KQED, Twitter, 10/13/2022 11:05:06 PM, 282832


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KQED_2022-10-13_15-46-41.xlsx
KQED_2022-10-13_15-46-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 13, 2022
Short Description:
KQED via NodeXL https://bit.ly/3RYisXW
@kqed
@kqednews
@mindshiftkqed
@sfdirewolf
@kqedarts
@lomelicabrera
@thrasherxy
@simayazdani
@kqedscience
@joshua_r_eyler

Top hashtags:
#covid
#iran
#iranrevolution
#iranregimechange
#zumbi
#indigenouspeoplesday
#rightnowish

Description:
Description
The graph represents a network of 5,089 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, 13 October 2022 at 22:57 UTC.

The requested start date was Thursday, 13 October 2022 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, 54-minute period from Thursday, 29 September 2022 at 00:06 UTC to Thursday, 13 October 2022 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 : 5089
Unique Edges : 4733
Edges With Duplicates : 10551
Total Edges : 15284
Number of Edge Types : 5
Tweet : 1068
Retweet : 4267
MentionsInRetweet : 6990
Mentions : 2467
Replies to : 492
Self-Loops : 1096
Reciprocated Vertex Pair Ratio : 0.0305047815034499
Reciprocated Edge Ratio : 0.059203571009045
Connected Components : 535
Single-Vertex Connected Components : 326
Maximum Vertices in a Connected Component : 4001
Maximum Edges in a Connected Component : 13821
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.651291
Graph Density : 0.000328778250289501
Modularity : 0.445374
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 5,089 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, 13 October 2022 at 22:57 UTC.

The requested start date was Thursday, 13 October 2022 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, 54-minute period from Thursday, 29 September 2022 at 00:06 UTC to Thursday, 13 October 2022 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:
[89] https://www.kqed.org/perspectives/201601142614/alice-wong-i-still-have-a-voice
[68] https://www.kqed.org/news/11904834/covid-sick-pay-in-california-how-to-claim-this-new-paid-leave
[56] https://www.kqed.org/news/11927865/oakland-parents-want-a-seat-at-the-table-in-ousd-negotiations-with-teachers-union
[45] https://www.kqed.org/arts/13918217/snl-sexual-assault-horatio-sanz-jimmy-fallon-lorne-michaels-tracy-morgan-saturday
[45] https://www.kqed.org/news/11926844/gubernatorial-candidates-newsom-and-dahle-agree-to-debate-at-kqed
[33] https://www.kqed.org/mindshift/59950/ungrading
[28] https://kqed.org:443/
[26] https://www.kqed.org/news/11928140/four-ways-to-take-action-in-solidarity-with-the-people-of-iran
[25] https://www.kqed.org/news/11927577/kqed-sues-california-department-of-corrections-for-staff-use-of-force-and-misconduct-records
[21] https://www.kqed.org/news/11927597/the-v-word-proposition-1-revives-historic-abortion-debate-over-viability-in-california

Top URLs in Tweet in G1:
[67] https://www.kqed.org/perspectives/201601142614/alice-wong-i-still-have-a-voice
[4] https://twitter.com/SFdirewolf/status/1577041971578748928
[3] https://www.npr.org/2022/09/29/1125977896/is-the-electoral-college-anti-democratic?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[3] https://www.kqed.org/forum/2010101890585/the-mysteries-of-californias-electric-grid
[2] https://www.kqed.org/news/11927062/sf-assemblyman-haney-to-lead-californias-new-opioid-committee
[2] https://www.kqed.org/news/11927120/california-drought-enters-fourth-year-with-little-respite-on-the-horizon
[2] https://www.kqed.org/news/11927544/huge-workload-low-pay-close-to-half-of-california-teachers-thinking-about-leaving-the-profession
[2] https://www.kqed.org/news/11927597/the-v-word-proposition-1-revives-historic-abortion-debate-over-viability-in-california
[2] https://www.kqed.org/news/11927865/oakland-parents-want-a-seat-at-the-table-in-ousd-negotiations-with-teachers-union
[2] https://www.pbs.org/newshour/science/heres-how-californias-canals-could-advance-the-states-renewable-energy-goals

Top URLs in Tweet in G2:
[16] https://www.kqed.org/arts/13920049/sydney-welchs-photography-features-the-latest-wave-of-bay-area-talent
[14] https://www.kqed.org/arts/13920198/zumbi-zion-i-improper-restraint-at-hospital
[11] https://www.kqed.org/news/11928140/four-ways-to-take-action-in-solidarity-with-the-people-of-iran
[11] https://kqed.applytojob.com/apply/pPMyCYkcGu/Podcast-EditorProducer-2
[9] https://www.kqed.org/forum
[9] https://www.kqed.org/arts/13920057/diaspora-co-jaggery-decolonizing-oakland-spice-company
[9] https://www.kqed.org/news/11927871/from-fixing-homelessness-to-arresting-fentanyl-dealers-sf-mayor-breed-bemoans-city-halls-red-tape-this-bureaucracy-has-really-tested-my-patience
[8] https://kqed.org:443/
[7] https://www.kqed.org/news/11926978/many-california-families-cant-access-mental-health-care-for-kids-this-east-palo-alto-mom-found-a-way
[7] https://www.kqed.org/news/11927577/kqed-sues-california-department-of-corrections-for-staff-use-of-force-and-misconduct-records

Top URLs in Tweet in G3:
[25] https://www.kqed.org/news/11904834/covid-sick-pay-in-california-how-to-claim-this-new-paid-leave
[8] https://www.kqed.org/news/11928140/four-ways-to-take-action-in-solidarity-with-the-people-of-iran
[7] https://www.kqed.org/news/11927598/new-polls-show-gambling-measures-prop-26-and-27-foundering-with-voters
[5] https://www.kqed.org/news/11928178/how-will-bidens-cannabis-pardon-affect-california
[4] https://www.kqed.org/news/11926990/from-san-jose-to-little-saigon-on-the-banh-mi-bus
[4] https://www.kqed.org/news/11927597/the-v-word-proposition-1-revives-historic-abortion-debate-over-viability-in-california
[4] https://www.kqed.org/news/11927686/hope-and-prayer-california-churches-battle-abortion-ballot-measure
[3] https://www.kqed.org/news/11927062/sf-assemblyman-haney-to-lead-californias-new-opioid-committee
[3] https://www.kqed.org/news/11927120/california-drought-enters-fourth-year-with-little-respite-on-the-horizon
[3] https://www.kqed.org/science/1980411/the-nobel-prize-in-medicine-has-been-awarded-for-research-on-evolution

Top URLs in Tweet in G4:
[15] https://www.kqed.org/perspectives/201601142614/alice-wong-i-still-have-a-voice
[14] https://www.kqed.org/mindshift/59950/ungrading
[11] https://tweetedtimes.com/worth1ooo
[8] https://www.kqed.org/news/11904834/covid-sick-pay-in-california-how-to-claim-this-new-paid-leave
[7] https://www.kqed.org/news/11926844/gubernatorial-candidates-newsom-and-dahle-agree-to-debate-at-kqed
[7] https://www.kqed.org/news/11927865/oakland-parents-want-a-seat-at-the-table-in-ousd-negotiations-with-teachers-union
[7] https://www.kqed.org/arts/13918217/snl-sexual-assault-horatio-sanz-jimmy-fallon-lorne-michaels-tracy-morgan-saturday
[7] https://www.kqed.org/news/11911275/supreme-court-ruling-clears-way-for-release-of-footage-from-landmark-trial-that-legalized-same-sex-marriage-in-california
[6] https://www.kqed.org/arts/13845379/carrie-clevelands-recipe-for-longevity
[5] https://www.kqed.org/arts/13919707/ellis-creamery-filipino-ice-cream-bakery-halo-halo-gas-station-tracy

Top URLs in Tweet in G5:
[15] https://www.kqed.org/mindshift/59950/ungrading
[13] https://www.kqed.org/mindshift/59944/how-social-emotional-learning-became-a-frontline-in-the-battle-against-crt
[9] https://www.kqed.org/mindshift/59968/a-third-of-public-school-children-were-chronically-absent-after-classrooms-re-opened-advocacy-group-says
[9] https://www.kqed.org/mindshift/59903/when-students-basic-needs-are-met-by-community-schools-learning-can-flourish
[6] https://www.kqed.org/mindshift/59981/leading-dyslexia-treatment-isnt-a-magic-bullet-studies-find-while-other-options-show-promise
[5] https://www.kqed.org/mindshift/59974/biden-administration-steps-up-protection-against-student-loan-forgiveness-scams
[5] https://www.kqed.org/mindshift/59912/black-and-white-teachers-from-hbcus-are-better-math-instructors-study-finds
[5] https://www.kqed.org/mindshift/59885/how-creative-journaling-can-empower-teachers-to-take-back-their-time
[5] https://www.kqed.org/mindshift/57646/how-unconditional-positive-regard-can-help-students-feel-cared-for
[4] https://open.spotify.com/show/0MxSpNYZKNprFLCl7eEtyx

Top URLs in Tweet in G6:
[27] https://www.kqed.org/news/11904834/covid-sick-pay-in-california-how-to-claim-this-new-paid-leave
[25] https://www.kqed.org/news/11926844/gubernatorial-candidates-newsom-and-dahle-agree-to-debate-at-kqed
[6] https://www.kqed.org/news/11926998/take-from-the-rich-and-give-to-mother-earth-understanding-proposition-30
[2] https://www.kqed.org/news/11927577/kqed-sues-california-department-of-corrections-for-staff-use-of-force-and-misconduct-records
[2] https://www.kqed.org/forum/2010101890886/ask-a-nobel-scientist-2022-bay-area-winners-in-chemistry-and-physics-take-your-questions
[2] https://www.kqed.org/news/11928188/mass-janitor-layoffs-at-meta-offices-trigger-open-ended-strike
[1] https://www.kqed.org/news/10976877/are-californians-casting-ballots-from-the-grave
[1] https://www.kqed.org/news/11927871/from-fixing-homelessness-to-arresting-fentanyl-dealers-sf-mayor-breed-bemoans-city-halls-red-tape-this-bureaucracy-has-really-tested-my-patience
[1] https://twitter.com/VoteNoProp30/status/1577733107347865617
[1] https://www.kqed.org/forum/2010101889053/from-red-sauce-to-cioppino-how-italian-american-food-became-synonymous-with-americas-and-the-bay-areas-cuisine

Top URLs in Tweet in G7:
[35] https://www.kqed.org/news/11927865/oakland-parents-want-a-seat-at-the-table-in-ousd-negotiations-with-teachers-union
[3] https://www.kqed.org/mindshift/59912/black-and-white-teachers-from-hbcus-are-better-math-instructors-study-finds
[2] https://www.kqed.org/news/11927544/huge-workload-low-pay-close-to-half-of-california-teachers-thinking-about-leaving-the-profession
[2] https://www.kqed.org/news/11926844/gubernatorial-candidates-newsom-and-dahle-agree-to-debate-at-kqed
[1] https://www.kqed.org/mindshift/54470/why-content-knowledge-is-crucial-to-effective-critical-thinking

Top URLs in Tweet in G8:
[2] https://www.kqed.org/news/11924452/an-award-winning-investigation-into-deadly-covid-outbreaks-at-foster-farms
[1] https://www.ccnma.org/2022-most-influential-latina-journalists
[1] https://www.kqed.org/news/11923753/ice-overusing-solitary-confinement-in-california-lawmakers-worry
[1] https://www.kqed.org/news/11927383/pressure-from-sf-supes-helped-striking-sfo-restaurant-workers-win-a-deal
[1] https://omny.fm/shows/kqed-segmented-audio/dreamers-in-california-frustrated-with-appeals-cou
[1] https://www.kqed.org/news/11792356/japanese-latin-americans-interned-in-wwii-see-injustice-for-migrants-today
[1] https://www.kqed.org/news/11925791/california-lawmakers-call-for-investigation-into-detainee-complaints-of-solitary-confinement
[1] https://omny.fm/shows/kqed-segmented-audio/purissima-the-ghost-town-hidden-near-half-moon-bay
[1] https://www.kqed.org/forum/2010101890760/tani-cantil-sakauye-reflects-on-twelve-years-as-chief-justice-of-california
[1] https://twitter.com/stevesarner/status/1579154258985095170

Top URLs in Tweet in G9:
[2] https://www.kqed.org/forum/2010101890865/oakland-will-be-the-first-city-in-california-to-give-land-back-to-native-americans
[2] https://www.kqed.org/forum/2010101890809/oakland-city-leaders-take-your-questions-on-safety-and-the-surge-of-violent-crime
[1] https://twitter.com/edyong209/status/1574390289829093379
[1] https://www.spur.org/events/2022-10-17/oaklands-next-leader-candidate-forum
[1] https://www.kqed.org/perspectives/201601142614/alice-wong-i-still-have-a-voice
[1] https://www.kqed.org/news/11925121/we-have-a-vision-east-bay-ohlone-tribe-looks-to-future-as-oakland-announces-landback-plan

Top URLs in Tweet in G10:
[5] https://teach.kqed.org/p/conference-info
[2] https://docs.google.com/forms/d/e/1FAIpQLSfGIoiYHpHBZBmv1GOh2MsAPSxkf1AHJNdl31GKwnUMiEohAw/viewform
[2] https://learn.kqed.org/discussions/122
[2] https://www.kqed.org/perspectives/201601142535/shreya-anand-underrepresented-in-stem
[1] https://www.kqed.org/education/536080/get-recognized-teaching-media-skills
[1] https://www.kqed.org/perspectives/201601142593/anna-yang-i-cant-read
[1] https://learn.kqed.org/challenges/teachers/call-for-change
[1] https://kqed.zoom.us/meeting/register/tZEtcuqoqj0jGdRqZFRRctv3UuO9MiEr9VGa
[1] https://www.kqed.org/education/536072/students-use-voices-to-champion-change
[1] https://learn.kqed.org/challenges/teachers

Top Domains
Top Domains in Tweet in Entire Graph:
[1902] kqed.org
[124] twitter.com
[23] tweetedtimes.com
[20] youtube.com
[14] npr.org
[13] applytojob.com
[11] apple.news
[11] blogspot.com
[9] bit.ly
[7] google.com

Top Domains in Tweet in G1:
[218] kqed.org
[17] twitter.com
[10] npr.org
[6] youtube.com
[4] pbs.org
[3] trib.al
[3] eventbrite.com
[2] google.com
[2] commonwealthclub.org
[2] propublica.org

Top Domains in Tweet in G2:
[395] kqed.org
[39] twitter.com
[13] applytojob.com
[8] bit.ly
[6] youtube.com
[3] lilmike.me
[2] t.co
[2] artsearth.org
[1] sfchronicle.com
[1] eventbrite.com

Top Domains in Tweet in G3:
[177] kqed.org
[4] apple.news
[2] twitter.com
[1] ccnma.org
[1] npr.org
[1] bit.ly
[1] omny.fm

Top Domains in Tweet in G4:
[334] kqed.org
[37] twitter.com
[22] tweetedtimes.com
[7] briefly.co
[7] apple.news
[3] faicl.ca
[3] google.com
[3] co.jp
[3] undergradeasier.com
[3] npr.org

Top Domains in Tweet in G5:
[158] kqed.org
[4] spotify.com
[3] apple.com
[1] booksource.com
[1] tweetedtimes.com
[1] twitter.com
[1] omny.fm
[1] buff.ly
[1] connectedlearning.news
[1] lavaredmonds.com

Top Domains in Tweet in G6:
[84] kqed.org
[4] flip.it
[2] twitter.com
[1] t.me

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

Top Domains in Tweet in G8:
[12] kqed.org
[4] twitter.com
[3] omny.fm
[1] ccnma.org
[1] rutgers.edu

Top Domains in Tweet in G9:
[6] kqed.org
[1] twitter.com
[1] spur.org

Top Domains in Tweet in G10:
[20] kqed.org
[2] google.com
[1] zoom.us
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[68] covid
[64] iran
[55] iranrevolution
[54] iranregimechange
[41] zumbi
[41] indigenouspeoplesday
[32] rightnowish
[25] fatbearweek
[23] oakland
[23] kqed



Top Hashtags in Tweet in G1:
[8] indigenouspeoplesday
[8] iran
[8] yoursilencebreaksourhearts
[8] iranprotests
[7] mahsaamini
[5] filipinoamericanhistorymonth
[4] bayarea
[4] covid
[4] nova
[4] hiv

Top Hashtags in Tweet in G2:
[41] zumbi
[28] rightnowish
[22] fatbearweek
[17] justiceforzumbi
[11] oakland
[8] 11/1/2022 12:00:00 AM
[8] checkpleasebayarea
[8] sanfrancisco
[7] indigenouspeoplesday
[7] california

Top Hashtags in Tweet in G3:
[56] covid
[6] indigenouspeoplesday
[4] oakland
[4] 11/1/2022 12:00:00 AM
[3] latinxheritagemonth
[3] ai
[3] mahsaamini
[3] banhmi
[3] vietnamese
[2] jobalert

Top Hashtags in Tweet in G4:
[6] california
[4] news
[3] health
[3] mentalhealth
[3] sharedfacts
[3] indiefilms
[3] movies
[2] ca
[2] sel
[2] education

Top Hashtags in Tweet in G5:
[7] edchat
[7] ungrading
[2] sketchnote
[2] education
[2] nctmla22
[1] guíaelectoral
[1] california
[1] podcast
[1] parentsinpower
[1] teachertwitter

Top Hashtags in Tweet in G6:
[5] prop30
[4] zeroemission
[4] ab5
[1] kinggavin
[1] newsom
[1] gopfail
[1] oakland
[1] prop28
[1] massiveteachershortage
[1] abortion

Top Hashtags in Tweet in G7:
[7] parentsinpower
[4] oakland
[2] oakedu
[1] howarethechildren
[1] reachformore

Top Hashtags in Tweet in G8:
[4] ab2632
[3] daca
[1] sanfrancisco
[1] histoy
[1] 11/1/2022 12:00:00 AM
[1] oakland

Top Hashtags in Tweet in G9:
[2] landback
[1] longcovid
[1] mecfs
[1] covid

Top Hashtags in Tweet in G10:
[9] cascience22
[8] casteam22
[6] kqededspace
[6] sfusd_wbl
[5] stem
[5] stemeducation
[4] audio
[4] pd
[3] studentvoice
[3] steam

Top Words
Top Words in Tweet in Entire Graph:
[1249] kqed
[980] kqednews
[904] first
[879] sfdirewolf
[825] voice
[819] kqed's
[803] audio
[793] person
[783] essay
[781] series

Top Words in Tweet in G1:
[854] sfdirewolf
[771] audio
[768] first
[765] voice
[756] kqed's
[754] perspectives
[752] person
[752] essay
[751] series
[747] commentary

Top Words in Tweet in G2:
[401] kqed
[202] kqedarts
[155] one
[146] bay
[143] kqednews
[127] area
[107] california
[106] ogpenn
[99] people
[97] iamsydneywelch

Top Words in Tweet in G3:
[757] kqednews
[638] covid
[632] sick
[621] pay
[558] 31
[555] dec
[546] extended
[507] signed
[506] policy
[504] set

Top Words in Tweet in G4:
[129] kqed
[50] california
[38] more
[35] students
[26] ca
[25] see
[24] tv
[23] people
[20] school
[20] help

Top Words in Tweet in G5:
[308] mindshiftkqed
[170] students
[97] teachers
[70] learning
[64] school
[57] paper
[57] many
[49] advocates
[46] grades
[44] become

Top Words in Tweet in G6:
[93] debate
[67] kqed
[66] questions
[65] gavinnewsom
[62] briandahleca
[48] more
[43] one
[39] agreed
[39] mlagos
[39] read

Top Words in Tweet in G7:
[84] parents
[67] lakishayoungceo
[52] kids
[49] table
[47] caparentpower
[47] theoaklandreach
[44] oakland
[41] math
[40] read
[39] meganbaci

Top Words in Tweet in G8:
[28] kqed
[18] faridajhabvala
[13] kqednews
[12] california
[11] one
[10] latinojournosca
[8] named
[8] influential
[8] 10
[8] journalists

Top Words in Tweet in G9:
[41] land
[33] people
[31] thousands
[31] bay
[31] known
[31] east
[31] forcibly
[31] lived
[31] years
[31] ohlone

Top Words in Tweet in G10:
[27] kqed
[23] kqededspace
[19] women
[18] 10
[15] high
[15] school
[13] more
[12] community
[12] steam
[12] iti_lausd

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[770] audio,essay
[768] perspectives,series
[768] kqed's,perspectives
[767] essay,nonspeaking
[767] series,commentary
[767] commentary,voice
[767] person,kqed's
[767] first,audio
[767] nonspeaking,person
[685] sick,pay

Top Word Pairs in Tweet in G1:
[750] audio,essay
[748] kqed's,perspectives
[748] perspectives,series
[747] commentary,voice
[747] nonspeaking,person
[747] person,kqed's
[747] first,audio
[747] series,commentary
[747] essay,nonspeaking
[530] ðÿž,first

Top Word Pairs in Tweet in G2:
[127] bay,area
[64] made,kqedarts
[64] big,one
[64] ogpenn,team
[64] give,big
[64] one,ogpenn
[64] team,highlighting
[64] kqedarts,give
[64] mama,made
[63] iamsydneywelch,mama

Top Word Pairs in Tweet in G3:
[616] sick,pay
[555] dec,31
[503] covid,sick
[503] set,expire
[503] pay,policy
[502] extended,dec
[501] policy,extended
[501] 31,set
[501] 30,signed
[501] expire,sept

Top Word Pairs in Tweet in G4:
[22] see,more
[14] mull,idea
[14] freshman,students
[14] kqed,see
[14] colleges,mull
[12] idea,'ungrading'
[12] 'ungrading',freshman
[11] san,francisco
[10] alice,wong
[10] top,story

Top Word Pairs in Tweet in G5:
[44] students,become
[38] preoccupied,grades
[38] become,preoccupied
[32] mindshiftkqed,students
[31] actually,learning
[30] mindshiftkqed,many
[30] ungrading,advocates
[30] advocates,students
[28] learning,students
[28] mindshiftkqed,ungrading

Top Word Pairs in Tweet in G6:
[39] more,send
[39] debate,one
[39] gavinnewsom,agreed
[39] agreed,briandahleca
[39] read,more
[39] one,gavinnewsom
[39] briandahleca,read
[39] mlagos,debate
[39] send,questions
[38] questions,hâ

Top Word Pairs in Tweet in G7:
[38] level,we've
[38] math,grade
[38] grade,level
[38] ask,negotiating
[38] kids,read
[38] negotiating,babies
[38] we've,ask
[38] read,math
[37] lakishayoungceo,kids
[27] parents,seat

Top Word Pairs in Tweet in G8:
[8] 10,influential
[8] latina,journalists
[8] faridajhabvala,named
[8] named,one
[8] one,10
[5] kqed,faridajhabvala
[5] correspondent,faridajhabvala
[5] kqed,correspondent
[5] influential,latina
[5] soreathh,clarembaux

Top Word Pairs in Tweet in G9:
[31] people,lived
[31] east,bay
[31] bay,forcibly
[31] thousands,years
[31] years,ohlone
[31] land,known
[31] known,east
[31] ohlone,people
[31] lived,land
[30] crystalechohawk,thousands

Top Word Pairs in Tweet in G10:
[15] high,school
[11] create,community
[11] stem,created
[11] podcast,amplify
[11] created,podcast
[11] wanted,create
[11] color,stem
[11] senior,wanted
[11] community,women
[11] women,color

Top Replied-To
Top Replied-To in Entire Graph:
@mindshiftkqed
@sfdirewolf
@kqed
@fitzthereporter
@mdbarba
@npr
@repzoelofgren
@talanaes
@graue
@saul_duarte1

Top Replied-To in G1:
@sfdirewolf
@kqed
@npr
@talanaes
@dean_isking
@sf_mills
@litquake
@pbs
@coffeeshoprabbi
@willplancal

Top Replied-To in G2:
@fitzthereporter
@mdbarba
@graue
@kqed
@radiobwatt
@kqedforum
@nahj_ucb
@priyadclemens
@eaxlr
@oaklandvoices

Top Replied-To in G3:
@kqednews
@nocarxxx
@jackcorrbit
@loveholliejo

Top Replied-To in G5:
@mindshiftkqed
@jamiljankochai
@mrscarterhla
@cathyndavidson
@alexsvenet
@jodyji
@howie_hua
@minarchistkitty
@lancast46593499

Top Replied-To in G6:
@foonrhee
@cagop
@gavinnewsom
@brooksktvu
@debivino1961
@scottshafer
@jenvanlaar
@briandahleca

Top Replied-To in G8:
@chalexhall
@gavinnewsom
@faridajhabvala
@ackocher
@latinojournosca
@msheridan62
@mtnshepherdess3
@speakerpelosi
@23andme

Top Replied-To in G9:
@gbeltalliance
@ahandvanish
@kqedforum
@_leighm_o

Top Replied-To in G10:
@saul_duarte1
@ethrworld

Top Mentioned
Top Mentioned in Entire Graph:
@kqed
@kqednews
@sfdirewolf
@mindshiftkqed
@kqedarts
@kqedforum
@iamsydneywelch
@ogpenn
@gavinnewsom
@thrasherxy

Top Mentioned in G1:
@kqed
@sfdirewolf
@thrasherxy
@communica1st
@npr
@miamingus
@yomiwrong
@kqednews
@kqedforum

Top Mentioned in G2:
@kqed
@kqedarts
@kqednews
@ogpenn
@iamsydneywelch
@nananastia
@kqedforum
@londonbreed
@ezraromero
@kqedscience

Top Mentioned in G3:
@kqednews
@kqedforum
@kqed
@iamsydneywelch
@kqedarts
@radiobwatt
@hollymcdede
@ezraromero
@fitzthereporter
@dagarciajr

Top Mentioned in G4:
@clevelandheston
@allentien
@realkay88
@wsjp_insight
@rowdyricky2357
@bucmon21
@insitevan
@shesternly
@ellearningworld

Top Mentioned in G5:
@mindshiftkqed
@hechingerreport
@joshua_r_eyler
@jillbarshay
@lavaredmonds
@jodyji
@susandebrablum
@roberttalbert
@carlashalaby
@cedr_us

Top Mentioned in G6:
@gavinnewsom
@briandahleca
@mlagos
@cagovernor
@kqed
@jenvanlaar
@kqednews
@zavalaa
@stevenmaviglio
@superandrea

Top Mentioned in G7:
@lakishayoungceo
@theoaklandreach
@caparentpower
@meganbaci
@hamill_law
@juliamcevoy1
@radiokeri
@karenvaites
@alexanderrusso
@kqednews

Top Mentioned in G8:
@kqed
@faridajhabvala
@kqednews
@latinojournosca
@rachaelmyrow
@rtdna
@gavinnewsom
@soreathh
@clarembaux
@ny1

Top Mentioned in G9:
@crystalechohawk
@kqedforum
@libbyschaaf
@kqed
@oakland
@corrina_gould
@kqednews
@transpoakland
@spur_urbanist
@eb4everyone

Top Mentioned in G10:
@kqededspace
@kqed
@iti_lausd
@union_lausd
@girlswhocode
@cdefoundation
@ldc
@csta
@steam
@stemgemsbook

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@robinsnewswire
@thepoliticalcat
@lizditz
@gojira007x
@blueflower1096
@blackbiz2020
@givemepie360
@dgendvil
@backstorymom1

Top Tweeters in G1:
@lizditz
@givemepie360
@backstorymom1
@scheerenberger
@watermelondriia
@bellesapepper37
@reuters
@fieryreddragon
@guardian
@terryg1979

Top Tweeters in G2:
@blackbiz2020
@mr_luck07
@manchuriandevil
@mastaofmp3s
@kimvie
@itswanda
@tigerbeat
@thegaychel
@yayayarndiva
@lakergrrrl

Top Tweeters in G3:
@thepoliticalcat
@lehimesa
@dancas2
@samhainnight
@morgfair
@estarianne
@metaquest
@dsochoa
@alex_lavorico
@sandykalano

Top Tweeters in G4:
@cas_2050001283
@robinsnewswire
@robinsportsnews
@jimmyroybloom
@mile_by_mile
@allentien
@steviebreech
@nobiggovduh
@spanishcountry
@kuaanowplaying

Top Tweeters in G5:
@southerngemgal
@sandysva
@tahfromslc
@iramey
@madresfera
@evan7257
@mojamesapted
@nick_chater
@emoontx
@mferrini

Top Tweeters in G6:
@iveyjanette_207
@doodlestrks
@annie5133
@patamador1
@birdappname
@v2aggie2
@trotdarrow
@mmkayrulz
@carloseats
@kcranews

Top Tweeters in G7:
@debrabuenik
@rigmatthew
@rinorooter
@bricolix
@2islandjojo
@alexanderrusso
@bandphan
@citizenstewart
@jeffspartyjeff
@eeners

Top Tweeters in G8:
@business
@armyofwomack
@fastcompany
@aboynamedart
@bw
@fresnobee
@forbestech
@carolekingnyc
@ny1
@hp

Top Tweeters in G9:
@kmontenegro
@b_sputnik
@murjanian
@chitkwesumanetu
@envisionglobal
@laurirose
@edyong209
@ludovicspeaks
@cnharder
@effies

Top Tweeters in G10:
@businessinsider
@botfemale
@b0tsci
@bear_risa
@yourstoryco
@edtechspec
@peoplematters2
@bizrockstar
@hyc_symas
@ricktgarrett


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