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KQED_2021-09-30_16-33-46.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 30, 2021
Short Description:
KQED via NodeXL https://bit.ly/3F3Huzw
@kqed
@mindshiftkqed
@kqednews
@kqedarts
@kqedforum
@cultofpedagogy
@kqededspace
@davidchiu
@foreveroakland
@classroomtools

Top hashtags:
#gratitude
#evictionmoratorium
#rightnowish
#covid19
#edchat
#ab701
#sel
#no60003

Description:
Description
The graph represents a network of 4,144 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, 30 September 2021 at 23:44 UTC.

The requested start date was Thursday, 30 September 2021 at 00:01 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, 53-minute period from Thursday, 16 September 2021 at 00:06 UTC to Thursday, 30 September 2021 at 00:00 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 : 4144
Unique Edges : 3362
Edges With Duplicates : 8860
Total Edges : 12222
Number of Edge Types : 5
Replies to : 430
Mentions : 2288
MentionsInRetweet : 4859
Retweet : 3376
Tweet : 1269
Self-Loops : 1302
Reciprocated Vertex Pair Ratio : 0.0429192006950478
Reciprocated Edge Ratio : 0.0823058980339887
Connected Components : 626
Single-Vertex Connected Components : 404
Maximum Vertices in a Connected Component : 2982
Maximum Edges in a Connected Component : 10625
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.73301
Graph Density : 0.000349591859367384
Modularity : 0.408202
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,144 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, 30 September 2021 at 23:44 UTC.

The requested start date was Thursday, 30 September 2021 at 00:01 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, 53-minute period from Thursday, 16 September 2021 at 00:06 UTC to Thursday, 30 September 2021 at 00:00 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:
[105] https://www.kqed.org/mindshift/52762/how-writing-down-what-youre-thankful-for-can-be-good-for-mental-and-physical-health
[54] https://www.kqed.org/mindshift/58323/how-to-lay-the-groundwork-for-antibias-and-antiracist-teaching
[49] https://www.kqed.org/news/11890009/mayor-breed-names-assemblymember-david-chiu-as-sf-city-attorney
[37] https://www.kqed.org/mindshift/58544/before-kids-emotions-run-high-practice-these-steps-during-calmer-times
[37] https://www.kqed.org/news/11848176/labor-advocates-worry-biden-will-follow-in-obamas-footsteps-with-h-1b-visa
[36] https://www.kqed.org/mindshift/58525/we-know-students-are-struggling-with-their-mental-health-heres-how-you-can-help
[32] https://www.kqed.org/mindshift/58279/in-print-or-onscreen-making-the-most-of-reading-with-young-children
[27] https://www.kqed.org/futureofyou/441784/the-controversial-research-on-desistance-in-transgender-youth
[25] https://www.kqed.org/mindshift/58572/stress-and-short-tempers-schools-struggle-with-behavior-as-students-return
[25] https://www.kqed.org/mindshift/58551/a-framework-for-conversations-about-race-in-schools

Top URLs in Tweet in G1:
[103] https://www.kqed.org/mindshift/52762/how-writing-down-what-youre-thankful-for-can-be-good-for-mental-and-physical-health
[24] https://www.kqed.org/mindshift/58323/how-to-lay-the-groundwork-for-antibias-and-antiracist-teaching
[13] https://www.kqed.org/mindshift/58492/how-do-you-cultivate-genius-in-all-students
[11] https://www.kqed.org/mindshift/58544/before-kids-emotions-run-high-practice-these-steps-during-calmer-times
[9] https://www.kqed.org/mindshift/58551/a-framework-for-conversations-about-race-in-schools
[8] https://www.kqed.org/mindshift/58279/in-print-or-onscreen-making-the-most-of-reading-with-young-children
[7] https://podcasts.apple.com/us/podcast/mindshift-podcast/id1078765985
[6] https://open.spotify.com/show/0MxSpNYZKNprFLCl7eEtyx
[6] https://www.kqed.org/mindshift/58487/how-parents-can-have-conversations-that-motivate-teens
[6] https://www.kqed.org/mindshift/58525/we-know-students-are-struggling-with-their-mental-health-heres-how-you-can-help

Top URLs in Tweet in G2:
[42] https://www.kqed.org/news/11890009/mayor-breed-names-assemblymember-david-chiu-as-sf-city-attorney
[14] https://kqed.org:443/donate
[11] https://www.kqed.org/news/11889665/oakland-to-require-covid-19-vaccine-for-students-12-and-up
[9] https://www.kqed.org/news/11889738/covid-rent-relief-what-renters-and-landlords-need-to-know-as-californias-eviction-moratorium-ends
[9] https://www.kqed.org/news/11886880/how-shuei-do-manju-shop-in-san-jose-inspires-a-cult-following-with-its-soft-pillowy-mochi
[7] https://www.kqed.org/news/11743023/david-chiu-on-rent-control-san-francisco-politics-and-electric-violiningSF
[7] https://www.kqed.org/arts/13903132/bill-seeking-to-improve-pay-for-a-more-diverse-ca-arts-workforce-lands-on-governors-desk
[7] https://www.kqed.org/science/1976869/heres-whats-inside-newsoms-whopping-15-billion-climate-spending-plan
[7] https://www.kqed.org/news/11890211/dangerous-air-as-california-burns-america-breathes-toxic-smoke
[7] https://www.kqed.org/news/11888465/happiest-climate-change-song-ever-fantastic-negrito-and-rolling-through-california

Top URLs in Tweet in G3:
[10] https://www.kqed.org/forum/2010101885526/a-eulogy-to-alt-weeklies-as-sf-weekly-stops-publishing
[9] https://www.kqed.org/radio
[7] https://www.kqed.org/forum/2010101885708/paul-offit-on-the-fraught-history-of-medical-innovation
[6] https://www.kqed.org/forum/2010101885659/new-details-of-trump-plan-to-overturn-election-results-reveal-weaknesses-in-our-democracy
[6] https://www.kqed.org/forum/2010101885598/fewer-latinos-identified-as-white-on-2020-census
[5] https://www.kqed.org/forum/2010101885672/the-history-and-evolution-of-u-s-asylum-decisions
[4] https://www.kqed.org/news/11882522/the-beauty-bubble-brings-vintage-style-to-the-high-desert
[4] https://www.kqed.org/news/11890009/mayor-breed-names-assemblymember-david-chiu-as-sf-city-attorney
[4] https://www.kqed.org/arts/13902724/in-marvels-shang-chi-asian-americans-are-heroes-not-sidekicks
[4] https://www.kqed.org/arts/13903264/yolanda-lopez-remembrance-chicanx-art

Top URLs in Tweet in G4:
[11] https://www.kqed.org/arts/13903372/sfjazzs-new-season-spotlights-a-vanguard-of-players-shaping-pop-culture
[7] https://www.kqed.org/arts/13903130/coming-out-changed-her-life-now-lalin-st-juste-is-ready-to-sing-about-it
[7] https://www.kqed.org/arts/13903633/meet-east-palo-altos-poet-turned-councilmember-antonio-lopez
[6] https://www.kqed.org/arts/13903359/el-tucan-tijuana-tacos-quesabirria-san-rafael
[6] https://www.kqed.org/arts/13903531/wahpepahs-kitchen-fruitvale-indigenous-restaurant
[5] https://www.kqed.org/arts/13903133/oakland-bloom-understory-primas-corner-asukar-cuban-palestinian-pop-up
[5] https://www.kqed.org/arts/13903132/bill-seeking-to-improve-pay-for-a-more-diverse-ca-arts-workforce-lands-on-governors-desk
[5] https://www.kqed.org/arts/13901725/sfos-resident-snake-caretaker-talks-san-francisco-garter-snakes-and-poop
[4] https://www.kqed.org/arts/13903337/la-santa-cecilia-bring-colorful-cumbia-y-mas-to-san-jose
[4] https://www.kqed.org/arts/13903795/britney-spears-conservatorship-documentaries

Top URLs in Tweet in G5:
[25] https://www.kqed.org/mindshift/58323/how-to-lay-the-groundwork-for-antibias-and-antiracist-teaching
[18] https://www.kqed.org/mindshift/58544/before-kids-emotions-run-high-practice-these-steps-during-calmer-times
[17] https://www.kqed.org/mindshift/58279/in-print-or-onscreen-making-the-most-of-reading-with-young-children
[17] https://www.kqed.org/mindshift/58525/we-know-students-are-struggling-with-their-mental-health-heres-how-you-can-help
[15] https://www.kqed.org/arts/13903159/watch-rick-astley-performs-the-smiths-this-charming-man-better-than-morrissey
[12] https://www.kqed.org/mindshift/58572/stress-and-short-tempers-schools-struggle-with-behavior-as-students-return
[11] https://www.kqed.org/mindshift/58551/a-framework-for-conversations-about-race-in-schools
[10] https://www.kqed.org/arts/13903317/judy-chicagos-de-young-review
[10] https://www.kqed.org/arts/13903531/wahpepahs-kitchen-fruitvale-indigenous-restaurant
[7] https://www.kqed.org/news/11861810/no-the-tuskegee-study-is-not-the-top-reason-some-black-americans-question-the-covid-19-vaccine

Top URLs in Tweet in G6:
[8] https://www.kqed.org/news/11878963/lawsuit-deaths-of-point-reyes-elk-due-to-national-park-service-negligence
[2] https://www.kqed.org/news/11842295/where-to-see-fall-foliage-in-the-bay-area
[1] https://datebook.sfchronicle.com/movies-tv/citizen-hearst-chronicles-the-colorful-life-of-the-first-media-mogul-william-randolph-hearst
[1] https://datebook.sfchronicle.com/movies-tv/on-pbs-nova-sarah-holt-attempts-to-answer-the-cannabis-question
[1] https://www.kqed.org/forum/2010101885507/statewide-election-special-the-2021-california-gubernatorial-recall-2
[1] https://www.kqed.org/arts/13903633/meet-east-palo-altos-poet-turned-councilmember-antonio-lopez
[1] https://www.kqed.org/news/11888736/newsom-crushed-the-recall-now-democrats-want-to-change-the-system
[1] https://www.sfgate.com/food/article/San-Francisco-Check-Please-Bay-Area-KQED-16441372.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral
[1] https://ab93c0b6-139e-445e-bd8b-359a9c587ddd.filesusr.com/ugd/3b12b2_760ff246ef6e42aea348e45084ae1b15.pdf
[1] https://www.kqed.org/news/11880951/sf-leaders-say-robbery-and-theft-are-down-despite-narratives-of-rampant-crime

Top URLs in Tweet in G7:
[2] https://www.milibrary.org/events/brief-history-motion-wheel-car-what-comes-next-zoom-sep-23-2021
[1] https://publichealthwatch.org/2021/09/28/as-california-burns-america-breathes-toxic-smoke/
[1] https://twitter.com/DeadlineWH/status/1438266479842144258
[1] https://twitter.com/flavoredasian/status/1440358403772018689
[1] https://twitter.com/kqedforum/status/1440337524833062912
[1] https://www.npr.org/sections/money/2021/08/24/1030151330/a-unicorn-startup-is-turning-houses-into-corporations
[1] https://www.theguardian.com/technology/2021/aug/03/lost-history-electric-car-future-transport
[1] https://twitter.com/NPRextra/status/1440350030594904081
[1] https://twitter.com/jillabatemarco/status/1439449752744042496

Top URLs in Tweet in G8:
[2] https://www.kqed.org/mindshift/58492/how-do-you-cultivate-genius-in-all-students
[1] https://www.kqed.org/mindshift/57982/trauma-is-a-lens-not-a-label-how-schools-can-support-all-students
[1] https://www.kqed.org/mindshift/58155/grades-have-huge-impact-but-are-they-effective
[1] https://www.kqed.org/mindshift/49569/how-making-art-helps-teens-better-understand-their-mental-health
[1] https://www.kqed.org/mindshift/58323/how-to-lay-the-groundwork-for-antibias-and-antiracist-teaching

Top URLs in Tweet in G9:
[9] https://docs.google.com/forms/d/1FO8M90kbwl-k0DMQb2truiz_g0xXiaQjuWt0ghkYsVQ/viewform?edit_requested=true
[8] https://teach.kqed.org/course/graphic-and-interactive-media-production-for-the-classroom-september-2021
[6] https://kqed.zoom.us/meeting/register/tZcpd-mvrzstGNfpG6e3v6O85qsY6-VkaC6X
[5] https://learn.kqed.org/challenges/teachers/rethinking-school
[5] https://learn.kqed.org/discussions/103
[3] https://learn.kqed.org/challenges/teachers/science-documentary
[2] https://kqed.zoom.us/meeting/register/tZUqdeGppz0sG9O6EUTyXC4CwwVq1GqXFU-2
[2] https://ww2.kqed.org/education/2021/09/13/integrating-sel-and-media-literacy-with-above-the-noise/
[2] https://www.vubblepop.com/share?v=142676&h=Let's%20Talk%20Science&r=https://letstalkscience.ca/educational-resources/video-channels/stem-channel-all-videos
[1] https://twitter.com/MindShiftKQED/status/1441205750882205700

Top URLs in Tweet in G10:
[2] https://video.kqed.org/video/saving-sequoias-1632950515/
[2] https://www.kqed.org/arts/13903957/a-new-doc-shows-how-oaklands-black-cowboys-keep-history-alive
[1] https://www.kqed.org/arts/13902763/rightnowish-vivian-rahey
[1] https://to.pbs.org/3zMEgxu
[1] https://www.pbs.org/video/puerto-ricos-bomba-a-dance-of-the-african-diaspora-0njcfi/?utm_source=twitter&utm_medium=pbsofficial&utm_campaign=hhm_2021
[1] https://www.kqed.org/arts/13903167/if-cities-could-dance-new-york
[1] https://www.kqed.org/arts/13903231/2000-degrees-glassblowing-in-the-bayview/?utm_source=twitter&utm_medium=pbsofficial
[1] http://www.pbs.org/
[1] https://www.kqed.org/arts/13903264/yolanda-lopez-remembrance-chicanx-art
[1] https://www.kqed.org/arts/13903317/judy-chicagos-de-young-review

Top Domains
Top Domains in Tweet in Entire Graph:
[2340] kqed.org
[119] twitter.com
[25] apple.news
[18] google.com
[17] youtube.com
[11] briefly.co
[11] apple.com
[10] npr.org
[9] pbs.org
[9] spotify.com

Top Domains in Tweet in G1:
[302] kqed.org
[9] apple.com
[8] spotify.com
[4] google.com
[4] twitter.com
[1] owl.li
[1] teachable.com

Top Domains in Tweet in G2:
[545] kqed.org
[28] twitter.com
[4] together.gov
[2] ca.gov
[2] omny.fm
[1] usda.gov
[1] tiktok.com
[1] apnews.com

Top Domains in Tweet in G3:
[274] kqed.org
[19] twitter.com
[6] npr.org
[4] sfgate.com
[4] pbs.org
[3] eventbrite.com
[2] ca.gov
[2] explainthejoke.com
[2] blogspot.com
[2] trib.al

Top Domains in Tweet in G4:
[196] kqed.org
[6] twitter.com
[1] bit.ly
[1] sfgate.com
[1] sanjosecommunity.com
[1] sfjazz.org
[1] ucanr.edu

Top Domains in Tweet in G5:
[451] kqed.org
[29] twitter.com
[7] briefly.co
[5] apple.news
[5] google.com
[5] bpuzzle.ca
[4] linkedin.com
[3] facebook.com
[2] youtube.com
[2] ne.jp

Top Domains in Tweet in G6:
[14] kqed.org
[2] sfchronicle.com
[1] sfgate.com
[1] filesusr.com
[1] youtube.com
[1] twitter.com

Top Domains in Tweet in G7:
[5] twitter.com
[2] milibrary.org
[1] publichealthwatch.org
[1] npr.org
[1] theguardian.com

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

Top Domains in Tweet in G9:
[32] kqed.org
[9] google.com
[8] zoom.us
[5] twitter.com
[2] vubblepop.com
[1] applytojob.com
[1] businesswire.com
[1] wevideo.com
[1] commonsense.org
[1] youtube.com

Top Domains in Tweet in G10:
[11] kqed.org
[4] pbs.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[103] gratitude
[49] evictionmoratorium
[44] rightnowish
[27] covid19
[23] edchat
[22] ab701
[20] sel
[20] no60003
[18] youthmediachallenge
[18] sanfrancisco



Top Hashtags in Tweet in G1:
[102] gratitude
[9] sel
[8] edchat
[7] antiracism
[6] equity
[5] teachers
[3] teachlivingpoets
[3] antiracist
[3] k12
[2] sketchnote

Top Hashtags in Tweet in G2:
[42] evictionmoratorium
[23] rightnowish
[19] covid19
[15] bayarea
[14] ab701
[13] sanfrancisco
[12] sb9
[12] mochi
[9] rentrelief
[9] drought

Top Hashtags in Tweet in G3:
[12] latinos
[8] ab701
[7] fernfire
[6] 2020census
[6] rightnowish
[6] shangchi
[5] sfmuni
[4] eastmanmemo
[4] evictionmoratorium
[3] dixiefire

Top Hashtags in Tweet in G4:
[10] rightnowish
[7] ifcitiescoulddance
[6] sb65
[4] nativeamericanday
[3] checkpleasebayarea
[3] ebgtz
[2] lightsonfestival
[2] nationalcoffeeday
[2] evictionmoratorium
[2] freebritney

Top Hashtags in Tweet in G5:
[5] oakland
[4] teachers
[4] smartnews
[4] education
[3] edtech
[3] kqed
[3] indiefilms
[3] movies
[3] study
[3] pandemic

Top Hashtags in Tweet in G6:
[2] wildlife
[1] factoryfarmingisacrime
[1] sf

Top Hashtags in Tweet in G7:
[4] fixui
[3] pacasohomes
[2] mendocino
[1] covid19
[1] antivaxxers
[1] sanfrancisco
[1] covid
[1] onourwatch
[1] findlaurencho
[1] pacaso

Top Hashtags in Tweet in G8:
[1] seethingsdifferently

Top Hashtags in Tweet in G9:
[18] youthmediachallenge
[10] sel
[5] medialiteracy
[5] youthvoice
[5] video
[3] ifcitiescoulddance
[3] civicengagement
[3] mediamaking
[3] webinar
[3] edtech

Top Hashtags in Tweet in G10:
[11] hispanicheritagemonth
[5] rightnowish
[2] muhammadalipbs
[1] ifcitiescoulddance
[1] rivercitydrumbeatpbs
[1] pbs
[1] pbsmasterpiece
[1] nationalgoodneighborday
[1] statefarm
[1] barrymanilow

Top Words
Top Words in Tweet in Entire Graph:
[1150] kqed
[836] mindshiftkqed
[582] students
[488] kqednews
[370] kqedarts
[367] more
[326] school
[313] help
[300] california
[280] people

Top Words in Tweet in G1:
[805] mindshiftkqed
[235] students
[181] help
[159] kids
[124] learning
[103] hard
[103] ideas
[102] keep
[102] #gratitude
[102] center

Top Words in Tweet in G2:
[417] kqednews
[202] kqed
[154] california
[132] city
[117] covid
[107] more
[104] san
[103] 19
[87] davidchiu
[86] attorney

Top Words in Tweet in G3:
[343] kqed
[113] kqedforum
[80] air
[68] talking
[59] california
[55] really
[54] blackcatrachobk
[49] san
[41] conversation
[40] alexismadrigal

Top Words in Tweet in G4:
[291] kqedarts
[188] kqed
[121] arts
[91] oakland
[89] night
[82] behind
[80] social
[80] media
[79] manager
[78] remember

Top Words in Tweet in G5:
[105] kqed
[60] students
[40] schools
[34] kids
[33] help
[32] mindshift
[31] during
[30] more
[30] teaching
[30] young

Top Words in Tweet in G6:
[34] kqed
[25] sfgate
[23] nbcbayarea
[22] abc7newsbayarea
[20] sfchronicle
[17] latimes
[16] sfbg
[16] sanfranpost
[16] sfist
[16] ocregister

Top Words in Tweet in G7:
[42] kqed
[30] npr
[8] today
[7] good
[6] california
[6] newsroom
[6] story
[5] heard
[5] please
[5] history

Top Words in Tweet in G8:
[122] trauma
[75] students
[68] cultofpedagogy
[61] schools
[61] equitable
[61] affected
[61] numerous
[61] studies
[61] show
[61] children

Top Words in Tweet in G9:
[74] kqededspace
[68] school
[52] students
[36] ss
[30] learn
[28] teachers
[28] wevideo
[27] rethink
[27] design
[27] join

Top Words in Tweet in G10:
[49] pbs
[27] kqed
[19] dance
[15] video
[13] watch
[12] african
[12] app
[11] puerto
[11] rico's
[11] bomba

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[137] covid,19
[129] bay,area
[115] san,francisco
[104] city,attorney
[103] ideas,keep
[103] keep,#gratitude
[103] #gratitude,center
[103] center,turn
[103] turn,help
[103] help,hard

Top Word Pairs in Tweet in G1:
[102] ideas,keep
[102] keep,#gratitude
[102] #gratitude,center
[102] center,turn
[102] turn,help
[102] help,hard
[102] hard,stuff
[101] mindshiftkqed,ideas
[50] schools,country
[50] country,re

Top Word Pairs in Tweet in G2:
[101] covid,19
[84] city,attorney
[43] sf,city
[42] davidchiu,sf
[40] breaking,londonbreed
[40] londonbreed,names
[40] names,davidchiu
[38] scottshafer,breaking
[38] san,francisco's
[36] thebaykqed,episode

Top Word Pairs in Tweet in G3:
[47] kqedforum,air
[46] air,talking
[31] san,francisco
[28] bay,area
[25] alt,weeklies
[24] sf,weekly
[21] today's,plan
[21] plan,9am
[19] really,appreciate
[19] appreciate,blackcatrachobk

Top Word Pairs in Tweet in G4:
[86] kqed,arts
[80] social,media
[79] media,manager
[77] manager,behind
[77] behind,kqed
[77] arts,remember
[77] remember,21st
[77] 21st,night
[77] night,september
[76] kqedarts,social

Top Word Pairs in Tweet in G5:
[27] antibias,antiracist
[26] lay,groundwork
[26] groundwork,antibias
[26] antiracist,teaching
[19] young,children
[19] emotions,run
[19] run,high
[19] high,practice
[19] practice,steps
[19] steps,during

Top Word Pairs in Tweet in G6:
[16] kqed,sfbg
[16] sfbg,sanfranpost
[16] sanfranpost,sfgate
[16] sfgate,sfist
[16] sfist,abc7newsbayarea
[16] abc7newsbayarea,latimes
[16] latimes,sfchronicle
[16] sfchronicle,ocregister
[16] ocregister,nbcbayarea
[10] idausa,kqed

Top Word Pairs in Tweet in G7:
[10] kqed,npr
[9] npr,kqed
[4] kqednews,investigation
[4] investigation,npr's
[4] npr's,california
[4] california,newsroom
[4] newsroom,reveals
[4] reveals,californians
[4] californians,experienced
[4] experienced,stark

Top Word Pairs in Tweet in G8:
[61] schools,equitable
[61] equitable,trauma
[61] trauma,affected
[61] affected,students
[61] students,numerous
[61] numerous,studies
[61] studies,show
[61] show,children
[61] children,experiencing
[61] experiencing,trauma

Top Word Pairs in Tweet in G9:
[23] high,school
[21] join,wevideo
[20] san,francisco
[20] francisco,bay
[20] bay,area
[20] area,high
[20] school,teachers
[17] reach,more
[17] more,students
[17] students,engaging

Top Word Pairs in Tweet in G10:
[11] watch,puerto
[11] puerto,rico's
[11] rico's,bomba
[11] bomba,dance
[11] dance,african
[11] african,diaspora
[11] diaspora,kqed
[11] kqed,streaming
[11] streaming,pbs
[11] pbs,video

Top Replied-To
Top Replied-To in Entire Graph:
@mindshiftkqed
@kqed
@senatordurbin
@radiobwatt
@idausa
@alan_chazaro
@chriscoxrox
@repzoelofgren
@kqedforum
@ezraromero

Top Replied-To in G1:
@mindshiftkqed
@dr_fraga
@dcpublicschools
@radiobwatt
@jameelajamil

Top Replied-To in G2:
@radiobwatt
@kqed
@airtalk
@oallenprice
@rmbodenheimer
@musicnegrito
@ap
@cityofsanjose
@nextdoorsv
@kqedforum

Top Replied-To in G3:
@kqed
@chriscoxrox
@hates415
@jdlbrooklyn
@civildiscourse7
@ezraromero
@alan_chazaro
@kqedforum
@priyadclemens
@vizvalleygirl

Top Replied-To in G4:
@alan_chazaro
@papalodown
@linablanco
@cobbscomedyclub
@logarduno10
@checktherhyme1_
@heymrsbond
@kqedfood
@barrioscribe
@usrinivasan

Top Replied-To in G6:
@idausa
@kcbsradio
@oaklandpoliceca
@dame_lillard
@dominos
@rich415media
@ktvudesk
@abc7newsbayarea
@calicatwwoman
@ghosthorse3

Top Replied-To in G7:
@kqed
@digitaldraco
@markthatpaige
@_mualoa
@nprhealth
@rjg127
@meribah
@mayavada
@cavalligyrl
@tomstandage

Top Replied-To in G8:
@chriscoxrox

Top Replied-To in G10:
@kqed
@pbsamermasters
@kenburns
@pbs

Top Mentioned
Top Mentioned in Entire Graph:
@mindshiftkqed
@kqed
@kqednews
@kqedarts
@kqedforum
@davidchiu
@kqededspace
@kqedscience
@scottshafer
@thebaykqed

Top Mentioned in G1:
@mindshiftkqed
@teachntransform
@gholdym
@nimahgobir
@learnforjustice
@blovesoulpower
@dfkris
@arlenecasimir
@browardschools
@teachthought

Top Mentioned in G2:
@kqednews
@kqed
@davidchiu
@scottshafer
@thebaykqed
@kqedscience
@gavinnewsom
@kqedarts
@londonbreed
@rachaelmyrow

Top Mentioned in G3:
@kqed
@kqedforum
@blackcatrachobk
@alexismadrigal
@mkimreporter
@kqednews
@lilyjamali
@bodega_gyro_ao
@esksf
@kqedarts

Top Mentioned in G4:
@kqedarts
@kqed
@nananastia
@alan_chazaro
@theluketsai
@barrioscribe
@ebyesterday
@kqednews
@deyoungmuseum
@natlparkservice

Top Mentioned in G5:
@allentien
@bastard_bot87
@beaconsupport

Top Mentioned in G6:
@kqed
@sfgate
@nbcbayarea
@abc7newsbayarea
@sfchronicle
@latimes
@sfbg
@sanfranpost
@sfist
@ocregister

Top Mentioned in G7:
@npr
@kqed
@kqednews
@kcrw
@theeconomist
@biotechnation
@milibrary
@sfgoethe
@ronwyden
@wspriggs

Top Mentioned in G8:
@cultofpedagogy
@mindshiftkqed
@callmeki
@udlhe
@ristowanne1
@alexsvenet
@dr_fraga
@insidehighered
@_ciddl
@cabrinisoe

Top Mentioned in G9:
@kqededspace
@wevideo
@atn_pbs
@kqed
@ab_mock
@mindshiftkqed
@luckymamaj
@nancycoddington
@wskg
@mind

Top Mentioned in G10:
@pbs
@kqed
@vivianxrahey
@kqedarts
@kenburns
@primevideo
@stevedemaio
@masterpiecepbs
@lenorechinn
@muhammadali

Top Tweeters
Top Tweeters in Entire Graph:
@t_hisashi
@americanair
@threadreaderapp
@dichristine
@united
@billm9
@thepoliticalcat
@gojira007x
@mharvey816
@lizditz

Top Tweeters in G1:
@gojira007x
@missnisha6849
@southerngemgal
@cultiv8hope
@daniellegembala
@thatmags
@agnesbookbinder
@m_older
@ebonyteach
@plthomasedd

Top Tweeters in G2:
@lizditz
@dancas2
@givemepie360
@jhamby
@enrico056
@iveyjanette_207
@itswanda
@yayayarndiva
@digyoursoul
@pauljimerson

Top Tweeters in G3:
@t_hisashi
@billm9
@mharvey816
@dgendvil
@tigerbeat
@radseed
@ronsupportsyou
@lulu82824
@neilyoungsaveus
@nayasala

Top Tweeters in G4:
@dichristine
@kristafrances
@ami_tvdfan
@artallks
@notacquiescing
@sfdirewolf
@hettivong
@armyofwomack
@carloseats
@mostlymartha

Top Tweeters in G5:
@bmlewis2
@mrkalman
@ensbot
@allentien
@sciseekfeed
@suriyasubraman
@daggamagazine
@alicekeeler
@marciasgreen
@warriors_mom

Top Tweeters in G6:
@thepoliticalcat
@avonan
@dominos
@nytimes
@abc7newsbayarea
@washingtonpost
@latimes
@nbcbayarea
@moodysally1
@sacbee_news

Top Tweeters in G7:
@guardian
@abc
@nbcnews
@cbsnews
@theeconomist
@thewallstbull
@npr
@takemusu
@digitaldraco
@kpcc

Top Tweeters in G8:
@rdene915
@mrkitmath
@harrymeanwell4
@insidehighered
@keemanxp
@shaw4light
@cliffbrooks3
@cultofpedagogy
@yaboyjhow
@jenniferklawler

Top Tweeters in G9:
@helperstream
@pfanderson
@imagine_garden
@worldprofessor
@grammasheri
@edtechspec
@julnilsmith
@vubblepop
@educre8ive
@pbssocal

Top Tweeters in G10:
@talkintou
@princessbibirf_
@alikat747
@willrodgersjr
@alvarez_nimer
@jhdjane
@raediamond
@rapnoir
@krissy90220
@analisamendment


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