ngss, Twitter, 8/4/2020 6:36:38 AM, 231795


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ngss_2020-08-03_23-10-12.xlsx
ngss_2020-08-03_23-10-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 04, 2020
Short Description:
ngss via NodeXL https://bit.ly/3fvvjNL
@jp_ngss
@smr_foundation
@officialngss
@keithpiccard
@ngss_tweeps
@nsta
@ngssphenomena
@stemteachtools
@ctskeeley
@nesta_us

Top hashtags:
#ngss
#ngsschat
#stem
#science
#anildeshmukhsavingssrkillers
#scied
#shameonmumbaipolice

Description:
Description
The graph represents a network of 5,231 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 Tuesday, 04 August 2020 at 06:17 UTC.

The requested start date was Tuesday, 04 August 2020 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 68-day, 13-hour, 46-minute period from Tuesday, 26 May 2020 at 16:24 UTC to Monday, 03 August 2020 at 06:11 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 : 5231
Unique Edges : 5107
Edges With Duplicates : 11399
Total Edges : 16506
Number of Edge Types : 5
Retweet : 4126
MentionsInRetweet : 5552
Tweet : 2408
Replies to : 1385
Mentions : 3035
Self-Loops : 2504
Reciprocated Vertex Pair Ratio : 0.0554578655484918
Reciprocated Edge Ratio : 0.105087786748686
Connected Components : 915
Single-Vertex Connected Components : 429
Maximum Vertices in a Connected Component : 2726
Maximum Edges in a Connected Component : 12094
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.431755
Graph Density : 0.000285216862409821
Modularity : 0.425216
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 5,231 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 Tuesday, 04 August 2020 at 06:17 UTC.

The requested start date was Tuesday, 04 August 2020 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 68-day, 13-hour, 46-minute period from Tuesday, 26 May 2020 at 16:24 UTC to Monday, 03 August 2020 at 06:11 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:
[25] https://twitter.com/cspotweet/status/1272643628007972864
[16] https://www.tytoonline.com/microgrant/
[13] http://www.ngss.co.ke
[13] https://docs.google.com/document/d/1j9akcyOB_ojghSRGCvo6cdNnxjGwvU4MuxXv-YtNndM/edit
[12] http://stemteachingtools.org/brief/43
[12] https://www.definedstem.com/blog/project-based-learning-and-standards/
[11] http://stemteachingtools.org/brief/31
[11] https://www.youtube.com/watch?v=OMfERFQuTDU&feature=youtu.be

[11] https://www.3dsciencecafe.org/
[9] https://www.nsta.org/lesson-plan/how-can-plants-break-rocks

Top URLs in Tweet in G1:
[12] http://stemteachingtools.org/brief/43
[11] http://stemteachingtools.org/brief/31
[8] https://centerx.gseis.ucla.edu/science-project/elementary-science-activities-for-home-learning/
[8] https://docs.google.com/document/d/1j9akcyOB_ojghSRGCvo6cdNnxjGwvU4MuxXv-YtNndM/edit
[6] https://www.edutopia.org/article/building-critical-thinkers-combining-stem-history
[6] https://content.sierraclub.org/creative-archive/sites/content.sierraclub.org.creative-archive/files/pdfs/100_96_NavajoGeneratingStation_FactSht_07_low.pdf
[5] https://osf.io/uwza6/
[5] https://mailchi.mp/b1537e6d5d4d/mi-star-news-stemworks-1549124
[5] https://www.dmns.org/learn/dmns-at-home/teach/teacher-professional-development/online-course-explore-before-explain-a-practical-and-fun-approach-towards-ngss/
[4] https://twitter.com/meganbang3/status/1278854461771874305

Top URLs in Tweet in G2:
[3] https://twitter.com/yao_frndez/status/1274649033173348357
[2] https://twitter.com/BomboclaatThis/status/1244712667203407879
[2] https://www.reddit.com/comments/guk42o
[2] https://twitter.com/CBSNews/status/1267471029921894400
[2] https://twitter.com/develo_pas_peur/status/1268572227584303105
[2] https://twitter.com/ilian_dzz/status/1261813039822770180
[2] https://twitter.com/franceinfo/status/1270583721641443328
[2] https://twitter.com/cabeleiiraa225/status/1271029222920896513
[2] https://twitter.com/nasst530_212/status/1270887106269904897
[2] https://twitter.com/earthvisuals/status/1271285355375812611

Top URLs in Tweet in G3:
[16] https://www.tytoonline.com/microgrant/
[13] http://www.ngss.co.ke
[1] https://twitter.com/i/web/status/1265329327211778050
[1] https://twitter.com/i/web/status/1265381916263448581
[1] https://twitter.com/i/web/status/1265386318743379968
[1] https://educhange.com/sunscreendata/
[1] https://twitter.com/ewg/status/1265288333866999809
[1] https://twitter.com/i/web/status/1265430747399311367
[1] https://twitter.com/i/web/status/1265483619759534083
[1] https://new.nsta.org/bookstore

Top URLs in Tweet in G4:
[5] https://www.modelinginstruction.org/biology-hosted-by-amta-virtual/
[3] https://twitter.com/chemistryvid/status/1271272609338933248
[2] https://sadlerscience.com/2020/06/07/updating-interactive-notebooks-for-ngss/
[1] https://twitter.com/bridgeta007/status/1266825152593104897
[1] https://twitter.com/krenaep/status/1269311695899459584
[1] https://twitter.com/i/web/status/1274159013547184129
[1] https://twitter.com/GinaMarie51480/status/1277090736815529984
[1] https://twitter.com/i/web/status/1277959558556680192
[1] https://www.ngssphenomena.com/professionallearning
[1] https://www.ngssphenomena.com/ourvoice/2020/5/1/30daysciencechallengesummeredition/

Top URLs in Tweet in G5:
[11] https://www.youtube.com/watch?v=OMfERFQuTDU&feature=youtu.be

[5] https://www.crowdcast.io/e/wevideo-science/register?__hstc=234374977.7144f9d032a2faf3bce419ad1c33bf07.1570484655434.1591987138411.1592233774646.628&__hssc=234374977.1.1592237575461&__hsfp=563613201&hsCtaTracking=095a9f14-2fbf-446d-b5a6-49ec72d6bff8|1931b041-9c45-4417-8414-621a510e373e
[5] https://www.gla.ac.uk/researchinstitutes/iii/informationforstudents/communication/internalevents/bioinformatics/
[5] https://www.pltw.org/blog/elementary-science-and-pltw-launch
[4] https://www.pltw.org/science
[4] https://padlet.com/teachwatts/ISSScience
[3] https://store.iss.edu/products/deep-dive-session-pk-12-science-educators
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=228992
[2] https://www.teacherspayteachers.com/Store/Brookss-Chemistry-Planet
[2] https://www.teacherspayteachers.com/Product/Prohibition-and-Distillation-4471481

Top URLs in Tweet in G6:
[6] https://www.nsta.org/lesson-plan/how-can-plants-break-rocks
[6] https://drive.google.com/open?id=1HoE21xNTAEv9YYEZurjxiIxn1cxLP1qAiGznaon3VnY
[6] https://twitter.com/rvccngss/status/1265677791091134465
[3] https://stemforall2017.videohall.com/presentations/941
[2] https://drive.google.com/open?id=1Gj1Uqcb-_8dRN1p81rsoEn9KN60qyPMm
[1] https://www.nsela.org
[1] https://nabt.org/Resources-American-Biology-Teacher
[1] https://twitter.com/i/web/status/1271461986740645895
[1] https://twitter.com/i/web/status/1282643869767794690
[1] https://twitter.com/i/web/status/1287421662040907776

Top URLs in Tweet in G7:
[2] https://www.youtube.com/watch?v=AxZojlP1nSs&feature=youtu.be

[1] https://twitter.com/ngss_official/status/1269508007592779778
[1] https://twitter.com/AravindVJ_/status/1270252928125726720
[1] https://twitter.com/prathu_bothare/status/1270285093240582146
[1] https://twitter.com/rameshlaus/status/1270302679240019968
[1] https://twitter.com/Ajith__kd/status/1270315735680610305
[1] https://twitter.com/sunnewstamil/status/1270336736225144832
[1] https://twitter.com/RP_Vinothh/status/1270364876263682048
[1] https://twitter.com/vignesh_freeky/status/1270519956715835397
[1] https://twitter.com/Rt7778/status/1270525892083593216

Top URLs in Tweet in G8:
[11] https://www.3dsciencecafe.org/
[5] https://www.tri-association.org/conference-institutes/onlinecourses/ngss-mshs
[4] https://www.tri-association.org/conference-institutes/onlinecourses/ngss-elem
[3] https://www.pinterest.com/nesta_us/geology/
[2] https://www.youtube.com/watch?v=ApLp7GMDOE0

[2] https://divediscover.whoi.edu/hydrothermal-vents/
[2] https://docs.google.com/document/d/1j9akcyOB_ojghSRGCvo6cdNnxjGwvU4MuxXv-YtNndM/edit
[2] https://thewonderofscience.com/
[2] https://twitch.tv/sciencestreams
[1] https://twitter.com/i/web/status/1265317896160374785

Top URLs in Tweet in G9:
[25] https://twitter.com/cspotweet/status/1272643628007972864
[1] https://twitter.com/i/web/status/1271267708210868225
[1] https://twitter.com/i/web/status/1273603971429605376

Top URLs in Tweet in G10:
[3] https://sites.google.com/site/sciencephenomena/search
[3] https://www.creosityspace.com/decoding-ngss.html
[1] https://twitter.com/i/web/status/1269536129428094981
[1] https://twitter.com/KidadaEWilliams/status/1281547313501163520
[1] https://twitter.com/LizWaynePhD/status/1288861985271164931
[1] https://twitter.com/TdiShelton/status/1276987228695203842
[1] https://twitter.com/nickgotteched/status/1265805738590392325
[1] https://twitter.com/ngssfresno/status/1275579353670156289
[1] https://melsteachingcorner.blogspot.com/p/ngss.html
[1] https://twitter.com/OfficialNGSS/status/1266039164291735552

Top Domains
Top Domains in Tweet in Entire Graph:
[1237] twitter.com
[79] google.com
[63] youtube.com
[46] ngsnavigators.com
[40] stemteachingtools.org
[29] nextgenscience.org
[25] nsta.org
[16] tytoonline.com
[14] definedstem.com
[13] co.ke

Top Domains in Tweet in G1:
[323] twitter.com
[46] ngsnavigators.com
[40] stemteachingtools.org
[31] google.com
[23] nextgenscience.org
[10] nsta.org
[10] youtube.com
[8] ucla.edu
[7] spotify.com
[6] edutopia.org

Top Domains in Tweet in G2:
[197] twitter.com
[2] reddit.com
[2] artist.es
[2] youtube.com
[1] uquiz.com
[1] soundcloud.com
[1] arteradio.com
[1] carrd.co
[1] chainsawsuit.com

Top Domains in Tweet in G3:
[145] twitter.com
[16] tytoonline.com
[13] co.ke
[6] youtube.com
[4] nsta.org
[4] linkedin.com
[3] businesswire.com
[3] blogspot.com
[3] nextgenscience.org
[3] apasseducation.com

Top Domains in Tweet in G4:
[38] twitter.com
[5] modelinginstruction.org
[5] sadlerscience.com
[3] concord.org
[2] ngssphenomena.com
[2] google.com
[1] si.edu
[1] connectedbio.org
[1] acwd.org
[1] nextgenscience.org

Top Domains in Tweet in G5:
[39] twitter.com
[20] youtube.com
[11] pltw.org
[5] teacherspayteachers.com
[5] crowdcast.io
[5] ac.uk
[4] nodexlgraphgallery.org
[4] padlet.com
[4] iss.edu
[3] evols.org

Top Domains in Tweet in G6:
[22] twitter.com
[8] google.com
[7] nsta.org
[4] reddit.com
[3] videohall.com
[1] nsela.org
[1] nabt.org
[1] youtube.com
[1] tnyurl.com
[1] tinyurl.com

Top Domains in Tweet in G7:
[19] twitter.com
[2] youtube.com
[1] youracclaim.com

Top Domains in Tweet in G8:
[24] twitter.com
[11] 3dsciencecafe.org
[9] tri-association.org
[6] youtube.com
[3] pinterest.com
[3] google.com
[2] whoi.edu
[2] thewonderofscience.com
[2] twitch.tv
[1] theatlantic.com

Top Domains in Tweet in G9:
[27] twitter.com

Top Domains in Tweet in G10:
[25] twitter.com
[6] creosityspace.com
[4] google.com
[3] youtube.com
[1] blogspot.com
[1] nextgenscience.org
[1] net.au
[1] homesciencetools.com
[1] onlineteacheryouniversity.com
[1] thewonderofscience.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1587] ngss
[497] ngsschat
[230] stem
[135] science
[135] anildeshmukhsavingssrkillers
[108] scied
[107] shameonmumbaipolice
[68] cangss
[68] scichat
[68] stopblackmailingsspkashmore



Top Hashtags in Tweet in G1:
[765] ngss
[363] ngsschat
[77] scied
[65] cangss
[39] openscied
[30] science
[29] astbookchat
[26] distancelearning
[23] equity
[20] frameworkfriday

Top Hashtags in Tweet in G2:
[8] voguechallenge
[7] blacklivesmatter
[5] bleach
[4] macron20h
[2] tonymcdade
[2] anonymous
[2] ye
[2] ahmaudarbery
[2] freebritney
[2] iamsomebodyartistclub

Top Hashtags in Tweet in G3:
[85] ngss
[67] anildeshmukhsavingssrkillers
[50] shameonmumbaipolice
[26] science
[23] stem
[19] education
[18] edchat
[17] middleschools
[10] contipartnerthika
[9] thikatown

Top Hashtags in Tweet in G4:
[67] ngss
[32] ngsschat
[13] distancelearning
[5] connectedbio
[5] phenomena
[4] handsonscience
[4] longdistancelearning
[3] diningroomtakeover
[3] biology
[3] teachers

Top Hashtags in Tweet in G5:
[152] ngss
[110] stem
[50] steam
[40] k12
[27] stem_discipline
[20] scienceeducation
[14] stel
[13] pltw
[12] elemchat
[12] science

Top Hashtags in Tweet in G6:
[72] ngss
[18] nsta
[12] nsta20
[10] stem
[10] ngsschat
[6] scied
[6] scichat
[4] phenomena
[3] formative
[3] grc

Top Hashtags in Tweet in G7:
[43] canceltnsemesterexams
[9] justiceforjayarajandfenix
[8] cancelauexamstn
[4] justiceforstudents
[4] sslcexam
[4] ugc_cancel_exam
[4] ugcguidelines
[4] cancel_exam2020
[3] justiceforjeyarajandfenix
[3] promote_all_college_students

Top Hashtags in Tweet in G8:
[46] ngss
[23] triassociation
[22] saturdaymorning
[20] scitlap
[19] science
[18] earthscience
[18] stem
[18] chemistry
[15] biology
[11] onlineteaching

Top Hashtags in Tweet in G10:
[47] ngss
[15] ngsschat
[8] remotelearning
[8] science
[6] issedu
[6] bahrainedu
[5] rvisionaries
[5] phenomenon
[5] chemathome
[4] rvis1m

Top Words
Top Words in Tweet in Entire Graph:
[1681] ngss
[1584] #ngss
[1522] science
[639] students
[630] learning
[493] #ngsschat
[476] summer
[458] teachers
[386] school
[336] great

Top Words in Tweet in G1:
[762] #ngss
[698] science
[667] ngss
[363] #ngsschat
[316] learning
[295] students
[239] ngss_tweeps
[205] teachers
[166] stemteachtools
[164] more

Top Words in Tweet in G2:
[114] jp_ngss
[99] ça
[90] quand
[74] ce
[68] mais
[57] fait
[54] ai
[48] plus
[48] ils
[47] tout

Top Words in Tweet in G3:
[192] ngss
[85] #ngss
[73] science
[67] #anildeshmukhsavingssrkillers
[50] #shameonmumbaipolice
[31] die
[30] standards
[30] learning
[26] #science
[23] teachers

Top Words in Tweet in G4:
[205] science
[162] summer
[119] ngssphenomena
[91] fun
[85] day
[84] 30
[81] challenge
[79] see
[78] share
[70] let's

Top Words in Tweet in G5:
[152] #ngss
[108] #stem
[85] students
[82] pltw
[67] ãƒ
[61] science
[58] pltworg
[58] kispride
[58] school
[57] discover

Top Words in Tweet in G6:
[131] ctskeeley
[72] #ngss
[70] know
[48] probes
[47] learning
[47] usi
[46] students
[45] digital
[43] summer
[43] nsta

Top Words in Tweet in G7:
[68] ngss_official
[52] த
[43] #canceltnsemesterexams
[30] ய
[23] ம
[23] க
[22] ல
[22] beebomco
[22] வ
[20] ர

Top Words in Tweet in G8:
[80] nesta_us
[60] science
[58] online
[46] #ngss
[41] school
[40] paulandersen
[35] guide
[35] perfect
[33] ngss
[30] teaching

Top Words in Tweet in G9:
[73] s_hastingssimon
[71] environmental
[71] monitoring
[71] restart
[3] stopped
[3] last
[3] year
[3] same
[3] reason
[3] expired

Top Words in Tweet in G10:
[47] #ngss
[23] science
[22] ngss
[16] students
[15] #ngsschat
[13] classroom
[12] virtual
[12] learning
[11] great
[11] officialngss

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[198] science,summer
[131] #ngss,#ngsschat
[127] 30,day
[126] fun,science
[117] distance,learning
[115] science,education
[105] happy,share
[101] share,30
[101] day,science
[100] let's,fun

Top Word Pairs in Tweet in G1:
[84] science,education
[63] #ngss,#ngsschat
[61] #ngss,implementation
[60] distance,learning
[55] ca,educators
[55] educators,cascience
[55] cascience,urgently
[55] urgently,needs
[55] needs,input
[55] input,survey

Top Word Pairs in Tweet in G2:
[12] stop,watching
[11] tout,monde
[11] comme,ça
[8] qu,ils
[7] ig,iobbu
[7] trop,mal
[7] ils,ont
[7] ils,vont
[6] chris_atw,ig
[6] iobbu,jipi_ngss

Top Word Pairs in Tweet in G3:
[32] #shameonmumbaipolice,#anildeshmukhsavingssrkillers
[17] still,time
[17] time,apply
[17] apply,2020
[17] 2020,ngss
[17] ngss,microgrant
[17] microgrant,deadline
[17] deadline,june
[17] june,easy
[17] easy,application

Top Word Pairs in Tweet in G4:
[134] science,summer
[82] fun,science
[81] 30,day
[68] happy,share
[68] share,30
[68] day,science
[68] let's,fun
[67] summer,challenge
[67] challenge,let's
[67] summer,see

Top Word Pairs in Tweet in G5:
[43] #stem,#steam
[36] summer,school
[36] ãƒ,ãƒ
[34] #ngss,#stem
[30] pltworg,pltw
[29] students,discover
[29] discover,build
[29] build,confidence
[29] confidence,ask
[29] ask,questions

Top Word Pairs in Tweet in G6:
[43] ctskeeley,know
[27] summer,institute
[25] institute,live
[22] engage,students
[22] live,online
[21] know,usi
[21] usi,probes
[21] probes,great
[21] great,use
[21] use,during

Top Word Pairs in Tweet in G7:
[15] mukuls976,beebomco
[14] #canceltnsemesterexams,#canceltnsemesterexams
[14] ngss_official,mukuls976
[12] த,த
[10] த,ர
[9] ர,வ
[8] ண,ட
[8] க,க
[8] த,ய
[7] ssrivatsan,fonearenatamil

Top Word Pairs in Tweet in G8:
[23] #triassociation,online
[23] online,course
[23] course,paul
[23] paul,andersen
[23] andersen,paulandersen
[23] paulandersen,online
[23] online,guide
[22] beauty,crystallization
[22] crystallization,minerals
[22] minerals,elements

Top Word Pairs in Tweet in G9:
[71] environmental,monitoring
[71] monitoring,restart
[70] s_hastingssimon,environmental
[3] stopped,last
[3] last,year
[3] year,same
[3] same,reason
[3] reason,expired
[3] expired,tag
[3] tag,license

Top Word Pairs in Tweet in G10:
[6] spread,word
[6] word,scifri
[6] scifri,having
[6] having,virtual
[6] virtual,summer
[6] summer,institute
[6] institute,12
[6] 12,educators
[6] educators,pretty
[6] pretty,cool

Top Replied-To
Top Replied-To in Entire Graph:
@jp_ngss
@ngss_official
@bmsscienceteach
@scijeanne
@sbottasullivan
@thinksci
@elemscitchr
@dionysosduswag
@drloriandersen
@_ngss_

Top Replied-To in G1:
@bmsscienceteach
@sbottasullivan
@scijeanne
@thinksci
@elemscitchr
@drloriandersen
@krenaep
@ngss_tweeps
@tdishelton
@drdsteele_phd

Top Replied-To in G2:
@jp_ngss
@dionysosduswag
@eggatn
@diodionychopper
@itachiofwgkta
@klefman_
@trap_queen07
@oaristysev
@va_laa_bas

Top Replied-To in G3:
@terrycontant

Top Replied-To in G4:
@labliston
@emsandy
@3dscinceguy
@nflynnseattle
@effelgorp
@anna_phd
@historylbusd
@msrocksstars
@kimmomteacher
@kepalasuku838

Top Replied-To in G5:
@tdishelton
@teacher2teacher
@mycolekids
@icecube
@mrlerchclass

Top Replied-To in G6:
@anjanaiyer
@rvccngss
@doc_kristy
@ibchemninja
@phenomen__al
@mssamuelscience
@mrs_condon1
@karimotq
@drloriandersen
@akwinri71

Top Replied-To in G7:
@ngss_official
@sanjanind
@pttvonlinenews
@rameshlaus
@tarunkishore007
@haddin7
@geekytamizha_
@news7tamil
@girisonnaseri
@manukumarjain

Top Replied-To in G8:
@xeno_lith
@educatoral
@mistersci
@themathprofs
@ed_hawkins
@phaneritic
@sciencepittstop
@ryanintheus
@chem_warrior
@lynnshon

Top Replied-To in G10:
@officialngss
@xeno_lith
@33heupel
@jrosenberg6432
@melshep34
@kollmanrebecca
@gimuz31
@orbcat
@khawaja_hanadi
@tdishelton

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@ctskeeley
@ngssphenomena
@stemteachtools
@officialngss
@tjscience
@nsta
@philiplbell
@cascience
@ngsnavigators

Top Mentioned in G1:
@ngss_tweeps
@stemteachtools
@tjscience
@officialngss
@philiplbell
@cascience
@ngsnavigators
@nsta
@ngsschat
@flabellinajg

Top Mentioned in G2:
@jp_ngss
@eggatn
@ordurebizarree
@zinaelric
@dionysosduswag
@bouteflikov
@chris_atw
@trap_queen07
@itachiofwgkta

Top Mentioned in G3:
@kimlepre
@educhange

Top Mentioned in G4:
@ngssphenomena
@concorddotorg
@ngss_tweeps
@ngss
@officialngss
@tanea_hibler
@anneamadden
@pgcpsscience
@3dscinceguy
@jcpsscience

Top Mentioned in G5:
@pltworg
@kispride
@robzook1
@jerjacobsen250
@youtube
@theresajhall
@rufaidia
@officialngss
@ngss_tweeps
@nasastem

Top Mentioned in G6:
@ctskeeley
@rvccngss
@leadinsci
@ngssphenomena
@phenomen__al
@ngss_tweeps
@njstanews
@evangelinaru
@debbieericksen5
@nselascience

Top Mentioned in G7:
@ngss_official
@beebomco
@mukuls976
@cmotamilnadu
@xiaomiindia
@kpanbalaganoffl
@news7tamil
@ssrivatsan
@fonearenatamil
@airtelindia

Top Mentioned in G8:
@nesta_us
@paulandersen
@3dsciencecafe
@daleyscience
@nasagiss
@triassociation
@nestle
@nysmtp
@officialngss
@smithsonian

Top Mentioned in G9:
@s_hastingssimon

Top Mentioned in G10:
@officialngss
@rvis_bh
@scifri
@melshep34
@steamcafe2
@creosityspace
@vivifystem
@garciascihawk
@dailystem
@msxgarcia

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@airtel_presence
@vodafonein
@jiocare
@ez4u2say_janis
@faithfulnews
@bcci
@1loriking
@femtech_
@shirleyringuet5

Top Tweeters in G1:
@moniselseward
@nuria2407
@freep
@wholefoods
@flipgrid
@ksbw
@korytellers
@rafranzdavis
@bflamel
@educationweek

Top Tweeters in G2:
@kiiiimiiiia
@liloneteveez93
@youranoncentral
@_therealbene
@curlsnmelanin_
@wesleylantana
@mangeur2kebab
@kevinbobby
@adaminho_14
@asos

Top Tweeters in G3:
@cas_2050001283
@faithfulnews
@stopthatgirl7
@realshowstopper
@fhainalex
@editaola
@newsfrombw
@piyakhanna
@zaretten
@andy_n2000

Top Tweeters in G4:
@tweetramalan
@interactionsinc
@phoare1963
@mweiss_tue
@remindhq
@anna_phd
@thekeylrc
@jmaxey1
@michiganstateu
@dsghataura

Top Tweeters in G5:
@femtech_
@codedailybot
@wadakashiho
@llnuxbot
@jacobussystems
@zachdaleaalderi
@teacher2teacher
@edchateu
@sprintbaseb
@astronautabby

Top Tweeters in G6:
@jchrispires
@doc_kristy
@whdisch
@needhaml56
@de
@dassel
@monica_vincent
@sciencecat222
@melindafugate
@eposthuma

Top Tweeters in G7:
@airtel_presence
@vodafonein
@jiocare
@bcci
@dinamalarweb
@pttvonlinenews
@rameshlaus
@news7tamil
@oppomobileindia
@polimernews

Top Tweeters in G8:
@dv99999
@cornubiageol
@gdorn1
@voxdotcom
@meg_gruber
@nytscience
@jeffhavig
@phaneritic
@s_akrati
@chem_warrior

Top Tweeters in G9:
@ez4u2say_janis
@1loriking
@softgrasswalker
@vancitydan
@wavetop
@loxyisme
@darlenearsenau1
@joyuslyfly
@bilongma
@cbcwatcher8

Top Tweeters in G10:
@professorkim
@scifri
@rwood2477
@seesaw
@rachaellehr
@dailystem
@christinebemis2
@michelle4edu
@jakemillertech
@tracyscottkelly


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