ngss, Twitter, 12/14/2021 1:44:12 PM, 268314


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ngss_2021-12-13_23-15-12.xlsx
ngss_2021-12-13_23-15-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 14, 2021
Short Description:
ngss via NodeXL https://bit.ly/3s16inP
@ngss_tweeps
@freeler_ngss
@this0499154500
@nodexl
@nsta
@officialngss
@philiplbell
@stemteachtools
@lae121
@superteamup

Top hashtags:
#ngss
#ngsschat
#大石あきこ
#stem
#scied
#れいわ新選組
#science
#日曜討論
#scistandards
#climatecrisis

Description:
Description
The graph represents a network of 3,698 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, 14 December 2021 at 07:27 UTC.

The requested start date was Tuesday, 14 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 61-day, 3-hour, 57-minute period from Wednesday, 13 October 2021 at 20:35 UTC to Tuesday, 14 December 2021 at 00:33 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 : 3698
Unique Edges : 3792
Edges With Duplicates : 12792
Total Edges : 16584
Number of Edge Types : 5
Replies to : 1878
Retweet : 3565
MentionsInRetweet : 5004
Tweet : 2593
Mentions : 3544
Self-Loops : 2640
Reciprocated Vertex Pair Ratio : 0.10056757715502
Reciprocated Edge Ratio : 0.182755842062853
Connected Components : 568
Single-Vertex Connected Components : 251
Maximum Vertices in a Connected Component : 2128
Maximum Edges in a Connected Component : 13700
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.30033
Graph Density : 0.000453863678222428
Modularity : 0.316942
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,698 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, 14 December 2021 at 07:27 UTC.

The requested start date was Tuesday, 14 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 61-day, 3-hour, 57-minute period from Wednesday, 13 October 2021 at 20:35 UTC to Tuesday, 14 December 2021 at 00:33 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/
[31] https://news.yahoo.co.jp/articles/5840d9e1db2d7dcfa1d82d088ca39093fa5b4ae1
[16] http://stemteachingtools.org/brief/58
[14] https://www.nikkan-gendai.com/articles/view/geino/298650
[11] http://stemteachingtools.org/pd/playlist-principals
[10] https://www.inqits.com/
[10] https://smart.servier.com/
[9] https://news.yahoo.co.jp/articles/92792e0d53591c4c8ac1213ea5901634ce0aa21b
[8] https://www.edreports.org/about/reviewers?utm_medium=paid&utm_source=twitter&utm_campaign=hs-science-recruitment-oct-2021
[7] https://news.yahoo.co.jp/articles/1ca86bfbab4b7cfcdab1fdf5956cc85bc434a3a5

Top URLs in Tweet in G1:
[14] http://stemteachingtools.org/brief/58
[10] https://www.nextgenscience.org/
[10] http://stemteachingtools.org/pd/playlist-principals
[6] https://www.nyusail.org/curriculum
[6] https://www.openscied.org/instructional-materials/6-4-rock-cycling-plate-tectonics/
[5] https://www.nextgenscience.org/resources/examples-quality-ngss-design
[5] http://stemteachingtools.org/brief/35
[5] http://stemteachingtools.org/brief/48
[4] http://stemteachingtools.org/brief/30
[4] http://stemteachingtools.org/assets/landscapes/STEM-Teaching-Tool-30-Task-Formats-for-3D-Assessment-Design-v2_a11y.pdf

Top URLs in Tweet in G2:
[31] https://news.yahoo.co.jp/articles/5840d9e1db2d7dcfa1d82d088ca39093fa5b4ae1
[14] https://www.nikkan-gendai.com/articles/view/geino/298650
[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

Top URLs in Tweet in G3:
[5] https://www.instagram.com/accounts/login/
[3] https://nagt.org/nagt/profdev/workshops/ngss_summit/nov182021/index.html
[3] https://lit.link/ngss
[2] https://veep.org/for-teachers/professional-learning/ngss-instructional-toolkit-virtual-workshop
[1] https://twitter.com/ARMYTEAMIID/status/1448679443791106049
[1] https://twitter.com/cascience/status/1448401864756580357
[1] https://twitter.com/lucasedresearch/status/1417279221450252322
[1] https://ashg2021.ashg.org/exhibitors/11EC0BDB19D781E0BCD4D19701A623EF/enGenome
[1] https://twitter.com/weinsteinedu/status/1449869795319586817
[1] https://online.kidsdiscover.com/ngss-grade-5

Top URLs in Tweet in G4:
[25] https://www.nextgenscience.org/
[3] https://www.instructables.com/Gravity-Car/
[3] https://www.kidsatscience.org/
[3] https://ngss.nsta.org/practices.aspx?id=2
[3] https://nagt.org/246873
[2] https://www.stevespanglerscience.com/store/yellow-rings-30-pack.html?utm_content=exp_material
[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] http://cadrek12.org/educator-resources?taxonomy_vocabulary_21_tid%5B%5D=525&taxonomy_vocabulary_6_tid%5B%5D=206&field_resource_short_description_value=

Top URLs in Tweet in G5:
[2] https://www.nextgenscience.org/
[1] https://docs.google.com/document/d/1qM8yTxZNdx_xWxLPsgbXDNGiyxppZDgGmyIhoqxiKIo/edit?usp=sharing
[1] https://twitter.com/johannabrown/status/1460699942482108417
[1] https://twitter.com/johannabrown/status/1458222550643707907
[1] https://twitter.com/i/web/status/1452284962691031044
[1] https://www.modelinginstruction.org/what-we-produce/coherent-curriculum/chem-stories/
[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

Top URLs in Tweet in G6:
[10] https://www.inqits.com/
[4] https://www.mystemkits.com/
[3] http://edtechpicks.org/2019/06/phenomena-ngss-2/
[2] https://twitter.com/workman_chang/status/1468385588768292866
[2] https://www.edtechdigest.com/2021/11/18/stemscopes-ngss-3d/
[2] https://twitter.com/jrosenberg6432/status/1450958040828682243
[2] https://docs.google.com/presentation/d/1YNSO48D2ruYD0gbmw_0Dcy4l4vctDy2VuPWb9mdK89Y/edit
[1] https://twitter.com/i/web/status/1469860171195244546
[1] https://www.ngssphenomena.com/
[1] https://twitter.com/KQEDedspace/status/1465434647844859908

Top URLs in Tweet in G7:
[2] https://twitter.com/insta_science/status/1448627148881899538
[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.abc.net.au/news/2020-11-20/opal-fossils-that-introduced-a-new-species-from-the-deep-past/12798212
[1] https://elizabethshreeve.com/educational-resources/
[1] https://twitter.com/msjaimes/status/1461794623853150221
[1] https://twitter.com/mstewartscience/status/1458404135552884739
[1] https://www.iwasakid.com/
[1] http://www.usgs.gov/observatories/hvo/news/volcano-watch-canary-islands-mega-tsunami-hypothesis-and-why-it-doesnt-carry

Top URLs in Tweet in G8:
[4] https://patbrownedu.com/classroom-inquiry-as-a-pathway-to-the-next-generation-science-standards/
[3] https://plt.org/myk8guide
[2] http://www.nsela.org/
[2] https://www.plt.org/resources/resources-for-plt-lessons
[1] https://twitter.com/i/web/status/1466482641226678279
[1] https://twitter.com/dtfitzp/status/1466837122422292488
[1] https://my.nsta.org/resource/123183
[1] https://twitter.com/ngss_tweeps/status/1458539964472434693
[1] https://twitter.com/ngss_tweeps/status/1459617902508883974
[1] https://twitter.com/i/web/status/1465844631443234816

Top URLs in Tweet in G9:
[5] http://oceansofdata.org/our-work/teacher-resources
[2] https://store.lab-aids.com/kits-and-modules/details/skeletal-and-embryological-evidence-sepup
[2] https://www.lab-aids.com/reproduction
[1] https://ctsciencecenter.org/blog/using-summary-tables-to-create-cohesion/
[1] https://www.nextgenscience.org/
[1] https://twitter.com/ngss_tweeps/status/1455220590932119560
[1] https://twitter.com/i/web/status/1452833062954291201
[1] https://www.lab-aids.com/event/stanys-annual-conference-2021
[1] https://www.lab-aids.com/earths-resources
[1] https://twitter.com/steveteipel/status/1450509959461052418

Top URLs in Tweet in G10:
[2] https://www.youtube.com/watch?v=MrOuIhXdjhY&feature=youtu.be

[1] https://twitter.com/montcorvo_off/status/1458200150090862597
[1] https://twitter.com/dayapeters/status/1469276734818295816
[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

Top Domains
Top Domains in Tweet in Entire Graph:
[792] twitter.com
[180] co.jp
[107] youtube.com
[82] stemteachingtools.org
[70] nextgenscience.org
[44] google.com
[34] nsta.org
[29] mys.ci
[26] nikkan-gendai.com
[24] openscied.org

Top Domains in Tweet in G1:
[178] twitter.com
[78] stemteachingtools.org
[24] nextgenscience.org
[24] google.com
[24] openscied.org
[17] youtube.com
[17] nsta.org
[10] tandfonline.com
[9] sepuplhs.org
[7] turnersgraphoftheweek.com

Top Domains in Tweet in G2:
[318] twitter.com
[180] co.jp
[80] youtube.com
[29] mys.ci
[26] nikkan-gendai.com
[19] reiwa-shinsengumi.com
[16] oishiakiko.net
[16] nikkei.com
[11] asahi.com
[11] bunshun.jp

Top Domains in Tweet in G3:
[75] twitter.com
[15] yuki-portal.com
[6] teacherspayteachers.com
[5] instagram.com
[3] google.com
[3] nagt.org
[3] knowatom.com
[3] lit.link
[2] youtube.com
[2] edtechdigest.com

Top Domains in Tweet in G4:
[35] nextgenscience.org
[9] twitter.com
[6] greatminds.org
[5] nagt.org
[4] nsta.org
[4] cadrek12.org
[3] stemteachingtools.org
[3] instructables.com
[3] kidsatscience.org
[2] wested.org

Top Domains in Tweet in G5:
[11] twitter.com
[2] google.com
[2] nextgenscience.org
[1] modelinginstruction.org
[1] unl.edu
[1] quantamagazine.org
[1] pnas.org
[1] bitwixt.com
[1] crec.org
[1] protraxx.com

Top Domains in Tweet in G6:
[13] twitter.com
[10] inqits.com
[4] mystemkits.com
[3] edtechpicks.org
[3] google.com
[2] edtechdigest.com
[2] urlz.fr
[1] ngssphenomena.com
[1] oculus.com
[1] edumedia-sciences.com

Top Domains in Tweet in G7:
[9] twitter.com
[1] middleweb.com
[1] net.au
[1] elizabethshreeve.com
[1] iwasakid.com
[1] usgs.gov
[1] stemteachingtools.org
[1] nwea.org
[1] tieseducation.org

Top Domains in Tweet in G8:
[14] twitter.com
[7] storytimestem.com
[5] plt.org
[4] patbrownedu.com
[4] nsta.org
[3] uncoveringstudentideas.org
[2] nsela.org
[1] starrmatica.com
[1] sciencebuddies.org
[1] reddit.com

Top Domains in Tweet in G9:
[13] twitter.com
[8] lab-aids.com
[6] oceansofdata.org
[1] ctsciencecenter.org
[1] nextgenscience.org
[1] degruyter.com
[1] google.com

Top Domains in Tweet in G10:
[7] twitter.com
[2] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1502] ngss
[277] ngsschat
[244] 大石あきこ
[172] stem
[130] scied
[126] れいわ新選組
[125] science
[105] 日曜討論
[77] scistandards
[53] climatecrisis



Top Hashtags in Tweet in G1:
[548] ngss
[206] ngsschat
[96] scied
[72] scistandards
[49] climatecrisis
[20] phenomena
[16] nsta21
[14] nativeamericanheritagemonth
[12] nstachat
[12] science

Top Hashtags in Tweet in G2:
[244] 大石あきこ
[126] れいわ新選組
[105] 日曜討論
[52] 大阪5区
[49] yahooニュース
[47] 比例はれいわ
[35] ngss
[33] 衆議院選挙は大石あきこ
[33] 大çÿ³ã‚きこ
[31] 山本太郎

Top Hashtags in Tweet in G3:
[63] ngss
[14] ハニーセレクト2
[13] ハニセレ2
[11] science
[9] zdf
[8] edchat
[8] rtl
[8] spd
[8] fdp
[8] gruene

Top Hashtags in Tweet in G4:
[169] ngss
[16] csedweek
[13] cangss
[12] ngsschat
[9] hourofcode
[9] stem
[6] nsffunded
[5] scied
[5] steam
[5] computerscience

Top Hashtags in Tweet in G5:
[52] ngss
[26] ngsschat
[4] chemistry
[4] chemed
[3] equityinscienceeducation
[1] phenomenon
[1] ungrading
[1] nsta21
[1] phenomena
[1] stalkervibes

Top Hashtags in Tweet in G6:
[82] ngss
[40] stem
[34] kqededchat
[32] edtech
[27] medialiteracy
[14] kqedinnovators
[13] science
[13] bearisland
[11] edchat
[11] stemchat

Top Hashtags in Tweet in G7:
[41] ngss
[13] k12
[10] scied
[8] stem
[7] ngsschat
[7] scichat
[7] science
[6] steam
[6] onekis
[6] inquiry

Top Hashtags in Tweet in G8:
[51] ngss
[30] stem
[12] scied
[11] nsta
[11] motivationmonday
[9] ela
[9] stemsational
[9] stemchat
[8] phenomenalweekend
[7] funfactfriday

Top Hashtags in Tweet in G9:
[32] ngss
[15] nabt2021
[8] stanys21
[6] dataliteracy
[5] crispr
[5] njsc2021
[5] stemday
[5] ngsschat
[3] nyssls
[2] scied

Top Hashtags in Tweet in G10:
[2] bleach

Top Words
Top Words in Tweet in Entire Graph:
[1503] #ngss
[1445] æ
[1309] ngss_tweeps
[1256] science
[1078] ngss
[866] students
[778] ãƒ
[724] ç
[687] ϋ
[591] ÿã

Top Words in Tweet in G1:
[1079] ngss_tweeps
[700] science
[548] #ngss
[475] students
[371] ngss
[295] more
[247] openscied
[232] ss
[224] learning
[210] work

Top Words in Tweet in G2:
[1385] æ
[699] ãƒ
[698] ç
[677] ϋ
[573] ÿã
[503] ªã
[500] šã
[258] ˆã
[230] #大石あきこ
[229] oishiakiko

Top Words in Tweet in G3:
[163] ngss
[114] ù
[71] science
[63] #ngss
[45] ø
[31] ãƒ
[23] _
[22] die
[21] learning
[21] æ

Top Words in Tweet in G4:
[169] #ngss
[98] science
[83] ngss
[81] officialngss
[65] students
[43] connections
[37] resources
[36] see
[35] car
[32] grade

Top Words in Tweet in G5:
[94] ngss_tweeps
[65] ngssphenomena
[53] #ngss
[47] aactconnect
[45] katydornbos
[36] ngsssfocus
[26] #ngsschat
[24] evidence
[22] students
[22] claim

Top Words in Tweet in G6:
[82] #ngss
[40] #stem
[35] students
[34] #kqededchat
[34] ss
[32] #edtech
[31] kqededspace
[27] #medialiteracy
[27] unit
[26] lae121

Top Words in Tweet in G7:
[41] #ngss
[30] science
[21] stem
[20] teachers
[19] kispride
[18] elementary
[13] shreevebooks
[13] thanks
[13] #k12
[13] teaching

Top Words in Tweet in G8:
[58] students
[51] #ngss
[45] ctskeeley
[43] ngss
[34] science
[30] #stem
[28] nsta
[23] grade
[23] starrmatica
[22] probes

Top Words in Tweet in G9:
[35] ngss_tweeps
[32] #ngss
[30] sepup_ucb
[28] steph4science
[23] labaids
[20] more
[17] unit
[16] activity
[16] day
[15] today

Top Words in Tweet in G10:
[14] ça
[9] ils
[6] pitié
[6] jp_ngss
[5] ont
[5] par
[4] faire
[4] alors
[4] thread
[4] naruto

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[360] ãƒ,ãƒ
[204] æ,æ
[184] ø,ø
[154] ç,æ
[152] ø,ù
[148] ù,ø
[135] œã,æ
[129] #ngsschat,#ngss
[114] ù,ù
[94] science,education

Top Word Pairs in Tweet in G1:
[119] #ngsschat,#ngss
[84] philiplbell,pls
[67] pls,#ngsschat
[65] science,education
[59] sbottasullivan,kimmomteacher
[59] kimmomteacher,openscied
[51] ngss_tweeps,sbottasullivan
[48] dtcampbe,pls
[48] special,issue
[46] high,quality

Top Word Pairs in Tweet in G2:
[310] ãƒ,ãƒ
[199] æ,æ
[151] ç,æ
[135] œã,æ
[86] æ,ç
[81] æ,œã
[78] šã,æ
[76] ÿã,æ
[76] šã,œã
[76] œã,ªã

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

Top Word Pairs in Tweet in G4:
[23] computer,science
[21] science,ngss
[19] website,feature
[19] feature,look
[19] look,#ngss
[19] #ngss,ll
[19] ll,see
[19] see,connections
[19] connections,example
[18] gravity,car

Top Word Pairs in Tweet in G5:
[46] ngss_tweeps,aactconnect
[25] #ngss,#ngsschat
[21] katydornbos,ngss_tweeps
[20] ngssphenomena,ngss_tweeps
[19] ngsssfocus,ngssphenomena
[12] ngss_tweeps,ngssphenomena
[10] ngssphenomena,ngsssfocus
[10] rytriguy,ngss_tweeps
[8] katydornbos,ngsssfocus
[8] group,9th

Top Word Pairs in Tweet in G6:
[22] workman_chang,lae121
[22] #stem,educators
[19] #ngss,unit
[15] #ngss,standards
[14] comprehension,#ngss
[14] chat,#kqedinnovators
[14] #kqedinnovators,workman_chang
[14] ways,implement
[13] #medialiteracy,skills
[13] g3,ss

Top Word Pairs in Tweet in G7:
[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 G8:
[16] 5th,grade
[13] collective,responsibility
[13] responsibility,ensure
[13] ensure,sci
[13] sci,taught
[13] taught,times
[13] times,changed
[13] changed,nsta
[13] starrmatica,texts
[12] student,ideas

Top Word Pairs in Tweet in G9:
[12] learn,more
[10] awesome,activity
[10] #nabt2021,place
[10] place,sneak
[10] sneak,peek
[10] peek,development
[10] development,biology
[10] biology,program
[10] program,designed
[10] designed,sepup_ucb

Top Word Pairs in Tweet in G10:
[4] par,pitié
[3] ils,veulent
[2] veulent,faire
[2] faire,adaptation
[2] adaptation,atlantide
[2] atlantide,empire
[2] empire,perdu
[2] perdu,eux
[2] eux,deux
[2] alors,jsuis

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

Top Replied-To in G1:
@ngss_tweeps
@drloriandersen
@kmgill135
@phaneritic
@geererc
@sbottasullivan
@wandabryant
@vogelwendi
@krsciencelady
@krenaep

Top Replied-To in G2:
@oishiakiko
@hashimoto_lo
@kimashitower634
@decultureepcmd
@ourosaka2
@akisumitomo
@nh3aibrs1cwuaks
@memenyan_ikiru
@yuk291224
@bokenasuishin

Top Replied-To in G3:

Top Replied-To in G4:
@ngss_tweeps
@phaneritic
@ebsciencedept
@alliebbogart
@amyread
@nsta
@katiebudrow
@mr_withampro
@ngssmademedoit
@lgates_science

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

Top Replied-To in G6:
@classroomtools
@josefinor

Top Replied-To in G7:
@ngss_tweeps
@alisonpstevens
@heatherlmont
@shreevebooks
@constancekkg
@bmsscienceteach
@kellyannegarner

Top Replied-To in G8:
@ngss_tweeps
@storytime_stem
@openscied
@ctskeeley
@brianaj_trager

Top Replied-To in G9:
@ngss_tweeps
@nicole_manko
@ian_doktor
@bridgeta007
@3dplanjeanane
@phaneritic
@scijeanne
@labaids

Top Replied-To in G10:
@jp_ngss
@diodionychopper
@totorugroku
@diobrandnewcar
@klefman_
@elyeslrs1
@leviet_
@interludefrance

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

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

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

Top Mentioned in G3:
@kimlepre
@ryansajdak

Top Mentioned in G4:
@officialngss
@lgates_science
@alliebbogart
@nextgenscience
@stemteachtools
@cascience
@ngss
@williamfranzell
@cangss
@nsta

Top Mentioned in G5:
@ngss_tweeps
@ngssphenomena
@aactconnect
@ngsssfocus
@johannabrown
@katydornbos
@snapgse
@mrs_chemistry
@rytriguy
@pgcpsscience

Top Mentioned in G6:
@kqededspace
@lae121
@workman_chang
@mrkpyp
@jrosenberg6432
@thebodyvr
@oculus
@inqits
@edumediatweets
@bbceducation

Top Mentioned in G7:
@kispride
@shreevebooks
@robzook1
@ngss_tweeps
@paulandersen
@windwardcte
@candlewick
@apoduvall
@middleweb
@ncse

Top Mentioned in G8:
@ctskeeley
@storytime_stem
@openscied
@ngss_tweeps
@aiu3msc
@csedweek
@brownpatrick8
@iowastem
@tracyfergusonvm
@starrmatica

Top Mentioned in G9:
@sepup_ucb
@steph4science
@labaids
@ngss_tweeps
@stanysorg
@skypescientist
@asfmelem
@oceansofdata
@utscita
@heatherarich

Top Mentioned in G10:
@ordurebizarree
@klefman_
@gaak_fr
@yassifybot
@elxnxzr
@binksxy
@jp_ngss
@ninnception
@flodela1florian
@coddledheart

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@sectest9
@threadreaderapp
@kzooooo
@hanayuu
@jyunesu_
@toronei
@cybersecurityn8
@yochan87
@jfsebastian146

Top Tweeters in G1:
@threadreaderapp
@jfsebastian146
@llhawaii
@jane__eden
@zellieimani
@techrepublic
@teacher2teacher
@codeforpdx
@cirquelar
@alexqgb

Top Tweeters in G2:
@kzooooo
@hanayuu
@jyunesu_
@toronei
@yochan87
@pretty_occho
@nhk_news
@terako_123
@yuz_uki1
@pristinanomine

Top Tweeters in G3:
@jimmyroybloom
@xib_z
@inin12340
@drschelter
@baynounahtv
@jimpeachh
@brixhtwin
@jiunromyy_
@tvtrluv
@ctsuchinoko

Top Tweeters in G4:
@education_24x7
@pcalleypbvusd
@abrunelll
@jenniferagates
@instructables
@areerose99
@firstatbat
@conniehamilton
@369maxminja
@nsf

Top Tweeters in G5:
@blkhwk0ps
@deestem_teach
@aftct
@mima09180402
@kristingregory7
@pgcps
@wbrianlane
@gschoeney
@rytriguy
@ibchemmilam

Top Tweeters in G6:
@artallks
@designthinkbot
@vrretweeter
@getiftech
@scalarhumanity
@classroomtools
@markj_ohnson
@worldprofessor
@edtechspec
@negocios23

Top Tweeters in G7:
@flipgrid
@b0tsci
@jc_james_clark
@mraspinall
@garym
@spencerideas
@jocelynrish
@trev_mackenzie
@weisscenter
@joanpaq

Top Tweeters in G8:
@stem_nastics
@shannonmmiller
@stem_ai
@imsouthern
@brianmercernkc
@sciencecat222
@laschools
@cvwma2
@saniam63
@jenniferfine5

Top Tweeters in G9:
@google
@googlemaps
@sarahmackattack
@amnh
@googleforedu
@nysednews
@ian_doktor
@safarnum
@jeffpiontek
@tchlrn716

Top Tweeters in G10:
@itachiofwgkta
@bouteflikov
@souley_cmr
@ninnception
@oklmzerboy
@naeray_
@ordurebizarree
@klefman_
@hokayima
@flodela1florian


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