ngss, Twitter, 2/8/2022 9:46:23 AM, 271554


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ngss_2022-02-07_23-15-12.xlsx
ngss_2022-02-07_23-15-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 08, 2022
Short Description:
ngss via NodeXL https://bit.ly/3gtBVzh
@ngss_tweeps
@freeler_ngss
@ngss
@youtube
@annie54
@nsta
@stemteachtools
@stem_ai
@officialngss
@ctskeeley

Top hashtags:
#ngss
#ngsschat
#れいわ新選組
#大石あきこ
#stem
#日曜討論
#science
#scied
#やはた愛
#山本太郎

Description:
Description
The graph represents a network of 3,427 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, 08 February 2022 at 07:28 UTC.

The requested start date was Tuesday, 08 February 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 63-day, 5-hour, 27-minute period from Monday, 06 December 2021 at 18:01 UTC to Monday, 07 February 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 : 3427
Unique Edges : 3255
Edges With Duplicates : 13281
Total Edges : 16536
Number of Edge Types : 5
Retweet : 4046
MentionsInRetweet : 5083
Tweet : 3400
Mentions : 2268
Replies to : 1739
Self-Loops : 3416
Reciprocated Vertex Pair Ratio : 0.098014888337469
Reciprocated Edge Ratio : 0.178531073446328
Connected Components : 420
Single-Vertex Connected Components : 194
Maximum Vertices in a Connected Component : 2172
Maximum Edges in a Connected Component : 14108
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.101369
Graph Density : 0.000452265081507366
Modularity : 0.282039
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,427 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, 08 February 2022 at 07:28 UTC.

The requested start date was Tuesday, 08 February 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 63-day, 5-hour, 27-minute period from Monday, 06 December 2021 at 18:01 UTC to Monday, 07 February 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:
[31] https://news.yahoo.co.jp/articles/5840d9e1db2d7dcfa1d82d088ca39093fa5b4ae1
[30] 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.youtube.com/watch?v=OXatQVtSah8&feature=youtu.be

[9] https://news.yahoo.co.jp/articles/4b09ef121d7a3075d480d6b3561632c802a214e4
[9] http://stemteachingtools.org/sp/climate-learning
[9] https://www.nationalacademies.org/our-work/taking-stock-of-ngss-implementation-a-summit
[8] http://stemteachingtools.org/assets/landscapes/STTBookmark_set_March2018.pdf
[8] https://www.edreports.org/about/reviewers?utm_medium=organic&utm_source=twitter&utm_campaign=hs-science-recruitment-jan-2022

Top URLs in Tweet in G1:
[8] https://www.nationalacademies.org/our-work/taking-stock-of-ngss-implementation-a-summit
[7] http://stemteachingtools.org/assets/landscapes/STTBookmark_set_March2018.pdf
[7] http://stemteachingtools.org/sp/climate-learning
[5] https://indigenoussteam.org/
[5] http://stemteachingtools.org/sp/talk-flowchart
[4] https://www.nap.edu/catalog/26215/science-and-engineering-in-preschool-through-elementary-grades-the-brilliance
[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
[3] https://tldrpapers.com/
[3] https://www.nextgenscience.org/resources/examples-quality-ngss-design
[3] https://www.kbs.msu.edu/wp-content/uploads/2017/02/NGSS-Interactive-Read-Alouds.pdf

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://www.youtube.com/watch?v=OXatQVtSah8&feature=youtu.be

[6] https://www.oishiakiko.net/2021-12-24casino/
[6] https://twitter.com/hyogolove5/status/1471697705701625858?s=20
[6] https://mainichi.jp/articles/20211218/k00/00m/040/210000c
[6] https://twitter.com/kobeshinbun/status/1471478355568775169
[5] https://www3.nhk.or.jp/kansai-news/20220115/2000056454.html

Top URLs in Tweet in G3:
[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] http://www.elementarymatters.com/2015/08/science-and-engineering-practices.html
[2] https://shab.help.ch/publ.cfm?key=4100203
[2] https://edulastic.com/blog/sparkscience/
[1] https://www.edtechdigest.com/2021/11/18/stemscopes-ngss-3d/?utm_content=189807911&utm_medium=social&utm_source=twitter&hss_channel=tw-3018726223
[1] http://oceansofdata.org/our-work/data-next-generation-science-standards
[1] https://www.instagram.com/accounts/login/?next=/drportillos5thgraders/p/CXR9bwKvzLM/
[1] http://www.icontact-archive.com/archive?c=825985&f=1510&s=1585&m=410107&t=536e78e959469fbf03393d8cc51fb2738f6b7b6189313efcd29053ae0fbb51f9

Top URLs in Tweet in G4:
[3] https://www.beyondbenign.org/event/sustainable-science-contextualizing-chemistry-through-safer-hands-on-labs/
[2] https://forms.gle/PZRvrSXhRmtYUkpU9
[2] https://twitter.com/NSF/status/1471171462857904145
[2] https://science.brainpop.com/
[2] https://www.youtube.com/watch?v=kANocw2wCXk&feature=youtu.be

[1] https://twitter.com/krsciencelady/status/1490109639828152327
[1] https://twitter.com/leadinsci/status/1468981872827015179
[1] http://tinyurl.com/RVCC-PhenomenaTool
[1] https://twitter.com/physicsastronmy/status/1475240460608327681
[1] https://www.micro-pano.com/pearl/index.html

Top URLs in Tweet in G5:
[3] 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
[2] https://k12.presidio.edu/climate-education/online-teacher-pd/extreme-weather/teaching-extreme-weather-syllabus/
[2] https://magnitude.io/
[2] https://twitter.com/Amplify/status/1483896046614896644
[2] https://concord.org/blog/for-equity-and-justice-start-where-students-are-and-help-them-find-answers/
[2] https://forms.gle/fXwH8zG6KVGZqWd18
[2] https://twitter.com/workman_chang/status/1468385588768292866
[1] https://www.neefusa.org/education/greening-stem/approach
[1] https://k12.presidio.edu/climate-education/online-teacher-pd/extreme-weather/

Top URLs in Tweet in G6:
[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/plotarmoryt/status/1490434811722444812
[1] https://twitter.com/cascade_mag/status/1488847794068676609
[1] https://twitter.com/senseiv3/status/1488579783218929668
[1] https://twitter.com/nocontextbrits/status/1416314916068282372
[1] https://twitter.com/bestofpotc/status/1485672404919668736
[1] https://twitter.com/iobbbu/status/1483879505219530753
[1] https://twitter.com/rimith_/status/1483452790974341123
[1] https://twitter.com/SeriesUpdateFR/status/1473603242496073735

Top URLs in Tweet in G7:
[2] https://districtadministration.com/ngss-science-promotes-phenomena-based/
[2] https://my.nsta.org/event/book-beat-live-uncovering-student-ideas-with-formative-assessment-probes-decemb
[1] https://twitter.com/IADeptofEd/status/1468621087906926595
[1] https://twitter.com/i/web/status/1490701184344154121
[1] https://aiu3.zoom.us/meeting/register/tZwsduihqDguG9yQRqRYPvkFiXpG9jXLgnp3
[1] https://storytimestem.com/collections/stem-computer-science
[1] https://storytimestem.com/collections/stem-computer-science/products/earth-day-adventures-computer-science-grades-prek-2-including-bee-bots
[1] https://storytimestem.com/collections/stem-computer-science/products/moon-adventures-computer-science-grades-prek-2-including-bee-bots
[1] https://twitter.com/NSTA/status/1486357006902603779
[1] https://www.uncoveringstudentideas.org/contact

Top URLs in Tweet in G9:
[1] https://www.youtube.com/watch?v=Sz-ZCB7ioEY&feature=youtu.be

[1] https://www.youtube.com/watch?v=fAaUrN7TXxw&feature=youtu.be


Top URLs in Tweet in G10:
[4] https://mosesscience.blogspot.com/2021/12/ngsstweeps-take-over.html
[2] https://www.youtube.com/watch?v=gWbMqaB-9FU&feature=youtu.be

[2] https://twitter.com/ngss_tweeps/status/1470042085793447945
[1] https://twitter.com/bakerAandP/status/1470770508438327312
[1] https://twitter.com/mrshowell24/status/1470543215535214594?t=pyG2xoNpGbvBv7YhPylh_g&s=19
[1] https://twitter.com/CiresEO/status/1471152969714475015
[1] https://twitter.com/scanobie/status/1471083799752716289
[1] https://twitter.com/dtcampbe/status/1471201594469400576
[1] https://www.canva.com/design/DAEeCgWBdp0/R8vYH7BC3Y6Po_6kokv7iQ/view?website#1
[1] https://twitter.com/TdiShelton/status/1466593412279373826

Top Domains
Top Domains in Tweet in Entire Graph:
[927] twitter.com
[282] co.jp
[176] youtube.com
[68] stemteachingtools.org
[35] google.com
[34] or.jp
[33] mainichi.jp
[30] peing.net
[29] nikkan-gendai.com
[25] datanuggets.org

Top Domains in Tweet in G1:
[131] twitter.com
[63] stemteachingtools.org
[27] google.com
[25] datanuggets.org
[18] nsta.org
[17] youtube.com
[16] nextgenscience.org
[12] nationalacademies.org
[9] canva.com
[8] blogspot.com

Top Domains in Tweet in G2:
[601] twitter.com
[282] co.jp
[132] youtube.com
[34] or.jp
[33] mainichi.jp
[29] nikkan-gendai.com
[25] asahi.com
[22] reiwa-shinsengumi.com
[15] oishiakiko.net
[15] lg.jp

Top Domains in Tweet in G3:
[51] twitter.com
[13] yuki-portal.com
[9] definedlearning.com
[5] instagram.com
[4] edulastic.com
[3] lit.link
[3] teacherspayteachers.com
[3] amazon.es
[3] knowatom.com
[2] gocampway.com

Top Domains in Tweet in G4:
[19] twitter.com
[5] youtube.com
[3] beyondbenign.org
[3] tiktok.com
[2] forms.gle
[2] google.com
[2] brainpop.com
[2] activatelearning.com
[1] tinyurl.com
[1] micro-pano.com

Top Domains in Tweet in G5:
[12] twitter.com
[3] presidio.edu
[3] magnitude.io
[3] inqits.com
[3] boeingfutureu.com
[3] edtechpicks.org
[2] neefusa.org
[2] concord.org
[2] zoom.us
[2] forms.gle

Top Domains in Tweet in G6:
[13] twitter.com
[3] youtube.com

Top Domains in Tweet in G7:
[16] twitter.com
[3] storytimestem.com
[2] districtadministration.com
[2] nsta.org
[1] zoom.us
[1] uncoveringstudentideas.org
[1] curriculumtopicstudy2.org
[1] aiu3.net
[1] reddit.com
[1] google.com

Top Domains in Tweet in G9:
[2] youtube.com

Top Domains in Tweet in G10:
[18] twitter.com
[6] blogspot.com
[3] youtube.com
[1] canva.com
[1] stemteachingtools.org
[1] squidbooks.com
[1] squarespace.com
[1] teacheronatrip.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1184] ngss
[224] ngsschat
[192] れいわ新選組
[190] 大石あきこ
[173] stem
[132] 日曜討論
[123] science
[102] scied
[78] やはた愛
[60] 山本太郎



Top Hashtags in Tweet in G1:
[431] ngss
[167] ngsschat
[78] scied
[29] science
[19] stem
[16] brillianceandstrengths
[16] nsta
[16] literacy
[16] csedweek
[13] scistandards

Top Hashtags in Tweet in G2:
[192] れいわ新選組
[190] 大石あきこ
[132] 日曜討論
[78] やはた愛
[60] 山本太郎
[57] yahooニュース
[36] 大石あきこ橋下徹に訴えられたってよ
[27] 報道ランナー
[27] れいわ新選組若者勝手連
[23] 維新に騙されるな

Top Hashtags in Tweet in G3:
[82] ngss
[21] stem
[18] science
[11] ハニセレ2
[11] ハニーセレクト2
[9] zdf
[9] rtl
[9] spd
[9] fdp
[9] gruene

Top Hashtags in Tweet in G4:
[60] ngss
[29] ngsschat
[16] phenomena
[9] chemed
[8] science
[8] dci
[7] students
[5] stem
[5] dataliteracy
[5] iqwst

Top Hashtags in Tweet in G5:
[90] ngss
[65] stem
[29] edtech
[25] kqededchat
[24] science
[19] edchat
[17] stemeducation
[17] scichat
[15] k12
[13] medialiteracy

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

Top Hashtags in Tweet in G7:
[19] ngss
[7] nsta
[5] ela
[4] phenomena
[4] stem
[4] scied
[4] nsela
[4] environmentalscience
[3] cs4ia
[3] christmas

Top Hashtags in Tweet in G8:
[58] ngss
[54] メンテの日なのでssを貼る
[54] ngs_ss
[5] pso2ngs_ss
[5] メンテの日じゃないけどssを貼る
[2] pso2ngs
[1] ship6
[1] メンテの日じゃ無いけどssを貼る

Top Hashtags in Tweet in G9:
[3] niziu
[2] niziuミーグリ
[2] ヒカキンサンタ
[2] ヒカキンスイッチプレゼント
[1] linemusicで术゚返る2021
[1] 真犯人フラグ
[1] niziuミーグリレポ
[1] niziuリクミーグリ
[1] niziu_1st_anniversary
[1] niziu_1stalbum

Top Hashtags in Tweet in G10:
[15] ngss
[3] ngsschat
[3] middleschool
[2] education
[2] scienceteacher
[2] science
[1] indigenoused
[1] free
[1] thermalenergy
[1] 6thgradescientists

Top Words
Top Words in Tweet in Entire Graph:
[2176] æ
[1520] ãƒ
[1183] #ngss
[1123] ngss_tweeps
[1122] ç
[1070] science
[989] šã
[923] ϋ
[896] ngss
[768] ªã

Top Words in Tweet in G1:
[875] ngss_tweeps
[558] science
[429] #ngss
[385] students
[247] ngss
[225] more
[208] learning
[193] love
[170] stemteachtools
[167] #ngsschat

Top Words in Tweet in G2:
[2012] æ
[1096] ãƒ
[1037] ç
[837] ϋ
[635] ªã
[619] šã
[511] ÿã
[328] ˆã
[245] æœ
[244] äº

Top Words in Tweet in G3:
[174] ngss
[82] #ngss
[57] science
[36] ãƒ
[35] students
[21] #stem
[20] standards
[18] #science
[18] learning
[17] die

Top Words in Tweet in G4:
[76] ngss_tweeps
[70] ngssphenomena
[60] #ngss
[35] science
[29] students
[29] #ngsschat
[26] around
[24] learning
[23] katydornbos
[22] ngss

Top Words in Tweet in G5:
[90] #ngss
[63] #stem
[47] students
[33] science
[33] educators
[29] #edtech
[25] #kqededchat
[25] ss
[24] #science
[20] learning

Top Words in Tweet in G6:
[18] anime
[15] ce
[12] bleach
[11] tout
[11] jp_ngss
[8] 2022
[8] ça
[7] ils
[7] épisode
[7] ai

Top Words in Tweet in G7:
[31] ctskeeley
[30] science
[22] students
[20] nsta
[19] #ngss
[18] book
[16] probes
[15] check
[15] great
[14] bring

Top Words in Tweet in G8:
[324] ãƒ
[324] šã
[108] æ
[108] ªã
[108] ˆã
[58] #ngss
[54] #ãƒ
[54] ssã
[54] #ngs_ss
[54] トå

Top Words in Tweet in G9:
[107] ngss_rk
[59] 'ˬ
[44] リプありがとうございます
[30] æ
[30] šã
[27] ãƒ
[25] 検索よりリプ失礼します
[22] gt
[21] リク
[18] マユカ

Top Words in Tweet in G10:
[104] ngss_tweeps
[23] mswilliamsphys1
[17] science
[15] #ngss
[15] week
[15] one
[10] great
[10] paulandersen
[9] ngss
[9] using

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[684] ãƒ,ãƒ
[374] æ,æ
[273] ç,æ
[141] œã,æ
[138] æ,ªã
[137] æ,œã
[131] šã,ç
[128] æ,ç
[116] ãƒ,æ
[99] ç,šã

Top Word Pairs in Tweet in G1:
[71] philiplbell,pls
[67] science,learning
[63] pls,#ngsschat
[46] learn,more
[37] take,over
[36] #ngsschat,#ngss
[36] #ngss,#ngsschat
[33] ngss_tweeps,love
[33] instructional,materials
[32] science,education

Top Word Pairs in Tweet in G2:
[522] ãƒ,ãƒ
[370] æ,æ
[269] ç,æ
[141] œã,æ
[135] æ,œã
[126] æ,ç
[96] ªã,æ
[95] ç,ç
[87] šã,æ
[86] œã,ªã

Top Word Pairs in Tweet in G3:
[22] ãƒ,ãƒ
[13] science,standards
[11] next,generation
[11] generation,science
[11] ハニセレ2勝手にアップローダー更新情報,#ハニセレ2
[11] #ハニセレ2,#ハニーセレクト2
[11] starrmatica,texts
[9] ngss,aligned
[9] #zdf,#rtl
[9] #rtl,#spd

Top Word Pairs in Tweet in G4:
[26] #ngss,#ngsschat
[11] sun,always
[11] always,rise
[11] rise,east
[11] east,map
[11] map,photos
[11] photos,neighborhood
[11] neighborhood,use
[11] ngss_tweeps,ngssphenomena
[10] ngssphenomena,people

Top Word Pairs in Tweet in G5:
[17] #stem,educators
[15] workman_chang,lae121
[13] kqededspace,#kqededchat
[10] #kqededchat,tomorrow
[10] #ngss,#edtech
[9] tomorrow,chat
[9] chat,#kqedinnovators
[9] #kqedinnovators,workman_chang
[9] lae121,#stem
[9] educators,ways

Top Word Pairs in Tweet in G6:
[6] steel,ball
[6] ball,run
[4] thousand,year
[4] year,blood
[4] blood,war
[4] war,anime
[4] octobre,2022
[4] run,2008
[4] ce,chat
[4] insanely,expensive

Top Word Pairs in Tweet in G7:
[13] free,nsta
[13] probes,uncover
[9] nsta,web
[9] web,seminar
[9] seminar,fa
[9] fa,probes
[9] uncover,preconceptions
[9] preconceptions,experiences
[9] experiences,students
[9] students,bring

Top Word Pairs in Tweet in G8:
[108] ãƒ,ãƒ
[54] #ãƒ,ãƒ
[54] ãƒ,æ
[54] æ,ªã
[54] ªã,ssã
[54] ssã,#ngs_ss
[54] #ngs_ss,#ngss
[54] #ngss,ãƒ
[54] ãƒ,トå
[54] トå,æ

Top Word Pairs in Tweet in G9:
[27] リプありがとうございます,'ˬ
[24] 検索よりリプ失礼します,'ˬ
[16] ngss_rk,リプありがとうございます
[13] 求,リク
[13] マコ,リオ
[13] 郵送交換,同日発送のみ
[12] リオ,マヤ
[11] リク,オール
[11] 交換,求
[10] gt,gt

Top Word Pairs in Tweet in G10:
[9] ngss_tweeps,mswilliamsphys1
[5] take,over
[4] week,ngss_tweeps
[4] reflection,ngss_tweeps
[4] ngss_tweeps,take
[4] wandabryant,ngss_tweeps
[4] difference,between
[4] ngss_tweeps,readysetcoteach
[3] looking,forward
[3] science,learning

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@ngss_rk
@akise_ngss
@krsciencelady
@masamasa_ngss
@wandabryant
@gosciencego
@sbottasullivan
@jackczajkowski
@drloriandersen

Top Replied-To in G1:
@ngss_tweeps
@krsciencelady
@gosciencego
@drloriandersen
@jackczajkowski
@wandabryant
@mswilliamsphys1
@richbacolor
@sbottasullivan
@ryanr_lester

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

Top Replied-To in G3:

Top Replied-To in G4:
@ngss_tweeps
@katydornbos
@ihadztotweet
@midwithmccain
@jacwillie
@rvccngss
@alliebbogart
@anjanaiyer
@fastpitchdixie
@trishapytko

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

Top Replied-To in G6:
@jp_ngss
@diodionychopper
@flodela1florian
@elyeslrs1
@klefman_
@souley_cmr
@yungvamp13
@lw0l0l7_35
@dabest904
@juustlou

Top Replied-To in G7:
@ngss_tweeps
@srvusd_ngss
@storytime_stem
@rjmama
@grms_library
@michaelmelosh
@creeksidecomets
@learnforjustice
@lifelegeros
@lgates_science

Top Replied-To in G8:
@akise_ngss
@shiroyasha_pso2
@rutile0926
@sciensophiangs
@pesuti_arks
@sistella_rs2
@m_teabreaktime

Top Replied-To in G9:
@ngss_rk
@anko_mako_xoxo
@misa__piyon
@anji31891575
@mii_rima__
@minario999
@nizinizi_m
@rima2004_3_26
@m___sk_88
@donutmy_

Top Replied-To in G10:
@ngss_tweeps
@tcea
@wandabryant
@mrsetense
@edtechhawk
@johannabrown
@dora_kastel
@wested
@stemteachtools
@mosessteminc_ng

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@oishiakiko
@stemteachtools
@ngssphenomena
@ilprqslxbrk3qsw
@philiplbell
@openscied
@nsta
@kakopontan
@katakorinaoshi1

Top Mentioned in G1:
@ngss_tweeps
@stemteachtools
@philiplbell
@openscied
@nsta
@dtcampbe
@officialngss
@data_nuggets
@ngssphenomena
@lgates_science

Top Mentioned in G2:
@oishiakiko
@ilprqslxbrk3qsw
@kakopontan
@katakorinaoshi1
@ryuichiyoneyama
@decultureepcmd
@reiwawakamono
@aiainstein
@aomurasaki_ll
@ryotagaya

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

Top Mentioned in G4:
@ngssphenomena
@ngss_tweeps
@katydornbos
@rvccngss
@leadinsci
@brainpopscience
@nats_science
@casey_cubs
@beyondbenign
@activatescience

Top Mentioned in G5:
@kqededspace
@workman_chang
@lae121
@kispride
@boeing
@novaeducation
@noapp4pedagogy
@inqits
@juliettescience
@novasciencestu

Top Mentioned in G6:
@iobbbu
@eugenieatinault
@yungvamp13
@_lnd_tv
@byaraki
@diodionychopper
@elxnxzr
@binksxy
@chamahllow
@daily_bleach

Top Mentioned in G7:
@ctskeeley
@storytime_stem
@aiu3msc
@mvhs_mustangs
@iowastem
@ksdetchrleaders
@csedweek
@srvusd_ngss
@smmusd
@literacy

Top Mentioned in G8:
@rfs_ship9999
@sylviemoon1341
@_
@maka_ngs
@lunatrigger_ngs

Top Mentioned in G9:
@hikakin
@niziu__official

Top Mentioned in G10:
@ngss_tweeps
@mswilliamsphys1
@paulandersen
@stemteachtools
@openscied
@mrsceastshore
@ngssfresno
@readysetcoteach
@mrsetense
@emily_a_mills

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@judehaste_write
@hanayuu
@jyunesu_
@firmenindex_ch
@cherrymischivus
@jfsebastian146
@yochan87
@sbyfess
@pretty_occho

Top Tweeters in G1:
@judehaste_write
@cherrymischivus
@jfsebastian146
@blackphysicists
@pink1963dsw
@melodycrickett
@gdorn1
@mtanichthys
@geographile
@blocht574

Top Tweeters in G2:
@hanayuu
@jyunesu_
@yochan87
@pretty_occho
@nukolove44
@lautream
@terako_123
@tetsumah
@adjacencypair
@mainichi

Top Tweeters in G3:
@firmenindex_ch
@tsuchie88
@eagerbeavertech
@cholloterapia
@therawdeeya
@ccollin29
@ofertapremium
@bluebyeols
@jimpeachh
@momizirs

Top Tweeters in G4:
@ihadztotweet
@richardklee1
@xxxgp786
@plumfigged
@kristingregory7
@harveyoaxaca
@geethapn70
@brainpop
@eastspartans
@lantonha

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

Top Tweeters in G6:
@wesleylantana
@myunclesmemes
@itachiofwgkta
@matangimona
@neversleepamppp
@antistar
@izuku__5
@mousstery
@senpaikatchy
@souley_cmr

Top Tweeters in G7:
@oursantamonica
@imsouthern
@nhtoymc
@readmoreyall
@christienold
@mtdiablousd
@sciencecat222
@learnforjustice
@marzanoresource
@lifelegeros

Top Tweeters in G8:
@charlesmohr8
@schiehalliong
@nowa0421
@cthughafire
@bougainameri
@momosuke_0105
@luxria09
@pso2shiro
@akifuyu02
@kanonaoi01

Top Tweeters in G9:
@hikakin
@_meow_lily
@__niziu___rio24
@mamami_o0
@niziu__official
@ta_mi_21
@mh812o
@niziu_yui
@ayk_ari07
@ghimarinka

Top Tweeters in G10:
@gothamknowledge
@rmbyrne
@spencerideas
@weareteachers
@wakelet
@smcps_md
@emily_a_mills
@tcea
@cultofpedagogy
@googleforedu


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