blackinstemed
@mchammer

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

Top Tweeters in G1:
@johnbreslin
@sumingkhoo
@urbanhobbit
@magsamond
@tcddublin
@engineerireland
@trentuni
@bpsnuigalway
@primedteacher
@simonharristd

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

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

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
@flinnscientific

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

Top Tweeters in G9:
@ucc
@drjohnodonoghue
@humphreyjones
@sspcentre
@irishsciteach
@johnwenger9
@physicsireland
@iop_ireland
@kelleherscience
@sorchaniaodh

Top Tweeters in G10:
@botfemale
@b0tsci
@telehealthbot
@mchammer
@mbowmanscience
@clariopenticum
@womenhealthbot
@liborioescobedo
@susieroxstar
@scienergetic


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