ngss, Twitter, 11/26/2020 8:37:34 AM, 242216


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ngss_2020-11-23_23-05-48.xlsx
ngss_2020-11-23_23-05-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 26, 2020
Short Description:
ngss via NodeXL https://bit.ly/3fzyLJ7
@ngss_tweeps
@jp_ngss
@stem_ai
@stemteachtools
@smr_foundation
@officialngss
@_ngss_
@ngssphenomena
@flabellinajg
@reutsmichael1

Top hashtags:
#ngss
#ngsschat
#stem
#science
#scied
#cangss
#cascience20
#ostawsta20

Description:
Description
The graph represents a network of 4,538 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, 24 November 2020 at 07:21 UTC.

The requested start date was Tuesday, 24 November 2020 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 55-day, 23-hour, 12-minute period from Tuesday, 29 September 2020 at 00:26 UTC to Monday, 23 November 2020 at 23:38 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 : 4538
Unique Edges : 4212
Edges With Duplicates : 12074
Total Edges : 16286
Number of Edge Types : 5
Retweet : 3489
MentionsInRetweet : 4788
Mentions : 4264
Tweet : 2154
Replies to : 1591
Self-Loops : 2245
Reciprocated Vertex Pair Ratio : 0.0907796931836154
Reciprocated Edge Ratio : 0.166449180803248
Connected Components : 872
Single-Vertex Connected Components : 428
Maximum Vertices in a Connected Component : 2289
Maximum Edges in a Connected Component : 12437
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.395379
Graph Density : 0.000334986229962874
Modularity : 0.360316
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 4,538 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, 24 November 2020 at 07:21 UTC.

The requested start date was Tuesday, 24 November 2020 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 55-day, 23-hour, 12-minute period from Tuesday, 29 September 2020 at 00:26 UTC to Monday, 23 November 2020 at 23:38 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] http://ngss.iptime.org
[16] http://STEMteachingtools.org/link/PDFcollection/
[12] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[10] http://stemteachingtools.org/brief/32
[9] https://www.youtube.com/watch?v=PaD-qbNOxBY&feature=youtu.be

[8] https://apl.maps.arcgis.com/apps/MapJournal/index.html?appid=d629dd5cc3fe48ea9fc744dada861da0&adumkts=social&utm_source=social&aduc=social&adum=external&aduSF=twitter&aduca=social_branding&aduco=what_causes_ocean_currents&aduat=storymap&adupro=Esri_Story_Maps&adbsc=social2385661&adbid=1002662586528092160&adbpl=tw&adbpr=16132791
[8] https://twitter.com/kingsseventeen/status/1320088230457430016?s=21
[8] https://www.eventbrite.com/e/life-science-industry-speaker-series-for-educators-registration-121053830265
[7] https://ngss.sdcoe.net
[7] https://docs.google.com/forms/d/e/1FAIpQLSew6Zglj6IbjVf0-8G6Dwslqhkbj4G-8B9r8NHUxj55p-T9eg/viewform

Top URLs in Tweet in G1:
[8] https://apl.maps.arcgis.com/apps/MapJournal/index.html?appid=d629dd5cc3fe48ea9fc744dada861da0&adumkts=social&utm_source=social&aduc=social&adum=external&aduSF=twitter&aduca=social_branding&aduco=what_causes_ocean_currents&aduat=storymap&adupro=Esri_Story_Maps&adbsc=social2385661&adbid=1002662586528092160&adbpl=tw&adbpr=16132791
[7] http://STEMteachingtools.org/link/PDFcollection/
[7] https://education.msu.edu/research/projects/solid-start/curriculum/
[7] https://solidstart.msu.edu/
[5] https://docs.google.com/document/d/1Sc1xXfeXqnPa_FbFrrsY9tctL-AkX0BL94rCqCjHJ04/edit?usp=sharing
[4] http://www.modelbasedinquiry.com
[4] https://drive.google.com/file/d/1JQc-cGkT3pGKeF0I6iGZqu3korrbhuK_/view?usp=sharing
[4] https://stemtlnet.org/members/julieolson
[3] https://www.tandfonline.com/doi/full/10.1080/1046560X.2020.1814980?cookieSet=1
[3] https://www.nextgenscience.org/sites/default/files/Keep%20Teaching%20Science%20-%20September%202020_0.pdf

Top URLs in Tweet in G2:
[6] http://www.elementarymatters.com/2015/08/science-and-engineering-practices.html
[4] http://boxfresh.site/ngpage
[3] http://www.ngss.co.ke
[2] https://www.californiaeei.org/curriculum/science-units/
[2] https://www.linkedin.com/slink?code=gy5XmMq
[2] https://www.myrobothink.com/
[2] https://dryerase.com/collections/small-group-classroom-modeling/products/large_unlined_dry_erase_boards
[1] https://twitter.com/i/web/status/1310813836249882625
[1] https://twitter.com/i/web/status/1310815221326331904
[1] https://twitter.com/i/web/status/1310821295672774656

Top URLs in Tweet in G3:
[7] http://STEMteachingtools.org/link/PDFcollection/
[5] http://stemteachingtools.org/brief/32
[4] http://stemteachingtools.org/brief/2
[4] https://wsta.wildapricot.org/event-3873274
[4] https://teemsproject.com/insights/happy-ma-stem-week
[3] https://twitter.com/philiplbell/status/1117536458078851074
[3] http://stemteachingtools.org/brief/67
[3] https://www.youtube.com/playlist?list=PLOus30GoFbwWiHAJOc0A0YYApE0aoTdQb

[2] http://stemteachingtools.org/brief/62
[2] http://stemteachingtools.org/pd/sessionc

Top URLs in Tweet in G4:
[3] https://www.pbslearningmedia.org/standards/0/
[2] https://www.youtube.com/watch?v=gyCumQ78ZoI&feature=youtu.be

[2] https://ill.is/453w
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=237876
[1] https://twitter.com/pamelachougne2/status/1310903569365774336
[1] https://twitter.com/tzuchans/status/1311054353873109000
[1] https://twitter.com/avacazanova1/status/1311275168426319873
[1] https://twitter.com/fullmetal_v2/status/1312305679537860608
[1] https://twitter.com/burnthewitch_fr/status/1312380198097170433
[1] https://twitter.com/_merceey/status/1313601550896558080

Top URLs in Tweet in G5:
[4] 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
[4] https://www.kidsatscience.org/
[3] https://cascience.org/conference/webinars
[3] https://www.eventbrite.com/e/us-district-challenges-informational-tickets-126228925113
[3] https://tenstrands.org/ngss/environmental-education-and-ngss-in-an-era-of-uncertainty/
[2] https://twitter.com/flabellinaJG/status/1323705415012478976
[2] https://na.eventscloud.com/ereg/index.php?eventid=574877&token=f505d77190cad0fc6d4948fe80f6b98d5fdb5df0ee7a703dafc452ee92180ddf-MjAyMC0xMCM1Zjg4ZjI2MTk2NjZm&crm=1&session_variable=public
[2] https://www.youtube.com/watch?v=IC7eMG89yjM&feature=youtu.be

[2] https://www.youtube.com/watch?v=7QgTiS9YNFQ&feature=youtu.be

[2] https://twitter.com/TenStrands/status/1316823006652456960

Top URLs in Tweet in G6:
[6] https://www.youtube.com/watch?v=PaD-qbNOxBY&feature=youtu.be

[1] https://twitter.com/i/web/status/1331017511660384266
[1] https://www.ngssphenomena.com/ourvoice/2020/5/1/30daysciencechallengeback2school
[1] https://www.dechoker.com/collections/airway-clearing-devices?fbclid=IwAR3dIqJjURbuBKbLPUrPa2qYgPbRsSmIfEuzMQ5drMR2ZjoXcsFk1diexJA
[1] https://twitter.com/hallscience/status/1318719439592972289
[1] https://twitter.com/i/web/status/1319693198239928323
[1] https://twitter.com/i/web/status/1328498552176304130
[1] https://twitter.com/i/web/status/1319656741441683456
[1] https://www.bu.edu/wheelock/research-action/centers-labs-institutes/the-documentation-studio/curiosity-and-learning-conference/
[1] https://twitter.com/i/web/status/1329236249933197312

Top URLs in Tweet in G7:
[5] https://app.definedlearning.com/project/0C80BAD4-171D-4B5A-A18C-17B962187988
[5] https://www.definedlearning.com/ngss-guide/
[5] https://www.instagram.com/accounts/login/
[4] https://go.info.amplify.com/getintouchoption-webinar-fy20_science_sciencewebinars_national_fall2020
[3] https://app.definedlearning.com/project/2C91992F-317D-4F3D-B5F8-2854374C2300
[3] https://amplify.com/amplify-in-action-science/
[3] https://go.info.amplify.com/take-on-the-role
[3] https://www.youtube.com/watch?v=iSGTJL3LgSY&feature=youtu.be

[2] https://www.njscienceconvention.org/amplify-education--spotlight.html
[2] https://drive.google.com/file/d/18FQx5LMOGxk66CMqE4RSveyXJwhwTMdh/view?usp=sharing

Top URLs in Tweet in G8:
[1] https://twitter.com/aryan_kapoor1/status/1323793864830930946
[1] https://twitter.com/MarieAnnUK/status/1324465494263562241
[1] https://www.youtube.com/watch?v=iZ8unxBUAbU&feature=youtu.be


Top URLs in Tweet in G9:
[3] https://www.chemedx.org/activity/ngss-ify-alka-seltzer-rocket-activity-virtual-options
[2] https://www.discoveryeducation.com/details/discovery-education-acquires-mystery-science/
[1] https://mys.ci/plants/4?r=38432835
[1] https://mys.ci/biodiversity/1?r=38432835
[1] https://docs.google.com/document/d/1Sc1xXfeXqnPa_FbFrrsY9tctL-AkX0BL94rCqCjHJ04/edit?usp=sharing
[1] https://learningfirst.org/index.php/blog/creating-new-understanding-science-education
[1] https://twitter.com/i/web/status/1327466876952252417
[1] https://twitter.com/NSTA_Atlas/status/1328503121899827207
[1] https://twitter.com/i/web/status/1328829362213359620
[1] https://mys.ci/r/145015696

Top URLs in Tweet in G10:
[78] http://ngss.iptime.org

Top Domains
Top Domains in Tweet in Entire Graph:
[1157] twitter.com
[86] google.com
[86] youtube.com
[78] iptime.org
[65] stemteachingtools.org
[27] co.jp
[23] bscs.org
[20] mys.ci
[19] ngsnavigators.com
[18] definedlearning.com

Top Domains in Tweet in G1:
[301] twitter.com
[49] google.com
[23] bscs.org
[20] youtube.com
[19] ngsnavigators.com
[18] msu.edu
[17] stemteachingtools.org
[17] nextgenscience.org
[14] wested.org
[8] arcgis.com

Top Domains in Tweet in G2:
[173] twitter.com
[6] youtube.com
[6] elementarymatters.com
[5] blogspot.com
[5] boxfresh.site
[3] co.ke
[3] linkedin.com
[3] dryerase.com
[2] californiaeei.org
[2] google.com

Top Domains in Tweet in G3:
[44] twitter.com
[43] stemteachingtools.org
[8] google.com
[5] wildapricot.org
[5] youtube.com
[4] lab-aids.com
[4] innerorbit.com
[4] teemsproject.com
[3] eventbrite.com
[3] nsta.org

Top Domains in Tweet in G4:
[77] twitter.com
[9] youtube.com
[3] pbslearningmedia.org
[2] ill.is
[2] nodexlgraphgallery.org
[1] cnn.com
[1] google.com
[1] chemix.org

Top Domains in Tweet in G5:
[69] twitter.com
[5] cascience.org
[5] youtube.com
[4] cventevents.com
[4] kidsatscience.org
[4] pbslearningmedia.org
[3] eventbrite.com
[3] tenstrands.org
[2] eventscloud.com
[2] google.com

Top Domains in Tweet in G6:
[28] twitter.com
[6] youtube.com
[4] teachingsciencein3d.com
[2] google.com
[2] sciencealert.com
[2] sadlerscience.com
[1] ngssphenomena.com
[1] dechoker.com
[1] bu.edu
[1] mashable.com

Top Domains in Tweet in G7:
[28] twitter.com
[17] definedlearning.com
[12] amplify.com
[6] instagram.com
[4] youtube.com
[2] njscienceconvention.org
[2] google.com
[2] stemteachingtools.org
[1] whybricks.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G8:
[2] twitter.com
[1] youtube.com

Top Domains in Tweet in G9:
[20] mys.ci
[13] twitter.com
[3] chemedx.org
[2] discoveryeducation.com
[1] google.com
[1] learningfirst.org
[1] stemteachingtools.org
[1] jotform.com
[1] bigdealbook.com
[1] dailynews.com

Top Domains in Tweet in G10:
[78] iptime.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1496] ngss
[378] ngsschat
[207] stem
[198] science
[140] scied
[70] cangss
[59] cascience20
[54] ostawsta20
[51] bevölkerungsschutzgesetz
[45] phenomenon



Top Hashtags in Tweet in G1:
[497] ngss
[206] ngsschat
[66] science
[54] scied
[33] ostawsta20
[32] damornot
[30] 3datlaschat
[29] stem
[29] elemngss
[28] keepteachingscience

Top Hashtags in Tweet in G2:
[90] ngss
[18] science
[13] bildungsstattpraesenzpflicht
[12] stem
[7] phenomenon
[7] stemeducation
[7] education
[6] bevoelkerungsschutzgesetz
[5] ngsschat
[5] boxfresh

Top Hashtags in Tweet in G3:
[165] ngss
[66] ngsschat
[53] scied
[32] indigenouspeoplesday
[21] engineeringdesign
[18] science
[17] stem
[16] ostawsta20
[8] equityfirst
[8] stemed

Top Hashtags in Tweet in G4:
[10] ngss
[3] science
[2] couvrefeu
[2] ゴールデンカムイ
[2] michigan
[2] on
[2] off
[2] scied
[2] keepteachingscience
[2] phenomenon

Top Hashtags in Tweet in G5:
[167] ngss
[47] cangss
[41] cascience20
[31] science
[25] cascience2020
[17] distancelearning
[16] stem
[16] ngsschat
[9] apbio
[9] sensemaking

Top Hashtags in Tweet in G6:
[69] ngss
[39] ngsschat
[11] phenomenon
[5] models
[4] remotelearning
[4] podcast
[4] podcasts
[4] podcasting
[3] rvisionaries
[3] natgeocertified

Top Hashtags in Tweet in G7:
[66] ngss
[49] stem
[39] stem_discipline
[26] stel
[17] pbl
[14] science
[12] ngsschat
[9] teachers
[6] njsc2020
[6] education

Top Hashtags in Tweet in G8:
[4] shameonvijaysethupathi
[2] grateful
[2] tamilians
[2] muralidaranbiopic
[2] muttiahmuralitharan
[2] hacktoberfest2020
[2] opensource
[2] election2020results
[2] vaaranamaayiram
[2] sooraraipottru

Top Hashtags in Tweet in G9:
[47] ngss
[24] staycurious
[9] 3datlaschat
[5] ngsschat
[5] scienceteachers
[3] chemed
[3] scied
[3] iaedchat
[3] scichat
[3] fda

Top Words
Top Words in Tweet in Entire Graph:
[1534] science
[1496] #ngss
[1285] ngss_tweeps
[1196] ì
[1116] ngss
[775] ø
[759] students
[746] ù
[570] ë
[550] learning

Top Words in Tweet in G1:
[1138] ngss_tweeps
[626] science
[497] #ngss
[364] students
[326] ss
[244] ngss
[238] great
[237] learning
[211] more
[208] ngsschat

Top Words in Tweet in G2:
[175] ngss
[90] #ngss
[81] science
[65] ø
[49] die
[49] ù
[29] students
[25] standards
[20] ãƒ
[19] teachers

Top Words in Tweet in G3:
[165] #ngss
[140] stemteachtools
[124] science
[72] students
[69] support
[66] #ngsschat
[62] learning
[53] #scied
[51] ngss
[50] free

Top Words in Tweet in G4:
[55] jp_ngss
[40] mais
[28] quand
[27] ce
[23] ça
[21] mon
[20] opening
[18] ils
[16] gens
[16] par

Top Words in Tweet in G5:
[167] #ngss
[164] science
[112] ngss
[68] learning
[60] flabellinajg
[51] virtual
[49] cascience
[47] #cangss
[41] #cascience20
[39] students

Top Words in Tweet in G6:
[69] #ngss
[64] ngssphenomena
[56] ice
[56] below
[47] found
[38] #ngsschat
[38] isopropyl
[38] alcohol
[37] science
[30] small

Top Words in Tweet in G7:
[137] ãƒ
[89] ϋ
[66] #ngss
[65] æ
[63] ç
[48] science
[46] #stem
[42] students
[41] free
[34] ˆã

Top Words in Tweet in G8:
[10] people
[10] ngss_official
[9] realdonaldtrump
[7] _ngss_
[7] good
[6] liku_0
[5] best
[5] alexcrowhurst3
[5] life
[4] vaccine

Top Words in Tweet in G9:
[47] #ngss
[39] science
[26] discoveryed
[25] mysterysci
[24] #staycurious
[21] tedwillard2061
[20] lesson
[19] students
[16] join
[15] terrific

Top Words in Tweet in G10:
[1186] ì
[570] ë
[248] ϑ
[231] œ
[190] í
[162] ê
[154] ìž
[120] ìš
[118] ìƒ
[117] íš

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[346] ì,ì
[297] ù,ø
[284] ø,ù
[281] ø,ø
[244] ì,œë
[215] ù,ù
[194] ë,ì
[181] ãƒ,ãƒ
[156] tdishelton,katesor1027
[140] ê,ì

Top Word Pairs in Tweet in G1:
[156] tdishelton,katesor1027
[130] ngss_tweeps,ngsschat
[126] racheljcox87,tdishelton
[101] thinksci,racheljcox87
[96] katesor1027,ngss_tweeps
[60] katesor1027,ngsschat
[56] science,education
[41] sense,making
[40] #ngss,#ngsschat
[36] #ngsschat,#ngss

Top Word Pairs in Tweet in G2:
[26] ø,ù
[23] ù,ø
[20] ø,ø
[13] science,standards
[11] next,generation
[11] generation,science
[11] ãƒ,ãƒ
[8] science,engineering
[8] engineering,practices
[8] #ngss,#science

Top Word Pairs in Tweet in G3:
[37] pls,share
[32] share,#indigenouspeoplesday
[32] #indigenouspeoplesday,encourage
[32] encourage,educators
[32] educators,learn
[32] learn,better
[32] better,support
[32] support,indigenous
[32] indigenous,thriving
[31] stemteachtools,pls

Top Word Pairs in Tweet in G4:
[5] rã,fã
[4] diodionychopper,s_assbague
[4] parle,mes
[4] covid,partir
[4] ils,ont
[4] jojo,jour
[4] ma,vie
[4] video,game
[4] mais,bon
[4] ils,vont

Top Word Pairs in Tweet in G5:
[25] main,take
[25] take,away
[25] away,#cascience2020
[25] #cascience2020,teacher
[25] teacher,administrator
[25] administrator,gift
[25] gift,science
[24] science,learning
[24] flabellinajg,main
[20] announce,launch

Top Word Pairs in Tweet in G6:
[38] isopropyl,alcohol
[29] #ngss,#ngsschat
[28] stones,found
[28] found,ice
[28] ice,small
[28] small,point
[28] point,below
[28] below,depression
[28] depression,surface
[28] surface,ice

Top Word Pairs in Tweet in G7:
[73] ãƒ,ãƒ
[18] 科学とエンジニアリングの体験的,経験的活動
[15] next,generation
[14] œã,ãƒ
[12] guide,learn
[12] learn,educators
[12] educators,help
[12] help,students
[12] students,apply
[12] apply,knowledge

Top Word Pairs in Tweet in G8:
[5] alexcrowhurst3,liku_0
[4] paulinaceciliaa,realdonaldtrump
[4] âœ,contribution
[3] sunnewstamil,mkstalin
[3] mkstalin,arivalayam
[3] _ngss_,alexcrowhurst3
[2] kaitmarieox,realdonaldtrump
[2] cancer,rates
[2] realdonaldtrump,flotus
[2] _ngss_,paulinaceciliaa

Top Word Pairs in Tweet in G9:
[21] #staycurious,#ngss
[15] lesson,terrific
[10] join,learn
[10] learn,#ngss
[10] #ngss,authority
[10] authority,discoveryed
[10] discoveryed,science
[10] science,author
[10] author,tedwillard2061
[10] tedwillard2061,worked

Top Word Pairs in Tweet in G10:
[338] ì,ì
[244] ì,œë
[194] ë,ì
[140] ê,ì
[130] œë,ì
[123] ë,ë
[118] ì,ìƒ
[99] ì,œ
[82] ìƒ,ì
[78] lt,gt

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@thinksci
@jp_ngss
@bmsscienceteach
@xeno_lith
@sbottasullivan
@kmgill135
@krenaep
@drloriandersen
@art_ngss

Top Replied-To in G1:
@ngss_tweeps
@thinksci
@bmsscienceteach
@xeno_lith
@sbottasullivan
@kmgill135
@krenaep
@drloriandersen
@carbontime
@elemscitchr

Top Replied-To in G2:

Top Replied-To in G3:
@ngss_tweeps
@clark_sk
@isteamprof
@connectedwaters
@aboutgeology
@elemscitchr
@100kin10
@projectzerohgse
@openscied
@ngssfresno

Top Replied-To in G4:
@jp_ngss
@diodionychopper
@oaristysev
@itachiofwgkta
@fleuu_blr
@klefman_
@lizbowll
@va_laa_bas
@uneantilope
@victorblng

Top Replied-To in G5:
@ngss_tweeps
@elemscitchr
@ctskeeley
@okheelee_
@hqy9agfxpkolcfb
@gusdedservices
@k12alliance
@miroyscience
@mrenerva
@ketchteachsci6

Top Replied-To in G6:
@ngss_tweeps
@sperlingtcsd
@erinlafleche
@ralph90397024
@kimberleyastle
@richbacolor
@chrissiesarm
@seesaw
@mrsetense
@saucedoscience

Top Replied-To in G7:
@nkucinsam
@scifri
@sciteach79
@stemteachtools

Top Replied-To in G8:
@ngss_official
@_ngss_
@tksanthosh001
@alexcrowhurst3
@sunnewstamil
@richard_gudgeon
@kaitmarieox
@itsthereelthing
@actiontiff

Top Replied-To in G9:
@ngss_tweeps
@tksciguy
@ebsciencedept
@tedwillard2061

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@stemteachtools
@ngsschat
@tdishelton
@katesor1027
@philiplbell
@racheljcox87
@thinksci
@solidstartteam1
@ngssphenomena

Top Mentioned in G1:
@ngss_tweeps
@ngsschat
@tdishelton
@katesor1027
@racheljcox87
@thinksci
@stemteachtools
@solidstartteam1
@dtcampbe
@philiplbell

Top Mentioned in G2:
@elemntrymatters
@kingssts
@aquaponicsusa
@captlemb1

Top Mentioned in G3:
@stemteachtools
@philiplbell
@nsta
@ngss_tweeps
@teemsproject
@sepup_ucb
@massstemweek
@wstasci
@sandc_nsta
@labaids

Top Mentioned in G4:
@jp_ngss
@catvibestoanime
@youtube
@jjbafanaccount
@myunclesmemes
@itachiofwgkta
@diodionychopper
@s_assbague
@mamsou752
@melshep34

Top Mentioned in G5:
@flabellinajg
@cascience
@earlyimplement
@wested
@k12alliance
@stemteachtools
@ngssmademedoit
@exploratorium
@ngss_tweeps
@susangomezzwiep

Top Mentioned in G6:
@ngssphenomena
@tjscience
@ngss_tweeps
@stemteachtools
@buwheelock
@flipgrid
@bostonschools
@seesaw
@nsta
@mssteminist

Top Mentioned in G7:
@teachpasci
@njscnews
@njstanews
@monica_vincent
@tomexplorer
@amplify
@liu12_stem
@paprincipals
@definedlearning
@sciencebuddies

Top Mentioned in G8:
@realdonaldtrump
@liku_0
@paulinaceciliaa
@mkstalin
@arivalayam
@vijaysethuoffl
@alexcrowhurst3
@kaitmarieox
@flotus
@oppomobileindia

Top Mentioned in G9:
@discoveryed
@mysterysci
@tedwillard2061
@noapp4pedagogy
@cancercuredoc
@jdscio
@gardenglen
@rowetheboat94
@pms_titans

Top Mentioned in G10:
@vtubersiu

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@cowboyscifibot
@femtech_
@collegemenfess
@astraea_styx
@wadakashiho
@pourqoispas
@llama_strudel
@robinmcouch
@moniselseward

Top Tweeters in G1:
@llama_strudel
@whysharksmatter
@npr
@bflamel
@fred7722
@blackmudpuppy
@eric0lawton
@craken_maccraic
@paleophile
@cirquelar

Top Tweeters in G2:
@fasnix
@tijgernest
@dongbin_123
@nndrfaal
@yoongiyaily
@publictorsten
@zeitgeschehen_
@uncle_jayb
@scnities
@gungnandz

Top Tweeters in G3:
@filafresh
@astraea_styx
@baluch_h1
@designthinkbot
@scalarhumanity
@lilmoonflower
@sprintbaseb
@trendsinai
@joshrosenau
@rosepillay1

Top Tweeters in G4:
@littlemoonhiden
@eiseimoi
@wesleylantana
@jessicamcknzi
@djlud_
@sk8fuckingdied
@wjl1691
@fnac
@jessydiandra
@deelasheeart

Top Tweeters in G5:
@beartrust
@pcalleypbvusd
@nasa
@sylviaduckworth
@rohdesign
@riosupt
@kevinmslee
@peardeck
@distancelrnbot
@canvaslms

Top Tweeters in G6:
@klatubaradaniko
@flipgrid
@lime_link
@mmancuso2013
@seesaw
@otterbox
@bonbon_haruyasu
@natgeoeducation
@ascendedleo
@natmoss

Top Tweeters in G7:
@mtpspride
@stem_ai
@scifri
@uofcincy
@ctaylsaurus
@tomsent
@drjaciemaslyk
@monica_vincent
@padeptofed
@nctm

Top Tweeters in G8:
@amazonin
@actfibernet
@polimernews
@oppomobileindia
@shannonsharpe
@sunnewstamil
@newstatesman
@petertatchell
@actiontiff
@theofficialfng

Top Tweeters in G9:
@jazzmanahn
@garym
@noapp4pedagogy
@lspenceredd
@praxismedhat
@gardenglen
@warriorsadm
@luzita00
@thisismalcolmd
@dylankendall12

Top Tweeters in G10:
@kim_ti_o
@harang_0601
@rinnau1001
@runo_1984
@ali_hitt
@alsgp03
@manmanou1
@marangyee
@rimmong
@_cheong_a_


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