KQED, Twitter, 12/2/2022 12:08:40 AM, 285321


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KQED_2022-12-01_15-46-41.xlsx
KQED_2022-12-01_15-46-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2022
Short Description:
KQED via NodeXL https://bit.ly/3GYiqNQ
@kqed
@mindshiftkqed
@kqednews
@rachaelmyrow
@kqedarts
@kqedscience
@kqedforum
@kschwart
@karanewhouse
@classroomtools

Top hashtags:
#thanksgiving
#angeladavis
#hatespeech
#covid
#sanfrancisco
#california
#oakland
#kqed

Description:
Description
The graph represents a network of 2,582 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 Thursday, 01 December 2022 at 23:53 UTC.

The requested start date was Thursday, 01 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 50-minute period from Thursday, 17 November 2022 at 01:09 UTC to Thursday, 01 December 2022 at 01:00 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 : 2582
Unique Edges : 2273
Edges With Duplicates : 4950
Total Edges : 7223
Number of Edge Types : 5
Mentions : 1523
MentionsInRetweet : 2873
Retweet : 1797
Replies to : 298
Tweet : 732
Self-Loops : 761
Reciprocated Vertex Pair Ratio : 0.0340632603406326
Reciprocated Edge Ratio : 0.0658823529411765
Connected Components : 361
Single-Vertex Connected Components : 199
Maximum Vertices in a Connected Component : 1803
Maximum Edges in a Connected Component : 6136
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.509607
Graph Density : 0.000573967361439777
Modularity : 0.443379
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,582 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 Thursday, 01 December 2022 at 23:53 UTC.

The requested start date was Thursday, 01 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 50-minute period from Thursday, 17 November 2022 at 01:09 UTC to Thursday, 01 December 2022 at 01:00 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:
[29] https://www.kqed.org/mindshift/60251/want-resilient-and-well-adjusted-kids-let-them-play
[28] https://www.kqed.org/mindshift/60363/more-school-districts-are-starting-career-education-early-aiming-to-widen-kids-horizons
[28] https://www.kqed.org/bayareabites/95854/natural-gmo-sweet-potato-genetically-modified-8000-years-ago?fbclid=IwAR3RpgmvS_9Oxo7eK0sf1rD4WCtufuHPIqOHSUOLqaIdwtFl7nrqwAJzVsE
[26] https://www.kqed.org/science/1980792/a-roadmap-to-carbon-neutrality-california-releases-sweeping-new-climate-action-plan
[24] https://www.kqed.org/news/11932703/immigrant-detainees-continue-strike-over-slavery-wages-of-1-a-day-report-retaliation
[22] https://www.kqed.org/mindshift/60253/play-is-crucial-for-middle-schoolers-too
[21] https://www.kqed.org/mindshift/60255/in-elementary-classrooms-demand-grows-for-play-based-learning
[19] https://www.kqed.org/mindshift/59420/why-students-say-stem-is-hard-and-what-educators-can-do-about-it
[18] https://www.kqed.org/mindshift/60088/using-a-strengths-based-approach-to-help-students-realize-their-potential
[16] https://www.kqed.org/news/11932611/with-mass-social-media-layoffs-researchers-warn-of-rise-in-hate-speech

Top URLs in Tweet in G1:
[5] https://www.kqed.org/arts/13852729/charles-schulzs-letter-about-democracy-discovered-50-years-later
[4] https://www.kqed.org/news/11931400/oakland-mayor
[4] https://donate.kqed.org/eoy
[3] https://www.kqed.org/news/11928111/teacher-shortages-force-dozens-of-california-preschools-to-close-classrooms
[2] https://www.kqed.org/arts/13921650/the-backyard-richmond-outdoor-restaurant-hardware-store-burgers-breakfast-sandwiches
[2] https://www.kqed.org/news/11932703/immigrant-detainees-continue-strike-over-slavery-wages-of-1-a-day-report-retaliation
[2] https://www.kqed.org/news/11932838/central-subway-opening-marks-a-milestone-for-sf-and-chinatown
[2] https://www.kqed.org/arts/13870041/alcatraz-occupation-50
[2] https://www.kqed.org/news/11844011/donner-party-pt-1
[2] https://www.kqed.org/news/11933511/mass-bay-area-tech-layoffs-thrust-thousands-of-h-1b-visa-holders-into-frantic-job-hunt

Top URLs in Tweet in G2:
[8] https://www.kqed.org/science/1980766/forging-a-more-diverse-generation-of-firefighters-in-marin-county
[8] https://www.kqed.org/forum
[6] https://www.kqed.org/news/11932690/why-doesnt-bart-go-more-places
[6] https://www.kqed.org/news/11932758/health-and-safety-are-at-risk-only-1-california-safety-inspector-is-bilingual-in-chinese-or-vietnamese
[5] https://www.kqed.org/news/11932956/covid-19-flu-and-rsv-why-families-need-a-plan-for-thanksgiving-and-beyond
[5] https://www.kqed.org/news/11932956
[5] https://www.kqed.org/news/11933232/consider-making-less-food-and-composting-leftovers-this-thanksgiving-experts-say
[5] https://www.kqed.org/food/1337260/bachelorette-thanksgiving-with-miss-juanita-more
[5] https://www.kqed.org/news/11933052/the-burn-scars-of-the-sierra-foothills-tell-a-story-and-offer-lessons
[5] https://www.kqed.org/news/11933284/unconscionable-academic-workers-accuse-uc-of-stalling-as-strike-enters-third-week

Top URLs in Tweet in G3:
[14] https://www.kqed.org/mindshift/59420/why-students-say-stem-is-hard-and-what-educators-can-do-about-it
[10] https://www.kqed.org/mindshift/60253/play-is-crucial-for-middle-schoolers-too
[8] https://www.kqed.org/mindshift/60251/want-resilient-and-well-adjusted-kids-let-them-play
[8] https://www.kqed.org/mindshift/60088/using-a-strengths-based-approach-to-help-students-realize-their-potential
[8] https://www.kqed.org/mindshift/60363/more-school-districts-are-starting-career-education-early-aiming-to-widen-kids-horizons
[6] https://www.kqed.org/mindshift/60090/7-edtech-tools-to-connect-students-to-a-global-community
[6] https://www.kqed.org/mindshift/60248/the-complex-world-of-pre-k-play-young-kids-benefit-from-play-but-what-should-it-look-like
[6] https://www.kqed.org/mindshift/60255/in-elementary-classrooms-demand-grows-for-play-based-learning
[6] https://www.kqed.org/mindshift/60328/school
[5] https://www.kqed.org/mindshift/60108/using-dear-math-letters-to-overcome-dread-in-math-class

Top URLs in Tweet in G4:
[7] https://www.kqed.org/news/11932611/with-mass-social-media-layoffs-researchers-warn-of-rise-in-hate-speech
[5] https://ww2.kqed.org/news/2022/11/25/california-seed-bank-insures-against-possible-future-plant-apocalypse/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.kqed.org/news/11933511/mass-bay-area-tech-layoffs-thrust-thousands-of-h-1b-visa-holders-into-frantic-job-hunt
[2] https://omny.fm/shows/kqed-segmented-audio/kqed-newscast-e50d2d3f-8fb1-415b-ad85-1e36a489b8bc
[2] https://www.kqed.org/news/11932432/cindy-chavez-concedes-race-for-san-jose-mayor-to-matt-mahan
[2] https://www.kqed.org/news/11932367/twitters-implosion-is-hurting-local-charities
[2] https://www.kqed.org/news/11932057/thousands-of-dollars-in-grants-to-veterans-homeless-may-be-the-latest-victims-of-elon-musks-twitter-takeover
[1] https://twitter.com/i/broadcasts/1yoKMZmbmXnGQ
[1] https://www.kqed.org/news/11932941/its-been-a-fight-for-our-homes-the-ongoing-saga-to-fix-san-franciscos-sewers
[1] https://www.kqed.org:443/

Top URLs in Tweet in G5:
[12] https://www.kqed.org/mindshift/60363/more-school-districts-are-starting-career-education-early-aiming-to-widen-kids-horizons
[10] https://www.kqed.org/mindshift/60251/want-resilient-and-well-adjusted-kids-let-them-play
[8] https://www.kqed.org/mindshift/60253/play-is-crucial-for-middle-schoolers-too
[7] https://www.kqed.org/science/1980792/a-roadmap-to-carbon-neutrality-california-releases-sweeping-new-climate-action-plan
[7] https://www.kqed.org/mindshift/60088/using-a-strengths-based-approach-to-help-students-realize-their-potential
[5] https://www.kqed.org/mindshift/60090/7-edtech-tools-to-connect-students-to-a-global-community
[5] https://www.kqed.org/news/11932719/risk-of-fraying-looms-over-twitter-as-engineers-snub-musk-leaving-in-droves
[4] https://www.kqed.org/news/11932057/thousands-of-dollars-in-grants-to-veterans-homeless-may-be-the-latest-victims-of-elon-musks-twitter-takeover
[4] https://www.kqed.org/news/11932611/with-mass-social-media-layoffs-researchers-warn-of-rise-in-hate-speech
[4] https://www.kqed.org/news/11932838/central-subway-opening-marks-a-milestone-for-sf-and-chinatown

Top URLs in Tweet in G6:
[7] https://www.kqed.org/arts/13921830/aesthetica-allie-rowbottom-novel-penguin-randomhouse
[7] https://kqed.applytojob.com/apply/9ohRqdFWkH/Intern-The-Bay-Podcast
[5] https://www.kqed.org/news/11932210/stunning-reversal-of-fortune-ann-hsu-voted-off-sf-school-board-following-racist-comments
[5] https://www.kqed.org/news/11932690/why-doesnt-bart-go-more-places
[4] https://www.kqed.org/arts/13921719/she-said-harvey-weinstein-metoo-new-york-times-kantor-twohey-journalists
[4] https://www.kqed.org/arts/13921650/the-backyard-richmond-outdoor-restaurant-hardware-store-burgers-breakfast-sandwiches
[3] https://www.kqed.org/arts/13921900/best-of-2022-beastie-boys-santa-cruz
[3] https://www.kqed.org/arts/13922047/russia-ukraine-war-porfiriy-ivanov-ice-water
[3] https://www.kqed.org/news/11932956/covid-19-flu-and-rsv-why-families-need-a-plan-for-thanksgiving-and-beyond
[3] https://www.kqed.org/arts/13921755/in-kongkee-cyberpunk-exhibition-an-ancient-poet-navigates-the-future

Top URLs in Tweet in G7:
[4] https://www.kqed.org/education/536173/students-stem-media-projects
[3] https://www.kqed.org/event/2461
[2] https://learn.kqed.org/challenges/submission/NjM3N2Q3ODYxOWEwZDg1YjY0Y2QzODM5
[2] https://teach.kqed.org/p/certification
[2] https://www.ksps.org/programs/saturday-night-cinema/
[1] https://dothebay.com/events/2022/12/1/filipinx-arts-night-with-ruby-ibarra-and-balay-kreative-tickets-jaxvanm
[1] https://dothebay.com/events/2022/11/28/dating-with-dhaya-kqed-dating-game-and-singles-night-tickets
[1] https://learn.kqed.org/challenges/submission/NjI3YTg3YTY0NmZhNGM0OGNmODIyMDJh
[1] https://learn.kqed.org/challenges/teachers/science-documentary
[1] https://learn.kqed.org/discussions/125

Top URLs in Tweet in G8:
[5] https://www.kqed.org/science/1980792/a-roadmap-to-carbon-neutrality-california-releases-sweeping-new-climate-action-plan
[1] https://www.kqed.org/news/11933284/unconscionable-academic-workers-accuse-uc-of-stalling-as-strike-enters-third-week
[1] https://kqed.applytojob.com/apply/9ohRqdFWkH/Intern-The-Bay-Podcast

Top URLs in Tweet in G9:
[2] https://www.kqed.org/news/11209729/did-the-emptying-of-mental-hospitals-contribute-to-homelessness-here
[2] https://www.kqed.org/science/1944778/lab-grown-meat-no-slaughter-necessary-fights-for-acceptance
[1] https://www.salon.com/2013/09/29/ronald_reagans_shameful_legacy_violence_the_homeless_mental_illness/
[1] https://www.pressenterprise.com/2019/03/12/hard-truths-about-deinstitutionalization-then-and-now/
[1] https://twitter.com/CJBdingo25/status/1597276476725809152
[1] https://en.m.wikipedia.org/wiki/Queer_Nation
[1] https://www.kqed.org/arts/13858167/queer-nation-lgbtq-activism-90s
[1] https://twitter.com/elliecohanim/status/1595249926136631299
[1] https://twitter.com/bayarea4Iran/status/1593700017985925120
[1] https://twitter.com/JashniMitra/status/1593011005927194624

Top URLs in Tweet in G10:
[1] https://www.kqed.org/news/11932057/thousands-of-dollars-in-grants-to-veterans-homeless-may-be-the-latest-victims-of-elon-musks-twitter-takeover

Top Domains
Top Domains in Tweet in Entire Graph:
[1371] kqed.org
[61] twitter.com
[24] youtube.com
[13] omny.fm
[10] pbs.org
[8] applytojob.com
[7] briefly.co
[6] npr.org
[6] google.com
[6] apple.news

Top Domains in Tweet in G1:
[142] kqed.org
[7] twitter.com
[6] pbs.org
[5] youtube.com
[4] npr.org
[2] google.com
[2] childrennow.org
[2] fairucnow.org
[2] zoom.us
[1] sfexaminer.com

Top Domains in Tweet in G2:
[251] kqed.org
[7] twitter.com
[3] spjnorcal.org
[3] t.co
[2] instagram.com
[2] tiktok.com
[2] bit.ly
[1] apple.com
[1] npr.org
[1] facebook.com

Top Domains in Tweet in G3:
[160] kqed.org

Top Domains in Tweet in G4:
[51] kqed.org
[6] omny.fm
[3] twitter.com
[1] ca.gov
[1] rutgers.edu
[1] npr.org

Top Domains in Tweet in G5:
[242] kqed.org
[21] twitter.com
[7] briefly.co
[6] apple.news
[4] twinybots.ch
[3] google.com
[3] tweetedtimes.com
[2] linkedin.com
[2] boardingschoolhealing.org
[2] time.com

Top Domains in Tweet in G6:
[145] kqed.org
[8] twitter.com
[7] applytojob.com
[6] omny.fm

Top Domains in Tweet in G7:
[16] kqed.org
[2] dothebay.com
[2] youtube.com
[2] ksps.org
[1] artsearth.org
[1] pbs.org

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

Top Domains in Tweet in G9:
[5] kqed.org
[4] twitter.com
[1] salon.com
[1] pressenterprise.com
[1] wikipedia.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[35] thanksgiving
[27] angeladavis
[18] hatespeech
[16] covid
[13] sanfrancisco
[12] california
[10] oakland
[10] kqed
[10] education
[10] trustandsafety



Top Hashtags in Tweet in G1:
[7] thanksgiving
[7] angeladavis
[6] givingnewsday
[4] sundaymusicdrop
[3] andor
[3] sanfrancisco
[3] prokidca
[3] thechildrensmovement
[3] givingtuesday
[3] publicmedia

Top Hashtags in Tweet in G2:
[17] thanksgiving
[12] covid
[6] angeladavis
[5] thanksgiving2022
[5] oakland
[3] sundaymusicdrop
[3] cop27
[3] rsv
[3] flu
[3] checkpleasebayarea

Top Hashtags in Tweet in G3:
[4] stem
[4] educators
[4] playmatters
[4] teachers
[3] stemsteammakedream
[3] recess
[3] k12
[3] school
[2] mtbos
[2] earlyeducation

Top Hashtags in Tweet in G4:
[18] hatespeech
[9] trustandsafety
[6] layoffs
[5] h1bvisa
[4] siliconvalley
[2] hi1bvisas
[2] tech
[1] elonmusk
[1] chaos
[1] iymi

Top Hashtags in Tweet in G5:
[7] education
[3] play
[3] california
[3] bart
[3] books
[2] american
[2] sf
[2] sanfrancisco
[2] transit
[2] sfmta

Top Hashtags in Tweet in G6:
[12] angeladavis
[9] thanksgiving
[6] centralsubway
[4] rightnowish
[4] shesaid
[3] thanksgiving2022
[3] covid
[3] hi1bvisas
[2] ticketmaster
[2] shesaidmovie

Top Hashtags in Tweet in G7:
[6] filipinxartsnight
[6] kqedlive
[6] sanfrancisco
[6] california
[6] usa
[5] kqededspace
[4] science
[3] mediamaking
[3] pbs
[3] npr

Top Hashtags in Tweet in G8:
[1] savesolar
[1] ders

Top Hashtags in Tweet in G9:
[2] r2pforiran
[2] mahsaamini
[1] iranrevoiution2022
[1] iran
[1] oil
[1] russia
[1] china

Top Words
Top Words in Tweet in Entire Graph:
[875] kqed
[368] mindshiftkqed
[320] students
[265] kqednews
[259] uc
[241] director
[237] uaw2865
[233] housing
[225] relations
[225] being

Top Words in Tweet in G1:
[419] kqed
[236] uaw2865
[225] director
[222] relations
[213] housing
[213] uc
[204] being
[202] uc's
[201] control
[200] cost

Top Words in Tweet in G2:
[188] kqednews
[104] kqed
[69] california
[54] kqedforum
[44] twitter
[40] air
[39] speaking
[38] more
[37] plan
[35] people

Top Words in Tweet in G3:
[362] mindshiftkqed
[210] students
[110] teachers
[93] kids
[78] play
[75] school
[62] one
[62] use
[61] help
[61] process

Top Words in Tweet in G4:
[177] rachaelmyrow
[127] social
[127] media
[117] before
[114] hate
[114] community
[113] platforms
[112] cuts
[112] regular
[112] hindus

Top Words in Tweet in G5:
[67] kqed
[46] students
[32] play
[26] more
[26] kids
[21] based
[20] using
[19] help
[18] school
[18] mindshift

Top Words in Tweet in G6:
[78] kqed
[63] kqedarts
[45] bay
[43] one
[37] kqednews
[34] oakland
[32] thebaykqed
[27] first
[26] city
[26] more

Top Words in Tweet in G7:
[54] kqed
[44] media
[23] literacy
[21] rubyibarra
[18] pbs
[15] join
[15] arts
[14] bay
[14] filipino
[12] love

Top Words in Tweet in G8:
[18] gavinnewsom
[14] more
[12] student
[9] workers
[9] academic
[9] uc
[9] hey
[9] supporting
[9] weighed
[9] jortsthecat

Top Words in Tweet in G9:
[12] kqed
[8] nbcnews
[7] nbcjoshua
[7] nbcnowtonight
[5] peacock
[5] nbcnewsnow
[5] bbcworld
[4] cnn
[4] many
[4] before

Top Words in Tweet in G10:
[33] sure
[33] paused
[33] charitable
[33] disappointed
[33] indefinitely
[33] make
[33] veterans
[33] hear
[33] unhoused
[33] twitter

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[224] relations,director
[204] uaw2865,uc
[200] told,kqed
[199] cost,housing
[198] director,told
[198] labor,relations
[198] mistaken,being
[198] uc's,control
[198] control,mistaken
[198] uc,labor

Top Word Pairs in Tweet in G1:
[222] relations,director
[203] uaw2865,uc
[197] told,kqed
[197] control,mistaken
[197] housing,outside
[197] uc,labor
[197] outside,uc's
[197] mistaken,being
[197] uc's,control
[197] director,told

Top Word Pairs in Tweet in G2:
[37] air,speaking
[26] bay,area
[23] kqedforum,air
[21] san,francisco
[16] years,ago
[15] university,california
[14] kqednews,whether
[14] covid,19
[14] today's,plan
[13] wage,jobs

Top Word Pairs in Tweet in G3:
[62] mindshiftkqed,teachers
[54] teachers,use
[52] help,students
[48] students,develop
[47] strength,observation
[47] spot,process
[47] stands,strength
[47] use,spot
[47] develop,strengths
[47] process,help

Top Word Pairs in Tweet in G4:
[127] social,media
[112] community,facing
[112] barrage,hate
[112] regular,barrage
[112] media,platforms
[112] hindus,community
[112] facing,regular
[112] before,cuts
[111] cuts,social
[111] platforms,hindus

Top Word Pairs in Tweet in G5:
[14] help,students
[13] students,realize
[13] using,strengths
[13] approach,help
[13] strengths,based
[13] realize,potential
[13] based,approach
[11] school,districts
[10] early,aiming
[10] career,education

Top Word Pairs in Tweet in G6:
[19] one,beautiful
[19] beautiful,thing
[17] bay,area
[15] editor,gmeline
[15] write,one
[14] thebaykqed,episode
[14] rediscovering,cold
[14] 2022,wrote
[14] challenged,write
[14] wrote,rediscovering

Top Word Pairs in Tweet in G7:
[22] media,literacy
[10] filipino,american
[10] american,experience
[10] experience,bay
[9] arts,night
[9] filipinx,arts
[9] celebrate,filipino
[8] live's,filipinx
[8] kqed,live's
[8] 12,rubyibarra

Top Word Pairs in Tweet in G8:
[9] uc,strike
[9] supporting,academic
[9] weighed,uc
[9] gavinnewsom,weighed
[9] jortsthecat,gavinnewsom
[9] academic,workers
[9] hey,jortsthecat
[9] strike,supporting
[8] philthebern,hey
[6] needed,deeper

Top Word Pairs in Tweet in G9:
[5] nbcnewsnow,peacock
[5] nbcjoshua,nbcnowtonight
[5] nbcnews,nbcnewsnow
[5] nbcnowtonight,nbcnews
[3] calming,voice
[3] peacock,joshua
[3] joshua,listening
[3] listening,calming
[2] care,#r2pforiran
[2] act,many

Top Word Pairs in Tweet in G10:
[33] giving,paused
[33] charitable,giving
[33] make,sure
[33] indefinitely,make
[33] sure,unhoused
[33] twitter,charitable
[33] paused,indefinitely
[33] hear,twitter
[33] unhoused,veterans
[33] disappointed,hear

Top Replied-To
Top Replied-To in Entire Graph:
@mindshiftkqed
@kqed
@spj_norcal
@uofcalifornia
@rcmoya84
@kqedforum
@kqednews
@deanpreston
@nbcjoshua
@uaw2865

Top Replied-To in G1:
@kqed
@uofcalifornia
@rcmoya84
@uaw2865
@deanpreston
@goldengazelle
@fauvescraper
@kqedarts
@notoriousecg
@allierowbottom

Top Replied-To in G2:
@spj_norcal
@kqedforum
@kqednews
@kqedscience
@phillip_in_hk
@coreyarose
@nbcjoshua
@mer__edith
@franklinleonard
@lfrayer

Top Replied-To in G3:
@mindshiftkqed
@avantgame
@mayfieldmath
@jamiljankochai

Top Replied-To in G4:
@senbilldodd
@radiobwatt
@tara_siler
@stephanekensho
@tyronn06353450
@darakatrina_
@guymarzorati
@wholemarsblog
@elonmusk
@kairyssdal

Top Replied-To in G6:
@alexgonz10
@kqed
@simuliu
@theluketsai
@allierowbottom
@gmeline
@viceforever88
@meerahpowell
@michaelharriot
@awong_sf

Top Replied-To in G7:
@dothebay
@emchelsky
@kqed

Top Replied-To in G8:
@_msgteaches
@annemarietodd23
@gavinnewsom
@calmatters

Top Replied-To in G9:
@nbcjoshua
@bbcworld
@nytimes
@katheri56003806
@juliajassey
@pamelairwin
@mirrorplaneten
@xiaoheiniu_vpn
@vision_chain
@nbcnowtonight

Top Mentioned
Top Mentioned in Entire Graph:
@kqed
@mindshiftkqed
@kqednews
@uaw2865
@rachaelmyrow
@kqedarts
@kqedforum
@uofcalifornia
@npr
@rcmoya84

Top Mentioned in G1:
@kqed
@uaw2865
@uofcalifornia
@rcmoya84
@npr
@kqedforum
@ucberkeley
@kqednews
@kqedscience
@kqedarts

Top Mentioned in G2:
@kqednews
@kqedforum
@kqed
@kqedscience
@ezraromero
@firefoundry
@mkimreporter
@rachaelmyrow
@npr
@mer__edith

Top Mentioned in G3:
@mindshiftkqed
@hechingerreport
@jaydabatchelder
@jillbarshay
@hechinger
@jackiemader
@chrisemdin
@ch
@kfieldche
@avantgame

Top Mentioned in G4:
@rachaelmyrow
@ncri_io
@prasiddhaa_
@kqednews
@kqed
@calreporttweets
@mlagos
@twitter
@guymarzorati
@cabotanicgarden

Top Mentioned in G5:
@clevelandheston
@clubfmphilly
@kaesif
@seariseeng
@don66249053
@ccijustice
@stopracismnow22
@bucmon21
@berdashnative

Top Mentioned in G6:
@kqedarts
@kqed
@kqednews
@thebaykqed
@notoriousecg
@nananastia
@npr
@raemondjjjj
@gmeline
@fitzthereporter

Top Mentioned in G7:
@kqed
@rubyibarra
@kqededspace
@pbs
@balaykreative
@dothebay
@dhayalive
@laschools
@notoriousecg

Top Mentioned in G8:
@gavinnewsom
@jortsthecat
@philthebern
@peraltacitizen
@spj_norcal
@kqed
@_msgteaches
@airresources
@dan_kammen
@ktvu

Top Mentioned in G9:
@kqed
@nbcnews
@nbcnowtonight
@nbcnewsnow
@peacock
@cnn
@nbcjoshua
@bbcworld
@nytimes
@msnbc

Top Mentioned in G10:
@colintrevorrow
@vetshelpingvets

Top Tweeters
Top Tweeters in Entire Graph:
@quibellpaul
@lizditz
@netminnow
@foggybottomgal
@reuters
@gus_802
@brontyman
@willseattle
@adekleine
@sexygirl798

Top Tweeters in G1:
@gus_802
@ken_crichlow
@estarianne
@net2ayurveda
@tates5a
@jimallthetime
@andytoronto
@ak2webd3
@courtgarrettco
@avildsen

Top Tweeters in G2:
@lizditz
@netminnow
@willseattle
@adekleine
@youranonriots
@yayayarndiva
@crlulukat
@kirkmurphy
@ronsupportsyou
@dbran104

Top Tweeters in G3:
@southerngemgal
@sanitythief
@procm2
@_l1vy_
@gizmomathboy
@smackmom25
@stem_nastics
@agnesbookbinder
@harassnomore
@mzteachuh

Top Tweeters in G4:
@melodyisdestiny
@chuckdalldorf
@abdeshmukh
@beingvick
@krish_bjp
@hichmalumnist
@asswesee
@dhriyamana
@texttexas
@sudarshan_mlth

Top Tweeters in G5:
@foggybottomgal
@brontyman
@solusnan1
@hardknoxfirst
@drugmonkeyblog
@shawrls
@alan_nishihara
@equalisource
@thinkalot
@parentsecurity

Top Tweeters in G6:
@mastaofmp3s
@tigerbeat
@artallks
@peterrabbit67
@iamsydneywelch
@marymcnamara
@ladynurse1974
@artsychica2012
@wonddeul
@margwarett

Top Tweeters in G7:
@rtartboost
@armyofwomack
@michcorsilles
@justjordan54
@lenravelo
@pbs
@susanbordson
@ohanafamilies
@laschools
@drjwevansjr

Top Tweeters in G8:
@jjdebenedictis
@nbcbayarea
@mercnews
@ktvu
@eastbaytimes
@elizabuf
@cbsla
@cbssacramento
@zephyrzeitgeist
@skajolly

Top Tweeters in G9:
@reuters
@summer7570
@foxnews
@nytimes
@washingtonpost
@abc
@cnn
@nbcnews
@bbcworld
@nba

Top Tweeters in G10:
@piusdominguez
@drrossgeller_
@majingojira1
@citycynic
@samanthajo28
@cartoonmovieguy
@fang83768513
@jayanthdaytoday
@bruciestokes
@kyteau