ngss, Twitter, 6/23/2020 12:30:22 PM, 229766


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ngss_2020-06-22_23-10-12.xlsx
ngss_2020-06-22_23-10-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 23, 2020
Short Description:
ngss via NodeXL https://bit.ly/317K467
@nesta_us
@jp_ngss
@youtube
@actionmensch
@icecube
@keithpiccard
@officialngss
@ngss_tweeps
@nsta
@stemteachtools

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

Description:
Description
The graph represents a network of 3,819 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, 23 June 2020 at 06:11 UTC.

The requested start date was Tuesday, 23 June 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 39-day, 2-hour, 51-minute period from Thursday, 14 May 2020 at 20:53 UTC to Monday, 22 June 2020 at 23:45 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 : 3819
Unique Edges : 3018
Edges With Duplicates : 7727
Total Edges : 10745
Number of Edge Types : 5
Retweet : 3061
MentionsInRetweet : 3744
Mentions : 1788
Tweet : 1464
Replies to : 688
Self-Loops : 1522
Reciprocated Vertex Pair Ratio : 0.0464588065248813
Reciprocated Edge Ratio : 0.0887924230465667
Connected Components : 623
Single-Vertex Connected Components : 287
Maximum Vertices in a Connected Component : 2143
Maximum Edges in a Connected Component : 7948
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.284793
Graph Density : 0.000347576994682511
Modularity : 0.441008
NodeXL Version : 1.0.1.434
Data Import : The graph represents a network of 3,819 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, 23 June 2020 at 06:11 UTC.

The requested start date was Tuesday, 23 June 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 39-day, 2-hour, 51-minute period from Thursday, 14 May 2020 at 20:53 UTC to Monday, 22 June 2020 at 23:45 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:
[36] https://www.gla.ac.uk/researchinstitutes/iii/informationforstudents/communication/internalevents/bioinformatics/
[25] https://twitter.com/cspotweet/status/1272643628007972864
[16] https://www.tytoonline.com/microgrant/
[11] https://docs.google.com/document/d/1j9akcyOB_ojghSRGCvo6cdNnxjGwvU4MuxXv-YtNndM/edit
[11] http://stemteachingtools.org/brief/31
[10] https://centerx.gseis.ucla.edu/science-project/elementary-science-activities-for-home-learning/
[10] https://www.pinterest.com/nesta_us/geology/
[9] http://www.ngss.co.ke
[7] https://www.youtube.com/watch?v=OMfERFQuTDU&feature=youtu.be

[7] https://ncse.ngo/new-ncsepenn-state-survey-finds-impressive-gains-evolution-education

Top URLs in Tweet in G1:
[36] https://www.gla.ac.uk/researchinstitutes/iii/informationforstudents/communication/internalevents/bioinformatics/
[11] http://stemteachingtools.org/brief/31
[10] 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://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
[3] https://twitter.com/dtcampbe/status/1263100988963127298
[3] https://www.ngsnavigators.com/blog/ngsnavigators-podcast-encore-14-dr-jason-crean
[3] https://www.ngsnavigators.com/blog/ngsnavigators-podcast-encore-15-david-grossman
[3] https://www.wested.org/wested_event/k-12-alliance-online-professional-development-2020/

Top URLs in Tweet in G2:
[10] https://www.pinterest.com/nesta_us/geology/
[2] https://divediscover.whoi.edu/hydrothermal-vents/
[1] https://www.youtube.com/watch?v=_gMbnNUFMVM&list=PLfp1hFsaJhKYYmxvUEMDP3OfQ4arRwmQ4&index=10

[1] https://www.washingtonpost.com/news/answer-sheet/wp/2017/07/11/it-puts-kids-to-sleep-but-teachers-keep-lecturing-anyway-heres-what-to-do-about-it/?noredirect=on&utm_term=.4b556f1b3ae6
[1] https://www.pinterest.com/nesta_us/space/
[1] https://twitter.com/i/web/status/1265317896160374785
[1] https://www.theatlantic.com/magazine/archive/2017/09/when-silicon-valley-took-over-journalism/534195/?utm_source=twb
[1] https://twitter.com/i/web/status/1264931741405286402
[1] https://giss.nasa.gov/edu/res/Dulaney_EarthsEnergyBudgetUnitPlanPortfolio.pdf
[1] https://www.youtube.com/watch?v=1TV6JFxMEcI&list=PLfp1hFsaJhKYYmxvUEMDP3OfQ4arRwmQ4&index=9


Top URLs in Tweet in G3:
[2] https://twitter.com/Esprit_ivoirien/status/1263575035438039040
[2] https://twitter.com/BomboclaatThis/status/1244712667203407879
[2] https://twitter.com/jipi_ngss/status/1267205850059464707
[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 G4:
[16] https://www.tytoonline.com/microgrant/
[9] http://www.ngss.co.ke
[2] https://register.gotowebinar.com/register/2957173213562031630
[2] https://exemplars.com/sample-performance-tasks/ngss-science-samples
[2] http://www.ngss.co.ke/tyres-list-on-10-discount/
[1] https://twitter.com/azkiiaann/status/1261403040835186689
[1] https://twitter.com/i/web/status/1261902728302911489
[1] https://twitter.com/i/web/status/1261991398481571840
[1] https://twitter.com/i/web/status/1262013953460314118
[1] https://twitter.com/i/web/status/1262050633810694144

Top URLs in Tweet in G5:
[3] https://twitter.com/chemistryvid/status/1271272609338933248
[3] https://blog.savvas.com/stem-it-up-week-for-inspiration-and-professional-development/
[3] https://twitter.com/rvccngss/status/1265677791091134465
[3] https://drive.google.com/open?id=1Gj1Uqcb-_8dRN1p81rsoEn9KN60qyPMm
[3] https://twitter.com/mzirbs/status/1270168078953914369
[2] https://drive.google.com/open?id=1HoE21xNTAEv9YYEZurjxiIxn1cxLP1qAiGznaon3VnY
[2] https://sadlerscience.com/2020/06/07/updating-interactive-notebooks-for-ngss/
[1] https://twitter.com/marisacastrono2/status/1262088295619665929
[1] https://twitter.com/bridgeta007/status/1266825152593104897
[1] https://twitter.com/krenaep/status/1269311695899459584

Top URLs in Tweet in G6:
[5] https://www.nsta.org/lesson-plan/how-can-plants-break-rocks
[1] https://www.nsela.org
[1] https://nabt.org/Resources-American-Biology-Teacher
[1] https://twitter.com/i/web/status/1271461986740645895
[1] https://www.pbs.org/newshour/extra/daily-videos/potential-convalescent-plasma-therapy-for-covid-19-patients/
[1] https://twitter.com/i/web/status/1273740441217830915
[1] https://www.pbs.org/newshour/extra/daily-videos/computer-based-modeling-of-covid-19-and-public-understanding/
[1] https://www.reddit.com/r/ScienceTeachers/comments/go1yip/exemplars_for_practice_evaluating_ngss_seps/
[1] https://www.reddit.com/r/ScienceTeachers/comments/gp7hbc/pacing_guide_and_curriculum_map_for_life_science/
[1] https://twitter.com/i/web/status/1270070115921510401

Top URLs in Tweet in G7:
[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 G8:
[5] https://www.teacherspayteachers.com/Product/Google-Classroom-Distance-Learning-Natural-Resources-5584121
[5] https://www.modelinginstruction.org/biology-hosted-by-amta-virtual/
[2] https://teachheath.com/
[1] https://twitter.com/MrOrreBiology/status/1237388086129987588
[1] https://twitter.com/i/web/status/1271225924533358592
[1] https://twitter.com/chavelishesp/status/1262567082308153345
[1] https://www.sreb.org/blog-post/improving-early-science-instruction
[1] https://twitter.com/shapiro_wths/status/1274021764679585792
[1] https://drive.google.com/file/d/1kyWMlljCLHraZZwJkFDyARu9BJaiIXcS/view?usp=sharing
[1] https://www.instagram.com/accounts/login/?next=/p/CBbhfstJx8w/%3Figshid%3Dvih0nckncbs2

Top URLs in Tweet in G9:
[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 G10:
[2] https://news.livedoor.com/article/detail/18307463/
[1] https://twitter.com/tyomateee/status/1274296339375853568
[1] https://vimeo.com/221821296
[1] https://twitter.com/yuya88888888888/status/1256897511337254913

Top Domains
Top Domains in Tweet in Entire Graph:
[739] twitter.com
[57] google.com
[41] youtube.com
[36] ac.uk
[33] ngsnavigators.com
[27] stemteachingtools.org
[23] nsta.org
[16] tytoonline.com
[13] mys.ci
[12] nextgenscience.org

Top Domains in Tweet in G1:
[160] twitter.com
[36] ac.uk
[33] ngsnavigators.com
[27] stemteachingtools.org
[23] google.com
[13] nsta.org
[10] nextgenscience.org
[10] ucla.edu
[6] dmns.org
[5] osf.io

Top Domains in Tweet in G2:
[11] pinterest.com
[6] twitter.com
[3] youtube.com
[2] whoi.edu
[1] washingtonpost.com
[1] theatlantic.com
[1] nasa.gov
[1] nytimes.com
[1] stemscopes.com
[1] businesswire.com

Top Domains in Tweet in G3:
[113] twitter.com
[2] reddit.com
[2] youtube.com
[1] soundcloud.com
[1] so.arte
[1] carrd.co
[1] chainsawsuit.com

Top Domains in Tweet in G4:
[102] twitter.com
[16] tytoonline.com
[11] co.ke
[4] youtube.com
[4] nsta.org
[2] blogspot.com
[2] gotowebinar.com
[2] exemplars.com
[2] businesswire.com
[2] teacherspayteachers.com

Top Domains in Tweet in G5:
[39] twitter.com
[6] google.com
[6] sadlerscience.com
[5] savvas.com
[2] learninglist.com
[2] youtube.com
[1] bu.edu
[1] nameorg.org
[1] gotowebinar.com
[1] evols.org

Top Domains in Tweet in G6:
[5] nsta.org
[4] twitter.com
[2] pbs.org
[2] reddit.com
[1] nsela.org
[1] nabt.org
[1] kappanonline.org
[1] lab-aids.com
[1] hechingerreport.org
[1] buildingsolutionpk.com

Top Domains in Tweet in G7:
[27] twitter.com

Top Domains in Tweet in G8:
[12] twitter.com
[6] teacherspayteachers.com
[5] modelinginstruction.org
[3] blogspot.com
[2] teachheath.com
[1] sreb.org
[1] google.com
[1] instagram.com
[1] theedadvocate.org
[1] scienceunderground.org

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

Top Domains in Tweet in G10:
[2] twitter.com
[2] livedoor.com
[1] vimeo.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1084] ngss
[342] ngsschat
[171] stem
[89] science
[71] scied
[67] stopblackmailingsspkashmore
[59] welldonesspkashmore
[56] scichat
[51] distancelearning
[44] openscied



Top Hashtags in Tweet in G1:
[493] ngss
[233] ngsschat
[55] scied
[43] cangss
[40] openscied
[37] bioinformatics
[31] astbookchat
[25] stem
[23] equity
[21] frameworkfriday

Top Hashtags in Tweet in G2:
[23] ngss
[22] saturdaymorning
[19] earthscience
[18] chemistry
[15] biology
[11] onlineteaching
[11] stem
[11] science
[10] worldoceansday
[10] volcanoes

Top Hashtags in Tweet in G3:
[8] voguechallenge
[5] blacklivesmatter
[4] macron20h
[2] sailormoonredraw
[2] tonymcdade
[2] anonymous
[2] ye
[2] racismedanslapolice
[1] blackouttuesday
[1] uyghurlivesmatter

Top Hashtags in Tweet in G4:
[64] ngss
[23] stem
[22] science
[17] middleschools
[17] education
[17] edchat
[13] sackcummingssavelives
[10] cummingsscandal
[7] stopblackmailingsspkashmore
[6] teachers

Top Hashtags in Tweet in G5:
[92] ngss
[50] ngsschat
[27] stem
[14] stemitup
[14] scichat
[10] k12
[10] science
[9] edchat
[7] womeninstem
[7] scicomm

Top Hashtags in Tweet in G6:
[28] ngss
[10] nsta
[7] covid19
[6] nsta20
[6] stem
[4] scied
[3] phenomena
[3] scichat
[3] asechat
[2] nsta19

Top Hashtags in Tweet in G8:
[41] ngss
[22] distancelearning
[9] science
[8] teachers
[7] education
[5] ngsschat
[5] students
[4] cuebold
[4] elemngss
[4] stem

Top Hashtags in Tweet in G9:
[39] canceltnsemesterexams
[8] cancelauexamstn
[4] justiceforstudents
[3] promote_all_college_students
[3] studentlivesmatter
[2] minotebook
[2] fleets
[2] justin
[2] thala
[2] thalapathy

Top Hashtags in Tweet in G10:
[4] blacklivesmatter
[2] kinggnu
[2] 今日のわんにゃん
[2] ギャラクシー賞
[2] ghibliredraw
[2] spec
[2] 戸田恵梨香
[2] 加瀬亮
[2] ケイゾク
[2] sick

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[493] ngss
[490] #ngss
[490] science
[274] learning
[242] students
[233] #ngsschat
[161] stemteachtools
[154] ngss_tweeps
[141] teachers
[140] school

Top Words in Tweet in G2:
[1133] water
[454] nesta_us
[377] lava
[377] good
[377] mix
[377] happens
[377] introduced
[377] volcanic
[377] systems
[377] throwing

Top Words in Tweet in G3:
[56] ça
[54] quand
[44] ce
[37] mais
[33] trop
[31] jipi_ngss
[31] tout
[28] ai
[28] là
[27] black

Top Words in Tweet in G4:
[130] ngss
[64] #ngss
[48] science
[26] die
[23] #stem
[22] #science
[22] 2020
[21] june
[18] students
[18] easy

Top Words in Tweet in G5:
[92] #ngss
[50] #ngsschat
[48] ngssphenomena
[43] science
[38] ngss
[29] students
[27] #stem
[26] summer
[26] savvaslearning
[22] excited

Top Words in Tweet in G6:
[87] ctskeeley
[49] know
[41] phenomena
[38] biology
[34] nsta
[29] digital
[28] #ngss
[27] usi
[24] free
[23] probes

Top Words in Tweet in G7:
[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 G8:
[41] #ngss
[23] learning
[22] #distancelearning
[20] science
[15] distance
[12] classroom
[11] ngss
[10] ngssmademedoit
[9] students
[9] #science

Top Words in Tweet in G9:
[39] #canceltnsemesterexams
[25] ngss_official
[17] students
[12] ட
[11] த
[10] க
[10] ய
[10] ம
[9] cmotamilnadu
[9] corona

Top Words in Tweet in G10:
[42] ãƒ
[20] æ
[17] šã
[12] ϋ
[11] ç
[10] ªã
[8] žã
[7] 深夜23
[7] 56
[7] 24

Top Word Pairs
Top Word Pairs in Tweet in G2:
[67] water,lava
[58] lava,good
[52] good,mix
[52] mix,happens
[50] happens,water
[48] water,introduced
[47] introduced,volcanic
[42] volcanic,systems
[42] systems,throwing
[39] throwing,10

Top Word Pairs in Tweet in G3:
[377] comme,ça
[377] ig,iobbu
[377] tout,monde
[377] chris_atw,ig
[377] iobbu,jipi_ngss
[377] quand,ils
[377] black,people
[377] racisme,anti
[377] anti,blanc
[377] please,please

Top Word Pairs in Tweet in G4:
[8] #stem,#ngss
[7] still,time
[7] time,apply
[6] apply,2020
[6] 2020,ngss
[6] ngss,microgrant
[6] microgrant,deadline
[6] deadline,june
[6] june,easy
[6] easy,application

Top Word Pairs in Tweet in G5:
[17] #ngss,#ngsschat
[17] watch,free
[17] summer,institute
[17] institute,live
[17] #stemitup,week
[17] live,online
[17] beekeeper,forgot
[17] forgot,put
[17] put,frame
[17] frame,hive

Top Word Pairs in Tweet in G6:
[35] ctskeeley,know
[15] usi,books
[15] know,site
[15] site,licenses
[14] licenses,digital
[12] digital,versions
[11] versions,usi
[11] books,available
[11] available,thru
[11] thru,nsta

Top Word Pairs in Tweet in G7:
[27] environmental,monitoring
[22] monitoring,restart
[21] s_hastingssimon,environmental
[21] stopped,last
[21] last,year
[21] year,same
[21] same,reason
[21] reason,expired
[21] expired,tag
[21] tag,license

Top Word Pairs in Tweet in G8:
[71] distance,learning
[71] ngssmademedoit,#distancelearning
[70] #distancelearning,part
[3] #science,#education
[3] science,lesson
[3] lesson,distance
[3] learning,google
[3] google,classroom
[3] classroom,natural
[3] natural,resources

Top Word Pairs in Tweet in G9:
[14] #canceltnsemesterexams,#canceltnsemesterexams
[9] ssrivatsan,fonearenatamil
[7] kpanbalaganoffl,cmotamilnadu
[6] ண,ட
[5] ட,ம
[5] college,students
[5] corona,cases
[5] ngss_official,kpanbalaganoffl
[5] ngss_official,ssrivatsan
[5] increasing,day

Top Word Pairs in Tweet in G10:
[14] ãƒ,ãƒ
[7] 深夜23,56
[5] 56,24
[4] šã,œã
[4] ƒã,ªã
[4] æ,æ
[4] œã,šã
[4] æ,œã
[4] 6月11日,木
[3] ç,ˆã

Top Replied-To
Top Replied-To in Entire Graph:
@sbottasullivan
@ngss_official
@jp_ngss
@thinksci
@davidknuffke
@bmsscienceteach
@dionysosduswag
@scijeanne
@ngss_tweeps

Top Replied-To in G1:
@sbottasullivan
@thinksci
@scijeanne
@ngss_tweeps
@jrosenberg6432
@drloriandersen
@elemscitchr
@s_m_kelly
@bmsscienceteach
@karimotq

Top Replied-To in G2:
@nesta_us
@xeno_lith
@carinotcarl
@drlucyjones
@paulandersen

Top Replied-To in G3:
@jp_ngss
@dionysosduswag
@va_laa_bas
@chris_atw
@votoor
@kouli_pipi
@bin__si
@myriamkss
@wirajeyyy

Top Replied-To in G5:
@biology_hub
@nflynnseattle
@mssamuelscience
@anjanaiyer
@phenomen__al
@karimotq
@drloriandersen
@akwinri71
@rvccngss

Top Replied-To in G6:
@doc_kristy
@marcneesam
@edreports

Top Replied-To in G8:
@mdhero
@amandarapstad
@kristanmorales1
@ainissaramirez
@douglarkin01
@gimuz31
@kollmanrebecca
@lgates_science

Top Replied-To in G9:
@ngss_official
@siva_bharani
@haddin7
@rameshlaus
@pttvonlinenews
@girisonnaseri
@sunnewstamil
@komakulaakshay
@netflixindia
@primevideoin

Top Replied-To in G10:
@2a_xhr
@andrew1albertt

Top Mentioned
Top Mentioned in Entire Graph:
@nesta_us
@ngss_tweeps
@stemteachtools
@officialngss
@ctskeeley
@ngsnavigators
@k12alliance
@nsta
@s_hastingssimon
@dtcampbe

Top Mentioned in G1:
@stemteachtools
@ngss_tweeps
@officialngss
@k12alliance
@dtcampbe
@ngsnavigators
@philiplbell
@tjscience
@nsta
@reiserbrianj

Top Mentioned in G2:
@nesta_us
@paulandersen
@smithsonian
@stemscopes
@nasagiss
@ngsnavigators
@officialngss
@usedgov
@nsta
@codlansky

Top Mentioned in G3:
@ordurebizarree
@chris_atw
@thememesbot
@dionysosduswag
@unithishin
@eggatn
@trap_queen07
@jeikureview
@itachiofwgkta

Top Mentioned in G4:
@kimlepre
@groovylabinabox
@thorstenjess
@educhange

Top Mentioned in G5:
@ngssphenomena
@savvaslearning
@rvccngss
@ngss_tweeps
@forestservicesw
@nmepscor
@officialngss
@leadinsci
@apoduvall
@njstanews

Top Mentioned in G6:
@ctskeeley
@newshourextra
@labaids
@sepup_ucb
@mileso
@edreports
@marcneesam
@stemteachtools
@tjscience
@reiserbrianj

Top Mentioned in G7:
@s_hastingssimon

Top Mentioned in G8:
@ngssmademedoit
@flipgrid
@mdhero
@tanea_hibler
@barondana
@mrorrebiology
@coffeenancy
@kvoge71
@eduprotocols
@fcss

Top Mentioned in G9:
@kpanbalaganoffl
@cmotamilnadu
@ssrivatsan
@fonearenatamil
@ngss_official
@xiaomiindia
@manukumarjain
@siva_bharani
@staraktamil
@news7tamil

Top Mentioned in G10:
@yuya88888888888
@spec_loc
@megenaico
@quickobake
@daikitsuneta
@ryo_humoe
@lyncharl
@sora2hoshi8
@tiffaart
@lemon___hh

Top Tweeters
Top Tweeters in Entire Graph:
@famima_reply
@cas_2050001283
@ez4u2say_janis
@rjber15
@isidormeyer1
@b1e56df9ce6549f
@1loriking
@dinamalarweb
@femtech_
@rolandsmartin

Top Tweeters in G1:
@llnuxbot
@nuria2407
@msirismg
@rafranzdavis
@bflamel
@zachdaleaalderi
@educationweek
@uselaine
@teacher2teacher
@stem_nastics

Top Tweeters in G2:
@rjber15
@b1e56df9ce6549f
@c255666a459a495
@johnjonny1
@antoniorentero
@kay646464
@elleallever
@volcanowatching
@not_your_victim
@luistirado

Top Tweeters in G3:
@youranoncentral
@curlsnmelanin_
@mangeur2kebab
@wesleylantana
@sremoh_
@adaminho_14
@_cocolait
@pontes_igor
@esprit_ivoirien
@_onlynaya

Top Tweeters in G4:
@cas_2050001283
@realshowstopper
@newsfrombw
@zaretten
@andy_n2000
@schwulemiker
@chellemagalona
@picante_media
@db_webb
@_clark_smith

Top Tweeters in G5:
@femtech_
@scalarhumanity
@odedkramer
@garym
@spockarama
@scicommbot
@dsoltesz
@unbiodiversity
@weather_wtf
@praxismedhat

Top Tweeters in G6:
@jchrispires
@newshour
@doc_kristy
@whdisch
@hechingerreport
@needhaml56
@sharemylesson
@vick37890
@nonnaann
@dassel

Top Tweeters in G7:
@ez4u2say_janis
@1loriking
@softgrasswalker
@vancitydan
@wavetop
@loxyisme
@darlenearsenau1
@joyuslyfly
@bilongma
@cbcwatcher8

Top Tweeters in G8:
@flipgrid
@jcorippo
@interactionsinc
@nearpod
@cueinc
@ainissaramirez
@mindshiftkqed
@jmaxey1
@bonni208
@srebeducation

Top Tweeters in G9:
@dinamalarweb
@pttvonlinenews
@rameshlaus
@news7tamil
@polimernews
@sunnewstamil
@onlynikil
@mkbhd
@__poornaaaa
@thalamukeshoffl

Top Tweeters in G10:
@livedoornews
@ryo_humoe
@dizfilms
@clnmn
@azamin_813
@princess_gorira
@komakomapipet
@waka_tn
@shimbahome
@annacaalves_


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