ngss, Twitter, 7/7/2020 2:11:01 PM, 230313


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ngss_2020-07-06_23-10-12.xlsx
ngss_2020-07-06_23-10-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 07, 2020
Short Description:
ngss via NodeXL https://bit.ly/3f6OvSV
@jp_ngss
@smr_foundation
@officialngss
@ngss_tweeps
@keithpiccard
@ngssphenomena
@nsta
@stemteachtools
@ctskeeley
@nesta_us

Top hashtags:
#ngss
#ngsschat
#stem
#science
#stopblackmailingsspkashmore
#welldonesspkashmore
#scied

Description:
Description
The graph represents a network of 3,654 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, 07 July 2020 at 06:11 UTC.

The requested start date was Tuesday, 07 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 44-day, 8-hour, 56-minute period from Saturday, 23 May 2020 at 15:03 UTC to Tuesday, 07 July 2020 at 00:00 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 : 3654
Unique Edges : 3337
Edges With Duplicates : 7615
Total Edges : 10952
Number of Edge Types : 5
Replies to : 867
Mentions : 2024
Retweet : 2838
MentionsInRetweet : 3638
Tweet : 1585
Self-Loops : 1653
Reciprocated Vertex Pair Ratio : 0.0517522412387938
Reciprocated Edge Ratio : 0.0984114684230918
Connected Components : 625
Single-Vertex Connected Components : 281
Maximum Vertices in a Connected Component : 1886
Maximum Edges in a Connected Component : 7926
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.405528
Graph Density : 0.000386722806651632
Modularity : 0.437772
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 3,654 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, 07 July 2020 at 06:11 UTC.

The requested start date was Tuesday, 07 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 44-day, 8-hour, 56-minute period from Saturday, 23 May 2020 at 15:03 UTC to Tuesday, 07 July 2020 at 00:00 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/
[12] https://docs.google.com/document/d/1j9akcyOB_ojghSRGCvo6cdNnxjGwvU4MuxXv-YtNndM/edit
[11] http://stemteachingtools.org/brief/31
[10] https://www.youtube.com/watch?v=OMfERFQuTDU&feature=youtu.be

[10] https://www.pinterest.com/nesta_us/geology/
[9] https://www.nsta.org/lesson-plan/how-can-plants-break-rocks
[8] http://www.ngss.co.ke
[8] https://centerx.gseis.ucla.edu/science-project/elementary-science-activities-for-home-learning/
[7] https://ncse.ngo/new-ncsepenn-state-survey-finds-impressive-gains-evolution-education

Top URLs in Tweet in G1:
[10] http://stemteachingtools.org/brief/31
[8] https://centerx.gseis.ucla.edu/science-project/elementary-science-activities-for-home-learning/
[5] https://osf.io/uwza6/
[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://utk.co1.qualtrics.com/jfe/form/SV_e5tbcQK2PMcZFDT
[3] https://twitter.com/OfficialNGSS/status/1270000646347993088
[3] https://twitter.com/meganbang3/status/1278854461771874305
[3] https://open.spotify.com/episode/1AcuCyMccMbmfJihTWiv4v?si=hye4w3v-SRKklqGfOzXS9A
[3] https://threadreaderapp.com/thread/1277591058839490561.html
[3] https://www.ngsnavigators.com/blog/ngsnavigators-podcast-encore-15-david-grossman

Top URLs in Tweet in G2:
[3] https://twitter.com/yao_frndez/status/1274649033173348357
[2] https://twitter.com/Esprit_ivoirien/status/1263575035438039040
[2] https://twitter.com/BomboclaatThis/status/1244712667203407879
[2] https://www.reddit.com/comments/guk42o
[2] https://twitter.com/BomboclaatThis/status/1267141533775605762
[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

Top URLs in Tweet in G3:
[16] https://www.tytoonline.com/microgrant/
[8] http://www.ngss.co.ke
[2] https://exemplars.com/sample-performance-tasks/ngss-science-samples
[2] https://docs.google.com/forms/d/e/1FAIpQLSfOQzkd_Fj1WtbTzClErd55kMZAdsoeJ18EMqNWaEzJaD6nHA/viewform?usp=send_form
[1] https://twitter.com/i/web/status/1264384936846426112
[1] https://twitter.com/i/web/status/1264493605453955072
[1] https://www.nationalgeographic.org/activity/sugars-not-sweet-for-great-barrier-reef/
[1] https://twitter.com/i/web/status/1264659470493331456
[1] https://twitter.com/techsavvysci/status/1262050633810694144
[1] https://twitter.com/i/web/status/1264835419092455424

Top URLs in Tweet in G4:
[5] https://twitter.com/rvccngss/status/1265677791091134465
[4] http://tinyurl.com/RVCC-REGSI20
[3] https://twitter.com/chemistryvid/status/1271272609338933248
[3] https://drive.google.com/open?id=1Gj1Uqcb-_8dRN1p81rsoEn9KN60qyPMm
[2] https://sadlerscience.com/2020/06/07/updating-interactive-notebooks-for-ngss/
[2] https://drive.google.com/open?id=1HoE21xNTAEv9YYEZurjxiIxn1cxLP1qAiGznaon3VnY
[2] https://stemforall2017.videohall.com/presentations/941
[2] https://twitter.com/mzirbs/status/1270168078953914369
[1] https://twitter.com/marisacastrono2/status/1262088295619665929
[1] https://twitter.com/bridgeta007/status/1266825152593104897

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

[6] https://www.gla.ac.uk/researchinstitutes/iii/informationforstudents/communication/internalevents/bioinformatics/
[5] https://www.pltw.org/blog/elementary-science-and-pltw-launch
[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
[4] https://www.pltw.org/science
[3] https://www.youtube.com/watch?v=R-hhXDX98us&feature=youtu.be

[3] https://store.iss.edu/products/deep-dive-session-pk-12-science-educators
[2] https://twitter.com/PLTWorg/status/1278313778464129027
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=228992
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=229766

Top URLs in Tweet in G6:
[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
[1] https://twitter.com/Gopi_Snapper_/status/1262186514395525121

Top URLs in Tweet in G7:
[3] https://www.kidsatscience.org/
[2] https://na.eventscloud.com/ereg/index.php?eventid=550410&
[2] https://twitter.com/nextgenscience/status/1276149760236425221
[2] https://twitter.com/auntjennoelle/status/1275843600157257728
[2] https://www.youtube.com/playlist?list=PLYnHD1gOg4Q7j6-fqS4QSrosAZfwB2uWe

[1] https://twitter.com/EdSource/status/1280158542981246976
[1] https://twitter.com/Leena219/status/1271846388704309249
[1] http://but.ly/sccoeDLwebinar
[1] https://twitter.com/pacadavision/status/1268204499786579968
[1] https://twitter.com/williamfranzell/status/1273320425607401473

Top URLs in Tweet in G8:
[7] https://www.nsta.org/lesson-plan/how-can-plants-break-rocks
[4] https://blog.learninglist.com/new-product-pearsons-elevate-science-for-ngss/
[1] https://www.nsela.org
[1] https://nabt.org/Resources-American-Biology-Teacher
[1] https://twitter.com/i/web/status/1271461986740645895
[1] https://blog.learninglist.com/?s=science+dimensions
[1] https://blog.learninglist.com/
[1] https://twitter.com/i/web/status/1278313163054886912
[1] https://blog.learninglist.com/trends-in-materials-designed-for-ngss/
[1] https://blog.learninglist.com/new-product-stemscopes/

Top URLs in Tweet in G9:
[5] https://www.modelinginstruction.org/biology-hosted-by-amta-virtual/
[2] https://www.twitch.tv/sciencestreams
[2] https://ngss.sdcoe.net/
[1] https://twitter.com/ngssmademedoit/status/1280168075606798337
[1] https://thewonderofscience.com/documents
[1] https://twitter.com/nytimes/status/1271751695886888960
[1] https://twitter.com/edutopia/status/1277614315118395393
[1] https://twitter.com/ngssmademedoit/status/1271840400949473280
[1] https://bmckinney-ngss.blogspot.com/2020/07/distance-learning-part-4-i-need-to.html
[1] https://bmckinney-ngss.blogspot.com/2020/06/distance-learning-part-1-what-just.html

Top URLs in Tweet in G10:
[25] https://twitter.com/cspotweet/status/1272643628007972864
[1] https://twitter.com/i/web/status/1271267708210868225
[1] https://twitter.com/i/web/status/1273603971429605376

Top Domains
Top Domains in Tweet in Entire Graph:
[785] twitter.com
[54] google.com
[38] youtube.com
[37] ngsnavigators.com
[26] stemteachingtools.org
[20] nsta.org
[16] tytoonline.com
[15] nextgenscience.org
[12] pinterest.com
[11] pltw.org

Top Domains in Tweet in G1:
[183] twitter.com
[37] ngsnavigators.com
[24] stemteachingtools.org
[16] google.com
[13] nextgenscience.org
[8] nsta.org
[8] ucla.edu
[6] spotify.com
[6] dmns.org
[5] osf.io

Top Domains in Tweet in G2:
[134] twitter.com
[2] reddit.com
[2] youtube.com
[1] uquiz.com
[1] soundcloud.com
[1] so.arte
[1] carrd.co
[1] chainsawsuit.com

Top Domains in Tweet in G3:
[87] twitter.com
[16] tytoonline.com
[8] co.ke
[5] youtube.com
[4] google.com
[2] exemplars.com
[2] nsta.org
[2] innovatingplay.world
[2] businesswire.com
[2] teacherspayteachers.com

Top Domains in Tweet in G4:
[31] twitter.com
[5] sadlerscience.com
[5] google.com
[4] tinyurl.com
[2] videohall.com
[1] tnyurl.com
[1] youtube.com
[1] stemscopes.com
[1] ow.ly
[1] businesswire.com

Top Domains in Tweet in G5:
[21] youtube.com
[19] twitter.com
[11] pltw.org
[6] ac.uk
[5] crowdcast.io
[4] nodexlgraphgallery.org
[4] iss.edu
[1] zoom.us
[1] birdbraintechnologies.com
[1] tgreduexplore.org

Top Domains in Tweet in G6:
[18] twitter.com
[1] youracclaim.com

Top Domains in Tweet in G7:
[40] twitter.com
[3] kidsatscience.org
[3] youtube.com
[2] eventscloud.com
[2] google.com
[2] stemteachingtools.org
[2] gotowebinar.com
[1] but.ly
[1] wested.org
[1] classroomscience.org

Top Domains in Tweet in G8:
[8] learninglist.com
[7] twitter.com
[7] nsta.org
[2] savvas.com
[1] nsela.org
[1] nabt.org
[1] reddit.com
[1] lab-aids.com
[1] hechingerreport.org
[1] kappanonline.org

Top Domains in Tweet in G9:
[13] twitter.com
[5] blogspot.com
[5] modelinginstruction.org
[2] concord.org
[2] twitch.tv
[2] sdcoe.net
[1] thewonderofscience.com
[1] connectedbio.org
[1] si.edu
[1] nextgenscience.org

Top Domains in Tweet in G10:
[27] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1041] ngss
[368] ngsschat
[179] stem
[94] science
[68] stopblackmailingsspkashmore
[60] welldonesspkashmore
[56] scied
[47] cangss
[47] steam
[45] scichat



Top Hashtags in Tweet in G1:
[395] ngss
[250] ngsschat
[37] scied
[24] openscied
[23] astbookchat
[21] equity
[19] frameworkfriday
[18] teaching
[16] science
[12] nsta

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

Top Hashtags in Tweet in G3:
[67] ngss
[24] stem
[22] science
[19] education
[17] middleschools
[17] edchat
[13] sackcummingssavelives
[10] cummingsscandal
[7] stopblackmailingsspkashmore
[6] teachers

Top Hashtags in Tweet in G4:
[75] ngss
[40] ngsschat
[4] scichat
[4] handsonscience
[4] longdistancelearning
[2] engineering
[1] lessonplanning
[1] 5es
[1] projectbasedlearning
[1] aquaponics

Top Hashtags in Tweet in G5:
[100] ngss
[85] stem
[40] k12
[37] steam
[18] stem_discipline
[16] scienceeducation
[14] pltw
[12] elemchat
[12] science
[12] stel

Top Hashtags in Tweet in G6:
[40] canceltnsemesterexams
[9] justiceforjayarajandfenix
[8] cancelauexamstn
[4] justiceforstudents
[4] sslcexam
[3] exams2020
[3] promote_all_college_students
[3] covid19
[3] studentlivesmatter
[3] justiceforjeyarajandfenix

Top Hashtags in Tweet in G7:
[77] ngss
[33] cangss
[22] ngsschat
[16] openscied
[10] environmentalliteracy
[8] naturejournaling
[8] citizenscience
[5] hqpbl
[4] science
[4] svusdshines

Top Hashtags in Tweet in G8:
[32] ngss
[10] nsta
[10] stem
[5] nsta20
[5] scied
[5] ngsschat
[4] science
[4] k12education
[3] phenomena
[3] asechat

Top Hashtags in Tweet in G9:
[37] ngss
[24] distancelearning
[13] teachers
[8] scitlap
[6] students
[5] connectedbio
[4] ngsschat
[3] science
[3] tlap
[2] education

Top Words
Top Words in Tweet in Entire Graph:
[1279] ngss
[1073] science
[1038] #ngss
[481] students
[421] learning
[418] summer
[368] #ngsschat
[314] teachers
[295] school
[249] more

Top Words in Tweet in G1:
[545] ngss
[446] science
[392] #ngss
[250] #ngsschat
[240] students
[233] learning
[157] ngss_tweeps
[125] stemteachtools
[118] more
[113] teachers

Top Words in Tweet in G2:
[67] ça
[62] quand
[57] ce
[52] jp_ngss
[49] mais
[40] ils
[37] tout
[35] ai
[34] fait
[32] qu

Top Words in Tweet in G3:
[143] ngss
[67] #ngss
[56] science
[24] standards
[24] #stem
[22] #science
[21] 2020
[20] time
[20] apply
[19] june

Top Words in Tweet in G4:
[182] science
[170] summer
[124] ngssphenomena
[84] fun
[82] see
[76] share
[75] #ngss
[75] challenge
[74] 30
[74] day

Top Words in Tweet in G5:
[100] #ngss
[83] #stem
[76] pltw
[57] students
[54] kispride
[50] discover
[50] school
[46] pltworg
[46] science
[44] robzook1

Top Words in Tweet in G6:
[40] #canceltnsemesterexams
[35] ngss_official
[22] த
[20] க
[20] ம
[17] students
[12] ட
[11] வ
[10] ய
[10] kpanbalaganoffl

Top Words in Tweet in G7:
[77] #ngss
[72] science
[41] teachers
[38] ngss
[37] virtual
[37] k12alliance
[33] #cangss
[24] learning
[22] #ngsschat
[22] summer

Top Words in Tweet in G8:
[92] ctskeeley
[49] know
[41] phenomena
[36] nsta
[36] biology
[34] science
[32] free
[32] #ngss
[30] digital
[29] teachers

Top Words in Tweet in G9:
[37] #ngss
[32] science
[24] #distancelearning
[19] ngss
[17] biology
[16] 30
[14] ngssmademedoit
[13] learning
[13] #teachers
[12] school

Top Words in Tweet in G10:
[73] s_hastingssimon
[71] environmental
[71] monitoring
[71] restart
[3] stopped
[3] last
[3] year
[3] same
[3] reason
[3] expired

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[186] science,summer
[101] #ngss,#ngsschat
[99] 30,day
[98] fun,science
[97] happy,share
[95] share,30
[95] day,science
[94] let's,fun
[93] ngssphenomena,happy
[93] summer,challenge

Top Word Pairs in Tweet in G1:
[58] science,education
[52] interested,creating
[52] creating,ngss
[48] remote,learning
[46] science,learning
[42] #ngss,#ngsschat
[41] ngss,storylines
[41] summer,institute
[40] announcing,remote
[40] learning,summer

Top Word Pairs in Tweet in G2:
[11] tout,monde
[10] stop,watching
[7] ig,iobbu
[7] trop,mal
[7] comme,ça
[7] qu,ils
[6] chris_atw,ig
[6] iobbu,jipi_ngss
[6] black,people
[6] racisme,anti

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

Top Word Pairs in Tweet in G4:
[142] science,summer
[73] 30,day
[73] fun,science
[72] happy,share
[72] share,30
[72] day,science
[72] let's,fun
[71] summer,challenge
[71] challenge,let's
[71] summer,see

Top Word Pairs in Tweet in G5:
[35] summer,school
[31] #stem,#steam
[27] #ngss,#stem
[26] coverage,#ngss
[26] students,discover
[26] discover,build
[26] build,confidence
[26] confidence,ask
[26] ask,questions
[25] pltworg,pltw

Top Word Pairs in Tweet in G6:
[14] #canceltnsemesterexams,#canceltnsemesterexams
[7] ssrivatsan,fonearenatamil
[6] ங,க
[5] kpanbalaganoffl,cmotamilnadu
[5] news7tamil,twitterindia
[4] ட,ம
[4] க,க
[4] redmiindia,xiaomiindia
[4] college,students
[4] ண,ட

Top Word Pairs in Tweet in G7:
[13] leadership,institute
[11] science,education
[10] #ngss,#ngsschat
[10] california,partner
[10] #openscied,network
[10] virtual,summer
[9] #cangss,#ngss
[9] #ngss,#cangss
[9] official,california
[9] partner,thrilled

Top Word Pairs in Tweet in G8:
[27] ctskeeley,know
[22] usi,books
[21] know,site
[21] site,licenses
[21] licenses,digital
[21] digital,versions
[21] versions,usi
[21] books,available
[21] available,thru
[21] thru,nsta

Top Word Pairs in Tweet in G9:
[10] ngssmademedoit,#distancelearning
[8] distance,learning
[7] high,school
[7] #distancelearning,part
[7] good,morning
[7] morning,great
[7] great,little
[7] little,30
[7] 30,minute
[7] minute,science

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@jp_ngss
@ngss_official
@sbottasullivan
@scijeanne
@dionysosduswag
@elemscitchr
@davidknuffke
@krenaep
@thinksci

Top Replied-To in G1:
@sbottasullivan
@scijeanne
@elemscitchr
@krenaep
@thinksci
@ngssfresno
@drloriandersen
@2361427mm
@officialngss
@ngss_tweeps

Top Replied-To in G2:
@jp_ngss
@dionysosduswag
@eggatn
@trap_queen07
@va_laa_bas
@chris_atw
@votoor
@kouli_pipi
@bin__si

Top Replied-To in G4:
@elkinssciky
@labliston
@innes434
@nflynnseattle
@mssamuelscience
@kygunzz
@karimotq
@drloriandersen
@akwinri71
@phenomen__al

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

Top Replied-To in G6:
@ngss_official
@pttvonlinenews
@siva_bharani
@haddin7
@rameshlaus
@komakulaakshay
@beebomco
@sunnewstamil
@dinamalarweb
@news7tamil

Top Replied-To in G7:
@cortega2468
@srvusd_ngss
@ngss_tweeps
@rjmama
@digitaltidepool
@sanchez923
@olgacammer
@markchris777
@practicescience
@ehauck_sci

Top Replied-To in G8:
@doc_kristy
@edreports
@pbgrange
@marcneesam

Top Replied-To in G9:
@msrocksstars
@kimmomteacher
@dsghataura
@themathprofs
@effelgorp
@phaneritic
@sciencepittstop
@ryanintheus
@ed_hawkins
@chem_warrior

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@ngssphenomena
@stemteachtools
@officialngss
@ctskeeley
@nesta_us
@tjscience
@nsta
@s_hastingssimon
@ngsnavigators

Top Mentioned in G1:
@ngss_tweeps
@stemteachtools
@officialngss
@tjscience
@philiplbell
@ngsnavigators
@nsta
@ngsschat
@reiserbrianj
@openscied

Top Mentioned in G2:
@ordurebizarree
@dionysosduswag
@bouteflikov
@eggatn
@chris_atw
@jp_ngss
@thememesbot
@camsvisualart
@ackerwooman

Top Mentioned in G3:
@thorstenjess
@lucernehistory
@educhange
@kimlepre

Top Mentioned in G4:
@ngssphenomena
@rvccngss
@leadinsci
@bipps
@officialngss
@ngss_tweeps
@kygunzz
@stemscopes
@phenomen__al
@njstanews

Top Mentioned in G5:
@kispride
@pltworg
@robzook1
@jerjacobsen250
@youtube
@theresajhall
@ngss_tweeps
@educre8ive
@bowersnoborders
@apoduvall

Top Mentioned in G6:
@kpanbalaganoffl
@xiaomiindia
@ssrivatsan
@fonearenatamil
@cmotamilnadu
@news7tamil
@twitterindia
@ngss_official
@manukumarjain
@redmiindia

Top Mentioned in G7:
@k12alliance
@earlyimplement
@chienforstem
@auntjennoelle
@officialngss
@paisleylisa
@cascience
@ngss_tweeps
@tanyaswright
@stemteachtools

Top Mentioned in G8:
@ctskeeley
@savvaslearning
@labaids
@sepup_ucb
@edreports
@ngssphenomena
@stemteachtools
@marcneesam
@learninglist
@ngssfresno

Top Mentioned in G9:
@ngssmademedoit
@concorddotorg
@daleyscience
@tanea_hibler
@barondana
@carolinabio
@heathersisson4
@officialngss
@cultofpedagogy
@fastplants

Top Mentioned in G10:
@s_hastingssimon

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@ez4u2say_janis
@faithfulnews
@bcci
@1loriking
@shirleyringuet5
@femtech_
@dinamalarweb
@rolandsmartin
@king_blacq

Top Tweeters in G1:
@nuria2407
@freep
@msirismg
@korytellers
@rafranzdavis
@bflamel
@educationweek
@techninjatodd
@uselaine
@stem_nastics

Top Tweeters in G2:
@youranoncentral
@_therealbene
@curlsnmelanin_
@mangeur2kebab
@wesleylantana
@sremoh_
@adaminho_14
@asos
@_cocolait
@pontes_igor

Top Tweeters in G3:
@cas_2050001283
@faithfulnews
@realshowstopper
@editaola
@newsfrombw
@zaretten
@andy_n2000
@jdaniel4smom
@schwulemiker
@chellemagalona

Top Tweeters in G4:
@odedkramer
@phoare1963
@mweiss_tue
@thekeylrc
@nosenadav
@monica_vincent
@ajw1970
@bk3dsci
@nysmtp
@bcpsoutdoorsci

Top Tweeters in G5:
@femtech_
@codedailybot
@llnuxbot
@jacobussystems
@zachdaleaalderi
@teacher2teacher
@sprintbaseb
@astronautabby
@scicommbot
@malazold

Top Tweeters in G6:
@bcci
@dinamalarweb
@pttvonlinenews
@rameshlaus
@news7tamil
@polimernews
@sunnewstamil
@igtamil
@donechannel1
@onlynikil

Top Tweeters in G7:
@girlsreallyrule
@natgeo
@cogswell_ben
@wes_kieschnick
@globalready
@curiosity_films
@rigorrelevance
@jillfnugent
@csba_now
@fordeeperlearn

Top Tweeters in G8:
@jchrispires
@garym
@doc_kristy
@whdisch
@praxismedhat
@hechingerreport
@needhaml56
@dassel
@cpreston
@sciencecat222

Top Tweeters in G9:
@interactionsinc
@chem_warrior
@ryanintheus
@elena_sf_ca
@cultofpedagogy
@sandiegocoe
@jmaxey1
@michiganstateu
@daleyscience
@dsghataura

Top Tweeters in G10:
@ez4u2say_janis
@1loriking
@softgrasswalker
@vancitydan
@wavetop
@loxyisme
@darlenearsenau1
@joyuslyfly
@bilongma
@cbcwatcher8