ngss, Twitter, 2/17/2021 7:26:52 PM, 248974


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ngss_2021-02-16_23-07-49.xlsx
ngss_2021-02-16_23-07-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 17, 2021
Short Description:
ngss via NodeXL https://bit.ly/3bd7oTi
@ngss_tweeps
@stemteachtools
@officialngss
@tomexplorer
@youtube
@stem_ai
@dtcampbe
@williamfranzell
@cascience
@ngss_official

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

Description:
Description
The graph represents a network of 4,903 Twitter users whose tweets in the requested range contained "ngss", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 17 February 2021 at 07:17 UTC.

The requested start date was Tuesday, 16 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 65-day, 6-hour, 5-minute period from Saturday, 12 December 2020 at 18:06 UTC to Tuesday, 16 February 2021 at 00:11 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 : 4903
Unique Edges : 4538
Edges With Duplicates : 12218
Total Edges : 16756
Number of Edge Types : 5
Mentions : 4669
Retweet : 3402
MentionsInRetweet : 4905
Replies to : 1532
Tweet : 2248
Self-Loops : 2315
Reciprocated Vertex Pair Ratio : 0.0786598689002185
Reciprocated Edge Ratio : 0.145847400405132
Connected Components : 977
Single-Vertex Connected Components : 513
Maximum Vertices in a Connected Component : 2010
Maximum Edges in a Connected Component : 11314
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.337739
Graph Density : 0.000308098697763957
Modularity : 0.375047
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 4,903 Twitter users whose tweets in the requested range contained "ngss", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 17 February 2021 at 07:17 UTC.

The requested start date was Tuesday, 16 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 65-day, 6-hour, 5-minute period from Saturday, 12 December 2020 at 18:06 UTC to Tuesday, 16 February 2021 at 00:11 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:
[78] https://www.gla.ac.uk/researchinstitutes/iii/informationforstudents/communication/internalevents/bioinformatics/
[74] https://twitter.com/asontvpro/status/1357071270429548551
[32] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[32] https://twitter.com/br24/status/1348532872068681728
[16] https://www.instagram.com/accounts/login/
[14] https://monterey.k12oms.org/1519-197406
[10] https://twitter.com/MDRAktuell/status/1345049694246985730
[9] https://twitter.com/adityarajkaul/status/1358871958717276163
[8] https://oyosm.com/Art_ngss
[7] https://www.teacherspayteachers.com:443/Store/Teachheath

Top URLs in Tweet in G1:
[4] https://www.researchgate.net/publication/337069245_Commentary_Using_Models_to_Teach_Science
[4] https://twitter.com/ngsnavigators/status/1346607414099935232
[4] https://www.edweek.org/ew/articles/2019/08/28/teachers-nationwide-now-have-access-to-open-source.html
[4] https://challenge.calwater.com/
[3] https://theconversation.com/how-sensors-monitor-and-measure-our-bodies-and-the-world-around-us-150050
[3] https://www.sciencemag.org/news/2020/12/will-climate-change-make-animals-darker-or-lighter
[3] https://teachscience4all.org/2020/12/17/my-top-5-science-picture-books-for-2020/
[3] https://monterey.k12oms.org/1519-197406
[3] https://bmckinney-ngss.blogspot.com/2020/12/distance-learning-2020-reflection-on.html?spref=tw
[2] http://stemteachingtools.org/brief/46

Top URLs in Tweet in G2:
[12] 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] http://www.ngss.co.ke
[2] https://www.paigeandpaxton.com/
[1] https://twitter.com/i/web/status/1338045494686339075
[1] https://www.linkedin.com/slink?code=d64gjPt
[1] https://twitter.com/i/web/status/1338145834043666433
[1] https://twitter.com/i/web/status/1338169434998005762
[1] https://twitter.com/i/web/status/1338224904391421952

Top URLs in Tweet in G3:
[6] https://www.teacherspayteachers.com:443/Store/Teachheath
[5] https://amplify.com/review/science68virtualsampling/
[4] https://teachheath.com
[4] https://www.teacherspayteachers.com/Store/Teachheath
[3] http://stemteachingtools.org/tgs/ESPA%C3%91OL
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DubEbDNL4J4I&q=EgS4SO-bGOWCs4EGIhkA8aeDS0kk8OuAqvcz7EDTh5kNBO3VFPUdMgFy
[3] https://go.info.amplify.com/thank-you_ebook_howtotrainyourrobot
[3] https://edujobsinpgh.blogspot.com/2021/01/professional-development-design.html
[2] http://stemteachingtools.org/brief/67
[2] http://stemteachingtools.org/brief/30

Top URLs in Tweet in G4:
[4] 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://newmeridiancorp.org/webinar-the-unique-challenges-of-science-education-in-a-post-pandemic-world/
[2] https://newmeridiancorp.org/new-meridian-offers-framework-to-review-3d-science-assessment-items/
[2] https://home.edweb.net/webinar/science20210125/
[2] https://wgbh.zoom.us/webinar/register/WN_MFAEM_v2TMuHFfTt4glMbg
[2] https://forms.gle/sbnxqSQC2epkhjQQA
[2] https://drive.google.com/file/d/1hPumAFgMuHGEQcfNxzsjSCwtfVY1z0rA/view?usp=drivesdk

Top URLs in Tweet in G5:
[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
[1] https://twitter.com/i/web/status/1351090127783735298

Top URLs in Tweet in G6:
[2] https://twitter.com/WaltiSiegrist/status/1351818509978898433
[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/1358877261777231879
[1] https://twitter.com/i/web/status/1350899103622901765
[1] https://twitter.com/i/web/status/1350710380587323393
[1] https://twitter.com/i/web/status/1341706886526214144

Top URLs in Tweet in G7:
[4] https://www.uncoveringstudentideas.org/blog/blog-post-considerations-for-using-probes
[4] https://www.wadeinstitutema.org/academic-year-professional-development-institutes/
[1] https://www.curriculumtopicstudy2.org/additional-resources
[1] https://twitter.com/i/web/status/1341791919865815040
[1] https://twitter.com/i/web/status/1351222443885662208
[1] https://www.nsta.org/science-and-children/science-and-children-januaryfebruary-2021/what-brainstorming
[1] https://twitter.com/i/web/status/1359243304190300160
[1] https://twitter.com/i/web/status/1361322387363528713
[1] https://www.reddit.com/r/ScienceTeachers/comments/kg9rwu/oer_curriculum_for_ngss/
[1] https://www.linkedin.com/in/tamara-ledley/

Top URLs in Tweet in G8:
[2] https://anchor.fm/aaronrgierhart/episodes/Episode-2-Mrs--Emily-Telford---Gamification-and-Assessment-Standards-Based-Grading-NGSS-eou448/a-a4beq2u
[1] https://wgbh.zoom.us/webinar/register/WN_MFAEM_v2TMuHFfTt4glMbg
[1] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/forms/d/1E6gp0aCwzwEjUXK7foN7-Xx3QP3L9i9mTnyIS4S67OU/prefill&followup=https://docs.google.com/forms/d/1E6gp0aCwzwEjUXK7foN7-Xx3QP3L9i9mTnyIS4S67OU/prefill<mpl=forms
[1] https://twitter.com/NGSSchat/status/1357511891942260736
[1] https://www.stemedinnovators.org/spring-programming
[1] https://relishstudio.com/podcast/episode-12-rethinking-the-value-exchange-to-create-relationships-through-marketing-rob-smariga/
[1] https://twitter.com/i/web/status/1351960642085916672
[1] http://stemteachingtools.org/assets/landscapes/STEM-Teaching-Tool-41-Cross-Cutting-Concepts-Promptsv2.pdf
[1] https://twitter.com/i/web/status/1359606339933151232
[1] https://ngss.sdcoe.net/NGSS-inAction

Top URLs in Tweet in G9:
[32] https://twitter.com/br24/status/1348532872068681728
[1] https://twitter.com/i/web/status/1352608049765249025
[1] https://twitter.com/i/web/status/1351533543428648961
[1] https://twitter.com/i/web/status/1351081289273774083
[1] https://twitter.com/i/web/status/1342877992054386690

Top URLs in Tweet in G10:
[1] https://twitter.com/Prathkum/status/1342099233885749249
[1] https://twitter.com/nirbhayvashisht/status/1348275906473828352
[1] https://www.youtube.com/watch?v=zJMq-Nfd_nA&feature=youtu.be

[1] https://tuvalabs.com/datasets/historic_snowfall_in_the_northeast/activities/view/472
[1] https://www.youtube.com/watch?v=jLbqWvnEPDk&feature=youtu.be

[1] https://www.youtube.com/watch?v=d2ayFG3slB8&feature=youtu.be

[1] https://twitter.com/i/web/status/1352003612587814919
[1] https://www.youtube.com/watch?v=p9oOHFmg0cU&feature=youtu.be

[1] https://www.elesapiens.com/contenidos-educativos/info-unidad/19/lets-talk-about-chemistry
[1] https://www.youtube.com/watch?v=_osMHtJFm9c&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[1301] twitter.com
[79] google.com
[78] ac.uk
[41] stemteachingtools.org
[34] peing.net
[26] youtube.com
[21] nsta.org
[20] nextgenscience.org
[17] mys.ci
[17] blogspot.com

Top Domains in Tweet in G1:
[261] twitter.com
[33] google.com
[12] stemteachingtools.org
[11] nsta.org
[8] ngsnavigators.com
[6] weebly.com
[5] researchgate.net
[5] theconversation.com
[5] teachscience4all.org
[5] blogspot.com

Top Domains in Tweet in G2:
[234] twitter.com
[13] google.com
[12] instagram.com
[6] readingandwritingproject.org
[3] linkedin.com
[3] starrmatica.com
[3] alludolearning.com
[3] co.ke
[2] onlinewriterservices.com
[2] researchgate.net

Top Domains in Tweet in G3:
[64] twitter.com
[28] stemteachingtools.org
[10] teacherspayteachers.com
[9] amplify.com
[8] definedlearning.com
[7] blogspot.com
[6] google.com
[6] teachheath.com
[3] teachscience4all.org
[3] learningundefeated.org

Top Domains in Tweet in G4:
[53] twitter.com
[11] nextgenscience.org
[8] pbslearningmedia.org
[7] newmeridiancorp.org
[4] google.com
[3] edutopia.org
[2] edweb.net
[2] zoom.us
[2] forms.gle
[2] cascience.org

Top Domains in Tweet in G5:
[5] twitter.com

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

Top Domains in Tweet in G7:
[15] twitter.com
[6] innerorbit.com
[4] uncoveringstudentideas.org
[4] wadeinstitutema.org
[2] blogspot.com
[2] eventbrite.com
[1] curriculumtopicstudy2.org
[1] nsta.org
[1] reddit.com
[1] linkedin.com

Top Domains in Tweet in G8:
[9] twitter.com
[3] anchor.fm
[2] sdcoe.net
[1] zoom.us
[1] google.com
[1] stemedinnovators.org
[1] relishstudio.com
[1] stemteachingtools.org
[1] qualtrics.com
[1] weather.com

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

Top Domains in Tweet in G10:
[8] youtube.com
[3] twitter.com
[1] tuvalabs.com
[1] elesapiens.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1256] ngss
[330] ngsschat
[205] ausgangssperre
[181] stem
[172] science
[92] machtdiebueroszu
[88] scied
[78] bioinformatics
[62] stemed
[53] bildungsstattpraesenzpflicht



Top Hashtags in Tweet in G1:
[417] ngss
[231] ngsschat
[38] scied
[35] science
[34] stemed
[28] access
[21] cangss
[19] stem
[13] 4real
[12] equity

Top Hashtags in Tweet in G2:
[96] ngss
[37] science
[34] ausgangssperre
[25] stem
[18] sasedu
[13] bildungsstattpraesenzpflicht
[12] ausgangssperren
[12] education
[11] bildungabersicher
[10] ngsschat

Top Hashtags in Tweet in G3:
[143] ngss
[77] stem
[48] stem_discipline
[38] ngsschat
[33] scied
[28] stel
[27] science
[22] scichat
[18] k12
[17] pbl

Top Hashtags in Tweet in G4:
[125] ngss
[29] ngsschat
[9] stem
[8] valentinesday
[8] computerscience
[8] science
[5] ccc
[5] scied
[5] phenomena
[4] remotelearning

Top Hashtags in Tweet in G5:
[104] ausgangssperre
[89] machtdiebueroszu
[11] nrw
[11] sachsen

Top Hashtags in Tweet in G6:
[4] bildungsserver
[2] ausgangssperre

Top Hashtags in Tweet in G7:
[37] ngss
[9] nsta
[8] stem
[8] science
[7] phenomena
[5] assessment
[4] remotelearning
[4] formative
[4] nsta21
[4] inquiry

Top Hashtags in Tweet in G8:
[32] ngss
[11] stemed
[10] womeninstem
[10] transformativeexperience
[10] ngssslowchat
[5] ngsschat
[4] dmusd
[3] gamification
[2] cangss
[2] scienceleaders

Top Hashtags in Tweet in G9:
[6] macron
[6] lockdown
[6] ausgangsbeschränkungen
[2] ausgangssperre
[2] machtdiebueroszu

Top Hashtags in Tweet in G10:
[6] whatsappprivacy
[5] ngss
[4] reopencolleges
[3] boatgiveaways
[2] 100daysofcode
[2] welcome2021
[2] crypto
[2] valimaiதிருவிழாஆரம்பம்
[2] valimai
[2] youtubeads

Top Words
Top Words in Tweet in Entire Graph:
[1340] science
[1255] #ngss
[1084] ngss
[1032] ngss_tweeps
[639] students
[553] die
[455] learning
[435] teachers
[381] more
[330] #ngsschat

Top Words in Tweet in G1:
[818] ngss_tweeps
[616] science
[417] #ngss
[250] students
[249] ngss
[231] #ngsschat
[225] learning
[181] dtcampbe
[181] great
[173] ngsschat

Top Words in Tweet in G2:
[139] ngss
[110] die
[96] #ngss
[62] ausgangssperre
[52] science
[37] #science
[34] #ausgangssperre
[29] students
[26] nächtliche
[25] #stem

Top Words in Tweet in G3:
[159] science
[143] #ngss
[85] stemteachtools
[83] teachers
[78] students
[73] #stem
[69] ngss
[69] ãƒ
[57] aligned
[52] free

Top Words in Tweet in G4:
[148] science
[124] #ngss
[109] ngss
[108] officialngss
[97] ø
[75] ù
[66] ngssphenomena
[45] students
[39] those
[39] education

Top Words in Tweet in G5:
[178] 00
[104] #ausgangssperre
[89] wollen
[89] mal
[89] zwischen
[89] 09
[89] 17
[89] uhr
[89] versuchen
[89] #machtdiebueroszu

Top Words in Tweet in G6:
[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 G7:
[73] ctskeeley
[56] students
[50] water
[38] more
[37] #ngss
[34] phenomenon
[30] interesting
[24] good
[24] use
[24] science

Top Words in Tweet in G8:
[39] science
[37] ngss_tweeps
[32] #ngss
[28] please
[23] teachers
[20] woot
[18] love
[18] openscied
[17] abeslo
[17] bscsorg

Top Words in Tweet in G9:
[142] mehr
[71] überwachungsstaat
[71] heute
[71] sicher
[71] gefordert
[70] netzpolitik
[6] #macron
[6] macht
[6] erstmal
[6] urlaub

Top Words in Tweet in G10:
[28] ngss_official
[10] youtube
[9] bro
[8] _syed_zubair
[7] boatnirvana
[6] reopen
[6] php
[6] one
[6] pic
[6] #whatsappprivacy

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[150] ãƒ,ãƒ
[120] #ngss,#ngsschat
[93] 00,uhr
[92] wollen,mal
[92] mal,#ausgangssperre
[92] #ausgangssperre,zwischen
[92] zwischen,09
[92] 09,00
[92] 00,17
[92] 17,00

Top Word Pairs in Tweet in G1:
[85] dtcampbe,pls
[77] ngss_tweeps,openscied
[77] openscied,ngsschat
[76] ngsschat,thinksci
[74] thinksci,krenaep
[63] sbottasullivan,ngss_tweeps
[61] #ngss,#ngsschat
[56] ngss_tweeps,ngsschat
[55] bmsscienceteach,ngss_tweeps
[45] free,access

Top Word Pairs in Tweet in G2:
[19] nächtliche,ausgangssperre
[12] #science,#ngss
[11] #sasedu,#science
[10] empfehlung,24
[10] 24,nächtliche
[10] #تعليم_العلوم,#stem
[10] #stem,#stemathome
[10] #stemathome,#ngss
[10] #ngss,بعض
[10] بعض,مشاريع

Top Word Pairs in Tweet in G3:
[35] ãƒ,ãƒ
[28] 科学とエンジニアリングの体験的,経験的活動
[23] #ngss,#ngsschat
[20] ngss,aligned
[19] next,generation
[16] classroom,teachers
[16] #ngss,#stem
[16] grade,teachers
[15] science,learning
[15] free,stem

Top Word Pairs in Tweet in G4:
[38] ø,ù
[37] ø,ø
[37] ù,ø
[36] science,education
[24] #ngss,#ngsschat
[20] science,engineering
[20] officialngss,science
[19] those,plants
[19] plants,those
[19] those,lines

Top Word Pairs in Tweet in G5:
[89] wollen,mal
[89] mal,#ausgangssperre
[89] #ausgangssperre,zwischen
[89] zwischen,09
[89] 09,00
[89] 00,17
[89] 17,00
[89] 00,uhr
[89] uhr,versuchen
[89] versuchen,#machtdiebueroszu

Top Word Pairs in Tweet in G6:
[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 G7:
[30] interesting,phenomenon
[22] ask,students
[22] scallion,greens
[22] cut,bulb
[21] phenomenon,happening
[21] happening,florida
[21] florida,ask
[21] students,citrus
[21] citrus,growers
[21] growers,spray

Top Word Pairs in Tweet in G8:
[17] love,science
[17] science,teachers
[17] susangomezzwiep,lofibytes
[17] lofibytes,openscied
[17] openscied,ngss_tweeps
[16] please,love
[16] teachers,rock
[16] rock,bscsorg
[16] bscsorg,cindygay
[16] cindygay,susangomezzwiep

Top Word Pairs in Tweet in G9:
[71] mehr,überwachungsstaat
[71] überwachungsstaat,heute
[71] heute,sicher
[71] sicher,mehr
[71] mehr,gefordert
[70] netzpolitik,mehr
[6] #macron,macht
[6] macht,erstmal
[6] erstmal,urlaub
[6] urlaub,mittelmeer

Top Word Pairs in Tweet in G10:
[4] reopen,colleges
[3] great,educational
[3] ngss_official,_syed_zubair
[3] 來自,youtube
[2] reopen,college
[2] college,play
[2] play,career
[2] career,hire
[2] hire,engineer
[2] engineer,without

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

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

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

Top Replied-To in G4:
@officialngss
@andrea_brook_lo
@ngss_tweeps
@itsklaudd
@rletissier
@leenabmc
@courtniball
@jenkinschem
@orbcat
@algomaizy11

Top Replied-To in G5:
@arminlaschet

Top Replied-To in G7:
@ngss_tweeps
@nancytaughtyou
@mrcoachcahill
@teacher2teacher
@erinkcooke

Top Replied-To in G8:
@ngss_tweeps
@bk3dsci
@abeslo
@krsciencelady
@dcsdstem
@cjcochrane21
@cajonvalleyusd

Top Replied-To in G10:
@ngss_official
@gharisraj
@tarunkishore007
@_syed_zubair
@youtubeindia
@siva_bharani
@mathesh_tamilan
@ravinwashere
@sunnewstamil
@suprabhasupi

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

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

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

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

Top Mentioned in G4:
@officialngss
@ngssphenomena
@nextgenscience
@ngss_tweeps
@thenasem
@earlyimplement
@nsta
@openscied
@cishk
@amtateachers

Top Mentioned in G5:
@hundert14
@graf_fencheltee
@arminlaschet
@for_mixi
@andreasduellick

Top Mentioned in G6:
@drpuerner
@gert_woellmann
@sciencefiles
@dieterfink5
@0schone
@waltisiegrist
@vincdevries
@pepemar79565814

Top Mentioned in G7:
@ctskeeley
@openscied
@kristenrec
@stemteachtools
@caroyce
@2017gatoty
@meganoliviahall
@michaeljdunlea
@yungromano
@innerorbitedu

Top Mentioned in G8:
@ngss_tweeps
@openscied
@bscsorg
@susangomezzwiep
@lofibytes
@abeslo
@cindygay
@jrstpub
@nextgens
@pugh_learning

Top Mentioned in G9:
@netzpolitik
@nailfreak1
@hundert14
@surfin_bird
@claudine

Top Mentioned in G10:
@youtube
@_syed_zubair
@boatnirvana
@ngss_official
@telegram
@ajaysenthil4
@primevideoin
@siva_bharani
@geeksforgeeks
@iamsrkfarhad

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

Top Tweeters in G1:
@threadreaderapp
@ronaldclarke
@blackphysicists
@nbcnews
@golfballfinder1
@biobaby19
@greentechdon
@bflamel
@educationweek
@jriske

Top Tweeters in G2:
@menfesssyg
@bewitchedmind
@musichistorylaw
@syuri_sakuma
@cupcakelady_
@saltytrees
@getahimg
@schanzenini
@hellud123
@chvoyage

Top Tweeters in G3:
@newsofmideast
@dal_dalnaser12
@alicekeeler
@buzzfeednews
@richardhdent
@education_24x7
@edchateu
@popsci
@sdg2030
@dtdelosh

Top Tweeters in G4:
@bar_zie
@epuujee
@filthycreatures
@andrewhumphrey
@joe4rialtousd
@edutopia
@vxjoe
@the74
@_ksu
@mcmicha7

Top Tweeters in G5:
@kulturbolschewi
@moritzbhg
@fasnix
@spatzendame
@new_joerg
@klausriede
@komet81
@roterhahn1
@hamburgkocht
@thomag0

Top Tweeters in G6:
@elkepoley
@viralvideovlogs
@uwewolff966
@raimundraimund
@zoniman
@beltschazzara
@spasskultur
@rainer42
@schnauzevoll61
@adivonpoes

Top Tweeters in G7:
@cybersecurityn8
@teacher2teacher
@imsouthern
@nancytaughtyou
@mstewartscience
@fivewazoos
@viciascience
@corwinpress
@sciencecat222
@michaeljdunlea

Top Tweeters in G8:
@femtech_
@dellcares
@eco1start
@botfemale
@cajonvalleyusd
@think_753
@microsoftedu
@openscitalk
@sandiegozoo
@sandiegocoe

Top Tweeters in G9:
@cyrus_mcdugan
@claudine
@rstrohmi
@pia_purzella
@echeloni2p
@snowy_carpender
@surfin_bird
@mikemacapple
@minski67129491
@der_derwish

Top Tweeters in G10:
@pttvonlinenews
@news18tamilnadu
@sunnewstamil
@airtelindia
@vartha1606thala
@amitbhawani
@drrpnishank
@telegram
@youtube
@arvindkejriwal


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