ngss, Twitter, 3/29/2022 6:35:16 PM, 273959


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ngss_2022-03-28_23-15-12.xlsx
ngss_2022-03-28_23-15-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 29, 2022
Short Description:
ngss via NodeXL https://bit.ly/3ISYusS
@ngss_tweeps
@freeler_ngss
@this0499154500
@novaeducation
@openscied
@ngssphenomena
@officialngss
@stem_ai
@paleophile
@stemteachtools

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

Description:
Description
The graph represents a network of 3,789 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, 29 March 2022 at 06:24 UTC.

The requested start date was Tuesday, 29 March 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, 7-hour, 30-minute period from Friday, 28 January 2022 at 16:05 UTC to Monday, 28 March 2022 at 23:35 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 : 3789
Unique Edges : 3801
Edges With Duplicates : 13246
Total Edges : 17047
Number of Edge Types : 5
Retweet : 4150
MentionsInRetweet : 5382
Mentions : 3001
Replies to : 1465
Tweet : 3049
Self-Loops : 3074
Reciprocated Vertex Pair Ratio : 0.0964788732394366
Reciprocated Edge Ratio : 0.175979447655748
Connected Components : 467
Single-Vertex Connected Components : 213
Maximum Vertices in a Connected Component : 2289
Maximum Edges in a Connected Component : 14121
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.379078
Graph Density : 0.000433924356700871
Modularity : 0.30435
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 3,789 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, 29 March 2022 at 06:24 UTC.

The requested start date was Tuesday, 29 March 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, 7-hour, 30-minute period from Friday, 28 January 2022 at 16:05 UTC to Monday, 28 March 2022 at 23:35 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:
[29] 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

[12] https://vosaka.net
[12] https://myventure.us/venture
[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
[8] https://stemteachingtools.org/assets/landscapes/STTBookmark_set_March2018.pdf
[8] https://kqed.zoom.us/meeting/register/tZAsc-6vrDsrGdXggJUulCjwSZt8OHP4uN32

Top URLs in Tweet in G1:
[6] https://myemail.constantcontact.com/subject.html?soid=1126116988583&aid=fznbyWZf9kg
[5] https://stemteachingtools.org/assets/landscapes/STTBookmark_set_March2018.pdf
[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://twitter.com/i/events/1276314537248149505
[3] https://www.nextgenscience.org/
[3] https://stemfromthestart.org/lesson/mission-awesome-animals
[2] https://my.nsta.org/resource/125063
[2] https://twitter.com/tdishelton/status/1494501560734396416

Top URLs in Tweet in G2:
[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://diamond.jp/articles/-/295555
[6] https://www.youtube.com/watch?v=7Q2rX5dpVfc&feature=youtu.be

[6] https://news.yahoo.co.jp/articles/4e9fc2c61b311d7d594726e5c65005172d524613
[5] https://www.sankei.com/article/20220221-FQTE3CVRZFNKNM3QU27X3CJNNM/
[5] https://www.shugiintv.go.jp/jp/
[5] https://www.asahi.com/articles/ASQ2B63D5Q2BPTIL02L.html

Top URLs in Tweet in G3:
[8] https://www.nap.edu/catalog/26215/science-and-engineering-in-preschool-through-elementary-grades-the-brilliance
[4] https://www.learner.org/series/chemistry-challenges-and-solutions/the-chemistry-of-running/
[2] http://datanuggets.org/2021/04/how-milkweed-plants-defend-against-monarch-butterflies/
[2] https://datanuggets.org/view-in-searchable-table/
[2] https://datanuggets.org/search-current-data-nuggets/skills-and-concepts/
[2] https://datanuggets.org/search-current-data-nuggets/meet-the-scientists/
[2] https://twitter.com/ngss_tweeps/status/1498270507833167875
[2] https://docs.google.com/document/d/1adZKM9gj4fikHpoe_VwZV4DrwdlwQ19JQOL5pSHMfoM/edit?usp=sharing
[2] https://twitter.com/NGSS_tweeps/status/1498771307697164296
[2] https://www.sciencenewsforstudents.org/collections/cool-jobs

Top URLs in Tweet in G4:
[2] https://shab.help.ch/publ.cfm?key=4100203
[2] https://newmeridiancorp.org/the-power-of-ngss-aligned-science-assessment/
[2] https://yuki-portal.com/uploader/honeyselect2/charadatacate/chara_usemod/chara_usemod_female/103421/
[1] https://twitter.com/food_porn17/status/1487160337208160265
[1] https://www.steamforwardacademy.com/
[1] https://www.learnersedge.com/blog/course-5149?utm_campaign=Content%202022&utm_content=196018513&utm_medium=social&utm_source=twitter&hss_channel=tw-99993914
[1] https://twitter.com/cooliamcool2011/status/1487282927637446657
[1] https://teachersneedteachers.com/tnt-26-erin-sadler-helps-science-teachers-make-sense-of-ngss/?utm_sq=g5wjamo92r
[1] https://twitter.com/lookatmin1013/status/1488088833497636868
[1] https://twitter.com/MarcelHarmon1/status/1487815608435621894

Top URLs in Tweet in G5:
[4] https://thejournal.com/articles/2022/02/22/carolina-biological-launching-certified-openscied-middle-school-units-and-cte.aspx
[3] https://nagt.org/nagt/profdev/workshops/ngss_summit/mar172022/index.html
[2] https://twitter.com/abeslo/status/1502494288315310082
[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://stemteachingtools.org/assets/landscapes/STTBookmark_set_March2018.pdf
[1] https://www.openscied.org/celebration/
[1] https://www.openscied.org/teacher-resources/
[1] https://myemail.constantcontact.com/subject.html?soid=1126116988583&aid=fznbyWZf9kg
[1] https://twitter.com/officialngss/status/1491809689650307076

Top URLs in Tweet in G6:
[8] https://kqed.zoom.us/meeting/register/tZAsc-6vrDsrGdXggJUulCjwSZt8OHP4uN32
[6] https://www.pbs.org/wgbh/nova/article/hunga-tonga-volcano-eruption-education/
[4] https://www.pbs.org/wgbh/nova/article/shark-week-marine-science-diversity/
[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
[3] http://edtechpicks.org/2019/06/phenomena-ngss-2/
[3] https://naaee.org/eepro/learning/webinars/how-better-incorporate-ngss-informal
[2] https://forms.gle/fXwH8zG6KVGZqWd18
[2] https://www.legendsoflearning.com/blog/math-and-science-assignments-ngss-common-core-fl-tx-teks-va-sol/
[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

Top URLs in Tweet in G7:
[1] https://twitter.com/valaafshar/status/1487613221540409346
[1] https://twitter.com/physicsastronmy/status/1487697179368214529
[1] https://twitter.com/vadotnova/status/1487419661247471618
[1] https://twitter.com/amazing_physics/status/1489796158658654214
[1] https://twitter.com/hikinghack/status/1490401961291796484
[1] https://twitter.com/hisimnusret/status/1494310361712848896
[1] https://twitter.com/rjallain/status/1495053351372967943
[1] https://twitter.com/bsteinbekk/status/1500959723436265478
[1] https://twitter.com/i/web/status/1501549775774179331
[1] https://www.youtube.com/watch?v=n3YSh6Z8qeY&feature=youtu.be


Top URLs in Tweet in G8:
[2] https://dengekionline.com/articles/115528/
[1] https://twitter.com/akise_ngs/status/1495032210734579713
[1] https://twitter.com/akise_ngs/status/1503715566825394180
[1] https://twitter.com/akise_ngss/status/1506335264204996608
[1] https://16test.uranaino.net/entr/poke/4
[1] https://twitter.com/maka_ngs/status/1508307811385884676
[1] https://twitter.com/akise_ngs/status/1501113983427776512

Top URLs in Tweet in G9:
[2] https://distrokid.com/hyperfollow/allla/joli-cur
[1] https://twitter.com/coukheyju/status/1495505353743769601
[1] https://twitter.com/jojo_wiki/status/1507641441128001536
[1] https://twitter.com/senseiv3/status/1488579783218929668
[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
[1] https://twitter.com/plotarmoryt/status/1490434811722444812
[1] https://twitter.com/cascade_mag/status/1488847794068676609

Top URLs in Tweet in G10:
[1] https://twitter.com/rtfktstudios/status/1479587087280181249

Top Domains
Top Domains in Tweet in Entire Graph:
[769] twitter.com
[201] co.jp
[172] youtube.com
[64] google.com
[36] or.jp
[33] mys.ci
[32] vosaka.net
[30] asahi.com
[29] peing.net
[28] stemteachingtools.org

Top Domains in Tweet in G1:
[87] twitter.com
[23] stemteachingtools.org
[16] google.com
[14] nextgenscience.org
[14] nsta.org
[6] youtube.com
[6] constantcontact.com
[4] nationalacademies.org
[4] eventbrite.com
[3] jessicafriesgaither.com

Top Domains in Tweet in G2:
[385] twitter.com
[201] co.jp
[141] youtube.com
[36] or.jp
[32] vosaka.net
[30] asahi.com
[20] mainichi.jp
[14] reiwa-shinsengumi.com
[10] sankei.com
[10] lite-ra.com

Top Domains in Tweet in G3:
[46] twitter.com
[29] google.com
[25] datanuggets.org
[8] nap.edu
[5] lab-aids.com
[4] learner.org
[3] youtube.com
[2] nsta.org
[2] oikonos.org
[2] tandfonline.com

Top Domains in Tweet in G4:
[60] twitter.com
[22] yuki-portal.com
[5] teacherspayteachers.com
[4] instagram.com
[3] youtube.com
[3] knowatom.com
[2] help.ch
[2] classtools.net
[2] google.com
[2] hieps.net

Top Domains in Tweet in G5:
[23] twitter.com
[4] thejournal.com
[4] carolina.com
[4] nagt.org
[3] openscied.org
[3] carolinaopenscied.com
[3] drkohn.org
[2] whatihavelearnedteaching.com
[2] reddit.com
[2] stemteachingtools.org

Top Domains in Tweet in G6:
[13] pbs.org
[12] definedlearning.com
[9] zoom.us
[9] twitter.com
[5] edtechpicks.org
[4] naaee.org
[3] sciencefriday.com
[2] pbslearningmedia.org
[2] forms.gle
[2] legendsoflearning.com

Top Domains in Tweet in G7:
[21] twitter.com
[2] nextgenscience.org
[1] youtube.com
[1] holbrooktravel.com
[1] nsta.org
[1] wested.org
[1] google.com
[1] stemteachingtools.org

Top Domains in Tweet in G8:
[5] twitter.com
[2] dengekionline.com
[1] uranaino.net

Top Domains in Tweet in G9:
[9] twitter.com
[2] distrokid.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1198] ngss
[271] ngsschat
[220] stem
[172] science
[168] scied
[70] れいわ新選組
[67] 大石あきこ
[60] brillianceandstrengths
[60] ngs_ss
[58] nsta



Top Hashtags in Tweet in G1:
[271] ngss
[154] ngsschat
[102] scied
[36] nsta
[29] stem
[25] sensemaking
[23] science
[22] brillianceandstrengths
[14] climateeducation
[8] cangss

Top Hashtags in Tweet in G2:
[70] れいわ新選組
[67] 大石あきこ
[57] 山本太郎
[52] yahooニュース
[51] 大石あきこ橋下徹に訴えられたってよ
[32] 西宮市長選挙
[31] 吉村洋文
[30] 西宮市長選
[30] カジノの是非は府民が決める
[28] しょぼいぞやばいぞ大阪カジノ

Top Hashtags in Tweet in G3:
[76] ngss
[36] brillianceandstrengths
[21] ngsschat
[17] iteachchem
[10] nerdytshirtfriday
[9] dataliteracy
[9] chemfam
[8] stem
[8] scitlap
[8] mtedchat

Top Hashtags in Tweet in G4:
[65] ngss
[20] ハニセレ2
[20] ハニーセレクト2
[12] science
[7] ngsschat
[7] stem
[5] teachers
[5] education
[5] aerosole
[5] luftfilter

Top Hashtags in Tweet in G5:
[109] ngss
[25] ngsschat
[21] prideandexcellence
[21] phearce
[20] scienceed
[17] stem
[15] middleschool
[15] openscied
[14] science
[12] highquality

Top Hashtags in Tweet in G6:
[98] ngss
[55] stem
[34] science
[34] scied
[31] earthscience
[16] video
[11] enviroed
[10] edtech
[8] stemeducation
[7] womeninscience

Top Hashtags in Tweet in G7:
[69] ngss
[43] ngsschat
[15] nsta
[5] nationalperiodictableday
[3] sep
[2] chemed
[2] phenomena
[2] nsta22
[2] stem
[2] dengss

Top Hashtags in Tweet in G8:
[60] ngs_ss
[55] メンテの日なのでssを貼る
[54] ngss
[53] メンテの日なのでssを貼る
[34] pso2ngs
[22] pso2ngs_ss
[20] メンテの日なのでss貼る
[6] フォロワーのアークスがrtしてくれてまだ見ぬアークスと繋がりたい
[4] メンテの日じゃないけどssを貼る
[4] ngs

Top Hashtags in Tweet in G9:
[2] shingekinokyojin
[2] fullmetalalchemist
[2] roytybw

Top Words
Top Words in Tweet in Entire Graph:
[2240] æ
[1625] ãƒ
[1196] #ngss
[1150] ç
[1089] ngss_tweeps
[1035] science
[989] ngss
[952] šã
[902] ϋ
[794] students

Top Words in Tweet in G1:
[607] ngss_tweeps
[371] science
[269] #ngss
[172] ngss
[166] students
[154] #ngsschat
[145] learning
[134] nsta
[125] teachers
[110] share

Top Words in Tweet in G2:
[2070] æ
[1185] ãƒ
[1055] ç
[804] ϋ
[631] ªã
[573] šã
[473] ÿã
[316] ˆã
[256] äº
[242] æœ

Top Words in Tweet in G3:
[358] ngss_tweeps
[261] students
[158] science
[101] school
[92] learning
[92] use
[90] teachers
[82] more
[76] #ngss
[70] one

Top Words in Tweet in G4:
[127] ngss
[65] #ngss
[45] science
[36] ãƒ
[22] standards
[20] ハニセレ2勝手にアップローダー更新情報
[20] #ハニセレ2
[20] #ハニーセレクト2
[19] students
[16] learning

Top Words in Tweet in G5:
[182] openscied
[109] #ngss
[88] units
[87] science
[62] ngss_tweeps
[62] complete
[53] ngss
[51] grade
[39] big
[38] school

Top Words in Tweet in G6:
[123] students
[115] novaeducation
[103] week
[98] #ngss
[93] women
[90] role
[90] led
[90] groups
[90] thousands
[90] critical

Top Words in Tweet in G7:
[125] ngssphenomena
[69] #ngss
[43] #ngsschat
[34] bottle
[32] science
[31] water
[27] one
[25] found
[24] pi
[18] sealed

Top Words in Tweet in G8:
[333] šã
[330] ãƒ
[120] ªã
[115] æ
[114] ˆã
[64] ϋ
[61] akise_ngss
[61] ÿã
[61] ċ
[60] #ngs_ss

Top Words in Tweet in G9:
[12] ce
[12] mais
[11] ai
[10] jp_ngss
[9] ça
[9] bleach
[8] tout
[8] plus
[7] itachiofwgkta
[7] sa

Top Words in Tweet in G10:
[70] ngss
[67] feyi_x
[49] stable
[48] skelet
[48] guys
[48] free
[48] 123eth
[48] loser
[48] club
[48] 12

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[742] ãƒ,ãƒ
[385] æ,æ
[286] ç,æ
[175] ø,ù
[153] ù,ø
[136] æ,ªã
[132] œã,æ
[128] æ,œã
[127] æ,ç
[126] šã,ç

Top Word Pairs in Tweet in G1:
[46] please,share
[38] betsyd1115,ngss_tweeps
[38] nsta,ngss_tweeps
[34] #ngss,#ngsschat
[30] professional,learning
[29] science,engineering
[29] ngss,aligned
[29] drkelleyle,historianrubio
[29] ed,leaders
[28] free,ngss

Top Word Pairs in Tweet in G2:
[576] ãƒ,ãƒ
[380] æ,æ
[282] ç,æ
[131] œã,æ
[125] æ,œã
[125] æ,ç
[115] ç,ç
[109] ªã,æ
[82] šã,æ
[80] æ,ªã

Top Word Pairs in Tweet in G3:
[22] science,engineering
[22] sci,eng
[15] covid,19
[13] middle,school
[13] take,over
[13] ngss_tweeps,openscied
[12] schmidtchemist,reitzchemistry
[12] chemlimination,dougragan
[12] #ngss,#ngsschat
[11] remote,learning

Top Word Pairs in Tweet in G4:
[22] ãƒ,ãƒ
[20] ハニセレ2勝手にアップローダー更新情報,#ハニセレ2
[20] #ハニセレ2,#ハニーセレクト2
[9] science,standards
[6] next,generation
[6] generation,science
[5] ngss,standards
[5] standards,ngss
[5] science,engineering
[5] ngss,curriculum

Top Word Pairs in Tweet in G5:
[37] 8th,grade
[36] units,8th
[36] grade,complete
[36] complete,available
[36] available,download
[36] download,website
[36] website,big
[36] big,milestone
[36] milestone,marks
[35] openscied,units

Top Word Pairs in Tweet in G6:
[90] women,led
[90] led,groups
[90] thousands,students
[90] students,critical
[87] critical,role
[87] role,sharks
[87] sharks,play
[86] moving,beyond
[86] beyond,shark
[86] shark,week

Top Word Pairs in Tweet in G7:
[40] #ngss,#ngsschat
[17] 1960,david
[17] david,latimer
[17] latimer,planted
[17] planted,tiny
[17] tiny,garden
[17] garden,inside
[17] inside,large
[17] large,glass
[17] glass,bottle

Top Word Pairs in Tweet in G8:
[111] ãƒ,ãƒ
[56] æ,ªã
[55] #ãƒ,ãƒ
[55] ãƒ,æ
[55] ªã,ssã
[55] ƒã,ˆã
[55] ç,šã
[55] ÿã,ªã
[54] ssã,#ngs_ss
[54] #ngs_ss,#ngss

Top Word Pairs in Tweet in G9:
[3] jeu,vidã
[3] elden,ring
[3] recommence,bleach
[3] 10,ans
[3] ans,ce
[3] ce,soir
[3] soir,soyez
[2] jp_ngss,irisxsama
[2] ça,fait
[2] fait,plaisir

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@akise_ngss
@jessicafgwrites
@ngss_rk
@krsciencelady
@richbacolor
@ngss_official
@katydornbos
@betsyd1115
@trhk_ngss

Top Replied-To in G1:
@ngss_tweeps
@jessicafgwrites
@krsciencelady
@betsyd1115
@richbacolor
@krenaep
@drloriandersen
@kmgill135
@haschweingruber
@sciencejenny

Top Replied-To in G2:
@nabeteru1q78
@oishiakiko
@kakopontan
@decultureepcmd
@yamaken_hirap
@ilprqslxbrk3qsw
@freeler_ngss
@aiainstein
@satoken24767
@naotokan

Top Replied-To in G3:
@ngss_tweeps
@katydornbos
@jessicafgwrites
@anjanaiyer
@bmsscienceteach
@richbacolor
@lisa_bastedo
@cherokeehs_apes
@jackczajkowski
@mrs_chemistry

Top Replied-To in G4:

Top Replied-To in G5:
@ngss_tweeps
@openscied
@miss_schilling_
@vogelwendi
@sciedhenry
@starrscience
@sbottasullivan
@mrsjackopsic
@bmsscienceteach
@techsavvyed

Top Replied-To in G6:
@heidifessenden

Top Replied-To in G7:
@ngss_tweeps
@midwithmccain
@krsciencelady
@hookean1
@rms_pridewo
@ablythe109
@okheelee_
@fastpitchdixie

Top Replied-To in G8:
@akise_ngss
@sion_pso2love
@rutile0926
@hiyoriot
@sciensophiangs
@shiroyasha_pso2
@ninnin_kira
@yamato_pc
@m_teabreaktime
@pesuti_arks

Top Replied-To in G9:
@jp_ngss
@itachiofwgkta
@souley_cmr
@medhillusion
@diodionychopper
@irisxsama
@yungvamp13
@lw0l0l7_35
@winryirl
@totorugroku

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

Top Mentioned in G1:
@ngss_tweeps
@philiplbell
@nsta
@stemteachtools
@openscied
@drkelleyle
@dtcampbe
@bpenuel
@brownpatrick8
@climateedtools

Top Mentioned in G2:
@oishiakiko
@ilprqslxbrk3qsw
@ryuichiyoneyama
@kakopontan
@naotokan
@pretty_occho
@decultureepcmd
@ushimituiiniku
@ryotagaya
@reiwawakamono

Top Mentioned in G3:
@ngss_tweeps
@openscied
@data_nuggets
@ashley_green2
@katydornbos
@johannabrown
@argumentdriven
@schmidtchemist
@snysci97
@aserkin

Top Mentioned in G4:
@kimlepre
@mdrechsler
@casitamagnet

Top Mentioned in G5:
@openscied
@ngss_tweeps
@whittlescience
@carolinabio
@abeslo
@wiscienceteach
@mnsta1
@wyoeducation
@utscita
@sddoe

Top Mentioned in G6:
@novaeducation
@novasciencestu
@kqededspace
@whales_org
@thenaaee
@whereskarajamie
@boschusa
@scifri
@novaeduca
@paisleylisa

Top Mentioned in G7:
@ngssphenomena
@ngss_tweeps
@nextgenscience
@stemteachtools
@ctskeeley
@openscied
@natgeo
@tonyea_mead
@brownpatrick8
@mmsa_org

Top Mentioned in G8:
@rfs_ship9999
@sion_pso2love
@ashy_kyu
@akise_ngss
@_
@tamascra
@runa7898

Top Mentioned in G9:
@irisxsama
@itachiofwgkta
@jp_ngss
@yungvamp13
@iobbbu
@koumobur
@designbysyno
@fayelanuit
@klefman
@walidbenahmed

Top Mentioned in G10:
@feyi_x

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

Top Tweeters in G1:
@lizditz
@saragomezaranci
@nytimes
@jane__eden
@nfl
@myminimine
@geographile
@paleophile
@alexanderrusso
@xeno_lith

Top Tweeters in G2:
@hanayuu
@pretty_occho
@jijicom
@kiq
@yuz_uki1
@terako_123
@adjacencypair
@h_iro_123
@hrskksrh
@oosakahaoosaka

Top Tweeters in G3:
@fabriciosx
@flipgrid
@cosmopolitan
@artcollisions
@teacher2teacher
@alexqgb
@meairy
@theonion
@tonysinanis
@phaneritic

Top Tweeters in G4:
@tweeterofbabel
@firmenindex_ch
@mdrechsler
@brave0nft
@tsuchie88
@chriskarlknecht
@claesclasse
@binberlinerin
@fairwaltung
@therawdeeya

Top Tweeters in G5:
@suptmoran
@blkhwk0ps
@googlelilchappy
@dinerlee
@philshapiro
@shellterrell
@codeforpdx
@matmuratore
@beartrust
@lauramcshanecle

Top Tweeters in G6:
@allchanges
@artallks
@genghisgalahad2
@botfemale
@designthinkbot
@getiftech
@whysharksmatter
@nanab_2010
@superteamup
@craykain

Top Tweeters in G7:
@bewickwren
@wildlandfirefig
@natgeo
@ascendedleo
@dreamcrushn
@smcps_md
@cyclefunmtl
@flexi23
@diana12319559
@jtccoach

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

Top Tweeters in G9:
@alshymi
@itachiofwgkta
@marodelaspada
@neversleepamppp
@juishevko
@antistar
@encoreunz
@kimyuuuuumi
@yannoujr10
@mousstery

Top Tweeters in G10:
@lifematician
@itz__demola
@gbk__
@dahtween
@lordmizzy123
@yungblood_timz
@the_ayo_ifedapo
@timoofficial_
@kingubermenschh
@elkayy00


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