NodeXL Graph Gallery: Interactive Graph


Donate to the Social Media Research Foundation's NodeXL development fund

ngss_2020-02-18_18-09-12.xlsx (experimental version)
NOTE: This version of the graph is not available with the browser you are using. A more recent version of the browser is required.
Zoom in Zoom out Reset the graph
Go to the graph's main page

From:
NodeXLExcelAutomator
Uploaded on:
February 19, 2020
Short Description:
ngss via NodeXL http://bit.ly/37C8ofN
@ngss_tweeps
@ngssphenomena
@pnawledge
@stem_ai
@mysterysci
@nsta
@stemteachtools
@ngsnavigators
@officialngss
@sbottasullivan

Top hashtags:
#ngss
#ngsschat
#ccss
#nvacs
#e320effectsize
#staycurious
#science
#e320ngss

Description:
Description
The graph represents a network of 3,199 Twitter users whose tweets in the requested range contained "ngss", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 19 February 2020 at 02:10 UTC.

The requested start date was Wednesday, 19 February 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 18-day, 21-hour, 38-minute period from Monday, 27 January 2020 at 14:51 UTC to Saturday, 15 February 2020 at 12:29 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 : 3199
Unique Edges : 4432
Edges With Duplicates : 3410
Total Edges : 7842
Number of Edge Types : 4
Mentions : 2331
Replies to : 850
Tweet : 1220
MentionsInRetweet : 3441
Self-Loops : 1220
Reciprocated Vertex Pair Ratio : 0.0889687710626825
Reciprocated Edge Ratio : 0.163400041262637
Connected Components : 507
Single-Vertex Connected Components : 241
Maximum Vertices in a Connected Component : 1863
Maximum Edges in a Connected Component : 5868
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.321609
Graph Density : 0.000473783923642492
Modularity : 0.508216
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 3,199 Twitter users whose tweets in the requested range contained "ngss", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 19 February 2020 at 02:10 UTC.

The requested start date was Wednesday, 19 February 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 18-day, 21-hour, 38-minute period from Monday, 27 January 2020 at 14:51 UTC to Saturday, 15 February 2020 at 12:29 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 : ngss
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:
[17] http://STEMteachingtools.org/link/PDFcollection/
[13] http://readingandwritingproject.org/services/institutes/tc-spring-institutes/climate-symposium
[13] http://stemteachingtools.org/brief/65
[9] http://stemteachingtools.org/brief/53
[8] http://350.org
[8] https://www.youtube.com/watch?v=ApLp7GMDOE0

[8] https://nagt.org/nagt/profdev/workshops/ngss_summit/feb2020/index.html
[7] https://www.statedclearly.com/articles/stated-clearly-animations-are-now-ngss-aligned/
[7] https://www.ngsnavigators.com/blog/QuickTipTuesday3
[7] https://www.ngsnavigators.com/winter-workshop-how-to-create-an-ngss-3-dimensional-single-point-rubric

Top URLs in Tweet in G1:
[17] http://STEMteachingtools.org/link/PDFcollection/
[10] http://stemteachingtools.org/brief/65
[8] https://www.youtube.com/watch?v=ApLp7GMDOE0

[7] https://www.ngsnavigators.com/winter-workshop-how-to-create-an-ngss-3-dimensional-single-point-rubric
[7] http://stemteachingtools.org/brief/53
[7] https://nagt.org/nagt/profdev/workshops/ngss_summit/feb2020/index.html
[6] https://www.statedclearly.com/articles/stated-clearly-animations-are-now-ngss-aligned/
[5] https://www.ngsnavigators.com/blog/QuickTipTuesday3
[5] https://www.researchgate.net/publication/338557856_Mapping_Networks_to_Help_Education_Leaders_Gain_Insights_Into_Complex_Educational_Systems
[3] https://www.ngsnavigators.com/blog/049

Top URLs in Tweet in G2:
[2] http://cognitiverigor.blogspot.com/2017/08/infusing-science-lab-with-guided-inquiry.html?view=magazine
[2] https://wonderville.org/asset/reaction-action
[1] https://twitter.com/i/web/status/1221809078868930561
[1] https://twitter.com/i/web/status/1221953532385013763
[1] https://twitter.com/i/web/status/1222125347266654208
[1] https://twitter.com/i/web/status/1222135758191882241
[1] https://wonderville.org/asset/crash-test-power-shootout
[1] https://www.definedstem.com/ngss-guide/
[1] https://twitter.com/i/web/status/1222309145661124610
[1] https://twitter.com/i/web/status/1222307684076093440

Top URLs in Tweet in G3:
[5] https://mailchi.mp/1daa58f25c21/psta-dont-miss-out-register-for-our-january-webinar-on-ngss-445465
[2] https://twitter.com/page_eco/status/1165230849081495554
[2] https://www.creosityspace.com/decoding-ngss.html
[2] https://twitter.com/AngelineDukes/status/1223627936172888065
[1] https://twitter.com/whoainteresting/status/1222856318765039616
[1] https://twitter.com/i/web/status/1222709074426580992
[1] https://www.scmp.com/news/asia/australasia/article/2182381/its-been-hell-temperatures-australian-towns-soar-nearly-50
[1] https://twitter.com/nasa/status/1226342961597812736
[1] https://twitter.com/i/web/status/1226849413345099776
[1] https://twitter.com/i/web/status/1227321672346284034

Top URLs in Tweet in G4:
[2] https://m.tiktok.com/v/6784917775212203270.html?u_code=d8cck6fk3d31d0&preview_pb=0&language=en×tamp=1579743425&utm_source=twitter&utm_campaign=client_share&utm_medium=android&share_app_name=musically&share_iid=6781849576896710405
[2] https://music.apple.com/us/album/be-great-feat-bj-the-chicago-kid-remix/1444895512?i=1182073575
[1] https://twitter.com/i/web/status/1227200480910225408
[1] https://www.youtube.com/watch?v=2FFam4d8z2g&t=1152s

[1] https://mass.pbslearningmedia.org/resource/buac16-k2-sci-ess-wtrplanet/the-water-planet/?utm_source=TWITTER&utm_medium=social&utm_term=20200211&utm_content=3057954799&utm_campaign=WGBH+Education
[1] https://ngss.nsta.org/Resource.aspx?ResourceID=937
[1] https://twitter.com/i/web/status/1228393432726548480
[1] https://twitter.com/i/web/status/1210298526866919424
[1] https://twitter.com/i/web/status/1218365117026332673
[1] https://twitter.com/CNBC/status/1218042792301203456

Top URLs in Tweet in G5:
[3] https://www.pledgecents.com/cause/tdkmlt/take-the-mystery-out-of-science
[3] https://mys.ci/animals/1?r=5803027
[2] https://mys.ci/trending/4?r=25053769
[2] https://mys.ci/materials/5?r=42371617
[2] https://mys.ci/animals/4?r=54381067
[2] https://mys.ci/animals/4?r=41116012
[1] https://mys.ci/trending/13?r=18675403
[1] https://twitter.com/i/web/status/1228422924660596736
[1] https://mys.ci/trending/4?r=1149407
[1] https://mys.ci/animals/5?r=1149407

Top URLs in Tweet in G6:
[13] http://readingandwritingproject.org/services/institutes/tc-spring-institutes/climate-symposium
[8] http://350.org
[3] http://nextgenscience.org
[2] http://stemteachingtools.org/brief/53
[2] https://www.nextgenscience.org/overview-dci
[1] https://twitter.com/i/web/status/1228504780391243777
[1] https://twitter.com/i/web/status/1220456232533876737
[1] https://twitter.com/i/web/status/1222915465246396424
[1] https://twitter.com/i/web/status/1228336722561437696
[1] https://twitter.com/i/web/status/1227981323865903107

Top URLs in Tweet in G7:
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=220960
[1] https://twitter.com/i/web/status/1227599746556203008
[1] https://twitter.com/i/web/status/1228202858652168193
[1] https://twitter.com/i/web/status/1222028074574733312
[1] https://twitter.com/i/web/status/1226651120061206528
[1] https://twitter.com/i/web/status/1223017109178871808
[1] https://twitter.com/i/web/status/1228315141344808960
[1] https://twitter.com/i/web/status/1227085681941344257
[1] https://twitter.com/i/web/status/1223128265587482625
[1] https://www.instagram.com/p/B8KFU1hAiy9/?igshid=1qxu7w2zcmvmd

Top URLs in Tweet in G8:
[3] https://www.legendsoflearning.com/
[2] https://www.middleweb.com/42240/help-students-get-the-most-out-of-infographics/
[1] https://twitter.com/i/web/status/1221944736753311744
[1] https://twitter.com/i/web/status/1220753126325673987
[1] https://nwea.us/316ljFt
[1] https://nwea.us/2RJVV5j
[1] https://nwea.us/3aPGVdw
[1] https://nwea.us/318wLAc
[1] https://nwea.us/39cNcy8
[1] https://nwea.us/377EEr5

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1228369194074476546
[1] https://twitter.com/i/web/status/1222279832630939649
[1] https://twitter.com/i/web/status/1227951713392394240
[1] https://twitter.com/i/web/status/1222967202774687745
[1] https://twitter.com/i/web/status/1227990795745210368
[1] https://ngss.sdcoe.net/
[1] https://twitter.com/i/web/status/1222262355419000833
[1] https://twitter.com/i/web/status/1222653927453122560
[1] https://twitter.com/i/web/status/1227759331543662592
[1] https://twitter.com/i/web/status/1227392066231009280

Top URLs in Tweet in G10:
[1] https://twitter.com/williamfranzell/status/1225970796922728449
[1] https://twitter.com/i/web/status/1045090309246349313
[1] http://stemteachingtools.org/brief/65
[1] https://twitter.com/i/web/status/1227807527582097409
[1] https://twitter.com/i/web/status/1214302368877039618
[1] https://twitter.com/i/web/status/1220030803486203904
[1] https://twitter.com/i/web/status/1227797342801129473
[1] https://twitter.com/i/web/status/1222356357845639168
[1] https://twitter.com/i/web/status/1223116295668822016
[1] https://twitter.com/WmGReed/status/1225612069598351361

Top Domains
Top Domains in Tweet in Entire Graph:
[991] twitter.com
[106] mys.ci
[49] stemteachingtools.org
[43] ngsnavigators.com
[42] youtube.com
[27] nsta.org
[13] readingandwritingproject.org
[12] nextgenscience.org
[12] nagt.org
[9] blogspot.com

Top Domains in Tweet in G1:
[297] twitter.com
[44] stemteachingtools.org
[40] ngsnavigators.com
[19] nsta.org
[14] youtube.com
[8] nap.edu
[8] nagt.org
[6] statedclearly.com
[5] researchgate.net
[4] nextgenscience.org

Top Domains in Tweet in G2:
[118] twitter.com
[9] blogspot.com
[5] wonderville.org
[4] youtube.com
[4] instagram.com
[2] nsta.org
[2] dryerase.com
[2] google.com
[1] definedstem.com
[1] vimeo.com

Top Domains in Tweet in G3:
[25] twitter.com
[5] mailchi.mp
[2] creosityspace.com
[1] scmp.com
[1] thewonderofscience.com
[1] statedclearly.com
[1] ngsnavigators.com
[1] forbes.com

Top Domains in Tweet in G4:
[76] twitter.com
[5] apple.com
[3] tiktok.com
[2] youtube.com
[2] linkedin.com
[1] pbslearningmedia.org
[1] nsta.org
[1] yahoo.com

Top Domains in Tweet in G5:
[106] mys.ci
[10] twitter.com
[3] pledgecents.com
[2] mysteryscience.com
[1] tuvalabs.com

Top Domains in Tweet in G6:
[21] twitter.com
[13] readingandwritingproject.org
[8] 350.org
[6] nextgenscience.org
[3] stemteachingtools.org
[1] mailchi.mp
[1] ngsnavigators.com
[1] google.com

Top Domains in Tweet in G7:
[29] twitter.com
[4] instagram.com
[2] nodexlgraphgallery.org
[1] nagt.org
[1] kqed.org

Top Domains in Tweet in G8:
[16] twitter.com
[7] nwea.us
[3] middleweb.com
[3] legendsoflearning.com
[1] mercedcountyevents.com
[1] si.edu
[1] bigdealbook.com

Top Domains in Tweet in G9:
[24] twitter.com
[2] sdcoe.net
[1] nagt.org

Top Domains in Tweet in G10:
[31] twitter.com
[2] wested.org
[1] stemteachingtools.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1565] ngss
[248] ngsschat
[146] ccss
[132] nvacs
[124] e320effectsize
[105] staycurious
[98] science
[98] e320ngss
[92] e320hiphopscience
[87] stem



Top Hashtags in Tweet in G1:
[525] ngss
[210] ngsschat
[31] dqb
[23] science
[20] phenomenon
[19] scied
[17] earthquakes
[14] stem
[14] satchat
[12] nsta

Top Hashtags in Tweet in G2:
[100] ngss
[11] edchat
[10] science
[10] stem
[5] wonderville
[5] stemeducation
[4] ngsschat
[4] steam
[4] inquiry
[4] remotejobs

Top Hashtags in Tweet in G3:
[26] ngss
[8] ngsschat
[5] science
[4] mashearthscience
[4] ngss_tweeps
[4] pateachers
[3] stemed
[3] nebraskaconnections
[3] earthscience
[2] masdproud

Top Hashtags in Tweet in G4:
[165] ngss
[141] ccss
[132] nvacs
[124] e320effectsize
[98] e320ngss
[92] e320hiphopscience
[65] e320pathologystudy
[61] e320ecosystems
[57] e320analytics
[55] e320data

Top Hashtags in Tweet in G5:
[126] ngss
[105] staycurious
[6] beaumontlearns
[6] vapa
[5] studentscientists
[3] fts4rkids
[3] stem
[2] 3vheat
[2] datatliteracy
[1] science

Top Hashtags in Tweet in G6:
[27] ngss
[12] tcrwp
[5] dcngss
[3] bmpvschool
[3] ecorise
[3] oer
[3] collaboration
[3] teachers
[3] administrators
[3] tosas

Top Hashtags in Tweet in G7:
[50] ngss
[20] science
[13] elementary
[12] engineering
[11] southlarobotics
[11] southla
[11] solafamilies
[11] kidscode
[11] stem
[8] stemeducation

Top Hashtags in Tweet in G8:
[30] ngss
[14] scichat
[12] mschat
[12] elachat
[12] engchat
[12] sschat
[12] educoach
[9] literacy
[5] ngsschat
[4] science

Top Hashtags in Tweet in G9:
[15] ngss
[5] eusdtweets
[4] loveisgooded
[3] qft
[2] cangss
[1] wearejcps
[1] mpjcps
[1] science
[1] carlsbadtidepools
[1] environmentalliteracy

Top Hashtags in Tweet in G10:
[45] ngss
[22] cangss
[8] pd
[6] ngsschat
[6] stem
[5] science
[4] carlsbadtidepools
[3] cast
[3] math
[2] region5rocks

Top Words
Top Words in Tweet in Entire Graph:
[3920] Words in Sentiment List#1: Positive
[706] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[104242] Non-categorized Words
[108868] Total Words
[1561] #ngss
[1102] science
[914] ngss
[668] ngss_tweeps
[600] students

Top Words in Tweet in G1:
[547] ngss_tweeps
[524] #ngss
[475] science
[289] ngss
[229] students
[210] ngsnavigators
[179] #ngsschat
[154] ss
[151] stemteachtools
[150] learning

Top Words in Tweet in G2:
[101] ngss
[99] #ngss
[90] ø
[77] science
[61] ù
[38] students
[31] teachers
[24] great
[21] grade
[16] school

Top Words in Tweet in G3:
[148] ngssphenomena
[104] forgot
[103] put
[103] best
[102] beekeeper
[102] frame
[102] hive
[102] bees
[102] freestyled
[102] building

Top Words in Tweet in G4:
[165] #ngss
[141] #ccss
[132] #nvacs
[124] #e320effectsize
[98] #e320ngss
[92] #e320hiphopscience
[65] pnawledge
[65] #e320pathologystudy
[61] #e320ecosystems
[57] #e320analytics

Top Words in Tweet in G5:
[126] #ngss
[119] mysterysci
[117] lesson
[105] terrific
[105] #staycurious
[55] science
[37] teaching
[37] never
[25] trending
[25] students

Top Words in Tweet in G6:
[67] science
[46] ngss
[33] officialngss
[27] #ngss
[21] change
[19] include
[19] climate
[19] speakers
[19] kc
[19] golden

Top Words in Tweet in G7:
[50] #ngss
[33] school
[28] students
[20] #science
[18] ngss
[18] teachers
[16] ss
[15] mindshiftkqed
[14] grade
[14] today

Top Words in Tweet in G8:
[90] science
[75] ngss
[69] help
[67] learning
[64] teachers
[61] need
[60] take
[59] building
[59] better
[58] survey

Top Words in Tweet in G9:
[47] ngss
[23] grade
[22] students
[19] science
[19] class
[15] #ngss
[15] edustaton
[13] today
[13] learning
[12] high

Top Words in Tweet in G10:
[45] #ngss
[22] #cangss
[20] grade
[19] williamfranzell
[18] ngss
[16] collaborative
[16] network
[16] students
[15] teachers
[15] science

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[126] structure,best
[123] beekeeper,forgot
[123] forgot,put
[123] put,frame
[123] frame,hive
[123] hive,bees
[123] bees,freestyled
[123] freestyled,building
[123] building,structure
[122] ngssphenomena,beekeeper

Top Word Pairs in Tweet in G1:
[66] ngsnavigators,podcast
[52] 3d,assessment
[52] #ngss,#ngsschat
[51] high,quality
[47] philiplbell,pls
[41] crosscutting,concepts
[36] episode,ngsnavigators
[34] important,roles
[34] #ngss,standards
[32] excited,publish

Top Word Pairs in Tweet in G2:
[38] ø,ø
[25] ø,ù
[24] ù,ø
[21] ù,ù
[7] science,standards
[6] science,teachers
[6] teachers,great
[5] high,school
[5] grade,science
[5] earth,science

Top Word Pairs in Tweet in G3:
[102] beekeeper,forgot
[102] forgot,put
[102] put,frame
[102] frame,hive
[102] hive,bees
[102] bees,freestyled
[102] freestyled,building
[102] building,structure
[101] ngssphenomena,beekeeper
[101] structure,best

Top Word Pairs in Tweet in G4:
[77] #ngss,#ccss
[67] #ccss,#nvacs
[64] #e320ngss,#e320hiphopscience
[45] #e320data,#e320analytics
[45] #ccss,#ngss
[35] #nvacs,#e320ngss
[34] #ngss,#nvacs
[31] #e320hiphopscience,#e320ecosystems
[31] #e320effectsize,#ngss
[25] #e320leadership,#e320education

Top Word Pairs in Tweet in G5:
[105] #staycurious,#ngss
[104] lesson,terrific
[37] teaching,science
[37] science,never
[33] terrific,teaching
[25] mysterysci,trending
[25] trending,lesson
[21] never,easy
[21] easy,#staycurious
[18] mysterysci,animals

Top Word Pairs in Tweet in G6:
[19] kc,golden
[18] science,education
[18] education,climate
[18] climate,change
[18] change,symposium
[18] symposium,speakers
[18] speakers,include
[18] include,kc
[11] common,question
[11] question,something

Top Word Pairs in Tweet in G7:
[13] #science,long
[13] long,given
[13] given,short
[13] short,shrift
[13] shrift,first
[13] first,few
[13] few,years
[13] years,school
[13] school,#elementary
[13] #elementary,school

Top Word Pairs in Tweet in G8:
[64] science,teachers
[59] learning,take
[57] need,help
[57] help,building
[57] building,better
[57] better,assessments
[56] take,survey
[55] assessments,ngss
[50] nwea,science
[49] ngss,learning

Top Word Pairs in Tweet in G9:
[11] mission,estancia
[8] grade,class
[7] plant,shapes
[6] littrobyn,investigating
[6] ngss,science
[5] qft,first
[5] first,grade
[5] grade,ngss
[5] ngss,plant
[5] shapes,action

Top Word Pairs in Tweet in G10:
[16] collaborative,network
[11] #cangss,#ngss
[9] grade,teachers
[9] #ngss,standards
[8] standards,implementation
[8] implementation,report
[8] report,explores
[8] explores,leverage
[8] leverage,#pd
[8] #pd,empower

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@jp_ngss
@richbacolor
@vogelwendi
@sbottasullivan
@dionysosduswag
@jeansciqueen
@awesomebiota
@mrlindsey_ngss
@davidenorman

Top Replied-To in G1:
@ngss_tweeps
@richbacolor
@vogelwendi
@sbottasullivan
@jeansciqueen
@davidenorman
@teachearthspace
@drloriandersen
@bmsscienceteach
@kmgill135

Top Replied-To in G2:

Top Replied-To in G3:
@ngss_tweeps
@jenniferbandura
@gosciencego
@jenkinschem
@mrsbadesso
@eposthuma

Top Replied-To in G4:
@supremeko_
@tiffanydcross
@ewarren
@chronlaw
@mtholfsen
@melaninmotiv8er
@marclacey
@rebeinstein
@fastcrayon
@ava

Top Replied-To in G5:
@mysterysci

Top Replied-To in G6:
@ngss_tweeps
@openscied
@mdpublicschools
@hbosc_pgcps
@jonterlee
@officialngss

Top Replied-To in G7:
@kylejwilke
@chemistryreacts
@arcadiaunified
@ngss_tweeps

Top Replied-To in G8:
@ngss_tweeps
@biglovewins
@raazzerah
@fcpsteachsci
@mrsnewcfisd

Top Replied-To in G9:
@ngss_tweeps
@jcpsscience
@kmsontheprowl
@elkinssciky
@richbacolor
@newhousebiology
@twnklstrr
@sdngss
@edustaton
@redshawnbps

Top Replied-To in G10:
@barondana
@misterhirmas
@cnusd

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@ngssphenomena
@stemteachtools
@ngsnavigators
@nsta
@mysterysci
@openscied
@philiplbell
@richbacolor
@pnawledge

Top Mentioned in G1:
@ngss_tweeps
@stemteachtools
@ngsnavigators
@nsta
@philiplbell
@openscied
@richbacolor
@nesta_us
@tdishelton
@krenaep

Top Mentioned in G2:
@eusdinnovates

Top Mentioned in G3:
@ngssphenomena
@ngss_tweeps
@ngsssfocus
@ngsnavigators
@creosityspace
@vernierst
@teachpasci
@jenniferbandura
@ops_sciences
@ngsschat

Top Mentioned in G4:
@pnawledge
@gop
@dnc
@vegas_ccsw
@tiffanydcross
@ewarren
@govsisolak
@repsusielee
@nasa
@berniesanders

Top Mentioned in G5:
@mysterysci
@sheila_ro1
@keels_chauna
@pledgecents
@cynthiaevans05
@palm_ia
@mysteryscience
@romanowskicras
@mspowellteaches

Top Mentioned in G6:
@officialngss
@ossedc
@tcrwp
@openscied
@3dscinceguy
@nsta
@stemteachtools
@learningforward
@tenstrands
@maryehrenworth

Top Mentioned in G7:
@mindshiftkqed
@robzook1
@arcadiaunified
@reneecostarella
@teemsproject
@classvr
@kispride
@tmworg
@definedlearning
@jwilliamsausd

Top Mentioned in G8:
@nwea
@middleweb
@nathan_inouye
@venturacoe
@nsta
@fcpsteachsci
@ngssphenomena
@mscorene
@ambscienceteach
@vcoecandi

Top Mentioned in G9:
@edustaton
@littrobyn
@laceyeckels
@sarahscuddered
@amylillingworth
@dr_monaghan
@ngss_tweeps
@ngsnavigators
@msgoodinscience
@jcpsky

Top Mentioned in G10:
@williamfranzell
@chienforstem
@shelleystem
@mrrodgarcia
@montereyaq
@casitamagnet
@k12alliance
@krysta_bradley4
@wested
@gusdedservices

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@jiocare
@southwestair
@john1966olsen
@business
@calcaware
@peta
@aflyblackcommie
@cipherequality
@nytimes

Top Tweeters in G1:
@john1966olsen
@business
@alicekeeler
@mahanthanut
@nyfarmer
@elleallever
@volcanowatching
@megloops
@_open_science_
@osirisdleon

Top Tweeters in G2:
@cas_2050001283
@jimmyroybloom
@1000millimeter
@religionprof
@erich13
@formyjisung
@praypjy
@andreaskfc
@asdnewscom
@carlsonengineer

Top Tweeters in G3:
@drewonline
@freespeak3
@charlenegapeach
@joeyfotofr
@tamraraven
@thefebrilemuse
@freewimin
@pamjwo
@tybeetv
@gmukunda

Top Tweeters in G4:
@cipherequality
@chronlaw
@usatoday
@latimes
@ap
@nbcnews
@forbes
@dijoni
@msnbc
@lacadri34

Top Tweeters in G5:
@coriorlando1
@pledgecents
@hawk
@soiziccontin2
@fts_ndickstein
@susannellane
@mabarn
@etsinsights
@tegesdal
@sequoia524

Top Tweeters in G6:
@mrtallerjerry
@birdgirl31
@tcrwp
@mstewartscience
@rmhsmustangs
@jaygreenlinger
@pgcps
@coteducation
@globalready
@mdpublicschools

Top Tweeters in G7:
@femtech_
@bflamel
@google
@stem_nastics
@bonillal1
@shenery2
@jc_james_clark
@arcadiaunified
@trev_mackenzie
@discoveryed

Top Tweeters in G8:
@bar_zie
@hlthiskrieger
@larryferlazzo
@blocht574
@naomiharm
@lrobbteacher
@marciamentor
@kfelicello
@middleweb
@jffdougan

Top Tweeters in G9:
@rightq
@pcalleypbvusd
@amylillingworth
@sandiegocoe
@jcpsky
@jcpshighea
@cgi_global
@kids_inspire
@rightquestion
@jcpsasstsupttl

Top Tweeters in G10:
@raiderdand
@markj_ohnson
@montereyaq
@cogswell_ben
@ncse
@csba_now
@gusdedservices
@sdschools
@wested
@palmspringsca


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.