Science Curriculum, Twitter, 4/12/2019 1:09:45 AM, 193467


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Science Curriculum_2019-04-11_17-28-23.xlsx
Science Curriculum_2019-04-11_17-28-23.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 12, 2019
Short Description:
Science Curriculum via NodeXL http://bit.ly/2UOwzW1
@teachsdgs
@fmccaghr
@satanicseed
@ixeno
@supt_hoffman
@carlsmythe
@leoniehaimson
@safeh2o4schools
@specsol
@klimkowskimrs

Top hashtags:
#science
#stem
#curriculum
#nsta19
#ngss
#csfirst
#millennials
#socialstudies

Description:
Description
The graph represents a network of 2,837 Twitter users whose recent tweets contained "Science Curriculum", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 12 April 2019 at 00:52 UTC.

The tweets in the network were tweeted over the 9-day, 14-hour, 21-minute period from Tuesday, 02 April 2019 at 10:10 UTC to Friday, 12 April 2019 at 00:31 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 : 2837
Unique Edges : 3018
Edges With Duplicates : 310
Total Edges : 3328
Self-Loops : 420
Reciprocated Vertex Pair Ratio : 0.0395374860126818
Reciprocated Edge Ratio : 0.0760674560459275
Connected Components : 705
Single-Vertex Connected Components : 228
Maximum Vertices in a Connected Component : 201
Maximum Edges in a Connected Component : 202
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.663884
Graph Density : 0.000346394833931829
Modularity : 0.849589
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[5] https://news.harvard.edu/gazette/story/2019/01/harvard-works-to-embed-ethics-in-computer-science-curriculum/
[5] https://nutsaboutteaching.wordpress.com/2019/01/04/ramble-6-achieving-coherence-in-primary-science-why-primary-science-needs-to-be-less-like-the-simpsons-and-more-like-game-of-thrones/
[5] https://makecode.microbit.org/courses/csintro
[4] https://www.linkedin.com/pulse/developing-big-data-science-design-college-curriculum-bill-schmarzo/
[4] https://code.org/curriculum/unplugged
[3] https://www.educationweekjobs.co.uk/jobs/8517159/curriculum-lead-for-science.asp
[3] http://B.Sc
[3] http://www.pinnacleihm.com/
[3] http://www.rushey-rmet.org.uk/Vacancies/
[3] https://twitter.com/michelefoleyG2/status/1114240797937946625

Top URLs in Tweet in G1:
[3] http://B.Sc
[3] http://www.pinnacleihm.com/
[2] https://homeschoolsummits.com/curriculum/?rh=OB6D0XY68A
[2] https://opensource.com/open-organization/19/4/adaptable-cs-curricula-csbyus?sc_cid=7016000000127L3AAI
[2] https://www.californiaeei.org/curriculum/
[2] https://www.datasciencecentral.com/profiles/blogs/developing-a-big-data-data-science-design-college-curriculum-with?utm_campaign=Learning%20Posts&utm_content=82245077&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[2] https://eduk8.me/2019/03/introduce-students-to-computer-science-with-googles-cs-first-curriculum/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fhowwegettonext.com%2Fhow-to-decolonize-your-science-curriculum-9d66e02ce9e
[2] https://talentshadows.events/event/whats-the-big-deal-copy-6
[2] https://www.chronicle-tribune.com/

Top URLs in Tweet in G3:
[2] http://www.doe.virginia.gov/testing/sol/standards_docs/science/2010/curriculum_framewk/science-2010-curriculum-framework-1-ada.docx

Top URLs in Tweet in G4:
[1] https://royalsociety.org/topics-policy/publications/1998/science-national-curriculum/
[1] https://www.saltersinstitute.co.uk/news/framing-secondary-science-curriculum-next/
[1] https://twitter.com/thealmightyniv/status/1114543969231417344
[1] https://www.nsta.org/stlouis

Top URLs in Tweet in G6:
[2] http://blogs.edweek.org/edweek/curriculum/2019/04/meet_the_moms_pushing_for_a_reading_overhaul.html?cmp=soc-tw-shr
[1] https://curriculum.eleducation.org/
[1] https://twitter.com/garrisonleaders/status/1116134153198682113
[1] http://blogs.edweek.org/edweek/curriculum/2019/04/meet_the_moms_pushing_for_a_reading_overhaul.html
[1] https://twitter.com/wustlisp/status/1116046404399587329
[1] https://twitter.com/EdReports/status/1113516875705507840
[1] https://twitter.com/KRScienceLady/status/1115334516766380032

Top URLs in Tweet in G8:
[1] https://www.timesunion.com/opinion/article/Editorial-Nothing-to-cheer-about-13748888.php
[1] https://twitter.com/leoniehaimson/status/1113807053280223232
[1] https://twitter.com/WestbrookMel/status/1113248188251512833

Top URLs in Tweet in G9:
[5] https://makecode.microbit.org/courses/csintro

Top URLs in Tweet in G10:
[3] https://www.timeshighereducation.com/policy/innovation-impact-summit
[1] http://tweetedtimes.com/v/1904

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[67] science
[31] stem
[30] curriculum
[24] nsta19
[17] ngss
[17] csfirst
[16] millennials
[14] socialstudies
[14] michaela
[12] education



Top Hashtags in Tweet in G1:
[11] science
[6] curriculum
[6] edtech
[5] ngss
[4] stem
[4] college
[4] coding
[4] education
[3] foodandnutritionalsciences
[3] computerscience

Top Hashtags in Tweet in G2:
[1] teachsdgs

Top Hashtags in Tweet in G4:
[9] nsta19
[8] asechat
[6] primaryrocks
[3] bigideas
[2] science
[1] geology
[1] geography
[1] compsci
[1] environmentalscience
[1] engineering

Top Hashtags in Tweet in G5:
[1] lgbtq
[1] azleg

Top Hashtags in Tweet in G6:
[5] mysci
[2] curriculummatters
[2] nsta19
[1] wearecrew
[1] betterworldday
[1] ngsschat
[1] csss2019

Top Hashtags in Tweet in G9:
[2] makercart
[1] microbit
[1] makeredpei
[1] makesomethingbrilliant

Top Hashtags in Tweet in G10:
[5] theinnovation

Top Words
Top Words in Tweet in Entire Graph:
[1697] Words in Sentiment List#1: Positive
[751] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[50955] Non-categorized Words
[53403] Total Words
[1494] curriculum
[1462] science
[314] math
[292] social
[280] teacher

Top Words in Tweet in G1:
[285] science
[258] curriculum
[41] students
[40] school
[34] math
[33] computer
[28] new
[27] more
[25] s
[24] teachers

Top Words in Tweet in G2:
[188] teacher
[187] social
[187] studies
[187] curriculum
[187] required
[187] consideration
[187] current
[187] world
[187] issues
[187] math

Top Words in Tweet in G3:
[3] featherew
[3] takethatdarwin
[2] curriculum
[2] a_draeros
[2] phoenix42505497
[2] johnjon43924480
[2] skot777
[2] remnantofisrae1
[2] ducadispalato
[2] ternimarco

Top Words in Tweet in G4:
[36] curriculum
[30] science
[15] thease
[12] primaryrocks1
[11] royalsocbio
[10] 11
[10] conference
[9] amuyseg
[9] honoured
[9] invited

Top Words in Tweet in G5:
[54] curriculum
[53] supt_hoffman
[53] anti
[53] regarding
[53] hiv
[53] aids
[52] today
[52] state
[52] legislature
[52] fully

Top Words in Tweet in G6:
[40] science
[27] story
[26] everyonereadste
[26] proud
[26] share
[26] educationweek
[26] especially
[26] goal
[26] improved
[26] training

Top Words in Tweet in G8:
[41] push
[30] curriculum
[29] science
[28] exams
[27] nys
[27] warped
[27] chipping
[27] away
[27] social
[27] studies

Top Words in Tweet in G9:
[33] science
[30] popular
[30] 'intro
[30] computer
[29] microbit_edu
[27] new
[27] professional
[27] development
[27] materials
[27] accompany

Top Words in Tweet in G10:
[39] data
[39] science
[38] need
[38] embed
[38] teaching
[38] skills
[38] curriculum
[38] charmaine
[38] dean
[38] vp

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[268] science,curriculum
[247] social,studies
[204] studies,curriculum
[203] computer,science
[191] curriculum,required
[190] required,consideration
[190] consideration,current
[190] current,world
[190] world,issues
[190] issues,math

Top Word Pairs in Tweet in G1:
[67] science,curriculum
[30] computer,science
[14] math,science
[11] science,technology
[10] curriculum,science
[9] social,studies
[9] data,science
[8] high,school
[7] learn,more
[6] social,science

Top Word Pairs in Tweet in G2:
[187] social,studies
[187] studies,curriculum
[187] curriculum,required
[187] required,consideration
[187] consideration,current
[187] current,world
[187] world,issues
[187] issues,math
[187] math,teacher
[186] teachsdgs,social

Top Word Pairs in Tweet in G3:
[2] skot777,remnantofisrae1
[2] remnantofisrae1,ducadispalato
[2] ducadispalato,ternimarco
[2] ternimarco,threaljeannette
[2] doctorbuttons,_helicon_
[2] _helicon_,naturalistnick
[2] naturalistnick,goddanc
[2] goddanc,eldrave20
[2] eldrave20,tvictorinus
[2] tvictorinus,eddarrell

Top Word Pairs in Tweet in G4:
[9] honoured,invited
[9] invited,represent
[9] represent,thease
[9] thease,uyseg
[9] uyseg,#nsta19
[9] #nsta19,conference
[9] conference,st
[9] st,louis
[9] louis,april
[9] april,11

Top Word Pairs in Tweet in G5:
[53] regarding,hiv
[53] hiv,aids
[52] today,state
[52] state,legislature
[52] legislature,fully
[52] fully,repealed
[52] repealed,anti
[52] anti,lgbtq
[52] lgbtq,legislation
[52] legislation,regarding

Top Word Pairs in Tweet in G6:
[26] proud,share
[26] share,story
[26] story,educationweek
[26] educationweek,especially
[26] especially,goal
[26] goal,improved
[26] improved,training
[26] training,science
[25] everyonereadste,proud
[25] science,readi

Top Word Pairs in Tweet in G8:
[27] nys,exams
[27] exams,warped
[27] warped,curriculum
[27] curriculum,chipping
[27] chipping,away
[27] away,social
[27] social,studies
[27] studies,science
[27] science,art
[27] art,even

Top Word Pairs in Tweet in G9:
[30] popular,'intro
[30] 'intro,computer
[30] computer,science
[27] new,professional
[27] professional,development
[27] development,materials
[27] materials,accompany
[26] teachers,try
[26] try,new
[26] accompany,msmakecode's

Top Word Pairs in Tweet in G10:
[39] data,science
[38] need,embed
[38] embed,teaching
[38] teaching,data
[38] science,skills
[38] skills,curriculum
[38] curriculum,charmaine
[38] charmaine,dean
[38] dean,vp
[38] vp,research

Top Replied-To
Top Replied-To in Entire Graph:
@primaryrocks1
@kylegriffin1
@repthomasmassie
@mpershan
@charlesmtracy
@mmpadellan
@raydalio
@drdav
@paulwat5
@sarahmoran

Top Replied-To in G3:
@ah_science
@a_draeros
@phoenix42505497

Top Replied-To in G4:
@primaryrocks1
@charlesmtracy
@paulwat5
@andrewcnorman
@amuyseg
@physics_jamie
@mrtroysclass
@katieleahgj
@missgadsby
@adamboxer1

Top Replied-To in G5:
@noprezzie2012
@karleenrg

Top Replied-To in G6:
@everyonereadste
@clairemcinerny
@kendallgpace

Top Replied-To in G7:
@proverbs1_7

Top Replied-To in G9:
@stmikesrccdsb

Top Replied-To in G10:
@timeshighered

Top Mentioned
Top Mentioned in Entire Graph:
@teachsdgs
@supt_hoffman
@timeshighered
@microbit_edu
@vhspears
@msmakecode
@leoniehaimson
@educationweek
@everyonereadste
@carter6d

Top Mentioned in G1:
@ilearn2primary
@chiseled_scott
@bkconsultancy
@turnhamprimary
@cbhadmin_group
@jvrbntz

Top Mentioned in G2:
@teachsdgs

Top Mentioned in G3:
@featherew
@takethatdarwin
@johnjon43924480
@skot777
@remnantofisrae1
@ducadispalato
@ternimarco
@threaljeannette
@avic_wins
@doctorbuttons

Top Mentioned in G4:
@thease
@royalsocbio
@uyseg
@amuyseg
@maryuyseg
@archivemole
@primaryrocks1
@bestevsciteach
@hecharden
@chemdrk

Top Mentioned in G5:
@supt_hoffman
@noprezzie2012
@johninphx
@phxgop
@jeremyduda
@thehill
@rmconservative
@azhousegop
@azsenategop
@redwildcat

Top Mentioned in G6:
@educationweek
@everyonereadste
@wustlisp
@nsta
@eleducation
@stephen_sawchuk
@rruggirello
@nselascience
@liv2learn
@karenvaites

Top Mentioned in G7:
@awithonelison
@emmagpaley
@makeaustralia1
@jkellyca
@wendyorent
@mcfunny
@mmelgar09
@downeyballs
@ianfmusgrave
@mahealthforkids

Top Mentioned in G8:
@leoniehaimson
@seapubschools
@cruickshank
@supt_hoffman
@seattlesupt

Top Mentioned in G9:
@microbit_edu
@msmakecode
@brilliant_labs
@educationpei
@carronmccabe
@rccdsb
@tysonholly19

Top Mentioned in G10:
@timeshighered
@uwaterloo

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@willseattle
@ndtv
@eurekamag
@farhankvirk
@thehill
@manchuriandevil
@eddarrell
@dailynation
@benstancliff

Top Tweeters in G1:
@eurekamag
@into_ai
@programmingncr
@jobsdomain
@genphys
@bigdatabatman
@homeschoolcurr
@beautyon_
@kickingwkelly
@chiseled_scott

Top Tweeters in G2:
@moisomedrano
@zanaines
@excelenciacl
@gonzalolarenas
@lunarheritage
@edchateu
@omolere
@119freedom
@joannjacobs68
@merceolive

Top Tweeters in G3:
@eddarrell
@benstancliff
@takethatdarwin
@michellmybell1
@rjdownard
@halcyondon
@scientiapercept
@the_ouroboros__
@catheri77148739
@chuerta1

Top Tweeters in G4:
@eswillwalker
@ianyorston
@royalsociety
@primaryrocks1
@adamboxer1
@paulwat5
@chemdrk
@st3amco
@anoara_a
@glazgow

Top Tweeters in G5:
@thehill
@noprezzie2012
@catikins9
@stlajn1
@phxgop
@tempestdevyne
@rmconservative
@shawninarizona
@claudiner66
@realmommabear

Top Tweeters in G6:
@educationweek
@esanzi
@nycparentsunion
@nsta
@1in5awareness
@ewaemily
@sachartermoms
@erickalenze
@ok_thej14leroux
@karenvaites

Top Tweeters in G7:
@veritasever
@beckyjohnson222
@doritmi
@kidoctr
@emmagpaley
@plasticdoe
@siubhan_h
@jkellyca
@wendyorent
@carlsmythe

Top Tweeters in G8:
@willseattle
@linda1746
@juan_de_vashon
@leoniehaimson
@bledwine
@trekkerteach12
@cruickshank
@perdidostschool
@negricari
@sharethecities

Top Tweeters in G9:
@scas
@charlesrandolp3
@tsh2
@_conorgalvin
@missgenrique
@gabrielmarey
@felmalo
@lynndenault
@msalang
@michaelmgrant

Top Tweeters in G10:
@timeshighered
@rod_schroetter
@patriciafacquet
@moukwa
@robbendigo
@ianmilligan1
@lfb500
@uwaterloo
@soci
@janicekay10


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