ngss, Twitter, 4/5/2022 6:49:25 AM, 274338


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ngss_2022-04-04_23-15-12.xlsx
ngss_2022-04-04_23-15-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 05, 2022
Short Description:
ngss via NodeXL https://bit.ly/3Jar4pN
@ngss_tweeps
@freeler_ngss
@this0499154500
@novaeducation
@openscied
@ngssphenomena
@officialngss
@paleophile
@krsciencelady
@stemteachtools

Top hashtags:
#ngss
#ngsschat
#stem
#science
#scied
#れいわ新選組
#大石あきこ
#nsta
#nsta22

Description:
Description
The graph represents a network of 3,742 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, 05 April 2022 at 06:23 UTC.

The requested start date was Tuesday, 05 April 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 59-day, 19-hour, 12-minute period from Friday, 04 February 2022 at 04:37 UTC to Monday, 04 April 2022 at 23:50 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 : 3742
Unique Edges : 3864
Edges With Duplicates : 13237
Total Edges : 17101
Number of Edge Types : 5
Replies to : 1499
Retweet : 4104
MentionsInRetweet : 5354
Mentions : 3085
Tweet : 3059
Self-Loops : 3088
Reciprocated Vertex Pair Ratio : 0.0983491394450299
Reciprocated Edge Ratio : 0.179085385353374
Connected Components : 480
Single-Vertex Connected Components : 216
Maximum Vertices in a Connected Component : 2272
Maximum Edges in a Connected Component : 14153
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.362049
Graph Density : 0.000446751876693625
Modularity : 0.306066
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 3,742 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, 05 April 2022 at 06:23 UTC.

The requested start date was Tuesday, 05 April 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 59-day, 19-hour, 12-minute period from Friday, 04 February 2022 at 04:37 UTC to Monday, 04 April 2022 at 23:50 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:
[30] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[18] https://www.youtube.com/watch?v=1tpNUbvTHjM&feature=youtu.be

[14] https://myventure.us/venture
[13] https://stemteachingtools.org/pd/playlist-talk
[12] https://vosaka.net
[12] https://www.youtube.com/watch?v=lYBH08CrMys&feature=youtu.be

[11] https://news.yahoo.co.jp/articles/7be8a9ee729122a53844a27f65fe8f5e39c63fd6
[10] https://www.nap.edu/catalog/26215/science-and-engineering-in-preschool-through-elementary-grades-the-brilliance
[8] https://myemail.constantcontact.com/subject.html?soid=1126116988583&aid=fznbyWZf9kg
[7] https://www.youtube.com/watch?v=ffPUCEjp7d0&feature=youtu.be


Top URLs in Tweet in G1:
[12] https://stemteachingtools.org/pd/playlist-talk
[7] https://myemail.constantcontact.com/subject.html?soid=1126116988583&aid=fznbyWZf9kg
[5] https://docs.google.com/forms/d/e/1FAIpQLSe099M7eWkaqyYrMXwCEZ_PQXXfP-HuZr1FIoQxuWYnKrkdMA/viewform?usp=send_form
[3] https://www.jessicafriesgaither.com/single-post/new-book-science-notebooks-in-student-centered-classrooms
[3] http://www.pdkmembers.org/members_online/publications/archive/pdf/PDK_100_3/38pdk_100_3.pdf
[3] https://www.nextgenscience.org/
[3] https://twitter.com/i/events/1276314537248149505
[3] https://twitter.com/abeslo/status/1502494288315310082
[2] https://my.nsta.org/resource/125063
[2] https://twitter.com/taftphaedra1/status/1500901878636457988

Top URLs in Tweet in G2:
[8] https://www.nap.edu/catalog/26215/science-and-engineering-in-preschool-through-elementary-grades-the-brilliance
[3] https://www.learner.org/series/chemistry-challenges-and-solutions/the-chemistry-of-running/
[3] https://www.lab-aids.com/tinkering-labs
[2] https://www.drkohn.org/biology-spring.html
[2] https://twitter.com/NGSS_tweeps/status/1498771307697164296
[2] https://docs.google.com/document/d/1adZKM9gj4fikHpoe_VwZV4DrwdlwQ19JQOL5pSHMfoM/edit?usp=sharing
[2] https://www.sciencenewsforstudents.org/collections/cool-jobs
[2] https://wegrowteachers.com/why-pbl-users-love-protocols/
[2] https://docs.google.com/presentation/d/1504_0RCCtU1tbxEjQpfrn_F-UrZNDWlBE6iweIoJVzo/edit?usp=sharing
[1] http://datanuggets.org/wp-content/uploads/2016/01/CER-Constructing-Explanations-Tool-KBS.pdf

Top URLs in Tweet in G3:
[18] https://www.youtube.com/watch?v=1tpNUbvTHjM&feature=youtu.be

[12] https://vosaka.net
[11] https://news.yahoo.co.jp/articles/7be8a9ee729122a53844a27f65fe8f5e39c63fd6
[7] https://www.youtube.com/watch?v=ffPUCEjp7d0&feature=youtu.be

[6] https://www.shugiintv.go.jp/jp/
[6] https://www.youtube.com/watch?v=7Q2rX5dpVfc&feature=youtu.be

[6] https://diamond.jp/articles/-/295555
[6] https://news.yahoo.co.jp/articles/4e9fc2c61b311d7d594726e5c65005172d524613
[6] https://vosaka.net/
[5] https://www.sankei.com/article/20220221-FQTE3CVRZFNKNM3QU27X3CJNNM/

Top URLs in Tweet in G4:
[30] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[3] https://www.creosityspace.com/store/c1/Featured_Products.html
[2] https://newmeridiancorp.org/the-power-of-ngss-aligned-science-assessment/
[2] https://www.inqits.com/
[2] https://yuki-portal.com/uploader/honeyselect2/charadatacate/chara_usemod/chara_usemod_female/103421/
[1] https://www.gwaea.org/2022/02/04/exploring-scientific-concepts-with-childrens-literature/
[1] https://web.cvent.com/event/48999019-6be6-4ffc-a0fe-0cab73f894ea/summary
[1] http://www.classtools.net/
[1] https://www.classtools.net/Venn/202202-Strand1Strand2Strand3iidcWZ#.YgCAEpJaZwY.twitter
[1] https://twitter.com/KiltedMath_T/status/1490376709362749440

Top URLs in Tweet in G5:
[7] https://kqed.zoom.us/meeting/register/tZAsc-6vrDsrGdXggJUulCjwSZt8OHP4uN32
[6] https://www.pbs.org/wgbh/nova/article/hunga-tonga-volcano-eruption-education/
[5] https://www.pbs.org/wgbh/nova/article/shark-week-marine-science-diversity/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[3] https://www.definedlearning.com/webinar-empowering-educators-and-students-to-meet-the-new-science-standards/?utm_content=201350833&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[2] https://forms.gle/fXwH8zG6KVGZqWd18
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273752
[2] https://www.definedlearning.com/webinar-empowering-educators-and-students-to-meet-the-new-science-standards/?utm_content=196349999&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[2] https://www.definedlearning.com/webinar-empowering-educators-and-students-to-meet-the-new-science-standards/?utm_content=200977588&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[1] https://www.pbs.org/wgbh/nova/labs/lab/evolution/

Top URLs in Tweet in G6:
[2] https://distrokid.com/hyperfollow/allla/joli-cur
[2] https://distrokid.com/hyperfollow/klefman/faune
[1] http://pouilleux.se
[1] https://twitter.com/jojo_wiki/status/1507641441128001536
[1] https://twitter.com/cowboysharkboy/status/1510713335347658766
[1] https://twitter.com/coukheyju/status/1495505353743769601
[1] https://twitter.com/la_timpe/status/1503361556528119808
[1] https://twitter.com/cerfiafr/status/1503014013914939392
[1] https://twitter.com/driya__/status/1503111404131438598
[1] https://twitter.com/mangacontexts/status/1491135874452852737

Top URLs in Tweet in G7:
[6] https://www.petitions.net/improving_ca_science_education_ab_2565_amendment?utm_source=Petitions.net&utm_campaign=AB+2565
[2] https://www.us-satellite.net/endeavor/orientation/register.cfm
[2] https://classroomscience.org/articles/fyi/bright-moments
[2] https://elizabethshreeve.com/
[1] https://cires.colorado.edu/outreach/resources/unit/arctic-feedbacks-not-all-warming-equal/
[1] https://www.nsta.org/science-teacher/science-teacher-marchapril-2022/arctic-feedbacks-not-all-warming-equal
[1] http://cleanet.org/dev/clean/community/cln/telecon_schedule.html
[1] https://twitter.com/i/web/status/1508995113929908224
[1] https://twitter.com/cossettej/status/1491190729926135815
[1] https://twitter.com/i/web/status/1494108723802824708

Top URLs in Tweet in G8:
[4] https://thejournal.com/articles/2022/02/22/carolina-biological-launching-certified-openscied-middle-school-units-and-cte.aspx
[4] https://www.edreports.org/about/reviewers?utm_medium=organic&utm_source=twitter&utm_campaign=hs-science-recruitment-jan-2022
[3] https://www.edreports.org/reports?s=science
[3] https://stemfromthestart.org/lesson/mission-awesome-animals
[2] https://www.carolinaopenscied.com/?utm_source=carolina&utm_medium=vanity&utm_campaign=openscied
[2] https://www.carolina.com/wisconson-fast-plants-life-cycle-growth-and-development/wisconsin-fast-plants-trial-sized-get-acquainted-kit/158690.pr
[2] https://www.edreports.org/resources/article/data-snapshot-k-12-science-instructional-materials
[1] https://attendee.gotowebinar.com/register/8872218127591078926?source=CBSSN
[1] https://www.carolinaopenscied.com/?utm_source=Twitter&utm_medium=social+&utm_campaign=Openscied_Social
[1] https://www.carolina.com/help/press-releases/2022/carolina-partners-with-opscied

Top URLs in Tweet in G9:
[1] https://twitter.com/rtfktstudios/status/1479587087280181249

Top URLs in Tweet in G10:
[3] https://www.stemedinnovators.org/designlab
[3] https://mystemkits.com/
[2] https://ngss.kognity.com/our-events/ascd/?utm_source=linkedin&utm_medium=social_media&utm_campaign=ASCD-2022
[1] https://tiny.cc/DesignLab
[1] https://ngss.kognity.com/resources/thoughts-from-an-education-entrepreneur/?utm_source=twitter&utm_medium=social_media
[1] https://twitter.com/thinksci/status/1509367763197784064
[1] https://twitter.com/i/web/status/1508858278717140997
[1] https://ngss.kognity.com/our-events/ascd/
[1] https://twitter.com/i/web/status/1506299967488638981
[1] https://www.k12dive.com/press-release/20220317-kognity-unveils-complete-digital-high-school-science-solution-aligned-to-1/

Top Domains
Top Domains in Tweet in Entire Graph:
[791] twitter.com
[194] co.jp
[173] youtube.com
[71] google.com
[44] vosaka.net
[34] or.jp
[33] mys.ci
[30] peing.net
[29] stemteachingtools.org
[24] asahi.com

Top Domains in Tweet in G1:
[98] twitter.com
[26] stemteachingtools.org
[20] google.com
[14] nsta.org
[12] nextgenscience.org
[7] constantcontact.com
[6] youtube.com
[6] openscied.org
[4] jessicafriesgaither.com
[4] nationalacademies.org

Top Domains in Tweet in G2:
[58] twitter.com
[32] google.com
[9] lab-aids.com
[8] nap.edu
[5] youtube.com
[4] learner.org
[4] drkohn.org
[3] thewonderofscience.com
[2] datanuggets.org
[2] oikonos.org

Top Domains in Tweet in G3:
[378] twitter.com
[194] co.jp
[141] youtube.com
[44] vosaka.net
[34] or.jp
[24] asahi.com
[20] mainichi.jp
[11] go.jp
[11] reiwa-shinsengumi.com
[10] google.com

Top Domains in Tweet in G4:
[70] twitter.com
[30] peing.net
[21] yuki-portal.com
[5] teacherspayteachers.com
[4] youtube.com
[3] instagram.com
[3] knowatom.com
[3] creosityspace.com
[2] classtools.net
[2] google.com

Top Domains in Tweet in G5:
[15] pbs.org
[10] definedlearning.com
[8] twitter.com
[8] nodexlgraphgallery.org
[7] zoom.us
[4] activatelearning.com
[3] sciencefriday.com
[2] forms.gle
[1] pbslearningmedia.org
[1] sciencealert.com

Top Domains in Tweet in G6:
[8] twitter.com
[4] distrokid.com
[1] pouilleux.se

Top Domains in Tweet in G7:
[9] twitter.com
[6] petitions.net
[2] us-satellite.net
[2] classroomscience.org
[2] elizabethshreeve.com
[1] colorado.edu
[1] nsta.org
[1] cleanet.org
[1] kidsatscience.org

Top Domains in Tweet in G8:
[15] twitter.com
[13] edreports.org
[4] thejournal.com
[4] carolina.com
[3] carolinaopenscied.com
[3] stemfromthestart.org
[2] nextgenscience.org
[2] reddit.com
[2] whatihavelearnedteaching.com
[1] gotowebinar.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[4] kognity.com
[4] twitter.com
[3] stemedinnovators.org
[3] mystemkits.com
[1] tiny.cc
[1] k12dive.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1125] ngss
[278] ngsschat
[208] stem
[170] science
[163] scied
[70] れいわ新選組
[69] 大石あきこ
[67] nsta
[64] nsta22
[60] brillianceandstrengths



Top Hashtags in Tweet in G1:
[309] ngss
[187] ngsschat
[95] scied
[42] nsta
[27] stem
[23] prideandexcellence
[23] phearce
[22] scienceed
[21] brillianceandstrengths
[21] science

Top Hashtags in Tweet in G2:
[104] ngss
[51] ngsschat
[36] brillianceandstrengths
[29] iteachchem
[10] nerdytshirtfriday
[9] chemfam
[9] nsta
[8] scitlap
[8] mtedchat
[8] blinaction

Top Hashtags in Tweet in G3:
[69] れいわ新選組
[68] 大石あきこ
[56] 山本太郎
[51] 大石あきこ橋下徹に訴えられたってよ
[51] yahooニュース
[32] 西宮市長選挙
[31] 吉村洋文
[30] カジノの是非は府民が決める
[30] 西宮市長選
[28] しょぼいぞやばいぞ大阪カジノ

Top Hashtags in Tweet in G4:
[74] ngss
[27] 質問箱
[27] 匿名質問募集中
[21] ハニセレ2
[21] ハニーセレクト2
[18] science
[15] stem
[8] education
[8] aerosole
[8] luftfilter

Top Hashtags in Tweet in G5:
[90] ngss
[44] stem
[38] scied
[30] earthscience
[29] science
[14] video
[7] nsta22
[6] sharks
[6] marinescience
[6] stemed

Top Hashtags in Tweet in G6:
[2] shingekinokyojin
[2] fullmetalalchemist
[2] roytybw
[2] elden_ring

Top Hashtags in Tweet in G7:
[30] ngss
[8] cangss
[6] ab2564
[5] stem
[4] thankyou
[3] scienceeducation
[3] ms
[2] nsta22
[2] citizenscience
[2] ngsschat

Top Hashtags in Tweet in G8:
[46] ngss
[13] stem
[12] science
[12] openscied
[12] ngsschat
[11] highquality
[11] middleschool
[10] keepteachingscience
[9] hqim
[9] scied

Top Hashtags in Tweet in G10:
[13] ngss
[10] nsta22
[6] stem
[6] nsta
[5] creativity
[5] ascdannualconference
[5] 7thgradescientists
[5] nstachat
[4] studentchoice
[4] esms

Top Words
Top Words in Tweet in Entire Graph:
[1125] #ngss
[1090] ngss_tweeps
[1047] science
[988] ngss
[801] students
[437] learning
[432] æ
[388] teachers
[333] openscied
[319] ãƒ

Top Words in Tweet in G1:
[634] ngss_tweeps
[398] science
[309] #ngss
[225] openscied
[187] #ngsschat
[185] ngss
[184] students
[143] learning
[135] units
[132] teachers

Top Words in Tweet in G2:
[383] ngss_tweeps
[256] students
[161] science
[133] ngssphenomena
[132] one
[104] #ngss
[97] school
[92] learning
[85] use
[79] teachers

Top Words in Tweet in G3:
[417] æ
[289] ãƒ
[244] ç
[161] ϋ
[139] oishiakiko
[136] ªã
[131] ilprqslxbrk3qsw
[124] šã
[116] ÿã
[77] co

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

Top Words in Tweet in G5:
[130] students
[123] novaeducation
[108] week
[98] critical
[96] women
[95] led
[95] groups
[95] thousands
[94] role
[94] shark

Top Words in Tweet in G6:
[12] ce
[11] ça
[11] ai
[10] mais
[10] bleach
[9] jp_ngss
[9] trop
[9] mon
[9] anime
[8] plus

Top Words in Tweet in G7:
[34] science
[30] #ngss
[23] students
[17] arctic
[13] learning
[13] support
[13] ngss
[12] phenomenon
[11] know
[11] grade

Top Words in Tweet in G8:
[60] science
[46] #ngss
[34] ngss
[30] materials
[29] openscied
[28] school
[20] learning
[18] high
[17] more
[17] edreports

Top Words in Tweet in G9:
[70] ngss
[67] feyi_x
[49] stable
[48] skelet
[48] guys
[48] free
[48] 123eth
[48] loser
[48] club
[48] 12

Top Words in Tweet in G10:
[30] science
[24] ngss
[23] join
[20] students
[16] kognity
[14] learning
[14] more
[13] #ngss
[13] excited
[12] 30

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[151] ãƒ,ãƒ
[117] ø,ù
[105] ù,ø
[101] #ngss,#ngsschat
[101] students,critical
[98] women,led
[98] led,groups
[98] thousands,students
[95] critical,role
[95] role,sharks

Top Word Pairs in Tweet in G1:
[60] please,share
[49] 8th,grade
[44] openscied,units
[43] units,8th
[43] grade,complete
[43] complete,available
[43] available,download
[43] download,website
[43] website,big
[43] big,milestone

Top Word Pairs in Tweet in G2:
[43] #ngss,#ngsschat
[22] science,engineering
[22] sci,eng
[19] 1960,david
[19] david,latimer
[19] latimer,planted
[19] planted,tiny
[19] tiny,garden
[19] garden,inside
[19] inside,large

Top Word Pairs in Tweet in G3:
[137] ãƒ,ãƒ
[61] æ,æ
[57] ç,æ
[46] 吉村,松井
[42] ç,ç
[29] æ,ç
[26] ªã,æ
[24] #大石あきこ,国会質問
[24] 金,内閣委員会
[23] æ,œã

Top Word Pairs in Tweet in G4:
[27] 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
[27] こんな質問に答えてるよ,どんな人がタイプですか
[27] どんな人がタイプですか,プロフの
[27] プロフの,ってなんですか
[27] ってなんですか,#質問箱
[27] #質問箱,#匿名質問募集中
[21] ハニセレ2勝手にアップローダー更新情報,#ハニセレ2
[21] #ハニセレ2,#ハニーセレクト2
[9] science,standards
[8] #aerosole,#luftfilter

Top Word Pairs in Tweet in G5:
[98] students,critical
[95] women,led
[95] led,groups
[95] thousands,students
[92] critical,role
[92] role,sharks
[92] sharks,play
[91] moving,beyond
[91] beyond,shark
[91] shark,week

Top Word Pairs in Tweet in G6:
[4] trop,content
[3] elden,ring
[3] recommence,bleach
[3] 10,ans
[3] ans,ce
[3] ce,soir
[3] soir,soyez
[2] content,d'avoir
[2] d'avoir,enfin
[2] enfin,sorti

Top Word Pairs in Tweet in G7:
[7] arctic,warming
[7] warming,2x
[7] 2x,fast
[7] fast,global
[7] global,average
[7] average,puzzling
[7] puzzling,engaging
[7] engaging,phenomenon
[7] phenomenon,upon
[7] upon,arctic

Top Word Pairs in Tweet in G8:
[15] instructional,materials
[13] #stem,#ngss
[13] high,school
[12] learn,more
[10] #keepteachingscience,#stem
[9] #highquality,#openscied
[9] #openscied,#science
[8] #science,#keepteachingscience
[8] #middleschool,#hqim
[8] quality,instructional

Top Word Pairs in Tweet in G9:
[48] skelet,guys
[48] guys,free
[48] free,123eth
[48] 123eth,loser
[48] loser,club
[48] club,12
[48] 12,69eth
[48] 69eth,cyber
[48] cyber,brokers
[48] brokers,85

Top Word Pairs in Tweet in G10:
[8] equity,ngss
[8] #nsta22,students
[8] students,more
[8] more,excited
[8] excited,engaged
[8] engaged,join
[8] instructional,coaches
[8] coaches,dr
[8] dr,jarri
[8] jarri,goodman

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@akise_ngss
@jessicafgwrites
@katydornbos
@trhk_ngss
@richbacolor
@krsciencelady
@ngss_official
@ngss_rk
@betsyd1115

Top Replied-To in G1:
@ngss_tweeps
@jessicafgwrites
@krsciencelady
@betsyd1115
@richbacolor
@krenaep
@drloriandersen
@bmsscienceteach
@sciencejenny
@starrscience

Top Replied-To in G2:
@ngss_tweeps
@katydornbos
@bmsscienceteach
@anjanaiyer
@richbacolor
@lisa_bastedo
@cherokeehs_apes
@jessicafgwrites
@xeno_lith
@mrs_chemistry

Top Replied-To in G3:
@ilprqslxbrk3qsw
@nabeteru1q78
@decultureepcmd
@oishiakiko
@kakopontan
@yamaken_hirap
@freeler_ngss
@aiainstein
@naotokan
@hiroyoshimura

Top Replied-To in G4:

Top Replied-To in G5:
@heidifessenden

Top Replied-To in G6:
@jp_ngss
@souley_cmr
@medhillusion
@itachiofwgkta
@irisxsama
@diodionychopper
@winryirl
@totorugroku
@iichlban
@malikaryujin

Top Replied-To in G7:
@ngss_tweeps
@sbottasullivan
@zoecology
@kmgill135
@ncse
@coinemirate

Top Replied-To in G8:
@ngss_tweeps
@jcprobybscs
@openscied
@kategoodmanphd
@kmgill135
@bettisullivan1
@okheelee_

Top Replied-To in G10:
@ngss_tweeps
@caahayes
@earthmichigan
@outteached
@mrsetense
@kognityed

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@openscied
@ngssphenomena
@oishiakiko
@novaeducation
@ilprqslxbrk3qsw
@nsta
@philiplbell
@stemteachtools
@ryuichiyoneyama

Top Mentioned in G1:
@ngss_tweeps
@openscied
@philiplbell
@nsta
@stemteachtools
@ngssphenomena
@bpenuel
@drkelleyle
@inquiry_hub
@dtcampbe

Top Mentioned in G2:
@ngss_tweeps
@ngssphenomena
@openscied
@katydornbos
@labaids
@ashley_green2
@nhs_titans
@paulandersen
@nats_science
@johannabrown

Top Mentioned in G3:
@oishiakiko
@ilprqslxbrk3qsw
@ryuichiyoneyama
@kakopontan
@pretty_occho
@decultureepcmd
@ryotagaya
@ushimituiiniku
@katakorinaoshi1
@shoji_kaoru

Top Mentioned in G4:
@creosityspace
@mdrechsler
@casitamagnet

Top Mentioned in G5:
@novaeducation
@novasciencestu
@kqededspace
@whereskarajamie
@boschusa
@scifri
@ngssphenomena
@novaeduca
@vmcc_scienceed
@juliettescience

Top Mentioned in G6:
@iobbbu
@itachiofwgkta
@diodionychopper
@klefman_
@koumobur
@irisxsama
@jp_ngss
@fayelanuit
@klefman
@walidbenahmed

Top Mentioned in G7:
@cireseo
@alliebbogart
@mss4science
@asmblancarubio
@ngss
@climatelit
@makeymakey
@casey_cubs
@exploratorium
@farmhillmps

Top Mentioned in G8:
@openscied
@carolinabio
@edreports
@nextgenscience
@martin4science
@wadeinstitutema
@bscsorg
@ngss_tweeps
@fastplants
@tedwillard2061

Top Mentioned in G9:
@feyi_x

Top Mentioned in G10:
@ngss_tweeps
@outteached
@nsta
@julener
@kognityed
@stemedinnovator
@hkis
@officialngss
@ascd
@openscied

Top Tweeters
Top Tweeters in Entire Graph:
@flipkartsupport
@tweeterofbabel
@collegemenfess
@hanayuu
@lizditz
@saragomezaranci
@allchanges
@paytmcare
@sbyfess
@mcdonalds

Top Tweeters in G1:
@lizditz
@nytimes
@jane__eden
@nfl
@myminimine
@philshapiro
@geographile
@codeforpdx
@paleophile
@matmuratore

Top Tweeters in G2:
@fabriciosx
@flipgrid
@bewickwren
@cosmopolitan
@artcollisions
@teacher2teacher
@wildlandfirefig
@alexqgb
@theonion
@tonysinanis

Top Tweeters in G3:
@hanayuu
@ronaldclarke
@pretty_occho
@jijicom
@kiq
@yuz_uki1
@terako_123
@adjacencypair
@h_iro_123
@hrskksrh

Top Tweeters in G4:
@tweeterofbabel
@brave0nft
@mdrechsler
@tsuchie88
@chriskarlknecht
@claesclasse
@binberlinerin
@_sg93__
@rroberthon
@fairwaltung

Top Tweeters in G5:
@allchanges
@artallks
@genghisgalahad2
@botfemale
@designthinkbot
@whysharksmatter
@nanab_2010
@craykain
@currying_favor
@b0tsci

Top Tweeters in G6:
@alshymi
@itachiofwgkta
@marodelaspada
@juishevko
@encoreunz
@kimyuuuuumi
@yannoujr10
@sarahlugor
@kawamatsu95
@alolansoleil

Top Tweeters in G7:
@coyotegulch
@bear_risa
@aftct
@unionmatt
@kevinmslee
@nbpts
@candlewick
@makeymakey
@ncse
@exploratorium

Top Tweeters in G8:
@blkhwk0ps
@gorevidal
@reneejoy41
@googlelilchappy
@dinerlee
@shellterrell
@urfagundem
@szetoinsitu
@nhtoymc
@sm

Top Tweeters in G9:
@lifematician
@itz__demola
@gbk__
@dahtween
@lordmizzy123
@yungblood_timz
@the_ayo_ifedapo
@timoofficial_
@kingubermenschh
@elkayy00

Top Tweeters in G10:
@canva
@alexanderrusso
@meairy
@elemenous
@classtechtips
@goobric
@ascd
@the74
@michelle4edu
@educationblog


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