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ngss_2021-10-11_23-12-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 12, 2021
Short Description:
ngss via NodeXL https://bit.ly/3mNjNDm
@ngss_tweeps
@stemteachtools
@youtube
@freeler_ngss
@oishiakiko
@openscied
@lgates_science
@officialngss
@nsta
@stem_ai

Top hashtags:
#ngss
#ngsschat
#scied
#stem
#science
#edtech
#phenomena
#scamdemic
#staycurious
#cangss

Description:
Description
The graph represents a network of 3,185 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, 12 October 2021 at 06:19 UTC.

The requested start date was Tuesday, 12 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 71-day, 23-hour, 2-minute period from Sunday, 01 August 2021 at 00:51 UTC to Monday, 11 October 2021 at 23:54 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 : 3185
Unique Edges : 2881
Edges With Duplicates : 8252
Total Edges : 11133
Number of Edge Types : 5
Mentions : 2247
Replies to : 1258
Retweet : 2499
MentionsInRetweet : 3500
Tweet : 1629
Self-Loops : 1667
Reciprocated Vertex Pair Ratio : 0.07548032936871
Reciprocated Edge Ratio : 0.140365801786474
Connected Components : 582
Single-Vertex Connected Components : 251
Maximum Vertices in a Connected Component : 1626
Maximum Edges in a Connected Component : 7969
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.531907
Graph Density : 0.000463660531858665
Modularity : 0.360882
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,185 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, 12 October 2021 at 06:19 UTC.

The requested start date was Tuesday, 12 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 71-day, 23-hour, 2-minute period from Sunday, 01 August 2021 at 00:51 UTC to Monday, 11 October 2021 at 23:54 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://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[28] https://www.inqits.com/
[25] https://epiclearning.web.unc.edu/covid/
[24] http://stemteachingtools.org/pd/playlist-talk
[10] https://news.yahoo.co.jp/articles/b7adf3c2cc28733668669926a19e01f4f7093999
[10] http://stemteachingtools.org/brief/32
[10] http://stemteachingtools.org/brief/11
[9] http://stemteachingtools.org/brief/28
[9] https://www.uncoveringstudentideas.org/resources/3dimensions/correlations
[9] https://www.openscied.org/instructional-materials/7-2-chemical-reactions-energy/

Top URLs in Tweet in G1:
[22] http://stemteachingtools.org/pd/playlist-talk
[10] http://stemteachingtools.org/brief/11
[9] https://www.uncoveringstudentideas.org/resources/3dimensions/correlations
[8] https://www.openscied.org/instructional-materials/7-2-chemical-reactions-energy/
[8] http://stemteachingtools.org/brief/32
[8] http://stemteachingtools.org/brief/47
[6] https://epiclearning.web.unc.edu/covid/
[6] http://stemteachingtools.org/brief/28
[5] http://stemteachingtools.org/brief/14
[5] https://www.tandfonline.com/toc/uste20/32/7?nav=tocList&cookieSet=1

Top URLs in Tweet in G2:
[3] https://www.bluestudios.io/links?utm_content=bufferf7ee9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://twitter.com/RTLnieuws/status/1421749483742900229?s=19
[2] http://boxfresh.site/ngpage
[2] https://www.instagram.com/accounts/login/
[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://twitter.com/i/web/status/1421658367412477957

Top URLs in Tweet in G3:
[6] https://sites.google.com/stancoe.org/ca-ngss-statewide-implement/home
[3] https://wested.ent.box.com/s/4dr433malnm3tt0q0bfhugi7xr99b2va
[3] https://www.edreports.org/reports/overview/discovery-education-middle-school-science-2020
[3] http://stemteachingtools.org/brief/28
[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
[2] 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] http://stemteachingtools.org/brief/14
[2] https://media.vwr.com/ecatalog/index.html?catalog=2021WardsCatalogR3#page_348
[2] https://districtadministration.com/ngss-science-promotes-phenomena-based/

Top URLs in Tweet in G4:
[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 G5:
[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/physicsj/status/1444705931665702917
[1] https://twitter.com/i/web/status/1446292380089561088
[1] https://twitter.com/i/web/status/1446291253654654977
[1] https://twitter.com/gizmodoau/status/769171211452645377
[1] https://www.youtube.com/watch?v=jrEq4vHIcWc&feature=youtu.be

[1] https://twitter.com/catlin_tucker/status/1431325055368130562
[1] https://twitter.com/i/web/status/1444144796029755397

Top URLs in Tweet in G6:
[3] https://www.kidsatscience.org/
[2] https://www.definedlearning.com/ngss-guide/?utm_content=175802213&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[2] https://www.usnews.com/education/k12/articles/10-fun-stem-activities-for-kids
[2] https://www.carolyncombsbooks.com/blog/an-animal-a-month-beavers
[1] https://twitter.com/mrspamalba/status/1432715098506792966
[1] https://twitter.com/i/web/status/1439940054567329792
[1] https://static1.squarespace.com/static/58a20f47bf629aaf6b386e57/t/6057b6cc0af9103c1f7c81ec/1616361167105/Episode+4+GUIDE.pdf
[1] https://static1.squarespace.com/static/58a20f47bf629aaf6b386e57/t/6057b6d545562a231bf7931f/1616361176100/Episode+5+GUIDE.pdf
[1] https://static1.squarespace.com/static/58a20f47bf629aaf6b386e57/t/6057b6dfd5282308c76dc824/1616361187468/Episode+6+GUIDE.pdf
[1] https://www.papergirls.com/corecurriculum/episode-7-dev-astated-by-fame

Top URLs in Tweet in G7:
[2] https://www.tandfonline.com/toc/uste20/32/7?nav=tocList&cookieSet=1
[2] https://docs.google.com/document/d/1j9akcyOB_ojghSRGCvo6cdNnxjGwvU4MuxXv-YtNndM/edit
[1] https://twitter.com/i/web/status/1443721426440097793
[1] https://twitter.com/i/web/status/1443723345363550238
[1] https://twitter.com/i/web/status/1438227819696427026
[1] https://twitter.com/i/web/status/1432577754277449734
[1] https://www.vernier.com/2021/08/11/adopting-ngss-and-three-dimensional-learning-with-openscied-a-conversation-with-executive-director-jim-ryan/
[1] https://www.teachingchannel.com/blog/5-tips-for-blending-the-question-formulation-technique-qft-with-ngss#.XSYvZHbdSe4.twitter
[1] https://twitter.com/i/web/status/1443721275277393945
[1] https://www.ride.ri.gov/InstructionAssessment/Science.aspx#4496323-session-slide-decks

Top URLs in Tweet in G8:
[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/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
[1] https://twitter.com/_lnd_tv/status/1435165993861529609

Top URLs in Tweet in G9:
[28] https://www.inqits.com/
[3] https://www.inqits.com/training
[3] https://www.youtube.com/watch?v=w77zPAtVTuI&feature=youtu.be

[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
[1] https://twitter.com/i/web/status/1440017183485091840
[1] https://www.inqits.com/post/content-assistance-vs-science-practice-guidance

Top URLs in Tweet in G10:
[31] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[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:
[550] twitter.com
[109] stemteachingtools.org
[54] co.jp
[40] youtube.com
[40] mys.ci
[35] inqits.com
[31] peing.net
[29] google.com
[25] unc.edu
[22] definedlearning.com

Top Domains in Tweet in G1:
[145] twitter.com
[97] stemteachingtools.org
[13] openscied.org
[13] tandfonline.com
[10] uncoveringstudentideas.org
[9] wested.org
[8] nsta.org
[8] nextgenscience.org
[7] google.com
[6] youtube.com

Top Domains in Tweet in G2:
[60] twitter.com
[8] yuki-portal.com
[6] twigeducation.com
[6] bluestudios.io
[5] newswire.com
[3] instagram.com
[3] youtube.com
[3] icontact-archive.com
[2] nextgenscience.org
[2] knowatom.com

Top Domains in Tweet in G3:
[47] twitter.com
[8] stemteachingtools.org
[6] google.com
[6] nextgenscience.org
[4] edreports.org
[3] box.com
[2] nature.com
[2] forms.gle
[2] mmsa.org
[2] vwr.com

Top Domains in Tweet in G4:
[69] twitter.com
[54] co.jp
[18] livedoor.jp
[16] youtube.com
[11] mainichi.jp
[8] nikkan-gendai.com
[7] or.jp
[6] asahi.com
[4] radiko.jp
[2] oishiakiko.net

Top Domains in Tweet in G5:
[23] twitter.com
[1] sciencejournalforkids.org
[1] samlearner.com
[1] theconversation.com
[1] youtube.com
[1] teacherspayteachers.com
[1] lessonsforschool.com
[1] stemteachingtools.org
[1] stopdisastersgame.org
[1] concord.org

Top Domains in Tweet in G6:
[22] definedlearning.com
[20] twitter.com
[9] squidbooks.com
[4] squarespace.com
[3] kidsatscience.org
[2] usnews.com
[2] pbslearningmedia.org
[2] carolyncombsbooks.com
[1] papergirls.com
[1] youtube.com

Top Domains in Tweet in G7:
[14] twitter.com
[2] tandfonline.com
[2] google.com
[1] vernier.com
[1] teachingchannel.com
[1] ri.gov
[1] pinterest.com
[1] nsta.org

Top Domains in Tweet in G8:
[11] twitter.com
[1] spotify.com
[1] youtube.com

Top Domains in Tweet in G9:
[35] inqits.com
[12] twitter.com
[4] youtube.com
[1] google.com
[1] thewonderofscience.com
[1] nextgenstorylines.org

Top Domains in Tweet in G10:
[31] peing.net
[1] twitter.com
[1] unlo.me

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1449] ngss
[286] ngsschat
[192] scied
[178] stem
[141] science
[68] edtech
[61] phenomena
[42] scamdemic
[39] staycurious
[32] cangss



Top Hashtags in Tweet in G1:
[539] ngss
[210] ngsschat
[164] scied
[24] phenomena
[24] studenttalk
[22] equip
[22] teachclimate
[18] 3d
[18] scienceed
[17] nsta

Top Hashtags in Tweet in G2:
[66] ngss
[10] science
[7] ハニセレ2
[7] ハニーセレクト2
[6] stem
[5] ngsschat
[5] stemeducation
[4] education
[4] scienceteacher
[4] phenomenabasedlearning

Top Hashtags in Tweet in G3:
[136] ngss
[21] ngsschat
[14] cangss
[12] stem
[10] scied
[10] science
[8] phenomena
[6] worldspaceweek2021
[5] chemed
[5] cascience21

Top Hashtags in Tweet in G4:
[26] yahooニュース
[6] fm802
[5] 八神純子
[4] 矢井田瞳
[4] 池田市長選挙
[4] 維新のあるある言いたい
[3] 日刊ゲンダイdigital
[3] 池田市長選
[3] マラソン
[2] expo

Top Hashtags in Tweet in G5:
[55] ngss
[28] ngsschat
[25] mtedchat
[20] phenomena
[19] scitlap
[17] tlap
[15] scilap
[13] iteachscience
[12] crazypln
[8] educhat

Top Hashtags in Tweet in G6:
[72] ngss
[38] stem
[32] science
[22] pbl
[12] g2great
[11] education
[11] teachers
[10] edu
[9] stemeducation
[7] nonfiction

Top Hashtags in Tweet in G7:
[38] ngss
[12] openscied
[7] 7thgrade
[7] letsgolislelions
[6] dqb
[6] lislelearns
[5] ngsschat
[4] materials
[4] 8thgrade
[3] science

Top Hashtags in Tweet in G8:
[2] info
[2] newprofilepic
[1] freebritney

Top Hashtags in Tweet in G9:
[91] ngss
[50] edtech
[46] science
[31] stem
[28] microbit
[24] engineering
[24] codingisfun
[23] makers
[23] csk8
[19] virtual

Top Hashtags in Tweet in G10:
[26] 質問箱
[26] 匿名質問募集中
[5] 質問箱
[5] 圿名質問å‹ÿ集中

Top Words
Top Words in Tweet in Entire Graph:
[1453] #ngss
[1069] ngss
[1038] science
[570] students
[461] ngss_tweeps
[372] teachers
[350] learning
[313] more
[296] ss
[286] #ngsschat

Top Words in Tweet in G1:
[542] #ngss
[413] science
[393] ngss_tweeps
[261] ngss
[221] students
[214] stemteachtools
[210] #ngsschat
[170] teachers
[164] #scied
[161] share

Top Words in Tweet in G2:
[149] ngss
[66] #ngss
[54] science
[37] students
[28] standards
[21] ãƒ
[20] aligned
[19] learning
[19] more
[15] next

Top Words in Tweet in G3:
[148] science
[137] #ngss
[116] ngss
[56] school
[50] officialngss
[49] edreports
[48] students
[48] learning
[47] program
[42] stemteachtools

Top Words in Tweet in G4:
[106] æ
[87] ãƒ
[65] ç
[46] ϋ
[31] šã
[29] ªã
[28] ÿã
[26] #yahooニュース
[20] katakorinaoshi1
[19] expo2025n

Top Words in Tweet in G5:
[69] lgates_science
[59] use
[55] #ngss
[48] drop
[47] simulation
[47] lets
[47] raindrop
[47] anywhere
[47] watch
[47] ends

Top Words in Tweet in G6:
[72] #ngss
[57] ngss
[42] science
[42] students
[40] standards
[38] #stem
[34] free
[33] help
[33] next
[32] #science

Top Words in Tweet in G7:
[38] science
[38] #ngss
[16] ss
[16] openscied
[16] unit
[13] grade
[13] amplify
[12] teachers
[12] scientists
[12] #openscied

Top Words in Tweet in G8:
[10] eugenieatinault
[9] jp_ngss
[8] ce
[8] itachiofwgkta
[7] par
[7] ai
[6] câ
[6] tout
[5] oh
[5] mes

Top Words in Tweet in G9:
[91] #ngss
[55] rasmuscarlsson8
[50] #edtech
[46] #science
[43] strawbees
[39] students
[39] ss
[31] #stem
[28] #microbit
[27] mrkpyp

Top Words in Tweet in G10:
[104] masamasa_ngss
[91] ãƒ
[57] ç
[50] pgirjoqzubtauy1
[41] æ
[28] ªã
[26] みんなからの匿名質問を募集中
[26] こんな質問に答えてるよ
[26] どんな人がタイプですか
[26] プロフの

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[139] special,issue
[119] ãƒ,ãƒ
[110] ø,ù
[104] ù,ø
[93] #ngss,#ngsschat
[84] middle,school
[77] ø,ø
[71] ngss,aligned
[70] learn,more
[69] #ngss,special

Top Word Pairs in Tweet in G1:
[134] special,issue
[66] #ngss,instructional
[65] #ngss,special
[65] instructional,materials
[58] philiplbell,pls
[53] #ngsschat,#ngss
[50] #ngss,#ngsschat
[47] #ngss,#scied
[43] #scied,#ngsschat
[41] pls,share

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

Top Word Pairs in Tweet in G3:
[38] middle,school
[35] school,science
[35] science,program
[32] program,received
[30] science,education
[29] received,edreports
[26] designed,ngss
[26] ngss,top
[25] honored,middle
[25] gateway,designed

Top Word Pairs in Tweet in G4:
[56] ãƒ,ãƒ
[22] æ,æ
[15] 矢井田,瞳
[12] ϋ,؋
[11] ç,æ
[10] れいわ新選組,大石あきこ
[10] 維新,馬場伸幸幹事長の公設秘書が地元npoで
[10] 馬場伸幸幹事長の公設秘書が地元npoで,無許可兼業
[10] 無許可兼業,newsポストセブン
[10] ç,ç

Top Word Pairs in Tweet in G5:
[47] simulation,lets
[47] lets,drop
[47] drop,raindrop
[47] raindrop,anywhere
[47] anywhere,watch
[47] watch,ends
[47] ends,use
[46] lgates_science,simulation
[37] use,sâ
[20] #ngss,#ngsschat

Top Word Pairs in Tweet in G6:
[33] science,standards
[32] next,generation
[32] generation,science
[21] places,students
[18] standards,ngss
[15] performance,tasks
[15] students,role
[13] free,#pbl
[13] #pbl,unit
[13] unit,grades

Top Word Pairs in Tweet in G7:
[8] openscied,unit
[6] grade,teachers
[6] amplify,writing
[6] school,science
[6] super,neat
[6] neat,finish
[6] finish,one
[6] one,openscied
[6] unit,ss
[6] ss,apply

Top Word Pairs in Tweet in G8:
[3] mes,potes
[3] elles,ont
[2] love,much
[2] 2005,2010
[2] 2010,etc
[2] deja,vintage
[2] vintage,svp
[2] sasuke,returning
[2] returning,leaf
[2] leaf,village

Top Word Pairs in Tweet in G9:
[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 G10:
[45] ãƒ,ãƒ
[26] 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
[26] こんな質問に答えてるよ,どんな人がタイプですか
[26] どんな人がタイプですか,プロフの
[26] プロフの,ってなんですか
[26] ってなんですか,#質問箱
[26] #質問箱,#匿名質問募集中
[21] æ,æ
[13] ç,ç
[10] ªå,ÿé

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

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

Top Replied-To in G3:
@ngss_tweeps
@bmsscienceteach
@williamfranzell
@ndbekah
@nats_science
@lgates_science
@srvusd_ngss
@leadinsci
@edreports
@gigifields1995

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

Top Replied-To in G5:
@ngss_tweeps
@kollmanrebecca
@pentaclethra
@33heupel
@sbottasullivan
@miss_schilling_
@tedwillard2061
@daleyscience
@cenewman0
@science_serwin

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

Top Replied-To in G7:
@lislejhscience
@kaneoheel
@nkeigher
@curriculummatrs

Top Replied-To in G8:
@jp_ngss
@diodionychopper
@itachiofwgkta
@eugenieatinault
@hokusai_76
@diobrandnewcar
@leacpasmoi
@jeffhardystan
@tezcali_ratz

Top Replied-To in G9:
@strawbees
@joshwoodg
@davidleeedtech

Top Replied-To in G10:
@masamasa_ngss
@pgirjoqzubtauy1
@ryuuu1624
@9seidqevdzgpyho
@kitamuradaisuki
@gdgdgyo
@atuatulife
@ta_neko_ke0316
@hiroro1997
@showhuooo

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

Top Mentioned in G1:
@ngss_tweeps
@stemteachtools
@openscied
@dtcampbe
@jste1924
@philiplbell
@nsta
@ctskeeley
@okheelee_
@iris_epo

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

Top Mentioned in G3:
@officialngss
@edreports
@stemteachtools
@discoveryed
@ngssphenomena
@nextgenscience
@k12alliance
@ngss_tweeps
@cascience
@openscied

Top Mentioned in G4:
@katakorinaoshi1
@expo2025n
@oishiakiko
@kakopontan
@decultureepcmd
@fusyokuro
@asobiosentoya
@hoshinonozomimi
@memenyan_ikiru

Top Mentioned in G5:
@lgates_science
@kispride
@robzook1
@ngss_tweeps
@mollywellner1
@jerjacobsen250
@concorddotorg
@openscied
@ngssphenomena
@officialngss

Top Mentioned in G6:
@definedlearning
@mstewartscience
@jaymctighe
@kidsatscience2
@jenwilliamsedu
@chem_tweets
@ste
@cinehead
@dailystem
@mrspamalba

Top Mentioned in G7:
@openscied
@amplify
@gretchenmilary
@svusdschools
@paisleylisa
@lislejhscience
@santiago_steam
@tammycayuela
@nkeigher
@escherlearn

Top Mentioned in G8:
@eugenieatinault
@_lnd_tv
@itachiofwgkta
@tezcali_ratz
@inoueart
@kimyuuuuumi
@kuvosa
@lilydont
@jp_ngss
@gettinganimated

Top Mentioned in G9:
@rasmuscarlsson8
@strawbees
@mrkpyp
@edtech_isf
@makeylindsay
@inqits
@joshwoodg
@kmclass
@steamtechsam
@kollmanrebecca

Top Mentioned in G10:
@pgirjoqzubtauy1
@9seidqevdzgpyho
@masamasa_ngss
@kitamuradaisuki
@amberofficial_g
@unlo_me
@shanben_yuren
@hinata_mg12
@katu___hei
@togemaru74

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

Top Tweeters in G1:
@sustaintrends
@llhawaii
@fabriciosx
@alicekeeler
@jane__eden
@blkhwk0ps
@zettie_geez
@goldringi
@cirquelar
@txpts777

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

Top Tweeters in G3:
@b0tsci
@scicommbot
@mbowmanscience
@joe4rialtousd
@vxjoe
@lewis1jj
@meaghanofeire
@educationgadfly
@noapp4pedagogy
@andreabeaty

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

Top Tweeters in G5:
@begoniaarizona
@jc_james_clark
@thartman2u
@richardklee1
@kevinmslee
@ejoep
@evo_explorer
@henneld_edu
@lhighfill
@cenewman0

Top Tweeters in G6:
@leesutton4
@stem_nastics
@stem_ai
@krissymom2
@jenwilliamsedu
@dailystem
@franmcveigh
@mstewartscience
@jdsniadecki
@zinnedproject

Top Tweeters in G7:
@pblworks
@cai_mommy
@ozobot
@curriculummatrs
@curriculumrocks
@rightquestion
@ridepted
@amplify
@jftrey
@vernierst

Top Tweeters in G8:
@deen8
@comocoturc_
@itachiofwgkta
@f0lake
@authorninaperez
@jumo_rom
@kimyuuuuumi
@reaper_szn
@mastermalou
@reijin

Top Tweeters in G9:
@scalarhumanity
@robotconsumer
@markj_ohnson
@deckeye
@vectorborg
@scas
@shirky17
@alexis_tth
@cfdezmunin
@commonsenseed

Top Tweeters in G10:
@trainm_89
@achive_yu
@hiroro1997
@ebimarojp
@showhuooo
@togemaru74
@soysourta
@ken_suke_tapumo
@atuatulife
@04mxu