ngss, Twitter, 6/1/2021 6:33:58 AM, 256019


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ngss_2021-05-31_23-07-48.xlsx
ngss_2021-05-31_23-07-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 01, 2021
Short Description:
ngss via NodeXL https://bit.ly/2Tyt1s8
@ngssphenomena
@ngss_tweeps
@deepikasri
@lacoequan
@youtube
@freeler_ngss
@philiplbell
@k12alliance
@stemteachtools
@ca_csp

Top hashtags:
#ngss
#ausgangssperre
#ausgangssperren
#ngsschat
#scied
#außengastronomie
#aerosolforscher

Description:
Description
The graph represents a network of 5,415 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, 01 June 2021 at 06:18 UTC.

The requested start date was Tuesday, 01 June 2021 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 50-day, 4-hour, 30-minute period from Sunday, 11 April 2021 at 18:44 UTC to Monday, 31 May 2021 at 23:14 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 : 5415
Unique Edges : 3554
Edges With Duplicates : 11917
Total Edges : 15471
Number of Edge Types : 5
Mentions : 2298
Retweet : 4535
MentionsInRetweet : 5707
Replies to : 890
Tweet : 2041
Self-Loops : 2068
Reciprocated Vertex Pair Ratio : 0.0524181435866627
Reciprocated Edge Ratio : 0.0996146710432425
Connected Components : 844
Single-Vertex Connected Components : 445
Maximum Vertices in a Connected Component : 2414
Maximum Edges in a Connected Component : 9687
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.467358
Graph Density : 0.000239009633039884
Modularity : 0.417094
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,415 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, 01 June 2021 at 06:18 UTC.

The requested start date was Tuesday, 01 June 2021 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 50-day, 4-hour, 30-minute period from Sunday, 11 April 2021 at 18:44 UTC to Monday, 31 May 2021 at 23:14 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:
[25] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[17] https://www.bluestudios.io/
[8] http://stemteachingtools.org/brief/32
[8] https://www.ngsnavigators.com/blog/069
[8] https://nextgenstemconference.org/
[8] https://www.inqits.com/
[7] https://www.nextgenscience.org/resources/examples-quality-ngss-design
[6] https://www.instagram.com/accounts/login/
[6] https://nric.nebraska.edu/
[6] https://twitter.com/M_Reichardt_AfD/status/1382825711258505217

Top URLs in Tweet in G1:
[3] https://river-runner.samlearner.com/
[2] https://thewonderofscience.com/minilessons
[1] https://www.ngssphenomena.com/ourvoice/2020/3/20/sciencenotebooking
[1] https://twitter.com/i/web/status/1385197978684727298
[1] https://twitter.com/WorldAndScience/status/1392561482467061760
[1] https://www.yahoo.com/news/extremely-rare-phenomenon-reported-among-124108652.html
[1] https://twitter.com/inquiry_hub/status/1390363229386272768
[1] https://ncse.ngo/supporting-teachers/apply
[1] https://www.magna-ar.net/
[1] https://www.whatihavelearnedteaching.com/rigorous-second-grade-science-centers-for-ngss/

Top URLs in Tweet in G2:
[8] https://www.ngsnavigators.com/blog/069
[6] http://stemteachingtools.org/brief/32
[5] http://stemteachingtools.org/brief/10
[5] http://stemteachingtools.org/brief/22
[5] https://www.ngsnavigators.com/blog/070
[5] https://drive.google.com/file/d/1HqddA0fsuErwfFX0KANsgE7-O9LyuPNq/view?usp=sharing
[5] https://drive.google.com/file/d/1mTxg3K9SBlTRlRhXM9PU42pYRskXmcQG/view?usp=sharing
[4] https://curriculum.newvisions.org/science/course/biology/mammoth-extinction/
[4] https://my.nsta.org/resource/117948
[4] https://www.nextgenscience.org/resources/examples-quality-ngss-design

Top URLs in Tweet in G3:
[3] https://www.instagram.com/accounts/login/
[3] http://www.ngss.co.ke
[2] https://www.paigeandpaxton.com/
[2] https://highschool.southwindsorschools.org/news/what_s_new/messages_from_the_principal
[2] https://tems.southwindsorschools.org/parents_and_students/news_and_announcements/what_s_new/s_b_a_c
[2] https://app.squidbooks.com/reading/ESS1A3_1
[2] https://app.squidbooks.com/reading/ESS2A2_1
[1] https://finance.kwhen.com/news/stockmovers/bfe785c1-7683-4ff9-84f3-ff4c0f2eb1f1
[1] https://twitter.com/i/web/status/1381450207800479746
[1] https://twitter.com/i/web/status/1381526171221962756

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1389990229994577925
[1] https://twitter.com/landnrw/status/1367247237621813248
[1] https://twitter.com/i/web/status/1381501162743025665
[1] https://twitter.com/i/web/status/1387352129556389891
[1] https://twitter.com/i/web/status/1384245141402120195
[1] https://twitter.com/i/web/status/1383049595735961602
[1] https://twitter.com/i/web/status/1383025566517977090
[1] https://twitter.com/i/web/status/1381918004682895365
[1] https://twitter.com/i/web/status/1382791151003000841
[1] https://twitter.com/i/web/status/1382325768856821768

Top URLs in Tweet in G5:
[5] https://twitter.com/M_Reichardt_AfD/status/1382825711258505217
[2] https://twitter.com/tagesschau/status/1390002195324616706
[1] https://twitter.com/i/web/status/1390208001437577217
[1] https://twitter.com/i/web/status/1385503897008099332
[1] https://twitter.com/i/web/status/1383010452549074946
[1] https://twitter.com/i/web/status/1387850126006358024
[1] https://twitter.com/i/web/status/1386282888254173184
[1] https://twitter.com/i/web/status/1383113724345602053
[1] https://twitter.com/i/web/status/1382268478757990404
[1] https://twitter.com/i/web/status/1382984972835946498

Top URLs in Tweet in G6:
[5] https://twitter.com/dominikrzepka/status/1382940879791529986
[5] https://twitter.com/mic_tra/status/1386079517417033732
[2] https://twitter.com/gerdantes/status/1355269156896182279
[1] https://twitter.com/i/web/status/1398188701092622336
[1] https://twitter.com/i/web/status/1385251182407454734
[1] https://twitter.com/i/web/status/1383087613159079937
[1] https://twitter.com/i/web/status/1390213029200007169
[1] https://twitter.com/i/web/status/1390209724918947842
[1] https://twitter.com/i/web/status/1386098593765986305
[1] https://twitter.com/i/web/status/1388940618945212416

Top URLs in Tweet in G7:
[2] https://twitter.com/welt/status/1390352398846210053
[2] https://twitter.com/LeubecherX/status/1385212847878246400
[1] https://twitter.com/i/web/status/1381503413234634758
[1] https://twitter.com/i/web/status/1382995683947507712
[1] https://twitter.com/i/web/status/1382750083255517186
[1] https://twitter.com/i/web/status/1385282976267882497
[1] https://twitter.com/i/web/status/1381525477127491586
[1] https://twitter.com/i/web/status/1381927903252844544
[1] https://twitter.com/i/web/status/1382237198725083140
[1] https://twitter.com/i/web/status/1382285358851895298

Top URLs in Tweet in G8:
[5] https://news.yahoo.co.jp/articles/e17e8419469b59f5902461447fd1a5f8d18f60a2
[3] https://www.jiji.com/jc/article?k=2021042800134&g=soc
[3] https://news.yahoo.co.jp/byline/maeyatsuyoshi/20210514-00237736/
[3] https://www.amazon.co.jp/YOUNG-GUITAR-%E3%83%A4%E3%83%B3%E3%82%B0%E3%83%BB%E3%82%AE%E3%82%BF%E3%83%BC-2021%E5%B9%B4-6%E6%9C%88%E5%8F%B7/dp/B09241259G?__mk_ja_JP=%E3%82%AB%E3%82%BF%E3%82%AB%E3%83%8A&dchild=1&keywords=young+guitar&qid=1619523604&s=books&sr=1-6&linkCode=sl1&tag=shinkomusic-22&linkId=a3eb4f7ee63c932d58851bad7d2c26f2&language=ja_JP&ref_=as_li_ss_tl
[2] https://news.yahoo.co.jp/articles/d028d21fb3afd410f6268502b4a9576a77baa3e8
[2] https://news.tbs.co.jp/newseye/tbs_newseye4267395.html
[2] https://mainichi.jp/articles/20210427/k00/00m/040/032000c
[2] https://mainichi.jp/articles/20210423/k00/00m/040/265000c
[2] https://www.sanspo.com/geino/news/20210426/geo21042610270008-n1.html
[2] https://news.yahoo.co.jp/articles/bf61dcf8bfac830cac833fedbfdfbdab96562e12

Top URLs in Tweet in G9:
[4] https://edreports.org/resources/5-common-questions-teachers-are-asking-about-ngss-designed-science-materials?utm_medium=organic&utm_source=twitter&utm_campaign=common-ngss-questions-may-2021
[3] https://www.nextgenscience.org/resources/examples-quality-ngss-design
[2] http://stemteachingtools.org/brief/32
[2] https://www.nextgenscience.org/peer-review-panel/nextgenscience-peer-review-panel
[1] https://www.nextgenscience.org/news/may-2021-ngss-now-newsletter
[1] https://www.nextgenscience.org/sites/default/files/resource/files/APPENDIX%20J_0.pdf
[1] https://www.lawrencehallofscience.org/sites/default/files/NGSA-YS-Research-Brief-2021.pdf
[1] https://twitter.com/i/web/status/1386730947668815882
[1] https://twitter.com/i/web/status/1387161426150760450
[1] https://www.nextgenscience.org/resources/problems-problems-improving-design-problem-driven-science-and-engineering-instruction

Top URLs in Tweet in G10:
[8] https://www.inqits.com/
[2] https://explore.innerorbit.com/ngss-2021-summer-learning-sessions/
[1] https://twitter.com/i/web/status/1386081827551473666
[1] https://twitter.com/i/web/status/1396880426434695169
[1] https://twitter.com/i/web/status/1381990514317271040
[1] https://twitter.com/i/web/status/1382704210333085696
[1] https://twitter.com/i/web/status/1383065018200051714
[1] https://twitter.com/i/web/status/1384898419790069764
[1] https://twitter.com/i/web/status/1386793136895234048
[1] https://www.inqits.com/post/developing-and-using-models

Top Domains
Top Domains in Tweet in Entire Graph:
[1043] twitter.com
[82] google.com
[63] co.jp
[53] stemteachingtools.org
[35] teacherspayteachers.com
[35] bluestudios.io
[25] youtube.com
[25] peing.net
[24] nextgenscience.org
[21] nsta.org

Top Domains in Tweet in G1:
[7] twitter.com
[3] samlearner.com
[2] thewonderofscience.com
[1] ngssphenomena.com
[1] yahoo.com
[1] ncse.ngo
[1] magna-ar.net
[1] whatihavelearnedteaching.com
[1] padlet.com
[1] google.com

Top Domains in Tweet in G2:
[200] twitter.com
[49] stemteachingtools.org
[42] google.com
[17] newvisions.org
[17] nsta.org
[15] ngsnavigators.com
[14] colorado.edu
[11] nextgenscience.org
[7] videohall.com
[4] nysed.gov

Top Domains in Tweet in G3:
[218] twitter.com
[13] yuki-portal.com
[13] squidbooks.com
[4] google.com
[4] southwindsorschools.org
[3] instagram.com
[3] co.ke
[3] videohall.com
[2] youtube.com
[2] paigeandpaxton.com

Top Domains in Tweet in G4:
[11] twitter.com

Top Domains in Tweet in G5:
[23] twitter.com

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

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

Top Domains in Tweet in G8:
[68] twitter.com
[61] co.jp
[17] youtube.com
[8] mainichi.jp
[8] asahi.com
[5] jiji.com
[5] or.jp
[4] nordot.app
[4] nikkei.com
[4] instagram.com

Top Domains in Tweet in G9:
[24] twitter.com
[9] nextgenscience.org
[5] edreports.org
[4] stemteachingtools.org
[3] tiktok.com
[2] lab-aids.com
[2] chicagotribune.com
[1] lawrencehallofscience.org
[1] rand.org
[1] futurity.org

Top Domains in Tweet in G10:
[34] twitter.com
[9] inqits.com
[6] innerorbit.com
[3] google.com
[2] eventbrite.com
[1] edutopia.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1253] ngss
[531] ausgangssperre
[445] ausgangssperren
[392] ngsschat
[275] scied
[257] außengastronomie
[257] aerosolforscher
[175] stem
[166] science
[59] kleingeister



Top Hashtags in Tweet in G1:
[31] ngss
[18] ngsschat
[4] bfisbarcelona
[3] iteachphysics
[2] phenomena
[2] scied
[2] laceypop
[1] virtualscied
[1] nsta
[1] tendons

Top Hashtags in Tweet in G2:
[505] ngss
[318] ngsschat
[249] scied
[47] openscied
[25] stem
[25] stemeducation
[24] cangss
[23] science
[19] stemvideohall
[16] sep

Top Hashtags in Tweet in G3:
[64] ngss
[40] ausgangssperre
[22] ausgangssperren
[18] science
[14] stemeducation
[13] ハニセレ2
[13] ハニーセレクト2
[9] stem
[9] scienceeducation
[6] verfassungsschutz

Top Hashtags in Tweet in G4:
[247] ausgangssperren
[242] außengastronomie
[242] aerosolforscher
[9] ausgangssperre
[4] coronavirus
[3] verfassungsschutz
[2] kleingeister
[2] berlin
[1] querdenker
[1] überwachungsstaat

Top Hashtags in Tweet in G5:
[163] ausgangssperre
[123] ausgangssperren
[56] kleingeister
[15] verfassungsschutz
[9] bild
[4] merkelmussweg
[4] alleaufdiestraße
[3] außengastronomie
[3] aerosolforscher
[3] merkelquaeltkinder

Top Hashtags in Tweet in G6:
[150] ausgangssperre
[14] bundeslockdown
[11] alleraushier
[10] hannover
[8] zerocovid
[7] ausgangssperren
[7] h2404
[6] aachen
[5] verfassungsschutz
[4] querdenker

Top Hashtags in Tweet in G7:
[116] ausgangssperre
[21] ausgangssperren
[10] außengastronomie
[10] aerosolforscher
[5] harterlockdownsofort
[2] openairstattausgangssperre
[2] sonnenkanzlerin
[1] hörtaufdiewissenschaft
[1] dasgrundgesetzhatverloren
[1] reiseverbote

Top Hashtags in Tweet in G8:
[43] 木川南小学校長を支持します
[20] yahooニュース
[8] 八神純子
[8] musictown
[6] 関西民放5局の偏向報道に抗議します
[4] 日刊ゲンダイ
[4] 国民投票法改正案に抗議します
[4] 久保校長を支持します
[4] 松井一郎
[4] 兵庫県知事選挙

Top Hashtags in Tweet in G9:
[66] ngss
[10] allstudents
[10] e320education
[7] kssci
[6] e320headlines
[6] ccss
[5] scienceprp
[5] ngsschat
[5] studentscientists
[5] e320discussion

Top Hashtags in Tweet in G10:
[90] ngss
[35] science
[30] ngsschat
[19] edtech
[18] education
[12] stem
[12] assessment
[9] scied
[8] scitlap
[7] steam

Top Words
Top Words in Tweet in Entire Graph:
[1253] #ngss
[1146] die
[954] ngss
[953] science
[857] ngssphenomena
[855] create
[811] creative
[811] #n
[805] frog
[803] lifecycle

Top Words in Tweet in G1:
[796] ngssphenomena
[777] #n
[775] lifecycle
[774] strawberry
[774] creative
[774] lifecycles
[774] create
[774] aren
[774] butterfly
[774] frog

Top Words in Tweet in G2:
[505] #ngss
[439] science
[358] ngss_tweeps
[320] philiplbell
[318] #ngsschat
[289] share
[279] students
[278] stemteachtools
[265] pls
[258] learning

Top Words in Tweet in G3:
[151] ngss
[106] die
[64] #ngss
[57] science
[47] ausgangssperre
[44] ausgangssperren
[40] #ausgangssperre
[26] yang
[24] standards
[24] verfassungsschutz

Top Words in Tweet in G4:
[247] #ausgangssperren
[245] keine
[244] c_lindner
[243] maskenpflicht
[242] jogger
[242] #außengastronomie
[242] hilft
[242] wirklich
[242] sagen
[242] #aerosolforscher

Top Words in Tweet in G5:
[285] die
[163] #ausgangssperre
[123] #ausgangssperren
[64] mal
[57] fokussierung
[57] ablenkung
[57] nebelkerze
[57] möglich
[57] wahren
[57] änderungen

Top Words in Tweet in G6:
[304] die
[150] #ausgangssperre
[105] verfassungsbeschwerde
[68] gegen
[60] freiheitsrechte
[57] heute
[54] eilantrag
[54] karlsruhe
[54] übermitteln
[54] thema

Top Words in Tweet in G7:
[148] die
[116] #ausgangssperre
[110] hamburg
[110] gilt
[110] zwei
[110] wochen
[110] effekt
[110] erkennbar
[109] gaborhalasz1
[109] grun

Top Words in Tweet in G8:
[41] #木川南小学校長を支持します
[32] oishiakiko
[26] 兵庫県の皆さんへ
[23] kakopontan
[22] co
[22] decultureepcmd
[20] #yahooニュース
[15] 維新
[12] 次回は
[12] をテーマに収録します

Top Words in Tweet in G9:
[80] science
[70] officialngss
[66] #ngss
[57] ngss
[32] more
[28] check
[28] teachers
[23] education
[22] month's
[21] resources

Top Words in Tweet in G10:
[90] #ngss
[54] ngss
[50] science
[39] students
[35] #science
[30] #ngsschat
[29] ss
[25] assessments
[25] innerorbitedu
[25] innerorbit

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[802] lifecycle,strawberry
[802] strawberry,creative
[802] creative,lifecycles
[802] lifecycles,create
[802] create,aren
[802] aren,butterfly
[802] butterfly,frog
[801] ngssphenomena,lifecycle
[801] frog,#n
[313] die,#ausgangssperre

Top Word Pairs in Tweet in G1:
[774] lifecycle,strawberry
[774] strawberry,creative
[774] creative,lifecycles
[774] lifecycles,create
[774] create,aren
[774] aren,butterfly
[774] butterfly,frog
[773] ngssphenomena,lifecycle
[773] frog,#n
[15] #ngss,#ngsschat

Top Word Pairs in Tweet in G2:
[240] pls,share
[169] philiplbell,pls
[166] share,#ngsschat
[155] equity,projects
[106] #ngsschat,#ngss
[92] #ngsschat,announcing
[92] announcing,stemteachtools
[92] stemteachtools,describing
[92] describing,intersecting
[92] intersecting,equity

Top Word Pairs in Tweet in G3:
[13] ハニセレ2勝手にアップローダー更新情報,#ハニセレ2
[13] #ハニセレ2,#ハニーセレクト2
[11] die,ausgangssperre
[9] next,generation
[7] generation,science
[7] science,standards
[6] die,ausgangssperren
[6] ngss,testing
[6] #ngss,#stemeducation
[6] explore,more

Top Word Pairs in Tweet in G4:
[242] #ausgangssperren,maskenpflicht
[242] maskenpflicht,jogger
[242] jogger,keine
[242] keine,#außengastronomie
[242] #außengastronomie,hilft
[242] hilft,wirklich
[242] wirklich,sagen
[242] sagen,#aerosolforscher
[241] c_lindner,#ausgangssperren
[241] #aerosolforscher,risik

Top Word Pairs in Tweet in G5:
[60] die,#ausgangssperre
[57] fokussierung,#ausgangssperren
[57] #ausgangssperren,ablenkung
[57] ablenkung,nebelkerze
[57] nebelkerze,möglich
[57] möglich,die
[57] die,wahren
[57] wahren,änderungen
[56] #ausgangssperre,kleinste
[56] kleinste,problem

Top Word Pairs in Tweet in G6:
[116] die,#ausgangssperre
[105] die,verfassungsbeschwerde
[67] gegen,die
[54] eilantrag,die
[54] verfassungsbeschwerde,heute
[54] heute,karlsruhe
[54] karlsruhe,übermitteln
[54] übermitteln,thema
[54] thema,die
[53] nhaerting,eilantrag

Top Word Pairs in Tweet in G7:
[116] die,#ausgangssperre
[110] hamburg,gilt
[110] gilt,die
[110] #ausgangssperre,zwei
[110] zwei,wochen
[110] wochen,effekt
[110] effekt,erkennbar
[109] gaborhalasz1,hamburg
[109] erkennbar,grun
[48] ausgangssperren,schließung

Top Word Pairs in Tweet in G8:
[11] decultureepcmd,兵庫県の皆さんへ
[8] 東スポweb,#yahooニュース
[8] #八神純子,#musictown
[8] ツイート募集,次回は
[6] テーマ宛メール,ツイート募集
[5] 日刊ゲンダイdigital,#yahooニュース
[5] 幸田泉,ニュース
[4] 次回は,あなたの初コンサート教えて下さい
[4] あなたの初コンサート教えて下さい,をテーマに収録します
[4] をテーマに収録します,あなたが初めて行ったコンサートの

Top Word Pairs in Tweet in G9:
[22] science,education
[22] month's,ngss
[18] officialngss,check
[15] space,sciences
[14] check,fan
[14] fan,favorite
[14] favorite,less
[14] less,more
[14] more,chart
[14] chart,shows

Top Word Pairs in Tweet in G10:
[17] ngss,assessment
[17] end,year
[15] #ngss,#ngsschat
[14] innerorbit,proud
[14] year,inventories
[14] assessment,summer
[13] proud,support
[13] support,science
[13] science,educators
[13] #ngss,3d

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@masamasa_ngss
@dora_kastel
@pgirjoqzubtauy1
@kitamuradaisuki
@jp_ngss
@reeei___tr
@sbottasullivan
@jrstpub
@9seidqevdzgpyho

Top Replied-To in G1:
@ngss_tweeps
@mcdphysteach
@ngssphenomena
@heatherarich
@azprojectwet
@mystery186
@mpilakow

Top Replied-To in G2:
@ngss_tweeps
@dora_kastel
@jrstpub
@sbottasullivan
@sciressoehl
@xeno_lith
@drloriandersen
@tedwillard2061
@maredimare
@wandabryant

Top Replied-To in G3:

Top Replied-To in G4:
@c_lindner
@michael_kunz
@benedetto_pe

Top Replied-To in G5:
@berlin_ticker

Top Replied-To in G6:
@karl_lauterbach
@autonomie_mag
@jens_140081
@erik_fluegge
@freiheitsrechte
@fisito6

Top Replied-To in G8:
@kakopontan
@gogoichiro
@goodbye20150625
@nofkozrktkuvite
@freeler_ngss
@freeze209021
@motohikosaitoh
@aquarium4762
@oosakahaoosaka
@michiyopon

Top Replied-To in G9:
@mrs_chemistry
@ngss_tweeps
@officialngss

Top Replied-To in G10:
@ngss_tweeps
@bcpssci
@rebekahodell1
@kollmanrebecca
@ccc_thinking
@christiekay0812
@gosciencego
@edustaton
@sydneylolly

Top Mentioned
Top Mentioned in Entire Graph:
@ngssphenomena
@philiplbell
@stemteachtools
@c_lindner
@ngss_tweeps
@officialngss
@gaborhalasz1
@nsta
@tjscience
@ngsnavigators

Top Mentioned in G1:
@ngssphenomena
@ngss_tweeps
@marni_landry
@paulandersen
@wonderofscience
@sam_learner
@dora_kastel
@philiplbell
@azprojectwet

Top Mentioned in G2:
@philiplbell
@stemteachtools
@ngss_tweeps
@tjscience
@nsta
@ngsnavigators
@starrscience
@mimat
@inquiry_hub
@k12alliance

Top Mentioned in G3:
@cessas_edu
@kimlepre
@ankerjespersen

Top Mentioned in G4:
@c_lindner
@johannesvogel
@fdp
@holgerkopp
@liblbg
@jane_banane__
@nhaerting
@stephan91219645
@miob1781
@michael_kunz

Top Mentioned in G5:
@holgerkopp
@jane_banane__
@stephan91219645
@ralf_hoecker
@maxotte_says
@eure_leylabilge
@tomdabassman
@procyon25
@dmiesfeld
@c_lindner

Top Mentioned in G6:
@freiheitsrechte
@nhaerting
@senficon
@patrickgensing
@faukoeln
@airturkis
@beimwort
@anked
@feministconlaw
@antifa_36

Top Mentioned in G7:
@gaborhalasz1
@_martinhagen
@c_lindner
@nhaerting
@holgerkopp
@julianroepcke
@steffenschwalm
@thorejensen4
@friederikeschi4
@lovis_lex

Top Mentioned in G8:
@oishiakiko
@decultureepcmd
@kakopontan
@hiramatsu_osaka
@masaru_kaneko
@katakorinaoshi1
@oosakahaoosaka
@memenyan_ikiru
@yagamijunko
@fusyokuro

Top Mentioned in G9:
@officialngss
@stemteachtools
@edreports
@sepup_ucb
@labaids
@futuritynews
@martin4science
@randcorporation
@frizzlerichard
@hcpss

Top Mentioned in G10:
@innerorbitedu
@kromo1001
@ngss_tweeps
@eusdtweets
@amylillingworth
@holabirdstem
@inqits
@bcpsoutdoorsci
@baltcops
@bcpssci

Top Tweeters
Top Tweeters in Entire Graph:
@flipkartsupport
@cybersec_feeds
@chidambara09
@bexxmodd
@diapermakeovers
@sallyrmelb
@milatrud11
@mae_carson2
@morvjn
@llhawaii

Top Tweeters in G1:
@sallyrmelb
@blubdha
@augusteve2012
@nuclear94
@nytimes
@johnjonny1
@blueravefinn
@monkeyface__
@alicekeeler
@begoniaarizona

Top Tweeters in G2:
@llhawaii
@dawnroseturner
@whysharksmatter
@notrealdemocrat
@sustaintrends
@flipgrid
@jchrispires
@eco1start
@blkhwk0ps
@particle_p

Top Tweeters in G3:
@schmidtlepp
@msspice007
@countup
@speitsch
@perfectessays17
@newsfrombw
@berlinaffaires
@wanyana2330
@deukieu
@txtmenfesss

Top Tweeters in G4:
@michael_kunz
@daughterzhivago
@matthiasfranck
@688i
@cm2111
@monoxyd
@carolajojo
@womawo
@schwester_gk
@lauraechelonia

Top Tweeters in G5:
@michaelstawicki
@j_b_oo7
@kamaref
@schwarzehexe5
@jackietje65
@pipo1245671
@efdlan
@stahlzart
@carolhakios
@maxmusil

Top Tweeters in G6:
@morvjn
@tumalwas
@korallenherz
@sareru
@halleverkehrt
@_lnnen_wt
@die_primel
@besorgtebrgeri2
@markrudolph2701
@dare_dems

Top Tweeters in G7:
@milatrud11
@janejane24
@drthomasbruns
@rstrohmi
@juertiss
@connyro_bln
@panpagan
@brennstoff
@alicologne
@sunny_sommer

Top Tweeters in G8:
@adjacencypair
@mainichi
@nesipink
@smoketree1
@conansr0915
@oosakahaoosaka
@oogami_sr
@drops2012
@decultureepcmd
@paopao9513

Top Tweeters in G9:
@scmpnews
@canva
@ac360
@scifri
@arimelber
@_emilybot
@dgburris
@edweekteacher
@sheathescholar
@60minutes

Top Tweeters in G10:
@education_24x7
@scalarhumanity
@google
@markj_ohnson
@scas
@theresastager
@st3phart
@amylillingworth
@kidsdeserveit
@baltcops


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