ngss, Twitter, 4/7/2020 8:32:02 AM, 224545


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ngss_2020-04-06_23-05-48.xlsx
ngss_2020-04-06_23-05-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 07, 2020
Short Description:
ngss via NodeXL https://bit.ly/2VeIr22
@ngss_tweeps
@nesta_us
@emindweb
@ngssphenomena
@philiplbell
@officialngss
@mysterysci
@nodexl
@metoscm
@stemteachtools

Top hashtags:
#ngss
#ngsschat
#covid19
#stem
#science
#distancelearning
#staycurious
#sciencehow

Description:
Description
The graph represents a network of 3,149 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, 07 April 2020 at 06:07 UTC.

The requested start date was Tuesday, 07 April 2020 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 25-day, 4-hour, 9-minute period from Thursday, 12 March 2020 at 19:12 UTC to Monday, 06 April 2020 at 23:22 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 : 3149
Unique Edges : 4559
Edges With Duplicates : 3157
Total Edges : 7716
Number of Edge Types : 4
Mentions : 2096
Replies to : 1003
MentionsInRetweet : 3461
Tweet : 1156
Self-Loops : 1156
Reciprocated Vertex Pair Ratio : 0.0523116995875841
Reciprocated Edge Ratio : 0.0994224422442244
Connected Components : 434
Single-Vertex Connected Components : 201
Maximum Vertices in a Connected Component : 1967
Maximum Edges in a Connected Component : 6033
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.208732
Graph Density : 0.000489052211165643
Modularity : 0.496857
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 3,149 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, 07 April 2020 at 06:07 UTC.

The requested start date was Tuesday, 07 April 2020 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 25-day, 4-hour, 9-minute period from Thursday, 12 March 2020 at 19:12 UTC to Monday, 06 April 2020 at 23:22 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:
[19] https://www.nsta.org/
[17] http://blog.nsta.org/2020/03/27/on-the-having-of-wonderful-ideas-about-science/
[13] http://stemteachingtools.org/pd/playlist-talk
[8] https://www.achieve.org/our-initiatives/equip/tools-subject/science/task-annotation-project-science
[8] https://twitter.com/philiplbell/status/1245871266281578496?s=20
[8] https://www.ngssphenomena.com/#/sensitive-plant/
[7] https://www.youtube.com/watch?v=MQiszdkOwuU

[6] http://learningcenter.nsta.org/webseminars/
[6] http://stemteachingtools.org/brief/61
[6] https://www.nextgenscience.org/resources/equip-rubric-lessons-units-science

Top URLs in Tweet in G1:
[17] https://www.nsta.org/
[12] http://stemteachingtools.org/pd/playlist-talk
[7] https://twitter.com/philiplbell/status/1245871266281578496?s=20
[6] https://www.ngsnavigators.com/blog/038
[6] http://stemteachingtools.org/brief/61
[6] https://www.achieve.org/our-initiatives/equip/tools-subject/science/task-annotation-project-science
[5] https://twitter.com/TdiShelton/status/1245146154393878528
[5] http://learningcenter.nsta.org/webseminars/
[4] http://stemteachingtools.org/news/2020/guidance-for-supporting-science-learning-during-covid-19
[4] https://www.nextgenscience.org/resources/examples-quality-ngss-design

Top URLs in Tweet in G2:
[2] https://www.groovylabinabox.com/our-lab-notebooks-are-groovy/
[2] https://www.creosityspace.com/weeklyinnovationchallenge.html
[2] https://blog.iammarketingmedia.com/ngss-with-right-standards-video-games-can-teach-science/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[2] https://dryerase.com/collections/small-group-classroom-modeling/products/large_unlined_dry_erase_boards
[1] https://twitter.com/i/web/status/1238200865850183680
[1] https://twitter.com/i/web/status/1238199103172964353
[1] http://edtechpicks.org/2015/06/themespark-standards-based-rubrics-html/?utm_content=buffer62b7e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/1238253479631691781
[1] https://twitter.com/i/web/status/1238260127494475776
[1] https://twitter.com/i/web/status/1238313427505942528

Top URLs in Tweet in G3:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224089
[3] https://www.emindweb.com/
[1] https://twitter.com/i/web/status/1238499898816790529
[1] https://twitter.com/i/web/status/1243614465150586880
[1] https://twitter.com/ngsnavigators/status/1239243125584998400
[1] https://twitter.com/i/web/status/1240800952980058115
[1] https://twitter.com/i/web/status/1243613662675374096
[1] https://twitter.com/i/web/status/1239292493859917824
[1] https://twitter.com/i/web/status/1239289031281618944
[1] https://twitter.com/i/web/status/1238248938085519368

Top URLs in Tweet in G4:
[7] https://www.youtube.com/watch?v=MQiszdkOwuU

[5] https://www.nextgenscience.org/resources/equip-rubric-lessons-units-science
[3] https://www.pinterest.com/nesta_us/
[2] https://nagt.org/nagt/profdev/workshops/ngss_summit/April92020/index.html
[1] https://ideas.ted.com/14-writing-tips-from-beloved-teacher-anne-lamott/
[1] https://twitter.com/i/web/status/1238113070318157827
[1] https://twitter.com/i/web/status/1238474050470432769
[1] https://twitter.com/i/web/status/1239569362735923202
[1] https://twitter.com/i/web/status/1240324535871614977
[1] https://vimeo.com/150094425

Top URLs in Tweet in G5:
[8] https://www.ngssphenomena.com/#/sensitive-plant/
[1] https://twitter.com/i/web/status/1238241997602852864
[1] https://twitter.com/i/web/status/1238241974722928640
[1] https://twitter.com/i/web/status/1238241988308336647
[1] https://twitter.com/i/web/status/1238241991311450113
[1] https://twitter.com/i/web/status/1238241992351657984
[1] https://twitter.com/i/web/status/1238241993375068161
[1] https://twitter.com/i/web/status/1238241994369110016
[1] https://twitter.com/i/web/status/1238241995455414272
[1] https://twitter.com/i/web/status/1238241996566822913

Top URLs in Tweet in G6:
[2] https://twitter.com/20minutes/status/1238126084304101376
[2] https://twitter.com/samy91__/status/1238190066947829761
[2] https://teammanga.fr/2020/03/18/bleach-de-retour-en-anime/
[2] https://twitter.com/Baros310_/status/1243337093063102466
[2] https://twitter.com/Bomboclaato/status/1242132410478874624
[2] https://twitter.com/crownthelena/status/1246805703249080322
[1] https://twitter.com/PicturesFolder_/status/1243913107732299776
[1] https://twitter.com/hna123456789010/status/1244603333089820678
[1] https://twitter.com/dionysosduswag/status/1245323578641461248
[1] https://twitter.com/DossehLaFamine/status/1245495289974308865

Top URLs in Tweet in G7:
[2] https://mys.ci/biodiversity/3?r=75553856
[2] https://mys.ci/r/47480351
[2] https://mys.ci/r/75703506
[1] https://mys.ci/r/83818146
[1] https://mys.ci/pushes/5?r=83575743
[1] https://mys.ci/biodiversity/1?r=80808166
[1] https://mys.ci/flowers/1?r=11378278
[1] https://mys.ci/ecosystems/3?r=13975548
[1] https://mys.ci/flowers/1?r=55577861
[1] https://mys.ci/powers/3?r=11550321

Top URLs in Tweet in G8:
[4] http://www.nsta.org
[2] https://tuvalabs.com/
[1] https://wsta.wildapricot.org/EventCalendar?EventViewMode=1&EventListViewMode=2&SelectedDate=4/30/2020&CalendarViewType=1
[1] https://twitter.com/i/web/status/1238311443616825345
[1] https://twitter.com/i/web/status/1240277812117786625
[1] https://www.definedstem.com/blog/project-based-learning-and-standards/
[1] https://twitter.com/i/web/status/1239912209326772226
[1] https://twitter.com/i/web/status/1240390047595220992
[1] https://twitter.com/i/web/status/1241114843031252995
[1] https://twitter.com/i/web/status/1241790516116828162

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1240395310498811905
[1] https://twitter.com/i/web/status/1238287174295932928
[1] https://twitter.com/i/web/status/1239579637925085184
[1] https://twitter.com/i/web/status/1242110200426803201
[1] https://twitter.com/mrmarklyons/status/1242119749552803841
[1] https://cdc.engin.umich.edu/daily-brain-venture/
[1] https://twitter.com/ngss_tweeps/status/1245371170557440010
[1] https://twitter.com/i/web/status/1243206037638914053
[1] https://twitter.com/i/web/status/1236047510478548992
[1] http://learningcenter.nsta.org/webseminars/

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1239212880903327746

Top Domains
Top Domains in Tweet in Entire Graph:
[1038] twitter.com
[88] mys.ci
[61] nsta.org
[40] youtube.com
[31] stemteachingtools.org
[31] teacherspayteachers.com
[23] google.com
[22] ngsnavigators.com
[19] nap.edu
[16] ngssphenomena.com

Top Domains in Tweet in G1:
[264] twitter.com
[35] nsta.org
[30] stemteachingtools.org
[22] ngsnavigators.com
[19] nap.edu
[15] google.com
[10] youtube.com
[9] nextgenscience.org
[7] achieve.org
[6] nationalacademies.org

Top Domains in Tweet in G2:
[135] twitter.com
[6] youtube.com
[4] blogspot.com
[2] groovylabinabox.com
[2] creosityspace.com
[2] iammarketingmedia.com
[2] dryerase.com
[1] edtechpicks.org
[1] mnsta.org
[1] tech4learning.com

Top Domains in Tweet in G3:
[137] twitter.com
[3] nodexlgraphgallery.org
[3] emindweb.com

Top Domains in Tweet in G4:
[22] twitter.com
[9] youtube.com
[5] nextgenscience.org
[3] pinterest.com
[2] nagt.org
[1] ted.com
[1] vimeo.com
[1] americangeosciences.org

Top Domains in Tweet in G5:
[45] twitter.com
[10] ngssphenomena.com
[2] youtube.com
[1] medium.com
[1] inqits.com
[1] teacheronatrip.com
[1] seesaw.me
[1] nsta.org

Top Domains in Tweet in G6:
[34] twitter.com
[2] teammanga.fr

Top Domains in Tweet in G7:
[88] mys.ci
[9] twitter.com

Top Domains in Tweet in G8:
[29] twitter.com
[4] nsta.org
[2] tuvalabs.com
[1] wildapricot.org
[1] definedstem.com
[1] bit.ly
[1] blogspot.com
[1] edumedia-sciences.com

Top Domains in Tweet in G9:
[10] twitter.com
[1] umich.edu
[1] nsta.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[852] ngss
[368] ngsschat
[185] covid19
[133] stem
[108] science
[94] distancelearning
[86] staycurious
[38] sciencehow
[32] remotelearning
[31] learningtogether



Top Hashtags in Tweet in G1:
[326] ngss
[280] ngsschat
[126] covid19
[25] learningtogether
[20] cangss
[19] scied
[17] dailydo
[16] mondaymotivation
[16] distancelearning
[14] elstem

Top Hashtags in Tweet in G2:
[44] ngss
[12] stem
[12] stem_discipline
[7] microgrant
[7] ausgangssperre
[5] science
[5] ausgangssperren
[4] learning
[4] education
[4] asmileisacurvethatputsmanythingsstraightforallspecies

Top Hashtags in Tweet in G3:
[5] ngss
[3] ngsschat
[2] baldwinstocker
[2] covid19
[2] stem
[2] science
[2] staycurious
[2] distancelearning
[2] choiceboard
[1] nsta

Top Hashtags in Tweet in G4:
[26] ngss
[23] earthscience
[20] stem
[16] geology
[12] steam
[11] literacy
[11] onlineteaching
[9] chemistry
[8] climatechange
[8] biology

Top Hashtags in Tweet in G5:
[35] ngss
[26] covid19
[19] distancelearning
[11] ngsschat
[5] science
[3] edtech
[3] nsta
[3] covid19us
[3] cer
[3] quarantinescience

Top Hashtags in Tweet in G6:
[2] macron20h
[2] resterchezvous
[2] savagechallenge
[1] confinementotal

Top Hashtags in Tweet in G7:
[84] staycurious
[84] ngss
[1] covid19

Top Hashtags in Tweet in G8:
[47] ngss
[17] stem
[10] readaloud
[8] science
[8] iqwst
[8] activephysics
[6] covid19
[6] ar
[6] vr
[4] washyourhands

Top Hashtags in Tweet in G9:
[8] ngss
[6] ngsschat
[5] covid19
[2] brainventures
[2] amazingeducators
[2] sausdscience
[1] collabrify
[1] createforstem
[1] virtualscienceed
[1] stemeducation

Top Words
Top Words in Tweet in Entire Graph:
[3959] Words in Sentiment List#1: Positive
[684] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[98351] Non-categorized Words
[102994] Total Words
[1076] science
[851] #ngss
[845] ngss_tweeps
[783] learning
[762] ngss

Top Words in Tweet in G1:
[636] ngss_tweeps
[567] science
[402] learning
[325] #ngss
[285] resources
[280] #ngsschat
[277] students
[208] ngss
[187] teachers
[165] philiplbell

Top Words in Tweet in G2:
[82] ngss
[44] science
[44] #ngss
[26] learning
[23] ãƒ
[19] standards
[15] students
[14] online
[14] ø
[14] ϋ

Top Words in Tweet in G3:
[131] looking
[131] affordable
[130] interactive
[129] biology
[128] software
[117] remote
[114] student
[107] learning
[102] ngss
[40] aligned

Top Words in Tweet in G4:
[167] nesta_us
[67] beauty
[60] mountains
[60] made
[60] plate
[60] tectonics
[60] intrinsic
[60] older
[60] documentaries
[60] sometimes

Top Words in Tweet in G5:
[84] ngssphenomena
[52] change
[50] children
[41] learning
[40] teaching
[36] parents
[35] #ngss
[35] home
[34] view
[32] world

Top Words in Tweet in G6:
[41] jipi_ngss
[36] jp_ngss
[24] ça
[24] eggatn
[19] yao_frndez
[17] fait
[15] trap_queen07
[15] dionysosduswag
[14] ce
[14] quand

Top Words in Tweet in G7:
[98] mysterysci
[84] #staycurious
[84] #ngss
[74] lesson
[63] terrific
[51] science
[28] great
[26] teaching
[26] never
[24] free

Top Words in Tweet in G8:
[50] science
[47] #ngss
[35] students
[28] learning
[27] free
[24] teachers
[24] ngss_tweeps
[23] ngss
[19] task
[17] #stem

Top Words in Tweet in G9:
[68] science
[60] teachers
[60] doc_b_brown
[42] home
[38] lessons
[37] use
[36] bunch
[36] downloadable
[36] interactive
[35] based

Top Words in Tweet in G10:
[76] kid's
[76] school
[76] cancelled
[76] home
[76] indefinitely
[76] really
[76] learn
[76] something
[75] thespacegal
[2] werâ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[156] science,learning
[148] supporting,science
[131] looking,affordable
[130] affordable,interactive
[129] interactive,biology
[128] biology,software
[126] learning,during
[124] during,#covid19
[123] guidance,supporting
[122] resources,educators

Top Word Pairs in Tweet in G1:
[135] science,learning
[128] supporting,science
[106] learning,during
[106] guidance,supporting
[104] during,#covid19
[104] #covid19,resources
[104] resources,educators
[104] educators,parents
[100] pls,#ngsschat
[99] philiplbell,pls

Top Word Pairs in Tweet in G2:
[13] ãƒ,ãƒ
[7] #microgrant,alert
[7] next,generation
[6] ø,ø
[6] 科学とエンジニアリングの体験的,経験的活動
[5] standards,ngss
[5] alert,apply
[5] apply,31
[5] 31,20
[5] 20,#ngss

Top Word Pairs in Tweet in G3:
[131] looking,affordable
[130] affordable,interactive
[129] interactive,biology
[128] biology,software
[117] software,remote
[114] remote,student
[104] student,learning
[88] learning,ngss
[40] ngss,aligned
[16] ngss,ali

Top Word Pairs in Tweet in G4:
[60] mountains,made
[60] made,plate
[60] plate,tectonics
[60] tectonics,intrinsic
[60] intrinsic,beauty
[60] beauty,older
[60] older,documentaries
[60] documentaries,sometimes
[60] sometimes,gets
[60] gets,forgotten

Top Word Pairs in Tweet in G5:
[26] trying,change
[26] change,world
[26] world,teaching
[26] teaching,right
[26] right,change
[26] change,children
[26] children,view
[25] ngssphenomena,trying
[25] view,learning
[24] people,publishing

Top Word Pairs in Tweet in G6:
[10] eggatn,yao_frndez
[7] comme,ça
[6] jp_ngss,yao_frndez
[5] 2017,2018
[5] 2018,2019
[5] ils,ont
[5] mikeysfamous,sweeetfantasy
[5] jp_ngss,eggatn
[4] qu,ils
[4] gros,sac

Top Word Pairs in Tweet in G7:
[83] #staycurious,#ngss
[63] lesson,terrific
[26] teaching,science
[26] science,never
[23] science,resource
[23] resource,mysterysci
[22] terrific,teaching
[20] sign,today
[20] today,try
[20] try,free

Top Word Pairs in Tweet in G8:
[10] need,fun
[10] fun,#readaloud
[10] #readaloud,way
[10] way,kick
[10] kick,informal
[10] informal,science
[10] science,home
[10] home,check
[10] check,notable
[10] notable,notebooks

Top Word Pairs in Tweet in G9:
[57] science,teachers
[36] teachers,bunch
[36] bunch,downloadable
[36] downloadable,lessons
[36] lessons,use
[36] use,interactive
[36] interactive,home
[35] doc_b_brown,science
[35] home,based
[35] based,less

Top Word Pairs in Tweet in G10:
[76] kid's,school
[76] school,cancelled
[76] cancelled,home
[76] home,indefinitely
[76] indefinitely,really
[76] really,learn
[76] learn,something
[75] thespacegal,kid's
[2] something,werâ

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@bmsscienceteach
@jipi_ngss
@haschweingruber
@ngss_0526
@sbottasullivan
@eggatn
@dionysosduswag
@trap_queen07

Top Replied-To in G1:
@ngss_tweeps
@haschweingruber
@sbottasullivan
@starrscience
@jeansciqueen
@bmsscienceteach
@kimmomteacher
@achosinfo
@ehauck_tusd_sci
@thinksci

Top Replied-To in G3:
@northshore_sd
@beavertonsd
@cdcgov
@arcadiaunified
@camasschools
@shorelinek12
@pullmansd
@thebsd405
@govmikedewine
@rhsgiants411

Top Replied-To in G4:
@carinotcarl
@nesta_us

Top Replied-To in G5:
@ngss_tweeps
@tjscience
@missdematteo
@boksciencerocks

Top Replied-To in G6:
@jipi_ngss
@eggatn
@dionysosduswag
@trap_queen07
@adegabriella_
@klefman_
@imdavalk
@emmadedun
@hna123456789010

Top Replied-To in G7:
@mysterysci
@meowpar85

Top Replied-To in G8:
@mrsetense
@ngss_tweeps
@nmscienceteach
@bk3dsci
@gretchenmilary
@ctscience
@missnoriscience
@steph4science
@walkup_r
@safarnum

Top Replied-To in G9:
@vogelwendi
@ngss_tweeps
@mbasnage
@thinksci

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@philiplbell
@nesta_us
@ngssphenomena
@officialngss
@stemteachtools
@mysterysci
@doc_b_brown
@ngsnavigators
@thespacegal

Top Mentioned in G1:
@ngss_tweeps
@philiplbell
@officialngss
@stemteachtools
@ngssphenomena
@ngsnavigators
@thenasem
@krenaep
@tdishelton
@openscied

Top Mentioned in G3:
@ngss_tweeps
@emindweb
@nesta_us
@ngssphenomena
@mysterysci
@tedwillard2061
@cdcgov
@who
@avmavets
@arcadiaunified

Top Mentioned in G4:
@nesta_us
@iris_epo
@omv
@berkeleyearth
@prinstitution
@woodsholeresctr
@officialngss
@disneymovies
@louiefilms
@iss_casis

Top Mentioned in G5:
@ngssphenomena
@ngss_tweeps
@inqits
@francesbaez10
@mdispezio
@uclascienceproj
@philiplbell
@stemteachtools
@officialngss
@missdematteo

Top Mentioned in G6:
@yao_frndez
@eggatn
@jipi_ngss
@mikeysfamous
@klefman_
@sweeetfantasy
@bysysr
@trap_queen07
@ryann75

Top Mentioned in G7:
@mysterysci
@mrswhitesrsgate
@ngssphenomena
@pickspacers
@virtualgiff
@kaffey8
@w_benefield
@palcschemistry
@emilyboatright
@carter_chiesa

Top Mentioned in G8:
@ngss_tweeps
@definedlearning
@ngsnavigators
@wstasci
@elemscitchr
@ctscience
@activatescience
@missnoriscience
@activateweller
@bk3dsci

Top Mentioned in G9:
@doc_b_brown
@ngss_tweeps
@philiplbell
@ngssphenomena
@create4stem
@elliotsoloway
@docchriswright
@thinksci
@sausds
@santaanausd

Top Mentioned in G10:
@thespacegal

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@jiocare
@clairebotai
@chidambara09
@onlyrpe
@joni_looking
@brontyman
@eddarrell
@iam__network
@femtech_

Top Tweeters in G1:
@femtech_
@shyduroff
@hlthiskrieger
@academicchatter
@npr
@ricardo_ik_ahau
@korytellers
@theweirdteacher
@rumpfshaker
@paleophile

Top Tweeters in G2:
@iam__network
@dudeneyn
@caratstalk
@sunicamarkovic
@newsfrombw
@flexi_bell
@poissonajuice
@lisasholic
@picante_media
@dowoonvibe

Top Tweeters in G3:
@nbcla
@voxdotcom
@elranchohs
@metoscm
@carlzimmer
@who
@arcadiaunified
@avmavets
@voiceofsandiego
@cincylibrary

Top Tweeters in G4:
@hdmcardenadenis
@mahanthanut
@markmichdomnic
@volcanowatching
@sctrueblue
@shnb_bshnb
@meg_gruber
@cjmoose
@geo_risk
@c_thomsen

Top Tweeters in G5:
@stem_nastics
@edutopia
@kevinmslee
@laschools
@monica4la
@lambradley
@pittengineering
@zoologygal
@schma3
@connie_chow

Top Tweeters in G6:
@thacondition
@bolabankz
@haitmagne_
@idkheyrcm
@jinathot
@itachiofwgkta
@ryosaeba972
@lemeryam
@owlyfuck
@mikeysfamous

Top Tweeters in G7:
@lorileal1
@meowpar85
@kaffey8
@pricechris
@sif0709
@mamagotfreetime
@ellingsonkc
@rosenelsonwest
@petalo79
@virtualgiff

Top Tweeters in G8:
@justbementalist
@vizwerxgroup
@tannymcg
@ciacsports
@stem_ai
@brandon_edu
@lanewalker2
@missstrunk
@drjaciemaslyk
@nmscienceteach

Top Tweeters in G9:
@marclamonthill
@chrisemdin
@lisgurthie
@msucollegeofed
@leshell
@zingerlearns
@travisjbristol
@docchriswright
@scifleur
@kevnix

Top Tweeters in G10:
@bonniegrrl
@bicaroiina
@car724
@22cc
@oldpappythomas
@astronomarr
@flux336
@aviatrixt
@vhlopez1120
@shirky17