ngss, Twitter, 6/2/2020 6:46:46 PM, 228692


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ngss_2020-06-01_23-10-12.xlsx
ngss_2020-06-01_23-10-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 02, 2020
Short Description:
ngss via NodeXL https://bit.ly/3eD46c2
@nesta_us
@ngss_tweeps
@officialngss
@ngssphenomena
@biottofni
@teacher_city
@zoom
@stemteachtools
@tiascience
@zoom_us

Top hashtags:
#ngss
#ngsschat
#science
#stem
#bioinformatics
#scied
#distancelearning
#cangss
#education

Description:
Description
The graph represents a network of 3,673 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, 02 June 2020 at 06:11 UTC.

The requested start date was Tuesday, 02 June 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 33-day, 4-hour, 7-minute period from Wednesday, 29 April 2020 at 19:26 UTC to Monday, 01 June 2020 at 23:34 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 : 3673
Unique Edges : 2817
Edges With Duplicates : 7760
Total Edges : 10577
Number of Edge Types : 5
Replies to : 639
Mentions : 1924
MentionsInRetweet : 3759
Retweet : 3003
Tweet : 1252
Self-Loops : 1315
Reciprocated Vertex Pair Ratio : 0.0624209194432729
Reciprocated Edge Ratio : 0.11750694720127
Connected Components : 558
Single-Vertex Connected Components : 261
Maximum Vertices in a Connected Component : 2107
Maximum Edges in a Connected Component : 7694
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.840294
Graph Density : 0.000373537804872985
Modularity : 0.42656
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 3,673 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, 02 June 2020 at 06:11 UTC.

The requested start date was Tuesday, 02 June 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 33-day, 4-hour, 7-minute period from Wednesday, 29 April 2020 at 19:26 UTC to Monday, 01 June 2020 at 23:34 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:
[140] https://www.gla.ac.uk/researchinstitutes/iii/informationforstudents/communication/internalevents/bioinformatics/
[18] https://stemforall2020.videohall.com/presentations#/keyword/ids=k_201
[16] https://www.tytoonline.com/microgrant/
[11] https://twitter.com/geisteslicht/status/1260611483366567943
[10] https://drive.google.com/drive/folders/1nnOpOiDTrHdM5NZ68Cc7VhYQdd7rPlDx
[10] https://www.pinterest.com/nesta_us/geology/
[10] https://centerx.gseis.ucla.edu/science-project/elementary-science-activities-for-home-learning/
[9] https://www.pinterest.com/nesta_us/climatology/
[8] https://stemforall2020.videohall.com/presentations/1674
[7] http://www.ngss.co.ke

Top URLs in Tweet in G1:
[10] https://centerx.gseis.ucla.edu/science-project/elementary-science-activities-for-home-learning/
[5] https://www.dmns.org/learn/dmns-at-home/teach/teacher-professional-development/online-course-explore-before-explain-a-practical-and-fun-approach-towards-ngss/
[4] https://www.ngsnavigators.com/blog/ngsnavigators-podcast-encore-13-dr-eve-manz
[4] https://docs.google.com/forms/d/e/1FAIpQLSdaCatUi9G1pbwNR8HBS-SdPeSwhSmsgMYjXcLkmI_DNDqdAQ/viewform
[3] https://www.nextgenscience.org/resources/examples-quality-ngss-design
[3] https://www.ngsnavigators.com/offers/c9dJbLXb/checkout
[3] https://www.ngsnavigators.com/blog/ngsnavigators-podcast-encore-12-tyus-d-williams
[3] https://www.ngsnavigators.com/blog/ngsnavigators-podcast-encore-14-dr-jason-crean
[3] https://www.ngsnavigators.com/blog/ngsnavigators-podcast-encore-15-david-grossman
[3] https://twitter.com/dtcampbe/status/1263100988963127298

Top URLs in Tweet in G2:
[10] https://www.pinterest.com/nesta_us/geology/
[8] https://www.pinterest.com/nesta_us/climatology/
[1] https://www.nytimes.com/2019/11/29/climate/climate-change-ocean-fish-iceland.html
[1] http://plasticadrift.org
[1] https://twitter.com/i/web/status/1255884776281522176
[1] https://twitter.com/i/web/status/1255885945104150530
[1] https://metabunk.org/threads/8939/
[1] https://twitter.com/DrPhiltill/status/1178507351550255109
[1] https://www.washingtonpost.com/news/answer-sheet/wp/2017/07/11/it-puts-kids-to-sleep-but-teachers-keep-lecturing-anyway-heres-what-to-do-about-it/?noredirect=on&utm_term=.4b556f1b3ae6
[1] https://www.pinterest.com/nesta_us/space/

Top URLs in Tweet in G3:
[16] https://www.tytoonline.com/microgrant/
[7] http://www.ngss.co.ke
[2] https://stemforall2020.videohall.com/presentations/1674
[2] https://bit.ly/2uzu6AH
[2] https://exemplars.com/sample-performance-tasks/ngss-science-samples
[2] http://www.ngss.co.ke/tyres-list-on-10-discount/
[1] https://twitter.com/i/web/status/1255584973387685888
[1] https://twitter.com/i/web/status/1255665496533450752
[1] https://twitter.com/i/web/status/1255873194189361154
[1] https://twitter.com/i/web/status/1255928453188091904

Top URLs in Tweet in G4:
[2] https://twitter.com/Orphar00/status/1255160056812879873
[2] https://twitter.com/CBMshots/status/1260216252770877440
[2] https://twitter.com/Esprit_ivoirien/status/1263575035438039040
[2] https://twitter.com/BomboclaatThis/status/1244712667203407879
[2] https://www.youtube.com/watch?v=91_WsFNaREk

[2] https://twitter.com/jipi_ngss/status/1267205850059464707
[2] https://www.reddit.com/comments/guk42o
[1] https://twitter.com/_caroliita/status/1256577834685997061
[1] https://twitter.com/hamz_wahran/status/1257253577506140160
[1] https://twitter.com/badrrdteach/status/1265749056967630848

Top URLs in Tweet in G5:
[2] https://www.ngssphenomena.com/ourvoice/2020/5/1/30daysciencechallenge/
[1] https://twitter.com/i/web/status/1099360507214131201
[1] https://twitter.com/i/web/status/1255908712285450241
[1] https://twitter.com/i/web/status/1256320582280286208
[1] https://twitter.com/bridgeta007/status/1256628664365731840
[1] https://twitter.com/rtarshes/status/1257739914927456257
[1] https://twitter.com/marisacastrono2/status/1262088295619665929
[1] https://twitter.com/bridgeta007/status/1266825152593104897
[1] https://www.nextgenscience.org/resources/phenomena
[1] https://twitter.com/IowaPBS/status/1266399650099101697

Top URLs in Tweet in G6:
[5] https://ditchthattextbook.com/slide-into-science-demonstrating-learning-with-google-slides/
[3] https://app.smartsheet.com/b/form/08cd1533a39b4c4fb1060ee4a2e8630a
[3] https://www.wested.org/wested_event/k-12-alliance-online-professional-development-2020/
[2] https://www.wested.org/wested-insights/supporting-the-needs-of-next-generation-science-education/
[2] https://twitter.com/nextgenscience/status/1262379448172793857
[2] https://twitter.com/K12Alliance/status/1255568556994908160
[2] https://app.smartsheet.com/b/form/e8d51fbbe062429eb1328af8fabe72d9
[2] https://register.gotowebinar.com/register/2957173213562031630
[2] https://twitter.com/auntjennoelle/status/1258088299492564992
[1] https://twitter.com/i/web/status/1262517252793856000

Top URLs in Tweet in G7:
[140] https://www.gla.ac.uk/researchinstitutes/iii/informationforstudents/communication/internalevents/bioinformatics/

Top URLs in Tweet in G8:
[18] https://stemforall2020.videohall.com/presentations#/keyword/ids=k_201
[3] https://nheep.org/for-teachers/professional-learning/ngss-instructional-toolkit-online-pd
[2] https://start-engineering.com/start-engineering-now/2020/3/9/is-k-12-engineering-doomed
[2] https://www.eventbrite.com/e/stem-for-non-stem-teachers-fitting-ngss-3ds-into-your-curriculum-elem-tickets-103729415474?ref=eios
[1] https://twitter.com/i/web/status/1259445082547249152
[1] https://twitter.com/i/web/status/1259460181743853571
[1] https://twitter.com/i/web/status/1259505482282262533
[1] https://www.pinterest.com/nesta_us/climatology/
[1] https://twitter.com/kolab77224156/status/1258644980215582721
[1] https://twitter.com/i/web/status/1264383587169603584

Top URLs in Tweet in G9:
[7] https://drive.google.com/drive/folders/1nnOpOiDTrHdM5NZ68Cc7VhYQdd7rPlDx
[5] https://www.iss.edu/community/online-learning/math-science-webinar
[2] https://twitter.com/ISSCommunity/status/1260641442877321217
[1] http://y2u.be/SEmJxDt9VOg
[1] https://twitter.com/i/web/status/1262298240038338562
[1] https://docs.google.com/presentation/d/1-wfE6BncKtsb-38ImYW45qLc3wAWIo9AthJTjwlyFw4/edit?usp=sharing
[1] http://sites.google.com/view/coachben/
[1] https://twitter.com/i/web/status/1259134552943009794
[1] https://kerry-tracy.mykajabi.com/stemcon2020?affiliate=dryen
[1] https://twitter.com/i/web/status/1258855962196180993

Top URLs in Tweet in G10:
[11] https://twitter.com/geisteslicht/status/1260611483366567943
[1] https://twitter.com/i/web/status/1262984437668683776

Top Domains
Top Domains in Tweet in Entire Graph:
[631] twitter.com
[140] ac.uk
[59] google.com
[48] mys.ci
[48] teacherspayteachers.com
[46] youtube.com
[39] ngsnavigators.com
[39] videohall.com
[20] pinterest.com
[18] nextgenscience.org

Top Domains in Tweet in G1:
[137] twitter.com
[39] ngsnavigators.com
[26] google.com
[15] nextgenscience.org
[14] stemteachingtools.org
[10] ucla.edu
[7] nsta.org
[6] dmns.org
[4] youtube.com
[4] videohall.com

Top Domains in Tweet in G2:
[19] pinterest.com
[10] twitter.com
[4] youtube.com
[1] nytimes.com
[1] plasticadrift.org
[1] metabunk.org
[1] washingtonpost.com
[1] theatlantic.com
[1] legendsoflearning.com
[1] omv.com

Top Domains in Tweet in G3:
[96] twitter.com
[16] tytoonline.com
[9] co.ke
[6] youtube.com
[4] bit.ly
[3] nsta.org
[2] videohall.com
[2] blogspot.com
[2] apple.news
[2] exemplars.com

Top Domains in Tweet in G4:
[53] twitter.com
[3] youtube.com
[2] reddit.com
[1] carrd.co
[1] chainsawsuit.com
[1] soundcloud.com

Top Domains in Tweet in G5:
[23] twitter.com
[4] ngssphenomena.com
[2] google.com
[2] youtube.com
[1] nextgenscience.org
[1] pbskids.org
[1] oregonscience.org

Top Domains in Tweet in G6:
[40] twitter.com
[5] wested.org
[5] smartsheet.com
[5] ditchthattextbook.com
[2] gotowebinar.com
[2] google.com
[1] scic-conference.com
[1] cascience.org
[1] ow.ly
[1] newse.la

Top Domains in Tweet in G7:
[140] ac.uk

Top Domains in Tweet in G8:
[21] videohall.com
[16] twitter.com
[9] google.com
[4] nheep.org
[3] youtube.com
[2] start-engineering.com
[2] eventbrite.com
[1] pinterest.com
[1] tgreduexplore.org
[1] middleweb.com

Top Domains in Tweet in G9:
[9] google.com
[7] twitter.com
[5] iss.edu
[1] y2u.be
[1] mykajabi.com
[1] mys.ci
[1] instagram.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1235] ngss
[242] ngsschat
[156] science
[140] stem
[140] bioinformatics
[91] scied
[83] distancelearning
[75] cangss
[64] education
[50] earthscience



Top Hashtags in Tweet in G1:
[460] ngss
[151] ngsschat
[71] scied
[27] astbookchat
[20] openscied
[18] science
[15] distancelearning
[11] teaching
[11] learningtogether
[10] nsta

Top Hashtags in Tweet in G2:
[36] earthscience
[34] ngss
[23] weather
[19] stem
[19] science
[13] physics
[12] map
[11] steam
[11] onlineteaching
[10] volcanoes

Top Hashtags in Tweet in G3:
[66] ngss
[24] science
[24] stem
[17] education
[17] edchat
[17] middleschools
[11] sackcummingssavelives
[10] cummingsscandal
[6] teachers
[5] ngsschat

Top Hashtags in Tweet in G4:
[2] 絵描き繋がれ
[2] odeur
[2] sailormoonredraw
[2] tonymcdade
[2] blacklivesmatter
[1] blm

Top Hashtags in Tweet in G5:
[61] ngss
[22] ngsschat
[7] teacherappreciationweek2020
[4] sciencerules
[3] phenomenon
[3] equity
[3] distancelearning
[2] challengeday2
[2] handsonscience
[2] phenomena

Top Hashtags in Tweet in G6:
[117] ngss
[65] cangss
[22] ngsschat
[18] climatescience
[13] qft
[12] science
[9] pd
[6] tlap
[6] internationalbiodiversityday
[5] edchat

Top Hashtags in Tweet in G7:
[140] bioinformatics
[2] ngss
[2] linux
[2] r
[2] rna

Top Hashtags in Tweet in G8:
[93] ngss
[41] stem
[31] stemvideohall
[28] scienceteachers
[22] k12
[17] ngsschat
[14] scichat
[13] educoach
[12] stem_discipline
[10] stel

Top Hashtags in Tweet in G9:
[22] ngss
[11] issedu
[11] remotelearning
[10] onlinelearning
[7] mysci
[6] mathchat
[6] virtualschool
[5] bahrainedu
[5] wearecue
[5] math

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[460] #ngss
[371] ngss
[369] science
[290] learning
[223] ngss_tweeps
[172] students
[151] #ngsschat
[145] ngsnavigators
[125] officialngss
[120] teachers

Top Words in Tweet in G2:
[1141] water
[577] nesta_us
[381] 10
[377] lava
[377] good
[377] mix
[377] happens
[377] introduced
[377] volcanic
[377] systems

Top Words in Tweet in G3:
[134] ngss
[66] #ngss
[31] science
[24] #science
[24] #stem
[23] die
[22] 2020
[19] still
[19] apply
[19] june

Top Words in Tweet in G4:
[31] jipi_ngss
[24] quand
[24] ça
[18] mais
[16] trop
[14] comme
[14] please
[13] gt
[12] thread
[12] mon

Top Words in Tweet in G5:
[179] day
[174] science
[171] ngssphenomena
[162] 30
[154] challenge
[148] learning
[144] home
[139] based
[137] share
[136] let's

Top Words in Tweet in G6:
[117] #ngss
[77] science
[70] virtual
[65] #cangss
[62] summer
[62] k12alliance
[56] ngss
[45] teachers
[42] learning
[38] students

Top Words in Tweet in G7:
[140] please
[140] third
[140] glasgow
[140] #bioinformatics
[140] summer
[140] school
[140] take
[140] place
[140] 24
[140] 28

Top Words in Tweet in G8:
[93] #ngss
[44] learn
[41] #stem
[38] check
[35] ãƒ
[31] #stemvideohall
[31] projects
[29] funded
[29] science
[28] hey

Top Words in Tweet in G9:
[22] #ngss
[12] ngss
[12] science
[11] #issedu
[11] #remotelearning
[11] seesaw
[10] life
[10] questions
[10] kindrockets
[10] stem

Top Words in Tweet in G10:
[35] regierungssender
[35] entlarvt
[34] olivergorus
[26] antifa
[26] gibt
[26] hinrichtungsstyle
[26] gaspistole
[26] aufgesetzten
[26] kopfschuss
[26] staatsfunk

Top Word Pairs
Top Word Pairs in Tweet in G2:
[74] water,lava
[63] lava,good
[50] good,mix
[50] mix,happens
[47] happens,water
[42] water,introduced
[40] introduced,volcanic
[39] volcanic,systems
[39] systems,throwing
[39] throwing,10

Top Word Pairs in Tweet in G3:
[377] #stem,#ngss
[377] #ngss,#education
[377] still,time
[377] time,apply
[377] apply,2020
[377] 2020,ngss
[377] ngss,microgrant
[377] microgrant,deadline
[377] deadline,june
[377] june,easy

Top Word Pairs in Tweet in G4:
[17] ig,iobbu
[17] please,please
[17] chris_atw,ig
[17] iobbu,jipi_ngss
[17] votoor,jul
[17] comme,ça
[17] ai,trop
[17] trop,mal
[17] jâ,suis
[17] quand,ils

Top Word Pairs in Tweet in G5:
[6] 30,day
[6] day,science
[5] science,challenge
[5] home,based
[5] happy,share
[5] share,30
[4] challenge,engaged
[4] engaged,home
[4] based,learning
[4] learning,let's

Top Word Pairs in Tweet in G6:
[159] virtual,summer
[146] #cangss,collaborative
[140] high,school
[137] partnership,#cangss
[135] school,virtual
[135] k12alliance,partnership
[135] collaborative,reg
[135] reg,open
[135] open,#climatescience
[135] #climatescience,high

Top Word Pairs in Tweet in G7:
[32] please,third
[30] third,glasgow
[27] glasgow,#bioinformatics
[20] #bioinformatics,summer
[19] summer,school
[18] school,take
[14] take,place
[14] place,24
[14] 24,28
[14] 28,august

Top Word Pairs in Tweet in G8:
[140] hey,#scienceteachers
[140] #scienceteachers,check
[140] check,#stemvideohall
[140] #stemvideohall,learn
[140] learn,federally
[140] federally,funded
[140] funded,projects
[140] projects,addressing
[140] addressing,#ngss
[140] #ngss,link

Top Word Pairs in Tweet in G9:
[28] excited,start
[28] start,seesaw
[28] seesaw,science
[28] science,notebooks
[28] notebooks,kindrockets
[28] kindrockets,study
[28] study,life
[28] life,cycle
[28] cycle,fun
[24] fun,using

Top Word Pairs in Tweet in G10:
[9] regierungssender,entlarvt
[9] olivergorus,regierungssender
[9] antifa,gibt
[9] gibt,hinrichtungsstyle
[9] hinrichtungsstyle,gaspistole
[9] gaspistole,aufgesetzten
[9] aufgesetzten,kopfschuss
[9] kopfschuss,staatsfunk
[9] staatsfunk,die
[9] die,polizei

Top Replied-To
Top Replied-To in Entire Graph:
@sbottasullivan
@bmsscienceteach
@ngss_official
@jipi_ngss
@davidknuffke
@scijeanne
@ngss_0526
@elemscitchr
@ngss____
@ngss_tweeps

Top Replied-To in G1:
@sbottasullivan
@bmsscienceteach
@elemscitchr
@scijeanne
@thinksci
@ngss_tweeps
@drloriandersen
@shchemistry
@katesor1027
@s_m_kelly

Top Replied-To in G2:
@nesta_us
@carinotcarl
@paulandersen

Top Replied-To in G3:

Top Replied-To in G4:
@jipi_ngss
@votoor
@chris_atw
@va_laa_bas
@trap_queen07
@wirajeyyy
@reyssama
@evackerman_
@leviet_
@oaristysev

Top Replied-To in G5:
@thestrokeofluck
@foley_amy
@wxschnack
@ngssphenomena

Top Replied-To in G6:
@lgates_science
@sciencepittstop
@schnekser
@chem_warrior
@karlacalbear
@alliebbogart
@katho31
@krsciencelady
@mrs_ramirez_11
@santillanolivia

Top Replied-To in G8:
@betsydevosed
@mayoroflondon
@formulae320sys1
@potus
@samebnhpr
@realpolitidiva

Top Replied-To in G9:
@mdhero
@kristanmorales1
@stemcorellc

Top Mentioned
Top Mentioned in Entire Graph:
@nesta_us
@ngss_tweeps
@ngssphenomena
@officialngss
@biottofni
@stemteachtools
@philiplbell
@ngsnavigators
@dtcampbe
@astbigideas

Top Mentioned in G1:
@ngss_tweeps
@officialngss
@philiplbell
@stemteachtools
@ngsnavigators
@astbigideas
@dtcampbe
@acesseproject
@ngsschat
@ngssphenomena

Top Mentioned in G2:
@nesta_us
@paulandersen
@smithsonian
@legendlearning
@nasarain
@noaasatellites
@arcgisonline
@ngsnavigators
@noaawe
@nsta

Top Mentioned in G3:
@theassistant001
@kimlepre
@groovylabinabox
@thorstenjess
@educhange

Top Mentioned in G4:
@jipi_ngss
@ordurebizarree
@jul
@chris_atw
@unithishin
@thememesbot
@klefman_
@eggatn
@reoenl
@evabylka

Top Mentioned in G5:
@ngssphenomena
@windwardcte
@officialngss
@ngss_tweeps
@charnobyl1
@argumentdriven
@ngsnavigators
@bridgeta007
@jenkinschem
@iowaphenomena

Top Mentioned in G6:
@k12alliance
@chienforstem
@wested
@officialngss
@earlyimplement
@cascience
@nathan_inouye
@williamsroom14
@saradoesscience
@judybbjb63

Top Mentioned in G7:
@biottofni
@iiiglasgow
@zoom
@wcipglasgow

Top Mentioned in G8:
@kispride
@officialngss
@nsta
@ngsschat
@billnye
@discoveryed
@middleweb
@robzook1
@stemvideohall
@nhsaves

Top Mentioned in G9:
@seesaw
@kindrockets
@cogswell_ben
@d
@teachwatts
@scimilo
@rvis_bh
@vivifystem
@steamcafe2
@mdhero

Top Mentioned in G10:
@olivergorus
@fackfellowat

Top Tweeters
Top Tweeters in Entire Graph:
@famima_reply
@airtel_presence
@rjber15
@isidormeyer1
@rankingko
@b1e56df9ce6549f
@eddarrell
@dinamalarweb
@femtech_
@patricklee6669

Top Tweeters in G1:
@nbcnews
@crawlieswithcri
@bflamel
@jennbinis
@educationweek
@wgnnews
@teacher2teacher
@craken_maccraic
@stem_nastics
@google

Top Tweeters in G2:
@rjber15
@b1e56df9ce6549f
@eddarrell
@tdzwilewski
@c255666a459a495
@johnjonny1
@1feralkat
@antoniorentero
@kay646464
@dariosailor86

Top Tweeters in G3:
@rankingko
@mokomokai
@andy_n2000
@_xiaowangzi
@adore_mina
@harryliebs
@grahphil
@minyfongi
@lynnelwhite
@memphismeteor

Top Tweeters in G4:
@youranoncentral
@jxdnt
@curlsnmelanin_
@sremoh_
@adaminho_14
@yareyaredawaaa
@sceylin57
@itachiofwgkta
@amr_ita
@ishpride

Top Tweeters in G5:
@odedkramer
@pkopec17
@lodinjnews
@wxschnack
@davidctorres2
@startalkradio
@nosenadav
@buwheelock
@pbskids
@gadfly1974

Top Tweeters in G6:
@jmattmiller
@tunedtotheresa
@chem_warrior
@educre8ive
@missfield5
@mrbarry628
@kevinmslee
@newsela
@mindshiftkqed
@elena_sf_ca

Top Tweeters in G7:
@llnuxbot
@dnaed_tech
@gentoobot
@widdowquinn
@kristindownie
@isntd_press
@elenagomezdiaz
@hanniepower
@learnwithharry
@valeriemagutu

Top Tweeters in G8:
@femtech_
@bbcworld
@larryferlazzo
@nhl
@zachdaleaalderi
@cbsthismorning
@smithsonianmag
@realpolitidiva
@pdkmom
@scicommbot

Top Tweeters in G9:
@jcorippo
@doinktweets
@natgeo
@seesaw
@cogswell_ben
@amykfmurphy
@lbopenbook
@curiosity_films
@mr
@watnunu

Top Tweeters in G10:
@isidormeyer1
@deutschzuerst
@otto5699
@artep21
@hansdeutsch2
@kpropcroy
@in_rol_0815
@apvogt
@markrudolph2701
@kytti70