ngss, Twitter, 1/25/2022 5:34:24 PM, 270640


FAQ | Problem?

ngss_2022-01-24_23-15-12.xlsx
ngss_2022-01-24_23-15-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 25, 2022
Short Description:
ngss via NodeXL https://bit.ly/347dWTA
@ngss_tweeps
@freeler_ngss
@this0499154500
@nodexl
@stemteachtools
@nsta
@officialngss
@philiplbell
@openscied
@lgates_science

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

Description:
Description
The graph represents a network of 3,624 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, 25 January 2022 at 07:28 UTC.

The requested start date was Tuesday, 25 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 67-day, 9-hour, 43-minute period from Monday, 15 November 2021 at 14:55 UTC to Saturday, 22 January 2022 at 00:38 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 : 3624
Unique Edges : 3538
Edges With Duplicates : 13435
Total Edges : 16973
Number of Edge Types : 5
Mentions : 2516
MentionsInRetweet : 5233
Tweet : 3432
Retweet : 4049
Replies to : 1743
Self-Loops : 3465
Reciprocated Vertex Pair Ratio : 0.0897634742148119
Reciprocated Edge Ratio : 0.164739370218822
Connected Components : 520
Single-Vertex Connected Components : 211
Maximum Vertices in a Connected Component : 2117
Maximum Edges in a Connected Component : 14213
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.143085
Graph Density : 0.000428111665780131
Modularity : 0.295865
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,624 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, 25 January 2022 at 07:28 UTC.

The requested start date was Tuesday, 25 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 67-day, 9-hour, 43-minute period from Monday, 15 November 2021 at 14:55 UTC to Saturday, 22 January 2022 at 00:38 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
[21] 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://news.yahoo.co.jp/articles/92792e0d53591c4c8ac1213ea5901634ce0aa21b
[9] https://news.yahoo.co.jp/articles/4b09ef121d7a3075d480d6b3561632c802a214e4
[9] https://www.nationalacademies.org/our-work/taking-stock-of-ngss-implementation-a-summit
[9] 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
[8] http://stemteachingtools.org/sp/climate-learning
[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://www.wested.org/resources/curriculum-materials-for-ngss/
[4] https://mosesscience.blogspot.com/2021/12/ngsstweeps-take-over.html
[4] https://twitter.com/NSF/status/1471171462857904145
[4] https://drive.google.com/open?id=1Gj1Uqcb-_8dRN1p81rsoEn9KN60qyPMm
[3] https://tldrpapers.com/
[3] http://stemteachingtools.org/brief/66

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:
[6] 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
[3] https://gocampway.com/ngss-aligned-science-camp
[2] http://www.elementarymatters.com/2015/08/science-and-engineering-practices.html
[1] https://www.fisheries.noaa.gov/resource/educational-materials/salvar-las-orcas-residentes-del-sur-en-espanol
[1] https://bit.ly/BOHPOD
[1] https://twitter.com/openscied/status/1461461571612254210
[1] https://www.thewalkingclassroom.org/walking-classroom-stem-curriculum/?utm_source=hootsuite&utm_medium=twitter&utm_term=a9739e24-35e6-40f9-9493-b933024ed2ae&utm_content=&utm_campaign=walkingclassrm
[1] https://twitter.com/MrsPierscinski/status/1461728350968426506

Top URLs in Tweet in G4:
[2] https://www.stevespanglerscience.com/store/yellow-rings-30-pack.html?utm_content=exp_material
[1] https://twitter.com/cascience/status/1482076908267642880
[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 G5:
[6] 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://magnitude.io/
[2] https://twitter.com/Amplify/status/1483896046614896644
[2] https://twitter.com/workman_chang/status/1468385588768292866
[1] https://twitter.com/middleweb/status/1460405254051155969
[1] https://www.middleweb.com/46148/readying-students-for-a-future-of-creativity/

Top URLs in Tweet in G6:
[1] https://twitter.com/jmeghanathreddy/status/1463852679373807616
[1] https://twitter.com/RaiSourvi/status/1483138775286906881
[1] https://twitter.com/FilmHarri/status/1480564132654899202
[1] https://twitter.com/azzy100294/status/1484536938682261506
[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 G7:
[1] https://www.youtube.com/watch?v=fAaUrN7TXxw&feature=youtu.be


Top URLs in Tweet in G8:
[2] https://www.iwasakid.com/
[2] https://twitter.com/ngss_tweeps/status/1470042085793447945
[1] https://twitter.com/TdiShelton/status/1484347748157509635
[1] https://twitter.com/TdiShelton/status/1484352562438365188
[1] https://twitter.com/drmichellelarue/status/1483896693624303616
[1] https://twitter.com/kluthescience/status/1477731684019752965
[1] https://twitter.com/i/web/status/1465768547616018434
[1] https://www.nextgenscience.org/resources/video-ngss-disciplinary-core-ideas
[1] https://amplify.com/wp-content/uploads/2022/01/WestEd-NGSS-Curriculum-Study-Brief_FINAL-ADA_01_06_2022.pdf
[1] https://www.amnh.org/learn-teach/seminars-on-science

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

[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/iobbbu/status/1483879505219530753
[1] https://twitter.com/rimith_/status/1483452790974341123
[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

Top URLs in Tweet in G10:
[1] https://twitter.com/sciencebydoyle/status/1481736072661020678
[1] https://twitter.com/csciencewriters/status/1473832929902141444
[1] https://docs.google.com/document/d/1qM8yTxZNdx_xWxLPsgbXDNGiyxppZDgGmyIhoqxiKIo/edit?usp=sharing
[1] https://twitter.com/johannabrown/status/1460699942482108417
[1] https://galacticpolymath.us8.list-manage.com/subscribe?u=42413c3d307f9b69fd5d5319e&id=33924ebd91
[1] https://twitter.com/GalacticPM/status/1469082933520523264

Top Domains
Top Domains in Tweet in Entire Graph:
[1012] twitter.com
[302] co.jp
[167] youtube.com
[58] stemteachingtools.org
[38] nikkan-gendai.com
[35] mainichi.jp
[33] google.com
[31] nsta.org
[31] or.jp
[22] asahi.com

Top Domains in Tweet in G1:
[146] twitter.com
[56] stemteachingtools.org
[27] youtube.com
[25] google.com
[16] blogspot.com
[15] nextgenscience.org
[12] nsta.org
[11] wested.org
[11] nationalacademies.org
[10] canva.com

Top Domains in Tweet in G2:
[613] twitter.com
[302] co.jp
[129] youtube.com
[38] nikkan-gendai.com
[35] mainichi.jp
[31] or.jp
[22] asahi.com
[21] reiwa-shinsengumi.com
[21] nikkei.com
[20] lite-ra.com

Top Domains in Tweet in G3:
[68] twitter.com
[12] yuki-portal.com
[6] instagram.com
[3] lit.link
[3] teacherspayteachers.com
[3] amazon.es
[3] gocampway.com
[2] nwea.org
[2] knowatom.com
[2] elementarymatters.com

Top Domains in Tweet in G4:
[15] twitter.com
[9] greatminds.org
[2] stevespanglerscience.com
[2] k12oms.org
[2] activatelearning.com
[1] kqed.org
[1] nsta.org
[1] youtube.com
[1] weebly.com
[1] google.com

Top Domains in Tweet in G5:
[18] twitter.com
[6] inqits.com
[6] edtechpicks.org
[4] concord.org
[3] boeingfutureu.com
[3] magnitude.io
[2] edtechdigest.com
[2] radian6.com
[1] middleweb.com
[1] stemteachingtools.org

Top Domains in Tweet in G6:
[7] twitter.com

Top Domains in Tweet in G7:
[1] youtube.com

Top Domains in Tweet in G8:
[8] twitter.com
[2] iwasakid.com
[1] nextgenscience.org
[1] amplify.com
[1] amnh.org
[1] weibertscience.com
[1] naeir.org
[1] ijhighschoolresearch.org
[1] jsr.org
[1] orau.org

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

Top Domains in Tweet in G10:
[4] twitter.com
[1] google.com
[1] list-manage.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1122] ngss
[252] ngsschat
[243] 大石あきこ
[214] れいわ新選組
[154] stem
[128] 日曜討論
[123] science
[95] scied
[93] やはた愛
[68] yahooニュース



Top Hashtags in Tweet in G1:
[437] ngss
[192] ngsschat
[62] scied
[26] science
[18] csedweek
[15] literacy
[14] nativeamericanheritagemonth
[13] scistandards
[11] phenomena
[11] nsta

Top Hashtags in Tweet in G2:
[243] 大石あきこ
[214] れいわ新選組
[128] 日曜討論
[93] やはた愛
[68] yahooニュース
[59] 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
[20] れいわ新選組若者勝手連

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

Top Hashtags in Tweet in G4:
[84] ngss
[16] ngsschat
[11] cangss
[9] ngsx
[8] science
[8] stem
[8] mbcue
[8] dengss
[7] phenomena
[7] elemngss

Top Hashtags in Tweet in G5:
[102] ngss
[66] stem
[41] edtech
[35] kqededchat
[27] medialiteracy
[25] scichat
[21] stemchat
[20] edchat
[19] bearisland
[17] science

Top Hashtags in Tweet in G6:
[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 G7:
[10] niziu
[4] niziu_1stalbum
[2] chopstick
[2] u
[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 G8:
[15] ngsschat
[13] ngss
[4] scienceed
[3] scicomm
[2] leveluprebelup
[2] teacher
[2] scienceteacher
[2] openscied
[2] sciart
[1] penguinawarenessday

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

Top Hashtags in Tweet in G10:
[16] ngss
[3] teaching
[3] chemistry
[2] biology
[2] modeling
[1] macros
[1] burmese
[1] science
[1] communication
[1] happynewyear2022

Top Words
Top Words in Tweet in Entire Graph:
[1123] #ngss
[1082] ngss_tweeps
[1056] science
[1016] ngss
[705] æ
[582] students
[406] ãƒ
[387] learning
[372] ç
[360] ϋ

Top Words in Tweet in G1:
[895] ngss_tweeps
[594] science
[437] #ngss
[307] students
[286] ngss
[230] learning
[209] more
[192] #ngsschat
[164] stemteachtools
[163] great

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

Top Words in Tweet in G3:
[129] ngss
[54] #ngss
[49] science
[25] die
[17] learning
[16] gue
[15] æ
[14] students
[14] verfassungsschutz
[13] standards

Top Words in Tweet in G4:
[84] #ngss
[69] science
[59] ngss
[42] lgates_science
[40] students
[35] join
[33] student
[30] ngss_tweeps
[30] learning
[26] days

Top Words in Tweet in G5:
[102] #ngss
[66] #stem
[60] students
[48] ss
[46] ngss
[41] #edtech
[35] #kqededchat
[34] educators
[33] kqededspace
[31] explore

Top Words in Tweet in G6:
[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 G7:
[98] ngss_rk
[58] 'ˬ
[43] リプありがとうございます
[24] ãƒ
[21] 検索よりリプ失礼します
[20] 可能です
[19] リク
[18] niziu
[18] gt
[16] æ

Top Words in Tweet in G8:
[57] ngss_tweeps
[27] science
[22] bmsscienceteach
[15] #ngsschat
[15] openscied
[13] #ngss
[11] week
[9] school
[9] student
[9] teaching

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

Top Words in Tweet in G10:
[30] teachers
[28] ngss_tweeps
[24] science
[19] ngss
[16] #ngss
[15] 3d
[13] students
[13] building
[13] looking
[12] calling

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[187] ãƒ,ãƒ
[99] æ,æ
[96] ngss,aligned
[94] science,learning
[86] #ngss,#ngsschat
[70] ç,æ
[70] philiplbell,pls
[68] science,education
[67] learn,more
[61] pls,#ngsschat

Top Word Pairs in Tweet in G1:
[76] science,learning
[69] philiplbell,pls
[65] #ngss,#ngsschat
[60] pls,#ngsschat
[50] science,education
[44] learn,more
[40] #ngsschat,#ngss
[31] looking,forward
[30] ngss_tweeps,love
[30] more,apply

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:
[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
[11] #zdf,#rtl
[11] #rtl,#spd
[11] #spd,#fdp
[11] #fdp,#gruene
[11] #gruene,#csu
[11] #csu,#afd
[9] science,standards
[9] #afd,wann

Top Word Pairs in Tweet in G4:
[20] student,powered
[20] powered,film
[20] film,festival
[13] sun,set
[13] set,few
[13] few,days
[13] days,ago
[13] ago,barrow
[13] barrow,alaska
[13] alaska,utqiaġvik

Top Word Pairs in Tweet in G5:
[23] #stem,educators
[22] workman_chang,lae121
[14] #ngss,#edtech
[14] chat,#kqedinnovators
[14] #kqedinnovators,workman_chang
[14] ways,implement
[14] #ngss,standards
[14] starrmatica,texts
[13] kqededspace,#kqededchat
[13] comprehension,#ngss

Top Word Pairs in Tweet in G6:
[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 G7:
[30] リプありがとうございます,'ˬ
[20] 検索よりリプ失礼します,'ˬ
[14] 郵送交換,同日発送のみ
[14] ãƒ,ãƒ
[13] マコ,リオ
[13] ngss_rk,リプありがとうございます
[12] 求,リク
[11] 譲,マコ
[11] リオ,マヤ
[11] 'ˬ,可能です

Top Word Pairs in Tweet in G8:
[13] bmsscienceteach,ngss_tweeps
[7] middle,school
[6] favorite,part
[5] paper,published
[5] published,student
[5] goal,year
[5] isn,best
[5] best,example
[5] example,favorite
[5] part,teaching

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

Top Word Pairs in Tweet in G10:
[12] calling,ngss
[12] ngss,science
[12] science,teachers
[12] teachers,looking
[12] looking,teachers
[12] teachers,join
[12] join,building
[12] building,extensive
[12] extensive,library
[12] library,3d

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

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

Top Replied-To in G2:
@oishiakiko
@hiroyoshimura
@hashimoto_lo
@kakopontan
@oosakahaoosaka
@1rotaku
@decultureepcmd
@ilprqslxbrk3qsw
@akisumitomo
@kimashitower634

Top Replied-To in G4:
@ngss_tweeps
@alliebbogart
@sbottasullivan
@amyread
@heatherarich
@katiebudrow
@collisnoelle
@edureknoy
@kmgill135
@stemlisam

Top Replied-To in G5:
@ngss_tweeps
@mrscottbot
@jackson_davidw
@msjlura
@classroomtools

Top Replied-To in G6:
@ngss_official
@sunnewstamil
@airtel_presence
@mducollector
@airtelindia
@madan3
@paytm
@realtamilselvan
@amanhasnoname_2
@kamaleshsenthi

Top Replied-To in G7:
@ngss_rk
@anko_mako_xoxo
@misa__piyon
@thomas022330
@mii_rima__
@minario999
@__20mak
@m___sk_88
@donutmy_
@niziu_koko

Top Replied-To in G8:
@ngss_tweeps
@bmsscienceteach
@ihadztotweet
@lisa_bastedo
@mrsetense
@marknechanicky
@paulandersen
@indigenoussteam
@jacwillie
@j6panus

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

Top Replied-To in G10:
@ngss_tweeps
@spencerchem
@xeno_lith
@mrpchemistry
@americorps
@pnwscienceclass
@alliebbogart
@prettysqueaky
@johannabrown
@mr_miller_sci

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@oishiakiko
@stemteachtools
@ngssphenomena
@philiplbell
@openscied
@officialngss
@kakopontan
@nsta
@katakorinaoshi1

Top Mentioned in G1:
@ngss_tweeps
@stemteachtools
@philiplbell
@ngssphenomena
@openscied
@officialngss
@dtcampbe
@nsta
@mswilliamsphys1
@emilyadah329

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

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

Top Mentioned in G4:
@lgates_science
@williamfranzell
@mbcue
@krysta_bradley4
@cogswell_ben
@ngss
@ngss_tweeps
@cangss
@teacherlora
@activatescience

Top Mentioned in G5:
@kqededspace
@lae121
@workman_chang
@mrkpyp
@boeing
@thebodyvr
@inqits
@noapp4pedagogy
@juliettescience
@lemelsonmit

Top Mentioned in G6:
@elonmusk
@mkstalin
@spongssqueare
@subramanian_ma
@sunnewstamil
@airtelindia
@reliancejio
@vicustomercare
@kamaleshsenthi
@cmotamilnadu

Top Mentioned in G7:
@niziu__official
@hikakin

Top Mentioned in G8:
@ngss_tweeps
@openscied
@whittlescience
@paulandersen
@bmsscienceteach
@ngssfresno
@mswilliamsphys1
@mrsceastshore
@wested
@lawrencehallsci

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

Top Mentioned in G10:
@ngss_tweeps
@adi_vish
@debra_nsta
@mrpchemistry
@scienceonseven
@msd_istem
@mattwilkinsbio
@gottsled
@johannabrown
@miss_schilling_

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

Top Tweeters in G1:
@judehaste_write
@cherrymischivus
@jfsebastian146
@pink1963dsw
@demrn1974
@melodycrickett
@flipgrid
@gdorn1
@blocht574
@jacquelyngill

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
@jiunromyy_
@toyouth99
@anahmana11

Top Tweeters in G4:
@b0tsci
@abrunelll
@nasa
@wwiimuseum
@cogswell_ben
@cueinc
@ulalaunch
@hcosgrove
@elgovecon
@williamfranzell

Top Tweeters in G5:
@artallks
@vrretweeter
@getiftech
@scalarhumanity
@superteamup
@classroomtools
@markj_ohnson
@worldprofessor
@stem_ai
@jc_james_clark

Top Tweeters in G6:
@airtel_presence
@pttvonlinenews
@sridhar_sw
@news7tamil
@dot_india
@news18tamilnadu
@polimernews
@sunnewstamil
@vicustomercare
@arjun_virat_

Top Tweeters in G7:
@hikakin
@__niziu___rio24
@mamami_o0
@niziu__official
@ta_mi_21
@mh812o
@jessica_ayaka
@izone927831
@niziu_yui
@ayk_ari07

Top Tweeters in G8:
@ihadztotweet
@shirky17
@bmsscienceteach
@socialseas
@emily_a_mills
@jayaisales
@amnh
@nsf
@marknechanicky
@curriculummatrs

Top Tweeters in G9:
@wesleylantana
@myunclesmemes
@itachiofwgkta
@matangimona
@ninnception
@ydraxx_x
@browntable_ent
@ordurebizarree
@justaeeshaa
@klefman_

Top Tweeters in G10:
@blkhwk0ps
@deestem_teach
@thereadingzone
@gottsled
@esponsler9
@njea
@smithcollege
@mscaprioli
@hadleyjf
@americorps


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