ngss, Twitter, 2/23/2021 9:58:56 AM, 249429


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ngss_2021-02-22_23-07-48.xlsx
ngss_2021-02-22_23-07-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 23, 2021
Short Description:
ngss via NodeXL https://bit.ly/3bLrVij
@ngss_tweeps
@officialngss
@stemteachtools
@williamfranzell
@tomexplorer
@dtcampbe
@ctskeeley
@stem_ai
@ngss_official
@bpenuel

Top hashtags:
#ngss
#ngsschat
#ausgangssperre
#science
#stem
#scied
#machtdiebueroszu
#bioinformatics

Description:
Description
The graph represents a network of 4,819 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 February 2021 at 07:16 UTC.

The requested start date was Tuesday, 23 February 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 62-day, 3-hour, 19-minute period from Tuesday, 22 December 2020 at 21:32 UTC to Tuesday, 23 February 2021 at 00:51 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 : 4819
Unique Edges : 4403
Edges With Duplicates : 12310
Total Edges : 16713
Number of Edge Types : 5
Mentions : 4789
Retweet : 3426
MentionsInRetweet : 4809
Replies to : 1574
Tweet : 2115
Self-Loops : 2180
Reciprocated Vertex Pair Ratio : 0.0811008637095594
Reciprocated Edge Ratio : 0.150033852403521
Connected Components : 921
Single-Vertex Connected Components : 485
Maximum Vertices in a Connected Component : 2077
Maximum Edges in a Connected Component : 11660
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.409834
Graph Density : 0.000318072979939393
Modularity : 0.373756
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 4,819 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 February 2021 at 07:16 UTC.

The requested start date was Tuesday, 23 February 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 62-day, 3-hour, 19-minute period from Tuesday, 22 December 2020 at 21:32 UTC to Tuesday, 23 February 2021 at 00:51 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:
[78] https://www.gla.ac.uk/researchinstitutes/iii/informationforstudents/communication/internalevents/bioinformatics/
[74] https://twitter.com/asontvpro/status/1357071270429548551
[32] https://twitter.com/br24/status/1348532872068681728
[31] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[21] https://www.instagram.com/accounts/login/
[14] https://monterey.k12oms.org/1519-197406
[10] https://twitter.com/MDRAktuell/status/1345049694246985730
[9] http://stemteachingtools.org/brief/15
[9] https://twitter.com/adityarajkaul/status/1358871958717276163
[7] https://www.teacherspayteachers.com:443/Store/Teachheath

Top URLs in Tweet in G1:
[4] http://stemteachingtools.org/brief/15
[4] https://twitter.com/ngsnavigators/status/1346607414099935232
[4] https://challenge.calwater.com/
[3] https://twitter.com/miss_schilling_/status/1362856767206514690
[3] https://www.edweek.org/ew/articles/2019/08/28/teachers-nationwide-now-have-access-to-open-source.html
[3] https://teachscience4all.org/2020/12/17/my-top-5-science-picture-books-for-2020/
[3] https://www.sciencemag.org/news/2020/12/will-climate-change-make-animals-darker-or-lighter
[3] https://monterey.k12oms.org/1519-197406
[3] https://wgbh.zoom.us/webinar/register/WN_MFAEM_v2TMuHFfTt4glMbg
[2] https://twitter.com/NGSS_tweeps/status/1354059013294592002

Top URLs in Tweet in G2:
[18] https://www.instagram.com/accounts/login/
[10] https://twitter.com/MDRAktuell/status/1345049694246985730
[6] https://readingandwritingproject.org/events/ngss-science-literacies-and-activism-a-science-education-and-climate-change/
[3] https://www.paigeandpaxton.com/
[2] https://ngss-ltd.com/
[1] https://twitter.com/i/web/status/1341506498103533569
[1] https://twitter.com/i/web/status/1341659969054265345
[1] https://twitter.com/i/web/status/1341680993992904705
[1] https://twitter.com/i/web/status/1341791354809040898
[1] http://projectgreenschools.org

Top URLs in Tweet in G3:
[6] https://www.teacherspayteachers.com:443/Store/Teachheath
[5] https://amplify.com/review/science68virtualsampling/
[4] https://www.teacherspayteachers.com/Store/Teachheath
[4] https://go.info.amplify.com/thank-you_ebook_howtotrainyourrobot
[4] https://teachheath.com
[3] http://stemteachingtools.org/tgs/ESPA%C3%91OL
[3] http://stemteachingtools.org/brief/15
[3] https://edujobsinpgh.blogspot.com/2021/01/professional-development-design.html
[3] https://app.definedlearning.com/project/0C80BAD4-171D-4B5A-A18C-17B962187988
[2] http://stemteachingtools.org/brief/30

Top URLs in Tweet in G4:
[3] https://www.nextgenscience.org/news/december-2020-ngss-now-newsletter
[3] https://twitter.com/OfficialNGSS/status/1344339379016376320?s=19
[3] https://www.edutopia.org/article/how-support-vocabulary-building-science-classes
[2] https://www.nextgenscience.org/appendix-d-case-studies
[2] https://cascience.org/
[2] https://betterlesson.com/
[2] https://home.edweb.net/webinar/science20210125/
[2] https://newmeridiancorp.org/new-meridian-offers-framework-to-review-3d-science-assessment-items/
[2] https://drive.google.com/file/d/1hPumAFgMuHGEQcfNxzsjSCwtfVY1z0rA/view?usp=drivesdk
[2] https://www.eweblife.com/prm/AMTA/calendar/event?event=2224

Top URLs in Tweet in G5:
[4] https://www.wadeinstitutema.org/academic-year-professional-development-institutes/
[4] https://www.uncoveringstudentideas.org/blog/blog-post-considerations-for-using-probes
[2] https://www.salemsound.org/aboutUs.html
[1] https://www.innerorbit.com/?qcid=515&utm_source=twitter&utm_medium=buffer&utm_campaign=featurehighlight
[1] https://www.innerorbit.com/?qcid=584&utm_source=twitter&utm_medium=buffer&utm_campaign=featurehighlight
[1] https://www.eventbrite.com/e/ngss-assessment-bootcamp-tickets-135735052195?aff=twitter
[1] https://www.innerorbit.com/explore/ngss-assessment-pd-videos/?utm_medium=twitter&utm_source=buffer
[1] https://twitter.com/i/web/status/1360318268842651653
[1] https://www.innerorbit.com/?qcid=591&utm_source=twitter&utm_medium=buffer&utm_campaign=featurehighlight
[1] https://www.innerorbit.com/?qcid=263&utm_source=twitter&utm_medium=buffer&utm_campaign=featurehighlight

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1341548458705088515
[1] https://twitter.com/i/web/status/1341732831479930880
[1] https://twitter.com/i/web/status/1358109157619085318
[1] https://twitter.com/i/web/status/1343459227373809664
[1] https://twitter.com/i/web/status/1344616312543322112
[1] https://twitter.com/i/web/status/1345187835717033984
[1] https://twitter.com/i/web/status/1351086153076715528
[1] https://twitter.com/i/web/status/1351052363512086534
[1] https://twitter.com/i/web/status/1343289975496970241
[1] https://twitter.com/i/web/status/1348837072229052425

Top URLs in Tweet in G7:
[3] https://twitter.com/KarstenMoering/status/1363076081843130374
[2] https://twitter.com/WaltiSiegrist/status/1351818509978898433
[1] https://twitter.com/i/web/status/1350710380587323393
[1] https://twitter.com/i/web/status/1355422661908836356
[1] https://twitter.com/i/web/status/1345326793474142209
[1] https://twitter.com/i/web/status/1350834793295081486
[1] https://twitter.com/i/web/status/1360893350778462209
[1] https://twitter.com/i/web/status/1363237042935709701
[1] https://twitter.com/i/web/status/1363378255189934081
[1] https://twitter.com/i/web/status/1358877261777231879

Top URLs in Tweet in G8:
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D1i6lnf96oxg&q=EgS4SO-bGK3W0oEGIhkA8aeDS5GHNS6SgFqSsTXyUpBo7YIQydVbMgFy
[2] https://www.wardsci.com/cms/teacher_resources_catalog
[2] https://www.pltw.org/fall-distance-learning-overview
[1] https://twitter.com/Prathkum/status/1342099233885749249
[1] https://twitter.com/nirbhayvashisht/status/1348275906473828352
[1] https://docs.google.com/document/d/1ZlhI506jfd-P7zbl8HBVmd0KPSwPSXnVswaKZ7HRZ3Q/edit?usp=sharing
[1] https://www.teacherspayteachers.com/Store/Teachheath
[1] https://www.teacherspayteachers.com:443/Store/Teachheath
[1] http://www.yoursmarticles.com/
[1] https://twitter.com/i/web/status/1358132852395810819

Top URLs in Tweet in G9:
[3] https://docs.google.com/forms/d/e/1FAIpQLScclBoy3Ciu9eJKCTFzHJatarfcjqdZso9LAAItD-VfEYAqAQ/viewform?usp=send_form
[1] https://twitter.com/i/web/status/1363995251828879360
[1] https://projects.intellimedia.ncsu.edu/iact/fellows-program/
[1] https://twitter.com/JoshuaReid01/status/1347371427343826944
[1] https://drive.google.com/file/d/1nGvV55ew8KjOZsa4kFyGd4WVSLDpF5-T/view
[1] https://mmsa.org/events/virtual-book-study-ambitious-science-teaching/
[1] https://twitter.com/i/web/status/1349089284968632327
[1] https://twitter.com/i/web/status/1341822506726993921
[1] https://und.qualtrics.com/jfe/form/SV_4SzEaag9sfTWX7n
[1] https://twitter.com/mr_rablin/status/1349028837149999108

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1363609042887847938
[1] https://twitter.com/i/web/status/1360825099323133954
[1] https://twitter.com/i/web/status/1347833779994419205
[1] https://twitter.com/i/web/status/1351413726168100864
[1] https://twitter.com/i/web/status/1360823099302830083
[1] https://twitter.com/i/web/status/1344932668966903808
[1] https://twitter.com/i/web/status/1358937985916538885
[1] https://twitter.com/i/web/status/1361519211223392257
[1] https://twitter.com/i/web/status/1361517632508358658
[1] https://twitter.com/i/web/status/1361518908365299716

Top Domains
Top Domains in Tweet in Entire Graph:
[1290] twitter.com
[80] google.com
[78] ac.uk
[46] stemteachingtools.org
[33] peing.net
[28] youtube.com
[22] nextgenscience.org
[21] instagram.com
[21] nsta.org
[19] mys.ci

Top Domains in Tweet in G1:
[286] twitter.com
[37] google.com
[14] stemteachingtools.org
[11] nsta.org
[10] pbslearningmedia.org
[7] ngsnavigators.com
[5] nextgenscience.org
[5] teachscience4all.org
[4] stem4real.org
[4] amazon.com

Top Domains in Tweet in G2:
[229] twitter.com
[18] instagram.com
[12] google.com
[6] readingandwritingproject.org
[4] starrmatica.com
[3] youtube.com
[3] linkedin.com
[3] nsta.org
[3] alludolearning.com
[3] paigeandpaxton.com

Top Domains in Tweet in G3:
[54] twitter.com
[30] stemteachingtools.org
[11] definedlearning.com
[10] teacherspayteachers.com
[10] amplify.com
[6] blogspot.com
[6] teachheath.com
[4] google.com
[3] forms.gle
[3] learningundefeated.org

Top Domains in Tweet in G4:
[46] twitter.com
[10] nextgenscience.org
[6] newmeridiancorp.org
[3] google.com
[3] edutopia.org
[2] nsta.org
[2] cascience.org
[2] betterlesson.com
[2] edweb.net
[2] eweblife.com

Top Domains in Tweet in G5:
[18] twitter.com
[5] innerorbit.com
[4] wadeinstitutema.org
[4] uncoveringstudentideas.org
[3] google.com
[2] eventbrite.com
[2] salemsound.org
[2] blogspot.com
[1] reddit.com
[1] curriculumtopicstudy2.org

Top Domains in Tweet in G6:
[13] twitter.com

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

Top Domains in Tweet in G8:
[5] google.com
[4] twitter.com
[2] teacherspayteachers.com
[2] wardsci.com
[2] youtube.com
[2] pltw.org
[1] yoursmarticles.com
[1] nextgenstorylines.org

Top Domains in Tweet in G9:
[7] twitter.com
[4] google.com
[2] eventive.org
[1] ncsu.edu
[1] mmsa.org
[1] qualtrics.com
[1] weforum.org
[1] springbaystudio.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1279] ngss
[301] ngsschat
[184] ausgangssperre
[182] science
[182] stem
[96] scied
[92] machtdiebueroszu
[78] bioinformatics
[51] aocliar
[45] stem_discipline



Top Hashtags in Tweet in G1:
[435] ngss
[209] ngsschat
[38] scied
[36] science
[22] cangss
[18] stem
[13] mlpbl
[13] 4real
[13] dqb
[13] astbookchat

Top Hashtags in Tweet in G2:
[98] ngss
[49] science
[27] ausgangssperre
[24] sasedu
[17] education
[15] stem
[12] ausgangssperren
[10] bildungsstattpraesenzpflicht
[9] bildungabersicher
[8] ngsschat

Top Hashtags in Tweet in G3:
[149] ngss
[74] stem
[45] stem_discipline
[37] scied
[33] ngsschat
[28] stel
[25] science
[21] k12
[21] scichat
[17] pbl

Top Hashtags in Tweet in G4:
[110] ngss
[19] stem
[14] تعليم_العلوم
[11] seps
[10] stemathome
[9] ngsschat
[9] computerscience
[9] bias
[8] scied
[7] science

Top Hashtags in Tweet in G5:
[44] ngss
[11] nsta
[10] ngsschat
[10] science
[9] stem
[7] phenomena
[6] steam
[6] literacy
[5] assessment
[5] remotelearning

Top Hashtags in Tweet in G6:
[103] ausgangssperre
[88] machtdiebueroszu
[11] nrw
[11] sachsen
[7] teamsicherebildung
[7] bildungsstattpräsenzpflicht
[7] bildungabersicher
[6] präventionstattreaktion
[5] bildungsicherde
[4] sterbenfürdieschule

Top Hashtags in Tweet in G7:
[4] bildungsserver
[2] ausgangssperre

Top Hashtags in Tweet in G8:
[28] ngss
[19] distancelearning
[13] openscied
[13] middleschool
[9] science
[6] whatsappprivacy
[5] 100daysofcode
[5] devcommunity
[4] reactjs
[4] reopencolleges

Top Hashtags in Tweet in G9:
[24] ngss
[10] kssci
[7] science
[4] culturallyrelevant
[4] phenomena
[4] gbl
[3] ecosystems
[2] ngsschat
[1] sep
[1] keepteachingscience

Top Hashtags in Tweet in G10:
[17] bildungsstattpraesenzpflicht
[12] sarscov2
[11] bildungabersicher
[8] stamp
[7] yestonocovid
[7] nocovid
[6] ausgangssperre
[6] b117
[4] bawü
[3] longcovidkids

Top Words
Top Words in Tweet in Entire Graph:
[1348] science
[1278] #ngss
[1094] ngss
[1080] ngss_tweeps
[696] students
[550] die
[499] learning
[371] teachers
[355] more
[346] school

Top Words in Tweet in G1:
[878] ngss_tweeps
[676] science
[435] #ngss
[299] students
[268] ngss
[234] learning
[209] #ngsschat
[191] great
[189] dtcampbe
[169] more

Top Words in Tweet in G2:
[136] ngss
[104] die
[98] #ngss
[56] science
[49] ausgangssperre
[49] #science
[27] students
[27] #ausgangssperre
[26] more
[25] nächtliche

Top Words in Tweet in G3:
[149] #ngss
[115] science
[74] students
[70] #stem
[69] ãƒ
[67] teachers
[65] stemteachtools
[64] ngss
[54] aligned
[54] free

Top Words in Tweet in G4:
[136] science
[115] officialngss
[115] ngss
[110] #ngss
[97] ø
[75] ù
[55] learning
[52] students
[34] teachers
[31] practices

Top Words in Tweet in G5:
[87] ctskeeley
[65] students
[52] water
[43] #ngss
[35] more
[34] interesting
[32] phenomenon
[31] use
[25] good
[25] grow

Top Words in Tweet in G6:
[176] 00
[103] #ausgangssperre
[88] wollen
[88] mal
[88] zwischen
[88] 09
[88] 17
[88] uhr
[88] versuchen
[88] #machtdiebueroszu

Top Words in Tweet in G7:
[77] die
[73] habe
[62] software
[62] system
[62] bestehen
[62] bleiben
[62] bleibt
[62] pandemie
[62] sorge
[61] drpuerner

Top Words in Tweet in G8:
[29] ngss_official
[28] #ngss
[19] #distancelearning
[17] yes
[14] units
[14] test
[13] learning
[13] #openscied
[13] latest
[13] teach

Top Words in Tweet in G9:
[72] science
[56] middle
[56] teach
[55] high
[54] school
[53] please
[53] biology
[53] grades
[53] apply
[53] part

Top Words in Tweet in G10:
[29] durchseuchungsstrategie
[25] alle
[25] berliner
[25] amtsärzte
[25] plädieren
[25] jene
[25] geringeres
[25] risiko
[25] die
[24] europeanberlin

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[150] ãƒ,ãƒ
[111] high,school
[107] dtcampbe,pls
[103] science,education
[103] #ngss,#ngsschat
[100] 17,00
[93] die,pandemie
[92] wollen,mal
[92] mal,#ausgangssperre
[92] #ausgangssperre,zwischen

Top Word Pairs in Tweet in G1:
[102] dtcampbe,pls
[79] ngss_tweeps,openscied
[77] openscied,ngsschat
[76] ngsschat,thinksci
[74] thinksci,krenaep
[64] sbottasullivan,ngss_tweeps
[58] bmsscienceteach,ngss_tweeps
[54] #ngss,#ngsschat
[53] science,education
[46] ngss_tweeps,ngsschat

Top Word Pairs in Tweet in G2:
[18] #science,#ngss
[17] nächtliche,ausgangssperre
[16] #sasedu,#science
[14] singapore,american
[14] american,school
[10] empfehlung,24
[10] 24,nächtliche
[9] thueringen_,empfehlung
[8] #ngss,#science
[8] energy,transfer

Top Word Pairs in Tweet in G3:
[35] ãƒ,ãƒ
[26] 科学とエンジニアリングの体験的,経験的活動
[22] ngss,aligned
[20] #ngss,#ngsschat
[17] next,generation
[16] #ngss,#stem
[16] grade,teachers
[15] free,stem
[15] stem,comic
[15] comic,book

Top Word Pairs in Tweet in G4:
[38] ø,ù
[37] ø,ø
[37] ù,ø
[29] science,education
[22] science,engineering
[20] officialngss,science
[20] computer,science
[17] ù,ù
[14] engineering,practices
[14] middle,school

Top Word Pairs in Tweet in G5:
[30] interesting,phenomenon
[23] ask,students
[23] scallion,greens
[23] cut,bulb
[22] phenomenon,happening
[22] happening,florida
[22] florida,ask
[22] students,citrus
[22] citrus,growers
[22] growers,spray

Top Word Pairs in Tweet in G6:
[88] wollen,mal
[88] mal,#ausgangssperre
[88] #ausgangssperre,zwischen
[88] zwischen,09
[88] 09,00
[88] 00,17
[88] 17,00
[88] 00,uhr
[88] uhr,versuchen
[88] versuchen,#machtdiebueroszu

Top Word Pairs in Tweet in G7:
[62] software,system
[62] system,bestehen
[62] bestehen,bleiben
[62] bleiben,bleibt
[62] bleibt,die
[62] die,pandemie
[62] pandemie,habe
[62] habe,sorge
[61] drpuerner,software
[61] sorge,überwachungssysteme

Top Word Pairs in Tweet in G8:
[13] #openscied,test
[13] test,latest
[13] latest,units
[13] units,teach
[13] teach,#middleschool
[13] #middleschool,yes
[11] butterfly_byram,#openscied
[8] #ngss,#distancelearning
[6] #ngss,ms
[5] #100daysofcode,#devcommunity

Top Word Pairs in Tweet in G9:
[54] high,school
[53] please,teach
[53] teach,high
[53] school,biology
[53] biology,middle
[53] middle,grades
[53] grades,science
[53] science,apply
[53] apply,part
[53] part,sensemakers

Top Word Pairs in Tweet in G10:
[25] alle,berliner
[25] berliner,amtsärzte
[25] amtsärzte,plädieren
[25] plädieren,durchseuchungsstrategie
[25] durchseuchungsstrategie,jene
[25] jene,geringeres
[25] geringeres,risiko
[24] europeanberlin,alle
[24] risiko,ver
[12] die,bekämpfung

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@bmsscienceteach
@masamasa_ngss
@sbottasullivan
@thinksci
@spaceyprofessor
@ngss_official
@dtcampbe
@starrscience
@drloriandersen

Top Replied-To in G1:
@ngss_tweeps
@bmsscienceteach
@sbottasullivan
@thinksci
@dtcampbe
@drloriandersen
@starrscience
@philiplbell
@xeno_lith
@krenaep

Top Replied-To in G3:
@ngss_tweeps
@moe_gov_sa
@ebzscience
@chemistryreacts
@edu_getcreative
@wyld
@bmsscienceteach

Top Replied-To in G4:
@helenrey
@ngss_tweeps
@officialngss
@msruggerio
@brianwfrank
@rletissier
@kendraltyler
@ngsschat
@galemorrisoned
@algomaizy11

Top Replied-To in G5:
@ngss_tweeps
@lgates_science
@wandabryant
@nancytaughtyou
@ms_hassur
@mrcoachcahill
@teacher2teacher
@erinkcooke

Top Replied-To in G6:
@arminlaschet

Top Replied-To in G8:
@ngss_official
@gharisraj
@tarunkishore007
@ngss_tweeps
@_syed_zubair
@youtubeindia
@siva_bharani
@mathesh_tamilan
@ravinwashere
@sunnewstamil

Top Replied-To in G9:
@katsorg
@wisdpiscience
@ngss_tweeps

Top Replied-To in G10:
@karl_lauterbach
@markus_soeder
@jensspahn
@clausstrunz

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@stemteachtools
@officialngss
@ngsschat
@dtcampbe
@openscied
@philiplbell
@ngssphenomena
@krenaep
@ctskeeley

Top Mentioned in G1:
@ngss_tweeps
@dtcampbe
@ngsschat
@openscied
@stemteachtools
@philiplbell
@krenaep
@thinksci
@doc_aoc
@ngsnavigators

Top Mentioned in G2:
@thueringen_
@kimlepre
@iundemaexchen
@mystemkits
@casitamagnet
@ryanfuller84
@_do_mi_nik_

Top Mentioned in G3:
@stemteachtools
@kispride
@tdcfresno
@fresno_state
@alikaaay
@robzook1
@rufaidia
@definedlearning
@teachpasci
@njstanews

Top Mentioned in G4:
@officialngss
@stemteachtools
@openscied
@earlyimplement
@nextgenscience
@cishk
@tjscience
@amtateachers
@edutopia
@thenasem

Top Mentioned in G5:
@ctskeeley
@ryan_kurada
@ngss_tweeps
@innerorbitedu
@stemteachtools
@openscied
@tinkeringstudio
@kristenrec
@ngssphenomena
@2017gatoty

Top Mentioned in G6:
@hundert14
@graf_fencheltee
@arminlaschet
@ndrinfo
@bildungsicherde
@bildungsicherhh
@bgv_hh
@hh_bsb
@fischelfe
@rowlf79

Top Mentioned in G7:
@drpuerner
@gert_woellmann
@sciencefiles
@praeventionszen
@dieterfink5
@0schone
@waltisiegrist
@vincdevries
@pepemar79565814

Top Mentioned in G8:
@butterfly_byram
@ngss_official
@jeffcoscience
@boatnirvana
@_syed_zubair
@jmattmiller
@santiago_steam
@cultofpedagogy
@googlejamboard
@teachheath

Top Mentioned in G9:
@bpenuel
@_surajuttam
@frizzlerichard
@tytoonline
@katsorg
@hollypope
@betsylawrence82
@dtcampbe
@nextgenscience
@nex

Top Mentioned in G10:
@europeanberlin
@irwiereichtes
@hallekmichael
@echt_jetzt_
@markus_soeder
@michaelpiazolo
@wenig_worte
@icureiosity
@ecdc_eu
@birgitweber7

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@chidambara09
@catsaura
@femtech_
@gposers_ffxiv
@chrisbrey1
@getvidbot
@jkshes
@scheerenberger
@mcdonalds

Top Tweeters in G1:
@threadreaderapp
@mcdonalds
@ronaldclarke
@blackphysicists
@upulie
@nbcnews
@golfballfinder1
@biobaby19
@realscientists
@bflamel

Top Tweeters in G2:
@menfesssyg
@creation_2011
@bewitchedmind
@musichistorylaw
@syuri_sakuma
@cupcakelady_
@saltytrees
@chvoyage
@fehlpass
@peaceful1979

Top Tweeters in G3:
@newsofmideast
@dal_dalnaser12
@alicekeeler
@richardhdent
@education_24x7
@edchateu
@dtdelosh
@wyld
@torivojobs
@abu_rayn8

Top Tweeters in G4:
@epuujee
@bar_zie
@sdg2030
@joe4rialtousd
@a2rki
@edutopia
@vxjoe
@davidenorman
@lctta
@the74

Top Tweeters in G5:
@cybersecurityn8
@teacher2teacher
@pcalleypbvusd
@imsouthern
@nancytaughtyou
@mstewartscience
@fivewazoos
@viciascience
@corwinpress
@sciencecat222

Top Tweeters in G6:
@kulturbolschewi
@moritzbhg
@fasnix
@spatzendame
@new_joerg
@klausriede
@komet81
@roterhahn1
@hamburgkocht
@thomag0

Top Tweeters in G7:
@viralvideovlogs
@elkepoley
@uwewolff966
@raimundraimund
@zoniman
@beltschazzara
@spasskultur
@rainer42
@schnauzevoll61
@adivonpoes

Top Tweeters in G8:
@pttvonlinenews
@devvibesbot
@news18tamilnadu
@sunnewstamil
@airtelindia
@jmattmiller
@vartha1606thala
@amitbhawani
@chrisemdin
@distancelrnbot

Top Tweeters in G9:
@wef
@carrot__ebooks
@seriousgames123
@dontworryteach
@sarahlouwou
@m_drez
@chitch94
@rixeymegan
@bdevore
@bpenuel

Top Tweeters in G10:
@tilhemwell
@project1enigma
@derspiegel
@catinchief
@europeanberlin
@wenig_worte
@somlu1968
@cos_meyer
@ergroovt
@michael10415865