ngss, Twitter, 11/10/2020 7:47:10 AM, 240005


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ngss_2020-11-09_23-05-48.xlsx
ngss_2020-11-09_23-05-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 10, 2020
Short Description:
ngss via NodeXL https://bit.ly/32q6u2j
@ngss_tweeps
@jp_ngss
@stem_ai
@stemteachtools
@smr_foundation
@ngssphenomena
@officialngss
@_ngss_
@flabellinajg
@krsciencelady

Top hashtags:
#ngss
#ngsschat
#stem
#science
#scied
#cangss
#keepteachingscience
#phenomena

Description:
Description
The graph represents a network of 4,400 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, 10 November 2020 at 07:22 UTC.

The requested start date was Tuesday, 10 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, 15-hour, 56-minute period from Tuesday, 15 September 2020 at 08:55 UTC to Tuesday, 10 November 2020 at 00:52 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 : 4400
Unique Edges : 4132
Edges With Duplicates : 12171
Total Edges : 16303
Number of Edge Types : 5
Mentions : 4202
MentionsInRetweet : 4834
Retweet : 3606
Tweet : 2121
Replies to : 1540
Self-Loops : 2234
Reciprocated Vertex Pair Ratio : 0.0907515361588152
Reciprocated Edge Ratio : 0.166401848909432
Connected Components : 803
Single-Vertex Connected Components : 393
Maximum Vertices in a Connected Component : 2420
Maximum Edges in a Connected Component : 12842
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.470728
Graph Density : 0.000357674264812251
Modularity : 0.357933
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 4,400 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, 10 November 2020 at 07:22 UTC.

The requested start date was Tuesday, 10 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, 15-hour, 56-minute period from Tuesday, 15 September 2020 at 08:55 UTC to Tuesday, 10 November 2020 at 00:52 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
[10] http://stemteachingtools.org/brief/32
[9] https://vimeo.com/458685350
[9] https://www.youtube.com/watch?v=PaD-qbNOxBY&feature=youtu.be

[9] https://www.eventbrite.com/e/life-science-industry-speaker-series-for-educators-registration-121053830265
[9] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[8] https://stemforall2020.videohall.com/presentations/1674
[8] http://www.elementarymatters.com/2015/08/science-and-engineering-practices.html
[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

Top URLs in Tweet in G1:
[9] https://www.youtube.com/watch?v=PaD-qbNOxBY&feature=youtu.be

[8] https://stemforall2020.videohall.com/presentations/1674
[7] https://education.msu.edu/research/projects/solid-start/curriculum/
[7] https://solidstart.msu.edu/
[7] http://www.msn.com/en-us/news/us/birds-are-dropping-dead-in-new-mexico-potentially-in-the-hundreds-of-thousands/ar-BB1949AD?ocid=st
[7] http://stemteachingtools.org/brief/32
[6] https://sites.google.com/view/modelbasedinquiry/support/modeling?authuser=0
[4] https://drive.google.com/file/d/1JQc-cGkT3pGKeF0I6iGZqu3korrbhuK_/view?usp=sharing
[4] https://bscs.org/our-work/news/inside-the-classroom-with-holly-hereau/
[4] https://stemtlnet.org/members/julieolson

Top URLs in Tweet in G2:
[8] http://www.elementarymatters.com/2015/08/science-and-engineering-practices.html
[3] http://www.ngss.co.ke
[3] https://www.linkedin.com/slink?code=gy5XmMq
[2] https://twitter.com/BeholdIsrael/status/1308007735699570689
[2] https://www.californiaeei.org/curriculum/science-units/
[1] https://twitter.com/i/web/status/1305856019717935109
[1] https://twitter.com/i/web/status/1305871838392745984
[1] https://twitter.com/i/web/status/1305879311593992192
[1] https://educhange.com/fellowship/
[1] https://twitter.com/i/web/status/1306089675711492101

Top URLs in Tweet in G3:
[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
[4] https://www.wested.org/wested_event/mss-ngss-video-series/
[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://www.exploratorium.edu/snacks/hand-battery
[3] https://cascience.org/conference/webinars
[2] https://www.wested.org/resources/its-about-time-ca-ngss-toolkit/
[2] https://www.wested.org/resources/keep-teaching-science-distance-learning/
[2] https://www.wested.org/wested_event/2020-virtual-california-science-education-conference/
[2] https://na.eventscloud.com/ereg/index.php?eventid=574877&token=f505d77190cad0fc6d4948fe80f6b98d5fdb5df0ee7a703dafc452ee92180ddf-MjAyMC0xMCM1Zjg4ZjI2MTk2NjZm&crm=1&session_variable=public

Top URLs in Tweet in G4:
[4] https://www.definedlearning.com/ngss-guide/
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=237876
[3] https://app.definedlearning.com/project/2C91992F-317D-4F3D-B5F8-2854374C2300
[3] https://app.definedlearning.com/project/0C80BAD4-171D-4B5A-A18C-17B962187988
[2] https://www.youtube.com/watch?v=gyCumQ78ZoI&feature=youtu.be

[2] https://drive.google.com/file/d/18FQx5LMOGxk66CMqE4RSveyXJwhwTMdh/view?usp=sharing
[2] https://www.definedlearning.com/blog/project-based-learning-and-standards/
[2] https://www.definedlearning.com/
[2] https://www.youtube.com/watch?v=jOoubx-ngSs&feature=youtu.be

[1] https://twitter.com/itachiofwgkta/status/1307403646586494978

Top URLs in Tweet in G5:
[3] https://tenstrands.org/ngss/environmental-education-and-ngss-in-an-era-of-uncertainty/
[2] https://twitter.com/TenStrands/status/1316823006652456960
[1] https://twitter.com/openscied/status/1314304632265547778
[1] https://www.ngssphenomena.com/ourvoice/2020/3/20/sciencenotebooking
[1] https://www.ngssphenomena.com/ourvoice/2020/4/01/scienceisforeveryonemusiccanbringustogehter/
[1] https://twitter.com/i/web/status/1309297727864532992
[1] https://twitter.com/i/web/status/1309407377486118912
[1] https://www.sciencealert.com/new-super-mutant-enzyme-is-six-times-better-at-devouring-plastic?fbclid=IwAR12JjcN8FgsRaN_sX_ihNU5UOOhK3u89mAN5ljEx5LmobWbd3SayNNpj88
[1] https://mashable.com/article/nokia-cellular-network-on-the-moon/
[1] https://twitter.com/i/web/status/1317901970573852679

Top URLs in Tweet in G6:
[4] https://www.melissa-stewart.com/educators/educators.html
[3] https://www.pinterest.com/mstewartscience/stemngss-text-sets/
[1] https://twitter.com/kidssolve/status/1322219462821474306
[1] https://twitter.com/i/web/status/1309306123371962369
[1] https://twitter.com/i/web/status/1309296812319268864
[1] https://twitter.com/i/web/status/1309303606852481027
[1] https://twitter.com/i/web/status/1309307381629759497
[1] https://twitter.com/i/web/status/1310966674963783680
[1] https://twitter.com/i/web/status/1309302096995336192
[1] https://twitter.com/i/web/status/1309302600328773633

Top URLs in Tweet in G7:
[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/
[2] https://www.breakthroughdoc.com/toolkit
[1] https://twitter.com/tkSciGuy/status/1325279883854016512
[1] https://twitter.com/tkSciGuy/status/1323004488303677455
[1] https://learningfirst.org/index.php/blog/creating-new-understanding-science-education
[1] https://mys.ci/r/140035504
[1] https://twitter.com/i/web/status/1308789515356639234
[1] https://www.jotform.com/discoveryed/Meet-the-Authors-Science-TechbookMS
[1] https://www.dailynews.com/2020/10/06/dont-be-afraid-of-mistakes-says-ucla-professor-fourth-woman-to-win-nobel-prize-in-physics/

Top URLs in Tweet in G8:
[4] https://go.info.amplify.com/getintouchoption-webinar-fy20_science_sciencewebinars_national_fall2020
[3] https://amplify.com/amplify-in-action-science/
[3] https://www.instagram.com/accounts/login/?next=/amplify.education/
[2] https://go.info.amplify.com/take-on-the-role
[2] https://www.youtube.com/watch?v=iSGTJL3LgSY&feature=youtu.be

[1] https://twitter.com/i/web/status/1310579711605698560
[1] https://twitter.com/leadinsci/status/1317270355938058240
[1] https://forms.gle/kkWBKEwk5aXXbUB89
[1] http://tinyurl.com/RVCC-Fall20-Info
[1] http://tinyurl.com/RVCC-Quotes

Top URLs in Tweet in G9:
[1] https://sadlerscience.com/2020/09/20/digital-models-for-ngss/
[1] https://twitter.com/i/web/status/1308105331101388803
[1] http://teachingsciencein3d.com/s3-e7-making-the-ngss-accessible-for-all-learners/
[1] https://sadlerscience.com/2020/10/04/4-ways-the-ngss-will-change-your-labs/
[1] http://teachingsciencein3d.com/s3-e9-how-to-prevent-cheating-on-ngss-assessments/
[1] https://twitter.com/i/web/status/1318341678252523520
[1] https://twitter.com/i/web/status/1318537964771667976
[1] http://teachingsciencein3d.com/s3-e10-developing-and-using-models-for-ngss/
[1] https://twitter.com/i/web/status/1320862939419586560
[1] http://teachingsciencein3d.com/s3-e11-balancing-science-writing-exploration-with-ngss/

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

Top Domains
Top Domains in Tweet in Entire Graph:
[1175] twitter.com
[82] google.com
[82] youtube.com
[78] iptime.org
[46] stemteachingtools.org
[27] ngsnavigators.com
[20] nextgenscience.org
[20] mys.ci
[19] co.jp
[18] wested.org

Top Domains in Tweet in G1:
[325] twitter.com
[50] google.com
[41] stemteachingtools.org
[27] ngsnavigators.com
[24] youtube.com
[17] msu.edu
[8] videohall.com
[8] teachchemistry.org
[7] nextgenscience.org
[7] msn.com

Top Domains in Tweet in G2:
[165] twitter.com
[8] elementarymatters.com
[6] youtube.com
[5] linkedin.com
[3] instagram.com
[3] co.ke
[3] blogspot.com
[2] wested.org
[2] google.com
[2] californiaeei.org

Top Domains in Tweet in G3:
[83] twitter.com
[12] wested.org
[11] nextgenscience.org
[8] arcgis.com
[5] cascience.org
[4] cventevents.com
[4] youtube.com
[4] kidsatscience.org
[3] exploratorium.edu
[2] eventscloud.com

Top Domains in Tweet in G4:
[97] twitter.com
[14] definedlearning.com
[10] youtube.com
[5] google.com
[5] teq.com
[3] nodexlgraphgallery.org
[1] njscienceconvention.org
[1] whybricks.com
[1] npr.org
[1] dlrn.us

Top Domains in Tweet in G5:
[17] twitter.com
[3] tenstrands.org
[2] ngssphenomena.com
[1] sciencealert.com
[1] mashable.com
[1] oercommons.org
[1] acs.org
[1] k12oms.org
[1] stemteachingtools.org

Top Domains in Tweet in G6:
[21] twitter.com
[4] melissa-stewart.com
[4] pinterest.com
[2] teacherspayteachers.com
[1] sourcebooks.com

Top Domains in Tweet in G7:
[19] mys.ci
[17] twitter.com
[3] chemedx.org
[2] discoveryeducation.com
[2] breakthroughdoc.com
[1] learningfirst.org
[1] jotform.com
[1] dailynews.com
[1] nebraska.edu

Top Domains in Tweet in G8:
[12] amplify.com
[11] twitter.com
[3] tinyurl.com
[3] youtube.com
[3] instagram.com
[1] forms.gle
[1] njscienceconvention.org
[1] zoom.us
[1] google.com
[1] nise.institute

Top Domains in Tweet in G9:
[11] twitter.com
[4] teachingsciencein3d.com
[3] sadlerscience.com
[2] youtube.com
[1] nullschool.net
[1] greenninja.org
[1] google.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1504] ngss
[347] ngsschat
[227] stem
[193] science
[113] scied
[59] cangss
[59] keepteachingscience
[59] phenomena
[59] cascience20
[54] ostawsta20



Top Hashtags in Tweet in G1:
[549] ngss
[263] ngsschat
[87] scied
[49] science
[45] ostawsta20
[35] indigenouspeoplesday
[32] damornot
[30] keepteachingscience
[30] elemngss
[27] phenomena

Top Hashtags in Tweet in G2:
[90] ngss
[39] stem_discipline
[26] stel
[22] stem
[19] science
[6] teachers
[6] stemeducation
[6] bildungsstattpraesenzpflicht
[5] ngsschat
[5] sasedu

Top Hashtags in Tweet in G3:
[189] ngss
[50] science
[40] cangss
[38] cascience20
[22] stem
[21] cascience2020
[19] keepteachingscience
[14] distancelearning
[14] batmanday
[13] darkknight

Top Hashtags in Tweet in G4:
[49] ngss
[31] stem
[13] pbl
[9] science
[8] pd
[8] ell
[7] teachers
[6] education
[4] elemchat
[4] stemconference2020

Top Hashtags in Tweet in G5:
[26] ngss
[12] ngsschat
[3] science
[3] k12
[3] phenomenon
[2] edequity
[2] teachers
[2] envirolit
[2] covid19
[2] weather

Top Hashtags in Tweet in G6:
[33] nstachat
[28] ngss
[17] books
[13] stem
[9] podcast
[8] curriculum
[8] kidlit
[7] virtuallearning
[7] engineering
[7] teachers

Top Hashtags in Tweet in G7:
[48] ngss
[22] staycurious
[7] immunesystem
[5] ngsschat
[5] scienceteachers
[5] cancer
[4] 3datlaschat
[3] iaedchat
[3] scichat
[3] chemed

Top Hashtags in Tweet in G8:
[40] ngss
[12] stem
[9] hqpbl
[8] phenomena
[8] ngsschat
[6] njsc2020
[6] distancelearning
[5] scichat
[5] svusdshines
[3] dci

Top Hashtags in Tweet in G9:
[34] ngss
[8] phenomenon
[6] models
[5] ngsschat
[3] podcast
[3] podcasts
[3] podcasting
[3] remotelearning
[3] avid
[2] sketchnoting

Top Words
Top Words in Tweet in Entire Graph:
[1618] science
[1504] #ngss
[1226] ngss_tweeps
[1196] ì
[1138] ngss
[856] students
[775] ø
[746] ù
[587] learning
[570] ë

Top Words in Tweet in G1:
[1109] ngss_tweeps
[713] science
[550] #ngss
[411] students
[261] #ngsschat
[258] learning
[252] stemteachtools
[231] great
[227] ss
[201] ngsschat

Top Words in Tweet in G2:
[170] ngss
[157] ãƒ
[96] ϋ
[90] #ngss
[82] science
[75] æ
[68] ç
[65] ø
[49] ù
[44] die

Top Words in Tweet in G3:
[226] science
[189] #ngss
[185] ngss
[82] learning
[81] ù
[80] ø
[78] teachers
[57] students
[57] cascience
[53] flabellinajg

Top Words in Tweet in G4:
[60] jp_ngss
[49] #ngss
[44] mais
[32] ce
[31] #stem
[29] free
[28] quand
[28] students
[24] mon
[19] next

Top Words in Tweet in G5:
[77] ngssphenomena
[66] science
[52] school
[52] students
[49] many
[48] share
[47] day
[46] check
[46] 30
[46] challenge

Top Words in Tweet in G6:
[33] jenswanbooks
[33] #nstachat
[30] use
[28] ss
[28] #ngss
[25] ngss
[19] great
[18] students
[18] science
[17] #books

Top Words in Tweet in G7:
[48] #ngss
[37] science
[26] discoveryed
[25] students
[24] mysterysci
[24] jim
[24] allison
[24] breakthrough
[23] teaching
[22] #staycurious

Top Words in Tweet in G8:
[44] science
[39] #ngss
[24] amplify
[17] join
[17] njscnews
[17] teachpasci
[16] standards
[15] njstanews
[15] based
[14] instruction

Top Words in Tweet in G9:
[40] students
[34] #ngss
[34] models
[34] walk
[32] science
[29] each
[27] give
[27] initial
[27] jamboard
[27] feedback

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:
[155] tdishelton,katesor1027
[125] racheljcox87,tdishelton
[124] ngss_tweeps,ngsschat
[100] thinksci,racheljcox87
[95] katesor1027,ngss_tweeps
[62] #ngss,#ngsschat
[60] katesor1027,ngsschat
[56] pls,share
[55] #ngsschat,#ngss
[51] science,education

Top Word Pairs in Tweet in G2:
[84] ãƒ,ãƒ
[26] ø,ù
[23] ù,ø
[20] ø,ø
[18] 科学とエンジニアリングの体験的,経験的活動
[17] next,generation
[16] generation,science
[15] science,standards
[15] œã,ãƒ
[13] æ,æ

Top Word Pairs in Tweet in G3:
[38] ø,ù
[30] ù,ø
[23] science,education
[21] science,lever
[21] lever,language
[21] main,take
[21] take,away
[21] away,#cascience2020
[21] #cascience2020,teacher
[21] teacher,administrator

Top Word Pairs in Tweet in G4:
[14] next,generation
[11] generation,science
[11] science,standards
[9] grade,levels
[9] guide,learn
[9] learn,educators
[9] educators,help
[9] help,students
[9] students,apply
[9] apply,knowledge

Top Word Pairs in Tweet in G5:
[45] 30,day
[45] day,science
[45] science,challenge
[45] many,students
[44] check,30
[44] challenge,back
[44] back,school
[44] school,edition
[44] edition,many
[44] students,complete

Top Word Pairs in Tweet in G6:
[16] jenswanbooks,#nstachat
[11] trick,finding
[11] finding,#books
[11] #books,use
[11] use,lessons
[11] lessons,discovering
[11] discovering,unique
[11] unique,angle
[11] angle,intrigue
[11] intrigue,ss

Top Word Pairs in Tweet in G7:
[24] jim,allison
[24] allison,breakthrough
[19] #staycurious,#ngss
[16] lesson,terrific
[15] tool,teaching
[15] teaching,students
[10] join,learn
[10] learn,#ngss
[10] #ngss,authority
[10] authority,discoveryed

Top Word Pairs in Tweet in G8:
[12] science,standards
[9] join,curriculum
[9] curriculum,experts
[9] experts,amplify
[9] amplify,uc
[9] uc,berkeley
[9] berkeley,lawrence
[9] lawrence,hall
[9] hall,science
[9] science,series

Top Word Pairs in Tweet in G9:
[26] creating,initial
[26] initial,models
[26] models,students
[26] students,engaged
[26] engaged,jamboard
[26] jamboard,gallery
[26] gallery,walk
[26] walk,give
[26] give,each
[26] each,feedback

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
@jp_ngss
@thinksci
@bmsscienceteach
@xeno_lith
@sbottasullivan
@richbacolor
@drloriandersen
@krenaep
@elemscitchr

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

Top Replied-To in G2:
@jenningsstrouss

Top Replied-To in G3:
@ngss_tweeps
@bmsscienceteach
@mss_wested
@drloriandersen
@lizalbertorio
@elemscitchr
@ctskeeley
@okheelee_
@k12alliance
@gusdedservices

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

Top Replied-To in G5:
@dvmmum
@mrsetense
@saucedoscience
@flabellinajg
@techedarr
@maredimare

Top Replied-To in G6:
@ngss_tweeps
@lauriewretling
@kidssolve
@richbacolor
@ebzscience
@caahayes

Top Replied-To in G7:
@ebsciencedept
@tedwillard2061
@ngss_tweeps

Top Replied-To in G8:
@scifri
@amplify
@stemteachtools
@mrseatonell
@kheydrick

Top Replied-To in G9:
@ngss_tweeps
@richbacolor
@chrissiesarm
@ngssphenomena
@sbclassroom

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

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

Top Mentioned in G2:
@elemntrymatters
@kimlepre
@casitamagnet
@kingsson1987
@kingssts
@aquaponicsusa

Top Mentioned in G3:
@cascience
@flabellinajg
@wested
@nesta_us
@nextgenscience
@officialngss
@earlyimplement
@ngss_tweeps
@stemteachtools
@williamfranzell

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

Top Mentioned in G5:
@ngssphenomena
@venturacoe
@ngss_tweeps
@stemteachtools
@kimberleyastle
@california_eli
@tenstrands
@sheila_ro1
@mabarn
@maredimare

Top Mentioned in G6:
@jenswanbooks
@mstewartscience
@dgianelos
@carolelindstrom
@padlet
@googlejamboard
@zoom_us
@cowlishawkoalas
@kelseytleonard
@nsta

Top Mentioned in G7:
@discoveryed
@mysterysci
@cancercuredoc
@tedwillard2061
@noapp4pedagogy
@jdscio
@gardenglen
@nats_science
@oer

Top Mentioned in G8:
@njscnews
@teachpasci
@njstanews
@amplify
@rvccngss
@santiago_steam
@liu12_stem
@paprincipals
@tomexplorer
@paisleylisa

Top Mentioned in G9:
@miss_schilling_
@jenbreslergps
@flipgrid
@mjdamico_gps
@mssteminist
@cmsadmins
@ngss_tweeps
@wmsprincip
@ms_trombetta

Top Mentioned in G10:
@vtubersiu

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@cowboyscifibot
@femtech_
@astraea_styx
@collegemenfess
@ronaldclarke
@llama_strudel
@robinmcouch
@stefan_laurell
@moniselseward

Top Tweeters in G1:
@filafresh
@astraea_styx
@llama_strudel
@baluch_h1
@whysharksmatter
@weecass1888
@bflamel
@fred7722
@blackmudpuppy
@eric0lawton

Top Tweeters in G2:
@achimw
@dongbin_123
@peterklemisch
@zeitgeschehen_
@uncle_jayb
@scnities
@gungnandz
@feloneouscat
@cronhill
@prastow

Top Tweeters in G3:
@ssxman2
@npr
@paleophile
@preopticarea
@blkhwk0ps
@c_thomsen
@pcalleypbvusd
@edutopia
@lewis1jj
@sylviaduckworth

Top Tweeters in G4:
@littlemoonhiden
@bbcworld
@eiseimoi
@wesleylantana
@jessicamcknzi
@cnni
@djlud_
@sk8fuckingdied
@mrsnickyclark
@wjl1691

Top Tweeters in G5:
@beartrust
@otterbox
@rkmerica
@teachersaurusrx
@localecologist
@dvmmum
@jaygreenlinger
@jdsocal
@marion1776rocks
@zoologygal

Top Tweeters in G6:
@femtech_
@bexxmodd
@imasithduh
@scicommbot
@solomonrdavid
@dailystem
@teresarobeson
@drkatfish
@kmcmac74
@christinekohle1

Top Tweeters in G7:
@jazzmanahn
@garym
@changermindset
@noapp4pedagogy
@praxismedhat
@gardenglen
@lauri40681301
@warriorsadm
@nathanwpyle
@luzita00

Top Tweeters in G8:
@mtpspride
@scifri
@ctaylsaurus
@monica_vincent
@padeptofed
@amplify
@njpsa
@chpstweets
@iu13
@wearehtsd

Top Tweeters in G9:
@flipgrid
@mgcjusa
@8amber8
@mctownsley
@gridpalgeorge
@design2research
@sirtrotsalots
@matthematician
@lex1science
@drjones_gps

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


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