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ngss_2017-09-13_15-44-40.xlsx
ngss_2017-09-13_15-44-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 13, 2017
Short Description:
ngss via NodeXL http://bit.ly/2vV57pQ
@officialngss
@stemteachtools
@msbolandsci
@ngss_tweeps
@mysterysci
@_wharris
@teachingchannel

Description:
Description
The graph represents a network of 2,888 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 Wednesday, 13 September 2017 at 22:47 UTC.

The requested start date was Wednesday, 13 September 2017 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 20-day, 10-hour, 48-minute period from Wednesday, 23 August 2017 at 13:11 UTC to Tuesday, 12 September 2017 at 23:59 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 : 2888
Unique Edges : 4057
Edges With Duplicates : 2871
Total Edges : 6928
Self-Loops : 1440
Reciprocated Vertex Pair Ratio : 0.0727650727650728
Reciprocated Edge Ratio : 0.135658914728682
Connected Components : 495
Single-Vertex Connected Components : 234
Maximum Vertices in a Connected Component : 1483
Maximum Edges in a Connected Component : 4067
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.661738
Graph Density : 0.00049510318007843
Modularity : 0.525132
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[49] http://stemteachingtools.org/brief/43
[43] https://www.nextgenscience.org/sites/default/files/resource/files/NGSS
[43] Overview
[43] for
[43] Principals_0.pdf
[34] http://webreprints.djreprints.com/54084.html
[31] http://stemteachingtools.org/brief/35
[27] http://www.nsta.org/publications/archive-nextgennavigator.aspx
[20] https://www.teachingchannel.org/videos/engineering-classroom-ngss
[20] https://www.teachingchannel.org/videos/design-learning-sequences-ngss

Top URLs in Tweet in G1:
[30] https://www.nextgenscience.org/sites/default/files/resource/files/NGSS
[30] Overview
[30] for
[30] Principals_0.pdf
[19] https://www.teachingchannel.org/videos/engineering-classroom-ngss
[18] http://www.nsta.org/publications/archive-nextgennavigator.aspx
[16] https://www.teachingchannel.org/blog/2017/08/25/ngss-from-theory-to-practice/
[15] https://www.smore.com/ze5hp
[15] http://www.nsta.org/conferences/ngss.aspx
[13] https://www.teachingchannel.org/videos/design-learning-sequences-ngss

Top URLs in Tweet in G2:
[36] http://stemteachingtools.org/brief/43
[21] http://stemteachingtools.org/brief/35
[10] http://stemteachingtools.org/assets/landscapes/STT-Bookmark-Set.pdf
[8] http://stemteachingtools.org/pd/sessiona
[7] http://stemteachingtools.org/brief/34
[6] http://stemteachingtools.org/brief/37
[6] https://www.nextgenscience.org/sites/default/files/resource/files/NGSS
[6] Overview
[6] for
[6] Principals_0.pdf

Top URLs in Tweet in G3:
[2] https://twitter.com/i/web/status/900447875431370753
[2] http://www.shareitscience.com/2017/08/30-science-STEM-teaching-resources.html
[2] http://ettc.net/calendar/workshops.cfm?showall=1
[2] https://www.defenceiq.com/news/new-tech-aims-to-give-new-life-to-small-calibre?utm_source=dfiq_twitter_main&utm_medium=social&utm_campaign=1-29684593011-external-twitter&utm_term=&utm_content=&mac=dfiq_twitter_2017&disc=dfiq_twitter_2017
[2] https://www.wested.org/resources/2017-2018-science-mathematics-catalog/
[2] http://www.discoveryeducation.com/aboutus/newsArticle.cfm?news_id=1150
[2] http://fox61.com/2017/09/04/super-cool-scientists-a-coloring-book-that-inspires-girls-to-pursue-stem-careers/
[2] http://www.eschoolnews.com/2017/09/11/app-week-go-virtual-ngss/
[2] http://www.eschoolnews.com/2017/08/29/leverage-coding-ngss-standards/
[2] https://www.sciencenews.org/article/teaching-methods-go-lab-classroom

Top URLs in Tweet in G4:
[3] https://vine.co/v/eXxlZgvdnpz
[2] https://twitter.com/saskeehh/status/901974784094990337
[2] https://twitter.com/JeanRousseille/status/903343546228502528
[2] https://twitter.com/_sharnalk/status/899928524529827840
[2] https://twitter.com/saipanting/status/900177153370853377
[2] https://twitter.com/sarah_abee/status/518059570422628352
[2] https://twitter.com/orthaldaher/status/901664034117832704
[2] https://twitter.com/mrsowgood/status/876208801569009664
[2] https://twitter.com/ponteaprueba/status/902153953856679936
[2] https://twitter.com/mdmanouu/status/901872646832390145

Top URLs in Tweet in G5:
[3] https://www.crowdcast.io/e/mysterysciencegettingstarted16
[2] http://mysteryscience.com/r/12442949
[2] http://mysteryscience.com/astronomy/6?r=12260012
[2] http://mysteryscience.com/ecosystems/1?r=5637067
[2] http://mysteryscience.com/r/12378303
[2] http://mysteryscience.com/flowers/1?r=964137
[2] http://mysteryscience.com/r/12180964
[2] http://mysteryscience.com/body/4?r=7221375
[2] http://mysteryscience.com/r/8422543
[2] http://mysteryscience.com/rocks/1?r=3020640

Top URLs in Tweet in G6:
[6] https://www.calacademy.org/educators/infographics-in-the-classroom-teacher-toolkit
[3] http://earth.nullschool.net/
[2] https://twitter.com/MsBolandSci/status/904788394164748288
[2] http://stemteachingtools.org/brief/43
[2] http://static.nsta.org/files/tst1508_50.pdf
[2] https://www.instagram.com/p/BYQ6HkFBK5v/
[2] http://www.nsta.org/publications/archive-nextgennavigator.aspx
[2] https://www.calacademy.org/educators/setting-up-your-science-notebooks?utm_content=buffera1d51&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.ngssphenomena.com/
[1] https://evolution-outreach.springeropen.com/articles/10.1186/s12052-017-0066-2

Top URLs in Tweet in G8:
[11] https://www.eschoolnews.com/2017/08/29/leverage-coding-ngss-standards/
[10] https://www.eventbrite.com/e/cue-sf-presents-making-manylabs-in-collaboration-with-nexmap-an-introduction-to-paper-circuitry-tickets-37451061132
[8] http://worlds-of-learning.com/2016/09/16/next-gen-science-standards-makerspaces/
[2] https://www.eschoolnews.com/2017/09/11/app-week-go-virtual-ngss/
[2] https://www.whatihavelearnedteaching.com/processes-that-shape-earth-earths/
[2] https://www.eschoolnews.com/2017/08/29/leverage-coding-ngss-standards/?utm_campaign=Issue%3A%202017-08-29%20K12%20Education%20Dive%20Newsletter%20%5Bissue%3A11783%5D&utm_term=Education%20Dive%3A%20K12&utm_content=59967699&utm_medium=social&utm_source=twitter
[1] https://twitter.com/i/web/status/907666539062722560
[1] https://twitter.com/i/web/status/904676701468323841
[1] https://twitter.com/i/web/status/907239084854149121
[1] https://www.linkedin.com/slink?code=fffKQrh

Top URLs in Tweet in G9:
[2] https://teachscience4all.org/2017/08/15/sometimes-its-the-simple-things-cheat-sheets-for-ngss/
[1] https://twitter.com/i/web/status/907696292108820480
[1] https://twitter.com/i/web/status/905933133551353856
[1] https://twitter.com/i/web/status/900105581565845504
[1] https://twitter.com/i/web/status/891105737513910272
[1] https://twitter.com/i/web/status/900466068975529984
[1] https://twitter.com/i/web/status/900379041772879873
[1] https://twitter.com/ocdestem/status/900045525906464768
[1] https://twitter.com/i/web/status/900481731630817280
[1] https://twitter.com/marybwalls/status/900531486763372544

Top URLs in Tweet in G10:
[6] https://www.oceanfirsteducation.com/product/sea-turtle-ecology?platform=hootsuite
[4] http://www.latimes.com/local/lanow/la-me-lightning-weather-extreme-heat-20170901-story.html
[3] https://twitter.com/MzMozer/status/903251394194399232
[2] http://conference.cascience.org/events-and-workshops/short-courses
[2] http://www.plumasnews.com/science-education-inspires-pusd-teachers-use-environment-classroom/?utm_content=buffer93401&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://edsource.org/?page_id=586553
[2] https://youtu.be/Q6h9jfURJ6Q
[1] https://twitter.com/i/web/status/902925754211565568
[1] https://twitter.com/i/web/status/907742861705261061
[1] https://twitter.com/i/web/status/906287312379764736

Top Domains
Top Domains in Tweet in Entire Graph:
[864] twitter.com
[192] stemteachingtools.org
[118] mysteryscience.com
[87] teachingchannel.org
[74] nsta.org
[61] nextgenscience.org
[42] eschoolnews.com
[34] djreprints.com
[26] google.com
[24] instagram.com

Top Domains in Tweet in G1:
[221] twitter.com
[70] teachingchannel.org
[53] nsta.org
[39] stemteachingtools.org
[38] nextgenscience.org
[17] smore.com
[13] classroomscience.org
[11] educationdive.com
[10] nullschool.net
[9] google.com

Top Domains in Tweet in G2:
[130] stemteachingtools.org
[66] twitter.com
[9] nextgenscience.org
[7] nsta.org
[6] nullschool.net
[5] teachingchannel.org
[4] exploratorium.edu
[4] wfsb.com
[3] teachscience4all.org
[2] npr.org

Top Domains in Tweet in G3:
[72] twitter.com
[14] fb.me
[13] instagram.com
[9] eschoolnews.com
[5] youtube.com
[4] nstacommunities.org
[3] teacherspayteachers.com
[3] teachingchannel.org
[2] rubicon.com
[2] shareitscience.com

Top Domains in Tweet in G4:
[50] twitter.com
[17] vine.co

Top Domains in Tweet in G5:
[115] mysteryscience.com
[5] twitter.com
[4] crowdcast.io
[1] google.com
[1] smore.com

Top Domains in Tweet in G6:
[45] twitter.com
[8] stemteachingtools.org
[8] calacademy.org
[5] nsta.org
[3] nullschool.net
[3] instagram.com
[2] kqed.org
[2] ngssphenomena.com
[1] springeropen.com
[1] youtube.com

Top Domains in Tweet in G8:
[19] eschoolnews.com
[11] twitter.com
[10] eventbrite.com
[8] worlds-of-learning.com
[2] linkedin.com
[2] whatihavelearnedteaching.com
[1] teachingchannel.org
[1] ascd.org
[1] bozemanscience.com
[1] sciencemic.com

Top Domains in Tweet in G9:
[19] twitter.com
[4] stemteachingtools.org
[2] teachscience4all.org

Top Domains in Tweet in G10:
[22] twitter.com
[6] oceanfirsteducation.com
[5] latimes.com
[3] edsource.org
[2] cascience.org
[2] plumasnews.com
[2] youtu.be
[2] berkeleyschools.net
[1] lompocrecord.com
[1] documentcloud.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2525] ngss
[500] ngsschat
[244] scied
[237] stem
[186] science
[113] staycurious
[76] cangss
[68] scichat
[65] nsta
[50] edchat



Top Hashtags in Tweet in G1:
[655] ngss
[224] ngsschat
[46] cangss
[44] science
[43] stem
[34] scied
[30] principals
[30] nsta
[29] nsta17
[22] fivetools

Top Hashtags in Tweet in G2:
[342] ngss
[114] ngsschat
[81] scied
[21] stem
[20] teachclimate
[11] math
[11] sciencehow
[10] nsta
[9] science
[8] climatechange

Top Hashtags in Tweet in G3:
[108] ngss
[21] stem
[13] science
[11] mk_ngss
[7] edtech
[6] edchat
[5] teaching
[4] scied
[4] ngsschat
[3] usptostem

Top Hashtags in Tweet in G5:
[128] ngss
[109] staycurious
[4] 5thgrade
[3] mysteryscience
[3] 2ndgraderocks
[3] welovescience
[3] opshares
[2] teachnvacs
[2] rsu2
[2] halldale

Top Hashtags in Tweet in G6:
[167] ngss
[92] ngsschat
[81] scied
[29] science
[23] scichat
[10] scienceteacher
[10] stemed
[8] scicomm
[6] 1stgrade
[6] teamcasaloma

Top Hashtags in Tweet in G7:
[12] mk_ngss

Top Hashtags in Tweet in G8:
[41] ngss
[18] makered
[13] stem
[8] makerspace
[8] tlchat
[8] worldsofmaking
[5] inquiry
[5] wonder
[4] ngsschat
[3] scichat

Top Hashtags in Tweet in G9:
[57] ngss
[15] cangssrollout
[8] cangss
[6] ngsschat
[6] scied
[4] stem
[4] phenomenonbasedlearning
[3] enviroliteracy
[3] epandcs
[2] engineering

Top Hashtags in Tweet in G10:
[73] ngss
[17] cangss
[12] cangssrollout
[11] enviroliteracy
[7] pbl
[6] august
[6] seaturtle
[6] education
[5] sciencerocks
[5] cypress

Top Words
Top Words in Tweet in Entire Graph:
[2445] Words in Sentiment List#1: Positive
[477] Words in Sentiment List#2: Negative
[27] Words in Sentiment List#3: Angry/Violent
[69441] Non-categorized Words
[72363] Total Words
[3322] ngss
[1015] science
[505] ngsschat
[332] learning
[326] teachers

Top Words in Tweet in G1:
[779] ngss
[229] ngsschat
[192] science
[125] officialngss
[111] ngss_tweeps
[97] ss
[89] nsta
[83] great
[82] learning
[80] ts

Top Words in Tweet in G2:
[361] ngss
[167] science
[137] stemteachtools
[114] ngsschat
[81] scied
[75] students
[65] school
[63] learning
[62] philiplbell
[55] here's

Top Words in Tweet in G3:
[243] ngss
[62] science
[29] stem
[26] standards
[20] new
[18] learning
[16] grade
[16] phenomena
[14] great
[14] students

Top Words in Tweet in G4:
[72] jp_ngss
[62] pas
[46] à
[39] les
[37] je
[34] est
[31] c'est
[27] j'ai
[27] et
[27] eugeatn

Top Words in Tweet in G5:
[129] ngss
[128] mysterysci
[109] staycurious
[87] lesson
[75] terrific
[67] science
[44] great
[38] never
[34] teaching
[34] new

Top Words in Tweet in G6:
[175] ngss
[92] ngsschat
[87] msbolandsci
[82] science
[81] scied
[34] table
[34] tent
[34] idea
[23] scichat
[21] phenomena

Top Words in Tweet in G7:
[115] mk_ngss
[29] おはようございます
[19] 頑張ってください
[5] 笑
[3] フォロリク許可ありがとうございます
[3] 頑張って
[3] 応援してます
[3] よろしくお願いします
[2] _
[2] 頑張って下さい

Top Words in Tweet in G8:
[69] ngss
[18] paulandersen
[18] makered
[17] 3
[17] coding
[17] standards
[16] ways
[16] leverage
[16] elementary
[16] makerspaces

Top Words in Tweet in G9:
[104] ngss
[20] learning
[17] cangssrollout
[16] cheat
[16] stemteachtools
[16] here's
[15] science_4_all
[15] rcoe
[15] thanks
[14] sheets

Top Words in Tweet in G10:
[87] ngss
[22] teachers
[20] new
[17] ca
[17] tenstrands
[17] cangss
[15] science
[14] learning
[12] cangssrollout
[11] course

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[159] ngss,ngsschat
[110] staycurious,ngss
[93] check,out
[82] science,teachers
[77] stem,ngss
[75] ngss,science
[75] sign,up
[74] scied,ngss
[74] lesson,terrific
[66] ngsschat,ngss

Top Word Pairs in Tweet in G1:
[38] ngss,ngsschat
[37] check,out
[30] here's,ngss
[30] ngss,overview
[30] overview,principals
[30] principals,help
[30] help,support
[30] support,school's
[30] school's,implementation
[30] implementation,yr

Top Word Pairs in Tweet in G2:
[85] ngss,ngsschat
[47] scied,ngss
[36] elementary,school
[36] school,students
[36] students,learning
[36] learning,science
[36] science,here's
[36] here's,scied
[35] stemteachtools,elementary
[30] real,process

Top Word Pairs in Tweet in G3:
[13] ngss,standards
[11] ngss,aligned
[8] new,ngss
[8] 3,ways
[8] ways,leverage
[8] leverage,elementary
[8] elementary,coding
[8] coding,ngss
[7] check,out
[7] ngss,science

Top Word Pairs in Tweet in G4:
[12] je,suis
[10] les,gens
[8] ironicment,jp_ngss
[6] open,surprise
[6] vous,vous
[5] c,est
[5] eugeatn,jp_ngss
[4] ceux,qui
[4] y'a,pas
[4] ça,fait

Top Word Pairs in Tweet in G5:
[108] staycurious,ngss
[74] lesson,terrific
[34] teaching,science
[34] science,never
[33] new,science
[33] science,resource
[33] resource,mysterysci
[33] try,free
[33] free,thru
[33] thru,june

Top Word Pairs in Tweet in G6:
[39] ngsschat,scied
[34] ngss,table
[34] table,tent
[34] tent,idea
[34] idea,ngsschat
[33] msbolandsci,ngss
[28] ngsschat,ngss
[18] ngss,scied
[16] scichat,scied
[15] scied,science

Top Word Pairs in Tweet in G7:
[28] mk_ngss,おはようございます
[18] mk_ngss,頑張ってください
[3] mk_ngss,頑張って
[2] mk_ngss,フォロリク許可ありがとうございます
[2] mk_ngss,頑張って下さい
[2] mk_ngss,どうしたんですか
[2] mk_ngss,はじめまして
[2] 頑張ってください,応援してます
[2] mk_ngss,おはよ
[2] mk_ngss,ふぁいと

Top Word Pairs in Tweet in G8:
[16] 3,ways
[16] ways,leverage
[16] leverage,elementary
[16] elementary,coding
[16] coding,ngss
[16] ngss,standards
[16] makerspaces,ngss
[11] standards,eschoolnews
[10] thursday,engage
[10] engage,making

Top Word Pairs in Tweet in G9:
[14] cheat,sheets
[14] sheets,ngss
[13] learning,ngss
[12] stemteachtools,here's
[12] here's,nice
[12] nice,collection
[12] collection,cheat
[12] ngss,work
[12] work,compiled
[12] compiled,science_4_all

Top Word Pairs in Tweet in G10:
[11] ca,ngss
[10] ngss,rollout
[8] short,course
[8] northern,ca
[8] ngss,cangss
[8] high,school
[7] cangss,ngss
[7] middle,high
[7] school,teachers
[7] teachers,new

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_x
@mk_ngss
@ngss_tweeps
@jp_ngss
@n6pimd8uwu8hqmg
@ngss__8
@ren_____nagase_
@xc_17_
@aaambregrb

Top Replied-To in G1:
@ngss_tweeps
@richbacolor
@fredende
@tdishelton
@neiltyson
@phaneritic
@wandabryant
@rynersara
@sdngss
@steph4science

Top Replied-To in G2:
@ngss_tweeps
@afornshell
@alhambrausd
@dora_amnh
@gilleeryan
@philiplbell
@dtcampbe

Top Replied-To in G4:
@jp_ngss
@aaambregrb
@eugeatn
@ironicment
@raphrooo
@remercieer
@lovopium
@kdioakissi
@angele_doughty
@nerdymassi76

Top Replied-To in G5:
@mysterysci
@terrparschools
@currencougars

Top Replied-To in G6:
@ngss_tweeps
@msbolandsci
@teacher2teacher
@majorseducate
@iteachgrado1
@joboaler
@bmsscienceteach

Top Replied-To in G7:
@mk_ngss

Top Replied-To in G8:
@paulandersen
@eedowd27
@aischennai
@musichem
@wosnews

Top Replied-To in G9:
@sbcss
@pdsjusd
@hhereau
@jvroadrunners

Top Mentioned
Top Mentioned in Entire Graph:
@stemteachtools
@officialngss
@mysterysci
@msbolandsci
@nsta
@teachingchannel
@philiplbell
@tdishelton
@ngss_tweeps
@ngssphenomena

Top Mentioned in G1:
@officialngss
@teachingchannel
@nsta
@tdishelton
@ngss_tweeps
@stemteachtools
@cascience
@dora_amnh
@fredende
@amnh

Top Mentioned in G2:
@stemteachtools
@philiplbell
@ngssphenomena
@tjscience
@ucberkeley
@officialngss
@msbolandsci
@nmnh
@science_4_all
@jmulhernbiology

Top Mentioned in G3:
@newshourextra
@washingtonsausd
@eicsupervisor
@shareitscience
@laddacres

Top Mentioned in G4:
@jp_ngss
@eugeatn
@awfulninja
@ironicment
@aaambregrb
@itmeirl
@raphrooo
@remercieer
@janrheeee

Top Mentioned in G5:
@mysterysci
@brandiepryor
@class_courtney
@iteachsteam
@heartlandaea
@evrgrnaca
@miss_murtiff
@rio_lindo23
@afitzau
@tdishelton

Top Mentioned in G6:
@msbolandsci
@nsta
@majorseducate
@stemteachtools
@calacademy
@reiserbrianj
@kasi_mae
@iteachgrado1
@officialngss
@10presleyjo

Top Mentioned in G7:
@mk_ngss

Top Mentioned in G8:
@eschoolnews
@paulandersen
@aischennai
@cuesanfrancisco
@lflemingedu
@paulanderson
@taralinney
@dgrice
@dianalrendina
@profeedtech

Top Mentioned in G9:
@stemteachtools
@science_4_all
@rcoe
@sbcss
@cuca_supt
@marybwalls
@mrwilliamssteam
@ucriverside
@braatz_brown
@dhenderson_sci

Top Mentioned in G10:
@tenstrands
@itofoundation
@jenniferj4242
@ocdestem
@only1cara
@caeei
@cheplearning
@thecacoast
@edsource
@calrecycle

Top Tweeters
Top Tweeters in Entire Graph:
@roomeezon
@_ngoo
@sheffieldis
@semanticearth
@southwestair
@ehfoundation237
@beingexample
@edgametec
@blackphysicists
@syoong_90

Top Tweeters in G1:
@southwestair
@jchrispires
@nazarethno1fan
@rafranzdavis
@jennbinis
@suntimes
@scaleup_rt
@biotweeps
@fredende
@2footgiraffe

Top Tweeters in G2:
@ehfoundation237
@tekieboard
@fhhknews
@wfsbnews
@mcmviii
@hlthiskrieger
@fnoschese
@krissymom2
@ilana_horn
@teachnorthtexas

Top Tweeters in G3:
@_ngoo
@semanticearth
@usastampsales
@dailyedtechnews
@snowhertz
@iqpc
@toya_mm
@mamasmiles
@animenewnews
@horakanwalt

Top Tweeters in G4:
@animetbh
@imastupidrich
@postbadtrump
@chau_r
@arianekhay
@archillect
@imadleretour
@fxuvement
@pinche_nikki
@onikason_

Top Tweeters in G5:
@bribriggs
@jaygreenlinger
@riosupt
@tracyacramer
@utahtoy2014
@msniehaus
@elena_sf_ca
@bwdiaz
@heartlandaea
@davidleeedtech

Top Tweeters in G6:
@roomeezon
@beingexample
@teacher2teacher
@bflamel
@scout510
@theresagray
@bio_natu
@_open_science_
@kasi_mae
@calacademy

Top Tweeters in G7:
@hyt271717
@juri_tones6
@us___su
@qh9ewv2gem8ld6r
@s9r10__
@rinrrinr
@pchm_f
@towa_y_t
@kirakira08081
@km_4577

Top Tweeters in G8:
@scitechyedu
@lflemingedu
@profeedtech
@mrnavas
@edtech_k12
@stonybrooku
@jillbromen
@eschoolnews
@taralinney
@dianalrendina

Top Tweeters in G9:
@gigabytemag
@lynnet_te
@rc
@inlandempireus
@lewis1jj
@smalchow
@ucriverside
@sbcss
@science_4_all
@sbco_supt_ted

Top Tweeters in G10:
@dianen56
@jazzcattrio
@tunedtotheresa
@clydebestsboots
@thecacoast
@1moregeneration
@calrecycle
@edsource
@feedie3
@styxdvr