ngss, Twitter, 10/5/2019 12:36:16 AM, 212023


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ngss_2019-10-04_17-07-51.xlsx
ngss_2019-10-04_17-07-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 05, 2019
Short Description:
ngss via NodeXL http://bit.ly/2LOWjwh
@ngss_tweeps
@officialngss
@ngssphenomena
@pnawledge
@ngss
@stemteachtools
@mysterysci
@nsta
@heatherarich
@krsciencelady

Top hashtags:
#ngss
#ngsschat
#science
#stem
#staycurious
#scied
#ccss
#howweteachscience
#nvacs
#openscied

Description:
Description
The graph represents a network of 3,459 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 Saturday, 05 October 2019 at 00:13 UTC.

The requested start date was Wednesday, 02 October 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 18-day, 20-hour, 42-minute period from Friday, 13 September 2019 at 03:17 UTC to Wednesday, 02 October 2019 at 00:00 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 : 3459
Unique Edges : 4962
Edges With Duplicates : 3373
Total Edges : 8335
Number of Edge Types : 3
Mentions : 6411
Replies to : 664
Tweet : 1260
Self-Loops : 1260
Reciprocated Vertex Pair Ratio : 0.079718875502008
Reciprocated Edge Ratio : 0.147665984749861
Connected Components : 483
Single-Vertex Connected Components : 233
Maximum Vertices in a Connected Component : 1960
Maximum Edges in a Connected Component : 6263
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.363888
Graph Density : 0.000449536008946243
Modularity : 0.558563
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] https://twitter.com/TheSkotia/status/1177885934072844293
[16] https://twitter.com/isabelhardman/status/1176950278807064578
[13] https://teachscience4all.org/2019/09/22/inquiryhub-ihub-biology-free-full-year-hs-ngss-bio-units/
[13] http://stemteachingtools.org/brief/6
[13] http://stemteachingtools.org/brief/3
[12] http://learn.hmhco.com/hssci-fall-2019
[11] http://stemteachingtools.org/brief/4
[11] https://twitter.com/peston/status/1177361043644981250
[9] http://www.ngsnavigators.com/blog/ngssresources
[9] https://www.google.com/search?q=NGSS+SIMULATIONS&ie=UTF-8&oe=UTF-8&hl=en-us&client=safari

Top URLs in Tweet in G1:
[11] http://stemteachingtools.org/brief/6
[10] https://teachscience4all.org/2019/09/22/inquiryhub-ihub-biology-free-full-year-hs-ngss-bio-units/
[10] http://stemteachingtools.org/brief/4
[9] http://www.ngsnavigators.com/blog/ngssresources
[9] http://stemteachingtools.org/brief/3
[7] https://www.ngsnavigators.com/NGSS7daychallenge
[6] https://www.ngsnavigators.com/blog/QuickTipTuesday5
[5] https://www.ngsnavigators.com/blog/047
[5] http://stemteachingtools.org/brief/43
[5] http://stemteachingtools.org/brief/52

Top URLs in Tweet in G2:
[27] https://twitter.com/TheSkotia/status/1177885934072844293
[16] https://twitter.com/isabelhardman/status/1176950278807064578
[11] https://twitter.com/peston/status/1177361043644981250
[5] https://twitter.com/NicolaSturgeon/status/1169941511326392320?s=19
[4] https://twitter.com/itvpeston/status/1176981566800613376
[3] https://twitter.com/GlennBBC/status/1173135381367312385?s=19
[3] https://twitter.com/45_Scheisse/status/1169336233178349570
[2] https://twitter.com/ScoPoliticsNews/status/1177543688320430080?s=19
[2] https://twitter.com/my_suhr_guitar/status/1173875495303340032?s=21
[1] https://twitter.com/bbcgaryr/status/1173487310966599680

Top URLs in Tweet in G3:
[4] http://learn.hmhco.com/hssci-fall-2019
[2] https://www.yahoo.com/news/mass-extinctions-made-life-earth-121630421.html
[1] https://www.iskl.edu.my/community/pantherblog/blognews/~board/2019-2020-news/post/teachers-insights-on-next-generation-science-standards-workshop
[1] https://teachersneedteachers.com/tnt-26-erin-sadler-helps-science-teachers-make-sense-of-ngss/?utm_sq=g5wjamo92r
[1] https://apple.news/Acppdezi7Qtmydq-_7tCKcQ
[1] https://www.kqed.org/mindshift/51644/will-new-standards-improve-elementary-science-education
[1] http://bit.ly/2EReKww
[1] https://www.instagram.com/p/B2ZdLW-ngss/?igshid=120niliw14h3f
[1] https://twitter.com/i/web/status/1172931468256931840
[1] https://digitaltopmedia.blogspot.com/server2.php?asin=B07BK8MSJJ

Top URLs in Tweet in G4:
[3] https://www.teachingchannel.org/tch/blog/5-tips-blending-question-formulation-technique-qft-ngss#.XYjz255l1Np.twitter
[3] https://ngss-assessment.portal.concord.org/ngsa-collections
[2] https://twitter.com/sdngss/status/1174349824386187264
[2] http://stemteachingtools.org/brief/6
[2] https://twitter.com/mrsmaribelbarba/status/1175460927749029888
[2] http://www.montereydesigncamp.org/
[2] https://www.csai-online.org/spotlight/science-assessment-item-collaborative
[2] https://sites.google.com/euhsd.org/science-in-escondido/home
[1] https://twitter.com/i/web/status/1174913158877605888
[1] https://twitter.com/i/web/status/1177014418535669760

Top URLs in Tweet in G5:
[9] https://www.google.com/search?q=NGSS+SIMULATIONS&ie=UTF-8&oe=UTF-8&hl=en-us&client=safari
[3] https://www.ted.com/playlists/250/talks_to_help_you_understand_r
[2] https://www.youtube.com/watch?v=NzWNBbY-zSE&feature=youtu.be

[1] https://twitter.com/i/web/status/1177443652768894976
[1] https://twitter.com/i/web/status/1171865214255423488
[1] https://www.linkedin.com/pulse/look-inside-tools-weapons-promise-peril-digital-age-brad-smith
[1] https://twitter.com/rashidatlaib/status/1172911773843898368?s=21
[1] https://twitter.com/i/web/status/1173102109647966209
[1] https://twitter.com/i/web/status/1173222561817063425
[1] https://twitter.com/i/web/status/1173357487958835200

Top URLs in Tweet in G6:
[3] https://twitter.com/MsVanhala/status/1173736112021540867
[2] https://twitter.com/wonderofscience/status/1173576649322852352
[1] https://twitter.com/page_eco/status/1165230849081495554
[1] https://twitter.com/i/web/status/1173592955329945600
[1] https://twitter.com/i/web/status/1173687449928830977
[1] https://twitter.com/i/web/status/1176957785134645248
[1] https://twitter.com/i/web/status/1176877535197450240
[1] https://twitter.com/i/web/status/1176907961500717056
[1] https://twitter.com/detroitnews/status/1178987926996312064
[1] https://www.mtu.edu/ttoday/?issue=20190916&s=0

Top URLs in Tweet in G7:
[2] http://mysteryscience.com/water/2?r=13544145
[2] http://mysteryscience.com/waves/1?r=54446371
[1] http://mys.ci/ecosystems/3?r=13576935
[1] http://mysteryscience.com/ecosystems/0?r=13576935
[1] http://mys.ci/powers/1?r=17580170
[1] http://mys.ci/trending/16?r=7687985
[1] http://mys.ci/ecosystems/4?r=40779042
[1] http://mys.ci/astronomy/3?r=8832714
[1] http://mysteryscience.com/astronomy/2?r=8832714
[1] http://mys.ci/trending/11?r=43883188

Top URLs in Tweet in G8:
[6] https://www.youtube.com/watch?v=bKWlBIK89oQ&feature=youtu.be

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

[3] https://twitter.com/MindShiftKQED/status/1172685157536587777MindShiftKQED
[2] https://bit.ly/2nTkuQE
[2] https://twitter.com/taramartinedu/status/1174142747634094080
[2] https://ngss.sdcoe.net/CA-NGSS-Course-Models/Middle-School-6-8/Preferred-Integrated-Model/Grade-8/CA-Science-Framework-Description-Grade-8
[2] https://cue.org/fall/
[1] https://wke.lt/w/s/enYT4x
[1] https://twitter.com/i/web/status/1177312692316659714
[1] https://phet.colorado.edu/en/simulation/waves-intro

Top URLs in Tweet in G9:
[4] https://twitter.com/jp_ngss/status/1169981510528708612
[2] https://twitter.com/bapakkupulang/status/1172471350335692800
[2] https://twitter.com/blondedocean/status/1172952927813738497
[2] https://twitter.com/deadleshit/status/1172882885340213248
[2] https://twitter.com/madyhd/status/1172265082534944769
[2] https://twitter.com/gossiproomoff/status/1174241709473107968
[2] https://twitter.com/jotaaaaro/status/1170613123088338944
[2] https://twitter.com/nzmie_/status/1174204091372883969
[2] https://twitter.com/ohhedou/status/1160121760659980288
[2] https://twitter.com/riyahseven/status/1175001852762558464

Top URLs in Tweet in G10:
[2] https://www.openscied.org/
[2] https://twitter.com/ngssphenomena/status/1176205981132439554
[1] https://twitter.com/i/web/status/1173735909445001216
[1] https://twitter.com/i/web/status/1174745555534266368
[1] https://twitter.com/i/web/status/1176614703998488577
[1] https://twitter.com/amichetti/status/1178480819842641920
[1] https://twitter.com/i/web/status/1173770004786888709
[1] https://twitter.com/i/web/status/1175112548955430912
[1] https://twitter.com/i/web/status/1174170945436540928
[1] https://twitter.com/i/web/status/1173916087416582144

Top Domains
Top Domains in Tweet in Entire Graph:
[1102] twitter.com
[92] mysteryscience.com
[74] stemteachingtools.org
[49] ngsnavigators.com
[34] google.com
[27] nextgenscience.org
[27] youtube.com
[20] bit.ly
[17] instagram.com
[16] mys.ci

Top Domains in Tweet in G1:
[330] twitter.com
[65] stemteachingtools.org
[46] ngsnavigators.com
[19] nextgenscience.org
[11] teachscience4all.org
[9] google.com
[6] nsta.org
[6] bit.ly
[4] youtube.com
[4] teachingchannel.org

Top Domains in Tweet in G2:
[81] twitter.com

Top Domains in Tweet in G3:
[119] twitter.com
[9] blogspot.com
[7] instagram.com
[6] pinterest.com
[5] spr.ly
[4] hmhco.com
[2] yahoo.com
[2] teachingchannel.org
[2] wonderville.org
[2] dryerase.com

Top Domains in Tweet in G4:
[61] twitter.com
[4] stemteachingtools.org
[3] cascience.org
[3] google.com
[3] teachingchannel.org
[3] concord.org
[2] montereydesigncamp.org
[2] wested.org
[2] csai-online.org
[1] nextgenscience.org

Top Domains in Tweet in G5:
[48] twitter.com
[16] google.com
[10] apple.com
[5] pscp.tv
[5] youtube.com
[5] nextgenscience.org
[3] ted.com
[1] linkedin.com
[1] colorado.edu
[1] yahoo.com

Top Domains in Tweet in G6:
[38] twitter.com
[1] mtu.edu
[1] blogspot.com
[1] ventusky.com
[1] nytimes.com
[1] stemteachingtools.org
[1] exploratorium.edu
[1] thewonderofscience.com

Top Domains in Tweet in G7:
[92] mysteryscience.com
[16] mys.ci
[9] twitter.com
[1] stemteachingtools.org
[1] paper.li

Top Domains in Tweet in G8:
[43] twitter.com
[11] youtube.com
[2] bit.ly
[2] microsoft.com
[2] sdcoe.net
[2] cue.org
[1] wke.lt
[1] colorado.edu
[1] kqed.org
[1] sched.co

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

Top Domains in Tweet in G10:
[24] twitter.com
[2] openscied.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1733] ngss
[179] ngsschat
[140] science
[116] stem
[114] staycurious
[102] scied
[68] ccss
[64] howweteachscience
[53] nvacs
[45] openscied



Top Hashtags in Tweet in G1:
[577] ngss
[109] ngsschat
[81] scied
[63] howweteachscience
[40] openscied
[24] nsta
[15] phenomenon
[15] science
[11] atowntornadoes
[10] qft

Top Hashtags in Tweet in G2:
[3] troonsfinest
[3] brexitshambles
[3] indyref2

Top Hashtags in Tweet in G3:
[108] ngss
[13] stem
[12] science
[5] phenomenon
[5] sciencerocks
[5] phenomena
[5] maplepride
[5] gomaples
[4] collaboration
[4] ngsschat

Top Hashtags in Tweet in G4:
[113] ngss
[27] cangss
[11] cascience19
[8] sduhsd
[8] region9cp
[8] ngsschat
[7] science
[6] designcampmonterey
[6] apbio
[5] youthclimatestrike

Top Hashtags in Tweet in G5:
[104] ngss
[63] ccss
[53] nvacs
[25] e320ecosystems
[22] e320pathologystudy
[18] e320effectsize
[14] e320science
[12] e320kids
[8] e320hiphopscience
[8] e320spirit

Top Hashtags in Tweet in G6:
[73] ngss
[6] cangss
[4] ngsschat
[4] inlandempire
[4] phenomena
[4] physicalscience
[3] stepcon19
[3] dstcop
[3] dslcopleads
[3] stem

Top Hashtags in Tweet in G7:
[127] ngss
[110] staycurious
[4] science
[4] redbrick125
[3] 808educate
[3] facilitativeleadership
[3] carreoncomets
[2] d61learns
[2] youngscientists
[2] collaborate

Top Hashtags in Tweet in G8:
[42] ngss
[22] cuechat
[16] stem
[13] scied
[13] science
[11] minecraftedu
[11] wearecue
[10] edtech
[10] 5es
[8] tlap

Top Hashtags in Tweet in G9:
[2] zone51
[2] lubrizol
[2] rouen

Top Hashtags in Tweet in G10:
[20] ngss
[10] ngsschat
[5] pln
[5] concordiastem
[4] oer
[3] science
[3] digitaliteracy
[2] elemngss
[2] starlab
[2] firstgrade

Top Words
Top Words in Tweet in Entire Graph:
[3565] Words in Sentiment List#1: Positive
[1268] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[101820] Non-categorized Words
[106653] Total Words
[1730] #ngss
[991] science
[810] ngss
[560] students
[466] out

Top Words in Tweet in G1:
[577] #ngss
[362] science
[258] ngss
[240] ngss_tweeps
[167] students
[152] ngsnavigators
[148] out
[147] 2
[140] teachers
[125] new

Top Words in Tweet in G2:
[347] wingsscotland
[138] out
[138] democracy
[137] fascinating
[137] watching
[137] desperately
[137] trying
[137] new
[137] lines
[137] here

Top Words in Tweet in G3:
[108] #ngss
[94] ngss
[51] science
[48] students
[26] grade
[20] learning
[19] working
[18] today
[18] out
[16] s

Top Words in Tweet in G4:
[113] #ngss
[94] science
[60] ngss
[37] teachers
[36] great
[34] climate
[33] sdngss
[33] out
[31] learning
[31] team

Top Words in Tweet in G5:
[104] #ngss
[63] #ccss
[53] #nvacs
[25] #e320ecosystems
[22] #e320pathologystudy
[18] #e320effectsize
[15] tiffanydcross
[15] pnawledge
[14] #e320science
[12] #e320kids

Top Words in Tweet in G6:
[98] ngssphenomena
[92] change
[91] going
[90] arctic
[90] through
[90] coat
[90] summer
[90] âž
[90] ï
[90] winter

Top Words in Tweet in G7:
[128] mysterysci
[127] #ngss
[115] lesson
[110] #staycurious
[96] terrific
[66] science
[44] teaching
[44] never
[27] loved
[24] great

Top Words in Tweet in G8:
[48] mrlindsey_ngss
[42] #ngss
[35] students
[25] s
[22] #cuechat
[20] love
[18] ngss
[17] science
[16] #stem
[13] out

Top Words in Tweet in G9:
[35] pas
[34] les
[33] est
[26] je
[24] une
[21] vous
[19] et
[19] c
[18] dans
[18] j

Top Words in Tweet in G10:
[33] ss
[27] ngss
[21] grade
[20] #ngss
[17] flipgrid
[17] fishkillfrogs
[14] 5
[13] concordiash
[12] ngss_tweeps
[12] learning

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[178] ø,ù
[161] ù,ø
[156] out,new
[141] trying,out
[137] fascinating,watching
[137] watching,desperately
[137] desperately,trying
[137] new,lines
[137] lines,here
[137] here,democracy

Top Word Pairs in Tweet in G1:
[55] check,out
[45] science,teacher
[41] #ngss,#scied
[36] excited,2
[35] guest,editorial
[34] inquiry_hub,mbi_team
[34] mbi_team,officialngss
[34] instructional,materials
[33] ngss_tweeps,bscsorg
[33] nextgenstoryli1,inquiry_hub

Top Word Pairs in Tweet in G2:
[137] fascinating,watching
[137] watching,desperately
[137] desperately,trying
[137] trying,out
[137] out,new
[137] new,lines
[137] lines,here
[137] here,democracy
[137] democracy,applies
[137] applies,crisis

Top Word Pairs in Tweet in G3:
[10] inquiry,based
[10] grades,6
[9] based,science
[9] science,activities
[9] activities,grades
[9] 6,12
[9] 12,meeting
[9] meeting,ngss
[9] ngss,gt
[9] joining,interactive

Top Word Pairs in Tweet in G4:
[23] check,out
[17] suite,tools
[16] climate,summit
[16] science,team
[16] team,sandiegocoe
[16] sandiegocoe,working
[16] working,extra
[16] extra,hard
[16] hard,put
[16] put,together

Top Word Pairs in Tweet in G5:
[22] #ccss,#ngss
[22] #ccss,#nvacs
[20] #ngss,#nvacs
[20] #ngss,#ccss
[13] #nvacs,#ccss
[7] #nvacs,#ngss
[6] #e320mind,#e320body
[5] #nvacs,#e320kids
[5] students,redesigned
[5] redesigned,lab

Top Word Pairs in Tweet in G6:
[90] going,through
[90] through,coat
[90] coat,change
[90] âž,ï
[45] arctic,fox
[45] fox,going
[45] change,summer
[45] summer,âž
[45] ï,winter
[45] winter,arctic

Top Word Pairs in Tweet in G7:
[107] #staycurious,#ngss
[94] lesson,terrific
[44] teaching,science
[44] science,never
[36] terrific,teaching
[20] never,easy
[20] easy,#staycurious
[17] mysterysci,trending
[17] trending,lesson
[13] terrific,students

Top Word Pairs in Tweet in G8:
[10] #ngss,#5es
[8] #stem,#steam
[8] #steam,#ngss
[8] #5es,cutenose76
[8] cutenose76,free
[8] free,workshop
[8] workshop,lined
[8] lined,up
[8] up,#fallcue
[8] #fallcue,#wearecue

Top Word Pairs in Tweet in G9:
[13] c,est
[10] j,ai
[10] pas,d
[6] avec,une
[4] dans,ma
[4] et,tu
[4] avez,pas
[4] comme,ça
[4] quand,je
[4] est,devenu

Top Word Pairs in Tweet in G10:
[14] ss,fishkillfrogs
[6] 3,ss
[6] kinder,meteorologists
[6] #ngss,#ngsschat
[6] jessicaturnerny,aschout10
[5] hey,#pln
[5] #pln,kinder
[5] meteorologists,looking
[5] looking,5
[5] 5,countries

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@mrlindsey_ngss
@abeslo
@ted_nsta
@jp_ngss
@bmsscienceteach
@thinksci
@tjscience
@oliviajune82
@wingsscotland

Top Replied-To in G1:
@ngss_tweeps
@abeslo
@ted_nsta
@thinksci
@tjscience
@oliviajune82
@somabis52133092
@jlrudolph
@krenaep
@berlinrecore

Top Replied-To in G2:
@wingsscotland
@tomward26061987
@robburl

Top Replied-To in G3:

Top Replied-To in G4:
@caahayes
@williamfranzell
@leena219
@stephens_cusd
@patiromo1
@ejslee
@tanyahofler
@tlallyehs
@martin4science
@ngssmademedoit

Top Replied-To in G5:
@jasminecrowe
@gop
@tiffanydcross
@sagittariusterm
@supremeko_
@kylegriffin1
@berniceking
@ralstonreports
@missyelliott
@abc7chicago

Top Replied-To in G6:
@ngss_tweeps
@knowledgetreeus
@leadinsci
@s_w_i_m_a_s

Top Replied-To in G7:
@mysterysci
@myscihi

Top Replied-To in G8:
@mrlindsey_ngss
@victoriathetech
@ngss_tweeps
@lspenceredd
@elshackstech
@filibuster3
@sarakiffe
@mrjkeown
@ahadzovic2018
@jlo731

Top Replied-To in G9:
@jp_ngss
@itachiofwgkta
@kouli_pipi
@eggatn
@trap_queen07
@kimsreylysa
@dionysosduswag
@saddaddaniel
@bin__si
@votoor

Top Replied-To in G10:
@ngss_tweeps
@amichetti
@rangergabe
@emilyrothie2
@tamij123
@kngodbout
@johannabrown
@heatherarich
@openscied
@concordiash

Top Mentioned
Top Mentioned in Entire Graph:
@wingsscotland
@ngss_tweeps
@officialngss
@ngssphenomena
@ngsnavigators
@mysterysci
@openscied
@stemteachtools
@dtcampbe
@philiplbell

Top Mentioned in G1:
@ngss_tweeps
@ngsnavigators
@officialngss
@openscied
@stemteachtools
@dtcampbe
@philiplbell
@tjscience
@inquiry_hub
@ngsschat

Top Mentioned in G2:
@wingsscotland
@rhonamorris3
@dr_philippaw
@galean_thrope
@stillyesscot
@scotlandinunion
@yestroon
@voltaireok
@bellacaledonia
@peterkgeoghegan

Top Mentioned in G3:
@kimlepre

Top Mentioned in G4:
@sdngss
@sandiegocoe
@flabellinajg
@cascience
@williamfranzell
@caposcience
@fossscience
@tenstrands
@ejslee
@k12alliance

Top Mentioned in G5:
@pnawledge
@tiffanydcross
@essence
@8newsnow
@govsisolak
@aoc
@repsusielee
@elonmusk
@aprildryan
@bbcworld

Top Mentioned in G6:
@ngssphenomena
@rvccngss
@leadinsci
@officialngss
@ops_sciences
@ngss_tweeps
@mtu_mistar
@flemrarschools
@dunham_dbexcel
@kwolfffrsd

Top Mentioned in G7:
@mysterysci
@myscihi
@armenti05
@mrlee427
@pwcomplex
@mrs_mani10
@cajonvalleyusd
@mrsmeier3
@hwac
@boslangacademy

Top Mentioned in G8:
@mrlindsey_ngss
@microsoftteams
@kristinoropeza
@nasa
@onenoteedu
@cutenose76
@youtube
@filibuster3
@mrsbarnett_tchr
@wakelet

Top Mentioned in G9:
@30secfight
@lilnasx
@jp_ngss
@yassoush1
@itachiofwgkta
@ecrisiofx
@hxrtbitch
@bin__si
@ryo_saeba_3
@taf_ldn

Top Mentioned in G10:
@fishkillfrogs
@flipgrid
@concordiash
@sammonsteam
@kngodbout
@ccorcoran80
@jessicaturnerny
@aschout10
@anikolatech
@ngss_tweeps

Top Tweeters
Top Tweeters in Entire Graph:
@alicmurray
@susan_bell1212
@jilevin
@lesleygsmith3
@jetblue
@bbusa617
@rattlecans
@walmart
@mcdonalds
@blackphysicists

Top Tweeters in G1:
@rogueclassicist
@moonwolf95
@blocht574
@michaelemann
@xeno_lith
@2footgiraffe
@scifri
@jasonwilliamsny
@rialtoboard
@krsciencelady

Top Tweeters in G2:
@alicmurray
@susan_bell1212
@lesleygsmith3
@rattlecans
@sovereignannie
@tighnacoille
@xraypat
@oordayhascame
@catwoman1979
@wingsscotland

Top Tweeters in G3:
@nigglysaurus
@warmcupofhan
@cs1891
@kevinokeefe
@kukharenko
@jodsvall
@jjthetutor
@naomiharm
@awjisooy
@acljohn

Top Tweeters in G4:
@mcdonalds
@montereyaq
@kevinmslee
@joannfoxedu
@makerspaces_com
@sandiegocoe
@ncse
@edsource
@growthmindset1
@gusdedservices

Top Tweeters in G5:
@jilevin
@jetblue
@rolandsmartin
@reuters
@bbcworld
@abc
@ap
@forbes
@cnni
@reutersbiz

Top Tweeters in G6:
@triftenc
@imsouthern
@knowledgetreeus
@msrozema
@alicegrimaude
@kcs_district
@emmanuelle2207
@calrecycle
@rosamariareyesl
@brownellcassie

Top Tweeters in G7:
@cajonvalleyusd
@rlfreedm
@hwac
@mauilibrarian2
@a
@billrichrd
@boslangacademy
@jomedinaalegria
@aishongkong
@hikarikishi

Top Tweeters in G8:
@rdene915
@jcorippo
@taramartinedu
@edutilia
@sciam
@nasa
@charlesrandolp3
@suvisal0
@markj_ohnson
@microsoftedu

Top Tweeters in G9:
@laastkingz
@chau_r
@___4hunnid
@lolosempai
@itachiofwgkta
@qu_sch
@malik_bmz
@kimsreylysa
@bibliowitch
@zenkatn

Top Tweeters in G10:
@flipgrid
@amichetti
@jplaman
@wcsdempowers
@coteducation
@mrs_gilchrist
@bkd204sci
@gridpalgeorge
@dgrice
@erikamvictor


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