ngss, Twitter, 7/12/2022 6:54:57 AM, 279430


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ngss_2022-07-11_23-15-00.xlsx
ngss_2022-07-11_23-15-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 12, 2022
Short Description:
ngss via NodeXL https://bit.ly/3nRmUuZ
@ngss_tweeps
@lgates_science
@ngssphenomena
@jp_ngss
@wonderofscience
@officialngss
@scijeanne
@edreports
@jessicafgwrites
@educationbnb

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

Description:
Description
The graph represents a network of 3,769 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 July 2022 at 06:26 UTC.

The requested start date was Tuesday, 12 July 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 75-day, 22-hour, 36-minute period from Wednesday, 27 April 2022 at 00:53 UTC to Monday, 11 July 2022 at 23:29 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 : 3769
Unique Edges : 3649
Edges With Duplicates : 14451
Total Edges : 18100
Number of Edge Types : 5
Retweet : 4425
MentionsInRetweet : 5194
Replies to : 1517
Mentions : 3427
Tweet : 3537
Self-Loops : 3568
Reciprocated Vertex Pair Ratio : 0.0813782991202346
Reciprocated Edge Ratio : 0.150508474576271
Connected Components : 512
Single-Vertex Connected Components : 247
Maximum Vertices in a Connected Component : 1968
Maximum Edges in a Connected Component : 8775
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.569005
Graph Density : 0.000415446380940954
Modularity : 0.285395
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 3,769 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 July 2022 at 06:26 UTC.

The requested start date was Tuesday, 12 July 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 75-day, 22-hour, 36-minute period from Wednesday, 27 April 2022 at 00:53 UTC to Monday, 11 July 2022 at 23:29 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:
[38] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[14] https://vosaka.net/
[12] https://drive.google.com/drive/folders/1nrWgJ603-jBIVdXnVkAeiYwTpxqJcgG1?usp=drive_open
[11] https://vosaka.net/archives/4702
[9] https://stemteachingtools.org/brief/32
[9] https://twitcasting.tv/yamamototaro0
[9] https://ngss.kognity.com/our-events/iste22/?utm_source=twitter&utm_medium=social_paid&utm_campaign=iste22&utm_content=ngss
[9] https://myventure.us/venture
[9] https://fordhaminstitute.org/ohio/commentary/assessing-standards-aligned-physical-science-curriculum
[8] https://stemteachingtools.org/brief/35

Top URLs in Tweet in G1:
[6] https://stemteachingtools.org/brief/32
[6] https://stemteachingtools.org/brief/35
[6] https://fordhaminstitute.org/ohio/commentary/assessing-standards-aligned-physical-science-curriculum
[4] https://www.nextgenscience.org/three-dimensions
[4] https://stemteachingtools.org/brief/34
[3] https://issuu.com/stemteachingtools/docs/full_stt_set__feb_2021__issu
[3] https://stemteachingtools.org/brief/41
[3] https://www.nextgenscience.org/resources/toward-ngss-design-equip-rubric-science-detailed-guidance
[3] https://www.nsta.org/science-teacher/science-teacher-mayjune-2022/how-does-our-garden-grow
[2] https://stemteachingtools.org/brief/36

Top URLs in Tweet in G2:
[14] https://vosaka.net/
[11] https://vosaka.net/archives/4702
[9] https://twitcasting.tv/yamamototaro0
[8] https://sanin2022.reiwa-shinsengumi.com/policy2022
[8] https://twitter.com/kakopontan/status/1527558535361736705
[7] https://www.youtube.com/watch?v=78t4DXivgFc&feature=youtu.be

[6] https://news.yahoo.co.jp/articles/baf471066bf6c6a0a0e173c72312e5b345ac1230
[5] https://www.youtube.com/watch?v=aKe_jCYAH14&feature=youtu.be

[5] https://www.nikkei.com/article/DGXZQOUF287IC0Y2A420C2000000/
[5] https://www.youtube.com/watch?v=zzfwu3kaua4&feature=youtu.be


Top URLs in Tweet in G3:
[3] https://stemteachingtools.org/brief/6
[3] https://www.lyonsletters.com/unicornlinks
[2] https://twitter.com/SciJeanne/status/1521864374893223936
[2] https://my.nsta.org/event/science-notebooks-in-student-centered-classrooms-professional-book-study-for-k-1
[2] https://my.nsta.org/resource/125063
[2] https://www.carolinaopenscied.com/?utm_source=carolina&utm_medium=vanity&utm_campaign=openscied
[2] https://www.sciencenewsforstudents.org
[2] https://journals.plos.org/plosone/doi?id=10.1371/journal.pone.0264861
[1] https://www.k12.wa.us/student-success/resources-subject-area/time-immemorial-tribal-sovereignty-washington-state
[1] https://twitter.com/NGSS_tweeps/status/1521204123596726274

Top URLs in Tweet in G4:
[38] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[4] https://www.inqits.com/
[3] 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/
[2] https://sadlerscience.com/the-scientific-method-and-ngss/
[2] https://homeowner.natecosystem.com/video-how-do-humans-depend-on-reefs-video/?utm_source=dlvr.it&utm_medium=twitter
[2] http://www.elementarymatters.com/2015/08/science-and-engineering-practices.html
[1] https://twitter.com/wewright1234/status/1518604599153901568

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/
[1] https://www.chemistryworld.com/news/pepto-bismol-compounds-structure-unveiled-after-120-years/4015563.article
[1] https://birdcast.info
[1] https://twitter.com/thee1mrdevine/status/1521503433546682369
[1] https://twitter.com/easygeography/status/1522607430735216641
[1] https://twitter.com/i/web/status/1523595329698148354
[1] https://twitter.com/worldandscience/status/1524019216944410624
[1] https://beta.nsf.gov/blackholes/how-are-black-holes-studied#eht
[1] https://www.ngssphenomena.com/ourvoice/2020/3/19/virtualscienceeducationaweirdlookingbeehive

Top URLs in Tweet in G6:
[2] https://twitter.com/i/spaces/1ZkKzbVOOEaKv
[2] https://www.youtube.com/watch?v=cKEwnhc8ItY&feature=youtu.be

[2] https://music.apple.com/fr/album/majora-ep/1613411149
[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/bogboogie/status/1543192060924239873
[1] https://www.youtube.com/watch?v=OZHjWc0Ssvk&feature=youtu.be

[1] https://bit.ly/3AuvvLu

Top URLs in Tweet in G7:
[8] https://www.csats.psu.edu/overview-of-csats-programs/academic-year-workshops/isteam-workshops#registration
[4] https://prescientist.org/for-teachers/
[3] https://mailchi.mp/ad96b805e70b/april-2022?e=b497df04de
[1] https://www.prescientist.org/for-teachers
[1] https://twitter.com/i/web/status/1522954755336724481
[1] https://twitter.com/NGSS_tweeps/status/1522688584305848322
[1] https://twitter.com/i/web/status/1534192973180723200
[1] https://twitter.com/i/web/status/1534164437535535104
[1] https://twitter.com/yellowstonenps/status/1536470361210077184
[1] https://www.ppic.org/publication/the-impact-of-covid-19-on-science-education/

Top URLs in Tweet in G8:
[3] https://www.edreports.org/process/reviewers?utm_medium=organic&utm_source=twitter&utm_campaign=science-recruitment-june-2022
[2] https://www.edreports.org/resources/article/watch-3-ways-to-know-if-youre-using-quality-science-curricula?utm_medium=paid&utm_source=twitter&utm_campaign=sci-webinar-jan-2022
[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/i/web/status/1537844269742006280
[1] https://inlearninglab.com:443/
[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:
[3] https://consortium.uchicago.edu/publications/standards-driven-instructional-improvement
[2] https://info.stemscopes.com/stemscopes-ngss-3d-stem-solution-cool-tool-winner-2022-edtech-awards
[1] https://twitter.com/i/web/status/1542161099344183297
[1] https://twitter.com/i/web/status/1522604369170124800
[1] https://my.nsta.org/forum/elementary-science
[1] https://twitter.com/i/web/status/1537111314249797638
[1] https://twitter.com/i/web/status/1537494653855059972
[1] https://www.uncoveringstudentideas.org/gradelevel
[1] https://www.nsela.org
[1] https://stemteachingtools.org/brief/32

Top URLs in Tweet in G10:
[9] https://ngss.kognity.com/our-events/iste22/?utm_source=twitter&utm_medium=social_paid&utm_campaign=iste22&utm_content=ngss
[4] https://edtechteacher.org/summer
[2] https://www.eventbrite.com/e/rocking-graphs-first-friday-forum-tickets-323300158477
[2] https://edtechteacher.org/summer/
[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
[1] https://mailchi.mp/99c048088ffb/2019-20-data-literacy-series-announced-13503316
[1] https://twitter.com/i/web/status/1534247577096441856
[1] https://dataspire.org/new-events/3-tips-to-gets-students-analyzing-interpreting-data-masterclass-tgl9m
[1] https://www.eventbrite.com/e/3-time-saving-tips-for-students-to-rock-those-graphs-workshop-masterclass-tickets-333611259257

Top Domains
Top Domains in Tweet in Entire Graph:
[757] twitter.com
[262] youtube.com
[146] co.jp
[66] vosaka.net
[54] reiwa-shinsengumi.com
[52] stemteachingtools.org
[38] peing.net
[36] google.com
[29] note.com
[26] nsta.org

Top Domains in Tweet in G1:
[57] twitter.com
[42] stemteachingtools.org
[19] nextgenscience.org
[10] google.com
[8] youtube.com
[8] nsta.org
[7] activatelearning.com
[6] wested.org
[6] catalystlearningcurricula.com
[6] fordhaminstitute.org

Top Domains in Tweet in G2:
[405] twitter.com
[229] youtube.com
[146] co.jp
[66] vosaka.net
[54] reiwa-shinsengumi.com
[29] note.com
[25] mainichi.jp
[13] or.jp
[12] asahi.com
[10] instagram.com

Top Domains in Tweet in G3:
[42] twitter.com
[9] google.com
[9] amazon.com
[6] stemteachingtools.org
[5] youtube.com
[4] nsta.org
[3] lyonsletters.com
[3] sciencenewsforstudents.org
[2] scholastic.com
[2] carolina.com

Top Domains in Tweet in G4:
[61] twitter.com
[38] peing.net
[20] yuki-portal.com
[6] nsta.org
[4] gpsworld.com
[4] inqits.com
[3] fordhaminstitute.org
[3] teachingsciencein3d.com
[3] linkedin.com
[3] amazon.com

Top Domains in Tweet in G5:
[18] twitter.com
[4] interestingengineering.com
[3] thisiscolossal.com
[1] chemistryworld.com
[1] birdcast.info
[1] nsf.gov
[1] ngssphenomena.com
[1] sciencealert.com
[1] npr.org
[1] youtube.com

Top Domains in Tweet in G6:
[27] twitter.com
[3] youtube.com
[2] apple.com
[1] bit.ly

Top Domains in Tweet in G7:
[8] psu.edu
[7] twitter.com
[5] prescientist.org
[3] mailchi.mp
[1] ppic.org
[1] thesuffieldobserver.com
[1] videohall.com
[1] linkedin.com
[1] pbslearningmedia.org

Top Domains in Tweet in G8:
[10] edreports.org
[2] twitter.com
[1] inlearninglab.com
[1] springer.com

Top Domains in Tweet in G9:
[7] twitter.com
[3] stemteachingtools.org
[3] uchicago.edu
[2] myworkdayjobs.com
[2] stemscopes.com
[1] nsta.org
[1] uncoveringstudentideas.org
[1] nsela.org
[1] thisiscolossal.com

Top Domains in Tweet in G10:
[13] kognity.com
[7] edtechteacher.org
[4] twitter.com
[3] mailchi.mp
[3] eventbrite.com
[1] dataspire.org
[1] edweb.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1075] ngss
[451] れいわ新選組
[262] ngsschat
[220] 山本太郎
[206] やはた愛
[151] scied
[141] 比例はれいわ
[137] stem
[119] science
[116] カジノ中止の正念場



Top Hashtags in Tweet in G1:
[368] ngss
[154] ngsschat
[119] scied
[30] scienceed
[23] stemed
[21] teachered
[19] cangss
[17] education
[16] science
[11] nsta

Top Hashtags in Tweet in G2:
[451] れいわ新選組
[220] 山本太郎
[206] やはた愛
[141] 比例はれいわ
[116] カジノ中止の正念場
[94] 参院選2022
[87] 大石あきこ
[75] 東京選挙区は山本太郎
[63] カジノの是非は府民が決める
[61] 長谷川ういこ

Top Hashtags in Tweet in G3:
[84] ngss
[41] ngsschat
[16] scienceandliteracy
[12] pk2gray
[12] paemst
[12] science
[11] mtedchat
[10] iteachchem
[10] scied
[10] stem

Top Hashtags in Tweet in G4:
[68] ngss
[32] 質問箱
[32] 匿名質問募集中
[25] stem
[19] science
[18] ハニセレ2
[18] ハニーセレクト2
[11] edtech
[8] stemeducation
[8] funfactfriday

Top Hashtags in Tweet in G5:
[59] ngss
[43] ngsschat
[4] science
[3] potd
[3] oer
[2] nsta
[2] worldbeeday
[2] cangss
[2] osehighschool
[2] csufedtech

Top Hashtags in Tweet in G6:
[2] nouvellephotodeprofil
[2] guinée
[2] bleach
[1] bleach_anime

Top Hashtags in Tweet in G7:
[37] ngss
[22] stem
[13] free
[13] pd
[13] act48
[6] stemed
[6] middleschool
[4] teachers
[4] k12
[3] scied

Top Hashtags in Tweet in G8:
[80] ngss
[60] didyouknow
[3] ngsschat
[2] stemeducation
[1] pbl
[1] teachertwitter
[1] edutwitter

Top Hashtags in Tweet in G9:
[17] ngss
[9] scied
[5] ngsschat
[4] nsta
[4] stem
[3] nsela
[3] commoncore
[3] livingthedreamin115
[2] nsta22
[2] nstachat

Top Hashtags in Tweet in G10:
[35] ngss
[28] iste22
[19] k12
[12] stem
[11] edtech
[11] education
[8] teachers
[8] teacher
[8] science
[8] googleei

Top Words
Top Words in Tweet in Entire Graph:
[1939] æ
[1511] ãƒ
[1176] science
[1157] ç
[1075] #ngss
[978] ϋ
[831] ngss
[697] ªã
[681] ÿã
[666] šã

Top Words in Tweet in G1:
[415] science
[368] #ngss
[208] ngss
[197] ngss_tweeps
[178] students
[167] stemteachtools
[154] #ngsschat
[144] philiplbell
[119] #scied
[109] tools

Top Words in Tweet in G2:
[1754] æ
[1021] ç
[1016] ãƒ
[849] ϋ
[570] šã
[549] ÿã
[534] ªã
[437] #れいわ新選組
[374] ˆã
[344] æœ

Top Words in Tweet in G3:
[409] ngss_tweeps
[287] science
[141] jessicafgwrites
[98] talk
[91] teachers
[86] know
[84] #ngss
[83] krsciencelady
[82] students
[70] book

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

Top Words in Tweet in G5:
[255] ngssphenomena
[157] one
[149] before
[146] same
[143] mount
[143] st
[143] helens
[143] photographed
[143] spot
[143] day

Top Words in Tweet in G6:
[18] mais
[15] jp_ngss
[14] bleach
[14] manga
[14] ce
[12] anime
[10] par
[10] made
[10] thread
[10] comme

Top Words in Tweet in G7:
[70] teachers
[63] students
[59] stem
[54] looking
[54] letterspresci
[53] still
[52] program
[50] re
[48] pen
[48] pal

Top Words in Tweet in G8:
[129] teachers
[94] science
[82] edreports
[80] #ngss
[79] materials
[61] use
[60] #didyouknow
[60] nearly
[60] quarter
[60] regularly

Top Words in Tweet in G9:
[52] ctskeeley
[33] sci
[33] ngssphenomena
[31] lists
[30] probes
[30] science
[23] level
[22] 12
[22] grade
[22] school

Top Words in Tweet in G10:
[56] ticket
[46] free
[35] #ngss
[28] win
[28] #iste22
[27] refunded
[27] chance
[27] enter
[27] june
[25] 12

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[782] ãƒ,ãƒ
[292] æ,æ
[201] ç,æ
[187] œã,æ
[176] ø,ù
[160] one,day
[150] mount,st
[150] st,helens
[150] helens,photographed
[150] photographed,same

Top Word Pairs in Tweet in G1:
[53] #ngss,#ngsschat
[44] philiplbell,pls
[37] high,school
[37] science,units
[36] #ngsschat,#ngss
[35] place,based
[34] interested,using
[34] using,place
[34] based,phenomena
[34] phenomena,students

Top Word Pairs in Tweet in G2:
[549] ãƒ,ãƒ
[275] æ,æ
[196] ç,æ
[178] œã,æ
[129] ç,ç
[112] æ,ç
[109] æ,œã
[101] šã,œã
[93] æ,çµ
[74] ϋ,؋

Top Word Pairs in Tweet in G3:
[60] jessicafgwrites,ngss_tweeps
[48] science,notebooks
[47] notebooks,student
[46] teachers,know
[44] book,science
[43] fellow,teachers
[43] know,appreciate
[43] appreciate,giving
[43] giving,away
[43] away,copy

Top Word Pairs in Tweet in G4:
[32] 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
[32] こんな質問に答えてるよ,どんな人がタイプですか
[32] どんな人がタイプですか,プロフの
[32] プロフの,ってなんですか
[32] ってなんですか,#質問箱
[32] #質問箱,#匿名質問募集中
[28] ãƒ,ãƒ
[18] ハニセレ2勝手にアップローダー更新情報,#ハニセレ2
[18] #ハニセレ2,#ハニーセレクト2
[12] ªå,ÿé

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

Top Word Pairs in Tweet in G6:
[6] comme,ça
[4] manga,panel
[4] manga,panels
[4] nicki,minaj
[4] one,best
[4] ichigo,kurosaki
[4] jâ,ai
[4] mã,tro
[3] ff7,crisis
[2] director,yoshihiro

Top Word Pairs in Tweet in G7:
[48] pen,pal
[48] pal,program
[48] re,still
[47] teachers,host
[46] still,looking
[46] looking,middle
[46] middle,school
[46] school,stem
[46] stem,teachers
[46] host,pen

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

Top Word Pairs in Tweet in G9:
[22] grade,level
[20] high,school
[19] download,lists
[19] lists,related
[19] related,probes
[19] probes,grades
[19] grades,organized
[19] organized,dci
[19] dci,middle
[19] middle,high

Top Word Pairs in Tweet in G10:
[27] win,free
[27] free,ticket
[27] ticket,#iste22
[27] #iste22,refunded
[27] refunded,ticket
[27] ticket,chance
[27] chance,enter
[25] enter,june
[25] june,12
[17] educatoralex,win

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

Top Replied-To in G1:
@ngss_tweeps
@jessicafgwrites
@sciencerhodes
@scijeanne
@xeno_lith
@ct_bergstrom
@amalibourk
@sbottasullivan
@wandabryant
@thinksci

Top Replied-To in G2:
@mmt20191
@shoji_kaoru
@eiensuzume
@naotokan
@hiramatsu_osaka
@ushimituiiniku
@keteniasan
@aomurasaki_ll
@decultureepcmd
@katsu16204501

Top Replied-To in G3:
@ngss_tweeps
@jessicafgwrites
@katydornbos
@33heupel
@kollmanrebecca
@phyzzymauro
@bmsscienceteach
@scijeanne
@sciencerhodes
@miss_schilling_

Top Replied-To in G5:
@grahamgregson89
@csuf_edtech
@ngssphenomena
@ngss_tweeps

Top Replied-To in G6:
@jp_ngss
@leacpasmoi
@itachiofwgkta
@hisidestory
@kaiizer972
@diodionychopper
@totorugroku
@diobrandnewcar
@hyucksfroot
@irisxsama

Top Replied-To in G7:
@paulcottlephys
@barnettdreyfuss
@glazgow

Top Replied-To in G8:
@edreports
@istationed
@missbsciteacher

Top Replied-To in G10:
@jessicafgwrites
@pangveroni
@birdbraintech

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@ngssphenomena
@stemteachtools
@oishiakiko
@philiplbell
@jessicafgwrites
@scijeanne
@aiainstein
@krsciencelady
@ctskeeley

Top Mentioned in G1:
@stemteachtools
@ngss_tweeps
@philiplbell
@scijeanne
@officialngss
@openscied
@ngssphenomena
@johannabrown
@jessicafgwrites
@ctskeeley

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

Top Mentioned in G3:
@ngss_tweeps
@jessicafgwrites
@krsciencelady
@ngssphenomena
@crittec
@mraread
@nobscot_reading
@katydornbos
@sciencecook
@solidstartteam1

Top Mentioned in G4:
@creosityspace
@stefaniewin
@hasse_luegen
@museum_nature
@elemntrymatters

Top Mentioned in G5:
@ngssphenomena
@inquiry_hub
@kathrynsaussy
@minipcr
@openscied
@niswongerfound
@mft1478
@terrygrantgh
@alliebbogart
@stemteachtools

Top Mentioned in G6:
@klefman_
@itachiofwgkta
@jp_ngss
@ati_lla26
@gaak_fr
@totorugroku
@johnnyspittin
@irisxsama
@3piececrispy

Top Mentioned in G7:
@letterspresci
@labaids
@kispride
@ctscience
@oceansofdata
@pennstatecsats
@ngss_tweeps
@robzook1
@sbottasullivan
@inquiry_hub

Top Mentioned in G8:
@edreports
@dr_cflores
@nextgenscience
@innerorbitedu
@ngssphenomena
@skgeducator
@istationed

Top Mentioned in G9:
@ctskeeley
@ngssphenomena
@stemteachtools
@uchiconsortium
@chipubschools
@edtechdigest
@wustlisp
@delmarsuper
@stemscopesmath
@dasd_schools

Top Mentioned in G10:
@educatoralex
@kognityed
@edtechteacher21
@iste
@kmclass
@mrkpyp
@jrollins_
@physorg_com
@ru_dataspire
@ngss_tweeps

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

Top Tweeters in G1:
@opensource_orgs
@education_24x7
@blkhwk0ps
@toddbohannon
@eswillwalker
@blocht574
@xeno_lith
@scibot6
@phaneritic
@imsouthern

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

Top Tweeters in G3:
@threadreaderapp
@brandonmscales
@alicekeeler
@maryjanekeao
@henleysecnethia
@meairy
@realjavedbashir
@shakeuplearning
@mguhlin
@scholastic

Top Tweeters in G4:
@a0s9p0e2ha
@3onyourside
@iliss_u
@sabeth_pademira
@susanneschaffe2
@emakjtr
@alqahtani_1979
@mckstf
@themrrroc
@opozzuto

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

Top Tweeters in G6:
@hoodopulence
@mommymilfiger
@yungnegrowski
@asodi_23
@itachiofwgkta
@marodelaspada
@theskullkidman
@joesweatpants
@livieackerman
@clumsy_mummy

Top Tweeters in G7:
@itativcs
@codeattbot
@karenlmasters
@glazgow
@rachiangels63
@edctweets
@sci_rem
@neurodrugdoc
@ryan_b_anderson
@paulcottlephys

Top Tweeters in G8:
@33kindnessrulz
@plumcat
@susanchitty1
@lynneleerevis
@drlynnekenney
@bbsutton
@phebe75285640
@lchamou
@trublubeliever
@bucci_shelly

Top Tweeters in G9:
@maestramex
@chipubschools
@jenniferfine5
@tamekaosabutey
@edtechdigest
@chrisharrikings
@b_berns
@uchicagonsp
@drwpedwards
@delmarsuper

Top Tweeters in G10:
@iamdrwill
@scalarhumanity
@rdene915
@google
@physorg_com
@markj_ohnson
@scicommbot
@jc_james_clark
@sarahdateechur
@6amez1


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