ngss, Twitter, 3/2/2021 10:04:45 AM, 249926


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ngss_2021-03-01_23-07-48.xlsx
ngss_2021-03-01_23-07-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 02, 2021
Short Description:
ngss via NodeXL https://bit.ly/3b7UE1n
@ngss_tweeps
@officialngss
@stemteachtools
@williamfranzell
@dtcampbe
@distancelrnbot
@ctskeeley
@bpenuel
@stem_ai
@ngssphenomena

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

Description:
Description
The graph represents a network of 4,732 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, 02 March 2021 at 07:17 UTC.

The requested start date was Tuesday, 02 March 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 58-day, 7-hour, 24-minute period from Saturday, 02 January 2021 at 16:15 UTC to Monday, 01 March 2021 at 23:39 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 : 4732
Unique Edges : 4338
Edges With Duplicates : 12424
Total Edges : 16762
Number of Edge Types : 5
Retweet : 3415
MentionsInRetweet : 4781
Tweet : 2020
Mentions : 4941
Replies to : 1605
Self-Loops : 2056
Reciprocated Vertex Pair Ratio : 0.0822618351841029
Reciprocated Edge Ratio : 0.152018361009856
Connected Components : 875
Single-Vertex Connected Components : 451
Maximum Vertices in a Connected Component : 2149
Maximum Edges in a Connected Component : 12086
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.429831
Graph Density : 0.000330860301105655
Modularity : 0.36241
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 4,732 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, 02 March 2021 at 07:17 UTC.

The requested start date was Tuesday, 02 March 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 58-day, 7-hour, 24-minute period from Saturday, 02 January 2021 at 16:15 UTC to Monday, 01 March 2021 at 23:39 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
[29] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[20] https://www.instagram.com/accounts/login/
[14] https://monterey.k12oms.org/1519-197406
[9] https://docs.google.com/forms/d/e/1FAIpQLScclBoy3Ciu9eJKCTFzHJatarfcjqdZso9LAAItD-VfEYAqAQ/viewform?usp=send_form
[9] http://stemteachingtools.org/brief/15
[9] https://twitter.com/adityarajkaul/status/1358871958717276163
[6] https://twitter.com/asontvpro/status/1364588528361996294

Top URLs in Tweet in G1:
[5] http://stemteachingtools.org/brief/15
[3] https://monterey.k12oms.org/1519-197406
[3] https://twitter.com/philiplbell/status/1117536458078851074
[3] http://stemteachingtools.org/tgs/ESPA%C3%91OL
[3] https://wested.zoom.us/webinar/register/WN_Jdyr7EgiTCub8f2jGu0V_A
[3] https://www.edweek.org/ew/articles/2019/08/28/teachers-nationwide-now-have-access-to-open-source.html
[3] https://twitter.com/ngsnavigators/status/1346607414099935232
[3] https://www.sciencemag.org/news/2020/12/will-climate-change-make-animals-darker-or-lighter
[3] https://ccsesa.cventevents.com/event/419b3aae-ec91-4b8d-8435-2f1dbea6eedb/summary?rt=00000000-0000-0000-0000-000000000000&environment=P2&i=5821cdf7-7faf-45c0-a704-6c2dd740f4df&tm=KpIVCkvvuLvSDDNBP5oC9I-LvdtxuWAP0ps1d9WBTkk
[3] https://wgbh.zoom.us/webinar/register/WN_MFAEM_v2TMuHFfTt4glMbg

Top URLs in Tweet in G2:
[19] https://www.instagram.com/accounts/login/
[6] https://readingandwritingproject.org/events/ngss-science-literacies-and-activism-a-science-education-and-climate-change/
[3] https://www.paigeandpaxton.com/
[2] https://twitter.com/neuronopathie/status/1359384256921927680
[2] https://ngss-ltd.com/
[2] http://www.ngss.co.ke
[1] https://twitter.com/ngsnavigators/status/1346607414099935232
[1] https://www.youtube.com/watch?v=9kPfBYyxqxg&feature=youtu.be

[1] https://www.sbnature.org/fieldtrip
[1] https://myessayhomework.com/ngss-nature-of-science-reflection-assignment-help/

Top URLs in Tweet in G3:
[3] http://stemteachingtools.org/brief/15
[3] http://edtechpicks.org/2019/06/phenomena-ngss-2/
[2] https://twitter.com/NGSS_tweeps/status/1354059013294592002
[2] https://twitter.com/NGSS_tweeps/status/1361765104828768256
[2] https://eab.com/insights/daily-briefing/student-success/a-third-of-minority-students-leave-stem-majors-heres-why/
[2] https://us14.campaign-archive.com/?u=e273b373dce35089c0a03a7fe&id=fc5c68e164
[2] https://www.stimolalive.com/event/water-land-telling-stories-with-pictures-ages-3-8/
[2] https://tenstrands.org/ed/can-the-environment-be-racist/
[2] https://twitter.com/MIT/status/1357359562920235009
[2] https://docs.google.com/presentation/d/1sr81ooiUyjYHEJ9cEvMaazy1Q7je4sMxXjqBYtzD2P0/template/preview

Top URLs in Tweet in G4:
[3] https://www.uncoveringstudentideas.org/blog/blog-post-considerations-for-using-probes
[1] https://twitter.com/i/web/status/1364666926669189129
[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
[1] https://twitter.com/i/web/status/1359355971445923842

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1358109157619085318
[1] https://twitter.com/i/web/status/1351086153076715528
[1] https://twitter.com/i/web/status/1348837072229052425
[1] https://twitter.com/i/web/status/1351052363512086534
[1] https://twitter.com/i/web/status/1351090127783735298

Top URLs in Tweet in G6:
[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/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
[1] https://twitter.com/i/web/status/1350899103622901765

Top URLs in Tweet in G7:
[4] https://www.lab-aids.com/home-materials
[4] https://coffeeforthebrain.com/?p=10875
[2] https://www.lab-aids.com/ARG-assessment
[2] https://coffeeforthebrain.com/?p=10878
[1] https://www.sciencebuddies.org/teacher-resources/lesson-plans/rube-goldberg-kinetic-energy?from=TW
[1] https://twitter.com/i/web/status/1358932793649205252
[1] https://twitter.com/STEMTeachTools/status/1346875477999415299
[1] https://twitter.com/i/web/status/1358592077831892998
[1] https://twitter.com/i/web/status/1361533262145802243
[1] https://twitter.com/i/web/status/1364024881566732292

Top URLs in Tweet in G8:
[1] https://twitter.com/covingtonedu/status/1366389460359913478
[1] https://twitter.com/mr_rablin/status/1349028837149999108
[1] https://twitter.com/JoshuaReid01/status/1347371427343826944
[1] https://drive.google.com/file/d/1nGvV55ew8KjOZsa4kFyGd4WVSLDpF5-T/view
[1] https://projects.intellimedia.ncsu.edu/iact/fellows-program/
[1] https://und.qualtrics.com/jfe/form/SV_4SzEaag9sfTWX7n
[1] https://twitter.com/i/web/status/1363995251828879360
[1] https://twitter.com/i/web/status/1349089284968632327
[1] https://www.weforum.org/events/the-davos-agenda-2021/sessions/improving-science-literacy

Top URLs in Tweet in G9:
[3] https://edujobsinpgh.blogspot.com/2021/01/professional-development-design.html
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DubEbDNL4J4I&q=EgS4SO-bGLHK94EGIhkA8aeDS5Ii_g22WA7vLeOEgcLooqZnD5yIMgFy
[2] https://arxiv.org/abs/2102.00454?fbclid=IwAR0RSyOKD-ubHh0F-cu4Td3a9ogC_ql_RKcv4fAd-vXvnPBgmSwJILdM8hM
[2] http://wisdpiscience.blogspot.com/2021/01/is-scientific-method-still-way-to-go.html
[2] https://teachscience4all.org/2021/01/25/teaching-k-12-science-engineering-during-a-crisis/
[2] https://www.eweblife.com/prm/AMTA/calendar/event?event=2224
[1] https://twitter.com/i/web/status/1352102176537993217
[1] https://twitter.com/i/web/status/1359047592697417732
[1] https://twitter.com/i/web/status/1364037010197913613
[1] https://www.youtube.com/user/ScienceBitsChannel

Top URLs in Tweet in G10:
[32] https://twitter.com/br24/status/1348532872068681728
[1] https://twitter.com/i/web/status/1351533543428648961
[1] https://twitter.com/i/web/status/1352608049765249025
[1] https://twitter.com/i/web/status/1351081289273774083

Top Domains
Top Domains in Tweet in Entire Graph:
[1266] twitter.com
[85] google.com
[78] ac.uk
[48] stemteachingtools.org
[30] peing.net
[27] youtube.com
[20] mys.ci
[20] nextgenscience.org
[20] instagram.com
[18] nsta.org

Top Domains in Tweet in G1:
[258] twitter.com
[37] stemteachingtools.org
[16] google.com
[11] nextgenscience.org
[10] pbslearningmedia.org
[7] nsta.org
[6] ngsnavigators.com
[6] newmeridiancorp.org
[6] zoom.us
[4] wested.org

Top Domains in Tweet in G2:
[209] twitter.com
[19] instagram.com
[13] google.com
[6] readingandwritingproject.org
[6] yuki-portal.com
[3] youtube.com
[3] linkedin.com
[3] nsta.org
[3] alludolearning.com
[3] paigeandpaxton.com

Top Domains in Tweet in G3:
[118] twitter.com
[36] google.com
[10] stemteachingtools.org
[5] youtube.com
[5] nsta.org
[4] stem4real.org
[4] nasa.gov
[4] edtechpicks.org
[3] tolerance.org
[3] tenstrands.org

Top Domains in Tweet in G4:
[14] twitter.com
[5] innerorbit.com
[3] uncoveringstudentideas.org
[2] eventbrite.com
[2] blogspot.com
[1] nsta.org
[1] exploratorium.edu
[1] google.com
[1] 4dedu.org

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

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

Top Domains in Tweet in G7:
[27] twitter.com
[9] lab-aids.com
[6] coffeeforthebrain.com
[1] sciencebuddies.org
[1] cadrek12.org
[1] stanys.org
[1] chicagotribune.com
[1] bozemanscience.com
[1] thewonderofscience.com

Top Domains in Tweet in G8:
[5] twitter.com
[1] google.com
[1] ncsu.edu
[1] qualtrics.com
[1] weforum.org

Top Domains in Tweet in G9:
[18] twitter.com
[6] blogspot.com
[5] learningundefeated.org
[3] google.com
[2] arxiv.org
[2] teachscience4all.org
[2] eweblife.com
[1] youtube.com
[1] forms.gle
[1] climetime.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1324] ngss
[367] ngsschat
[184] science
[183] stem
[164] ausgangssperre
[152] scied
[92] machtdiebueroszu
[78] bioinformatics
[51] aocliar
[42] stem_discipline



Top Hashtags in Tweet in G1:
[512] ngss
[254] ngsschat
[112] scied
[32] science
[23] sep
[22] cangss
[17] stem
[15] seps
[13] astbookchat
[13] bias

Top Hashtags in Tweet in G2:
[106] ngss
[51] science
[26] sasedu
[22] ausgangssperre
[17] education
[16] stem
[12] ausgangssperren
[9] ngsschat
[9] ハニーセレクト2
[6] tcrwp

Top Hashtags in Tweet in G3:
[116] ngss
[47] ngsschat
[22] stem
[18] distancelearning
[16] science
[12] dqb
[10] mars
[10] edtech
[9] 4real
[9] phenomenon

Top Hashtags in Tweet in G4:
[32] ngss
[10] nsta
[8] stem
[7] phenomena
[6] assessment
[6] steam
[6] literacy
[6] science
[4] scied
[4] sel

Top Hashtags in Tweet in G5:
[92] ausgangssperre
[88] machtdiebueroszu

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

Top Hashtags in Tweet in G7:
[85] ngss
[14] science
[10] stem
[5] pln
[5] makered
[4] sasedu
[4] dqb
[4] ngsschat
[4] stemed
[3] autoliv

Top Hashtags in Tweet in G8:
[8] ngss
[8] ngsschat
[7] scied
[1] iteachbiology
[1] scienceteacher
[1] edutwitter
[1] educhat
[1] literacy
[1] equity
[1] nstachat

Top Hashtags in Tweet in G9:
[43] ngss
[42] stem_discipline
[41] stem
[28] stel
[21] k12
[9] science
[9] scied
[9] scichat
[8] stemeducation
[7] edchat

Top Hashtags in Tweet in G10:
[2] ausgangssperre
[2] machtdiebueroszu

Top Words
Top Words in Tweet in Entire Graph:
[1417] science
[1323] #ngss
[1270] ngss
[1120] ngss_tweeps
[695] students
[586] learning
[435] die
[395] teachers
[370] school
[367] #ngsschat

Top Words in Tweet in G1:
[755] ngss_tweeps
[678] science
[512] #ngss
[410] ngss
[279] learning
[254] #ngsschat
[243] students
[186] officialngss
[184] dtcampbe
[175] pls

Top Words in Tweet in G2:
[137] ngss
[106] #ngss
[89] die
[63] science
[51] #science
[37] ausgangssperre
[27] more
[26] students
[26] #sasedu
[23] school

Top Words in Tweet in G3:
[256] ngss_tweeps
[196] science
[160] students
[116] #ngss
[101] ngss
[92] learning
[87] great
[86] more
[84] ss
[75] ngssphenomena

Top Words in Tweet in G4:
[65] ctskeeley
[56] students
[47] water
[31] #ngss
[30] interesting
[29] more
[29] phenomenon
[28] use
[24] ngss
[22] good

Top Words in Tweet in G5:
[176] 00
[92] #ausgangssperre
[88] wollen
[88] mal
[88] zwischen
[88] 09
[88] 17
[88] uhr
[88] versuchen
[88] #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:
[85] #ngss
[48] labaids
[38] ss
[32] unit
[29] home
[27] science
[27] sepup_ucb
[25] pre
[25] packaged
[25] material

Top Words in Tweet in G8:
[63] science
[58] sensemakers
[53] middle
[52] high
[52] school
[51] bpenuel
[51] please
[51] teach
[51] biology
[51] grades

Top Words in Tweet in G9:
[69] ãƒ
[53] science
[52] ç
[44] ϋ
[43] #ngss
[42] æ
[37] #stem
[36] #stem_discipline
[35] teachers
[26] #stel

Top Words in Tweet in G10:
[142] mehr
[71] überwachungsstaat
[71] heute
[71] sicher
[71] gefordert
[70] netzpolitik
[4] 00
[2] bleibe
[2] optimistisch
[2] gedämpft

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[135] ãƒ,ãƒ
[126] dtcampbe,pls
[112] high,school
[102] science,education
[100] 17,00
[95] #ngss,#ngsschat
[93] die,pandemie
[92] wollen,mal
[92] mal,#ausgangssperre
[92] #ausgangssperre,zwischen

Top Word Pairs in Tweet in G1:
[119] dtcampbe,pls
[79] ngss_tweeps,openscied
[76] openscied,ngsschat
[75] ngsschat,thinksci
[73] thinksci,krenaep
[67] science,education
[63] sbottasullivan,ngss_tweeps
[55] professional,learning
[54] science,learning
[54] #ngss,#ngsschat

Top Word Pairs in Tweet in G2:
[19] #science,#ngss
[17] #sasedu,#science
[15] singapore,american
[15] american,school
[8] generation,science
[8] #ngss,#science
[8] energy,transfer
[7] next,generation
[7] science,standards
[7] die,ausgangssperre

Top Word Pairs in Tweet in G3:
[24] bmsscienceteach,ngss_tweeps
[21] social,justice
[18] those,plants
[18] plants,those
[18] those,lines
[18] lines,darker
[18] darker,bottom
[18] bottom,lighter
[18] lighter,top
[17] ngssphenomena,those

Top Word Pairs in Tweet in G4:
[27] interesting,phenomenon
[21] ask,students
[21] scallion,greens
[21] cut,bulb
[20] phenomenon,happening
[20] happening,florida
[20] florida,ask
[20] students,citrus
[20] citrus,growers
[20] growers,spray

Top Word Pairs in Tweet in G5:
[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 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:
[25] pre,packaged
[25] material,sets
[20] labaids,pre
[14] packaged,material
[14] sets,ss
[14] ss,hands
[14] hands,screens
[14] screens,science
[14] science,home
[14] home,activities

Top Word Pairs in Tweet in G8:
[52] high,school
[51] please,teach
[51] teach,high
[51] school,biology
[51] biology,middle
[51] middle,grades
[51] grades,science
[51] science,apply
[51] apply,part
[51] part,sensemakers

Top Word Pairs in Tweet in G9:
[35] ãƒ,ãƒ
[24] 科学とエンジニアリングの体験的,経験的活動
[13] #stel,technologyは
[13] technologyは,人間必要性と要望を満たすためにデザインされた製品
[13] 人間必要性と要望を満たすためにデザインされた製品,システム
[13] システム,プロセスを通じた
[13] プロセスを通じた,自然環境の改変である
[13] 自然環境の改変である,ほぼ
[13] ほぼ,ngssと変わってないけど製品
[13] ngssと変わってないけど製品,システム

Top Word Pairs in Tweet in G10:
[71] mehr,überwachungsstaat
[71] überwachungsstaat,heute
[71] heute,sicher
[71] sicher,mehr
[71] mehr,gefordert
[70] netzpolitik,mehr
[2] bleibe,optimistisch
[2] optimistisch,gedämpft
[2] gedämpft,klarem
[2] klarem,hoffnungsschimmer

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
@starrscience
@philiplbell
@krenaep
@drloriandersen
@lgates_science

Top Replied-To in G3:
@ngss_tweeps
@bmsscienceteach
@helenrey
@techybeckyyoung
@xeno_lith
@drloriandersen
@geererc
@sbottasullivan
@ms_hyphenated
@anna_kraftson

Top Replied-To in G4:
@ibchemmilam
@ngss_tweeps
@lgates_science
@nancytaughtyou
@ms_hassur
@mrcoachcahill
@teacher2teacher
@erinkcooke

Top Replied-To in G5:
@arminlaschet

Top Replied-To in G7:
@ngss_tweeps
@paulandersen
@sasgreco
@listemela
@isabeladame17
@joshwoodg
@hltinkercad

Top Replied-To in G8:
@wisdpiscience
@ngss_tweeps

Top Replied-To in G9:
@edu_getcreative
@chemistryreacts
@ebzscience

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

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

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

Top Mentioned in G3:
@ngss_tweeps
@ngssphenomena
@stem4real
@stemteachtools
@nsta
@openscied
@ngsschat
@starrscience
@ngsssfocus
@bmsscienceteach

Top Mentioned in G4:
@ctskeeley
@innerorbitedu
@ryan_kurada
@stemteachtools
@tinkeringstudio
@kristenrec
@2017gatoty
@meganoliviahall
@michaeljdunlea
@yungromano

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

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

Top Mentioned in G7:
@labaids
@sepup_ucb
@sdziwanowski
@sciwise
@larsonms
@lego_education
@stanysorg
@paulandersen
@steph4science
@ecogreenlilly

Top Mentioned in G8:
@bpenuel
@_surajuttam
@reiserbrianj
@dtcampbe
@jste1924
@jeannebrunner
@officialngss
@ksscienceguy
@carriedallen2
@saracheredia

Top Mentioned in G9:
@kispride
@tdcfresno
@fresno_state
@alikaaay
@robzook1
@officialngss
@stemteachtools
@amtateachers
@mysnowmanpaul
@isbsci

Top Mentioned in G10:
@netzpolitik
@hundert14
@surfin_bird
@claudine

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

Top Tweeters in G1:
@threadreaderapp
@blackphysicists
@upulie
@hlthiskrieger
@nbcnews
@golfballfinder1
@biobaby19
@realscientists
@educationweek
@jcorippo

Top Tweeters in G2:
@menfesssyg
@mssackstein
@creation_2011
@syuri_sakuma
@cupcakelady_
@fehlpass
@peaceful1979
@jmxmertens
@th_galodecalca
@shedabeda

Top Tweeters in G3:
@mcdonalds
@ronaldclarke
@toniragusa
@kidygame
@may_gun
@bflamel
@scalarhumanity
@paleophile
@filthycreatures
@andrewhumphrey

Top Tweeters in G4:
@teacher2teacher
@pcalleypbvusd
@nancytaughtyou
@mstewartscience
@fivewazoos
@michaeljdunlea
@nnstoy
@sleuthacademy
@kristenrec
@mrcoachcahill

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

Top Tweeters in G6:
@viralvideovlogs
@elkepoley
@uwewolff966
@zoniman
@spasskultur
@rainer42
@schnauzevoll61
@adivonpoes
@hufnaglb
@christi85573643

Top Tweeters in G7:
@shellterrell
@markj_ohnson
@seesaw
@dailystem
@naomiharm
@classdojo
@cyberteacher
@aaronmaureredu
@jacobtech
@amnh

Top Tweeters in G8:
@wef
@carrot__ebooks
@dontworryteach
@sarahlouwou
@chitch94
@rixeymegan
@sciedhenry
@bdevore
@bpenuel
@shuchig

Top Tweeters in G9:
@newsofmideast
@alicekeeler
@dtdelosh
@torivojobs
@theladythinks
@jc_james_clark
@garym
@joe4rialtousd
@fresno_state
@stem_ai

Top Tweeters in G10:
@cyrus_mcdugan
@claudine
@pia_purzella
@echeloni2p
@snowy_carpender
@surfin_bird
@mikemacapple
@minski67129491
@der_derwish
@uehmche


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