ngss, Twitter, 6/21/2022 6:50:52 AM, 278426


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ngss_2022-06-20_23-15-00.xlsx
ngss_2022-06-20_23-15-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 21, 2022
Short Description:
ngss via NodeXL https://bit.ly/3Osgr4H
@ngss_tweeps
@freeler_ngss
@this0499154500
@ngssphenomena
@officialngss
@stem_ai
@openscied
@edreports
@scijeanne
@nsta

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

Description:
Description
The graph represents a network of 3,886 Twitter users whose tweets in the requested range contained "ngss", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 21 June 2022 at 06:26 UTC.

The requested start date was Tuesday, 21 June 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 73-day, 22-hour, 23-minute period from Thursday, 07 April 2022 at 23:04 UTC to Monday, 20 June 2022 at 21:28 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 : 3886
Unique Edges : 3891
Edges With Duplicates : 14065
Total Edges : 17956
Number of Edge Types : 5
Retweet : 4252
MentionsInRetweet : 5212
Mentions : 3709
Tweet : 3226
Replies to : 1557
Self-Loops : 3258
Reciprocated Vertex Pair Ratio : 0.0837580699966021
Reciprocated Edge Ratio : 0.154569681768302
Connected Components : 509
Single-Vertex Connected Components : 243
Maximum Vertices in a Connected Component : 2356
Maximum Edges in a Connected Component : 14411
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.490856
Graph Density : 0.000422531199679939
Modularity : 0.303052
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 3,886 Twitter users whose tweets in the requested range contained "ngss", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 21 June 2022 at 06:26 UTC.

The requested start date was Tuesday, 21 June 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 73-day, 22-hour, 23-minute period from Thursday, 07 April 2022 at 23:04 UTC to Monday, 20 June 2022 at 21:28 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:
[37] 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
[15] https://vosaka.net/
[14] https://www.csats.psu.edu/overview-of-csats-programs/academic-year-workshops/isteam-workshops#registration
[12] https://drive.google.com/drive/folders/1nrWgJ603-jBIVdXnVkAeiYwTpxqJcgG1?usp=drive_open
[11] https://vosaka.net/archives/4702
[10] https://myventure.us/venture
[9] https://ngss.kognity.com/our-events/iste22/?utm_source=twitter&utm_medium=social_paid&utm_campaign=iste22&utm_content=ngss
[8] https://twitter.com/kakopontan/status/1527558535361736705
[7] https://www.youtube.com/watch?v=78t4DXivgFc&feature=youtu.be


Top URLs in Tweet in G1:
[4] https://www.nextgenscience.org/three-dimensions
[4] https://nagt.org/231493
[3] https://issuu.com/stemteachingtools/docs/full_stt_set__feb_2021__issu
[3] https://www.nsta.org/science-teacher/science-teacher-mayjune-2022/how-does-our-garden-grow
[3] https://ngs.wested.org/ngss-now/
[3] https://www.nationalacademies.org/our-work/taking-stock-of-ngss-implementation-a-summit
[2] https://bscs.org/educator_resource/bscs-biology-understanding-for-life/
[2] https://my.nsta.org/event/science-notebooks-in-student-centered-classrooms-professional-book-study-for-k-1
[2] https://www.jessicafriesgaither.com/single-post/join-me-for-a-book-study
[2] https://catalystlearningcurricula.com/event/developing-and-using-models-part-2-3/

Top URLs in Tweet in G2:
[15] https://vosaka.net/
[11] https://vosaka.net/archives/4702
[8] https://twitter.com/kakopontan/status/1527558535361736705
[7] https://www.youtube.com/watch?v=78t4DXivgFc&feature=youtu.be

[7] https://www.youtube.com/c/oishiakiko?app=desktop
[6] https://news.yahoo.co.jp/articles/baf471066bf6c6a0a0e173c72312e5b345ac1230
[6] https://vosaka.net/nittei
[6] https://twitcasting.tv/yamamototaro0
[6] https://note.com/hoshinonozomi/n/n65414c8d1d68
[5] https://www.tokyo-sports.co.jp/social/4121675/

Top URLs in Tweet in G3:
[3] https://stemteachingtools.org/brief/6
[2] https://twitter.com/SciJeanne/status/1521864374893223936
[2] https://www.sciencenewsforstudents.org
[2] https://www.petitions.net/improving_ca_science_education_ab_2565_amendment?utm_source=Petitions.net&utm_campaign=AB+2565
[2] https://journals.plos.org/plosone/doi?id=10.1371/journal.pone.0264861
[2] https://improvethengss.org/2022/04/22/revising-the-ngss/
[1] https://www.out-teach.org/2022/02/07/outdoor-learning-all-year-long-four-favorites-lessons/
[1] https://twitter.com/steampoweredwv/status/1481974481761542151
[1] https://twitter.com/i/web/status/1518388913617965057
[1] https://twitter.com/NGSS_tweeps/status/1521204123596726274

Top URLs in Tweet in G4:
[37] 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
[3] https://www.gpsworld.com/the-effects-of-geoid-changes-in-ngss-new-modernized-2022-nsrs/
[2] https://my.nsta.org/event/2022WES_PP?fbclid=IwAR31VyTweI3OJyjsdc1LIlak6UXt1pP5MJaVn6oSfPsCPK_duUTJ0M7cOA8
[2] https://brownstone.org/articles/why-is-an-entire-generation-ignorant-of-cell-biology/
[1] https://plantheroes.org/educator-resources/
[1] https://twitter.com/officialngss/status/1512774253208535041
[1] https://patbrownedu.com/linking-sensemaking-to-instructional-sequence-part-i/
[1] https://www.knowatom.com/blog/constructivism-in-the-classroom-concept-mapping-for-ngss-standards-mastery
[1] https://twitter.com/i/web/status/1513521098041839616

Top URLs in Tweet in G5:
[4] https://amp.interestingengineering.com/a-startup-just-created-a-urine-powered-lantern
[3] https://www.thisiscolossal.com/2022/05/sriram-murali-synchronous-fireflies/
[2] https://forms.gle/NCeEqshVH3Nn3oDr9
[1] https://twitter.com/i/web/status/1538975693429739524
[1] https://twitter.com/i/web/status/1518576612366852098
[1] https://www.nextgenscience.org/three-dimensions
[1] https://twitter.com/rvccngss/status/1526632504643526657
[1] https://twitter.com/CyanoTracker/status/1510939824391442438
[1] https://twitter.com/i/web/status/1513558286464958472
[1] https://twitter.com/myrmecos/status/1515330377216364552

Top URLs in Tweet in G6:
[2] https://music.apple.com/fr/album/majora-ep/1613411149
[2] https://twitter.com/i/spaces/1ZkKzbVOOEaKv
[2] https://distrokid.com/hyperfollow/klefman/discover
[2] https://www.youtube.com/watch?v=cKEwnhc8ItY&feature=youtu.be

[1] https://twitter.com/lentycreates/status/1526647844265938947
[1] https://twitter.com/encoredurap/status/1530926392203952130
[1] https://twitter.com/hichembkhh/status/1534971261834645522
[1] https://twitter.com/bahoro09/status/1538277790356803584
[1] https://twitter.com/bahoro09/status/1537842254840225794
[1] https://twitter.com/vins_ssb/status/1537043517939277825

Top URLs in Tweet in G7:
[14] https://www.csats.psu.edu/overview-of-csats-programs/academic-year-workshops/isteam-workshops#registration
[9] https://ngss.kognity.com/our-events/iste22/?utm_source=twitter&utm_medium=social_paid&utm_campaign=iste22&utm_content=ngss
[5] https://edtechteacher.org/summer
[5] https://edujobsinpgh.blogspot.com/2022/05/science-curriculum-designer.html
[2] https://www.eventbrite.com/e/rocking-graphs-first-friday-forum-tickets-323300158477
[2] https://activatelearning.com/2022/03/29/why-stem-students-want-deeper-learning-now-and-how-teachers-can-help-them-achieve-it/
[2] https://activatelearning.com/2022/06/02/open-source-learning-how-to-create-a-successful-openscied-implementation-strategy/
[2] https://ngss.kognity.com/our-events/iste22/?utm_source=twitter&utm_medium=social_media&utm_campaign=iste22&utm_content=ngss
[2] https://ngss.kognity.com/our-events/digital-curriculum-design-workshop/?utm_source=twitter&utm_medium=social_media&utm_content=ngss
[2] https://edujobsinpgh.blogspot.com/2022/05/science-content-editor.html

Top URLs in Tweet in G8:
[5] https://www.inqits.com/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=275083
[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://storytimestem.com/products/earth-day-adventures-computer-science-grades-prek-2-not-including-bee-bots?_pos=1&_sid=a2eb028f4&_ss=r
[2] https://ny.pbslearningmedia.org/resource/nvad-sci-arcticsnowice/studying-snow-and-ice-in-the-arctic-arctic-drift/
[1] https://twitter.com/i/web/status/1538918866268655619
[1] https://twitter.com/NAESP/status/1537136607010213892
[1] https://twitter.com/i/web/status/1518167870626222080
[1] https://twitter.com/TracyFergusonVM/status/1513247163819646986

Top URLs in Tweet in G9:
[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
[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
[1] https://www.edreports.org/resources/article/data-snapshot-k-12-science-instructional-materials
[1] https://twitter.com/i/web/status/1509930038417715205
[1] https://twitter.com/OfficialNGSS/status/1515003020651737090
[1] https://www.edreports.org/process/reviewers?utm_medium=organic&utm_source=twitter&utm_campaign=science-recruitment-june-2022
[1] https://twitter.com/i/web/status/1537844269742006280
[1] https://twitter.com/AmandaSanderman/status/1516085440973090828
[1] https://twitter.com/AmandaSanderman/status/1516781871522361353
[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 G10:
[4] http://oceantracks.org/
[3] https://mailchi.mp/ad96b805e70b/april-2022?e=b497df04de
[1] https://stemforall2022.videohall.com/
[1] http://oceansofdata.org/our-work/teacher-resources
[1] http://oceansofdata.org/our-work/edc-earth-science
[1] https://thesuffieldobserver.com/2022/04/sms-science-program-aids-students-in-doing-science/
[1] https://twitter.com/yellowstonenps/status/1536470361210077184
[1] https://twitter.com/i/web/status/1534192973180723200
[1] https://twitter.com/i/web/status/1534164437535535104
[1] https://twitter.com/NGSS_tweeps/status/1522688584305848322

Top Domains
Top Domains in Tweet in Entire Graph:
[777] twitter.com
[233] youtube.com
[152] co.jp
[79] vosaka.net
[37] peing.net
[35] google.com
[32] reiwa-shinsengumi.com
[25] nextgenscience.org
[24] mainichi.jp
[21] or.jp

Top Domains in Tweet in G1:
[53] twitter.com
[21] nextgenscience.org
[10] stemteachingtools.org
[10] nsta.org
[8] wested.org
[5] youtube.com
[5] google.com
[4] catalystlearningcurricula.com
[4] reddit.com
[4] blogspot.com

Top Domains in Tweet in G2:
[376] twitter.com
[202] youtube.com
[152] co.jp
[79] vosaka.net
[32] reiwa-shinsengumi.com
[24] mainichi.jp
[21] or.jp
[20] note.com
[14] asahi.com
[10] go.jp

Top Domains in Tweet in G3:
[41] twitter.com
[9] amazon.com
[7] google.com
[7] youtube.com
[5] oercommons.org
[4] stemteachingtools.org
[3] out-teach.org
[3] sciencenewsforstudents.org
[2] nextgenscience.org
[2] scitechdaily.com

Top Domains in Tweet in G4:
[59] twitter.com
[37] peing.net
[15] yuki-portal.com
[9] fordhaminstitute.org
[5] teachingsciencein3d.com
[4] nsta.org
[4] gpsworld.com
[3] linkedin.com
[3] icontact-archive.com
[3] amazon.com

Top Domains in Tweet in G5:
[20] twitter.com
[4] interestingengineering.com
[3] thisiscolossal.com
[2] forms.gle
[1] nextgenscience.org
[1] arxiv.org
[1] nationofchange.org
[1] chemistryworld.com
[1] birdcast.info
[1] nsf.gov

Top Domains in Tweet in G6:
[25] twitter.com
[2] apple.com
[2] distrokid.com
[2] youtube.com

Top Domains in Tweet in G7:
[14] psu.edu
[13] kognity.com
[12] blogspot.com
[10] twitter.com
[7] edtechteacher.org
[5] activatelearning.com
[3] mailchi.mp
[3] eventbrite.com
[2] edweb.net
[2] elizabethshreeve.com

Top Domains in Tweet in G8:
[11] twitter.com
[8] nodexlgraphgallery.org
[8] pbslearningmedia.org
[5] inqits.com
[4] definedlearning.com
[3] sciencebuddies.org
[2] storytimestem.com
[2] pbs.org
[1] videohall.com
[1] youtube.com

Top Domains in Tweet in G9:
[7] edreports.org
[5] twitter.com
[1] springer.com
[1] greenninja.org

Top Domains in Tweet in G10:
[7] twitter.com
[4] oceantracks.org
[3] mailchi.mp
[3] cadrek12.org
[2] videohall.com
[2] oceansofdata.org
[2] bscs.org
[1] thesuffieldobserver.com
[1] colorado.edu
[1] pbslearningmedia.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1126] ngss
[370] れいわ新選組
[283] ngsschat
[175] stem
[174] 山本太郎
[130] science
[116] カジノ中止の正念場
[105] scied
[89] やはた愛
[86] 大石あきこ



Top Hashtags in Tweet in G1:
[278] ngss
[145] ngsschat
[82] scied
[27] science
[21] teachered
[21] education
[18] biology
[16] scienceed
[16] scistandards
[14] cangss

Top Hashtags in Tweet in G2:
[368] れいわ新選組
[173] 山本太郎
[116] カジノ中止の正念場
[89] やはた愛
[85] 大石あきこ
[77] カジノの是非は府民が決める
[60] くしぶち万里
[50] れいわ
[47] 松井一郎
[46] 日本維新の会

Top Hashtags in Tweet in G3:
[67] ngss
[51] ngsschat
[16] scienceandliteracy
[13] paemst
[12] pk2gray
[12] iteachchem
[10] outdoorlearning
[9] stemeducation
[9] stem
[7] naturejournaling

Top Hashtags in Tweet in G4:
[53] ngss
[34] 質問箱
[34] 匿名質問募集中
[14] stem
[14] ハニセレ2
[14] ハニーセレクト2
[10] science
[8] funfactfriday
[6] reachforthestars
[6] stemsational

Top Hashtags in Tweet in G5:
[74] ngss
[52] ngsschat
[7] science
[7] researchquest
[6] nsta
[5] potd
[2] worldbeeday
[2] cangss
[2] csufedtech
[1] scied

Top Hashtags in Tweet in G6:
[2] nouvellephotodeprofil
[2] guinée

Top Hashtags in Tweet in G7:
[95] ngss
[50] stem
[28] k12
[27] iste22
[27] free
[27] pd
[27] act48
[17] science
[17] education
[16] sciencetwitter

Top Hashtags in Tweet in G8:
[83] ngss
[35] earthday
[31] stem
[30] sschat
[16] science
[8] edtech
[8] hookedonscience
[8] mrscience
[8] atalibrary
[7] 3dlearning

Top Hashtags in Tweet in G9:
[65] ngss
[47] didyouknow
[4] ngsschat
[2] scienceforkids
[2] engineeringdesign
[2] studentcentered
[2] craea
[2] stemeducation
[2] nselals2022
[2] scichat

Top Hashtags in Tweet in G10:
[21] ngss
[11] earthscience
[9] science
[8] teacherappreciationweek
[8] usgs
[7] stemed
[7] edchat
[7] immunesystem
[7] cellsignaling
[7] bio

Top Words
Top Words in Tweet in Entire Graph:
[1243] science
[1126] #ngss
[946] ngss
[925] æ
[666] ngss_tweeps
[560] ãƒ
[559] students
[513] teachers
[507] ç
[398] ngssphenomena

Top Words in Tweet in G1:
[438] science
[278] #ngss
[218] ngss
[200] ngss_tweeps
[145] students
[145] #ngsschat
[136] philiplbell
[117] teachers
[116] jessicafgwrites
[112] stemteachtools

Top Words in Tweet in G2:
[797] æ
[427] ç
[353] #れいわ新選組
[336] ãƒ
[306] ϋ
[223] šã
[194] ªã
[176] ÿã
[168] #山本太郎
[164] ˆã

Top Words in Tweet in G3:
[369] ngss_tweeps
[247] science
[91] talk
[86] students
[86] krsciencelady
[75] ngss
[67] #ngss
[63] jessicafgwrites
[61] ss
[53] week

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

Top Words in Tweet in G5:
[283] ngssphenomena
[161] one
[154] 18
[153] before
[148] same
[146] day
[145] months
[144] mount
[144] st
[144] helens

Top Words in Tweet in G6:
[16] thread
[14] anime
[14] mais
[13] jp_ngss
[10] ça
[8] comme
[8] par
[8] manga
[8] bleach
[7] être

Top Words in Tweet in G7:
[95] #ngss
[56] ticket
[50] #stem
[50] free
[50] science
[40] teachers
[38] curriculum
[34] workshop
[29] 22
[28] students

Top Words in Tweet in G8:
[83] #ngss
[40] lesson
[35] #earthday
[35] newshourextra
[32] look
[31] #stem
[31] star
[30] plan
[30] #sschat
[30] discuss

Top Words in Tweet in G9:
[104] teachers
[80] science
[67] edreports
[65] #ngss
[63] materials
[48] use
[47] #didyouknow
[47] nearly
[47] quarter
[47] regularly

Top Words in Tweet in G10:
[31] data
[28] oceansofdata
[27] science
[25] teachers
[21] #ngss
[21] students
[18] looking
[17] video
[14] curriculum
[13] labaids

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[278] ãƒ,ãƒ
[151] one,day
[151] day,before
[150] mount,st
[150] st,helens
[150] helens,photographed
[150] photographed,same
[150] same,spot
[150] spot,one
[150] before,four

Top Word Pairs in Tweet in G1:
[49] teachers,know
[49] science,notebooks
[49] notebooks,student
[44] philiplbell,pls
[44] jessicafgwrites,fellow
[43] fellow,teachers
[43] know,appreciate
[43] appreciate,giving
[43] giving,away
[43] away,copy

Top Word Pairs in Tweet in G2:
[177] ãƒ,ãƒ
[131] æ,æ
[94] ç,æ
[57] æ,œã
[50] æ,ç
[47] œã,æ
[46] ç,ç
[45] ç,šã
[43] #れいわ新選組,#山本太郎
[42] æ,ˆã

Top Word Pairs in Tweet in G3:
[44] ngss_tweeps,krsciencelady
[31] science,talk
[31] jessicafgwrites,ngss_tweeps
[23] bmsscienceteach,ngss_tweeps
[22] googleforedu,ngss_tweeps
[20] mraread,nobscot_reading
[18] snapgse,ngsssfocus
[17] jenndonais,jessicafgwrites
[17] crittec,mraread
[17] nobscot_reading,prosenteach

Top Word Pairs in Tweet in G4:
[34] 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
[34] こんな質問に答えてるよ,どんな人がタイプですか
[34] どんな人がタイプですか,プロフの
[34] プロフの,ってなんですか
[34] ってなんですか,#質問箱
[34] #質問箱,#匿名質問募集中
[14] ハニセレ2勝手にアップローダー更新情報,#ハニセレ2
[14] #ハニセレ2,#ハニーセレクト2
[14] ãƒ,ãƒ
[13] ngss,aligned

Top Word Pairs in Tweet in G5:
[144] mount,st
[144] st,helens
[144] helens,photographed
[144] photographed,same
[144] same,spot
[144] spot,one
[144] one,day
[144] day,before
[144] before,four
[144] four,months

Top Word Pairs in Tweet in G6:
[4] elden,ring
[4] comme,ça
[4] manga,panel
[4] manga,panels
[3] ma,vie
[3] ff7,crisis
[2] kaiizer972,ati_lla26
[2] bête,sauvage
[2] petit,tweet
[2] tweet,rappeler

Top Word Pairs in Tweet in G7:
[28] 19,22
[27] win,free
[27] free,ticket
[27] ticket,#iste22
[27] #iste22,refunded
[27] refunded,ticket
[27] ticket,chance
[27] chance,enter
[27] #free,online
[27] online,#stem

Top Word Pairs in Tweet in G8:
[30] #earthday,lesson
[30] lesson,plan
[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 G9:
[47] #didyouknow,nearly
[47] nearly,quarter
[47] quarter,science
[47] science,teachers
[47] teachers,regularly
[47] regularly,use
[47] use,materials
[47] materials,developed
[47] developed,before
[47] before,#ngss

Top Word Pairs in Tweet in G10:
[9] looking,forward
[9] forward,2022
[9] 2022,stem
[9] stem,video
[9] video,showcase
[9] showcase,10
[9] 10,17
[9] 17,several
[9] several,odi
[9] odi,projects

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@akise_ngss
@ngss_rk
@trhk_ngss
@jessicafgwrites
@erie_violet
@ngss_official
@katydornbos
@bmsscienceteach
@remi_april

Top Replied-To in G1:
@ngss_tweeps
@jessicafgwrites
@scijeanne
@ct_bergstrom
@mbraaten
@amalibourk
@krenaep
@frizzlerichard
@jillfnugent
@thinksci

Top Replied-To in G2:
@shoji_kaoru
@ilprqslxbrk3qsw
@hiramatsu_osaka
@naotokan
@decultureepcmd
@katsu16204501
@cal215
@ushimituiiniku
@nw7t8l3ysfzvmbs
@natsumi_care

Top Replied-To in G3:
@ngss_tweeps
@jessicafgwrites
@katydornbos
@bmsscienceteach
@sbottasullivan
@scijeanne
@ameliagotwals
@xeno_lith
@anjanaiyer
@burruss_ap

Top Replied-To in G5:
@jessicafgwrites
@ngss_tweeps
@leadinsci
@grahamgregson89
@csuf_edtech
@ngssphenomena
@inquiry_hub
@jeansciqueen

Top Replied-To in G6:
@jp_ngss
@kaiizer972
@souley_cmr
@itachiofwgkta
@hisidestory
@diobrandnewcar
@flodela1florian
@medhillusion
@leacpasmoi
@irisxsama

Top Replied-To in G7:
@pangveroni
@jessicafgwrites
@ibjiyongi
@teachearthspace
@birdbraintech

Top Replied-To in G8:
@tracyfergusonvm
@officialngss

Top Replied-To in G9:
@edreports
@istationed
@missbsciteacher
@msmagaryphysics

Top Replied-To in G10:
@paulcottlephys
@citscimonth

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

Top Mentioned in G1:
@ngss_tweeps
@philiplbell
@stemteachtools
@openscied
@jessicafgwrites
@scijeanne
@officialngss
@ngssphenomena
@thenasem
@nsta

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

Top Mentioned in G3:
@ngss_tweeps
@krsciencelady
@ngssphenomena
@jessicafgwrites
@ngsssfocus
@ngsschat
@crittec
@mraread
@katydornbos
@nobscot_reading

Top Mentioned in G4:
@creosityspace
@kidsread09
@stefaniewin
@hasse_luegen

Top Mentioned in G5:
@ngssphenomena
@leadinsci
@rvccngss
@wilkinson_stem
@ngss_tweeps
@inquiry_hub
@kathrynsaussy
@mft1478
@terrygrantgh
@njstanews

Top Mentioned in G6:
@klefman_
@ati_lla26
@johnnyspittin
@itachiofwgkta
@jp_ngss
@irisxsama
@kirawontmiss
@3piececrispy
@wictor2501
@elonmusk

Top Mentioned in G7:
@educatoralex
@kognityed
@edtechteacher21
@iste
@pennstatecsats
@kispride
@kmclass
@mrkpyp
@activatescience
@jrollins_

Top Mentioned in G8:
@newshourextra
@novaeducation
@this0499154500
@albertateachers
@newshour
@alleghenyiu3
@aiu3msc
@storytime_stem
@openscied
@officialngss

Top Mentioned in G9:
@edreports
@butterfly_byram
@nextgenscience
@shardinschools
@nselascience
@ngss_tweeps
@ngssphenomena
@skgeducator
@istationed
@officialngss

Top Mentioned in G10:
@oceansofdata
@labaids
@usgs_yes
@nsf
@bscsorg
@bscs_fieldscope
@drkerryane
@globeatnight
@ctscience
@cuboulder

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@ohmybeautybank
@andreasandy3131
@ndtv
@sbyfess
@brandonmscales
@convomf
@askrlfess
@tim1134
@opensource_orgs

Top Tweeters in G1:
@education_24x7
@in_stemm
@irasocol
@toddbohannon
@kevinrj
@eswillwalker
@blocht574
@beartrust
@xeno_lith
@phaneritic

Top Tweeters in G2:
@tim1134
@pretty_occho
@yoox5135
@nhk_news
@asahi
@oosakahaoosaka
@pom_pom_pee
@conansr0915
@from1970
@smoketree1

Top Tweeters in G3:
@brandonmscales
@macchica26
@whysharksmatter
@korytellers
@maryjanekeao
@henleysecnethia
@meairy
@realjavedbashir
@deestem_teach
@mguhlin

Top Tweeters in G4:
@a0s9p0e2ha
@3onyourside
@iliss_u
@sabeth_pademira
@susanneschaffe2
@evadregand
@emakjtr
@jembermfs
@mo_kingg511
@alqahtani_1979

Top Tweeters in G5:
@ambiimoore
@dmellieon
@mdtoorder
@mtalpas
@vinivinidogo
@im_x1
@carolwh39009963
@kellyjohnsonhas
@doctorcherokee
@pharniel

Top Tweeters in G6:
@hoodopulence
@mommymilfiger
@yungnegrowski
@asodi_23
@sarch11e
@itachiofwgkta
@marodelaspada
@nosmiccigga
@tatianadevoe
@syylllia

Top Tweeters in G7:
@opensource_orgs
@designthinkbot
@iamdrwill
@b0tsci
@scalarhumanity
@rdene915
@sprintbaseb
@google
@physorg_com
@teacher2teacher

Top Tweeters in G8:
@tkysk8r
@_coolstorycori_
@ht4ecosocialism
@glamama
@newshour
@rashaddhawkins
@srantifascism
@paleophile
@stem_ai
@garym

Top Tweeters in G9:
@33kindnessrulz
@plumcat
@susanchitty1
@drlynnekenney
@lynneleerevis
@bbsutton
@trublubeliever
@pollyannarabbit
@dgburris
@trabzon64

Top Tweeters in G10:
@safetymentalst
@rudefulk
@queenmsheba
@jacquelyngill
@moredena
@readtechhere
@astronomymag
@mediafrendzee
@js4kix808
@friendsofnasa


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