KQED, Twitter, 3/13/2020 10:05:08 PM, 222894


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KQED_2020-03-13_07-53-52.xlsx
KQED_2020-03-13_07-53-52.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 13, 2020
Short Description:
KQED via NodeXL http://bit.ly/2W9W6cv
@mindshiftkqed
@kqed
@kqedarts
@npr
@kqednews
@notacquiescing
@ogpenn
@kqededspace
@chrisquinn64
@al_cidi

Top hashtags:
#coronavirus
#covid19
#math
#empathy
#sanditon
#savesanditon
#sanditonpbs
#edchat
#educators
#nonfiction

Description:
Description
The graph represents a network of 4,303 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 Friday, 13 March 2020 at 14:55 UTC.

The requested start date was Friday, 13 March 2020 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, 8-hour, 50-minute period from Sunday, 08 March 2020 at 06:26 UTC to Thursday, 12 March 2020 at 15:17 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 : 4303
Unique Edges : 5588
Edges With Duplicates : 1753
Total Edges : 7341
Number of Edge Types : 4
Tweet : 961
MentionsInRetweet : 4783
Mentions : 1406
Replies to : 191
Self-Loops : 961
Reciprocated Vertex Pair Ratio : 0.0267459138187221
Reciprocated Edge Ratio : 0.0520984081041968
Connected Components : 584
Single-Vertex Connected Components : 410
Maximum Vertices in a Connected Component : 2935
Maximum Edges in a Connected Component : 5841
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.719171
Graph Density : 0.000298625082151609
Modularity : 0.674156
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 4,303 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 Friday, 13 March 2020 at 14:55 UTC.

The requested start date was Friday, 13 March 2020 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, 8-hour, 50-minute period from Sunday, 08 March 2020 at 06:26 UTC to Thursday, 12 March 2020 at 15:17 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 : KQED
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:
[240] https://www.kqed.org/mindshift/54983/10-nonfiction-childrens-books-that-humanize-mathematics
[70] https://www.kqed.org/mindshift/54986/how-black-girls-benefit-when-math-has-social-interaction-and-ways-to-learn-together
[61] https://www.kqed.org/mindshift/50874/what-happens-to-student-behavior-when-schools-prioritize-art
[42] https://www.kqed.org/mindshift/50960/how-being-part-of-a-house-within-a-school-helps-students-gain-a-sense-of-belonging
[39] https://www.kqed.org/science/1957877/live-updates-coronavirus-in-the-san-francisco-bay-area
[34] https://www.kqed.org/mindshift/54983/10-nonfiction-childrens-books-that-humanize-mathematics?fbclid=IwAR2B_BlQSXejILg3cOEJ-AlnGsav1Jhg3vNPsZUuiYKUPSuq2zbwEx7uv2U
[33] https://www.kqed.org/mindshift/55052/six-thinking-scaffolds-that-can-move-students-toward-deeper-levels-of-understanding
[26] https://www.kqed.org/arts/13876314/coronavirus-cancelations-threaten-livelihoods-of-independent-artists
[23] https://www.kqed.org/mindshift/55487/to-prepare-for-coronavirus-simple-measures-are-often-most-effective
[22] https://www.kqed.org/mindshift/55444/what-students-gain-by-teaching-their-peers-how-to-meditate

Top URLs in Tweet in G1:
[12] https://www.kqed.org/mindshift/50874/what-happens-to-student-behavior-when-schools-prioritize-art
[10] https://www.kqed.org/mindshift/54983/10-nonfiction-childrens-books-that-humanize-mathematics
[7] https://www.kqed.org/mindshift/54986/how-black-girls-benefit-when-math-has-social-interaction-and-ways-to-learn-together
[6] https://www.kqed.org/mindshift/52987/if-youre-often-angry-or-irritable-you-may-be-depressed
[4] https://www.kqed.org/mindshift/55487/to-prepare-for-coronavirus-simple-measures-are-often-most-effective
[4] https://www.kqed.org/mindshift/48259/how-making-kindness-a-priority-benefits-students
[4] https://ww2.kqed.org/mindshift/2020/03/10/to-prepare-for-coronavirus-simple-measures-are-often-most-effective/
[3] https://www.kqed.org/mindshift/55052/six-thinking-scaffolds-that-can-move-students-toward-deeper-levels-of-understanding
[3] https://www.kqed.org/mindshift/51580/four-inquiry-qualities-at-the-heart-of-student-centered-teaching
[3] https://ww2.kqed.org/mindshift/2020/03/10/to-prepare-for-coronavirus-simple-measures-are-often-most-effective/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G2:
[32] https://www.kqed.org/science/1957877/live-updates-coronavirus-in-the-san-francisco-bay-area
[17] https://www.kqed.org/arts/13876314/coronavirus-cancelations-threaten-livelihoods-of-independent-artists
[14] https://www.kqed.org/news/11805625/coronavirus-in-the-bay-area-your-questions-answered
[14] https://www.kqed.org/arts/13876282/coachella-postponed-coronavirus-stagecoach-october-flights
[12] https://www.kqed.org/news/11805444/9-tips-for-raising-more-empathetic-kids
[9] https://www.kqed.org/arts/13876214/remembering-actor-max-von-sydow-from-bergman-to-game-of-thrones
[6] https://www.kqed.org/news/11805826/wells-fargo-officials-resign-days-before-they-were-set-to-testify-before-congress
[6] https://www.kqed.org/science/1958262/whats-it-like-to-be-in-quarantine-with-the-coronavirus-meet-carl-34-days-counting
[6] https://www.kqed.org/science/1958635/coronavirus-californias-best-response-may-be-to-flatten-the-curve-heres-what-that-means
[6] https://www.kqed.org/news/11806229/coronavirus-takes-heavy-toll-on-sf-businesses-dependent-on-office-workers

Top URLs in Tweet in G3:
[54] https://www.kqed.org/mindshift/54983/10-nonfiction-childrens-books-that-humanize-mathematics
[29] https://www.kqed.org/mindshift/50874/what-happens-to-student-behavior-when-schools-prioritize-art
[22] https://www.kqed.org/mindshift/55052/six-thinking-scaffolds-that-can-move-students-toward-deeper-levels-of-understanding
[13] https://www.kqed.org/mindshift/54986/how-black-girls-benefit-when-math-has-social-interaction-and-ways-to-learn-together
[12] https://www.kqed.org/mindshift/51580/four-inquiry-qualities-at-the-heart-of-student-centered-teaching
[12] https://www.kqed.org/mindshift/55487/to-prepare-for-coronavirus-simple-measures-are-often-most-effective
[11] https://www.kqed.org/mindshift/48578/how-ending-behavior-rewards-helped-one-school-focus-on-student-motivation-and-character
[10] https://www.kqed.org/mindshift/54983/10-nonfiction-childrens-books-that-humanize-mathematics?utm_source=facebook.com&utm_term=nprnews&utm_medium=social&utm_campaign=npr
[9] https://ww2.kqed.org/mindshift/2020/03/09/how-black-girls-benefit-when-math-has-social-interaction-and-ways-to-learn-together/?utm_source=dlvr.it&utm_medium=twitter
[8] https://ww2.kqed.org/mindshift/2020/03/10/to-prepare-for-coronavirus-simple-measures-are-often-most-effective/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G4:
[1] https://www.kqed.org/science/1933246/want-a-whole-new-body-ask-this-flatworm-how

Top URLs in Tweet in G5:
[2] https://www.kqed.org/mindshift/55444/what-students-gain-by-teaching-their-peers-how-to-meditate
[1] https://www.kqed.org/mindshift/43049/20-tips-to-help-de-escalate-interactions-with-anxious-or-defiant-students
[1] https://www.kqed.org/mindshift/55444/what-students-gain-by-teaching-their-peers-how-to-meditate?utm_source=twitter.com&utm_medium=social&utm_term=nprnews&utm_campaign=npr
[1] https://trib.al/CdTkoYu?utm_campaign=npr&utm_term=nprnews&utm_source=twitter.com&utm_medium=social
[1] https://trib.al/rUs2Djr
[1] https://www.kqed.org/mindshift/55444/what-students-gain-by-teaching-their-peers-how-to-meditate?utm_medium=social&utm_campaign=npr&utm_source=twitter.com&utm_term=nprnews
[1] https://www.kqed.org/mindshift/54983/10-nonfiction-childrens-books-that-humanize-mathematics?utm_campaign=npr&utm_term=nprnews&utm_medium=social&utm_source=twitter.com
[1] https://www.kqed.org/mindshift/53404/why-normalizing-struggle-can-create-a-better-math-experience-for-kids
[1] https://www.kqed.org/mindshift/55487/to-prepare-for-coronavirus-simple-measures-are-often-most-effective
[1] https://ww2.kqed.org/science/2020/03/10/new-test-strips-detect-harmful-toxin-in-some-common-california-mushrooms/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G6:
[4] https://www.kqed.org/arts/13876160/canceled-by-coronavirus-a-list-of-bay-area-concerts-cultural-events-museums-more
[4] https://www.kqed.org/arts/13876314/coronavirus-cancelations-threaten-livelihoods-of-independent-artists
[4] https://www.kqed.org/arts/13876403/talk-to-us-how-is-your-creative-community-dealing-with-coronavirus
[4] https://www.kqed.org/arts/13876247/light-field-film-festival-returns-to-push-the-limits-of-celluloid
[3] https://www.kqed.org/arts/13876282/coachella-postponed-coronavirus-stagecoach-october-flights
[3] https://www.kqed.org/arts/13876171/what-students-are-saying-about-mcclymonds-closure
[2] https://www.kqed.org/arts/13876228/now-playing-light-field-trips-out-on-celluloid-at-the-lab
[2] https://twitter.com/KQED/status/1237534676102725633
[2] https://ww2.kqed.org/arts/2017/02/16/a-prayformance-confronting-islamophobia-stakes-claim-for-common-ground/
[1] https://www.kqed.org/arts/13876031/when-xenophobia-spreads-like-a-virus

Top URLs in Tweet in G7:
[2] https://twitter.com/spartangirl1974/status/1237122229349027840
[1] https://www.change.org/p/itv-give-us-sanditon-series-2
[1] https://twitter.com/FanScreening/status/1236503252126089217
[1] https://twitter.com/jenloves2garden/status/1237922466837581824
[1] https://twitter.com/mollands80/status/1237784636656320514
[1] https://twitter.com/FanScreening/status/1236563688745766913
[1] https://twitter.com/NunyaB127/status/1236422059254743044
[1] https://twitter.com/outlanderfan_nl/status/1237469898735071235
[1] https://twitter.com/Dolphin_Project/status/1237549689534201856
[1] https://twitter.com/fanscreening/status/1236623970566377477

Top URLs in Tweet in G8:
[13] https://www.kqed.org/mindshift/55333/three-steps-for-strengthening-communication-and-resilience-in-science-class
[5] https://kqed.zoom.us/webinar/register/WN_0sQq_VciT5qCmriF0G-ZSw
[4] https://kqed.zoom.us/webinar/register/WN_hZeX27YdS6qOH2a8-9oeTQ
[4] https://www.kqed.org/mindshift/54983/10-nonfiction-childrens-books-that-humanize-mathematics
[3] https://www.kqed.org/education/533188/misinformation-data-literacy-and-the-novel-coronavirus
[3] https://www.kqed.org/mindshift/48578/how-ending-behavior-rewards-helped-one-school-focus-on-student-motivation-and-character
[2] https://learn.kqed.org/challenges/election2020/submissions?state[Wisconsin]=1&page=1&search=
[2] https://kqed.zoom.us/j/755725155
[1] https://youtu.be/CfoGLH7kQLs
[1] https://twitter.com/PBSWisconsinEdu/status/1235958317089882112

Top URLs in Tweet in G9:
[10] https://www.kqed.org/arts/13875504/lydia-diamond
[7] https://www.kqed.org/arts/13876171/what-students-are-saying-about-mcclymonds-closure
[5] https://www.kqed.org/news/11736095/the-chief-the-remarkable-sometimes-shocking-career-of-fresnos-top-cop
[3] https://ww2.kqed.org/news/2020/03/11/gig-workers-face-tough-decisions-about-money-and-health/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.kqed.org/arts/13875177/dorothy-lazard-rightnowish
[2] http://www.kqed.org/
[1] https://twitter.com/KQED/status/1237534676102725633
[1] https://twitter.com/kitchensisters/status/1230956155792310272
[1] https://ww2.kqed.org/news/2020/03/09/quarantined-cruise-ship-to-dock-in-oakland/?utm_source=dlvr.it&utm_medium=twitter
[1] https://ww2.kqed.org/news/2020/03/09/california-mayors-call-for-more-testing-to-slow-the-spread-of-coronavirus/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G10:
[31] https://www.kqed.org/mindshift/54983/10-nonfiction-childrens-books-that-humanize-mathematics?fbclid=IwAR2B_BlQSXejILg3cOEJ-AlnGsav1Jhg3vNPsZUuiYKUPSuq2zbwEx7uv2U
[8] https://www.kqed.org/mindshift/54986/how-black-girls-benefit-when-math-has-social-interaction-and-ways-to-learn-together
[5] https://www.kqed.org/mindshift/54983/10-nonfiction-childrens-books-that-humanize-mathematics
[3] http://ww2.kqed.org/mindshift/2016/04/19/how-productive-failure-for-students-can-help-lessons-stick/
[2] http://ww2.kqed.org/mindshift/2013/07/31/why-we-need-to-value-spatial-creativity/
[1] https://ww2.kqed.org/mindshift/2017/01/20/five-compelling-reasons-to-teach-spatial-reasoning-to-young-children/
[1] https://www.kqed.org/mindshift/55333/three-steps-for-strengthening-communication-and-resilience-in-science-class
[1] https://twitter.com/KaraNewhouse/status/1235653520268963840?s=20
[1] https://www.kqed.org/mindshift/53404/why-normalizing-struggle-can-create-a-better-math-experience-for-kids?fbclid=IwAR34tWXqHOY6NvAhI7gTxqdqa6D3kxLe_tMBX5TRVcp_d_JNr8ql5qOWtXc
[1] https://www.kqed.org/mindshift/54452/why-deeply-diving-into-content-could-be-the-key-to-reading-comprehension

Top Domains
Top Domains in Tweet in Entire Graph:
[1632] kqed.org
[107] twitter.com
[11] youtube.com
[11] zoom.us
[6] applytojob.com
[6] npr.org
[5] linkedin.com
[5] ow.ly
[3] pbslearningmedia.org
[3] trib.al

Top Domains in Tweet in G1:
[109] kqed.org
[5] ow.ly
[3] applytojob.com

Top Domains in Tweet in G2:
[379] kqed.org
[33] twitter.com
[6] npr.org
[2] bit.ly
[2] youtube.com
[2] nature.com
[1] trib.al
[1] vox.com
[1] lexiconbranding.com
[1] spotify.com

Top Domains in Tweet in G3:
[446] kqed.org
[38] twitter.com
[4] linkedin.com
[3] pbslearningmedia.org
[2] mindshiftkqed.org
[2] applytojob.com
[1] tweetedtimes.com
[1] spotify.com
[1] genphys.com
[1] bpuzzle.ca

Top Domains in Tweet in G4:
[1] kqed.org

Top Domains in Tweet in G5:
[10] kqed.org
[2] trib.al

Top Domains in Tweet in G6:
[55] kqed.org
[5] twitter.com
[1] lightfieldfilm.org

Top Domains in Tweet in G7:
[14] twitter.com
[1] change.org

Top Domains in Tweet in G8:
[34] kqed.org
[11] zoom.us
[5] twitter.com
[1] youtu.be

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[562] coronavirus
[198] covid19
[85] math
[79] empathy
[78] sanditon
[72] savesanditon
[69] sanditonpbs
[63] edchat
[57] educators
[56] nonfiction



Top Hashtags in Tweet in G1:
[67] empathy
[67] math
[53] nonfiction
[49] coronavirus
[48] schools
[48] educators
[39] edchat
[32] infants
[32] toddlers
[28] prek

Top Hashtags in Tweet in G2:
[314] coronavirus
[132] covid19
[37] oakland
[30] grandprincess
[30] coachella
[23] hamilton
[17] coronavirusoutbreak
[9] empathy
[9] unselfie
[8] tech

Top Hashtags in Tweet in G3:
[15] edchat
[12] education
[10] coronavirus
[6] teaching
[5] covid19
[5] math
[4] teachers
[4] edtech
[4] classroom
[4] internationalwomensmonth

Top Hashtags in Tweet in G5:
[3] meditation
[1] deescalation
[1] tips
[1] school
[1] teachers
[1] npr
[1] primaryelection
[1] covid19

Top Hashtags in Tweet in G6:
[50] coronavirus
[10] womensday
[10] covid19
[9] rebelgirls
[6] coachella
[3] chicano
[3] latino
[3] hamilton
[2] coronavirusoutbreak
[2] prayformance

Top Hashtags in Tweet in G7:
[78] sanditon
[72] savesanditon
[69] sanditonpbs
[14] sanditonsisterhood
[2] cliffhanger
[2] dolphinproject
[1] sanfrancisco
[1] tonedeaf
[1] sanditonsisrerhood
[1] richardobarry

Top Hashtags in Tweet in G8:
[48] coronavirus
[38] misinformation
[31] covid19
[14] pbslearningmedia
[14] k12
[14] schoolclosure
[11] letstalkaboutelection2020
[10] onlinelearning
[7] coronavirusedu
[7] primary2020

Top Hashtags in Tweet in G9:
[9] rightnowish
[8] oakland
[5] coronavirus
[3] covid19

Top Hashtags in Tweet in G10:
[4] mathchat
[4] math
[4] mtbos
[3] growthmindset
[3] mathematics
[3] iteachmath
[2] herworth
[1] earlyyears
[1] earlyed
[1] kinderchat

Top Words
Top Words in Tweet in Entire Graph:
[3020] Words in Sentiment List#1: Positive
[2228] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[101317] Non-categorized Words
[106565] Total Words
[942] mindshiftkqed
[803] kqed
[604] students
[562] #coronavirus
[475] four

Top Words in Tweet in G1:
[853] mindshiftkqed
[260] students
[160] having
[155] build
[151] kids
[122] research
[122] thinking
[121] schools
[118] scaffolds
[115] found

Top Words in Tweet in G2:
[502] kqed
[314] #coronavirus
[175] bay
[162] san
[160] kqednews
[157] area
[144] people
[137] francisco
[132] #covid19
[128] coronavirus

Top Words in Tweet in G3:
[67] coronavirus
[66] kqed
[66] students
[49] books
[47] math
[46] children
[43] humanize
[42] schools
[42] 10
[42] nonfiction

Top Words in Tweet in G4:
[462] four
[232] figure
[231] incredible
[231] flatworm
[231] sliced
[231] pieces
[231] grows
[231] complete
[231] flatworms
[231] scientists

Top Words in Tweet in G5:
[218] npr
[117] help
[117] kids
[116] reading
[115] books
[115] math
[114] people
[114] made
[114] difference
[114] using

Top Words in Tweet in G6:
[182] kqedarts
[109] today
[105] year
[104] first
[102] 18
[101] found
[101] old
[100] jury
[100] defendant
[100] john

Top Words in Tweet in G7:
[78] #sanditon
[72] #savesanditon
[69] #sanditonpbs
[59] masterpiecepbs
[56] kqed
[55] wgbh
[42] pbs
[40] primevideo
[31] please
[28] amazonstudios

Top Words in Tweet in G8:
[69] kqededspace
[48] #coronavirus
[43] students
[38] #misinformation
[33] looking
[31] teachers
[31] ways
[31] #covid19
[30] counter
[30] confusion

Top Words in Tweet in G9:
[73] oakland
[67] ogpenn
[58] mcclymonds
[54] school
[54] lot
[54] found
[53] toxic
[53] chemical
[53] tce
[53] high

Top Words in Tweet in G10:
[58] math
[44] books
[37] mathematics
[35] children
[35] students
[32] diverse
[31] humanize
[31] relatable
[31] role
[31] models

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[264] books,humanize
[236] humanize,mathematics
[232] trying,figure
[231] incredible,flatworm
[231] flatworm,sliced
[231] sliced,four
[231] four,pieces
[231] pieces,grows
[231] grows,four
[231] four,complete

Top Word Pairs in Tweet in G1:
[119] mindshiftkqed,research
[118] thinking,scaffolds
[113] research,team
[113] team,found
[113] found,thinking
[113] scaffolds,prompts
[113] prompts,support
[113] support,instructors
[113] instructors,used
[113] used,guide

Top Word Pairs in Tweet in G2:
[157] bay,area
[137] san,francisco
[48] cruise,ship
[42] due,#coronavirus
[42] chan,zuckerberg
[42] music,industry
[41] year,old
[40] #coronavirus,#covid19
[38] #coronavirus,bay
[33] 000,people

Top Word Pairs in Tweet in G3:
[42] 10,nonfiction
[42] books,humanize
[41] nonfiction,children
[40] children,books
[40] humanize,mathematics
[24] black,girls
[23] social,interaction
[21] girls,benefit
[21] benefit,math
[21] math,social

Top Word Pairs in Tweet in G4:
[231] incredible,flatworm
[231] flatworm,sliced
[231] sliced,four
[231] four,pieces
[231] pieces,grows
[231] grows,four
[231] four,complete
[231] complete,flatworms
[231] flatworms,scientists
[231] scientists,trying

Top Word Pairs in Tweet in G5:
[115] help,kids
[114] reading,books
[114] books,people
[114] people,made
[114] made,difference
[114] difference,using
[114] using,math
[114] math,help
[114] kids,feel
[114] feel,relationship

Top Word Pairs in Tweet in G6:
[101] year,old
[100] today,jury
[100] jury,found
[100] found,defendant
[100] defendant,john
[100] john,lee
[100] lee,cowell
[100] cowell,guilty
[100] guilty,first
[100] first,degree

Top Word Pairs in Tweet in G7:
[32] #savesanditon,#sanditonpbs
[28] please,#savesanditon
[23] masterpiecepbs,wgbh
[21] #sanditonpbs,#sanditon
[18] #sanditon,#sanditonpbs
[18] #savesanditon,masterpiecepbs
[17] dear,kqed
[17] primevideo,primevideouk
[16] primevideouk,amazonstudios
[15] jane,austen's

Top Word Pairs in Tweet in G8:
[30] teachers,looking
[30] looking,ways
[30] ways,counter
[30] counter,#misinformation
[30] #misinformation,confusion
[30] confusion,#covid19
[30] #covid19,#coronavirus
[30] #coronavirus,check
[29] kqededspace,teachers
[29] check,lesso

Top Word Pairs in Tweet in G9:
[53] toxic,chemical
[53] chemical,tce
[53] tce,found
[53] found,mcclymonds
[53] mcclymonds,high
[53] high,school
[53] school,west
[53] west,oakland
[53] oakland,few
[53] few,weeks

Top Word Pairs in Tweet in G10:
[31] books,children
[31] children,humanize
[31] humanize,mathematics
[31] mathematics,diverse
[31] diverse,relatable
[31] relatable,role
[31] role,models
[30] nctm,books
[29] uncommon,students
[29] students,graduate

Top Replied-To
Top Replied-To in Entire Graph:
@kqed
@mrnunesteach
@jenloves2garden
@gillibits
@kqedforum
@nina_spar
@ginab
@lauraklivans
@battistelani
@elmagazine

Top Replied-To in G1:
@mindshiftkqed

Top Replied-To in G2:
@kqed
@gillibits
@kqedforum
@ginab
@lauraklivans
@kqednews
@ollie_cycles
@nananastia
@alidreith
@markdpace

Top Replied-To in G5:
@nprpolitics
@kqed

Top Replied-To in G7:
@jenloves2garden
@battistelani
@lorieelle89
@booksmoviestvs1
@ecd_the
@dolphin_project
@novapbs
@mari_mari_mf
@abbass_l

Top Replied-To in G8:
@mrnunesteach
@kqededspace
@mariahakbender
@creativeedtech
@karaeclayton
@xironxagex
@kqed

Top Replied-To in G9:
@nina_spar
@lauratsutsui
@sambloch1
@jcatjcatjcat

Top Replied-To in G10:
@utdclisa
@profnicolej

Top Mentioned
Top Mentioned in Entire Graph:
@mindshiftkqed
@kqed
@npr
@stevestuwill
@kqedarts
@kqednews
@foe_us
@ogpenn
@kqededspace
@nananastia

Top Mentioned in G1:
@mindshiftkqed
@seidlitz_ed
@dfkris
@mathforlove
@karanewhouse
@jessica_minahan
@kirstenwlarson
@lauriew
@kschwart
@kqed

Top Mentioned in G2:
@kqed
@kqednews
@kqedscience
@kqedforum
@nananastia
@kqedarts
@solomonout
@scottshafer
@thebaykqed
@mlagos

Top Mentioned in G3:

Top Mentioned in G4:
@stevestuwill

Top Mentioned in G5:
@npr
@mindshiftkqed
@kqedscience
@caseygrants
@kqed
@malakagharib

Top Mentioned in G6:
@kqedarts
@kqed
@lightfieldfilm
@nananastia
@lefebvre_sam
@thelabsf
@kqednews
@npr
@sesamestreet
@broadwaysf

Top Mentioned in G7:
@masterpiecepbs
@wgbh
@kqed
@pbs
@primevideo
@amazonstudios
@louisew614
@redplanettv
@netflix
@primevideouk

Top Mentioned in G8:
@kqededspace
@mindshiftkqed
@techcoachjuarez
@cultofpedagogy
@kqed
@claudiozavalajr
@nodnarbtuhcs
@eduprotocols
@jcorippo
@kat_goyette

Top Mentioned in G9:
@ogpenn
@kqed
@oakland
@calreporttweets
@mrfr3nch
@danpfeiffer
@larabazelon
@amysmostafa
@jumokehinton3
@cityartssf

Top Mentioned in G10:
@nctm
@udmichy
@eriksonmath
@profnicolej
@mindshiftkqed
@drlovelace
@srebeducation
@mashupmath
@isaachieves
@mikekaechele

Top Tweeters
Top Tweeters in Entire Graph:
@adrianat9735
@dancas2
@bkindngood
@n7irl
@watermelondriia
@startupnws
@thehill
@netminnow
@ruisaldanha
@sallyrmelb

Top Tweeters in G1:
@netminnow
@sallyrmelb
@al_maldives
@ishagshafeeg
@illathhassan
@ahmedmanik3
@argyllseaglass
@syawal
@yennygomes1984
@mamabook

Top Tweeters in G2:
@dancas2
@ruisaldanha
@mastaofmp3s
@sophialamar1
@iveyjanette_207
@cwharlow
@yayayarndiva
@tiniskwerl
@missabsinthe
@ambeautifulshow

Top Tweeters in G3:
@startupnws
@sciseekfeed
@rwneilljr
@genphys
@angsuman
@matthewkeyslive
@henryleerhenry
@diysufficiency
@durff
@eegarim

Top Tweeters in G4:
@_l17r_
@ranoeldelbar
@daikisawai
@hjorvik
@riet911
@_gemagic_
@drivermega
@chevillomartin
@lola13ve
@meladomionta

Top Tweeters in G5:
@marthalynneowe1
@bivi_17
@reneevoicebrand
@nihaustin
@ceo_offagnation
@enidlogan
@npr
@paprikapink
@pokerdame
@carollpr

Top Tweeters in G6:
@n7irl
@watermelondriia
@itswanda
@lizditz
@sfdirewolf
@nebula63
@juliettetorrez
@komiska
@halestormsports
@torinickswho

Top Tweeters in G7:
@wusa9
@bbcworld
@bbcradio4
@owntv
@bonnyportmore
@ejunkie2014
@pbs
@itv
@primevideouk
@primevideo

Top Tweeters in G8:
@korytellers
@garcosc
@jcorippo
@healthpolicygrp
@shakeuplearning
@elemenous
@edutopia
@jmattmiller
@karlymoura
@rasheed_shabazz

Top Tweeters in G9:
@tigerbeat
@rockyintx
@djchubbeswagg
@citazworld
@mactavish
@simplycecilia
@treekisser
@tivon
@crillmatic_
@kingpincam

Top Tweeters in G10:
@alicekeeler
@philshapiro
@drmnikfar
@iteachmathall
@signoramac
@mashupmath
@ilana_horn
@mikekaechele
@ccmathresources
@nicolebridge1


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