ngss, Twitter, 1/18/2022 7:52:55 PM, 270237


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ngss_2022-01-17_23-15-12.xlsx
ngss_2022-01-17_23-15-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 18, 2022
Short Description:
ngss via NodeXL https://bit.ly/3rxjS08
@ngss_tweeps
@freeler_ngss
@this0499154500
@nodexl
@nsta
@stemteachtools
@philiplbell
@officialngss
@lgates_science
@stem_ai

Top hashtags:
#ngss
#大石あきこ
#ngsschat
#れいわ新選組
#stem
#science
#日曜討論
#やはた愛
#scied
#yahooニュース

Description:
Description
The graph represents a network of 3,574 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, 18 January 2022 at 07:30 UTC.

The requested start date was Tuesday, 18 January 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 68-day, 11-hour, 50-minute period from Wednesday, 10 November 2021 at 12:10 UTC to Tuesday, 18 January 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 : 3574
Unique Edges : 3631
Edges With Duplicates : 13326
Total Edges : 16957
Number of Edge Types : 5
Mentions : 2560
Replies to : 1825
Retweet : 3951
MentionsInRetweet : 5266
Tweet : 3355
Self-Loops : 3390
Reciprocated Vertex Pair Ratio : 0.091327705295472
Reciprocated Edge Ratio : 0.167369901547117
Connected Components : 529
Single-Vertex Connected Components : 221
Maximum Vertices in a Connected Component : 2079
Maximum Edges in a Connected Component : 14231
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.147356
Graph Density : 0.000445422368942221
Modularity : 0.29622
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,574 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, 18 January 2022 at 07:30 UTC.

The requested start date was Tuesday, 18 January 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 68-day, 11-hour, 50-minute period from Wednesday, 10 November 2021 at 12:10 UTC to Tuesday, 18 January 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:
[31] https://news.yahoo.co.jp/articles/5840d9e1db2d7dcfa1d82d088ca39093fa5b4ae1
[19] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[14] https://www.nikkan-gendai.com/articles/view/geino/298650
[12] https://mainichi.jp/articles/20211229/k00/00m/010/019000c
[9] https://www.nationalacademies.org/our-work/taking-stock-of-ngss-implementation-a-summit
[9] https://news.yahoo.co.jp/articles/92792e0d53591c4c8ac1213ea5901634ce0aa21b
[9] https://news.yahoo.co.jp/articles/4b09ef121d7a3075d480d6b3561632c802a214e4
[8] http://stemteachingtools.org/sp/climate-learning
[7] https://news.yahoo.co.jp/articles/1ca86bfbab4b7cfcdab1fdf5956cc85bc434a3a5
[7] https://twitter.com/hiroyoshimura/status/1463858117968801795

Top URLs in Tweet in G1:
[9] https://www.nationalacademies.org/our-work/taking-stock-of-ngss-implementation-a-summit
[6] http://stemteachingtools.org/sp/climate-learning
[5] https://nagt.org/246873
[4] https://www.nextgenscience.org/resources/examples-quality-ngss-design
[4] http://stemteachingtools.org/news/2020/guidance-for-supporting-science-learning-during-covid-19
[4] https://www.openscied.org/instructional-materials/6-4-rock-cycling-plate-tectonics/
[4] https://drive.google.com/open?id=1Gj1Uqcb-_8dRN1p81rsoEn9KN60qyPMm
[3] https://www.nyusail.org/curriculum
[3] http://stemteachingtools.org/brief/66
[3] https://www.canva.com/design/DAEy6DILSfE/v4KUvSv3SojJ-vbAoDzQ-A/view?utm_content=DAEy6DILSfE&utm_campaign=designshare&utm_medium=link&utm_source=sharebutton&mode=preview

Top URLs in Tweet in G2:
[31] https://news.yahoo.co.jp/articles/5840d9e1db2d7dcfa1d82d088ca39093fa5b4ae1
[14] https://www.nikkan-gendai.com/articles/view/geino/298650
[12] https://mainichi.jp/articles/20211229/k00/00m/010/019000c
[9] https://news.yahoo.co.jp/articles/4b09ef121d7a3075d480d6b3561632c802a214e4
[9] https://news.yahoo.co.jp/articles/92792e0d53591c4c8ac1213ea5901634ce0aa21b
[7] https://news.yahoo.co.jp/articles/1ca86bfbab4b7cfcdab1fdf5956cc85bc434a3a5
[7] https://twitter.com/hiroyoshimura/status/1463858117968801795
[6] https://news.yahoo.co.jp/pickup/6410023
[6] https://mainichi.jp/articles/20211218/k00/00m/040/210000c
[6] https://twitter.com/hyogolove5/status/1471697705701625858?s=20

Top URLs in Tweet in G3:
[5] https://www.instagram.com/accounts/login/
[3] https://lit.link/ngss
[3] https://www.amazon.es/VistoEn@Rebajazos/dp/B09MGD6SBC?th=1&tag=rebajazos-21&keywords=Cholloterapia.com
[2] https://gocampway.com/ngss-aligned-science-camp
[2] https://skydayproject.com/training
[1] https://twitter.com/MaxHalla/status/1458473008146882562
[1] https://twitter.com/_opywpyy_/status/1458638021830463490
[1] https://twitter.com/nctsmtown/status/1458781618622001156
[1] https://link.springer.com/epdf/10.1007/s42330-021-00169-z?sharing_token=IMCCzLvRrkqSiyECH8ceOfe4RwlQNchNByi7wbcMAY4wp9Z4wusggEWuOUiutixK4pwpTgsYSrEqtBy6pkja-v8LO1cp-svw430B2P_0ERvnMGqFnjlau8mfNUHVaKRpWa9DU-6wmJWWL_CjHmHwTaPTIqqU2GUuUNCEMHsZPdw%3D
[1] https://ngss.nsta.org/Practices.aspx?id=5

Top URLs in Tweet in G4:
[7] https://www.inqits.com/
[3] http://edtechpicks.org/2015/06/themespark-standards-based-rubrics-html/?utm_content=buffer62b7e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://edtechpicks.org/2019/06/phenomena-ngss-2/
[2] https://www.edtechdigest.com/2021/11/18/stemscopes-ngss-3d/
[2] https://concord.org/blog/for-equity-and-justice-start-where-students-are-and-help-them-find-answers/
[2] https://twitter.com/workman_chang/status/1468385588768292866
[2] https://magnitude.io/
[1] https://twitter.com/middleweb/status/1460405254051155969
[1] https://www.middleweb.com/46148/readying-students-for-a-future-of-creativity/
[1] https://twitter.com/middleweb/status/1461391254365868038

Top URLs in Tweet in G5:
[4] https://twitter.com/NSF/status/1471171462857904145
[2] https://www.stevespanglerscience.com/store/yellow-rings-30-pack.html?utm_content=exp_material
[2] https://science.brainpop.com/
[2] https://twitter.com/wisonhau/status/1475211768834129920
[1] https://twitter.com/MarioBarioBerge/status/1457326112237924355
[1] https://www.pnas.org/content/118/49/e2112672118
[1] https://twitter.com/physicsastronmy/status/1475240460608327681
[1] https://www.micro-pano.com/pearl/index.html
[1] https://cleanet.org/resources/43431.html
[1] https://drive.google.com/drive/folders/1wRUZFGw_oHtmFcx1zhKKPgrdnPqQpwM0

Top URLs in Tweet in G6:
[2] https://my.nsta.org/event/book-beat-live-uncovering-student-ideas-with-formative-assessment-probes-decemb
[2] https://ngss.nsta.org/practices.aspx?id=2
[1] https://twitter.com/i/web/status/1466861023055388672
[1] https://www.kqed.org/mindshift/54452/why-deeply-diving-into-content-could-be-the-key-to-reading-comprehension?fbclid=IwAR1BSOf63MYhXHqwb_-B8cn5UrOOIFVOchV9Lm2r2V17LlvfbyZJ11-htIo
[1] https://twitter.com/wonderofscience/status/1468557591496192002
[1] https://www.nsta.org/ostb22?utm_source=realmagnet&utm_medium=email&utm_term=Outstanding%20Science%20Trade%20Books%20for%20Students%20K%E2%80%9312&utm_campaign=120321OSTB
[1] https://twitter.com/physicsj/status/1476969355170947073
[1] https://twitter.com/ccc_thinking/status/1477278097804169216
[1] https://twitter.com/outdooredcoll/status/1477719673538023433
[1] https://twitter.com/teacher2teacher/status/1479620147123867651

Top URLs in Tweet in G7:
[1] https://twitter.com/jmeghanathreddy/status/1463852679373807616
[1] https://twitter.com/KamaleshSenthi/status/1463864715147235338
[1] https://twitter.com/ANI/status/1477576467571613699
[1] https://twitter.com/MirrorNow/status/1477940680630566912

Top URLs in Tweet in G8:
[1] https://www.youtube.com/watch?v=fAaUrN7TXxw&feature=youtu.be


Top URLs in Tweet in G9:
[2] https://www.youtube.com/watch?v=MrOuIhXdjhY&feature=youtu.be

[1] https://twitter.com/montcorvo_off/status/1458200150090862597
[1] https://www.youtube.com/watch?v=e8YBesRKq_U&feature=youtu.be

[1] https://www.youtube.com/watch?v=wDtt24RxdLk&feature=youtu.be

[1] https://twitter.com/SeriesUpdateFR/status/1473603242496073735
[1] https://twitter.com/hameed_shahir/status/1471825147569004552
[1] https://twitter.com/yerim_uchu/status/1472907077018390531
[1] https://twitter.com/KoumoBur/status/1472709538579156999
[1] https://twitter.com/world_musiclife/status/1472138266149363716
[1] https://www.youtube.com/watch?v=rYOPpjooaZ8&feature=youtu.be


Top URLs in Tweet in G10:
[2] https://twitter.com/ngss_tweeps/status/1470042085793447945
[1] https://twitter.com/kluthescience/status/1477731684019752965
[1] https://weibertscience.com/sketchnotes
[1] https://twitter.com/i/web/status/1465768547616018434
[1] https://catalog.naeir.org/TeacherApplication
[1] https://www.amnh.org/learn-teach/seminars-on-science
[1] https://ijhighschoolresearch.org/
[1] https://www.jsr.org/index.php/path
[1] https://www.kbs.msu.edu/wp-content/uploads/2017/02/NGSS-Interactive-Read-Alouds.pdf
[1] https://www.orau.org/arc-ornl/high-school/index.html-

Top Domains
Top Domains in Tweet in Entire Graph:
[989] twitter.com
[287] co.jp
[153] youtube.com
[56] stemteachingtools.org
[38] nikkan-gendai.com
[35] google.com
[30] nsta.org
[30] mainichi.jp
[29] or.jp
[20] nikkei.com

Top Domains in Tweet in G1:
[138] twitter.com
[53] stemteachingtools.org
[27] google.com
[24] youtube.com
[16] nextgenscience.org
[15] blogspot.com
[13] nsta.org
[11] nationalacademies.org
[10] canva.com
[8] wested.org

Top Domains in Tweet in G2:
[593] twitter.com
[287] co.jp
[118] youtube.com
[38] nikkan-gendai.com
[30] mainichi.jp
[29] or.jp
[20] lite-ra.com
[20] reiwa-shinsengumi.com
[20] asahi.com
[20] nikkei.com

Top Domains in Tweet in G3:
[71] twitter.com
[15] yuki-portal.com
[5] instagram.com
[3] lit.link
[3] teacherspayteachers.com
[3] wordpress.com
[3] amazon.es
[2] google.com
[2] nwea.org
[2] gocampway.com

Top Domains in Tweet in G4:
[19] twitter.com
[7] inqits.com
[6] edtechpicks.org
[6] storytimestem.com
[4] concord.org
[3] boeingfutureu.com
[2] edtechdigest.com
[2] k12oms.org
[2] zoom.us
[2] magnitude.io

Top Domains in Tweet in G5:
[14] twitter.com
[7] greatminds.org
[3] activelylearn.com
[2] google.com
[2] stevespanglerscience.com
[2] brainpop.com
[2] activatelearning.com
[1] pnas.org
[1] micro-pano.com
[1] cleanet.org

Top Domains in Tweet in G6:
[15] twitter.com
[6] nsta.org
[3] uncoveringstudentideas.org
[1] kqed.org
[1] youtube.com
[1] weebly.com
[1] visualcapitalist.com
[1] kidsatscience.org
[1] reddit.com
[1] njctl.org

Top Domains in Tweet in G7:
[4] twitter.com

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

Top Domains in Tweet in G9:
[8] twitter.com
[5] youtube.com

Top Domains in Tweet in G10:
[4] twitter.com
[1] weibertscience.com
[1] naeir.org
[1] amnh.org
[1] ijhighschoolresearch.org
[1] jsr.org
[1] msu.edu
[1] orau.org
[1] openscied.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1125] ngss
[250] 大石あきこ
[215] ngsschat
[206] れいわ新選組
[151] stem
[129] science
[128] 日曜討論
[84] やはた愛
[78] scied
[66] yahooニュース



Top Hashtags in Tweet in G1:
[390] ngss
[137] ngsschat
[59] scied
[19] csedweek
[18] science
[14] nsta
[14] nativeamericanheritagemonth
[14] scistandards
[14] stem
[11] hourofcode

Top Hashtags in Tweet in G2:
[249] 大石あきこ
[205] れいわ新選組
[128] 日曜討論
[84] やはた愛
[66] yahooニュース
[53] 山本太郎
[27] 日刊ゲンダイdigital
[25] 報道ランナー
[25] 維新に騙されるな
[22] 写真で見る衆議院議員大石あきこのライフワーク

Top Hashtags in Tweet in G3:
[60] ngss
[15] ハニセレ2
[15] ハニーセレクト2
[12] zdf
[11] rtl
[11] spd
[11] fdp
[11] gruene
[11] csu
[11] afd

Top Hashtags in Tweet in G4:
[128] ngss
[67] stem
[41] edtech
[35] kqededchat
[28] medialiteracy
[22] scichat
[20] stemchat
[19] bearisland
[19] edchat
[19] science

Top Hashtags in Tweet in G5:
[72] ngss
[31] ngsschat
[7] cangss
[5] chemed
[5] science
[5] dataliteracy
[5] stem
[5] iqwst
[3] craea
[2] wintersolstice

Top Hashtags in Tweet in G6:
[71] ngss
[12] ngsschat
[9] phenomena
[9] ngsx
[8] dengss
[7] elemngss
[6] nsta
[4] science
[4] stem
[4] elementary

Top Hashtags in Tweet in G7:
[9] valimai
[8] spongs
[8] dogecoin
[8] dogecointothemoon
[5] valimaitrailer
[4] paragagarwal
[4] tamilnadu
[4] ajithkumar
[3] valimaitrailerfeast
[3] maanadu

Top Hashtags in Tweet in G8:
[10] niziu
[5] niziu_1stalbum
[3] u
[3] chopstick
[2] niziu交換
[2] niziuミーグリ
[2] ヒカキンサンタ
[1] ベストアーティスト
[1] linemusicで术゚返る2021
[1] 真犯人フラグ

Top Hashtags in Tweet in G9:
[4] bleach
[1] bleach_anime

Top Hashtags in Tweet in G10:
[11] ngsschat
[8] ngss
[4] scienceed
[2] leveluprebelup
[2] teacher
[2] scienceteacher
[2] openscied
[1] education
[1] sciencemodel
[1] prideandexcellence

Top Words
Top Words in Tweet in Entire Graph:
[1150] ngss_tweeps
[1126] #ngss
[1073] science
[979] ngss
[705] æ
[636] students
[406] ãƒ
[381] learning
[372] ç
[360] ϋ

Top Words in Tweet in G1:
[901] ngss_tweeps
[639] science
[390] #ngss
[330] students
[290] ngss
[231] learning
[220] more
[177] work
[154] stemteachtools
[152] use

Top Words in Tweet in G2:
[657] æ
[368] ãƒ
[352] ϋ
[346] ç
[291] oishiakiko
[288] šã
[285] ÿã
[267] ªã
[235] #大石あきこ
[200] #れいわ新選組

Top Words in Tweet in G3:
[141] ngss
[60] #ngss
[58] science
[25] die
[18] students
[17] learning
[15] æ
[15] ハニセレ2勝手にアップローダー更新情報
[15] #ハニセレ2
[15] #ハニーセレクト2

Top Words in Tweet in G4:
[128] #ngss
[77] students
[67] #stem
[58] science
[57] ngss
[45] ss
[41] #edtech
[41] join
[36] explore
[35] #kqededchat

Top Words in Tweet in G5:
[76] ngssphenomena
[72] #ngss
[44] ngss_tweeps
[36] science
[36] ngss
[35] students
[31] #ngsschat
[20] phenomena
[20] learning
[18] water

Top Words in Tweet in G6:
[71] #ngss
[44] lgates_science
[39] ngss_tweeps
[37] science
[31] probes
[30] nsta
[28] days
[27] ctskeeley
[26] students
[24] ngss

Top Words in Tweet in G7:
[11] please
[10] #valimai
[10] ngss_official
[9] elonmusk
[8] க
[8] mkstalin
[8] buy
[8] spongebob
[8] hoodie
[8] use

Top Words in Tweet in G8:
[84] ngss_rk
[52] 'ˬ
[37] リプありがとうございます
[24] ãƒ
[19] 可能です
[19] 検索よりリプ失礼します
[17] niziu
[17] リク
[16] gt
[16] æ

Top Words in Tweet in G9:
[15] ce
[12] ça
[11] anime
[8] ils
[8] bleach
[8] jp_ngss
[6] trailer
[6] year
[6] 2022
[6] steel

Top Words in Tweet in G10:
[58] ngss_tweeps
[23] science
[21] bmsscienceteach
[15] openscied
[11] #ngsschat
[10] week
[9] teaching
[9] favorite
[9] published
[9] student

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[187] ãƒ,ãƒ
[99] æ,æ
[98] science,learning
[86] ngss,aligned
[83] #ngss,#ngsschat
[71] science,education
[70] instructional,materials
[70] ç,æ
[65] high,school
[62] learn,more

Top Word Pairs in Tweet in G1:
[80] science,learning
[57] philiplbell,pls
[50] science,education
[48] special,issue
[47] pls,#ngsschat
[45] dtcampbe,pls
[44] learn,more
[44] instructional,materials
[36] #ngss,#ngsschat
[35] excited,share

Top Word Pairs in Tweet in G2:
[163] ãƒ,ãƒ
[96] æ,æ
[67] ç,æ
[54] œã,æ
[52] ϋ,؋
[48] æ,œã
[46] æ,ç
[46] œã,ªã
[45] šã,æ
[41] ªã,œã

Top Word Pairs in Tweet in G3:
[15] ハニセレ2勝手にアップローダー更新情報,#ハニセレ2
[15] #ハニセレ2,#ハニーセレクト2
[11] #zdf,#rtl
[11] #rtl,#spd
[11] #spd,#fdp
[11] #fdp,#gruene
[11] #gruene,#csu
[11] #csu,#afd
[9] ngss,science
[9] #afd,wann

Top Word Pairs in Tweet in G4:
[23] #stem,educators
[22] workman_chang,lae121
[15] #ngss,standards
[15] starrmatica,texts
[14] #ngss,#edtech
[14] #ngss,unit
[14] comprehension,#ngss
[14] chat,#kqedinnovators
[14] #kqedinnovators,workman_chang
[14] ways,implement

Top Word Pairs in Tweet in G5:
[27] #ngss,#ngsschat
[12] ngss_tweeps,ngssphenomena
[12] sun,always
[12] always,rise
[12] rise,east
[12] east,map
[12] map,photos
[12] photos,neighborhood
[12] neighborhood,use
[11] soap,mix

Top Word Pairs in Tweet in G6:
[14] sun,set
[14] set,few
[14] few,days
[14] days,ago
[14] ago,barrow
[14] barrow,alaska
[14] alaska,utqiaġvik
[14] utqiaġvik,rise
[14] rise,again
[14] again,until

Top Word Pairs in Tweet in G7:
[8] please,buy
[8] buy,spongebob
[8] spongebob,hoodie
[8] hoodie,use
[8] use,payment
[8] payment,#spongs
[8] #spongs,elonmusk
[8] elonmusk,#dogecoin
[8] #dogecoin,#dogecointothemoon
[7] spongssqueare,please

Top Word Pairs in Tweet in G8:
[27] リプありがとうございます,'ˬ
[18] 検索よりリプ失礼します,'ˬ
[14] ãƒ,ãƒ
[13] 郵送交換,同日発送のみ
[12] マコ,リオ
[11] 譲,マコ
[11] 求,リク
[11] 'ˬ,可能です
[10] リオ,マヤ
[10] ngss_rk,リプありがとうございます

Top Word Pairs in Tweet in G9:
[6] steel,ball
[6] ball,run
[4] thousand,year
[4] year,blood
[4] blood,war
[4] par,pitié
[4] octobre,2022
[4] run,2008
[4] ce,chat
[3] ils,veulent

Top Word Pairs in Tweet in G10:
[13] bmsscienceteach,ngss_tweeps
[7] #ngsschat,ngss_tweeps
[6] paper,published
[6] published,student
[5] anyone,idea
[5] idea,youth
[5] youth,paper
[5] student,goal
[5] goal,year
[5] isn,best

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@ngss_rk
@masamasa_ngss
@krsciencelady
@bmsscienceteach
@xeno_lith
@kmgill135
@wandabryant
@mrpchemistry
@mswilliamsphys1

Top Replied-To in G1:
@ngss_tweeps
@krsciencelady
@wandabryant
@kmgill135
@xeno_lith
@gosciencego
@tannymcg
@drloriandersen
@mswilliamsphys1
@phyzman

Top Replied-To in G2:
@oishiakiko
@hiroyoshimura
@hashimoto_lo
@kakopontan
@oosakahaoosaka
@1rotaku
@decultureepcmd
@akisumitomo
@kimashitower634
@nh3aibrs1cwuaks

Top Replied-To in G4:
@storytime_stem
@ngss_tweeps
@classroomtools
@mgonzalezhoward

Top Replied-To in G5:
@ngss_tweeps
@katydornbos
@alliebbogart
@cmooreanderson
@amyread
@nats_science
@amandasanderman
@katiebudrow
@richbacolor
@jstibitz

Top Replied-To in G6:
@ngss_tweeps
@lgates_science
@scijeanne
@heatherarich
@collisnoelle
@edureknoy
@stemlisam
@srvusd_ngss
@ngssmademedoit
@kmgill135

Top Replied-To in G7:
@ngss_official
@sunnewstamil
@tarunkishore007
@mducollector
@airtelindia
@madan3
@paytm
@realtamilselvan
@amanhasnoname_2
@kamaleshsenthi

Top Replied-To in G8:
@ngss_rk
@anko_mako_xoxo
@misa__piyon
@thomas022330
@mii_rima__
@minario999
@m___sk_88
@donutmy_
@niziu_koko
@makomayu_0411

Top Replied-To in G9:
@jp_ngss
@totorugroku
@klefman_
@flodela1florian
@elyeslrs1
@dabest904
@juustlou

Top Replied-To in G10:
@ngss_tweeps
@bmsscienceteach
@lisa_bastedo
@mrsetense
@ihadztotweet
@paulandersen
@indigenoussteam
@phaneritic
@j6panus
@ngssfresno

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@oishiakiko
@stemteachtools
@philiplbell
@openscied
@nsta
@ngssphenomena
@officialngss
@dtcampbe
@kakopontan

Top Mentioned in G1:
@ngss_tweeps
@stemteachtools
@philiplbell
@openscied
@dtcampbe
@nsta
@officialngss
@jste1924
@okheelee_
@reiserbrianj

Top Mentioned in G2:
@oishiakiko
@kakopontan
@katakorinaoshi1
@aiainstein
@ilprqslxbrk3qsw
@decultureepcmd
@aomurasaki_ll
@memenyan_ikiru
@akisumitomo
@reiwawakamono

Top Mentioned in G3:
@creosityspace
@ryansajdak
@kidsread09
@educationgeds

Top Mentioned in G4:
@kqededspace
@lae121
@williamfranzell
@workman_chang
@mrkpyp
@teacherlora
@krysta_bradley4
@cogswell_ben
@thebodyvr
@mbcue

Top Mentioned in G5:
@ngssphenomena
@ngss_tweeps
@katydornbos
@ngss
@cangss
@alliebbogart
@nats_science
@activatescience
@brainpopscience
@chemed2019

Top Mentioned in G6:
@lgates_science
@ctskeeley
@ngss_tweeps
@nsta
@bscsorg
@ngssphenomena
@howelltwpmss
@cascience
@speaglescience
@sanpasqualhs

Top Mentioned in G7:
@elonmusk
@mkstalin
@spongssqueare
@subramanian_ma
@sunnewstamil
@reliancejio
@vicustomercare
@kamaleshsenthi
@cmotamilnadu
@airtelindia

Top Mentioned in G8:
@niziu__official
@hikakin

Top Mentioned in G9:
@iobbbu
@eugenieatinault
@yassifybot
@klefman_
@byaraki
@elxnxzr
@binksxy
@_lnd_tv
@chamahllow
@daily_bleach

Top Mentioned in G10:
@ngss_tweeps
@openscied
@whittlescience
@bmsscienceteach
@ngssfresno
@mswilliamsphys1
@mrsceastshore
@paulandersen
@mrsstemilford
@emily_a_mills

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@sectest9
@kzooooo
@judehaste_write
@hanayuu
@jyunesu_
@cybersecurityn8
@cherrymischivus
@jfsebastian146
@yochan87

Top Tweeters in G1:
@jfsebastian146
@pink1963dsw
@demrn1974
@flipgrid
@gdorn1
@jacquelyngill
@nicholasferroni
@beartrust
@rushthewriter
@xeno_lith

Top Tweeters in G2:
@kzooooo
@hanayuu
@jyunesu_
@yochan87
@pretty_occho
@nhk_news
@lautream
@terako_123
@yuz_uki1
@tetsumah

Top Tweeters in G3:
@jimmyroybloom
@eagerbeavertech
@cholloterapia
@ccollin29
@ofertapremium
@bluebyeols
@drschelter
@brixhtwin
@jiunromyy_
@ctsuchinoko

Top Tweeters in G4:
@artallks
@vrretweeter
@getiftech
@scalarhumanity
@superteamup
@classroomtools
@markj_ohnson
@worldprofessor
@shannonmmiller
@stem_ai

Top Tweeters in G5:
@beebrookshire
@richardklee1
@xxxgp786
@wwiimuseum
@hcosgrove
@geethapn70
@brainpop
@exploratorium
@gschoeney
@ibchemmilam

Top Tweeters in G6:
@b0tsci
@abrunelll
@imsouthern
@nasa
@sciencecat222
@ulalaunch
@dgsciguy
@bergjaso
@bostonschools
@teacher_city

Top Tweeters in G7:
@airtel_presence
@pttvonlinenews
@sridhar_sw
@news7tamil
@dot_india
@news18tamilnadu
@polimernews
@sunnewstamil
@vicustomercare
@arjun_virat_

Top Tweeters in G8:
@hikakin
@niziu__official
@ta_mi_21
@mh812o
@jessica_ayaka
@izone927831
@niziu_yui
@ayk_ari07
@ghimarinka
@niziu_mykpenpen

Top Tweeters in G9:
@wesleylantana
@myunclesmemes
@itachiofwgkta
@matangimona
@bouteflikov
@ninnception
@oklmzerboy
@ydraxx_x
@browntable_ent
@ordurebizarree

Top Tweeters in G10:
@blocht574
@ihadztotweet
@shirky17
@spencerideas
@mrnunesteach
@bmsscienceteach
@socialseas
@moodogpress
@emily_a_mills
@amnh


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