ngss, Twitter, 11/9/2021 2:10:11 PM, 265907


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ngss_2021-11-08_23-12-00.xlsx
ngss_2021-11-08_23-12-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 09, 2021
Short Description:
ngss via NodeXL https://bit.ly/3D70uvO
@ngss_tweeps
@youtube
@oishiakiko
@freeler_ngss
@nsta
@stemteachtools
@officialngss
@philiplbell
@lgates_science
@msselikoff

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

Description:
Description
The graph represents a network of 3,774 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, 09 November 2021 at 07:21 UTC.

The requested start date was Tuesday, 09 November 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 69-day, 0-hour, 13-minute period from Wednesday, 01 September 2021 at 00:19 UTC to Tuesday, 09 November 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 : 3774
Unique Edges : 3676
Edges With Duplicates : 11810
Total Edges : 15486
Number of Edge Types : 5
Replies to : 1658
Retweet : 3413
MentionsInRetweet : 4825
Tweet : 2052
Mentions : 3538
Self-Loops : 2103
Reciprocated Vertex Pair Ratio : 0.0888654724271163
Reciprocated Edge Ratio : 0.163225806451613
Connected Components : 661
Single-Vertex Connected Components : 309
Maximum Vertices in a Connected Component : 2131
Maximum Edges in a Connected Component : 12556
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.399405
Graph Density : 0.000435414601080868
Modularity : 0.318712
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,774 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, 09 November 2021 at 07:21 UTC.

The requested start date was Tuesday, 09 November 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 69-day, 0-hour, 13-minute period from Wednesday, 01 September 2021 at 00:19 UTC to Tuesday, 09 November 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/
[24] http://stemteachingtools.org/pd/playlist-talk
[24] https://www.inqits.com/
[16] http://stemteachingtools.org/brief/58
[15] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[11] http://stemteachingtools.org/pd/playlist-principals
[10] https://news.yahoo.co.jp/articles/b7adf3c2cc28733668669926a19e01f4f7093999
[10] http://stemteachingtools.org/brief/32
[10] https://smart.servier.com/
[9] https://www.uncoveringstudentideas.org/resources/3dimensions/correlations

Top URLs in Tweet in G1:
[10] https://www.nextgenscience.org/
[5] https://www.openscied.org/instructional-materials/7-2-chemical-reactions-energy/
[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
[4] http://stemteachingtools.org/pd/playlist-talk
[4] https://www.lab-aids.com/evolution
[4] http://stemteachingtools.org/brief/35
[4] http://stemteachingtools.org/brief/48
[4] https://www.nextgenscience.org/resources/examples-quality-ngss-design
[4] https://patbrownedu.com/classroom-inquiry-as-a-pathway-to-the-next-generation-science-standards/

Top URLs in Tweet in G2:
[17] http://stemteachingtools.org/pd/playlist-talk
[9] http://stemteachingtools.org/brief/58
[6] http://stemteachingtools.org/pd/playlist-principals
[5] http://stemteachingtools.org/brief/32
[5] http://stemteachingtools.org/brief/47
[5] https://www.tandfonline.com/toc/uste20/32/7?nav=tocList&cookieSet=1
[3] http://stemteachingtools.org/assets/landscapes/STTBookmark_set_March2018.pdf
[3] http://stemteachingtools.org/pd/sessionb
[3] http://ngs.wested.org/wp-content/uploads/2021/10/NGSS-Now-October-2021.pdf
[3] https://www.nextgenscience.org/

Top URLs in Tweet in G3:
[2] https://www.learningundefeated.org/project/explorer-lab/
[2] http://boxfresh.site/ngpage
[2] https://www.newswire.com/news/next-generation-science-standards-ngss-based-curriculum-helps-improve-21425055
[2] https://nagt.org/nagt/profdev/workshops/ngss_summit/nov182021/index.html
[2] https://veep.org/for-teachers/professional-learning/ngss-instructional-toolkit-virtual-workshop
[2] https://m.niziu.com/
[1] https://www.newpathlearning.com/store/all-about-rocks-curriculum-learning-module.html
[1] https://luden.io/
[1] https://luden.io/lfedu/
[1] https://www.nytimes.com/2021/08/31/magazine/fermi-problems.html?referringSource=articleShare

Top URLs in Tweet in G4:
[26] https://www.nextgenscience.org/
[6] https://www.edreports.org/reports/overview/discovery-education-middle-school-science-2020
[4] https://www.edreports.org/about/reviewers?utm_medium=paid&utm_source=twitter&utm_campaign=hs-science-recruitment-oct-2021
[4] https://sites.google.com/stancoe.org/ca-ngss-statewide-implement/home
[3] http://stemteachingtools.org/brief/32
[3] https://forms.gle/PZRvrSXhRmtYUkpU9
[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] http://stemteachingtools.org/pd/playlist-principals
[2] http://stemteachingtools.org/pd/sessionb

Top URLs in Tweet in G5:
[10] https://news.yahoo.co.jp/articles/b7adf3c2cc28733668669926a19e01f4f7093999
[7] https://www.yomiuri.co.jp/national/20211001-OYT1T50097/
[6] https://www.oishiakiko.net/lists-2008-0313-anohi/
[3] https://www.tokyo-np.co.jp/article/140141
[3] https://mainichi.jp/articles/20210924/k00/00m/040/088000c
[3] https://www.youtube.com/watch?v=4Onhf6BXydg&feature=youtu.be

[3] https://reiwa-shinsengumi.com/reiwa_newdeal/
[3] https://reiwa-shinsengumi.com/donationtop/
[3] https://twitter.com/oishiakiko/status/1454903954467274766
[2] http://blog.livedoor.jp/yumeshima_expo/archives/9413739.html

Top URLs in Tweet in G6:
[10] https://smart.servier.com/
[2] https://docs.google.com/forms/d/e/1FAIpQLSfuGWr9KOTmP4POUcNy9orx9YFFn-K4jNMT8tar9r2V4gK8qQ/viewform
[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/physicsj/status/1444705931665702917
[1] https://twitter.com/i/web/status/1437955305745240065
[1] https://ngss.sdcoe.net/Dimensions-of-the-NGSS/Scientific-and-Engineering-Practices/SEP5-Using-Mathematics-and-Computational-Thinking
[1] https://twitter.com/SciJeanne/status/1438677935674757121
[1] https://twitter.com/xeno_lith/status/1446293431064559618
[1] https://twitter.com/i/web/status/1446471635658153986

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

[2] https://twitter.com/jrosenberg6432/status/1450958040828682243
[1] https://www.edumedia-sciences.com/en/media/510-kirchhoffs-circuit-laws?auth=58d4a3e19dfc02ee9e925fe7ba924818/20623
[1] https://urlz.fr/gEsj
[1] https://urlz.fr/gKa7
[1] https://twitter.com/i/web/status/1457797855742099457
[1] https://science.brainpop.com

Top URLs in Tweet in G8:
[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=
[2] https://twitter.com/insta_science/status/1448627148881899538
[2] http://stemteachingtools.org/brief/58
[1] https://twitter.com/pchemstud/status/1438151378216443907
[1] https://www.usgs.gov/center-news/volcano-watch-canary-islands-mega-tsunami-hypothesis-and-why-it-doesn-t-carry-water
[1] https://twitter.com/MichelleObama/status/1443965290908430342
[1] http://cadrek12.org/projects/supporting-implementation-scientific-modeling-instruction-high-school-chemistry-and-biology
[1] http://cadrek12.org/educator-resources
[1] http://cadrek12.org/educator-resources?taxonomy_vocabulary_6_tid%5B%5D=199&field_resource_short_description_value=
[1] https://www.nsta.org/resources/freebies-science-teachers-october-26-2021

Top URLs in Tweet in G9:
[4] https://www.kidsatscience.org/
[3] https://plt.org/myk8guide
[3] https://register.gotowebinar.com/register/5935963529518785293?source=CBSSN
[2] https://www.plt.org/resources/resources-for-plt-lessons
[2] https://register.gotowebinar.com/register/1371592794972395024?source=CBSSN
[2] https://www.usnews.com/education/k12/articles/10-fun-stem-activities-for-kids
[1] https://twitter.com/i/web/status/1443746736875450368
[1] https://www.definedlearning.com/blog/project-based-learning-and-standards/?utm_content=182149167&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[1] https://twitter.com/i/web/status/1433072621810298890
[1] https://www.definedlearning.com/ngss-guide/?utm_content=178041103&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361

Top URLs in Tweet in G10:
[1] https://twitter.com/jp_ngss/status/1434574202967842823
[1] https://open.spotify.com/user/tdaxmm1yrtmcew448v24zg1c9?si=i0WmpyJKQuGRICraH863gg&dl_branch=1
[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
[1] https://twitter.com/wartases/status/1436833835786846210

Top Domains
Top Domains in Tweet in Entire Graph:
[721] twitter.com
[127] stemteachingtools.org
[67] youtube.com
[67] nextgenscience.org
[53] mys.ci
[51] co.jp
[44] google.com
[29] openscied.org
[26] inqits.com
[25] nsta.org

Top Domains in Tweet in G1:
[215] twitter.com
[41] stemteachingtools.org
[26] nextgenscience.org
[25] openscied.org
[20] lab-aids.com
[17] youtube.com
[17] nsta.org
[14] google.com
[9] sepuplhs.org
[8] wested.org

Top Domains in Tweet in G2:
[71] stemteachingtools.org
[52] twitter.com
[18] tandfonline.com
[6] google.com
[3] wested.org
[3] nsta.org
[3] fredhutch.org
[3] nextgenscience.org
[3] nationalacademies.org
[3] drkohn.org

Top Domains in Tweet in G3:
[72] twitter.com
[10] yuki-portal.com
[5] newswire.com
[5] teacherspayteachers.com
[4] youtube.com
[3] linkedin.com
[3] wordpress.com
[3] veep.org
[2] luden.io
[2] learningundefeated.org

Top Domains in Tweet in G4:
[39] twitter.com
[34] nextgenscience.org
[14] edreports.org
[9] stemteachingtools.org
[5] google.com
[3] forms.gle
[2] youtube.com
[2] openscied.org
[2] leadinsci.com
[2] mmsa.org

Top Domains in Tweet in G5:
[113] twitter.com
[51] co.jp
[27] youtube.com
[18] livedoor.jp
[13] reiwa-shinsengumi.com
[12] oishiakiko.net
[7] asahi.com
[6] mainichi.jp
[3] or.jp
[2] ameblo.jp

Top Domains in Tweet in G6:
[13] twitter.com
[10] servier.com
[3] google.com
[1] samlearner.com
[1] theconversation.com
[1] sdcoe.net
[1] nextgenstorylines.org
[1] teacherspayteachers.com
[1] earthref.org
[1] nextgenscience.org

Top Domains in Tweet in G7:
[26] inqits.com
[14] twitter.com
[7] youtube.com
[5] brainpop.com
[4] mystemkits.com
[2] urlz.fr
[1] edumedia-sciences.com
[1] colorado.edu
[1] rutgers.edu
[1] zoom.us

Top Domains in Tweet in G8:
[9] twitter.com
[7] cadrek12.org
[3] stemteachingtools.org
[1] usgs.gov
[1] nsta.org
[1] science-bits.com
[1] middleweb.com
[1] nextgenscience.org
[1] stopdisastersgame.org
[1] github.io

Top Domains in Tweet in G9:
[17] twitter.com
[17] definedlearning.com
[5] plt.org
[5] gotowebinar.com
[4] kidsatscience.org
[2] sciencebuddies.org
[2] usnews.com
[2] pbslearningmedia.org
[1] bit.ly
[1] zoom.us

Top Domains in Tweet in G10:
[11] twitter.com
[1] spotify.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1838] ngss
[369] ngsschat
[213] scied
[169] stem
[158] science
[69] 大石あきこ
[59] scistandards
[52] staycurious
[50] climatecrisis
[50] 大阪5区



Top Hashtags in Tweet in G1:
[449] ngss
[147] ngsschat
[44] scied
[21] phenomena
[18] scistandards
[16] stanys21
[15] dqb
[14] nsta
[14] mtedchat
[13] phenomenon

Top Hashtags in Tweet in G2:
[413] ngss
[155] ngsschat
[138] scied
[41] scistandards
[40] climatecrisis
[18] studenttalk
[17] teachclimate
[16] scienceed
[13] nsta21
[8] 3d

Top Hashtags in Tweet in G3:
[78] ngss
[15] science
[10] edchat
[9] ハニーセレクト2
[8] ハニセレ2
[6] stem
[5] stemeducation
[4] ngsschat
[4] verfassungsschutz
[4] teachers

Top Hashtags in Tweet in G4:
[175] ngss
[27] ngsschat
[13] steam
[12] science
[11] cascience21
[11] stem
[9] cangss
[8] scied
[8] climate
[5] worldspaceweek2021

Top Hashtags in Tweet in G5:
[69] 大石あきこ
[50] 大阪5区
[47] 比例はれいわ
[41] れいわ新選組
[33] 衆議院選挙は大石あきこ
[29] 衆議院選挙2021
[25] yahooニュース
[24] 大çÿ³ã‚きこ
[18] ゜いわ新選組
[13] 衆院選2021

Top Hashtags in Tweet in G6:
[24] ngss
[9] ngsschat
[3] elemngss
[3] science
[3] pln
[2] phenomenon
[2] win
[2] scied
[2] mschat
[2] phenomena

Top Hashtags in Tweet in G7:
[92] ngss
[39] edtech
[28] science
[27] stem
[19] timelapse
[14] strawbees
[13] stemed
[10] virtual
[10] makered
[10] makerfairerome

Top Hashtags in Tweet in G8:
[49] ngss
[21] stem
[17] k12
[14] stemed
[10] scied
[9] nsffunded
[8] education
[7] scienceteachers
[7] onekis
[6] quoteoftheday

Top Hashtags in Tweet in G9:
[70] ngss
[52] stem
[26] science
[14] stemsational
[14] stemchat
[12] g2great
[10] pbl
[10] motivationmonday
[8] stemeducation
[8] reachforthestars

Top Hashtags in Tweet in G10:
[2] newprofilepic

Top Words
Top Words in Tweet in Entire Graph:
[1843] #ngss
[1351] science
[1205] ngss
[1150] ngss_tweeps
[862] students
[845] æ
[506] ss
[489] ãƒ
[472] more
[452] teachers

Top Words in Tweet in G1:
[958] ngss_tweeps
[489] science
[449] #ngss
[381] students
[355] ss
[295] ngss
[262] openscied
[232] more
[227] unit
[192] teachers

Top Words in Tweet in G2:
[415] #ngss
[209] science
[206] pls
[187] stemteachtools
[164] philiplbell
[155] #ngsschat
[144] issue
[138] #scied
[135] special
[94] more

Top Words in Tweet in G3:
[185] ngss
[114] ù
[82] science
[78] #ngss
[45] ø
[34] students
[34] ãƒ
[28] learning
[27] standards
[21] teachers

Top Words in Tweet in G4:
[178] #ngss
[163] science
[137] ngss
[104] students
[95] ngss_tweeps
[95] officialngss
[71] school
[69] see
[65] edreports
[61] ngssphenomena

Top Words in Tweet in G5:
[791] æ
[395] ç
[383] ãƒ
[347] ϋ
[305] ÿã
[262] ªã
[237] šã
[144] æœ
[140] ˆã
[87] çÿ

Top Words in Tweet in G6:
[55] lgates_science
[50] use
[48] simulation
[48] lets
[48] drop
[48] raindrop
[48] anywhere
[48] watch
[48] ends
[39] sâ

Top Words in Tweet in G7:
[92] #ngss
[50] rasmuscarlsson8
[40] science
[39] #edtech
[36] ss
[35] strawbees
[34] students
[28] #science
[27] #stem
[26] mrkpyp

Top Words in Tweet in G8:
[49] #ngss
[27] science
[21] #stem
[17] #k12
[15] grade
[14] #stemed
[13] stem
[13] school
[13] kispride
[12] need

Top Words in Tweet in G9:
[70] #ngss
[62] ngss
[53] students
[52] #stem
[38] free
[33] teachers
[30] science
[29] help
[26] #science
[24] learning

Top Words in Tweet in G10:
[7] par
[6] eugenieatinault
[6] quand
[6] ai
[6] manga
[5] était
[5] jp_ngss
[5] vais
[5] mes
[5] _lnd_tv

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[240] ãƒ,ãƒ
[184] ø,ø
[177] #ngsschat,#ngss
[168] special,issue
[152] ø,ù
[148] philiplbell,pls
[148] ù,ø
[136] æ,æ
[114] middle,school
[114] ù,ù

Top Word Pairs in Tweet in G1:
[61] sbottasullivan,kimmomteacher
[59] kimmomteacher,openscied
[52] ngss_tweeps,sbottasullivan
[38] #ngss,#ngsschat
[37] learn,more
[35] phaneritic,ngss_tweeps
[33] looking,forward
[33] design,badge
[32] drloriandersen,ngss_tweeps
[31] nicolejbolduc,ngss_tweeps

Top Word Pairs in Tweet in G2:
[132] #ngsschat,#ngss
[130] special,issue
[119] philiplbell,pls
[75] instructional,materials
[69] #ngss,instructional
[60] #ngss,special
[54] pls,#ngsschat
[50] #scied,#ngsschat
[49] climate,justice
[43] justice,education

Top Word Pairs in Tweet in G3:
[62] ù,ù
[22] ãƒ,ãƒ
[17] ù,ø
[15] ø,ø
[14] next,generation
[14] ø,ù
[13] generation,science
[12] science,standards
[9] grade,levels
[9] ù,ùšù

Top Word Pairs in Tweet in G4:
[58] school,science
[49] middle,school
[47] ngss_tweeps,aactconnect
[46] science,program
[43] program,received
[38] ngss,top
[37] received,edreports
[32] gateway,designed
[32] designed,ngss
[31] honored,middle

Top Word Pairs in Tweet in G5:
[183] ãƒ,ãƒ
[113] æ,æ
[87] ç,æ
[81] œã,æ
[46] æ,ç
[45] æ,çµ
[44] staff更新,#大阪5区
[44] šã,œã
[41] ÿã,æ
[40] æ,ªã

Top Word Pairs in Tweet in G6:
[48] simulation,lets
[48] lets,drop
[48] drop,raindrop
[48] raindrop,anywhere
[48] anywhere,watch
[48] watch,ends
[48] ends,use
[47] lgates_science,simulation
[39] use,sâ
[12] ask,students

Top Word Pairs in Tweet in G7:
[21] #science,#edtech
[18] #edtech,#ngss
[16] friday,afternoon
[16] afternoon,strawbees
[16] strawbees,hq
[16] hq,gothenburg
[16] gothenburg,checking
[16] checking,truss
[16] truss,crane
[16] crane,makeylindsay

Top Word Pairs in Tweet in G8:
[9] curricula,resources
[9] best,thing
[9] thing,heard
[9] heard,today
[9] today,kispride
[7] #ngss,#stem
[7] #stemed,#ngss
[7] middle,school
[6] science,way
[6] way,thinking

Top Word Pairs in Tweet in G9:
[15] 21,5pm
[14] #stemsational,#stem
[14] #stem,#stemchat
[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 G10:
[3] mes,potes
[3] elles,ont
[2] 2005,2010
[2] 2010,etc
[2] deja,vintage
[2] vintage,svp
[2] used,paper
[2] paper,straw
[2] câ,prã
[2] prã,nom

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@masamasa_ngss
@drloriandersen
@phaneritic
@katydornbos
@pgirjoqzubtauy1
@geererc
@scijeanne
@kmgill135
@sbottasullivan

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

Top Replied-To in G2:
@ngss_tweeps
@safarnum
@stemteachtools
@missnoriscience
@racheljcox87
@shscilabteacher
@science_4_all
@jenlacykc
@haschweingruber
@thinksci

Top Replied-To in G3:

Top Replied-To in G4:
@katydornbos
@ngss_tweeps
@rytriguy
@apchemisme
@phaneritic
@mrs_chemistry
@thinksci
@atomsnmolecules
@mrsrathsack
@bmsscienceteach

Top Replied-To in G5:
@ourosaka2
@oneosaka
@prince_ootsu
@17nozo
@billy_blog
@aomurasaki_ll
@hashimoto_lo
@decultureepcmd
@aniotahosyu
@oishiakiko

Top Replied-To in G6:
@ngss_tweeps
@lhaywoodscience
@gosciencego
@sbottasullivan
@miss_schilling_
@kristinclemen18
@pentaclethra
@allieteachessci
@blocht574
@cenewman0

Top Replied-To in G7:
@ngss_tweeps
@timpowers4
@phetsims
@joshwoodg
@strawbees
@sonneblommie
@josefinor
@davidleeedtech
@constancekkg

Top Replied-To in G8:
@kferg_chem

Top Replied-To in G10:
@diodionychopper
@diobrandnewcar
@jp_ngss
@hokusai_76
@leacpasmoi
@jucebyy
@jeffhardystan
@interludefrance

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

Top Mentioned in G1:
@ngss_tweeps
@openscied
@sbottasullivan
@kimmomteacher
@stemteachtools
@nsta
@phaneritic
@xeno_lith
@philiplbell
@kmgill135

Top Mentioned in G2:
@stemteachtools
@philiplbell
@dtcampbe
@jste1924
@educatordeb
@okheelee_
@openscied
@kimberleyastle
@garciascihawk
@ejslee

Top Mentioned in G3:
@kimlepre
@bastard_bot87
@stem4real
@kidsread09

Top Mentioned in G4:
@officialngss
@ngss_tweeps
@edreports
@ngssphenomena
@stemteachtools
@aactconnect
@discoveryed
@ngsssfocus
@alliebbogart
@cascience

Top Mentioned in G5:
@oishiakiko
@expo2025n
@katakorinaoshi1
@reiwashinsen
@decultureepcmd
@memenyan_ikiru
@enokidas
@kakopontan
@asobiosentoya

Top Mentioned in G6:
@lgates_science
@wilkinson_stem
@ngss_tweeps
@oronoschools
@inquiry_hub
@vogelwendi
@officialngss
@openscied
@ihub
@drcrean

Top Mentioned in G7:
@rasmuscarlsson8
@strawbees
@mrkpyp
@makeylindsay
@edtech_isf
@phetsims
@edumediatweets
@inqits
@fischertubingen
@jrosenberg6432

Top Mentioned in G8:
@kispride
@apoduvall
@nsf
@cadrek12
@stemteachtools
@sciencebits
@robzook1
@radioactverobin
@middleweb
@shreevebooks

Top Mentioned in G9:
@carolinabio
@mstewartscience
@kidsatscience2
@sciencebuddies
@definedlearning
@ste
@mrspamalba
@7hscience
@dailystem
@gbheducation

Top Mentioned in G10:
@eugenieatinault
@_lnd_tv
@itachiofwgkta
@ordurebizarree
@jp_ngss
@fred_delicious
@ratzpuant
@91200s
@inoueart
@comocoturc_

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@sectest9
@threadreaderapp
@collegemenfess
@toronei
@panasonic_cp
@cybersecurityn8
@jfsebastian146
@pretty_occho
@sustaintrends

Top Tweeters in G1:
@threadreaderapp
@zellieimani
@zettie_geez
@techrepublic
@goldringi
@google
@teacher2teacher
@cirquelar
@biobabbler
@eswillwalker

Top Tweeters in G2:
@jfsebastian146
@sustaintrends
@llhawaii
@jane__eden
@blkhwk0ps
@codeforpdx
@txpts777
@grist
@arthursmid
@brightice_gems

Top Tweeters in G3:
@xib_z
@aciciated
@chriskarlknecht
@dowsonaaron
@bastard_bot87
@njschooljobs
@inin12340
@kikabeno
@blindi
@jimpeachh

Top Tweeters in G4:
@mgcjusa
@lewis1jj
@imsouthern
@mima09180402
@jeffbeamish
@teachingofsci
@jenniferagates
@noapp4pedagogy
@cogswell_ben
@conniehamilton

Top Tweeters in G5:
@toronei
@panasonic_cp
@pretty_occho
@pristinanomine
@adjacencypair
@hisakichee
@mainichijpnews
@k66sergeant
@oosakahaoosaka
@mitsuru_kuroda

Top Tweeters in G6:
@begoniaarizona
@gdorn1
@shellterrell
@blocht574
@angela_s_tweets
@thartman2u
@richardklee1
@ejoep
@evo_explorer
@lhighfill

Top Tweeters in G7:
@getiftech
@scalarhumanity
@robotconsumer
@markj_ohnson
@vectorborg
@scas
@negocios23
@alexis_tth
@youtube
@soldhunga

Top Tweeters in G8:
@education_24x7
@b0tsci
@scicommbot
@jc_james_clark
@garym
@jocelynrish
@andreabeaty
@weisscenter
@netflix
@praxismedhat

Top Tweeters in G9:
@leesutton4
@tomy2875
@stem_nastics
@drvshsjeep
@chrisyanke
@domdiaz13
@stem_ai
@tavia_spencer
@krissymom2
@mainesahara

Top Tweeters in G10:
@deen8
@comocoturc_
@itachiofwgkta
@f0lake
@authorninaperez
@jumo_rom
@kimyuuuuumi
@mastermalou
@grace_hnt
@reijin


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