ngss, Twitter, 11/30/2021 12:29:49 PM, 267245


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ngss_2021-11-29_23-12-00.xlsx
ngss_2021-11-29_23-12-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 30, 2021
Short Description:
ngss via NodeXL https://bit.ly/3xDo8xJ
@ngss_tweeps
@freeler_ngss
@this0499154500
@nsta
@nodexl
@officialngss
@stemteachtools
@philiplbell
@alliebbogart
@mrkpyp

Top hashtags:
#ngss
#ngsschat
#stem
#science
#大石あきこ
#scied
#れいわ新選組
#scistandards
#climatecrisis
#大阪5区

Description:
Description
The graph represents a network of 3,729 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, 30 November 2021 at 07:21 UTC.

The requested start date was Tuesday, 30 November 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 64-day, 10-hour, 7-minute period from Sunday, 26 September 2021 at 12:24 UTC to Monday, 29 November 2021 at 22:32 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 : 3729
Unique Edges : 3773
Edges With Duplicates : 12427
Total Edges : 16200
Number of Edge Types : 5
Retweet : 3447
MentionsInRetweet : 4910
Mentions : 3705
Tweet : 2270
Replies to : 1868
Self-Loops : 2327
Reciprocated Vertex Pair Ratio : 0.0990466101694915
Reciprocated Edge Ratio : 0.180240963855422
Connected Components : 625
Single-Vertex Connected Components : 285
Maximum Vertices in a Connected Component : 2106
Maximum Edges in a Connected Component : 13299
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.357239
Graph Density : 0.000447786574775826
Modularity : 0.318513
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,729 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, 30 November 2021 at 07:21 UTC.

The requested start date was Tuesday, 30 November 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 64-day, 10-hour, 7-minute period from Sunday, 26 September 2021 at 12:24 UTC to Monday, 29 November 2021 at 22:32 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:
[42] https://www.nextgenscience.org/
[18] https://www.inqits.com/
[16] http://stemteachingtools.org/brief/58
[11] http://stemteachingtools.org/pd/playlist-principals
[10] https://smart.servier.com/
[9] https://www.uncoveringstudentideas.org/resources/3dimensions/correlations
[9] https://news.yahoo.co.jp/articles/92792e0d53591c4c8ac1213ea5901634ce0aa21b
[9] http://stemteachingtools.org/brief/47
[8] https://www.tandfonline.com/toc/uste20/32/7?nav=tocList&cookieSet=1
[7] https://twitter.com/hiroyoshimura/status/1463858117968801795

Top URLs in Tweet in G1:
[35] https://www.nextgenscience.org/
[8] https://www.tandfonline.com/toc/uste20/32/7?nav=tocList&cookieSet=1
[7] https://www.uncoveringstudentideas.org/resources/3dimensions/correlations
[5] http://stemteachingtools.org/brief/58
[5] https://www.nyusail.org/curriculum
[5] https://www.nextgenscience.org/resources/examples-quality-ngss-design
[5] https://www.nationalacademies.org/our-work/taking-stock-of-ngss-implementation-a-summit
[5] https://www.openscied.org/instructional-materials/6-4-rock-cycling-plate-tectonics/
[5] http://stemteachingtools.org/brief/47
[5] https://nagt.org/246873

Top URLs in Tweet in G2:
[9] https://news.yahoo.co.jp/articles/92792e0d53591c4c8ac1213ea5901634ce0aa21b
[7] https://news.yahoo.co.jp/articles/1ca86bfbab4b7cfcdab1fdf5956cc85bc434a3a5
[7] https://www.oishiakiko.net/lists-2008-0313-anohi/
[7] https://www.yomiuri.co.jp/national/20211001-OYT1T50097/
[7] https://twitter.com/hiroyoshimura/status/1463858117968801795
[6] https://news.yahoo.co.jp/pickup/6410023
[5] https://lite-ra.com/2021/11/post-6077.html
[5] https://www.news-postseven.com/archives/20211122_1709002.html?DETAIL
[5] https://bunshun.jp/articles/-/50114?utm_source=twitter.com&utm_medium=social&utm_campaign=socialLink
[5] https://www.nikkei.com/article/DGXZQOUF245740U1A121C2000000/

Top URLs in Tweet in G3:
[3] https://www.instagram.com/accounts/login/
[2] http://boxfresh.site/ngpage
[2] https://www.newswire.com/news/next-generation-science-standards-ngss-based-curriculum-helps-improve-21425055
[2] https://nagt.org/nagt/profdev/workshops/ngss_summit/nov182021/index.html
[2] https://veep.org/for-teachers/professional-learning/ngss-instructional-toolkit-virtual-workshop
[1] https://twitter.com/cascience/status/1441072240343220240
[1] https://twitter.com/natgeo/status/1442961311432802306
[1] https://www.pacificsciencecenter.org/schools/virtual-field-trips/
[1] https://twitter.com/sangeets8/status/1443212530319609866
[1] https://mmslnetwork.wordpress.com/2021/09/30/ngss-summit-discuss-ngss-ess-webinar-registration-now-open/

Top URLs in Tweet in G4:
[3] https://www.instructables.com/Gravity-Car/
[3] https://plt.org/myk8guide
[2] https://www.nextgenscience.org/
[2] https://www.stevespanglerscience.com/store/yellow-rings-30-pack.html?utm_content=exp_material
[2] https://blog.heinemann.com/podcast-sharing-books-talking-science
[2] https://www.kidsatscience.org/
[2] https://www.plt.org/resources/resources-for-plt-lessons
[1] https://www.definedlearning.com/blog/project-based-learning-and-standards/?utm_content=182149167&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[1] https://www.definedlearning.com/?utm_content=181565002&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[1] https://app.definedlearning.com/project/2C91992F-317D-4F3D-B5F8-2854374C2300?utm_content=180290642&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361

Top URLs in Tweet in G5:
[1] https://twitter.com/physicsj/status/1444705931665702917
[1] https://www.quantamagazine.org/a-massive-subterranean-tree-is-moving-magma-to-earths-surface-20210915/
[1] https://twitter.com/kobenu_/status/1448861525272375307
[1] https://twitter.com/i/web/status/1452618152685211648
[1] https://www.science.org/doi/10.1126/science.abm1361?cookieSet=1
[1] https://www.visualcapitalist.com/visualizing-the-most-widespread-blood-types-in-every-country/
[1] https://science.greatminds.org/getting-started-with-phd-science?utm_content=188691370&utm_medium=social&utm_source=twitter&hss_channel=tw-3219387438
[1] https://gm.greatminds.org/phd-science/covid-19-modifications-in-a-student-driven-classroom?utm_campaign=PhD%20Science%20Newsletter&utm_content=185983549&utm_medium=social&utm_source=twitter&hss_channel=tw-1106049478073544704
[1] https://www.nextgenscience.org/
[1] https://docs.google.com/document/d/1qM8yTxZNdx_xWxLPsgbXDNGiyxppZDgGmyIhoqxiKIo/edit?usp=sharing

Top URLs in Tweet in G6:
[9] http://stemteachingtools.org/brief/58
[6] http://stemteachingtools.org/pd/playlist-principals
[4] http://stemteachingtools.org/brief/47
[2] http://stemteachingtools.org/pd/playlist-talk
[2] http://stemteachingtools.org/pd/sessionb
[2] https://www.uncoveringstudentideas.org/resources/3dimensions/correlations
[2] https://www.laurasalas.com/family/
[2] https://twitter.com/NGSS_tweeps/status/1458541221882834956
[2] http://www.drkohn.org/
[1] https://twitter.com/i/web/status/1441811015067475968

Top URLs in Tweet in G7:
[18] https://www.inqits.com/
[4] https://www.mystemkits.com/
[4] https://science.brainpop.com/
[3] http://edtechpicks.org/2019/06/phenomena-ngss-2/
[2] https://twitter.com/jrosenberg6432/status/1450958040828682243
[2] https://docs.google.com/presentation/d/1YNSO48D2ruYD0gbmw_0Dcy4l4vctDy2VuPWb9mdK89Y/edit
[2] https://www.edtechdigest.com/2021/11/18/stemscopes-ngss-3d/
[1] https://twitter.com/i/web/status/1444144805538250756
[1] https://twitter.com/i/web/status/1444144796029755397
[1] https://twitter.com/i/web/status/1444144797912952833

Top URLs in Tweet in G8:
[3] http://cadrek12.org/educator-resources?taxonomy_vocabulary_21_tid%5B%5D=525&taxonomy_vocabulary_6_tid%5B%5D=206&field_resource_short_description_value=
[1] https://concord.org/blog/codap-videos-help-teachers-and-students-with-ngss-practice-of-analyzing-and-interpreting-data/?utm_source=Twitter&utm_campaign=blog-CODAP-videos-20210517
[1] https://concord.org/newsletter/2021-fall/news/?v=2&utm_source=Twitter&utm_medium=Social+media&utm_campaign=5-new-projects-20211124
[1] https://concord.org/newsletter/2021-fall/partnering-with-seventh-graders-to-design-a-community-based-life-science-curriculum-unit/?v=2&utm_source=Twitter&utm_medium=Social+media&utm_campaign=bio4community-20211119
[1] https://www.nextgenscience.org/
[1] http://cadrek12.org/educator-resources
[1] http://cadrek12.org/educator-resources?taxonomy_vocabulary_6_tid%5B%5D=199&field_resource_short_description_value=
[1] https://www.nsta.org/resources/freebies-science-teachers-october-26-2021
[1] https://ncar.github.io/piwrf-teachingbox/
[1] http://stemteachingtools.org/brief/58

Top URLs in Tweet in G9:
[2] https://www.youtube.com/watch?v=MrOuIhXdjhY&feature=youtu.be

[1] https://twitter.com/montcorvo_off/status/1458200150090862597
[1] https://twitter.com/netflixfr/status/1458829726273970185
[1] https://twitter.com/jojo_wiki/status/1457563205534986240
[1] https://twitter.com/_lnd_tv/status/1454060356893122567
[1] https://twitter.com/SeriesUpdateFR/status/1453664921770680326
[1] https://twitter.com/yanisgkl/status/1448160824275656704
[1] https://twitter.com/reijin/status/1283487424446976002
[1] https://twitter.com/PokemonOST/status/1445468531378647048
[1] https://twitter.com/kulturlesite_/status/1445476696753201165

Top URLs in Tweet in G10:
[1] https://twitter.com/jmeghanathreddy/status/1463852679373807616
[1] https://twitter.com/Airtel_Presence/status/1443260331145383941
[1] https://twitter.com/guviofficial/status/1450738518808879113?t=gOw0z25Xn5dTDdvyWcYQCg&s=19
[1] https://twitter.com/KamaleshSenthi/status/1463864715147235338
[1] https://twitter.com/Vikash67456607/status/1450075223240241153

Top Domains
Top Domains in Tweet in Entire Graph:
[737] twitter.com
[103] co.jp
[92] stemteachingtools.org
[81] youtube.com
[66] nextgenscience.org
[64] google.com
[33] mys.ci
[29] nsta.org
[25] tandfonline.com
[25] openscied.org

Top Domains in Tweet in G1:
[214] twitter.com
[57] nextgenscience.org
[49] stemteachingtools.org
[34] google.com
[25] openscied.org
[23] tandfonline.com
[22] nsta.org
[12] lab-aids.com
[10] uncoveringstudentideas.org
[9] sepuplhs.org

Top Domains in Tweet in G2:
[208] twitter.com
[103] co.jp
[60] youtube.com
[33] mys.ci
[17] reiwa-shinsengumi.com
[15] oishiakiko.net
[13] nikkei.com
[9] google.com
[9] asahi.com
[7] lite-ra.com

Top Domains in Tweet in G3:
[79] twitter.com
[20] yuki-portal.com
[6] teacherspayteachers.com
[5] newswire.com
[3] youtube.com
[3] instagram.com
[3] google.com
[3] knowatom.com
[2] boxfresh.site
[2] quantumcamp.com

Top Domains in Tweet in G4:
[27] twitter.com
[18] definedlearning.com
[5] plt.org
[3] nextgenscience.org
[3] instructables.com
[3] storytimestem.com
[3] stemteachingtools.org
[2] stevespanglerscience.com
[2] heinemann.com
[2] sciencebuddies.org

Top Domains in Tweet in G5:
[14] twitter.com
[2] greatminds.org
[1] quantamagazine.org
[1] science.org
[1] visualcapitalist.com
[1] nextgenscience.org
[1] google.com
[1] unl.edu
[1] modelinginstruction.org
[1] bitwixt.com

Top Domains in Tweet in G6:
[39] stemteachingtools.org
[15] twitter.com
[5] nps.gov
[2] middleweb.com
[2] uncoveringstudentideas.org
[2] laurasalas.com
[2] ri.gov
[2] drkohn.org
[1] tandfonline.com
[1] data.world

Top Domains in Tweet in G7:
[19] inqits.com
[16] twitter.com
[5] brainpop.com
[4] edtechpicks.org
[4] mystemkits.com
[3] google.com
[2] urlz.fr
[2] edtechdigest.com
[1] rutgers.edu
[1] oculus.com

Top Domains in Tweet in G8:
[5] cadrek12.org
[3] concord.org
[1] nextgenscience.org
[1] nsta.org
[1] github.io
[1] stemteachingtools.org
[1] linktr.ee
[1] pinterest.com

Top Domains in Tweet in G9:
[9] twitter.com
[2] youtube.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1719] ngss
[319] ngsschat
[183] stem
[164] science
[158] 大石あきこ
[151] scied
[100] れいわ新選組
[61] scistandards
[53] climatecrisis
[52] 大阪5区



Top Hashtags in Tweet in G1:
[674] ngss
[197] ngsschat
[79] scied
[56] scistandards
[25] climatecrisis
[24] nsta
[24] phenomena
[19] nsta21
[16] science
[14] stem

Top Hashtags in Tweet in G2:
[158] 大石あきこ
[100] れいわ新選組
[52] 大阪5区
[47] 比例はれいわ
[38] ngss
[36] yahooニュース
[33] 衆議院選挙は大石あきこ
[33] staycurious
[31] 衆議院選挙2021
[29] 山本太郎

Top Hashtags in Tweet in G3:
[60] ngss
[19] ハニーセレクト2
[18] ハニセレ2
[12] science
[8] edchat
[6] stem
[5] ngsschat
[4] verfassungsschutz
[4] teachers
[4] podcast

Top Hashtags in Tweet in G4:
[150] ngss
[57] stem
[24] science
[17] steam
[15] ngsschat
[13] pbl
[13] stemsational
[13] stemchat
[12] cangss
[12] cascience21

Top Hashtags in Tweet in G5:
[66] ngss
[29] ngsschat
[5] science
[4] phenomena
[3] phenomenon
[3] chemistry
[3] chemed
[3] pln
[2] win
[2] ast

Top Hashtags in Tweet in G6:
[127] ngss
[54] scied
[52] ngsschat
[25] climatecrisis
[15] scienceed
[12] science
[9] scichat
[9] stemed
[8] stem
[8] medicalmentors

Top Hashtags in Tweet in G7:
[91] ngss
[34] stem
[32] edtech
[22] science
[15] strawbees
[12] stemed
[10] makered
[10] makerfairerome
[8] virtuallab
[8] microbit

Top Hashtags in Tweet in G8:
[35] ngss
[7] nsffunded
[6] education
[6] stemed
[5] stem
[5] geologists
[5] teachertwitter
[4] engineering
[3] oceans
[3] edresearch

Top Hashtags in Tweet in G9:
[2] newprofilepic
[2] bleach

Top Hashtags in Tweet in G10:
[4] paragagarwal
[4] reject_zomato
[4] zomato
[3] maanadu
[2] staraikelungal
[2] android12
[2] airtel
[2] unpopularopinion
[2] csk
[2] supercham21ons

Top Words
Top Words in Tweet in Entire Graph:
[1724] #ngss
[1358] ngss_tweeps
[1285] science
[1153] ngss
[930] students
[740] æ
[454] ss
[442] learning
[440] more
[436] teachers

Top Words in Tweet in G1:
[1156] ngss_tweeps
[711] science
[676] #ngss
[532] students
[433] ngss
[290] openscied
[288] ss
[279] more
[250] teachers
[235] unit

Top Words in Tweet in G2:
[728] æ
[352] ç
[331] ãƒ
[325] ϋ
[288] ÿã
[236] ªã
[212] šã
[152] oishiakiko
[152] #大石あきこ
[132] æœ

Top Words in Tweet in G3:
[189] ngss
[114] ù
[83] science
[60] #ngss
[45] ø
[31] standards
[31] ãƒ
[22] learning
[21] students
[21] grade

Top Words in Tweet in G4:
[151] #ngss
[101] students
[95] ngss
[57] #stem
[54] free
[52] science
[43] teachers
[35] stem
[34] help
[34] car

Top Words in Tweet in G5:
[107] ngss_tweeps
[67] #ngss
[66] ngssphenomena
[50] aactconnect
[43] katydornbos
[38] ngsssfocus
[31] days
[31] students
[29] #ngsschat
[28] evidence

Top Words in Tweet in G6:
[128] #ngss
[103] stemteachtools
[74] science
[54] #scied
[52] #ngsschat
[43] students
[41] philiplbell
[31] work
[29] pls
[25] #climatecrisis

Top Words in Tweet in G7:
[91] #ngss
[36] rasmuscarlsson8
[36] science
[34] #stem
[32] #edtech
[32] ss
[29] students
[27] unit
[26] strawbees
[22] during

Top Words in Tweet in G8:
[35] #ngss
[22] science
[18] grade
[13] teachers
[13] amplify
[11] school
[10] resources
[9] svusdschools
[8] used
[8] curricula

Top Words in Tweet in G9:
[12] ça
[7] ce
[6] manga
[6] quand
[6] pitié
[5] était
[5] jp_ngss
[4] poucave
[4] tout
[4] même

Top Words in Tweet in G10:
[12] க
[12] ngss_official
[8] tamil
[7] ன
[6] starsportstamil
[6] த
[6] ட
[6] zomato
[6] gt
[5] airtelindia

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[184] ø,ø
[173] ãƒ,ãƒ
[152] ø,ù
[148] ù,ø
[132] #ngsschat,#ngss
[129] special,issue
[114] ù,ù
[110] instructional,materials
[105] æ,æ
[93] ngss,aligned

Top Word Pairs in Tweet in G1:
[121] special,issue
[93] #ngsschat,#ngss
[91] instructional,materials
[85] #ngss,instructional
[65] dtcampbe,pls
[63] philiplbell,pls
[60] sbottasullivan,kimmomteacher
[59] kimmomteacher,openscied
[58] looking,forward
[56] science,education

Top Word Pairs in Tweet in G2:
[147] ãƒ,ãƒ
[103] æ,æ
[84] ç,æ
[81] œã,æ
[45] æ,çµ
[44] staff更新,#大阪5区
[43] šã,œã
[40] æ,ç
[38] æ,ªã
[37] ÿã,æ

Top Word Pairs in Tweet in G3:
[62] ù,ù
[20] ãƒ,ãƒ
[18] ハニセレ2勝手にアップローダー更新情報,#ハニセレ2
[18] #ハニセレ2,#ハニーセレクト2
[17] ù,ø
[15] ø,ø
[14] ø,ù
[10] generation,science
[10] science,standards
[9] ù,ùšù

Top Word Pairs in Tweet in G4:
[20] collaborative,network
[17] #ngss,collaborative
[16] gravity,car
[15] ngss,aligned
[14] design,build
[13] car,success
[13] success,students
[13] students,challenged
[13] challenged,design
[13] build,car

Top Word Pairs in Tweet in G5:
[47] ngss_tweeps,aactconnect
[27] #ngss,#ngsschat
[21] ngssphenomena,ngss_tweeps
[20] ngsssfocus,ngssphenomena
[18] katydornbos,ngss_tweeps
[16] few,days
[16] days,ago
[15] sun,set
[15] set,few
[15] ago,barrow

Top Word Pairs in Tweet in G6:
[32] #ngsschat,#ngss
[26] philiplbell,pls
[26] pls,#ngsschat
[22] #ngss,given
[22] given,escalating
[22] escalating,#climatecrisis
[22] #climatecrisis,stemteachtools
[22] stemteachtools,shows
[22] shows,collectively
[22] collectively,reimagine

Top Word Pairs in Tweet in G7:
[16] #ngss,unit
[14] portable,renewable
[14] renewable,energy
[14] energy,prototype
[14] prototype,#strawbees
[14] #strawbees,disassemble
[14] disassemble,size
[14] size,75
[14] 75,straws
[14] straws,rebuild

Top Word Pairs in Tweet in G8:
[8] curricula,resources
[6] 8th,grade
[6] grade,science
[6] science,class
[6] class,used
[6] used,clips
[6] clips,state
[6] state,claim
[6] claim,explained
[6] explained,thoughts

Top Word Pairs in Tweet in G9:
[4] par,pitié
[2] vais,hurler
[2] hurler,sa
[2] sa,mère
[2] mère,ce
[2] ce,monstre
[2] wedding,video
[2] video,edited
[2] gotta,create
[2] create,art

Top Word Pairs in Tweet in G10:
[5] க,க
[4] open,source
[4] food,tamil
[4] gt,gt
[3] என,ன
[3] ngss_official,starsportstamil
[2] wow,another
[2] another,indian
[2] indian,ceo
[2] ceo,welcome

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@masamasa_ngss
@drloriandersen
@phaneritic
@katydornbos
@kmgill135
@geererc
@xeno_lith
@bmsscienceteach
@scijeanne

Top Replied-To in G1:
@ngss_tweeps
@drloriandersen
@phaneritic
@kmgill135
@geererc
@bmsscienceteach
@scijeanne
@xeno_lith
@wandabryant
@anjanaiyer

Top Replied-To in G2:
@hashimoto_lo
@nh3aibrs1cwuaks
@oishiakiko
@ourosaka2
@memenyan_ikiru
@akisumitomo
@oosakahaoosaka
@bokenasuishin
@decultureepcmd
@oneosaka

Top Replied-To in G3:

Top Replied-To in G4:
@ngss_tweeps
@alliebbogart
@amyread
@alisonpstevens
@storytime_stem
@mr_withampro
@nsta
@katiebudrow
@heatherlmont
@shreevebooks

Top Replied-To in G5:
@katydornbos
@ngss_tweeps
@rytriguy
@spencerchem
@apchemisme
@gosciencego
@mrs_chemistry
@xeno_lith
@atomsnmolecules
@mrsrathsack

Top Replied-To in G6:
@ngss_tweeps
@eve_tulbert

Top Replied-To in G7:
@ngss_tweeps
@timpowers4
@sonneblommie
@josefinor
@strawbees
@phetsims
@workman_chang

Top Replied-To in G8:
@drdsteele_phd
@kirstencofoid
@spaceyprofessor

Top Replied-To in G9:
@jp_ngss
@diodionychopper
@totorugroku
@jucebyy
@diobrandnewcar
@klefman_
@jeffhardystan
@leviet_
@interludefrance

Top Replied-To in G10:
@ngss_official
@gharisraj
@tarunkishore007
@ajaysenthil4
@juyal_ishant
@florinpop1705
@kamaleshsenthi
@vaibhavsisinty
@pttvonlinenews
@sunnewstamil

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@openscied
@stemteachtools
@philiplbell
@oishiakiko
@officialngss
@jste1924
@nsta
@dtcampbe
@sbottasullivan

Top Mentioned in G1:
@ngss_tweeps
@openscied
@philiplbell
@stemteachtools
@jste1924
@dtcampbe
@officialngss
@sbottasullivan
@nsta
@kimmomteacher

Top Mentioned in G2:
@oishiakiko
@mysterysci
@memenyan_ikiru
@aiainstein
@katakorinaoshi1
@reiwashinsen
@kakopontan
@decultureepcmd
@freeler_ngss
@enokidas

Top Mentioned in G3:
@kimlepre
@ryansajdak

Top Mentioned in G4:
@alliebbogart
@cascience
@officialngss
@k12alliance
@mstewartscience
@shreevebooks
@openscied
@ngss
@williamfranzell
@stemteachtools

Top Mentioned in G5:
@ngss_tweeps
@ngssphenomena
@aactconnect
@ngsssfocus
@lgates_science
@johannabrown
@katydornbos
@howelltwpmss
@snapgse
@mrs_chemistry

Top Mentioned in G6:
@stemteachtools
@philiplbell
@getrealscience
@kathrynribay
@middleweb
@lernerbooks
@doc_b_brown
@ngss_tweeps
@drapw15
@nsta

Top Mentioned in G7:
@rasmuscarlsson8
@strawbees
@mrkpyp
@kqededspace
@thebodyvr
@oculus
@jrosenberg6432
@makeylindsay
@edtech_isf
@lae121

Top Mentioned in G8:
@amplify
@svusdschools
@nsf
@paisleylisa
@santiago_steam
@usedgov
@tammycayuela
@ngss_tweeps
@cbridge384
@cadrek12

Top Mentioned in G9:
@ordurebizarree
@klefman_
@itachiofwgkta
@gaak_fr
@jp_ngss
@iichlban
@cpastibo
@trinitygawd
@camsvisualart
@eugenieatinault

Top Mentioned in G10:
@starsportstamil
@zomato
@airtelindia
@mcgillmd921
@sunnewstamil
@ngss_official
@ilg_gayatri
@javascriptual
@_priyanshiiii__
@zubairself

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@sectest9
@threadreaderapp
@kzooooo
@collegemenfess
@toronei
@cybersecurityn8
@jfsebastian146
@pretty_occho
@1stindianews

Top Tweeters in G1:
@threadreaderapp
@sustaintrends
@llhawaii
@zellieimani
@zettie_geez
@techrepublic
@teacher2teacher
@codeforpdx
@txpts777
@cirquelar

Top Tweeters in G2:
@kzooooo
@toronei
@pretty_occho
@nhk_news
@yuz_uki1
@pristinanomine
@adjacencypair
@yahoonewstopics
@hisakichee
@oosakahaoosaka

Top Tweeters in G3:
@jimmyroybloom
@xib_z
@aciciated
@njschooljobs
@inin12340
@blindi
@jimpeachh
@baynounahtv
@brixhtwin
@tvtrluv

Top Tweeters in G4:
@stem_nastics
@b0tsci
@stem_ai
@pcalleypbvusd
@jeffbeamish
@jocelynrish
@franmcveigh
@brianmercernkc
@andreabeaty
@weisscenter

Top Tweeters in G5:
@gdorn1
@angela_s_tweets
@blocht574
@averyteach
@abrunelll
@mima09180402
@kristingregory7
@pgcps
@daleyscience
@wbrianlane

Top Tweeters in G6:
@jfsebastian146
@jane__eden
@grist
@garym
@jenniferagates
@aeryn_thrace
@praxismedhat
@jodie_harnden
@areerose99
@preventivebot

Top Tweeters in G7:
@designthinkbot
@vrretweeter
@getiftech
@scalarhumanity
@markj_ohnson
@vectorborg
@scas
@negocios23
@alexis_tth
@missfield5

Top Tweeters in G8:
@education_24x7
@pblworks
@annhc_champ4all
@rutgersu
@usedgov
@nsf
@uncg
@edctweets
@cadrek12
@amplify

Top Tweeters in G9:
@itachiofwgkta
@bouteflikov
@f0lake
@jumo_rom
@mastermalou
@grace_hnt
@reijin
@souley_cmr
@oklmzerboy
@naeray_

Top Tweeters in G10:
@airtel_presence
@pttvonlinenews
@news7tamil
@news18tamilnadu
@sunnewstamil
@arjun_virat_
@airtelindia
@jrgrp_
@javascriptual
@karthiksubbur11