ngss, Twitter, 9/21/2021 5:10:38 PM, 262563


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ngss_2021-09-20_23-12-00.xlsx
ngss_2021-09-20_23-12-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 21, 2021
Short Description:
ngss via NodeXL https://bit.ly/2ZdaTXr
@ngss_tweeps
@officialngss
@youtube
@stemteachtools
@freeler_ngss
@bahcesehir_k12
@oishiakiko
@openscied
@lgates_science
@krsciencelady

Top hashtags:
#ngss
#ngsschat
#scied
#stem
#science
#edtech
#nsta
#phenomena
#nsela_sli_21

Description:
Description
The graph represents a network of 3,427 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, 21 September 2021 at 06:19 UTC.

The requested start date was Tuesday, 21 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 81-day, 22-hour, 43-minute period from Thursday, 01 July 2021 at 01:16 UTC to Monday, 20 September 2021 at 23:59 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 : 3427
Unique Edges : 2926
Edges With Duplicates : 8574
Total Edges : 11500
Number of Edge Types : 5
Retweet : 2782
MentionsInRetweet : 3713
Mentions : 2020
Tweet : 1816
Replies to : 1169
Self-Loops : 1849
Reciprocated Vertex Pair Ratio : 0.0649149922720247
Reciprocated Edge Ratio : 0.121915820029028
Connected Components : 597
Single-Vertex Connected Components : 259
Maximum Vertices in a Connected Component : 1747
Maximum Edges in a Connected Component : 7975
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.826073
Graph Density : 0.000410786155952924
Modularity : 0.370718
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,427 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, 21 September 2021 at 06:19 UTC.

The requested start date was Tuesday, 21 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 81-day, 22-hour, 43-minute period from Thursday, 01 July 2021 at 01:16 UTC to Monday, 20 September 2021 at 23:59 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:
[39] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[27] https://www.inqits.com/
[25] https://epiclearning.web.unc.edu/covid/
[19] http://stemteachingtools.org/brief/58
[10] http://stemteachingtools.org/brief/32
[10] https://news.yahoo.co.jp/articles/b7adf3c2cc28733668669926a19e01f4f7093999
[10] http://stemteachingtools.org/brief/11
[9] http://stemteachingtools.org/brief/28
[8] http://stemteachingtools.org/brief/14
[7] https://www.eventbrite.com/e/call-to-action-for-science-education-building-opportunity-for-the-future-tickets-161684409421?utm_source=NASEM+News+and+Publications&utm_campaign=fc02b96bdd-Event_CTA_Science_Ed_2021_07_08&utm_medium=email&utm_term=0_96101de015-fc02b96bdd-101830157&goal=0_96101de015-fc02b96bdd-101830157&mc_cid=fc02b96bdd&mc_eid=3fcc6aadb6

Top URLs in Tweet in G1:
[19] http://stemteachingtools.org/brief/58
[10] http://stemteachingtools.org/brief/11
[9] http://stemteachingtools.org/brief/28
[9] http://stemteachingtools.org/brief/32
[7] https://epiclearning.web.unc.edu/covid/
[7] https://www.eventbrite.com/e/call-to-action-for-science-education-building-opportunity-for-the-future-tickets-161684409421?utm_source=NASEM+News+and+Publications&utm_campaign=fc02b96bdd-Event_CTA_Science_Ed_2021_07_08&utm_medium=email&utm_term=0_96101de015-fc02b96bdd-101830157&goal=0_96101de015-fc02b96bdd-101830157&mc_cid=fc02b96bdd&mc_eid=3fcc6aadb6
[6] http://stemteachingtools.org/brief/14
[5] https://edreports.org/resources/article/critical-features-of-instructional-materials-design-for-todays-science-standards?utm_medium=organic&utm_source=twitter&utm_campaign=nextgenscience-resource-july-2021
[5] https://sites.google.com/stancoe.org/ca-ngss-statewide-implement/home
[4] https://www.democratandchronicle.com/story/news/education/2021/07/19/rochester-ny-science-teachers-covid-through-social-justice-lens-ur-national-science-foundation-grant/7980287002/

Top URLs in Tweet in G2:
[3] https://www.instagram.com/accounts/login/
[3] http://ifttt.com/images/no_image_card.png
[2] https://www.prnewswire.com/news-releases/next-generation-science-standards-ngss-based-curriculum-helps-improve-math-and-writing-skills-too-301325369.html
[2] https://www.newswire.com/news/research-shows-teachers-implemented-more-hands-on-learning-activities-21425327
[2] https://twitter.com/RTLnieuws/status/1421749483742900229?s=19
[2] https://learn.twigeducation.com/l/272722/2021-08-16/qjy9t3
[2] https://www.learningundefeated.org/project/explorer-lab/
[1] https://twitter.com/i/web/status/1410505304073195528
[1] https://www.knowatom.com/blog/new-research-results-on-ngss-curriculum-effects-on-students-and-teachers
[1] https://twitter.com/bahcesehir_k12/status/1410628674043453446

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1410691028105977856
[1] https://twitter.com/i/web/status/1410856559165444096
[1] https://twitter.com/i/web/status/1410918015143665664
[1] https://twitter.com/i/web/status/1410856324611649538
[1] https://twitter.com/i/web/status/1410858100953948167

Top URLs in Tweet in G4:
[10] https://news.yahoo.co.jp/articles/b7adf3c2cc28733668669926a19e01f4f7093999
[4] https://www.nikkan-gendai.com/articles/view/news/250559
[4] https://mainichi.jp/articles/20210827/k00/00m/040/333000c
[3] http://news.tbs.co.jp/newseye/tbs_newseye4337950.html
[3] https://www3.nhk.or.jp/kansai-news/20210820/2000050296.html
[3] https://news.yahoo.co.jp/byline/maeyatsuyoshi/20210823-00254512
[3] https://www.nikkan-gendai.com/articles/view/news/293936
[3] https://news.yahoo.co.jp/articles/2013e7fdae579fa0897f7ca5e0da3d7cd12c0fe1
[2] http://blog.livedoor.jp/yumeshima_expo/archives/9413739.html
[2] http://blog.livedoor.jp/yumeshima_expo/archives/9496523.html

Top URLs in Tweet in G5:
[3] https://www.lab-aids.com/force-and-motion
[2] https://store.lab-aids.com/kits-and-modules/details/tracking-the-spread-of-infectious-diseases
[1] https://www.amazon.com/Geographic-Redwoods-Indonesia-Shipwreck-Rocketing/dp/B002R81Q7E
[1] https://twitter.com/stemteachtools/status/1411482408503889920
[1] https://sciencejournalforkids.org/
[1] https://river-runner.samlearner.com/?fbclid=IwAR2OljDO9rINdAC41U4jbuBOeZHNxlGBjhjayVkFMQiDJIw3Y4kbpuzmVXQ
[1] https://theconversation.com/5-characteristics-of-an-effective-science-teacher-from-a-researcher-who-trains-them-165211?fbclid=IwAR2ew-6NmbMsvuFeBg4FwhwBOztzdxMlVBhZ9GqjgSi5VNBkRr8YEk01Cfk
[1] https://twitter.com/sfchronicle/status/1435729691940327424
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41558-021-01077-8.epdf%3Fsharing_token%3DehCcODVDENhTTukglLZvrdRgN0jAjWel9jnR3ZoTv0MHbPaTLquRPXfAdXV2azSs0ynMBybp4vZoXVcyaozcC0GYfe-V9r65BONuNASRFNmeFVL8xRkWaYd_58mW8XqBP8B5RNAopMSgatqD8Ga_zVRhA1x8zFyQ7armKRSb1pFHv9QLqIEpE1_tdI6SaoXDY4ElsXHU-hD5sQad5bh2yA
[1] https://www.lab-aids.com/cells-organisms

Top URLs in Tweet in G6:
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41558-021-01077-8.epdf%3Fsharing_token%3DehCcODVDENhTTukglLZvrdRgN0jAjWel9jnR3ZoTv0MHbPaTLquRPXfAdXV2azSs0ynMBybp4vZoXVcyaozcC0GYfe-V9r65BONuNASRFNmeFVL8xRkWaYd_58mW8XqBP8B5RNAopMSgatqD8Ga_zVRhA1x8zFyQ7armKRSb1pFHv9QLqIEpE1_tdI6SaoXDY4ElsXHU-hD5sQad5bh2yA
[1] https://twitter.com/Rainmaker1973/status/1368118507683057666
[1] https://twitter.com/usatoday/status/1414248477123612680
[1] https://twitter.com/nytimes/status/1415106286140731392
[1] https://twitter.com/i/web/status/1433426433490100237
[1] https://twitter.com/i/web/status/1437418263705759750
[1] https://www.ngsnavigators.com/podcast
[1] https://twitter.com/pchemstud/status/1438151378216443907
[1] https://twitter.com/bhensonweather/status/1417187727615741952
[1] https://twitter.com/i/web/status/1424716655691804679

Top URLs in Tweet in G7:
[2] https://www.youtube.com/watch?v=m5a3RBPs6xs&feature=youtu.be

[1] https://twitter.com/emmanuelmacron/status/1418607786691158016
[1] https://twitter.com/baswa_/status/1423045789035675652
[1] https://twitter.com/wsj_manga/status/1423641627579518977
[1] https://twitter.com/jp_ngss/status/1434574202967842823
[1] https://open.spotify.com/user/tdaxmm1yrtmcew448v24zg1c9?si=i0WmpyJKQuGRICraH863gg&dl_branch=1
[1] https://twitter.com/wartases/status/1436833835786846210
[1] https://twitter.com/northstardoll/status/1414808454569545728
[1] https://twitter.com/street_classics/status/1427894528057307136
[1] https://twitter.com/_lnd_tv/status/1435165993861529609

Top URLs in Tweet in G8:
[3] https://docs.google.com/document/d/1j9akcyOB_ojghSRGCvo6cdNnxjGwvU4MuxXv-YtNndM/edit
[1] https://twitter.com/i/web/status/1437401192221523970
[1] https://twitter.com/i/web/status/1438271505947893762
[1] https://twitter.com/i/web/status/1437956959311851522
[1] https://docs.google.com/document/d/1xMG1D9U9JqstOXYl89c8FkL7ux12dH8678az_T3Oi7M/template/preview
[1] https://twitter.com/i/web/status/1436826896197636096
[1] https://twitter.com/i/web/status/1437972630192197635
[1] https://www.teachingchannel.com/blog/5-tips-for-blending-the-question-formulation-technique-qft-with-ngss#.XSYvZHbdSe4.twitter
[1] https://cleanet.org/resources/56870.html
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fevents%2F1718654544993748%2F%3Fref%3Dnewsfeed

Top URLs in Tweet in G9:
[39] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[1] https://www.knivesout.jp/sns/hyxd_shiyan/
[1] https://twitter.com/achive_yu/status/1434072588968361985
[1] https://unlo.me/diag/mote_type/results/type_5.html

Top Domains
Top Domains in Tweet in Entire Graph:
[544] twitter.com
[96] stemteachingtools.org
[57] co.jp
[47] youtube.com
[41] inqits.com
[39] peing.net
[31] mys.ci
[31] google.com
[25] unc.edu
[23] bluestudios.io

Top Domains in Tweet in G1:
[156] twitter.com
[93] stemteachingtools.org
[15] edreports.org
[14] nextgenscience.org
[10] eventbrite.com
[10] nsta.org
[9] google.com
[7] unc.edu
[6] openscied.org
[4] memberclicks.net

Top Domains in Tweet in G2:
[61] twitter.com
[10] yuki-portal.com
[7] knowatom.com
[4] youtube.com
[3] newswire.com
[3] instagram.com
[3] sjsu.edu
[3] ifttt.com
[3] icontact-archive.com
[2] linkedin.com

Top Domains in Tweet in G3:
[5] twitter.com

Top Domains in Tweet in G4:
[61] twitter.com
[57] co.jp
[18] livedoor.jp
[15] youtube.com
[11] mainichi.jp
[8] nikkan-gendai.com
[6] or.jp
[5] asahi.com
[3] radiko.jp
[3] facebook.com

Top Domains in Tweet in G5:
[11] lab-aids.com
[8] twitter.com
[2] chicagotribune.com
[1] amazon.com
[1] sciencejournalforkids.org
[1] samlearner.com
[1] theconversation.com
[1] nature.com
[1] stemteachingtools.org
[1] myventure.us

Top Domains in Tweet in G6:
[20] twitter.com
[2] nature.com
[1] ngsnavigators.com
[1] democratandchronicle.com
[1] facebook.com
[1] stemteachingtools.org
[1] nsta.org

Top Domains in Tweet in G7:
[12] twitter.com
[3] youtube.com
[1] spotify.com

Top Domains in Tweet in G8:
[12] twitter.com
[4] google.com
[1] teachingchannel.com
[1] cleanet.org
[1] facebook.com

Top Domains in Tweet in G9:
[39] peing.net
[1] knivesout.jp
[1] twitter.com
[1] unlo.me

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1386] ngss
[308] ngsschat
[255] scied
[224] stem
[145] science
[77] edtech
[70] nsta
[57] phenomena
[57] nsela_sli_21
[52] scitlap



Top Hashtags in Tweet in G1:
[592] ngss
[229] scied
[213] ngsschat
[64] nsta
[55] nsela_sli_21
[46] stem
[24] equip
[22] phenomena
[20] 3d
[18] science

Top Hashtags in Tweet in G2:
[62] ngss
[15] science
[11] aerosole
[11] luftfilter
[9] ハニーセレクト2
[8] stem
[8] ハニセレ2
[8] openairstattausgangssperre
[7] whatshappeninginmyanmar
[6] education

Top Hashtags in Tweet in G3:
[3] bahçeşehirkoleji

Top Hashtags in Tweet in G4:
[28] yahooニュース
[8] 兵庫県知事選
[7] 八神純子
[6] fm802
[5] かなざわ和夫
[4] 池田市長選挙
[4] 矢井田瞳
[4] 松井一郎
[4] 維新のあるある言いたい
[4] 18日はかなざわ和夫に入れます

Top Hashtags in Tweet in G5:
[58] ngss
[18] phenomena
[8] ngsschat
[7] virtualacademy
[3] elemngss
[3] crosscuttingconcepts
[3] ccc
[2] science
[2] equip
[2] scied

Top Hashtags in Tweet in G6:
[33] ngss
[15] k12
[13] ngsschat
[7] chemed
[6] stem
[5] onekis
[4] chemistry
[4] geology
[4] phenomena
[4] phenomenon

Top Hashtags in Tweet in G7:
[2] info
[1] freebritney

Top Hashtags in Tweet in G8:
[33] ngss
[13] climatechange
[8] openscied
[7] letsgolislelions
[6] lislelearns
[5] ngsschat
[5] 7thgrade
[4] science
[4] dqb
[3] qft

Top Hashtags in Tweet in G9:
[32] 質問箱
[32] 匿名質問募集中
[7] 質問箱
[7] 圿名質問å‹ÿ集中
[1] 実験体捜査補給15連

Top Words
Top Words in Tweet in Entire Graph:
[1374] #ngss
[1283] ngss
[1205] science
[650] students
[497] ãƒ
[449] teachers
[372] learning
[359] stemteachtools
[325] æ
[308] #ngsschat

Top Words in Tweet in G1:
[582] science
[580] #ngss
[345] stemteachtools
[343] ngss
[329] students
[258] teachers
[232] #scied
[213] #ngsschat
[210] learning
[195] ngss_tweeps

Top Words in Tweet in G2:
[163] ngss
[62] #ngss
[61] science
[34] students
[34] ãƒ
[25] standards
[21] curriculum
[20] based
[20] learning
[19] next

Top Words in Tweet in G3:
[150] ngss
[146] stem
[110] olarak
[107] deki
[107] koleji
[101] eğitiminin
[101] türkiye
[101] öncüsü
[101] bahçeşehir
[101] ülkenin

Top Words in Tweet in G4:
[209] æ
[176] ãƒ
[135] ç
[87] ϋ
[67] ªã
[62] ÿã
[54] šã
[44] ˆã
[28] #yahooニュース
[27] ό

Top Words in Tweet in G5:
[68] lgates_science
[58] #ngss
[50] use
[47] watch
[46] simulation
[46] lets
[46] drop
[46] raindrop
[46] anywhere
[46] ends

Top Words in Tweet in G6:
[33] #ngss
[28] ngssphenomena
[19] space
[17] science
[15] #k12
[13] #ngsschat
[12] water
[12] ngss_tweeps
[11] help
[11] kispride

Top Words in Tweet in G7:
[17] jp_ngss
[12] eugenieatinault
[9] jamais
[9] mais
[8] câ
[8] diodionychopper
[8] ce
[8] ai
[8] itachiofwgkta
[7] cette

Top Words in Tweet in G8:
[33] #ngss
[24] science
[15] ngss
[13] #climatechange
[13] classroom
[13] students
[11] unit
[11] educator
[11] openscied
[9] systems

Top Words in Tweet in G9:
[104] ãƒ
[102] masamasa_ngss
[75] ç
[52] pgirjoqzubtauy1
[45] æ
[35] ªã
[32] みんなからの匿名質問を募集中
[32] こんな質問に答えてるよ
[32] どんな人がタイプですか
[32] プロフの

Top Words in Tweet in G10:
[2] uk

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[283] ãƒ,ãƒ
[175] next,generation
[171] generation,science
[115] koleji,olarak
[114] ngss,next
[110] ülkenin,katıldığı
[110] katıldığı,ngss
[109] stem,eğitiminin
[109] eğitiminin,türkiye
[109] türkiye,deki

Top Word Pairs in Tweet in G1:
[87] #ngsschat,#ngss
[70] philiplbell,pls
[66] science,education
[61] stemteachtools,teachers
[54] #ngss,#scied
[44] #ngss,#ngsschat
[43] #scied,#ngsschat
[43] pls,share
[42] help,students
[41] learn,more

Top Word Pairs in Tweet in G2:
[24] ãƒ,ãƒ
[15] next,generation
[11] generation,science
[11] #aerosole,#luftfilter
[9] ngss,based
[8] science,standards
[8] ngss,aligned
[8] ハニセレ2勝手にアップローダー更新情報,#ハニセレ2
[8] #ハニセレ2,#ハニーセレクト2
[8] #luftfilter,#openairstattausgangssperre

Top Word Pairs in Tweet in G3:
[107] koleji,olarak
[101] stem,eğitiminin
[101] eğitiminin,türkiye
[101] türkiye,deki
[101] deki,öncüsü
[101] öncüsü,bahçeşehir
[101] bahçeşehir,koleji
[101] olarak,ülkenin
[101] ülkenin,katıldığı
[101] katıldığı,ngss

Top Word Pairs in Tweet in G4:
[104] ãƒ,ãƒ
[34] æ,æ
[30] ç,æ
[18] æ,ç
[15] 矢井田,瞳
[14] æ,œã
[14] ªã,ªã
[13] ϋ,؋
[13] æ,ÿã
[12] ç,ç

Top Word Pairs in Tweet in G5:
[46] simulation,lets
[46] lets,drop
[46] drop,raindrop
[46] raindrop,anywhere
[46] anywhere,watch
[46] watch,ends
[46] ends,use
[45] lgates_science,simulation
[36] use,sâ
[16] needing,informational

Top Word Pairs in Tweet in G6:
[9] #ngss,#ngsschat
[7] finland,paints
[7] paints,antlers
[7] antlers,reindeer
[7] reindeer,help
[7] help,drivers
[7] drivers,see
[7] see,avoid
[7] avoid,car
[7] car,accidents

Top Word Pairs in Tweet in G7:
[4] ils,ont
[4] ont,peur
[4] takehiko,inoue
[4] inoue,artwork
[3] homme,noir
[3] rico,nasty
[3] nasty,done
[3] done,again
[3] mes,potes
[3] elles,ont

Top Word Pairs in Tweet in G8:
[8] completing,online
[8] online,course
[8] course,teaching
[8] teaching,global
[8] global,#climatechange
[8] #climatechange,classroom
[8] classroom,educator
[7] educator,techybeckyyoung
[7] school,year
[6] bath,bombs

Top Word Pairs in Tweet in G9:
[51] ãƒ,ãƒ
[32] みんなからの匿名質問を募集中,こんな質問に答えてるよ
[32] こんな質問に答えてるよ,どんな人がタイプですか
[32] どんな人がタイプですか,プロフの
[32] プロフの,ってなんですか
[32] ってなんですか,#質問箱
[32] #質問箱,#匿名質問募集中
[21] æ,æ
[19] ç,ç
[14] ªå,ÿé

Top Replied-To
Top Replied-To in Entire Graph:
@seu_ngss
@masamasa_ngss
@pgirjoqzubtauy1
@2mintos
@hyuniico
@ngss_rk
@bmsscienceteach
@ngss_tweeps
@b6okie

Top Replied-To in G1:
@bmsscienceteach
@ngss_tweeps
@kimmomteacher
@thinksci
@scijeanne
@miss_schilling_
@grapinscott
@sbottasullivan
@2footgiraffe
@richbacolor

Top Replied-To in G2:

Top Replied-To in G4:
@kakopontan
@shoji_kaoru
@hashimoto_lo
@l7jjstk1mlfjgph
@freeler_ngss

Top Replied-To in G5:
@lgates_science
@miss_schilling_
@ngss_tweeps
@sbottasullivan
@markubsch

Top Replied-To in G6:
@katydornbos
@ngss_tweeps
@anjanaiyer
@nats_science
@kferg_chem
@billcooper1959
@ngsnavigators
@thinksci

Top Replied-To in G7:
@jp_ngss
@diodionychopper
@eugenieatinault
@itachiofwgkta
@diobrandnewcar
@hokusai_76
@iobbbu
@ati_lla26
@tezcali_ratz

Top Replied-To in G8:
@papillonanne
@paulandersen
@lislejhscience
@philiplbell
@krsciencelady
@nkeigher
@jamesfalletti

Top Replied-To in G9:
@masamasa_ngss
@pgirjoqzubtauy1
@gdgdgyo
@ryuuu1624
@9seidqevdzgpyho
@kitamuradaisuki
@atuatulife
@dragondragonapp
@hiroro1997
@kochan54513304

Top Replied-To in G10:
@wjack76995

Top Mentioned
Top Mentioned in Entire Graph:
@stemteachtools
@ngss_tweeps
@ctskeeley
@openscied
@philiplbell
@lgates_science
@officialngss
@nextgenscience
@bahcesehir_k12
@edreports

Top Mentioned in G1:
@stemteachtools
@ngss_tweeps
@ctskeeley
@philiplbell
@nextgenscience
@openscied
@officialngss
@edreports
@ngsnavigators
@nsta

Top Mentioned in G2:
@beb7hyungssi
@kimlepre
@tirtsaskram
@maibachrenee
@bastard_bot87

Top Mentioned in G3:
@bahcesehir_k12
@erkencocukluk
@vadi_stemcenter
@uskudarmem
@sinan_umem
@sbhtzgl
@barbarayurtseve
@zuhalyd
@bkdiyarbakir
@officialngss

Top Mentioned in G4:
@oishiakiko
@expo2025n
@katakorinaoshi1
@decultureepcmd
@kakopontan
@fusyokuro
@hiramatsu_osaka
@hoshinonozomimi
@yaiko_official
@otonanoenta

Top Mentioned in G5:
@lgates_science
@sepup_ucb
@steph4science
@labaids
@ngss_tweeps
@ctskeeley
@sciwise
@ngssphenomena
@3dscinceguy
@openscied

Top Mentioned in G6:
@ngssphenomena
@kispride
@ngss_tweeps
@ngsnavigators
@nats_science
@nde_science
@robzook1
@katemcneill6
@chemed2019
@eriningram

Top Mentioned in G7:
@eugenieatinault
@jp_ngss
@_lnd_tv
@itachiofwgkta
@diodionychopper
@inoueart
@kimyuuuuumi
@influencedbyvon
@tezcali_ratz
@jimmypolnareff

Top Mentioned in G8:
@openscied
@natgeoeducation
@techybeckyyoung
@ngssfresno
@nsta
@cireseo
@hcpss
@climatelit
@paulandersen
@asstsupt_ips

Top Mentioned in G9:
@pgirjoqzubtauy1
@9seidqevdzgpyho
@masamasa_ngss
@kitamuradaisuki
@amberofficial_g
@unlo_me
@jxzpu
@shanben_yuren
@hinata_mg12
@katu___hei

Top Mentioned in G10:
@lizzy_lang7
@burgerlab12
@sassygirld1
@wendyorent
@jsaholmes
@biovisionary
@kayvonpaul
@alex_on_a14
@jhan2qt
@nycweatherrepor

Top Tweeters
Top Tweeters in Entire Graph:
@panasonic_cp
@lizditz
@802nowonair
@hubofml
@sbyfess
@pretty_occho
@jfsebastian146
@llhawaii
@sustaintrends
@calcaware

Top Tweeters in G1:
@llhawaii
@fabriciosx
@xaipe3
@hlthiskrieger
@education_24x7
@alicekeeler
@jane__eden
@blkhwk0ps
@dandc
@goldringi

Top Tweeters in G2:
@sbyfess
@homegardenlist
@penyukabaru
@unsfess_
@plumcat
@chriskarlknecht
@dietsq
@rooninginwood
@kofoworola_aa
@bastard_bot87

Top Tweeters in G3:
@burgencay
@vuslatakdogan
@seymatanriover
@erkencocukluk
@ulusalajans
@istanbulilmem
@nukteteber
@mduranoznacar
@ozgeeasln
@bahcesehir_k12

Top Tweeters in G4:
@panasonic_cp
@802nowonair
@pretty_occho
@k66sergeant
@oosakahaoosaka
@tbs_news
@rockinon_com
@decultureepcmd
@paopao9513
@yaginobox

Top Tweeters in G5:
@begoniaarizona
@thartman2u
@richardklee1
@kevinmslee
@ejoep
@evo_explorer
@lhighfill
@pgcps
@ihub
@elindstromphd

Top Tweeters in G6:
@_open_science_
@scicommbot
@jc_james_clark
@openscitalk
@inessrinen
@karimafirdaws
@mrsbowers22
@deanschultzchem
@veritasium
@physicsnico

Top Tweeters in G7:
@deen8
@cyreskenneth
@f8the
@comocoturc_
@itachiofwgkta
@authorninaperez
@so_mkb
@kimyuuuuumi
@reaper_szn
@lapvlga

Top Tweeters in G8:
@jfsebastian146
@wayneborean
@brightice_gems
@peardeck
@tannymcg
@maryannehitt
@ocr_geography
@myrialuz79
@noaa
@armnewsteam

Top Tweeters in G9:
@trainm_89
@achive_yu
@hiroro1997
@ebimarojp
@showhuooo
@togemaru74
@ken_suke_tapumo
@04mxu
@atuatulife
@plhw_sk

Top Tweeters in G10:
@lizditz
@wjack76995
@frankdelia7
@mcfunny
@jsaholmes
@wendyorent
@carlsmythe
@rodfair2
@alex_on_a14
@nyob7714


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