ngss, Twitter, 11/29/2022 7:39:42 AM, 285105


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ngss_2022-11-28_23-15-00.xlsx
ngss_2022-11-28_23-15-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 29, 2022
Short Description:
ngss via NodeXL https://bit.ly/3U9JQmQ
@ngss_tweeps
@ngssphenomena
@nsta
@officialngss
@stemteachtools
@krsciencelady
@edreports
@openscied
@butterfly_byram
@ppslessons

Top hashtags:
#ngss
#rt
#stem
#ngsschat
#れいわ新選組
#scied
#science
#follow
#صباح_الخير
#التحصيلي

Description:
Description
The graph represents a network of 4,088 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 November 2022 at 07:30 UTC.

The requested start date was Tuesday, 29 November 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 88-day, 4-hour, 26-minute period from Thursday, 01 September 2022 at 19:57 UTC to Tuesday, 29 November 2022 at 00:24 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 : 4088
Unique Edges : 3306
Edges With Duplicates : 13554
Total Edges : 16860
Number of Edge Types : 5
Retweet : 4679
MentionsInRetweet : 5560
Tweet : 3808
Mentions : 1987
Replies to : 826
Self-Loops : 3834
Reciprocated Vertex Pair Ratio : 0.0652173913043478
Reciprocated Edge Ratio : 0.122448979591837
Connected Components : 627
Single-Vertex Connected Components : 334
Maximum Vertices in a Connected Component : 1581
Maximum Edges in a Connected Component : 6723
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.539404
Graph Density : 0.000313808232585109
Modularity : 0.310237
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,088 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 November 2022 at 07:30 UTC.

The requested start date was Tuesday, 29 November 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 88-day, 4-hour, 26-minute period from Thursday, 01 September 2022 at 19:57 UTC to Tuesday, 29 November 2022 at 00:24 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:
[15] https://ngss.nsta.org/PracticesFull.aspx
[9] https://stemteachingtools.org/brief/8
[9] https://www.inqits.com/
[8] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[7] https://ddobagi-maeul.com/
[7] https://www.youtube.com/watch?v=Yys9OetYq7E&feature=youtu.be

[7] https://stemteachingtools.org/brief/6
[6] https://www.youtube.com/watch?v=fTTNKgYiaWs&feature=youtu.be

[6] https://www.youtube.com/watch?v=7GJX-1CGSbw&feature=youtu.be

[6] https://ngss.nsta.org/Practices.aspx?id=7

Top URLs in Tweet in G1:
[8] https://stemteachingtools.org/brief/8
[7] https://stemteachingtools.org/brief/6
[5] https://stemteachingtools.org/brief/2
[5] https://stemteachingtools.org/brief/7
[5] https://stemteachingtools.org/brief/10
[4] https://www.carolinaopenscied.com/Global/FileLib/openscied/OpenSciEd-Two-Teachers-Experiences-MS.pdf
[3] https://s7.goeshow.com/csta/annual/2022/conference_program_sessions.cfm
[3] https://mosesscience.blogspot.com/2021/07/how-can-we-make-changes-in-science.html
[3] https://stemteachingtools.org/brief/9
[3] https://stemteachingtools.org/brief/13

Top URLs in Tweet in G2:
[8] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[3] https://www.studiesweekly.com/science
[2] http://boxfresh.site/ngpage
[2] https://ngss.nsta.org/PracticesFull.aspx
[2] https://www.amazon.com/dp/B08CSQNNW7
[2] https://news.climate.columbia.edu/2022/09/20/you-asked-dinosaurs-survived-when-co2-was-extremely-high-why-cant-humans/
[2] https://www.inquisitive.com/us/
[2] https://www.ngss.in/
[2] https://www.ngsimplesolutions.com/
[2] https://k12.presidio.edu/climate-education/online-teacher-pd/extreme-weather/

Top URLs in Tweet in G3:
[7] https://ddobagi-maeul.com/
[5] https://page.kakao.com/content/60604537
[4] https://thearchivereason.com/shop
[3] https://witchform.com/deposit_form/265594
[3] https://smartstore.naver.com/yondo_market
[3] https://simplicityproject.kr/
[3] https://witchform.com:443/deposit_form/290144
[3] https://m.blog.naver.com/youremotions/222863029490
[2] https://witchform.com/deposit_form/269896
[2] https://takemm.com/prod/view/14071

Top URLs in Tweet in G4:
[7] https://www.youtube.com/watch?v=Yys9OetYq7E&feature=youtu.be

[6] https://www.youtube.com/watch?v=7GJX-1CGSbw&feature=youtu.be

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

[5] https://mainichi.jp/articles/20220928/k00/00m/040/402000c
[5] https://news.yahoo.co.jp/articles/dffc4b6eca39eee8157fcb4b53d7334c2cdd7f80
[4] https://news.yahoo.co.jp/articles/6e46b76d90ca306dc0d8f3fd04d0886ad63081ea
[4] https://www.kobe-np.co.jp/news/sougou/202209/0015675117.shtml
[4] https://news.yahoo.co.jp/byline/koudaizumi/20221002-00317709
[4] https://www3.nhk.or.jp/news/html/20220911/k10013813421000.html
[4] https://www.asahi.com/articles/ASQBP61WDQBPUTFK01R.html

Top URLs in Tweet in G5:
[2] https://twitter.com/valaafshar/status/1569865146494746624
[1] https://www.sciencealert.com/surprise-discovery-shows-some-crops-grow-better-in-cities-than-on-farms
[1] https://twitter.com/fishteph/status/1564756383563595776
[1] https://www.youtube.com/watch?v=n-Df03spbYU&feature=youtu.be

[1] https://twitter.com/i/web/status/1569105366285180928
[1] https://twitter.com/valaafshar/status/1558765650415390720
[1] https://twitter.com/i/web/status/1570737960890564608
[1] https://twitter.com/jousefm2/status/1574390204290547712
[1] https://www.youtube.com/watch?v=YvnOtS4V-Pg&feature=youtu.be

[1] https://twitter.com/i/web/status/1580553723621048324

Top URLs in Tweet in G7:
[2] https://www.sakugabooru.com/post/show/191822
[1] https://twitter.com/v2tokyoghost/status/1573561032450211840
[1] https://twitter.com/emir_3850_/status/1581218055408865280
[1] https://twitter.com/royreadsmanga/status/1582472798475550721
[1] https://twitter.com/kotaku/status/1582805972690825216
[1] https://twitter.com/v2tokyoghost/status/1583100128436846592
[1] https://twitter.com/jp_ngss/status/1595433862586417158
[1] https://open.spotify.com/artist/2HRKfOYZAaWvdOXM7TJFxx?si=bVcFrolPQ7Cpfvv4_theOg
[1] https://apps.apple.com/fr/app/tv-time-suivi-s%C3%A9ries-et-films/id431065232
[1] https://twitter.com/ooctvreal/status/1571829046002024448

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1582437436541767681
[1] https://twitter.com/i/web/status/1579513455014744066

Top URLs in Tweet in G9:
[1] https://www.edreports.org/resources/article/data-snapshot-k-12-science-instructional-materials?utm_medium=organic&utm_source=twitter&utm_campaign=annual-report-may-2022
[1] https://www.edreports.org/resources/article/data-snapshot-k-12-science-instructional-materials
[1] https://www.teacherspayteachers.com/Product/Musculoskeletal-and-Cardiovascular-Systems-Middle-School-Science-FULL-UNIT-8653276
[1] https://www.teacherspayteachers.com/Product/Mitosis-Middle-School-Science-FULL-UNIT-8691020
[1] https://docs.google.com/document/d/1l3j35patFs1vgDrouD2vQ5vG-3DbTMiQnJfIwm6_7Xo/edit?usp=sharing
[1] https://www.sciencebuddies.org/blog/density-experiments?from=TW
[1] https://www.sciencebuddies.org/blog/animal-science-lessons?from=TW
[1] https://twitter.com/i/web/status/1580162664852246528
[1] https://twitter.com/i/web/status/1568918787763720194
[1] https://twitter.com/alicekeeler/status/1588099167326539777

Top URLs in Tweet in G10:
[2] https://mys.ci/animal-superpowers/4?r=819302
[1] https://mys.ci/biodiversity/1?r=9788218
[1] https://mys.ci/r/274118569
[1] https://mys.ci/trending/32?r=54157608
[1] https://twitter.com/crazy4uia/status/1572028945285128192
[1] https://www.nsta.org/nascar-kids?utm_medium=email&utm_source=rasa_io&utm_campaign=newsletter
[1] https://online.uni.edu/courses-workshops/current-courses-workshops/iowas-geological-resources-workshop-teachers
[1] https://mys.ci/circle-of-life/3?r=8459241
[1] https://mys.ci/circle-of-life/1?r=269281572
[1] https://mys.ci/earth/1?r=172837167

Top Domains
Top Domains in Tweet in Entire Graph:
[884] twitter.com
[245] witchform.com
[221] youtube.com
[209] co.jp
[98] amazon.com
[79] stemteachingtools.org
[76] naver.com
[64] nsta.org
[63] mys.ci
[50] google.com

Top Domains in Tweet in G1:
[136] twitter.com
[74] stemteachingtools.org
[26] google.com
[12] nsta.org
[12] youtube.com
[8] blogspot.com
[7] nextgenscience.org
[6] nsela.org
[5] wested.org
[4] carolinaopenscied.com

Top Domains in Tweet in G2:
[93] amazon.com
[81] twitter.com
[8] peing.net
[4] youtube.com
[3] nsta.org
[3] teacherspayteachers.com
[3] blogspot.com
[3] studiesweekly.com
[2] mcoe.us
[2] google.com

Top Domains in Tweet in G3:
[245] witchform.com
[76] naver.com
[40] twenty.style
[28] takemm.com
[12] twitter.com
[11] kakao.com
[7] postype.com
[7] ddobagi-maeul.com
[5] co.kr
[4] thearchivereason.com

Top Domains in Tweet in G4:
[352] twitter.com
[209] co.jp
[171] youtube.com
[41] reiwa-shinsengumi.com
[37] mainichi.jp
[33] or.jp
[29] asahi.com
[26] instagram.com
[13] lg.jp
[10] tiktok.com

Top Domains in Tweet in G5:
[32] twitter.com
[3] youtube.com
[2] blogspot.com
[1] sciencealert.com
[1] nikonsmallworld.com
[1] science.org
[1] cbsnews.com
[1] need.org
[1] nextgenscience.org
[1] thequeermathematicsteacher.com

Top Domains in Tweet in G7:
[19] twitter.com
[2] sakugabooru.com
[1] spotify.com
[1] apple.com
[1] acani.me

Top Domains in Tweet in G8:
[2] twitter.com

Top Domains in Tweet in G9:
[7] twitter.com
[2] edreports.org
[2] teacherspayteachers.com
[2] sciencebuddies.org
[1] google.com
[1] wardsci.com

Top Domains in Tweet in G10:
[63] mys.ci
[2] twitter.com
[1] nsta.org
[1] uni.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1394] ngss
[390] rt
[316] stem
[261] ngsschat
[210] れいわ新選組
[183] scied
[173] science
[113] follow
[94] صباح_الخير
[94] التحصيلي



Top Hashtags in Tweet in G1:
[400] ngss
[184] ngsschat
[169] scied
[49] scienceed
[46] science
[36] climatechange
[34] stemed
[27] scienceeducation
[26] indigenouspeoplesday
[23] nsta

Top Hashtags in Tweet in G2:
[96] ngss
[11] science
[9] education
[8] stem
[8] hyderabad
[7] ngsschat
[5] scienceteacher
[4] phenomena
[4] teacher
[4] 質問箱

Top Hashtags in Tweet in G3:
[389] rt
[113] follow
[24] rt이벤트
[16] rt추첨
[8] rt이벤횸
[4] 아카이브리즌
[4] 앙스타
[4] 휔로웜
[3] 주술회전
[2] 東卍fa

Top Hashtags in Tweet in G4:
[210] れいわ新選組
[88] たかはしいちろう
[53] 山本太郎
[45] fmc_radio
[44] getsutele
[43] 前島かずき
[43] 大石あきこ
[42] ゜いわ新選組
[38] 日本維新の会
[36] 尼崎市長選

Top Hashtags in Tweet in G5:
[90] ngss
[49] ngsschat
[15] science
[8] wearechappaqua
[7] sciencetwitter
[5] iteachscience
[5] stem
[4] followfriday
[4] physics
[3] endosymbiotictheory

Top Hashtags in Tweet in G6:
[142] stem
[142] ngss
[94] صباح_الخير
[94] التحصيلي
[94] الكيمياء
[94] نظام_المسارات
[94] نظام_المقررات
[46] ø§ù„ùƒùšù…ùšø§ø¡
[45] øµø¨ø§ø­_ø§ù„ø®ùšø±
[45] ø§ù„øªø­øµùšù„ùš

Top Hashtags in Tweet in G7:
[4] houseofthedragon
[4] bleach_anime
[4] bleach
[2] chainsawman
[2] チェンソーマン
[2] hotdfinale
[2] fraesp
[2] bleachtybw
[1] iranrevolution2022
[1] mahsaamini

Top Hashtags in Tweet in G9:
[90] ngss
[68] didyouknow
[7] science
[5] stem
[4] scichat
[3] scitlap
[3] floatingtrains
[2] k12
[2] edchat
[2] ngsschat

Top Hashtags in Tweet in G10:
[76] ngss
[62] staycurious
[9] youcandoitall
[5] craea
[4] teacherlife
[2] dowhatyoulove
[2] stem
[2] science
[1] bettertogether
[1] youmakemeproud

Top Words
Top Words in Tweet in Entire Graph:
[3430] ì
[2684] ë
[2464] ø
[2392] æ
[1619] ù
[1560] ãƒ
[1391] #ngss
[1201] ç
[1160] í
[1113] science

Top Words in Tweet in G1:
[442] science
[400] #ngss
[349] students
[290] ngss_tweeps
[257] stemteachtools
[219] ngss
[184] #ngsschat
[169] #scied
[150] philiplbell
[143] learning

Top Words in Tweet in G2:
[237] ngss
[128] ms
[96] #ngss
[83] science
[58] activity
[43] ãƒ
[34] set
[30] ps4
[29] students
[26] assessment

Top Words in Tweet in G3:
[3426] ì
[2671] ë
[1160] í
[938] ê
[482] œ
[385] #rt
[365] ìš
[321] ϑ
[303] ˆë
[257] 00

Top Words in Tweet in G4:
[2199] æ
[1204] ãƒ
[1102] ç
[856] ϋ
[657] šã
[592] ªã
[534] ÿã
[345] æœ
[275] ˆã
[213] äº

Top Words in Tweet in G5:
[212] ngssphenomena
[90] #ngss
[68] structure
[60] except
[57] blood
[57] human
[57] similar
[56] element
[56] iron
[56] central

Top Words in Tweet in G6:
[1581] ø
[1133] ù
[142] #ngss
[142] #stem
[140] rufaidia
[137] ùšø
[137] _ø
[137] #ø
[94] من
[94] #الكيمياء

Top Words in Tweet in G7:
[32] jp_ngss
[23] bleach
[20] anime
[19] ça
[14] diobrandnewcar
[13] ce
[12] mais
[11] ai
[10] man
[10] chainsaw

Top Words in Tweet in G8:
[94] keatingssixth
[78] having
[78] inch
[78] less
[78] sex
[78] fuck
[78] listen
[78] couldn
[78] men
[78] give

Top Words in Tweet in G9:
[140] teachers
[98] science
[90] #ngss
[77] edreports
[75] materials
[71] before
[68] 42
[68] regularly
[68] use
[68] developed

Top Words in Tweet in G10:
[76] #ngss
[65] lesson
[64] mysterysci
[62] #staycurious
[57] terrific
[20] students
[15] trending
[14] science
[11] teaching
[11] loved

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1145] ø,ø
[1008] ì,ì
[761] ãƒ,ãƒ
[674] ù,ø
[641] ë,ë
[605] ø,ù
[548] ì,ë
[548] ù,ù
[501] ë,ì
[451] ì,í

Top Word Pairs in Tweet in G1:
[67] philiplbell,pls
[53] help,students
[49] #ngss,#ngsschat
[43] #ngsschat,#ngss
[39] #scied,#scienceed
[35] science,instruction
[34] response,#climatechange
[34] #ngsschat,wanting
[34] pls,share
[34] action,response

Top Word Pairs in Tweet in G2:
[80] ngss,ms
[29] ms,ps4
[26] ms,ps2
[25] ãƒ,ãƒ
[24] activity,ngss
[22] ms,ls4
[20] test,assessment
[16] digital,signals
[16] analog,digital
[15] ngss,aligned

Top Word Pairs in Tweet in G3:
[1007] ì,ì
[641] ë,ë
[548] ì,ë
[501] ë,ì
[451] ì,í
[407] í,ì
[270] ê,ì
[259] ë,ê
[220] ë,ˆë
[217] ë,œë

Top Word Pairs in Tweet in G4:
[575] ãƒ,ãƒ
[401] æ,æ
[201] ç,æ
[171] æ,ç
[167] œã,æ
[99] ç,ç
[95] æ,œã
[93] æ,çµ
[92] æ,šã
[92] æ,ªã

Top Word Pairs in Tweet in G5:
[57] human,blood
[56] iron,fe
[56] blood,similar
[56] element,iron
[56] except,central
[56] molecular,structure
[56] central,element
[56] structure,except
[56] chlorophyll,human
[56] similar,molecular

Top Word Pairs in Tweet in G6:
[767] ø,ø
[452] ù,ø
[452] ù,ù
[407] ø,ù
[139] #stem,#ngss
[137] _ø,ù
[136] #ø,ù
[94] #نظام_المقررات,#الاختبار_
[94] #صباح_الخير,#التحصيلي
[94] rufaidia,#صباح_الخير

Top Word Pairs in Tweet in G7:
[10] chainsaw,man
[6] âš,âš
[4] jp_ngss,leacpasmoi
[4] elden,ring
[4] mais,quâ
[4] gt,gt
[4] hironori,tanaka
[4] mob,psycho
[4] bleach,tybw
[4] quâ,ce

Top Word Pairs in Tweet in G8:
[78] inch,fuck
[78] give,less
[78] suffering,having
[78] couldn,give
[78] less,inch
[78] fuck,men
[78] listen,couldn
[78] having,sex
[78] men,suffering
[77] keatingssixth,listen

Top Word Pairs in Tweet in G9:
[68] quarter,science
[68] regularly,use
[68] materials,developed
[68] nearly,quarter
[68] teachers,regularly
[68] use,materials
[68] developed,before
[68] before,#ngss
[68] science,teachers
[68] #ngss,42

Top Word Pairs in Tweet in G10:
[62] #staycurious,#ngss
[57] lesson,terrific
[15] mysterysci,trending
[15] trending,lesson
[11] terrific,students
[9] science,never
[9] teaching,science
[7] biodiversity,lesson
[7] mysterysci,biodiversity
[7] easy,#staycurious

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@ngss_rk
@jp_ngss
@bmsscienceteach
@scijeanne
@ngss_official
@diobrandnewcar
@ac_ngss
@starrscience
@ns_ngss

Top Replied-To in G1:
@ngss_tweeps
@bmsscienceteach
@starrscience
@scijeanne
@richbacolor
@wandabryant
@buwheelock
@msturk_mcsc
@sciressoehl
@sbottasullivan

Top Replied-To in G4:
@hiroyoshimura
@mokao27863787
@decultureepcmd
@memenyan_ikiru
@nihonjou1900
@mkt_iko
@l7jjstk1mlfjgph
@twillpudding
@aiainstein
@ourosaka2

Top Replied-To in G5:
@katydornbos
@ngss_tweeps
@queenozma
@lhaywoodscience
@storytime_stem
@scijeanne
@mpwinslow
@maschoeneck

Top Replied-To in G6:
@adnanalqadhi2

Top Replied-To in G7:
@jp_ngss
@diobrandnewcar
@diodionychopper
@hyucksfroot
@jenselterrrr
@leacpasmoi
@dlh_sarah
@therealslimkiki
@ellanlanlatrix
@yeepoil

Top Replied-To in G9:
@edreports

Top Replied-To in G10:
@openscied

Top Mentioned
Top Mentioned in Entire Graph:
@ngssphenomena
@stemteachtools
@ngss_tweeps
@philiplbell
@rufaidia
@officialngss
@oishiakiko
@keatingssixth
@edreports
@ctskeeley

Top Mentioned in G1:
@stemteachtools
@ngss_tweeps
@philiplbell
@ngssphenomena
@ctskeeley
@officialngss
@nsta
@scijeanne
@openscied
@ngsschat

Top Mentioned in G2:
@kidsread09
@handlestattrede
@wimvanharten
@kottiecb

Top Mentioned in G3:
@chuplay_offi
@i_poem_nv
@youremotions_
@44won44
@bloomingtale
@vvvewww
@ddoddo_diary
@wat2r_t2
@gogomalife
@lovelyluv2_

Top Mentioned in G4:
@oishiakiko
@ushimituiiniku
@nihonjou1900
@pretty_occho
@decultureepcmd
@enokidas
@kushibuchi
@shoji_kaoru
@kazukimaeshima
@1rohsan

Top Mentioned in G5:
@ngssphenomena
@ngss_tweeps
@greenwaldsci
@mskhannon
@officialngss
@ctskeeley
@nhs_titans
@nats_science
@djiglobal
@projectwild

Top Mentioned in G6:
@rufaidia
@adnanalqadhi2

Top Mentioned in G7:
@leacpasmoi
@v2tokyoghost
@aminematue
@faguot
@rawanimeeed
@redlightning420
@mangakaselim
@platinumequinox
@itssomjuu
@leeeebio

Top Mentioned in G8:
@keatingssixth

Top Mentioned in G9:
@edreports
@sciencebuddies
@schoolytics
@bpsscienceholly
@niwolv
@daleyscience
@stemteachtools
@curriculum_fusd
@nextgenscience
@tpt_official

Top Mentioned in G10:
@mysterysci
@amandasanderman
@ngssphenomena
@butterfly_byram
@wapsievalleycsd
@jjohnsoncraea
@hope_plaeasci
@stematuni
@shardinschools
@heathergould76

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@flipkartsupport
@abema
@mistersalesman
@cybersecurityn8
@convomf
@stugs
@hbker07
@twillynavy246
@ronaldclarke

Top Tweeters in G1:
@valaafshar
@eco1start
@hlthiskrieger
@andreww66619812
@mmmukalla
@stem_nastics
@nvsdata
@drcaberry
@educationweek
@sierraclub

Top Tweeters in G2:
@sectest9
@cybersecurityn8
@stugs
@alarab_qatar
@bttf551112
@keenessays
@_anthonynash
@vkcotys
@iaamriegoluck
@noriyuki0320

Top Tweeters in G3:
@kittysister
@inkivaariyksi
@clementia2017
@dkd_wnl
@offoffonoff
@vulpes_no9
@ink_write_cali
@jung_dubu
@ssongsu010
@qnamxoxo

Top Tweeters in G4:
@pretty_occho
@oosakahaoosaka
@adjacencypair
@smoketree1
@reutersjapan
@k66sergeant
@prince_ootsu
@tsuyo0618
@cristoforou
@decultureepcmd

Top Tweeters in G5:
@richardklee1
@ascendedleo
@criatz
@mmmm_astrom
@biomast
@sgrch22
@dassel
@ssqns1
@djiglobal
@notphlogiston

Top Tweeters in G6:
@abu_rayn8
@rufaidia
@0msosoo
@foadghlees
@abwarka74712627
@sehs1018
@bdallhl44146344
@llllllamjd
@alnwdal12029983
@adnanalqadhi2

Top Tweeters in G7:
@ch3oma
@trending_medic
@ihrma_
@heyheedie
@tierrawhack
@_narutosensei_
@_bankai_gods_
@slimyswampghost
@asaptwelvyy
@grace_hnt

Top Tweeters in G8:
@twillynavy246
@chelzzayy
@novgirl91
@r_ymanda
@_destinationdan
@kdemonqueen30
@devilmilff
@_anamariaaaaa
@iyawochandler
@marlah_cara

Top Tweeters in G9:
@pfanderson
@alicekeeler
@catearthjustice
@vallen67
@classroomtools
@stillhe77170033
@ritawirtz
@bbsutton
@garym
@jacquel6176

Top Tweeters in G10:
@mistersalesman
@bobbijohancock
@missmac100
@anchorgaledu
@mmiller_ms
@inglesconjulie
@schma3
@mkuensti
@jjohnsoncraea
@meyersmakes