ngss, Twitter, 10/26/2021 12:00:22 PM, 264796


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ngss_2021-10-25_23-12-00.xlsx
ngss_2021-10-25_23-12-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 26, 2021
Short Description:
ngss via NodeXL https://bit.ly/2XPnn7w
@ngss_tweeps
@stemteachtools
@nsta
@youtube
@oishiakiko
@freeler_ngss
@officialngss
@lgates_science
@openscied
@stem_ai

Top hashtags:
#ngss
#ngsschat
#stem
#scied
#science
#edtech
#phenomena
#scistandards
#大石あきこ
#staycurious

Description:
Description
The graph represents a network of 3,875 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, 26 October 2021 at 06:20 UTC.

The requested start date was Tuesday, 26 October 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 84-day, 20-hour, 19-minute period from Monday, 02 August 2021 at 03:36 UTC to Monday, 25 October 2021 at 23:55 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 : 3875
Unique Edges : 3763
Edges With Duplicates : 11750
Total Edges : 15513
Number of Edge Types : 5
Mentions : 3472
MentionsInRetweet : 4874
Retweet : 3410
Replies to : 1764
Tweet : 1993
Self-Loops : 2043
Reciprocated Vertex Pair Ratio : 0.0839629120879121
Reciprocated Edge Ratio : 0.154918422303184
Connected Components : 655
Single-Vertex Connected Components : 291
Maximum Vertices in a Connected Component : 2143
Maximum Edges in a Connected Component : 11912
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.483517
Graph Density : 0.000420537245824104
Modularity : 0.337736
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,875 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, 26 October 2021 at 06:20 UTC.

The requested start date was Tuesday, 26 October 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 84-day, 20-hour, 19-minute period from Monday, 02 August 2021 at 03:36 UTC to Monday, 25 October 2021 at 23:55 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:
[31] https://www.inqits.com/
[30] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[25] https://epiclearning.web.unc.edu/covid/
[24] http://stemteachingtools.org/pd/playlist-talk
[15] http://stemteachingtools.org/brief/58
[12] https://www.nextgenscience.org/
[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/47

Top URLs in Tweet in G1:
[22] http://stemteachingtools.org/pd/playlist-talk
[12] http://stemteachingtools.org/brief/58
[10] http://stemteachingtools.org/brief/11
[8] http://stemteachingtools.org/brief/47
[8] http://stemteachingtools.org/brief/32
[8] https://www.openscied.org/instructional-materials/7-2-chemical-reactions-energy/
[6] http://stemteachingtools.org/brief/14
[6] http://stemteachingtools.org/brief/28
[6] https://epiclearning.web.unc.edu/covid/
[5] https://www.nationalacademies.org/our-work/taking-stock-of-ngss-implementation-a-summit

Top URLs in Tweet in G2:
[3] https://www.instagram.com/accounts/login/
[3] https://www.bluestudios.io/links?utm_content=bufferf7ee9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://boxfresh.site/ngpage
[2] https://learn.twigeducation.com/l/272722/2021-08-16/qjy9t3
[2] https://www.learningundefeated.org/project/explorer-lab/
[2] https://shop.bluestudios.io/?utm_content=buffer968ab&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://m.niziu.com/
[2] https://www.newswire.com/news/next-generation-science-standards-ngss-based-curriculum-helps-improve-21425055
[1] https://edujobsinpgh.blogspot.com/2021/07/national-online-biology-or-life-science.html
[1] https://poshrads.co.uk

Top URLs in Tweet in G3:
[8] https://www.nextgenscience.org/
[8] https://sites.google.com/stancoe.org/ca-ngss-statewide-implement/home
[5] https://www.edreports.org/reports/overview/discovery-education-middle-school-science-2020
[3] http://stemteachingtools.org/brief/28
[3] https://wested.ent.box.com/s/4dr433malnm3tt0q0bfhugi7xr99b2va
[3] https://forms.gle/PZRvrSXhRmtYUkpU9
[2] https://www.nextgenscience.org/sites/default/files/resource/files/Appendix%20H%20-%20The%20Nature%20of%20Science%20in%20the%20Next%20Generation%20Science%20Standards%204.15.13.pdf
[2] https://www.edreports.org/resources/article/5-common-questions-teachers-are-asking-about-ngss-designed-science-materials?utm_medium=organic&utm_source=twitter&utm_campaign=science-animated-video-oct-2021
[2] https://www.edreports.org/resources/article/3-ways-to-know-if-youre-using-quality-science-curricula?utm_medium=organic&utm_source=twitter&utm_campaign=science-animated-video-oct-2021
[2] https://media.vwr.com/ecatalog/index.html?catalog=2021WardsCatalogR3#page_348

Top URLs in Tweet in G4:
[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/i/web/status/1433426433490100237
[1] https://twitter.com/i/web/status/1437418263705759750
[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://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

Top URLs in Tweet in G5:
[10] https://news.yahoo.co.jp/articles/b7adf3c2cc28733668669926a19e01f4f7093999
[7] https://www.yomiuri.co.jp/national/20211001-OYT1T50097/
[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://mainichi.jp/articles/20210924/k00/00m/040/088000c
[2] http://blog.livedoor.jp/yumeshima_expo/archives/9413739.html

Top URLs in Tweet in G6:
[5] https://www.kidsatscience.org/
[3] https://register.gotowebinar.com/register/5935963529518785293?source=CBSSN
[2] https://www.usnews.com/education/k12/articles/10-fun-stem-activities-for-kids
[2] https://plt.org/myk8guide
[2] https://www.definedlearning.com/ngss-guide/?utm_content=175802213&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[2] https://www.carolyncombsbooks.com/blog/an-animal-a-month-beavers
[1] https://twitter.com/i/web/status/1437045422405472256
[1] https://twitter.com/i/web/status/1438138858412003329
[1] https://twitter.com/i/web/status/1446696657903517697
[1] https://www.sciencebuddies.org/teacher-resources/lesson-plans/solar-powered-cars-junior-solar-sprints?from=TW

Top URLs in Tweet in G7:
[31] https://www.inqits.com/
[4] https://www.mystemkits.com/
[3] https://www.inqits.com/training
[3] https://www.youtube.com/watch?v=w77zPAtVTuI&feature=youtu.be

[2] https://science.brainpop.com/
[1] https://www.inqits.com/post/planning-with-inq-its
[1] https://www.inqits.com/post/transfer-of-inq-its-virtual-labs
[1] https://twitter.com/i/web/status/1437501293816393729
[1] https://twitter.com/i/web/status/1438540354077302790
[1] https://www.inqits.com/post/the-importance-of-teaching-students-that-one-trial-does-not-make-a-science-investigation

Top URLs in Tweet in G8:
[5] https://www.uncoveringstudentideas.org/resources/3dimensions/correlations
[3] https://scienceteachersofmissouri.wildapricot.org/event-4442422
[2] https://patbrownedu.com/making-science-come-alive-teaching-for-engagement-and-deep-learning/
[2] https://patbrownedu.com/the-power-of-exploration-for-learning-science/
[2] https://blog.heinemann.com/podcast-sharing-books-talking-science
[1] https://twitter.com/ASCD/status/1428354572087566339
[1] https://twitter.com/i/web/status/1432764608658432003
[1] https://galapagos2021.blog
[1] https://twitter.com/dylanwiliam/status/1440772078785875968
[1] https://twitter.com/i/web/status/1443911900325109762

Top URLs in Tweet in G9:
[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/yanisgkl/status/1448160824275656704
[1] https://twitter.com/reijin/status/1283487424446976002
[1] https://twitter.com/PokemonOST/status/1445468531378647048
[1] https://twitter.com/kulturlesite_/status/1445476696753201165
[1] https://twitter.com/wartases/status/1436833835786846210
[1] https://twitter.com/street_classics/status/1427894528057307136

Top URLs in Tweet in G10:
[19] https://epiclearning.web.unc.edu/covid/
[4] 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] http://cadrek12.org/projects/supporting-implementation-scientific-modeling-instruction-high-school-chemistry-and-biology
[1] http://cadrek12.org/projects/researcher-practitioner-partnership-assess-impact-covid-19-recession-ngss-implementation
[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] http://cadrek12.org/projects/covid-connects-us-nurturing-novice-teachers%E2%80%99-justice-science-teaching-identities
[1] http://cadrek12.org/projects/crowd-sourced-online-nexus-developing-assessments-middle-school-physical-science
[1] https://twitter.com/i/web/status/1432511961183313920
[1] https://twitter.com/i/web/status/1432576426646007813

Top Domains
Top Domains in Tweet in Entire Graph:
[665] twitter.com
[136] stemteachingtools.org
[56] co.jp
[54] mys.ci
[52] youtube.com
[41] google.com
[38] inqits.com
[35] nextgenscience.org
[30] peing.net
[25] unc.edu

Top Domains in Tweet in G1:
[200] twitter.com
[121] stemteachingtools.org
[19] openscied.org
[18] tandfonline.com
[15] nextgenscience.org
[14] nsta.org
[14] google.com
[10] wested.org
[7] youtube.com
[6] unc.edu

Top Domains in Tweet in G2:
[61] twitter.com
[10] yuki-portal.com
[6] twigeducation.com
[6] bluestudios.io
[5] newswire.com
[4] instagram.com
[4] youtube.com
[3] icontact-archive.com
[2] nextgenscience.org
[2] boxfresh.site

Top Domains in Tweet in G3:
[40] twitter.com
[16] nextgenscience.org
[10] stemteachingtools.org
[10] edreports.org
[9] google.com
[3] box.com
[3] forms.gle
[2] youtube.com
[2] linkedin.com
[2] vwr.com

Top Domains in Tweet in G4:
[40] twitter.com
[3] stemteachingtools.org
[2] nature.com
[1] quantamagazine.org
[1] sciencejournalforkids.org
[1] samlearner.com
[1] theconversation.com
[1] gwwilkins.org
[1] nextgenscience.org
[1] youtube.com

Top Domains in Tweet in G5:
[81] twitter.com
[56] co.jp
[23] youtube.com
[18] livedoor.jp
[11] mainichi.jp
[9] reiwa-shinsengumi.com
[8] nikkan-gendai.com
[7] or.jp
[6] oishiakiko.net
[6] asahi.com

Top Domains in Tweet in G6:
[24] definedlearning.com
[22] twitter.com
[9] squidbooks.com
[5] kidsatscience.org
[4] sciencebuddies.org
[4] squarespace.com
[3] plt.org
[3] gotowebinar.com
[2] usnews.com
[2] youtube.com

Top Domains in Tweet in G7:
[38] inqits.com
[14] twitter.com
[4] youtube.com
[4] mystemkits.com
[2] brainpop.com
[1] rutgers.edu
[1] thewonderofscience.com
[1] nextgenstorylines.org
[1] urlz.fr
[1] zoom.us

Top Domains in Tweet in G8:
[18] twitter.com
[7] uncoveringstudentideas.org
[7] patbrownedu.com
[3] wildapricot.org
[2] heinemann.com
[2] iowastem.org
[1] galapagos2021.blog
[1] nridigital.com
[1] nsta.org
[1] chemedx.org

Top Domains in Tweet in G9:
[12] twitter.com
[1] spotify.com
[1] youtube.com

Top Domains in Tweet in G10:
[19] unc.edu
[9] cadrek12.org
[7] twitter.com
[1] nsta.org
[1] stopdisastersgame.org
[1] github.io
[1] stemteachingtools.org
[1] nationalacademies.org
[1] linktr.ee
[1] oercommons.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1984] ngss
[413] ngsschat
[238] stem
[230] scied
[179] science
[74] edtech
[67] phenomena
[59] scistandards
[57] 大石あきこ
[53] staycurious



Top Hashtags in Tweet in G1:
[766] ngss
[313] ngsschat
[170] scied
[58] scistandards
[49] climatecrisis
[26] phenomena
[24] studenttalk
[23] teachclimate
[20] equip
[19] 3d

Top Hashtags in Tweet in G2:
[83] ngss
[13] science
[9] ハニセレ2
[9] ハニーセレクト2
[7] stem
[5] ngsschat
[5] stemeducation
[4] education
[4] scienceteacher
[4] teachers

Top Hashtags in Tweet in G3:
[190] ngss
[25] cangss
[22] ngsschat
[18] stem
[14] science
[13] steam
[11] cascience21
[9] scied
[8] climate
[5] worldspaceweek2021

Top Hashtags in Tweet in G4:
[120] ngss
[50] ngsschat
[25] phenomena
[25] mtedchat
[20] scitlap
[20] stem
[17] tlap
[15] scilap
[13] iteachscience
[12] crazypln

Top Hashtags in Tweet in G5:
[57] 大石あきこ
[45] 大阪5区
[42] 比例はれいわ
[33] れいわ新選組
[29] 衆議院選挙は大石あきこ
[27] yahooニュース
[24] 衆議院選挙2021
[13] 衆院選2021
[10] 山本太郎
[9] 衆院選

Top Hashtags in Tweet in G6:
[95] ngss
[53] stem
[35] science
[25] pbl
[13] education
[13] teachers
[12] stemeducation
[12] g2great
[12] edu
[7] nonfiction

Top Hashtags in Tweet in G7:
[115] ngss
[55] edtech
[50] science
[45] stem
[29] microbit
[25] codingisfun
[24] engineering
[24] makers
[23] csk8
[19] virtual

Top Hashtags in Tweet in G8:
[47] ngss
[24] scied
[18] stem
[16] nsta
[12] storytime
[11] steminlibraries
[11] ela
[9] iowastem
[8] steam
[5] nsela

Top Hashtags in Tweet in G9:
[2] info
[2] newprofilepic
[1] freebritney

Top Hashtags in Tweet in G10:
[36] ngss
[13] k12
[11] nsffunded
[11] stemed
[8] onekis
[6] edresearch
[5] newdrk12award
[5] education
[5] stem
[5] steam

Top Words
Top Words in Tweet in Entire Graph:
[1989] #ngss
[1401] science
[1332] ngss
[879] ngss_tweeps
[830] students
[500] teachers
[488] learning
[427] more
[413] #ngsschat
[411] ss

Top Words in Tweet in G1:
[769] #ngss
[767] ngss_tweeps
[635] science
[372] ngss
[339] students
[313] #ngsschat
[306] stemteachtools
[267] openscied
[230] teachers
[222] more

Top Words in Tweet in G2:
[178] ngss
[83] #ngss
[67] science
[39] students
[31] standards
[24] aligned
[21] ãƒ
[20] learning
[19] next
[19] more

Top Words in Tweet in G3:
[191] #ngss
[169] science
[142] ngss
[93] students
[85] officialngss
[68] school
[67] learning
[53] edreports
[52] program
[51] stemteachtools

Top Words in Tweet in G4:
[121] #ngss
[69] lgates_science
[63] science
[59] use
[52] students
[50] #ngsschat
[48] simulation
[48] ngss_tweeps
[46] lets
[46] drop

Top Words in Tweet in G5:
[106] æ
[87] ãƒ
[65] ç
[55] #大石あきこ
[53] oishiakiko
[52] 10
[47] staff更新
[46] ϋ
[45] #大阪5区
[42] #比例はれいわ

Top Words in Tweet in G6:
[95] #ngss
[53] #stem
[52] ngss
[51] free
[49] students
[41] science
[40] aligned
[36] teachers
[35] #science
[34] help

Top Words in Tweet in G7:
[115] #ngss
[64] rasmuscarlsson8
[55] #edtech
[54] strawbees
[50] #science
[46] ss
[45] #stem
[41] students
[31] science
[31] mrkpyp

Top Words in Tweet in G8:
[47] #ngss
[40] science
[33] ctskeeley
[26] teachers
[24] #scied
[24] students
[22] next
[22] stem
[22] ngss
[21] usi

Top Words in Tweet in G9:
[10] eugenieatinault
[8] ce
[7] par
[6] jp_ngss
[6] ai
[5] vais
[5] oh
[5] mes
[5] _lnd_tv
[5] itachiofwgkta

Top Words in Tweet in G10:
[36] #ngss
[22] ngss
[21] covid
[20] sci
[19] pls
[19] attn
[19] hs
[19] tchrs
[19] unit
[19] tchg

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[168] special,issue
[155] #ngsschat,#ngss
[119] #ngss,#ngsschat
[113] philiplbell,pls
[111] middle,school
[108] ãƒ,ãƒ
[99] instructional,materials
[99] science,education
[98] learn,more
[91] science,standards

Top Word Pairs in Tweet in G1:
[158] special,issue
[140] #ngsschat,#ngss
[107] philiplbell,pls
[91] instructional,materials
[88] #ngss,instructional
[70] #ngss,special
[62] #ngss,#ngsschat
[61] sbottasullivan,kimmomteacher
[59] kimmomteacher,openscied
[53] looking,forward

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

Top Word Pairs in Tweet in G3:
[41] middle,school
[37] school,science
[37] science,program
[34] program,received
[31] science,education
[31] received,edreports
[28] gateway,designed
[27] honored,middle
[27] designed,ngss
[27] ngss,top

Top Word Pairs in Tweet in G4:
[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
[37] #ngss,#ngsschat
[36] use,sâ

Top Word Pairs in Tweet in G5:
[56] ãƒ,ãƒ
[39] staff更新,#大阪5区
[22] æ,æ
[17] #大阪5区,#衆議院選挙は大石あきこ
[16] #大石あきこ,の生の声聴きに来てください
[16] の生の声聴きに来てください,ボランティアも大募集中です
[16] ボランティアも大募集中です,staff更新
[16] #大阪5区,#れいわ新選組
[16] #衆議院選挙は大石あきこ,#比例はれいわ
[15] #れいわ新選組,#比例はれいわ

Top Word Pairs in Tweet in G6:
[23] science,standards
[23] places,students
[22] next,generation
[22] generation,science
[17] students,role
[15] ngss,aligned
[15] performance,tasks
[14] three,dimensional
[14] free,#pbl
[14] #pbl,unit

Top Word Pairs in Tweet in G7:
[31] #science,#edtech
[28] #edtech,#ngss
[24] #codingisfun,#ngss
[23] strawbees,infinity
[23] infinity,park
[23] park,#stem
[23] #stem,#engineering
[23] #engineering,#makers
[23] #makers,#microbit
[23] #microbit,#csk8

Top Word Pairs in Tweet in G8:
[12] next,generation
[12] generation,science
[12] science,standards
[12] #stem,#storytime
[11] white,paper
[11] storytime,stem
[11] #steminlibraries,#ngss
[11] #ngss,#ela
[10] #ngss,#scied
[10] professional,learning

Top Word Pairs in Tweet in G9:
[3] allez,voir
[3] mes,potes
[3] elles,ont
[2] souhaite,très
[2] très,bon
[2] bon,anniversaire
[2] anniversaire,seiyuu
[2] seiyuu,masako
[2] masako,nozawa
[2] nozawa,fête

Top Word Pairs in Tweet in G10:
[19] pls,attn
[19] attn,hs
[19] hs,sci
[19] sci,tchrs
[19] tchrs,unit
[19] unit,tchg
[19] tchg,covid
[19] covid,pandemic
[19] pandemic,features
[19] features,ngss

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

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

Top Replied-To in G3:
@phaneritic
@williamfranzell
@rvccngss
@ndbekah
@srvusd_ngss
@lgates_science
@ngss_tweeps
@mrs_condon1
@belyeabrinn
@phyzman

Top Replied-To in G4:
@katydornbos
@ngss_tweeps
@rytriguy
@kollmanrebecca
@atomsnmolecules
@pentaclethra
@33heupel
@sbottasullivan
@miss_schilling_
@bmsscienceteach

Top Replied-To in G5:
@prince_ootsu
@17nozo
@kakopontan
@shoji_kaoru
@hashimoto_lo
@freeler_ngss

Top Replied-To in G6:
@77techdb
@swkreed
@mrspamalba

Top Replied-To in G7:
@sonneblommie
@davidleeedtech
@phaneritic
@strawbees
@joshwoodg

Top Replied-To in G8:
@storytime_stem
@tracyfergusonvm
@dtoma_harrold
@caroyce
@bdevore

Top Replied-To in G9:
@jp_ngss
@diodionychopper
@eugenieatinault
@hokusai_76
@diobrandnewcar
@leacpasmoi
@jucebyy
@jeffhardystan
@tezcali_ratz

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

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

Top Mentioned in G2:
@beb7hyungssi
@kimlepre
@bastard_bot87
@stem4real
@kidsread09

Top Mentioned in G3:
@officialngss
@edreports
@stemteachtools
@discoveryed
@cascience
@k12alliance
@nextgenscience
@ngss_tweeps
@williamfranzell
@ngsschat

Top Mentioned in G4:
@lgates_science
@ngss_tweeps
@ngssphenomena
@aactconnect
@nmnh
@smithsonianedu
@johannabrown
@stemteachtools
@pgcpsscience
@katydornbos

Top Mentioned in G5:
@oishiakiko
@katakorinaoshi1
@expo2025n
@kakopontan
@decultureepcmd
@fusyokuro
@reiwashinsen
@inandoutoffici1
@hoshinonozomimi

Top Mentioned in G6:
@definedlearning
@mstewartscience
@carolinabio
@sciencebuddies
@kidsatscience2
@jenwilliamsedu
@chem_tweets
@ste
@cinehead
@dailystem

Top Mentioned in G7:
@rasmuscarlsson8
@strawbees
@mrkpyp
@edtech_isf
@makeylindsay
@inqits
@joshwoodg
@kmclass
@steamtechsam
@jodydclark

Top Mentioned in G8:
@ctskeeley
@jaymctighe
@brownpatrick8
@nsta
@storytime_stem
@aiu3msc
@caroyce
@iowastem
@sciteachersofmo
@tedwillard2061

Top Mentioned in G9:
@eugenieatinault
@_lnd_tv
@itachiofwgkta
@tezcali_ratz
@inoueart
@kimyuuuuumi
@ordurebizarree
@gaak_fr
@lilydont
@jp_ngss

Top Mentioned in G10:
@troydsadler
@kispride
@robzook1
@nsf
@cadrek12
@ppicnotes
@christinavphd
@fsu_elps
@mollywellner1
@jerjacobsen250

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@threadreaderapp
@collegemenfess
@panasonic_cp
@lizditz
@802nowonair
@jfsebastian146
@pretty_occho
@sustaintrends
@fabriciosx

Top Tweeters in G1:
@threadreaderapp
@sustaintrends
@fabriciosx
@llhawaii
@jane__eden
@zettie_geez
@goldringi
@_open_science_
@teacher2teacher
@cirquelar

Top Tweeters in G2:
@homegardenlist
@penyukabaru
@unsfess_
@aciciated
@chriskarlknecht
@dowsonaaron
@rooninginwood
@bastard_bot87
@njschooljobs
@inin12340

Top Tweeters in G3:
@mgcjusa
@mbowmanscience
@joe4rialtousd
@vxjoe
@lewis1jj
@jeffbeamish
@meaghanofeire
@educationgadfly
@noapp4pedagogy
@cogswell_ben

Top Tweeters in G4:
@begoniaarizona
@gdorn1
@b0tsci
@angela_s_tweets
@scicommbot
@thartman2u
@garym
@averyteach
@devin_eleven
@mima09180402

Top Tweeters in G5:
@panasonic_cp
@802nowonair
@pretty_occho
@mainichijpnews
@k66sergeant
@oosakahaoosaka
@tbs_news
@decultureepcmd
@rockinon_com
@paopao9513

Top Tweeters in G6:
@leesutton4
@tomy2875
@stem_nastics
@drvshsjeep
@chrisyanke
@domdiaz13
@stem_ai
@tavia_spencer
@krissymom2
@jenwilliamsedu

Top Tweeters in G7:
@getiftech
@scalarhumanity
@robotconsumer
@google
@markj_ohnson
@deckeye
@googlemaps
@vectorborg
@scas
@shirky17

Top Tweeters in G8:
@lbopenbook
@saniam63
@bdevore
@mullerchrism
@pamteel2
@b_berns
@chrisharrikings
@caahayes
@mathfanhoefert
@caroyce

Top Tweeters in G9:
@deen8
@comocoturc_
@itachiofwgkta
@f0lake
@authorninaperez
@jumo_rom
@kimyuuuuumi
@reaper_szn
@mastermalou
@grace_hnt

Top Tweeters in G10:
@education_24x7
@bluethxghts
@jc_james_clark
@ehinesphd
@ncstate
@uofr
@nsf
@n
@edctweets
@paulcottlephys


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