ngss, Twitter, 5/24/2022 7:18:04 AM, 276966


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ngss_2022-05-23_23-15-00.xlsx
ngss_2022-05-23_23-15-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 24, 2022
Short Description:
ngss via NodeXL https://bit.ly/38aYk3O
@ngss_tweeps
@freeler_ngss
@this0499154500
@ngssphenomena
@stem_ai
@officialngss
@openscied
@nsta
@edreports
@jessicafgwrites

Top hashtags:
#ngss
#れいわ新選組
#ngsschat
#stem
#山本太郎
#science
#scied
#カジノ中止の正念場
#大石あきこ
#やはた愛

Description:
Description
The graph represents a network of 3,905 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, 24 May 2022 at 06:25 UTC.

The requested start date was Tuesday, 24 May 2022 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 68-day, 22-hour, 4-minute period from Wednesday, 16 March 2022 at 01:56 UTC to Tuesday, 24 May 2022 at 00:01 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 : 3905
Unique Edges : 3763
Edges With Duplicates : 14237
Total Edges : 18000
Number of Edge Types : 5
MentionsInRetweet : 5550
Retweet : 4562
Replies to : 1170
Tweet : 3390
Mentions : 3328
Self-Loops : 3419
Reciprocated Vertex Pair Ratio : 0.072299501974927
Reciprocated Edge Ratio : 0.134849455477258
Connected Components : 491
Single-Vertex Connected Components : 224
Maximum Vertices in a Connected Component : 2422
Maximum Edges in a Connected Component : 14743
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.371152
Graph Density : 0.000409573686530509
Modularity : 0.300871
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 3,905 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, 24 May 2022 at 06:25 UTC.

The requested start date was Tuesday, 24 May 2022 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 68-day, 22-hour, 4-minute period from Wednesday, 16 March 2022 at 01:56 UTC to Tuesday, 24 May 2022 at 00:01 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:
[34] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[20] https://fordhaminstitute.org/ohio/commentary/assessing-standards-aligned-physical-science-curriculum
[18] https://www.youtube.com/watch?v=1tpNUbvTHjM&feature=youtu.be

[14] https://stemteachingtools.org/pd/playlist-talk
[14] https://www.csats.psu.edu/overview-of-csats-programs/academic-year-workshops/isteam-workshops#registration
[13] https://vosaka.net/
[13] https://myventure.us/venture
[11] https://vosaka.net/archives/4702
[10] https://www.youtube.com/c/oishiakiko?app=desktop
[8] https://twitter.com/kakopontan/status/1527558535361736705

Top URLs in Tweet in G1:
[12] https://stemteachingtools.org/pd/playlist-talk
[8] https://myemail.constantcontact.com/subject.html?soid=1126116988583&aid=fznbyWZf9kg
[7] https://www.petitions.net/improving_ca_science_education_ab_2565_amendment?utm_source=Petitions.net&utm_campaign=AB+2565
[4] https://www.nextgenscience.org/three-dimensions
[4] https://www.openscied.org/teacher-resources/
[3] https://www.nationalacademies.org/our-work/taking-stock-of-ngss-implementation-a-summit
[3] https://www.nsta.org/science-teacher/science-teacher-mayjune-2022/how-does-our-garden-grow
[2] https://www.edx.org/course/evaluating-student-work-performance-assessments-guide-ngss-teaching-learning?utm_campaign=social-sharing-course-page&utm_medium=social&utm_source=twitter
[2] https://twitter.com/SciJeanne/status/1521864374893223936
[2] https://twitter.com/abeslo/status/1502494288315310082

Top URLs in Tweet in G2:
[18] https://www.youtube.com/watch?v=1tpNUbvTHjM&feature=youtu.be

[13] https://vosaka.net/
[11] https://vosaka.net/archives/4702
[10] https://www.youtube.com/c/oishiakiko?app=desktop
[8] https://www.shugiintv.go.jp/jp/
[8] https://twitter.com/kakopontan/status/1527558535361736705
[7] https://www.youtube.com/watch?v=ffPUCEjp7d0&feature=youtu.be

[7] https://www.youtube.com/watch?v=78t4DXivgFc&feature=youtu.be

[6] https://news.yahoo.co.jp/articles/baf471066bf6c6a0a0e173c72312e5b345ac1230
[6] https://note.com/suidou_hakase/n/nedb800d206e2

Top URLs in Tweet in G3:
[3] https://amp.interestingengineering.com/a-startup-just-created-a-urine-powered-lantern
[2] https://docs.google.com/presentation/d/1504_0RCCtU1tbxEjQpfrn_F-UrZNDWlBE6iweIoJVzo/edit?usp=sharing
[2] https://twitter.com/i/spaces/1OwGWzElEgWKQ
[1] https://twitter.com/i/web/status/1506107978721726465
[1] https://twitter.com/i/web/status/1508092591518076933
[1] https://twitter.com/CyanoTracker/status/1510939824391442438
[1] https://twitter.com/i/web/status/1513558286464958472
[1] https://twitter.com/myrmecos/status/1515330377216364552
[1] https://arxiv.org/pdf/1103.1084.pdf
[1] https://www.nationofchange.org/2022/04/18/not-extinct-after-all-first-widely-accepted-sighting-of-ivory-billed-woodpecker-since-1944/

Top URLs in Tweet in G4:
[34] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[9] https://fordhaminstitute.org/ohio/commentary/assessing-standards-aligned-physical-science-curriculum
[4] https://www.creosityspace.com/store/c1/Featured_Products.html
[2] http://boxfresh.site/ngpage
[2] https://brownstone.org/articles/why-is-an-entire-generation-ignorant-of-cell-biology/
[1] https://ngss.kognity.com/our-events/ascd/
[1] https://twitter.com/i/web/status/1505921845492649984
[1] https://twitter.com/i/web/status/1506140993866940416
[1] https://twitter.com/i/web/status/1506155294484836355
[1] https://twitter.com/i/web/status/1506257965384273930

Top URLs in Tweet in G5:
[7] https://ngss.kognity.com/our-events/iste22/?utm_source=twitter&utm_medium=social_paid&utm_campaign=iste22&utm_content=ngss
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[4] https://www.inqits.com/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[3] https://www.definedlearning.com/webinar-empowering-educators-and-students-to-meet-the-new-science-standards/?utm_content=201350833&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=275083
[3] https://www.pbs.org/wgbh/nova/article/shark-week-marine-science-diversity/
[3] https://www.carolinaopenscied.com/?utm_source=carolina&utm_medium=vanity&utm_campaign=openscied
[2] https://www.definedlearning.com/webinar-empowering-educators-and-students-to-meet-the-new-science-standards/?utm_content=204198217&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273752

Top URLs in Tweet in G6:
[3] https://www.jessicafriesgaither.com/single-post/new-book-science-notebooks-in-student-centered-classrooms
[2] https://www.jessicafriesgaither.com/single-post/join-me-for-a-book-study
[1] https://www.jessicafriesgaither.com/single-post/practice-makes-progress-critiques-in-the-science-classroom
[1] https://www.jessicafriesgaither.com/single-post/
[1] https://twitter.com/i/web/status/1513161392198717441
[1] https://twitter.com/brownpatrick8/status/1512420194676789248
[1] https://my.nsta.org/event/science-notebooks-in-student-centered-classrooms-professional-book-study-for-k-1
[1] https://my.nsta.org/resource/125063
[1] https://www.reddit.com/r/ScienceTeachers/comments/tx0zqw/what_was_your_struggle_in_understanding_ngss5e/
[1] https://www.reddit.com/r/ScienceTeachers/comments/u6plop/does_anyone_actually_teach_ngss_high_school/

Top URLs in Tweet in G7:
[2] https://music.apple.com/fr/album/majora-ep/1613411149
[2] https://distrokid.com/hyperfollow/klefman/faune
[2] https://distrokid.com/hyperfollow/klefman/discover
[2] https://twitter.com/i/spaces/1ZkKzbVOOEaKv
[1] https://twitter.com/jojo_wiki/status/1507641441128001536
[1] https://twitter.com/cowboysharkboy/status/1510713335347658766
[1] https://twitter.com/lentycreates/status/1526647844265938947
[1] https://twitter.com/ikerlequerre/status/1528337743453077506
[1] https://twitter.com/Naija_PR/status/1526942453844135937
[1] https://twitter.com/shizuu_mugi/status/1526575836987523077

Top URLs in Tweet in G8:
[2] https://www.edreports.org/resources/article/we-can-ignite-our-voices-to-advocate-for-quality-materials?utm_medium=organic&utm_source=twitter&utm_campaign=video-rundown-may-2022
[2] https://www.edreports.org/resources/article/data-snapshot-k-12-science-instructional-materials
[2] https://www.edreports.org/resources/article/data-snapshot-k-12-science-instructional-materials?utm_medium=organic&utm_source=twitter&utm_campaign=annual-report-may-2022
[1] https://www.edreports.org/resources/article/5-common-questions-teachers-are-asking-about-ngss-designed-science-materials?utm_medium=paid&utm_source=twitter&utm_campaign=sci-webinar-jan-2022
[1] https://twitter.com/i/web/status/1509930038417715205
[1] https://my.nsta.org/conferences/sessions.aspx?id=2022hou&strand=&topic=&type=Presentation&grade=&keyword=edreports&day=0
[1] https://twitter.com/OfficialNGSS/status/1515003020651737090
[1] https://twitter.com/i/web/status/1506335651884507139
[1] https://twitter.com/i/web/status/1526201824922976256
[1] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs10698-022-09427-w

Top URLs in Tweet in G9:
[2] https://dengekionline.com/articles/115528/
[2] https://www.youtube.com/channel/UCahaLrrL_nlUGzVG37tJ40Q
[1] https://twitter.com/akise_ngs/status/1503715566825394180
[1] https://twitter.com/akise_ngss/status/1506335264204996608
[1] https://16test.uranaino.net/entr/poke/4
[1] https://twitter.com/akise_ngss/status/1524047426080100358
[1] https://ngs.pso2-makapo.com/stellar-grace/
[1] https://www.youtube.com/watch?v=3eH6jC01eME&feature=youtu.be

[1] https://www.youtube.com/watch?v=GeLKLBCz0u0&feature=youtu.be

[1] https://twitter.com/maka_ngs/status/1508307811385884676

Top URLs in Tweet in G10:
[3] http://oceantracks.org/
[3] https://mailchi.mp/ad96b805e70b/april-2022?e=b497df04de
[3] https://www.lab-aids.com/tinkering-labs
[2] https://prescientist.org/for-teachers/
[1] https://stemforall2021.videohall.com/presentations/2097
[1] https://cadrek12.org/spotlight-earth-environmental-science
[1] https://cadrek12.org/resources/modeling-science-education-synthesis-recent-discovery-research-prek-12-projects
[1] https://stemforall2022.videohall.com/
[1] http://oceansofdata.org/our-work/edc-earth-science
[1] http://oceansofdata.org/our-work/teacher-resources

Top Domains
Top Domains in Tweet in Entire Graph:
[803] twitter.com
[254] youtube.com
[166] co.jp
[80] vosaka.net
[34] reiwa-shinsengumi.com
[34] peing.net
[31] google.com
[28] nsta.org
[27] or.jp
[27] mainichi.jp

Top Domains in Tweet in G1:
[88] twitter.com
[18] nextgenscience.org
[18] stemteachingtools.org
[10] youtube.com
[9] google.com
[8] constantcontact.com
[8] nsta.org
[8] wested.org
[7] petitions.net
[5] oercommons.org

Top Domains in Tweet in G2:
[405] twitter.com
[230] youtube.com
[166] co.jp
[80] vosaka.net
[34] reiwa-shinsengumi.com
[27] mainichi.jp
[27] or.jp
[16] note.com
[14] asahi.com
[14] go.jp

Top Domains in Tweet in G3:
[26] twitter.com
[5] google.com
[3] interestingengineering.com
[2] youtube.com
[2] crscience.org
[1] arxiv.org
[1] nationofchange.org
[1] chemistryworld.com
[1] birdcast.info
[1] nsf.gov

Top Domains in Tweet in G4:
[75] twitter.com
[34] peing.net
[13] yuki-portal.com
[9] fordhaminstitute.org
[5] teachingsciencein3d.com
[4] teacherspayteachers.com
[4] creosityspace.com
[2] boxfresh.site
[2] businesswire.com
[2] twigeducation.com

Top Domains in Tweet in G5:
[15] nodexlgraphgallery.org
[14] kognity.com
[13] twitter.com
[8] definedlearning.com
[8] pbslearningmedia.org
[8] pbs.org
[4] inqits.com
[3] carolinaopenscied.com
[3] sciencebuddies.org
[2] carolina.com

Top Domains in Tweet in G6:
[7] jessicafriesgaither.com
[7] twitter.com
[5] nsta.org
[5] reddit.com
[2] patbrownedu.com
[1] uncoveringstudentideas.org
[1] mailchi.mp
[1] dataspire.org
[1] eventbrite.com
[1] laurakzimmermann.com

Top Domains in Tweet in G7:
[14] twitter.com
[4] distrokid.com
[2] apple.com
[1] pouilleux.se

Top Domains in Tweet in G8:
[8] edreports.org
[6] twitter.com
[1] nsta.org
[1] springer.com
[1] greenninja.org

Top Domains in Tweet in G9:
[4] twitter.com
[4] youtube.com
[2] dengekionline.com
[1] uranaino.net
[1] pso2-makapo.com

Top Domains in Tweet in G10:
[4] lab-aids.com
[3] oceantracks.org
[3] mailchi.mp
[2] videohall.com
[2] cadrek12.org
[2] oceansofdata.org
[2] prescientist.org
[2] twitter.com
[1] pbslearningmedia.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1157] ngss
[323] れいわ新選組
[311] ngsschat
[200] stem
[171] 山本太郎
[148] science
[120] scied
[100] カジノ中止の正念場
[97] 大石あきこ
[84] やはた愛



Top Hashtags in Tweet in G1:
[297] ngss
[210] ngsschat
[87] scied
[33] science
[20] biology
[20] nselals2022
[20] scichat
[19] cangss
[19] nextgentime
[16] brillianceandstrengths

Top Hashtags in Tweet in G2:
[321] れいわ新選組
[170] 山本太郎
[100] カジノ中止の正念場
[96] 大石あきこ
[84] やはた愛
[81] カジノの是非は府民が決める
[50] くしぶち万里
[47] れいわ
[44] カジノより大事なもの
[36] yahooニュース

Top Hashtags in Tweet in G3:
[84] ngss
[64] ngsschat
[20] iteachchem
[11] nsta
[7] esms
[7] researchquest
[6] science
[5] potd
[4] scienceeducation
[3] cangss

Top Hashtags in Tweet in G4:
[55] ngss
[31] 質問箱
[31] 匿名質問募集中
[15] stem
[14] science
[12] ハニセレ2
[12] ハニーセレクト2
[8] aerosole
[8] luftfilter
[8] openairstattausgangssperre

Top Hashtags in Tweet in G5:
[129] ngss
[56] stem
[34] earthday
[33] science
[30] sschat
[21] iste22
[19] k12
[16] scienceed
[14] edtech
[14] hookedonscience

Top Hashtags in Tweet in G6:
[34] ngss
[11] nsta
[9] stem
[7] sciencenotebooks
[7] scied
[5] teachers
[4] ngsschat
[4] k12
[4] traits
[3] nsta22

Top Hashtags in Tweet in G7:
[2] roytybw
[2] elden_ring
[2] newprofilepic
[2] pixelwar
[2] nouvellephotodeprofil

Top Hashtags in Tweet in G8:
[60] ngss
[24] didyouknow
[8] pbl
[3] nsta22
[3] nsta
[2] stemeducation
[2] engineeringdesign
[2] studentcentered
[2] craea
[2] youcandoitall

Top Hashtags in Tweet in G9:
[55] pso2ngs
[49] メンテの日なのでssを貼る
[47] pso2ngs_ss
[43] メンテの日なのでssを貼る
[15] メンテの日なのでss貼る
[10] フォロワーのアークスぜrtしてく゜てまだ見ぬアークスと繋ぜ゚ãÿい
[9] メンテの日なのでss貼る
[7] メンテの日じゃないけどssを貼る
[5] フォロワーのアークスがrtしてくれてまだ見ぬアークスと繋がりたい
[5] pso2

Top Hashtags in Tweet in G10:
[19] ngss
[11] earthscience
[8] stemed
[8] elementarystem
[7] edchat
[5] nsffunded
[5] earthday
[5] stem
[4] nsta22
[4] middleschool

Top Words
Top Words in Tweet in Entire Graph:
[1168] science
[1157] #ngss
[1087] æ
[1017] ngss
[810] ãƒ
[577] ç
[573] students
[499] ngssphenomena
[489] ngss_tweeps
[427] teachers

Top Words in Tweet in G1:
[475] science
[301] ngss_tweeps
[297] #ngss
[291] ngss
[230] students
[210] #ngsschat
[153] openscied
[133] teachers
[132] talk
[124] learning

Top Words in Tweet in G2:
[979] æ
[532] ç
[488] ãƒ
[333] ϋ
[310] #れいわ新選組
[300] ªã
[271] šã
[270] ÿã
[174] oishiakiko
[165] #山本太郎

Top Words in Tweet in G3:
[405] ngssphenomena
[217] one
[168] same
[157] before
[150] day
[150] 18
[148] st
[147] spot
[147] months
[146] mount

Top Words in Tweet in G4:
[172] ngss
[66] science
[55] #ngss
[31] みんなからの匿名質問を募集中
[31] こんな質問に答えてるよ
[31] どんな人がタイプですか
[31] プロフの
[31] ってなんですか
[31] #質問箱
[31] #匿名質問募集中

Top Words in Tweet in G5:
[129] #ngss
[56] #stem
[44] ticket
[43] lesson
[39] science
[39] students
[35] newshourextra
[34] #earthday
[33] plan
[33] #science

Top Words in Tweet in G6:
[81] science
[69] book
[60] student
[54] jessicafgwrites
[53] notebooks
[48] copy
[46] know
[43] teachers
[42] fellow
[40] appreciate

Top Words in Tweet in G7:
[16] ça
[14] anime
[12] mais
[12] thread
[11] ce
[10] jp_ngss
[9] bleach
[9] manga
[8] itachiofwgkta
[7] plus

Top Words in Tweet in G8:
[64] science
[60] #ngss
[59] teachers
[45] edreports
[38] materials
[29] use
[28] before
[24] #didyouknow
[24] nearly
[24] quarter

Top Words in Tweet in G9:
[276] ãƒ
[111] akise_ngss
[86] æ
[75] ªã
[66] #ãƒ
[55] #pso2ngs
[49] #メンテの日なのでssを貼る
[47] #pso2ngs_ss
[44] ssã
[39] ϋ

Top Words in Tweet in G10:
[36] labaids
[32] data
[27] oceansofdata
[27] looking
[26] stem
[24] teachers
[21] students
[19] #ngss
[14] school
[13] science

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[408] ãƒ,ãƒ
[160] æ,æ
[152] one,day
[151] day,before
[150] mount,st
[150] st,helens
[150] helens,photographed
[150] photographed,same
[150] same,spot
[150] spot,one

Top Word Pairs in Tweet in G1:
[42] science,teachers
[42] #ngsschat,#ngss
[38] science,units
[37] place,based
[37] #ngss,#ngsschat
[36] philiplbell,pls
[35] tools,support
[33] based,phenomena
[33] teacher,tools
[33] tools,resources

Top Word Pairs in Tweet in G2:
[227] ãƒ,ãƒ
[151] æ,æ
[94] ç,æ
[80] æ,ç
[56] æ,œã
[53] šã,æ
[51] œã,æ
[48] ç,ç
[41] #れいわ新選組,#山本太郎
[40] ãƒ,ç

Top Word Pairs in Tweet in G3:
[147] one,day
[146] mount,st
[146] st,helens
[146] helens,photographed
[146] photographed,same
[146] same,spot
[146] spot,one
[146] day,before
[146] before,four
[146] four,months

Top Word Pairs in Tweet in G4:
[31] 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
[31] こんな質問に答えてるよ,どんな人がタイプですか
[31] どんな人がタイプですか,プロフの
[31] プロフの,ってなんですか
[31] ってなんですか,#質問箱
[31] #質問箱,#匿名質問募集中
[17] ãƒ,ãƒ
[12] ngss,aligned
[12] ハニセレ2勝手にアップローダー更新情報,#ハニセレ2
[12] #ハニセレ2,#ハニーセレクト2

Top Word Pairs in Tweet in G5:
[33] lesson,plan
[30] #earthday,lesson
[30] plan,#sschat
[30] #sschat,#ngss
[30] #ngss,discuss
[30] discuss,'don't
[30] 'don't,look
[30] look,up'
[30] up',moments
[30] moments,history

Top Word Pairs in Tweet in G6:
[53] science,notebooks
[51] notebooks,student
[45] copy,book
[44] book,science
[40] fellow,teachers
[40] teachers,know
[40] know,appreciate
[40] appreciate,giving
[40] giving,away
[40] away,copy

Top Word Pairs in Tweet in G7:
[4] 10,ans
[4] trop,content
[4] comme,ça
[4] manga,panel
[4] manga,panels
[3] elden,ring
[3] dont,ils
[3] ils,sont
[3] sont,coupables
[3] ma,vie

Top Word Pairs in Tweet in G8:
[25] science,teachers
[24] #didyouknow,nearly
[24] nearly,quarter
[24] quarter,science
[24] teachers,regularly
[24] regularly,use
[24] use,materials
[24] materials,developed
[24] developed,before
[24] before,#ngss

Top Word Pairs in Tweet in G9:
[156] ãƒ,ãƒ
[64] #ãƒ,ãƒ
[57] ãƒ,æ
[54] æ,ªã
[44] ªã,ssã
[28] #pso2ngs,#pso2ngs_ss
[18] œã,šã
[16] ssã,#ãƒ
[16] #pso2ngs_ss,#ãƒ
[13] ç,œã

Top Word Pairs in Tweet in G10:
[12] teachers,looking
[8] earth,science
[8] looking,forward
[8] forward,2022
[8] 2022,stem
[8] stem,video
[8] video,showcase
[8] showcase,10
[8] 10,17
[8] 17,several

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@akise_ngss
@trhk_ngss
@katydornbos
@ngss_official
@hiyoriot
@ngss_rk
@scijeanne
@ngss_0526
@sbottasullivan

Top Replied-To in G1:
@ngss_tweeps
@scijeanne
@sbottasullivan
@xeno_lith
@bmsscienceteach
@richbacolor
@ct_bergstrom
@drloriandersen
@lhaywoodscience
@amalibourk

Top Replied-To in G2:
@ilprqslxbrk3qsw
@shoji_kaoru
@naotokan
@yamaken_hirap
@kakopontan
@cal215
@pretty_occho
@decultureepcmd
@satoken24767
@queen60shinken

Top Replied-To in G3:
@katydornbos
@ngss_tweeps
@mrs_chemistry
@anjanaiyer
@key2chem
@bmsscienceteach
@hpcos1
@grandpatroyreid
@macchica26
@wandabryant

Top Replied-To in G5:
@ngss_tweeps
@birdbraintech
@chopscidesign
@kognityed

Top Replied-To in G6:
@ngss_tweeps
@jessicafgwrites
@andrewssusanm

Top Replied-To in G7:
@jp_ngss
@souley_cmr
@itachiofwgkta
@medhillusion
@diodionychopper
@totorugroku
@iichlban
@diobrandnewcar
@oupsleblond
@insaneletterbox

Top Replied-To in G8:
@edreports
@explorelearning
@sammylfranzese
@istationed
@missbsciteacher
@msmagaryphysics
@centralrivers

Top Replied-To in G9:
@akise_ngss
@hiyoriot
@remi_april
@hoshinekonedjem
@erie_violet
@pso2sakura1
@yamato_pc
@m_teabreaktime
@sion_pso2love
@ddrianredrain

Top Replied-To in G10:
@ngss_tweeps

Top Mentioned
Top Mentioned in Entire Graph:
@ngssphenomena
@ngss_tweeps
@openscied
@oishiakiko
@ilprqslxbrk3qsw
@philiplbell
@jessicafgwrites
@officialngss
@nsta
@scijeanne

Top Mentioned in G1:
@ngss_tweeps
@openscied
@philiplbell
@scijeanne
@stemteachtools
@officialngss
@ngssphenomena
@nsta
@bscsorg
@nselascience

Top Mentioned in G2:
@oishiakiko
@ilprqslxbrk3qsw
@katakorinaoshi1
@ushimituiiniku
@reiwawakamono
@kakopontan
@hiramatsu_osaka
@aiainstein
@pretty_occho
@s_hakase

Top Mentioned in G3:
@ngssphenomena
@ngss_tweeps
@snapgse
@katydornbos
@googleforedu
@nhs_titans
@ngsssfocus
@nats_science
@openscied
@johannabrown

Top Mentioned in G4:
@creosityspace
@kidsread09

Top Mentioned in G5:
@newshourextra
@openscied
@novaeducation
@kispride
@educatoralex
@this0499154500
@vmcc_scienceed
@kognityed
@robzook1
@nassimretiere

Top Mentioned in G6:
@jessicafgwrites
@ctskeeley
@nsta
@ngssphenomena
@ngss_tweeps
@openscied
@katesor1027
@scienceonseven
@shscilabteacher
@laurak_pbwriter

Top Mentioned in G7:
@itachiofwgkta
@klefman_
@diodionychopper
@iobbbu
@irisxsama
@johnnyspittin
@jp_ngss
@marodelaspada
@d_kumii
@souley_cmr

Top Mentioned in G8:
@edreports
@jenbreslergps
@greenwichpssci
@sammylfranzese
@mjdamico_gps
@drjones_gps
@butterfly_byram
@cmsadmins
@cms_ap
@ms_trombetta

Top Mentioned in G9:
@akise_ngss
@sion_pso2love
@ashy_kyu
@yamato_pc
@tetsupso2ship6
@pso2sakura1
@akise_ngs
@hisui_ship5
@mery_a_ramsviel

Top Mentioned in G10:
@oceansofdata
@labaids
@nsf
@letterspresci
@tinkeringlabs
@tinkeringl
@nbpts
@knowlesteachers
@milken
@nsta

Top Tweeters
Top Tweeters in Entire Graph:
@ohmybeautybank
@lizditz
@ndtv
@sbyfess
@paytmcare
@brandonmscales
@ronaldclarke
@mcdonalds
@convomf
@askrlfess

Top Tweeters in G1:
@lizditz
@whysharksmatter
@flipgrid
@tbdnonymous
@myminimine
@philshapiro
@irasocol
@codeforpdx
@kevinrj
@eswillwalker

Top Tweeters in G2:
@ronaldclarke
@pretty_occho
@jijicom
@yoox5135
@oosakahaoosaka
@hrskksrh
@mainichijpnews
@pom_pom_pee
@nesipink
@smoketree1

Top Tweeters in G3:
@ambiimoore
@dmellieon
@mdtoorder
@mtalpas
@vinivinidogo
@macchica26
@im_x1
@carolwh39009963
@kellyjohnsonhas
@doctorcherokee

Top Tweeters in G4:
@newsfrombw
@a0s9p0e2ha
@chriskarlknecht
@claesclasse
@binberlinerin
@_sg93__
@rroberthon
@susanneschaffe2
@evadregand
@jembermfs

Top Tweeters in G5:
@brandonmscales
@tkysk8r
@_coolstorycori_
@ht4ecosocialism
@botfemale
@glamama
@iamdrwill
@newshour
@googlelilchappy
@maryjanekeao

Top Tweeters in G6:
@mikanixonable
@sciencecat222
@mrs_deebuck
@andrewssusanm
@npca
@twosmartbunnies
@peacecorps
@r_benavides2
@bemyconstant_
@nysmtp

Top Tweeters in G7:
@mommymilfiger
@alshymi
@yungnegrowski
@sarch11e
@asodi_23
@itachiofwgkta
@marodelaspada
@nosmiccigga
@juishevko
@tatianadevoe

Top Tweeters in G8:
@33kindnessrulz
@urfagundem
@lynneleerevis
@bbsutton
@explorelearning
@dgburris
@thalesnemo
@amypento
@lopezforri
@pennyli53329443

Top Tweeters in G9:
@fifiship6
@hiyoriot
@remi_april
@yamato_pc
@redclover1152
@kdf_chocolate
@ashy_kyu
@ninnin_kira
@hoshinekonedjem
@tamascra

Top Tweeters in G10:
@readtechhere
@cuboulder
@nbpts
@nsf
@milken
@airinforms
@edctweets
@cadrek12
@fordeeperlearn
@gbheducation


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