KQED, Twitter, 9/28/2019 10:56:46 AM, 211218


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KQED_2019-09-28_03-38-11.xlsx
KQED_2019-09-28_03-38-11.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 28, 2019
Short Description:
KQED via NodeXL http://bit.ly/2moYtZP
@mindshiftkqed
@kqed
@deetwocents
@kqednews
@lizditz
@kqedscience
@michelleking66
@other95
@jaytay777
@nananastia

Top hashtags:
#edchat
#trauma
#music
#art
#reading
#teaching
#socialmedia
#edtech
#criticalthinking
#education

Description:
Description
The graph represents a network of 4,331 Twitter users whose tweets in the requested range contained "KQED", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 28 September 2019 at 10:39 UTC.

The requested start date was Friday, 27 September 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 2-hour, 59-minute period from Sunday, 22 September 2019 at 20:58 UTC to Thursday, 26 September 2019 at 23:58 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 : 4331
Unique Edges : 5649
Edges With Duplicates : 1837
Total Edges : 7486
Number of Edge Types : 3
Tweet : 1215
Mentions : 6015
Replies to : 256
Self-Loops : 1215
Reciprocated Vertex Pair Ratio : 0.025732531930879
Reciprocated Edge Ratio : 0.0501739608130379
Connected Components : 759
Single-Vertex Connected Components : 508
Maximum Vertices in a Connected Component : 2965
Maximum Edges in a Connected Component : 5914
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.734827
Graph Density : 0.000291203168734133
Modularity : 0.643516
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[176] https://www.kqed.org/mindshift/53091/why-schools-should-be-organized-to-prioritize-relationships?fbclid=IwAR2Mfpq0euAnjAB_Q_KlKCVfYVdtfpSD0DVlUnSY8OA_GPnTYGUkgUS5zoo
[108] https://www.kqed.org/mindshift/54470/why-content-knowledge-is-crucial-to-effective-critical-thinking
[107] https://www.kqed.org/mindshift/54486/how-collaboration-unlocks-learning-and-lessens-student-isolation
[53] https://www.kqed.org/science/1947795/these-trees-survived-californias-drought-and-thats-giving-scientists-hope-for-climate-change
[41] https://www.kqed.org/arts/13849625/pandoras-new-corporate-parents-gave-millions-to-trump-gop
[40] https://www.kqed.org/mindshift/54150/teaching-6-year-olds-about-privilege-and-power
[39] https://www.kqed.org/arts/11835183/meet-the-latina-dj-crews-fighting-cultural-erasure-one-45-at-a-time
[37] https://www.kqed.org/mindshift/39941/making-learning-visible-doodling-helps-memories-stick
[36] https://www.kqed.org/mindshift/54378/how-to-create-deeper-student-learning-experiences-through-questions
[36] https://www.kqed.org/mindshift/53091/why-schools-should-be-organized-to-prioritize-relationships

Top URLs in Tweet in G1:
[165] https://www.kqed.org/mindshift/53091/why-schools-should-be-organized-to-prioritize-relationships?fbclid=IwAR2Mfpq0euAnjAB_Q_KlKCVfYVdtfpSD0DVlUnSY8OA_GPnTYGUkgUS5zoo
[45] https://www.kqed.org/mindshift/54470/why-content-knowledge-is-crucial-to-effective-critical-thinking
[26] https://www.kqed.org/mindshift/54486/how-collaboration-unlocks-learning-and-lessens-student-isolation
[15] https://www.kqed.org/mindshift/48592/7-books-that-teach-kids-about-social-justice-and-activism
[13] https://www.kqed.org/mindshift/54378/how-to-create-deeper-student-learning-experiences-through-questions
[12] https://www.kqed.org/mindshift/54150/teaching-6-year-olds-about-privilege-and-power
[10] https://www.kqed.org/mindshift/54477/friendship-ibs-and-transgender-history-three-innovative-ya-graphic-novels
[9] https://www.kqed.org/mindshift/49486/how-school-leaders-can-attend-to-the-emotional-side-of-change
[7] https://www.kqed.org/mindshift/48770/how-making-mistakes-primes-kids-to-learn-better
[7] https://www.kqed.org/mindshift/53880/how-making-music-can-help-students-cope-with-trauma

Top URLs in Tweet in G2:
[31] https://www.kqed.org/mindshift/54486/how-collaboration-unlocks-learning-and-lessens-student-isolation
[20] https://www.kqed.org/arts/13849625/pandoras-new-corporate-parents-gave-millions-to-trump-gop
[20] https://www.kqed.org/mindshift/54470/why-content-knowledge-is-crucial-to-effective-critical-thinking
[20] https://www.kqed.org/news/11775527/more-than-1000-families-have-been-separated-at-the-border-despite-court-order
[18] https://www.kqed.org/mindshift/39941/making-learning-visible-doodling-helps-memories-stick
[18] https://www.kqed.org/mindshift/54477/friendship-ibs-and-transgender-history-three-innovative-ya-graphic-novels
[15] https://www.kqed.org/mindshift/53091/why-schools-should-be-organized-to-prioritize-relationships
[15] https://www.kqed.org/arts/11835183/meet-the-latina-dj-crews-fighting-cultural-erasure-one-45-at-a-time
[14] https://www.kqed.org/mindshift/54461/how-to-bring-authenticity-to-learning-that-happens-in-school
[12] https://www.kqed.org/science/1947795/these-trees-survived-californias-drought-and-thats-giving-scientists-hope-for-climate-change

Top URLs in Tweet in G3:
[19] https://www.kqed.org/mindshift/54486/how-collaboration-unlocks-learning-and-lessens-student-isolation
[16] https://www.kqed.org/forum/2010101873460/george-takei-recalls-japanese-american-internment-in-they-called-us-enemy
[6] https://current.org/2019/09/kqed-renovation-aims-to-create-state-of-the-art-peoples-station/
[6] https://www.kqed.org/mindshift/54144/how-can-schools-help-kids-with-anxiety
[5] https://www.kqed.org/news/11776158/all-national-parks-are-free-again-on-saturday-and-here-are-your-visit-tips
[5] http://kqed.org/forum
[4] https://www.kqed.org/news/11775363/your-tips-the-best-advice-for-bay-area-newcomers
[4] https://www.kqed.org/science/1945656/trade-in-your-gas-stove-to-save-the-planet-berkeley-bans-natural-gas
[4] https://www.kqed.org/news/11776340/kicked-out-of-olympics-in-1968-for-racial-protest-sprinters-smith-and-carlos-now-going-to-hall-of-fame
[3] http://video.kqed.org

Top URLs in Tweet in G4:
[17] https://www.kqed.org/science/1947795/these-trees-survived-californias-drought-and-thats-giving-scientists-hope-for-climate-change
[13] https://www.kqed.org/arts/13867030/finally-a-legal-sideshow
[12] https://www.kqed.org/news/11776154/pge-weighs-more-blackouts-as-fire-danger-continues-across-northern-california
[9] https://www.kqed.org/news/11774993/golden-state-plate-rocky-road-ice-creams-bumpy-history
[9] https://www.kqed.org/science/1947752/former-gov-jerry-brown-announces-new-california-china-institute-to-find-climate-solutions
[8] https://www.kqed.org/news/11775864/two-stories-one-trail-and-the-discovery-of-the-san-francisco-bay
[8] https://www.kqed.org/news/11775762/san-jose-considers-extending-incentives-for-high-rise-developers-downtown
[8] https://www.kqed.org/news/11776362/why-pge-is-shutting-off-power-to-wildfire-prone-areas
[7] https://www.kqed.org/news/11775705/the-voice-behind-ive-got-five-on-it
[6] https://www.kqed.org/news/11776241/nancy-pelosi-announces-formal-impeachment-inquiry-into-president-trump

Top URLs in Tweet in G5:
[3] https://www.kqed.org/arts/13849625/pandoras-new-corporate-parents-gave-millions-to-trump-gop

Top URLs in Tweet in G6:
[1] https://www.kqed.org/science/1945656/trade-in-your-gas-stove-to-save-the-planet-berkeley-bans-natural-gas
[1] https://twitter.com/auweia1/status/1051929633254330368
[1] https://twitter.com/MrAndyScheer/status/596536178297319425
[1] https://twitter.com/richiesf2016/status/1176737409540616193

Top URLs in Tweet in G7:
[26] https://www.kqed.org/mindshift/54248/three-things-overscheduled-kids-need-more-of-in-their-lives?sf109288182=1
[11] https://www.kqed.org/mindshift/47502/empathy-is-tough-to-teach-but-is-one-of-the-most-important-life-lessons
[10] https://www.kqed.org/mindshift/53417/how-your-teacher-librarian-can-be-an-ally-when-teaching-with-inquiry
[2] https://www.kqed.org/mindshift/50620/how-to-ease-students-into-independent-inquiry-projects
[1] https://www.kqed.org/mindshift/47856/four-strategies-that-promote-a-growth-mindset-in-struggling-readers
[1] https://www.kqed.org/mindshift/54238/your-strategies-for-supporting-anxious-kids-at-home-and-at-school
[1] https://www.kqed.org/mindshift/54248/three-things-overscheduled-kids-need-more-of-in-their-lives?sf109587922=1&sf109681850=1
[1] https://www.kqed.org/mindshift/48770/how-making-mistakes-primes-kids-to-learn-better

Top URLs in Tweet in G8:
[1] https://www.kqed.org/futureofyou/434900/white-supremacists-not-happy-when-dna-tests-reveal-non-white-ancestry

Top URLs in Tweet in G9:
[1] http://ww2.kqed.org/mindshift/2013/07/31/why-we-need-to-value-spatial-creativity/
[1] https://www.kqed.org/mindshift/51605/how-to-boost-math-skills-in-the-early-grades
[1] https://www.kqed.org/mindshift/43092/15-picture-books-that-support-childrens-spatial-skills-development

Top URLs in Tweet in G10:
[1] https://www.kqed.org/mindshift/51237/why-teens-should-understand-their-own-brains-and-why-their-teachers-should-too?fbclid=IwAR309kKtRqh_e8o2GEwYU8scFW_6nuX5kx4BPdFt8xwmbQZ-50cUyRV0_hc
[1] https://www.kqed.org/mindshift/52281/secondary-traumatic-stress-for-educators-understanding-and-mitigating-the-effects?fbclid=IwAR2aC0XUMx1zrMvrzUVlggYeWLFkv2iiLw40Rp8-4qliKb9JXC_yZvSiIeg

Top Domains
Top Domains in Tweet in Entire Graph:
[2102] kqed.org
[119] twitter.com
[29] tweetedtimes.com
[19] apple.news
[13] current.org
[12] youtube.com
[7] linkedin.com
[6] nzzl.us
[5] ow.ly
[5] feedburner.com

Top Domains in Tweet in G1:
[421] kqed.org
[42] twitter.com
[5] ow.ly
[1] usa.gov
[1] owl.li

Top Domains in Tweet in G2:
[562] kqed.org
[29] tweetedtimes.com
[19] twitter.com
[8] apple.news
[4] ecointernet.org
[3] linkedin.com
[3] bpuzzle.ca
[2] bing.com
[2] current.org
[1] fandustry.com

Top Domains in Tweet in G3:
[165] kqed.org
[17] twitter.com
[7] youtube.com
[6] current.org
[3] npr.org
[3] tolerance.org
[2] bit.ly
[1] sfchronicle.com
[1] usa.gov
[1] sfrecpark.org

Top Domains in Tweet in G4:
[337] kqed.org
[22] twitter.com
[4] current.org
[2] apple.com
[1] pier24.org
[1] museumofpropaganda.org
[1] army.mil
[1] mercurynews.com
[1] ppic.org
[1] amazonaws.com

Top Domains in Tweet in G5:
[3] kqed.org

Top Domains in Tweet in G6:
[3] twitter.com
[1] kqed.org

Top Domains in Tweet in G7:
[53] kqed.org

Top Domains in Tweet in G8:
[1] kqed.org

Top Domains in Tweet in G9:
[3] kqed.org

Top Domains in Tweet in G10:
[2] kqed.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[166] edchat
[107] trauma
[106] music
[104] art
[87] reading
[47] teaching
[32] socialmedia
[31] edtech
[25] criticalthinking
[25] education



Top Hashtags in Tweet in G1:
[110] edchat
[103] trauma
[102] art
[102] music
[83] reading
[36] teaching
[32] socialmedia
[23] gesture
[20] criticalthinking
[19] cogsci

Top Hashtags in Tweet in G2:
[27] edchat
[6] edtech
[6] elemchat
[6] k12
[6] steam
[5] educhat
[4] edtechchat
[3] sel
[3] students
[3] education

Top Hashtags in Tweet in G3:
[13] countrymusicpbs
[8] sel
[6] firstdayoffall
[6] bivisibilityday
[6] socialemotionallearning
[4] anxiety
[4] california
[4] learning
[3] impeachment
[3] redatthebone

Top Hashtags in Tweet in G4:
[14] thisislatinx
[7] endangeredspeciesact
[6] climatechange
[5] firstdayoffall
[5] tbt
[5] museum
[5] california
[4] archivespotlight
[4] climate
[4] cawx

Top Hashtags in Tweet in G5:
[1] wokeaf

Top Hashtags in Tweet in G6:
[8] mayordebate

Top Hashtags in Tweet in G7:
[10] inquirymindset
[6] caedchat
[6] cuechat
[5] aussieed
[5] edchat
[4] diveintoinquiry
[4] ukedchat
[4] inquiry
[3] tosachat
[2] onted

Top Hashtags in Tweet in G9:
[1] trauma
[1] art
[1] music

Top Words
Top Words in Tweet in Entire Graph:
[4789] Words in Sentiment List#1: Positive
[2100] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[97279] Non-categorized Words
[104168] Total Words
[1357] mindshiftkqed
[957] s
[902] kqed
[542] students
[519] trump

Top Words in Tweet in G1:
[1297] mindshiftkqed
[339] students
[302] change
[301] work
[262] t
[248] studies
[248] high
[199] schools
[190] h
[187] important

Top Words in Tweet in G2:
[111] kqed
[109] learning
[75] news
[71] mindshift
[59] more
[55] student
[50] students
[49] collaboration
[44] s
[44] lessens

Top Words in Tweet in G3:
[480] kqed
[127] kqedforum
[122] s
[102] free
[85] national
[83] pass
[78] today
[77] georgetakei
[74] parks
[70] california

Top Words in Tweet in G4:
[219] s
[186] kqednews
[143] california
[127] trying
[124] bay
[112] kqed
[91] out
[80] area
[75] new
[75] thebaykqed

Top Words in Tweet in G5:
[380] trump
[379] s
[378] sirius
[377] owned
[377] supporter
[377] liberty
[377] founder
[377] john
[377] malone
[377] longtime

Top Words in Tweet in G6:
[32] kqed
[28] abc7newsbayarea
[27] embarcaderosafe
[22] sfchronicle
[21] matthaneysf
[15] hknightsf
[15] nbcbayarea
[14] s
[14] kateabc7
[14] cvspharmacy

Top Words in Tweet in G7:
[32] pope
[29] kid
[29] needs
[29] pdf
[29] playtime
[29] downtime
[29] family
[29] time
[29] denise
[26] day

Top Words in Tweet in G8:
[2] jeffharperart
[2] tbiadvice
[2] dexcmacb1
[2] justafan18
[2] lilytigerrules
[2] pwm62
[2] yeahunoeme
[2] lunaticopresid1
[2] usa_cheapseats

Top Words in Tweet in G9:
[37] eriksonmath
[27] spatial
[23] books
[23] children
[23] going
[22] link
[22] jumps
[22] give
[22] chance
[22] explore

Top Words in Tweet in G10:
[28] gottmaninst
[22] learning
[22] brains
[22] work
[22] empowering
[22] offers
[22] clues
[22] feeling
[22] certain
[22] ways

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[379] sirius,owned
[379] owned,trump
[379] trump,supporter
[379] supporter,liberty
[379] liberty,founder
[379] founder,john
[379] john,malone
[379] malone,longtime
[379] longtime,media
[379] media,mogul

Top Word Pairs in Tweet in G1:
[172] mindshiftkqed,important
[170] schools,organized
[170] organized,prioritize
[170] prioritize,relationships
[166] relationships,mindshiftkqed
[165] mindshiftkqed,h
[165] h,t
[165] t,elisabostwick
[164] gcouros,schools
[148] important,change

Top Word Pairs in Tweet in G2:
[71] kqed,news
[66] mindshift,kqed
[43] collaboration,unlocks
[43] unlocks,learning
[43] learning,lessens
[42] lessens,student
[42] student,isolation
[29] news,see
[29] see,more
[29] graphic,novels

Top Word Pairs in Tweet in G3:
[76] kqed,pass
[73] national,parks
[53] free,enter
[53] muir,woods
[52] pass,weekend
[52] weekend,national
[52] parks,free
[52] enter,including
[52] including,popular
[52] popular,california

Top Word Pairs in Tweet in G4:
[78] bay,area
[47] san,francisco
[42] trying,stay
[42] stay,oakland
[42] oakland,trying
[42] trying,move
[42] move,bay
[42] area,trying
[42] trying,figure
[42] figure,out

Top Word Pairs in Tweet in G5:
[377] sirius,owned
[377] owned,trump
[377] trump,supporter
[377] supporter,liberty
[377] liberty,founder
[377] founder,john
[377] john,malone
[377] malone,longtime
[377] longtime,media
[377] media,mogul

Top Word Pairs in Tweet in G6:
[15] abc7newsbayarea,kqed
[14] kateabc7,cvspharmacy
[14] cvspharmacy,matthaneysf
[14] matthaneysf,fda_drug_info
[14] fda_drug_info,abc7newsbayarea
[14] kqed,sfbos
[14] sfbos,sfchronicle
[13] embarcaderosafe,kateabc7
[8] s,#mayordebate
[8] #mayordebate,media

Top Word Pairs in Tweet in G7:
[29] kid,needs
[29] needs,pdf
[29] pdf,playtime
[29] playtime,downtime
[29] downtime,family
[29] family,time
[29] denise,pope
[26] time,day
[25] day,stanforded's
[25] stanforded's,denise

Top Word Pairs in Tweet in G8:
[2] jeffharperart,tbiadvice
[2] tbiadvice,dexcmacb1
[2] dexcmacb1,justafan18
[2] justafan18,lilytigerrules
[2] lilytigerrules,pwm62
[2] pwm62,yeahunoeme
[2] yeahunoeme,lunaticopresid1
[2] lunaticopresid1,usa_cheapseats

Top Word Pairs in Tweet in G9:
[22] link,jumps
[22] jumps,books
[22] books,give
[22] give,children
[22] children,chance
[22] chance,explore
[22] explore,spatial
[22] spatial,reasoning
[22] reasoning,over
[22] over,under

Top Word Pairs in Tweet in G10:
[22] learning,brains
[22] brains,work
[22] work,empowering
[22] empowering,offers
[22] offers,clues
[22] clues,feeling
[22] feeling,certain
[22] certain,ways
[21] gottmaninst,learning
[8] teachers,counselors

Top Replied-To
Top Replied-To in Entire Graph:
@kqed
@dqn_chan__
@larrymaddox20
@sandranh5
@embarcaderosafe
@mindshiftkqed
@loki_is_pad
@bettersoma
@kqed_e_

Top Replied-To in G1:
@mindshiftkqed
@scottgeisler12
@aniowateacher
@mrpottercb
@pemberly

Top Replied-To in G3:
@kqed
@larrymaddox20
@sandranh5
@kqedforum
@geoffrbennett
@frankr0d
@scotia626
@mindshiftkqed
@saulkqed
@yamiche

Top Replied-To in G4:
@kqed
@jbrooksfoy
@mkimreporter
@wambamash
@elliotfranks
@citizenkrans
@teacupinthebay
@bb_h8r_69
@sfjkdineen
@mlagos

Top Replied-To in G6:
@embarcaderosafe
@bettersoma
@sfanon2
@spacult
@bebesee3
@doyle1020
@rtbayarea
@tarek53180
@mtnviewcityhall

Top Replied-To in G8:
@jeffharperart

Top Mentioned
Top Mentioned in Entire Graph:
@mindshiftkqed
@kqed
@deetwocents
@kqednews
@elisabostwick
@gcouros
@kqedforum
@hech
@georgetakei
@thebaykqed

Top Mentioned in G1:
@mindshiftkqed
@elisabostwick
@gcouros
@hech
@envisionschools
@jordosh
@teacher2teacher
@jane_n_mueller
@rdene915
@dtwillingham

Top Mentioned in G2:
@giftedpage
@leonarderrod
@jmbergie
@clevelandheston
@sunfloweraction

Top Mentioned in G3:
@kqed
@kqedforum
@georgetakei
@recparksf
@npr
@joboaler
@changepolls
@politics_polls
@clarajeffery
@mindshiftkqed

Top Mentioned in G4:
@kqednews
@kqed
@thebaykqed
@kqedscience
@kqedarts
@lesommer
@notoriousecg
@mlagos
@chloeveltman
@ogpenn

Top Mentioned in G5:
@deetwocents
@kqednews
@kqed
@mzdivah67

Top Mentioned in G6:
@kqed
@abc7newsbayarea
@sfchronicle
@embarcaderosafe
@matthaneysf
@hknightsf
@nbcbayarea
@kateabc7
@cvspharmacy
@fda_drug_info

Top Mentioned in G7:
@stanforded
@trev_mackenzie
@stanford
@mindshiftkqed
@mikemckay_ca
@rootsofaction
@chalsuccess

Top Mentioned in G8:
@tbiadvice
@dexcmacb1
@justafan18
@lilytigerrules
@pwm62
@yeahunoeme
@lunaticopresid1
@usa_cheapseats
@supermom1242
@jeffharperart

Top Mentioned in G9:
@eriksonmath
@mindshiftkqed

Top Mentioned in G10:
@gottmaninst

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@oldlady12345
@kat4obama
@dancas2
@ecointernetdrgb
@talkintou
@n7irl
@backstorymom1
@legallybae
@sherrilee7

Top Tweeters in G1:
@phendricks71
@procm2
@vievararosel
@librariesval
@no2hitting
@aldo_zaffalon
@zellieimani
@syawal
@nuria2407
@shafiekah0511

Top Tweeters in G2:
@cas_2050001283
@ecointernetdrgb
@backstorymom1
@hautahbuhgee
@sciseekfeed
@mms5048
@tobesafensound
@mrkalman
@mediabot
@melissasweetdr

Top Tweeters in G3:
@oldlady12345
@kat4obama
@talkintou
@metaquest
@kimvie
@arcticfox_am_i
@nytimes
@washingtonpost
@calliopeco
@politico

Top Tweeters in G4:
@dancas2
@homegypsy
@mastaofmp3s
@iveyjanette_207
@yayayarndiva
@lizditz
@tigerbeat
@neilyoungsaveus
@anthropocenuke0
@appsame

Top Tweeters in G5:
@n7irl
@sherrilee7
@1loriking
@lovetogive2
@jhamby
@stetayen
@reignofapril
@carlyinnj
@syr829
@miss_placed_

Top Tweeters in G6:
@abc7newsbayarea
@nbcbayarea
@ktvu
@kron4news
@kpixtv
@sfchronicle
@solarfred
@cvspharmacy
@sfexaminer
@kcbsradio

Top Tweeters in G7:
@meisshaily
@msferreira_eng
@spkmind3
@trev_mackenzie
@ysrabasi
@leslieconn
@stanford
@cadenza17
@arsaso69
@rootsofaction

Top Tweeters in G8:
@pwm62
@indyria57maria
@debiowens
@justafan18
@mpoppeileen
@42gnome
@mygrannythegeek
@blainebershad
@stephaniebraith
@lorbe

Top Tweeters in G9:
@kidsbookbot
@meairy
@mfahumadam
@ciarnac
@hartmannd12
@eriksonmath
@jcarlsenjulie
@lindadevos5
@mdoconnell16
@tamschaefer

Top Tweeters in G10:
@dlhampton
@scottolling
@debbie_fearon
@melissanorthway
@gottmaninst
@rawanalganas
@onlyonenashay
@jesparent
@katiehatz
@robinleemck