ngss, Twitter, 3/8/2022 7:52:55 AM, 272791


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ngss_2022-03-07_23-15-12.xlsx
ngss_2022-03-07_23-15-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 08, 2022
Short Description:
ngss via NodeXL https://bit.ly/3tz3LjM
@ngss_tweeps
@freeler_ngss
@this0499154500
@novaeducation
@stemteachtools
@openscied
@officialngss
@stem_ai
@nsta
@paleophile

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

Description:
Description
The graph represents a network of 3,635 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 March 2022 at 07:24 UTC.

The requested start date was Tuesday, 08 March 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 55-day, 5-hour, 4-minute period from Friday, 07 January 2022 at 18:54 UTC to Thursday, 03 March 2022 at 23:58 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 : 3635
Unique Edges : 3699
Edges With Duplicates : 13183
Total Edges : 16882
Number of Edge Types : 5
Retweet : 3962
MentionsInRetweet : 5128
Mentions : 3113
Replies to : 1726
Tweet : 2953
Self-Loops : 2972
Reciprocated Vertex Pair Ratio : 0.10376675117711
Reciprocated Edge Ratio : 0.188022969647252
Connected Components : 430
Single-Vertex Connected Components : 195
Maximum Vertices in a Connected Component : 2350
Maximum Edges in a Connected Component : 14334
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.417612
Graph Density : 0.000461407204917034
Modularity : 0.298894
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 3,635 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 March 2022 at 07:24 UTC.

The requested start date was Tuesday, 08 March 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 55-day, 5-hour, 4-minute period from Friday, 07 January 2022 at 18:54 UTC to Thursday, 03 March 2022 at 23:58 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:
[28] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[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
[10] https://www.edreports.org/about/reviewers?utm_medium=organic&utm_source=twitter&utm_campaign=hs-science-recruitment-jan-2022
[9] https://www.youtube.com/watch?v=OXatQVtSah8&feature=youtu.be

[8] https://stemteachingtools.org/assets/landscapes/STTBookmark_set_March2018.pdf
[8] https://kqed.zoom.us/meeting/register/tZAsc-6vrDsrGdXggJUulCjwSZt8OHP4uN32
[6] https://news.yahoo.co.jp/articles/4e9fc2c61b311d7d594726e5c65005172d524613
[6] https://diamond.jp/articles/-/295555

Top URLs in Tweet in G1:
[8] https://stemteachingtools.org/assets/landscapes/STTBookmark_set_March2018.pdf
[5] https://stemteachingtools.org/sp/talk-flowchart
[4] https://stemteachingtools.org/news/2020/guidance-for-supporting-science-learning-during-covid-19
[3] https://stemfromthestart.org/lesson/mission-awesome-animals
[3] https://tldrpapers.com/
[3] https://twitter.com/i/events/1276314537248149505
[3] http://www.pdkmembers.org/members_online/publications/archive/pdf/PDK_100_3/38pdk_100_3.pdf
[3] https://www.nsta.org/lesson-plan/why-are-temperatures-changing
[3] https://www.kbs.msu.edu/wp-content/uploads/2017/02/NGSS-Interactive-Read-Alouds.pdf
[2] https://www.nextgenscience.org/resources/middle-school-openscied-unit-61-why-do-we-sometimes-see-different-things-when-looking-same

Top URLs in Tweet in G2:
[8] https://www.nap.edu/catalog/26215/science-and-engineering-in-preschool-through-elementary-grades-the-brilliance
[5] https://indigenoussteam.org/
[2] https://docs.google.com/forms/d/1gY_9AM7m3wq9s4wmpt8Qor027vxVDtOfV9E9EQQHhvI/edit?usp=sharing
[2] http://datanuggets.org/2021/04/how-milkweed-plants-defend-against-monarch-butterflies/
[2] https://www.openscied.org/
[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://www.drkohn.org/biology-spring.html
[2] https://twitter.com/NGSS_tweeps/status/1498771307697164296

Top URLs in Tweet in G3:
[11] https://news.yahoo.co.jp/articles/7be8a9ee729122a53844a27f65fe8f5e39c63fd6
[9] https://www.youtube.com/watch?v=OXatQVtSah8&feature=youtu.be

[6] https://diamond.jp/articles/-/295555
[6] https://news.yahoo.co.jp/articles/4e9fc2c61b311d7d594726e5c65005172d524613
[5] https://www3.nhk.or.jp/kansai-news/20220115/2000056454.html
[5] https://www.sankei.com/article/20220221-FQTE3CVRZFNKNM3QU27X3CJNNM/
[5] https://www.asahi.com/articles/ASQ2B63D5Q2BPTIL02L.html
[5] https://twitter.com/hashimoto_lo/status/1071230709660938240
[5] https://twitter.com/hiroyoshimura/status/1480013472033554434
[4] https://real-osaka.jp/special/ir-project.php

Top URLs in Tweet in G4:
[8] https://kqed.zoom.us/meeting/register/tZAsc-6vrDsrGdXggJUulCjwSZt8OHP4uN32
[6] https://myventure.us/venture
[5] https://www.pbs.org/wgbh/nova/article/hunga-tonga-volcano-eruption-education/
[4] https://www.legendsoflearning.com/blog/math-and-science-assignments-ngss-common-core-fl-tx-teks-va-sol/
[3] https://www.acs.org/content/acs/en/education/whatischemistry/adventures-in-chemistry/secret-science-stuff/gum.html
[3] https://medium.com/usfws/virtual-tour-of-the-winter-home-of-western-monarch-butterflies-a3afc4b39264#.j51xi9x08
[3] https://forms.gle/fXwH8zG6KVGZqWd18
[3] https://www.pbs.org/wgbh/nova/article/shark-week-marine-science-diversity/
[3] https://naaee.org/eepro/learning/webinars/how-better-incorporate-ngss-informal
[2] https://www.npr.org/2022/01/26/1075778055/california-redwood-forest-native-american-tribes

Top URLs in Tweet in G5:
[3] https://www.amazon.es/VistoEn@Rebajazos/dp/B09MGD6SBC?th=1&tag=rebajazos-21&keywords=Cholloterapia.com
[2] http://www.elementarymatters.com/2015/08/science-and-engineering-practices.html
[2] https://shab.help.ch/publ.cfm?key=4100203
[2] https://yuki-portal.com/uploader/honeyselect2/charadatacate/chara_usemod/chara_usemod_female/103421/
[2] https://newmeridiancorp.org/the-power-of-ngss-aligned-science-assessment/
[1] https://twitter.com/CBSEveningNews/status/1480325274575286272
[1] https://twitter.com/shoyoours_/status/1480897489179856902
[1] https://www.wested.org/resources/curriculum-materials-for-ngss/#.Yd3YUayiZhU.twitter
[1] https://www.teacherspayteachers.com/Product/NGSS-Science-I-can-statements-Exit-Slips-and-standards-Posters-4th-grade-2446092
[1] https://twitter.com/i/web/status/1481292056567951367

Top URLs in Tweet in G6:
[3] http://edtechpicks.org/2019/06/phenomena-ngss-2/
[2] https://classroomscience.org/articles/fyi/bright-moments
[1] https://twitter.com/cossettej/status/1491190729926135815
[1] https://twitter.com/i/web/status/1494108723802824708
[1] https://twitter.com/i/web/status/1481441412914855937
[1] https://concord.org/blog/for-equity-and-justice-start-where-students-are-and-help-them-find-answers/
[1] https://twitter.com/cascience/status/1482076908267642880
[1] https://www.kidsatscience.org/
[1] https://cascience.org/application/files/9116/4211/9833/CASE_Resource_Project_Job_Description_FINAL.pdf
[1] https://docs.google.com/forms/d/e/1FAIpQLScYFPOMLxXZTffgtvvr7SDocCDLgTNwSpTckkMdIP49WNrFdA/viewform

Top URLs in Tweet in G7:
[1] https://twitter.com/akise_ngs/status/1495032210734579713

Top URLs in Tweet in G8:
[2] https://distrokid.com/hyperfollow/allla/joli-cur
[1] https://www.youtube.com/watch?v=wDtt24RxdLk&feature=youtu.be

[1] https://twitter.com/rimith_/status/1483452790974341123
[1] https://twitter.com/iobbbu/status/1483879505219530753
[1] https://twitter.com/mangacontexts/status/1491135874452852737
[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/coukheyju/status/1495505353743769601
[1] https://twitter.com/nocontextbrits/status/1416314916068282372

Top URLs in Tweet in G9:
[2] https://www.wested.org/resources/curriculum-materials-for-ngss/
[1] https://www.darksky.org/boundary-waters-canoe-area-wilderness-named-the-largest-dark-sky-sanctuary/
[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.eventbrite.com/e/ngss-summit-coffee-talk-series-1-a-review-of-the-numbers-tickets-228889734357?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=629b2aa3-0c25-4bd7-b923-9680c3bb0bc6&utm_campaign=hootsuite
[1] https://twitter.com/ASU_SchoolOfEd/status/1498394920146591748
[1] https://twitter.com/i/web/status/1490768607130755073
[1] https://www.eventbrite.com/e/228955651517?utm_source=twitter&utm_medium=social&utm_term=nasem_dbasse&utm_content=c34e7db6-23ff-4bb5-9683-f1ecb904d181&utm_campaign=hootsuite
[1] https://twitter.com/i/web/status/1481990167867047940
[1] https://www.eventbrite.com/e/ngss-summit-coffee-talk-series-2-rural-science-standards-implementation-tickets-228952070807?utm_source=twitter&utm_medium=social&utm_term=nasem_dbasse&utm_content=0626a286-28e8-4b5f-932c-0a8cef7bafd6&utm_campaign=hootsuite

Top Domains
Top Domains in Tweet in Entire Graph:
[746] twitter.com
[212] co.jp
[178] youtube.com
[50] google.com
[40] stemteachingtools.org
[35] or.jp
[31] asahi.com
[28] peing.net
[25] datanuggets.org
[24] edreports.org

Top Domains in Tweet in G1:
[120] twitter.com
[36] stemteachingtools.org
[17] nsta.org
[13] nextgenscience.org
[10] wested.org
[10] google.com
[7] youtube.com
[4] msu.edu
[3] stemfromthestart.org
[3] openscied.org

Top Domains in Tweet in G2:
[48] twitter.com
[34] google.com
[25] datanuggets.org
[9] nap.edu
[8] youtube.com
[6] lab-aids.com
[5] indigenoussteam.org
[4] drkohn.org
[3] thewonderofscience.com
[3] openscied.org

Top Domains in Tweet in G3:
[405] twitter.com
[212] co.jp
[137] youtube.com
[35] or.jp
[31] asahi.com
[21] mainichi.jp
[16] reiwa-shinsengumi.com
[14] sankei.com
[11] oishiakiko.net
[9] nikkan-gendai.com

Top Domains in Tweet in G4:
[12] twitter.com
[12] pbs.org
[9] zoom.us
[7] myventure.us
[5] legendsoflearning.com
[5] naaee.org
[4] npr.org
[3] acs.org
[3] youtube.com
[3] medium.com

Top Domains in Tweet in G5:
[52] twitter.com
[22] yuki-portal.com
[5] teacherspayteachers.com
[5] instagram.com
[4] youtube.com
[4] knowatom.com
[3] amazon.es
[3] edulastic.com
[3] google.com
[2] greatminds.org

Top Domains in Tweet in G6:
[7] twitter.com
[3] edtechpicks.org
[2] classroomscience.org
[2] k12oms.org
[1] concord.org
[1] kidsatscience.org
[1] cascience.org
[1] google.com
[1] inqits.com
[1] facebook.com

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

Top Domains in Tweet in G8:
[9] twitter.com
[2] distrokid.com
[1] youtube.com

Top Domains in Tweet in G9:
[8] twitter.com
[3] eventbrite.com
[2] nationalacademies.org
[2] wested.org
[1] darksky.org
[1] nextgenscience.org
[1] amplify.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1168] ngss
[254] ngsschat
[219] stem
[175] scied
[143] science
[129] れいわ新選組
[67] 山本太郎
[62] やはた愛
[59] brillianceandstrengths
[56] 大石あきこ



Top Hashtags in Tweet in G1:
[378] ngss
[207] ngsschat
[112] scied
[46] nsta
[29] stem
[22] sensemaking
[20] brillianceandstrengths
[17] science
[16] climateeducation
[15] sep

Top Hashtags in Tweet in G2:
[91] ngss
[36] brillianceandstrengths
[20] ngsschat
[10] mtedchat
[10] scitlap
[9] dataliteracy
[9] blinaction
[7] science
[6] stem
[6] scilap

Top Hashtags in Tweet in G3:
[129] れいわ新選組
[67] 山本太郎
[62] やはた愛
[56] 大石あきこ
[52] yahooニュース
[50] 大石あきこ橋下徹に訴えられたってよ
[31] 吉村洋文
[28] しょぼいぞやばいぞ大阪カジノ
[28] れいわ新選組若者勝手連
[26] 日曜討論

Top Hashtags in Tweet in G4:
[127] ngss
[58] stem
[37] scied
[35] earthscience
[33] science
[20] video
[18] scienceteacher
[11] enviroed
[9] space
[9] stemeducation

Top Hashtags in Tweet in G5:
[74] ngss
[20] ハニセレ2
[20] ハニーセレクト2
[13] science
[10] stem
[7] stemeducation
[5] ngsschat
[4] engineering
[3] publi
[3] phenomenon

Top Hashtags in Tweet in G6:
[36] ngss
[10] stem
[10] edtech
[8] science
[8] steam
[8] mbcue
[6] cangss
[3] scitlap
[3] edchat
[3] phenomena

Top Hashtags in Tweet in G7:
[58] ngss
[54] メンテの日なのでssを貼る
[54] ngs_ss
[11] pso2ngs_ss
[10] pso2ngs
[6] メンテの日じゃないけどssを貼る
[6] メンテの日なのでssを貼る
[3] ship6
[3] メンテの日なのでss貼る
[2] メンテの日じゃ無いけどssを貼る

Top Hashtags in Tweet in G8:
[2] shingekinokyojin
[2] fullmetalalchemist

Top Hashtags in Tweet in G9:
[21] ngss
[6] smmusdscience
[5] edresearch
[4] education
[3] ngsschat
[3] seps
[2] plc
[2] scichat
[2] stem
[2] scied

Top Words
Top Words in Tweet in Entire Graph:
[1808] æ
[1307] ngss_tweeps
[1306] ãƒ
[1166] #ngss
[1064] science
[934] ngss
[892] ç
[843] students
[815] šã
[727] ϋ

Top Words in Tweet in G1:
[783] ngss_tweeps
[389] science
[376] #ngss
[207] #ngsschat
[201] students
[198] learning
[155] stemteachtools
[154] ngss
[145] openscied
[132] teachers

Top Words in Tweet in G2:
[439] ngss_tweeps
[331] students
[199] science
[125] school
[120] use
[114] teachers
[111] more
[99] work
[97] one
[96] learning

Top Words in Tweet in G3:
[1653] æ
[896] ãƒ
[811] ç
[643] ϋ
[495] ªã
[449] šã
[357] ÿã
[252] ˆã
[204] äº
[191] æœ

Top Words in Tweet in G4:
[127] #ngss
[123] students
[120] novaeducation
[105] week
[92] women
[90] teach
[90] play
[90] shark
[89] role
[88] thousands

Top Words in Tweet in G5:
[130] ngss
[74] #ngss
[55] science
[36] ãƒ
[22] standards
[22] students
[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
[15] gue

Top Words in Tweet in G6:
[43] science
[43] join
[36] #ngss
[34] students
[28] ngss
[21] student
[20] williamfranzell
[20] powered
[20] film
[20] festival

Top Words in Tweet in G7:
[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 G8:
[13] ce
[10] bleach
[9] ai
[9] anime
[9] mais
[8] tout
[7] ça
[7] vu
[6] 10
[6] chat

Top Words in Tweet in G9:
[23] science
[21] #ngss
[18] students
[15] implementation
[14] wested
[14] join
[13] standards
[12] amplify
[11] middle
[10] school

Top Words in Tweet in G10:
[57] ngss
[56] steam
[54] kapsamında
[50] projesi
[47] erasmus
[45] girit
[43] üniversitesi
[43] nde
[40] bahçeşehir
[40] plus

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[591] ãƒ,ãƒ
[322] æ,æ
[229] ç,æ
[120] æ,ªã
[117] šã,ç
[113] œã,æ
[104] æ,œã
[102] ãƒ,æ
[98] æ,ç
[95] critical,role

Top Word Pairs in Tweet in G1:
[66] philiplbell,pls
[57] pls,#ngsschat
[52] 8th,grade
[50] #ngss,#ngsschat
[46] units,8th
[46] grade,complete
[46] complete,available
[46] available,download
[46] download,website
[46] website,big

Top Word Pairs in Tweet in G2:
[25] ngss_tweeps,openscied
[24] science,engineering
[22] sci,eng
[15] covid,19
[14] high,school
[14] middle,school
[13] help,students
[12] school,year
[12] 8th,grade
[11] learn,more

Top Word Pairs in Tweet in G3:
[439] ãƒ,ãƒ
[319] æ,æ
[225] ç,æ
[113] œã,æ
[102] æ,œã
[96] æ,ç
[83] ªã,æ
[73] ç,ç
[66] æ,ªã
[65] šã,æ

Top Word Pairs in Tweet in G4:
[87] moving,beyond
[87] beyond,shark
[87] shark,week
[87] week,women
[87] women,led
[87] led,groups
[87] groups,teach
[87] teach,thousands
[87] thousands,students
[87] students,critical

Top Word Pairs in Tweet in G5:
[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
[10] science,standards
[7] next,generation
[7] generation,science
[5] learn,more
[5] high,school
[5] standards,ngss
[5] science,engineering

Top Word Pairs in Tweet in G6:
[20] student,powered
[20] powered,film
[20] film,festival
[13] williamfranzell,krysta_bradley4
[12] join,williamfranzell
[12] krysta_bradley4,cogswell_ben
[12] cogswell_ben,monday
[12] monday,night
[12] night,facebook
[12] facebook,live

Top Word Pairs in Tweet in G7:
[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 G8:
[4] ce,chat
[4] insanely,expensive
[3] jeu,vidã
[2] recommence,bleach
[2] bleach,après
[2] après,10
[2] 10,ans
[2] ans,ce
[2] ce,soir
[2] soir,soyez

Top Word Pairs in Tweet in G9:
[10] middle,school
[9] science,standards
[9] standards,implementation
[8] taking,stock
[7] researchers,find
[7] amplify,science
[7] science,middle
[7] summit,taking
[7] stock,science
[6] school,curriculum

Top Word Pairs in Tweet in G10:
[55] ngss,steam
[50] projesi,kapsamında
[43] steam,erasmus
[43] kapsamında,girit
[43] girit,üniversitesi
[43] üniversitesi,nde
[40] erasmus,plus
[38] bahçeşehir,koleji
[38] koleji,olarak
[38] olarak,paydaşı

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

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

Top Replied-To in G2:
@ngss_tweeps
@anjanaiyer
@indigenoussteam
@jackczajkowski
@katydornbos
@sbottasullivan
@lex1science
@mrs_chemistry
@cherokeehs_apes
@gosciencego

Top Replied-To in G3:
@hiroyoshimura
@shoji_kaoru
@nabeteru1q78
@ilprqslxbrk3qsw
@oishiakiko
@1rotaku
@ryuichiyoneyama
@oosakahaoosaka
@aiainstein
@naotokan

Top Replied-To in G4:
@mrscottbot
@stemscopeskerri
@jackson_davidw
@hilarym99

Top Replied-To in G5:

Top Replied-To in G6:
@ngss_tweeps
@sbottasullivan
@msjellman
@tregphysics
@daleyscience
@alliebbogart

Top Replied-To in G7:
@akise_ngss
@sion_pso2love
@rutile0926
@sciensophiangs
@shiroyasha_pso2
@pesuti_arks
@sistella_rs2
@m_teabreaktime
@tamayorix
@ninnin_kira

Top Replied-To in G8:
@jp_ngss
@diodionychopper
@souley_cmr
@yungvamp13
@lw0l0l7_35
@itachiofwgkta
@medhillusion

Top Replied-To in G9:
@ngss_tweeps
@bmsscienceteach
@thenasem
@haschweingruber

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

Top Mentioned in G1:
@ngss_tweeps
@stemteachtools
@openscied
@philiplbell
@ngssphenomena
@nsta
@inquiry_hub
@brownpatrick8
@dtcampbe
@betsyd1115

Top Mentioned in G2:
@ngss_tweeps
@openscied
@data_nuggets
@indigenoussteam
@argumentdriven
@sepup_ucb
@labaids
@paulandersen
@sciedspence
@inquiry_hub

Top Mentioned in G3:
@ilprqslxbrk3qsw
@oishiakiko
@ryuichiyoneyama
@katakorinaoshi1
@ryotagaya
@naotokan
@reiwawakamono
@kakopontan
@ushimituiiniku
@shoji_kaoru

Top Mentioned in G4:
@novaeducation
@novasciencestu
@kqededspace
@venturengss
@whales_org
@thenaaee
@whereskarajamie
@boschusa
@novaeduca
@paisleylisa

Top Mentioned in G5:
@educationgeds
@elemntrymatters
@middleweb
@kimlepre
@mdrechsler

Top Mentioned in G6:
@williamfranzell
@mbcue
@krysta_bradley4
@cogswell_ben
@alliebbogart
@teacherlora
@facebookwatch
@exploratorium
@williamfranze
@stemteachtools

Top Mentioned in G7:
@rfs_ship9999
@sylviemoon1341
@_
@sion_pso2love
@akise_ngss
@natsume_ship6
@runa7898
@maka_ngs
@lunatrigger_ngs

Top Mentioned in G8:
@iobbbu
@eugenieatinault
@diodionychopper
@yungvamp13
@koumobur
@_lnd_tv
@vidsthatgohardd
@designbysyno
@itachiofwgkta
@fayelanuit

Top Mentioned in G9:
@soulecindy
@wested
@thenasem
@lawrencehallsci
@portlandpublic
@amplify
@serratore4
@nasem_dbasse
@officialngss
@nsf

Top Mentioned in G10:
@bahcesehir_k12
@dagozlem
@erkencocukluk
@baharnoyan1
@_esraaydogdu_
@cihatarslan17
@cuneytd1
@benaykaragz
@uskudarmem

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@flipkartsupport
@collegemenfess
@hanayuu
@saragomezaranci
@firmenindex_ch
@allchanges
@sbyfess
@fabriciosx
@convomf

Top Tweeters in G1:
@blackphysicists
@nytimes
@iamdrwill
@nfl
@gdorn1
@geographile
@paleophile
@alexanderrusso
@xeno_lith
@mguhlin

Top Tweeters in G2:
@fabriciosx
@suptmoran
@flipgrid
@cosmopolitan
@artcollisions
@canva
@teacher2teacher
@melbourne_7
@alexqgb
@meairy

Top Tweeters in G3:
@hanayuu
@pretty_occho
@nukolove44
@yuz_uki1
@terako_123
@adjacencypair
@subjectbotch
@oosakahaoosaka
@bbtetsuo
@pom_pom_pee

Top Tweeters in G4:
@allchanges
@artallks
@genghisgalahad2
@botfemale
@designthinkbot
@whysharksmatter
@nanab_2010
@craykain
@currying_favor
@thirupathiinc

Top Tweeters in G5:
@firmenindex_ch
@mdrechsler
@tsuchie88
@cholloterapia
@fairwaltung
@therawdeeya
@moneyummi
@ofertapremium
@jimpeachh
@momizirs

Top Tweeters in G6:
@getiftech
@superteamup
@markj_ohnson
@wwiimuseum
@cogswell_ben
@victoriathetech
@kevinmslee
@cueinc
@makeymakey
@elgovecon

Top Tweeters in G7:
@charlesmohr8
@schiehalliong
@nowa0421
@cthughafire
@bougainameri
@momosuke_0105
@luxria09
@pso2shiro
@akifuyu02
@kanonaoi01

Top Tweeters in G8:
@myunclesmemes
@itachiofwgkta
@neversleepamppp
@antistar
@kimyuuuuumi
@yannoujr10
@izuku__5
@mousstery
@kawamatsu95
@alolansoleil

Top Tweeters in G9:
@saragomezaranci
@stem_nastics
@madhavanpallan
@thenasem
@marknechanicky
@nsf
@amykfmurphy
@drjuangilbert
@bdevore
@mtoy2014

Top Tweeters in G10:
@dagozlem
@erkencocukluk
@nukteteber
@tubakevserarda
@ozgeeasln
@bahcesehir_k12
@ispiryasar
@bahcesehir_sam
@bahcesehirum
@bk_pinarerbay


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