ngss, Twitter, 12/7/2021 3:38:22 PM, 267840


FAQ | Problem?

ngss_2021-12-06_23-15-12.xlsx
ngss_2021-12-06_23-15-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 07, 2021
Short Description:
ngss via NodeXL https://bit.ly/31ynvde
@ngss_tweeps
@freeler_ngss
@this0499154500
@nsta
@nodexl
@officialngss
@philiplbell
@stemteachtools
@lae121
@alliebbogart

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

Description:
Description
The graph represents a network of 3,784 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, 07 December 2021 at 07:24 UTC.

The requested start date was Tuesday, 07 December 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, 1-hour, 52-minute period from Sunday, 03 October 2021 at 22:11 UTC to Tuesday, 07 December 2021 at 00:04 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 : 3784
Unique Edges : 3878
Edges With Duplicates : 12539
Total Edges : 16417
Number of Edge Types : 5
Mentions : 3725
Retweet : 3483
MentionsInRetweet : 5027
Replies to : 1858
Tweet : 2324
Self-Loops : 2379
Reciprocated Vertex Pair Ratio : 0.0974261530488858
Reciprocated Edge Ratio : 0.177553911537856
Connected Components : 635
Single-Vertex Connected Components : 286
Maximum Vertices in a Connected Component : 2084
Maximum Edges in a Connected Component : 13302
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.344132
Graph Density : 0.000443804177920697
Modularity : 0.325595
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,784 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, 07 December 2021 at 07:24 UTC.

The requested start date was Tuesday, 07 December 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, 1-hour, 52-minute period from Sunday, 03 October 2021 at 22:11 UTC to Tuesday, 07 December 2021 at 00:04 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/
[16] http://stemteachingtools.org/brief/58
[12] https://www.inqits.com/
[11] http://stemteachingtools.org/pd/playlist-principals
[10] https://smart.servier.com/
[9] https://news.yahoo.co.jp/articles/92792e0d53591c4c8ac1213ea5901634ce0aa21b
[7] https://news.yahoo.co.jp/articles/1ca86bfbab4b7cfcdab1fdf5956cc85bc434a3a5
[7] https://twitter.com/hiroyoshimura/status/1463858117968801795
[7] https://www.oishiakiko.net/lists-2008-0313-anohi/
[7] https://www.tandfonline.com/toc/uste20/32/7?nav=tocList&cookieSet=1

Top URLs in Tweet in G1:
[12] http://stemteachingtools.org/brief/58
[11] https://www.nextgenscience.org/
[9] http://stemteachingtools.org/pd/playlist-principals
[6] https://www.openscied.org/instructional-materials/6-4-rock-cycling-plate-tectonics/
[6] http://oceansofdata.org/our-work/teacher-resources
[5] https://www.nyusail.org/curriculum
[5] https://www.nextgenscience.org/resources/examples-quality-ngss-design
[5] http://stemteachingtools.org/brief/35
[5] https://www.nationalacademies.org/our-work/taking-stock-of-ngss-implementation-a-summit
[5] https://www.tandfonline.com/toc/uste20/32/7?nav=tocList&cookieSet=1

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


Top URLs in Tweet in G3:
[4] https://www.instagram.com/accounts/login/
[3] https://nagt.org/nagt/profdev/workshops/ngss_summit/nov182021/index.html
[2] https://www.newswire.com/news/next-generation-science-standards-ngss-based-curriculum-helps-improve-21425055
[2] https://veep.org/for-teachers/professional-learning/ngss-instructional-toolkit-virtual-workshop
[1] https://twitter.com/i/web/status/1444871448594583556
[1] https://science-bits.com/site/en/discover-science-bits/?utm_source=fb&utm_medium=post&utm_name=stem
[1] https://www.youtube.com/watch?v=cxacTb_OHNk&feature=youtu.be

[1] https://twitter.com/i/web/status/1445171758731075586
[1] https://twitter.com/i/web/status/1445364683813367815
[1] https://twitter.com/i/web/status/1445364887614537733

Top URLs in Tweet in G4:
[27] https://www.nextgenscience.org/
[3] https://www.instructables.com/Gravity-Car/
[3] https://nagt.org/246873
[2] https://www.stevespanglerscience.com/store/yellow-rings-30-pack.html?utm_content=exp_material
[2] https://ngss.nsta.org/practices.aspx?id=2
[2] https://www.kidsatscience.org/
[2] https://nagt.org/nagt/profdev/workshops/ngss_summit/nov182021/index.html
[2] https://www.space.com/beaver-moon-lunar-eclipse-2021-guide
[2] https://myventure.us/
[2] https://www.tandfonline.com/toc/uste20/32/7?nav=tocList&cookieSet=1

Top URLs in Tweet in G5:
[2] https://www.nextgenscience.org/
[1] https://twitter.com/i/web/status/1465877531844743169
[1] https://bpsscience.weebly.com/uploads/2/2/1/3/2213712/all_grades_progression_by_practice.pdf
[1] https://twitter.com/physicsj/status/1444705931665702917
[1] https://twitter.com/i/web/status/1466861023055388672
[1] https://ianrcommunities.unl.edu/whats-going-graph
[1] https://twitter.com/NGSS_tweeps/status/1455535668373901312
[1] https://twitter.com/KatyDornbos/status/1448268312052391941
[1] https://twitter.com/KatyDornbos/status/1452996132674621441
[1] https://twitter.com/KatyDornbos/status/1166716480328781824

Top URLs in Tweet in G6:
[4] https://patbrownedu.com/classroom-inquiry-as-a-pathway-to-the-next-generation-science-standards/
[3] https://register.gotowebinar.com/register/5935963529518785293?source=CBSSN
[3] https://plt.org/myk8guide
[2] https://www.uncoveringstudentideas.org/resources/3dimensions/correlations
[2] https://register.gotowebinar.com/register/1371592794972395024?source=CBSSN
[2] https://www.plt.org/resources/resources-for-plt-lessons
[1] https://twitter.com/middleweb/status/1460405254051155969
[1] https://www.middleweb.com/46148/readying-students-for-a-future-of-creativity/
[1] https://twitter.com/middleweb/status/1461391254365868038
[1] https://www.middleweb.com/43960/real-world-stem-try-plastics-pollution/

Top URLs in Tweet in G7:
[12] https://www.inqits.com/
[4] https://www.mystemkits.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/1466211013225816068
[1] https://twitter.com/KQEDedspace/status/1465434647844859908
[1] https://twitter.com/kqededspace/status/1467881270692753417
[1] https://twitter.com/i/web/status/1466206740375035908

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1452871579088482304
[1] https://twitter.com/i/web/status/1452579345407496192
[1] https://docs.google.com/document/d/1adZKM9gj4fikHpoe_VwZV4DrwdlwQ19JQOL5pSHMfoM/edit?usp=sharing
[1] https://twitter.com/i/web/status/1457881556022808577
[1] 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://twitter.com/insta_science/status/1448627148881899538

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/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:
[755] twitter.com
[107] co.jp
[105] youtube.com
[78] stemteachingtools.org
[67] nextgenscience.org
[47] google.com
[35] nsta.org
[32] mys.ci
[27] openscied.org
[24] edreports.org

Top Domains in Tweet in G1:
[216] twitter.com
[69] stemteachingtools.org
[27] openscied.org
[26] nextgenscience.org
[23] google.com
[20] nsta.org
[20] youtube.com
[16] tandfonline.com
[12] lab-aids.com
[9] sepuplhs.org

Top Domains in Tweet in G2:
[228] twitter.com
[107] co.jp
[72] youtube.com
[32] mys.ci
[17] reiwa-shinsengumi.com
[15] oishiakiko.net
[14] nikkei.com
[9] asahi.com
[9] nikkan-gendai.com
[7] lite-ra.com

Top Domains in Tweet in G3:
[82] twitter.com
[19] yuki-portal.com
[6] teacherspayteachers.com
[5] newswire.com
[4] youtube.com
[4] instagram.com
[4] google.com
[3] nagt.org
[3] knowatom.com
[2] quantumcamp.com

Top Domains in Tweet in G4:
[35] nextgenscience.org
[15] twitter.com
[5] stemteachingtools.org
[5] nagt.org
[3] zoom.us
[3] instructables.com
[2] stevespanglerscience.com
[2] google.com
[2] nsta.org
[2] kidsatscience.org

Top Domains in Tweet in G5:
[16] twitter.com
[2] nextgenscience.org
[1] weebly.com
[1] unl.edu
[1] quantamagazine.org
[1] pnas.org
[1] google.com
[1] nagt.org
[1] visualcapitalist.com
[1] modelinginstruction.org

Top Domains in Tweet in G6:
[19] twitter.com
[6] uncoveringstudentideas.org
[6] patbrownedu.com
[5] gotowebinar.com
[5] plt.org
[4] storytimestem.com
[3] nsta.org
[2] middleweb.com
[2] stemteachingtools.org
[2] sciencebuddies.org

Top Domains in Tweet in G7:
[13] inqits.com
[9] twitter.com
[4] edtechpicks.org
[4] mystemkits.com
[3] google.com
[2] urlz.fr
[2] edtechdigest.com
[1] rutgers.edu
[1] oculus.com
[1] edumedia-sciences.com

Top Domains in Tweet in G8:
[4] twitter.com
[1] google.com
[1] cadrek12.org

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1632] ngss
[318] ngsschat
[183] stem
[167] 大石あきこ
[147] science
[138] scied
[104] れいわ新選組
[61] scistandards
[53] climatecrisis
[52] 大阪5区



Top Hashtags in Tweet in G1:
[641] ngss
[239] ngsschat
[99] scied
[59] scistandards
[49] climatecrisis
[21] phenomena
[19] science
[16] nsta21
[16] stanys21
[16] nabt2021

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

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

Top Hashtags in Tweet in G4:
[164] ngss
[16] ngsschat
[14] steam
[11] cascience21
[11] stem
[10] cangss
[8] climate
[7] scied
[7] ngssassessments
[6] worldspaceweek2021

Top Hashtags in Tweet in G5:
[65] ngss
[31] ngsschat
[4] chemed
[4] science
[3] phenomenon
[3] phenomena
[3] chemistry
[3] pln
[2] cangss
[2] win

Top Hashtags in Tweet in G6:
[68] ngss
[44] stem
[20] scied
[16] stemchat
[15] nsta
[12] scichat
[12] motivationmonday
[12] stemsational
[9] stemed
[8] ela

Top Hashtags in Tweet in G7:
[79] ngss
[29] edtech
[24] stem
[17] medialiteracy
[16] kqededchat
[16] science
[13] bearisland
[10] virtualreality
[9] kqedinnovators
[9] mediamaking

Top Hashtags in Tweet in G8:
[36] ngss
[8] science
[8] k12
[7] steam
[7] onekis
[6] inquiry
[5] windwardcte
[4] fantasywriting
[3] handsonlearning
[3] worldbuilding

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

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

Top Words
Top Words in Tweet in Entire Graph:
[1637] #ngss
[1339] ngss_tweeps
[1253] science
[1110] ngss
[946] students
[740] æ
[457] more
[440] learning
[428] ø
[422] ss

Top Words in Tweet in G1:
[1146] ngss_tweeps
[700] science
[643] #ngss
[520] students
[386] ngss
[304] more
[283] openscied
[282] ss
[248] unit
[239] #ngsschat

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

Top Words in Tweet in G3:
[178] ngss
[114] ù
[82] science
[62] #ngss
[45] ø
[31] ãƒ
[27] standards
[23] _
[21] die
[21] learning

Top Words in Tweet in G4:
[165] #ngss
[91] officialngss
[73] students
[68] ngss
[63] science
[45] design
[44] see
[43] engineering
[33] car
[31] alliebbogart

Top Words in Tweet in G5:
[104] ngss_tweeps
[71] ngssphenomena
[66] #ngss
[49] aactconnect
[45] katydornbos
[38] ngsssfocus
[34] days
[31] #ngsschat
[29] students
[28] lgates_science

Top Words in Tweet in G6:
[69] #ngss
[61] students
[44] #stem
[40] science
[39] ctskeeley
[36] ngss
[31] learning
[26] nsta
[26] 20
[25] probes

Top Words in Tweet in G7:
[79] #ngss
[33] students
[33] unit
[32] ss
[29] #edtech
[25] next
[24] #stem
[24] during
[22] kqededspace
[22] standards

Top Words in Tweet in G8:
[36] #ngss
[22] kispride
[20] science
[18] teachers
[18] elementary
[13] grade
[13] teaching
[11] windward
[11] robzook1
[9] paulandersen

Top Words in Tweet in G9:
[14] ça
[7] ils
[6] manga
[6] quand
[6] pitié
[5] était
[5] ce
[5] ont
[5] par
[5] jp_ngss

Top Words in Tweet in G10:
[12] ngss_official
[10] க
[8] tamil
[6] speed
[6] த
[6] ட
[6] ன
[6] zomato
[6] gt
[5] aprom

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[184] ø,ø
[173] ãƒ,ãƒ
[152] ø,ù
[148] ù,ø
[130] #ngsschat,#ngss
[114] ù,ù
[105] æ,æ
[93] instructional,materials
[89] philiplbell,pls
[89] ngss,aligned

Top Word Pairs in Tweet in G1:
[118] #ngsschat,#ngss
[84] philiplbell,pls
[72] instructional,materials
[68] #ngss,instructional
[66] pls,#ngsschat
[64] special,issue
[62] dtcampbe,pls
[60] sbottasullivan,kimmomteacher
[59] kimmomteacher,openscied
[58] 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
[17] ù,ø
[17] ハニセレ2勝手にアップローダー更新情報,#ハニセレ2
[17] #ハニセレ2,#ハニーセレクト2
[15] ø,ø
[14] ø,ù
[10] generation,science
[10] science,standards
[9] ù,ùšù

Top Word Pairs in Tweet in G4:
[25] students,design
[25] design,solutions
[25] solutions,engineering
[25] engineering,problems
[25] problems,relevant
[25] relevant,local
[25] local,community
[25] community,gain
[25] gain,knowledge
[24] officialngss,students

Top Word Pairs in Tweet in G5:
[46] ngss_tweeps,aactconnect
[29] #ngss,#ngsschat
[21] katydornbos,ngss_tweeps
[20] ngssphenomena,ngss_tweeps
[19] ngsssfocus,ngssphenomena
[17] few,days
[17] days,ago
[16] sun,set
[16] set,few
[16] ago,barrow

Top Word Pairs in Tweet in G6:
[15] 21,5pm
[14] 5th,grade
[14] starrmatica,texts
[13] decoding,three
[13] three,dimensional
[13] dimensional,teaching
[13] teaching,learning
[13] learning,wednesday
[13] wednesday,10
[13] 10,20

Top Word Pairs in Tweet in G7:
[22] #ngss,unit
[14] #ngss,standards
[13] g3,ss
[12] workman_chang,lae121
[12] #medialiteracy,skills
[12] during,next
[11] #stem,educators
[11] skills,demonstrate
[11] demonstrate,student
[11] student,comprehension

Top Word Pairs in Tweet in G8:
[10] science,teachers
[9] passionate,teaching
[9] teaching,elementary
[9] elementary,stem
[9] stem,kispride
[9] kispride,posted
[9] posted,job
[9] job,openings
[9] openings,elementary
[9] elementary,science

Top Word Pairs in Tweet in G9:
[4] par,pitié
[2] gotta,create
[2] create,art
[2] art,twitter
[2] manga,sort
[2] sort,vraiment
[2] vraiment,côté
[2] côté,lisez
[2] lisez,manga
[2] manga,perce

Top Word Pairs in Tweet in G10:
[4] க,க
[4] airtelindia,reliancejio
[4] reliancejio,vicustomercare
[4] open,source
[4] food,tamil
[4] gt,gt
[3] ngss_official,starsportstamil
[2] internet,speed
[2] speed,airtel_presence
[2] airtel_presence,paying

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

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

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

Top Replied-To in G3:

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

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

Top Replied-To in G6:
@ngss_tweeps
@storytime_stem
@tracyfergusonvm
@ctskeeley
@brianaj_trager

Top Replied-To in G7:
@sonneblommie
@josefinor
@workman_chang

Top Replied-To in G8:
@kaneoheel
@constancekkg
@kellyannegarner
@ngss_tweeps

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

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

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@openscied
@stemteachtools
@philiplbell
@oishiakiko
@officialngss
@nsta
@sbottasullivan
@ngssphenomena
@kimmomteacher

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

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

Top Mentioned in G3:
@kimlepre
@ryansajdak

Top Mentioned in G4:
@officialngss
@alliebbogart
@cascience
@stemteachtools
@k12alliance
@nextgenscience
@ngss_tweeps
@shreevebooks
@ngss
@williamfranzell

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

Top Mentioned in G6:
@ctskeeley
@carolinabio
@middleweb
@storytime_stem
@sciencebuddies
@brownpatrick8
@aiu3msc
@nsta
@officialngss
@tracyfergusonvm

Top Mentioned in G7:
@kqededspace
@mrkpyp
@lae121
@workman_chang
@thebodyvr
@oculus
@edtech_isf
@edumediatweets
@bbceducation
@joshwoodg

Top Mentioned in G8:
@kispride
@robzook1
@paulandersen
@windwardcte
@chopscidesign
@paula
@flipgrid
@acsabudhabi
@asbschool
@sketchesbysaz

Top Mentioned in G9:
@ordurebizarree
@klefman_
@itachiofwgkta
@gaak_fr
@yassifybot
@jp_ngss
@jjbacontents
@camsvisualart
@eugenieatinault
@allbluechannel

Top Mentioned in G10:
@zomato
@starsportstamil
@reliancejio
@vicustomercare
@airtel_presence
@mcgillmd921
@ngss_official
@airtelindia
@sunnewstamil
@sanjeevsinghya2

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

Top Tweeters in G1:
@threadreaderapp
@jfsebastian146
@llhawaii
@jane__eden
@zellieimani
@zettie_geez
@techrepublic
@google
@teacher2teacher
@codeforpdx

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
@drschelter
@baynounahtv
@jimpeachh
@brixhtwin

Top Tweeters in G4:
@b0tsci
@pcalleypbvusd
@jocelynrish
@jenniferagates
@richardklee1
@weisscenter
@instructables
@joanpaq
@cogswell_ben
@areerose99

Top Tweeters in G5:
@gdorn1
@angela_s_tweets
@blocht574
@averyteach
@abrunelll
@mima09180402
@kristingregory7
@heidi_paterson
@pgcps
@nesta_us

Top Tweeters in G6:
@tomy2875
@stem_nastics
@drvshsjeep
@chrisyanke
@domdiaz13
@shannonmmiller
@stem_ai
@tavia_spencer
@garym
@decormoores

Top Tweeters in G7:
@designthinkbot
@vrretweeter
@getiftech
@scalarhumanity
@markj_ohnson
@worldprofessor
@edtechspec
@negocios23
@superteamup
@missfield5

Top Tweeters in G8:
@flipgrid
@jc_james_clark
@mraspinall
@spencerideas
@trev_mackenzie
@scratch
@b_sheridan
@nicashgrove
@davidleeedtech
@vidhyag12

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

Top Tweeters in G10:
@airtel_presence
@pttvonlinenews
@dot_india
@news7tamil
@news18tamilnadu
@sunnewstamil
@arjun_virat_
@vicustomercare
@airtelindia
@jrgrp_


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.