KQED, Twitter, 5/21/2021 11:38:17 AM, 255294


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KQED_2021-05-20_16-33-45.xlsx
KQED_2021-05-20_16-33-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 21, 2021
Short Description:
KQED via NodeXL https://bit.ly/3ytrnrS
@kqed
@mindshiftkqed
@lilyjamali
@kqednews
@starkkev
@foreveroakland
@jazzmeditation
@aptly_engineerd
@npr
@scottshafer

Top hashtags:
#teachlivingpoets
#ccsf
#covid19
#covid
#stampedforkids
#campfire
#rightnowish
#aapihm

Description:
Description
The graph represents a network of 5,280 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, 20 May 2021 at 23:43 UTC.

The requested start date was Thursday, 20 May 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 8-day, 21-hour, 6-minute period from Thursday, 06 May 2021 at 00:08 UTC to Friday, 14 May 2021 at 21:15 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 : 5280
Unique Edges : 3577
Edges With Duplicates : 11922
Total Edges : 15499
Number of Edge Types : 5
Retweet : 5029
MentionsInRetweet : 7048
Mentions : 1976
Tweet : 1066
Replies to : 380
Self-Loops : 1096
Reciprocated Vertex Pair Ratio : 0.0283400809716599
Reciprocated Edge Ratio : 0.0551181102362205
Connected Components : 508
Single-Vertex Connected Components : 331
Maximum Vertices in a Connected Component : 4170
Maximum Edges in a Connected Component : 13822
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.863759
Graph Density : 0.000282494388859231
Modularity : 0.412955
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,280 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, 20 May 2021 at 23:43 UTC.

The requested start date was Thursday, 20 May 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 8-day, 21-hour, 6-minute period from Thursday, 06 May 2021 at 00:08 UTC to Friday, 14 May 2021 at 21:15 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:
[253] https://www.hellomagazine.com/healthandbeauty/health-and-fitness/2019012966949/why-people-post-mean-comments-on-social-media-psychologists-explain/?viewas=amp
[253] https://www.quora.com/How-can-you-deal-with-a-person-who-is-full-of-hatred
[253] https://www.bbc.com/news/technology-31749753.amp
[171] https://www.kqed.org/news/11872328/survivors-stuck-in-limbo-as-pge-fire-victim-trust-pays-out-50-million-in-fees
[52] https://www.kqed.org/mindshift/57818/if-your-brain-feels-foggy-and-youre-tired-all-the-time-youre-not-alone
[36] https://www.kqed.org/news/11872984/ccsf-approves-plan-to-avoid-layoffs-sf-mulls-permanent-fund-for-threatened-classes
[35] https://www.kqed.org/arts/13896729/benkyodo-mochi-on-the-bridge-sf-japantown-covid
[28] https://www.kqed.org/mindshift/57757/dr-sonja-cherry-paul-using-stamped-for-kids-to-have-age-appropriate-discussions-about-race
[24] https://www.kqed.org/arts/13895586/a-salute-to-san-francisco-rap
[22] https://www.kqed.org/news/11871915/why-donuts-chinese-food-a-very-californian-combination

Top URLs in Tweet in G1:
[14] https://www.kqed.org/mindshift/57818/if-your-brain-feels-foggy-and-youre-tired-all-the-time-youre-not-alone
[14] https://www.kqed.org/mindshift/57757/dr-sonja-cherry-paul-using-stamped-for-kids-to-have-age-appropriate-discussions-about-race
[9] https://www.kqed.org/mindshift/57734/distracted-these-four-learning-strategies-can-help
[9] https://www.kqed.org/mindshift/57644/13-effective-study-strategies-to-help-students-learn
[8] https://www.kqed.org/mindshift/57806/how-teaching-the-work-of-living-poets-can-make-english-class-more-exciting-and-inclusive
[6] https://www.kqed.org/mindshift/57716/we-need-to-be-nurtured-too-many-teachers-say-theyre-reaching-a-breaking-point
[6] https://www.kqed.org/mindshift/51571/raising-kids-who-want-to-read-even-during-the-summer
[6] https://www.kqed.org/mindshift/57413/how-some-mistakes-can-be-generative-for-teachers-and-students-alike
[6] https://www.kqed.org/mindshift/57853/an-updated-oregon-trail-gives-native-americans-better-representation
[5] https://www.kqed.org/mindshift/57830/fandom-can-be-a-lot-like-high-school-heres-how-to-avoid-the-bad-stuff

Top URLs in Tweet in G2:
[29] https://www.kqed.org/news/11872984/ccsf-approves-plan-to-avoid-layoffs-sf-mulls-permanent-fund-for-threatened-classes
[27] https://www.kqed.org/news/11872328/survivors-stuck-in-limbo-as-pge-fire-victim-trust-pays-out-50-million-in-fees
[13] https://www.kqed.org/arts/13896729/benkyodo-mochi-on-the-bridge-sf-japantown-covid
[10] https://www.kqed.org/events/125347741469
[10] https://www.kqed.org/arts/13896833/motherhood-marijuana-and-mental-health-with-been-milky
[9] https://www.kqed.org/news/11872318/suspect-arrested-in-sf-stabbing-of-2-asian-seniors-police-investigating-attack-for-racial-bias
[9] https://www.kqed.org/arts/13896800/read-the-poems-bay-area-writers-shared-on-air-for-national-poetry-month
[9] https://www.kqed.org/news/11871915/why-donuts-chinese-food-a-very-californian-combination
[9] https://donate.kqed.org/thebay
[8] https://www.kqed.org/news/11872830/new-california-ag-continues-to-withhold-important-police-records-despite-effort-to-increase-transparency

Top URLs in Tweet in G3:
[54] https://www.kqed.org/news/11872328/survivors-stuck-in-limbo-as-pge-fire-victim-trust-pays-out-50-million-in-fees
[4] https://www.pressdemocrat.com/article/opinion/pd-editorial-wildfire-victims-left-waiting-as-years-pass-by/amp/
[4] https://www.kqed.org/news/11871136/rethinking-power-with-aarti-shahanis-new-podcast
[4] https://www.kqed.org/news/11873113/help-us-investigate-pges-power-lines
[3] https://twitter.com/Aaron_Glantz/status/1390299328137162755
[2] https://www.kqed.org/news/11872011/unequal-distribution-how-businesses-in-east-oakland-and-other-communities-of-color-missed-out-on-ppp-loans
[1] https://www.nytimes.com/2021/05/07/us/india-covid-california.html
[1] https://www.kqed.org/news/11872511/immediate-jeopardy-death-and-neglect-in-california-nursing-homes
[1] https://twitter.com/kqed/status/1389685009674506242
[1] https://twitter.com/WellsFargo/status/1389332682908356608

Top URLs in Tweet in G4:
[30] https://www.kqed.org/news/11872328/survivors-stuck-in-limbo-as-pge-fire-victim-trust-pays-out-50-million-in-fees
[19] https://www.kqed.org/mindshift/57818/if-your-brain-feels-foggy-and-youre-tired-all-the-time-youre-not-alone
[13] https://www.kqed.org/mindshift/57830/fandom-can-be-a-lot-like-high-school-heres-how-to-avoid-the-bad-stuff
[10] https://www.kqed.org/mindshift/57540/why-setting-boundaries-is-helpful-for-teachers-and-their-students
[10] https://www.kqed.org/news/11872910/flush-with-cash-california-set-to-send-billions-in-rebates-to-taxpayers
[9] https://www.kqed.org/mindshift/57853/an-updated-oregon-trail-gives-native-americans-better-representation
[8] https://www.kqed.org/arts/13896729/benkyodo-mochi-on-the-bridge-sf-japantown-covid
[8] https://www.kqed.org/mindshift/57757/dr-sonja-cherry-paul-using-stamped-for-kids-to-have-age-appropriate-discussions-about-race
[8] https://www.kqed.org/mindshift/57864/schools-are-deciding-what-the-new-cdc-mask-guidelines-mean-for-the-classroom
[7] https://www.kqed.org/mindshift/57806/how-teaching-the-work-of-living-poets-can-make-english-class-more-exciting-and-inclusive

Top URLs in Tweet in G5:
[34] https://www.kqed.org/news/11872328/survivors-stuck-in-limbo-as-pge-fire-victim-trust-pays-out-50-million-in-fees
[4] https://www.kqed.org/news/11872910/flush-with-cash-california-set-to-send-billions-in-rebates-to-taxpayers
[3] https://www.kqed.org/news/11873288/california-agencies-long-overdue-for-major-cybersecurity-upgrades-experts-say
[2] https://www.kqed.org/news/11872416/caitlyn-jenner-offers-vague-generalities-moments-of-humanity-in-fox-tv-interview
[1] https://www.npr.org/2021/05/04/991943295/tech-sees-bigger-opportunity-in-utah-if-the-state-works-on-its-image?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[1] https://www.kqed.org/news/11873575/anthony-rendon-on-the-state-budget-and-newsoms-executive-powers
[1] https://www.kqed.org/news/11873005/statewide-poll-finds-good-news-for-newsom-bad-news-for-gop-opponents
[1] https://www.kqed.org/news/11873497/caitlyn-jenner-for-governor-trans-leaders-say-no-thanks
[1] https://www.kqed.org/news/11872984/ccsf-approves-plan-to-avoid-layoffs-sf-mulls-permanent-fund-for-threatened-classes
[1] https://www.kqed.org/news/11872893/alameda-city-leaders-approve-police-reforms-spurred-by-death-of-mario-gonzalez

Top URLs in Tweet in G6:
[253] https://www.hellomagazine.com/healthandbeauty/health-and-fitness/2019012966949/why-people-post-mean-comments-on-social-media-psychologists-explain/?viewas=amp
[253] https://www.quora.com/How-can-you-deal-with-a-person-who-is-full-of-hatred
[253] https://www.bbc.com/news/technology-31749753.amp
[1] https://www.kqed.org/education/532334/is-the-internet-making-you-meaner

Top URLs in Tweet in G7:
[10] https://www.kqed.org/arts/13897056/watch-the-first-trailer-for-blindspotting-rafael-casal-and-daveed-diggs-tv-spin-off
[9] https://www.kqed.org/arts/13896729/benkyodo-mochi-on-the-bridge-sf-japantown-covid
[7] https://www.kqed.org/arts/13894499/reopened-bay-area-movies-museums-music-sports-open
[5] https://www.kqed.org/science/1974544/where-has-it-gotten-warmer-in-the-us-just-about-everywhere
[5] https://www.kqed.org/arts/13896684/two-moms-lullaby-for-their-unborn-daughter-celebrates-their-family-story
[4] https://www.kqed.org/events/148273488997
[4] https://www.kqed.org/science/1973138/how-a-small-forest-community-saved-itself-from-fire
[4] https://www.kqed.org/arts/13897118/the-exploratorium-gears-up-for-a-july-reopening
[4] https://www.kqed.org/arts/13896924/calder-picasso-de-young-review
[4] https://www.kqed.org/arts/13896743/tiktok-dancer-pink-funky-is-here-to-ease-your-reopening-anxiety

Top URLs in Tweet in G8:
[5] https://ww2.kqed.org/news/2021/05/07/immediate-jeopardy-death-and-neglect-in-california-nursing-homes/?utm_source=dlvr.it&utm_medium=twitter
[3] https://ww2.kqed.org/news/2021/05/10/project-homekey-provides-some-hope-for-californians-experiencing-homelessness/?utm_source=dlvr.it&utm_medium=twitter
[2] https://ww2.kqed.org/news/2021/05/06/rethinking-power-with-aarti-shahanis-new-podcast/?utm_source=dlvr.it&utm_medium=twitter
[2] https://ww2.kqed.org/news/2021/05/13/faulconer-unveils-tax-cut-plan/?utm_source=dlvr.it&utm_medium=twitter
[2] https://ww2.kqed.org/news/2021/05/14/california-drought-conditions-intensify/?utm_source=dlvr.it&utm_medium=twitter
[2] https://ww2.kqed.org/news/2021/05/06/survivors-stuck-in-limbo-as-pge-fire-victim-trust-pays-out-50-million-in-fees/?utm_source=dlvr.it&utm_medium=twitter
[2] http://freakonomics.com
[1] http://ww2.kqed.org/mindshift/2016/07/19/how-teachers-can-see-students-identities-as-learning-strengths/
[1] https://www.npr.org/2021/05/13/996582891/fully-vaccinated-people-can-stop-wearing-masks-indoors-and-outdoors-cdc-says?utm_medium=social&utm_term=nprnews&utm_campaign=npr&utm_source=twitter.com
[1] https://www.kqed.org/news/11862544/does-oakland-chinatown-need-more-police-after-assaults-a-generational-divide?utm_term=nprnews&utm_medium=social&utm_source=twitter.com&utm_campaign=npr

Top URLs in Tweet in G9:
[2] https://twitter.com/KQED/status/1392576859594903553

Top URLs in Tweet in G10:
[1] https://www.kqed.org/science/28668/why-isnt-desalination-the-answer-to-all-californias-water-problems
[1] http://ww1.identitytheftsolutionplan.com

Top Domains
Top Domains in Tweet in Entire Graph:
[1857] kqed.org
[253] hellomagazine.com
[253] quora.com
[253] bbc.com
[177] twitter.com
[14] npr.org
[13] youtube.com
[11] zoom.us
[11] briefly.co
[10] spotify.com

Top Domains in Tweet in G1:
[185] kqed.org
[2] t.co
[1] pbslearningmedia.org
[1] owl.li
[1] twitter.com
[1] booksource.com

Top Domains in Tweet in G2:
[561] kqed.org
[68] twitter.com
[9] spotify.com
[7] npr.org
[7] allarts.org
[3] youtube.com
[2] webbyawards.com
[2] aajacareers.org
[1] pscp.tv
[1] facebook.com

Top Domains in Tweet in G3:
[70] kqed.org
[9] twitter.com
[5] pressdemocrat.com
[1] nytimes.com

Top Domains in Tweet in G4:
[337] kqed.org
[43] twitter.com
[11] briefly.co
[4] apple.news
[4] google.com
[4] bpuzzle.ca
[3] youtube.com
[2] instagram.com
[1] zerohedge.com
[1] kqed.net

Top Domains in Tweet in G5:
[54] kqed.org
[1] npr.org
[1] twitter.com

Top Domains in Tweet in G6:
[253] hellomagazine.com
[253] quora.com
[253] bbc.com
[1] kqed.org

Top Domains in Tweet in G7:
[177] kqed.org
[7] twitter.com
[3] collegecentral.com
[1] vubblepop.com
[1] npr.org
[1] redef.com

Top Domains in Tweet in G8:
[27] kqed.org
[2] npr.org
[2] freakonomics.com
[1] spotify.com
[1] twitter.com
[1] fiverr.com

Top Domains in Tweet in G9:
[2] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[49] teachlivingpoets
[35] ccsf
[33] covid19
[27] covid
[24] stampedforkids
[23] campfire
[22] rightnowish
[20] aapihm
[18] teachers
[17] edchat



Top Hashtags in Tweet in G1:
[49] teachlivingpoets
[24] stampedforkids
[9] learning
[5] k12
[5] tcrwp
[4] schools
[3] edtech
[3] edchat
[3] wednesdaywisdom
[3] edequity

Top Hashtags in Tweet in G2:
[30] ccsf
[25] covid
[19] aapihm
[18] rightnowish
[17] covid19
[14] kqedenespanol
[11] mothersday
[8] nationalpoetrymonth
[8] checkpleasebayarea
[8] mentalhealthmonth

Top Hashtags in Tweet in G3:
[22] campfire
[3] thecaliforniareport
[1] icymi
[1] ccsf

Top Hashtags in Tweet in G4:
[10] students
[9] teachers
[9] edchat
[6] indiefilms
[6] movies
[5] boundaries
[5] classroom
[5] blogsifollow
[5] newpost
[4] ca

Top Hashtags in Tweet in G5:
[1] ccsf
[1] mariogonzalez
[1] covid
[1] wildfires

Top Hashtags in Tweet in G7:
[7] peninsula
[7] southbay
[5] sb331
[4] rightnowish
[4] internationalnursesday
[3] covid19
[3] murrowaward
[3] happyfriday
[3] kleenexalert
[3] yourewelcome

Top Hashtags in Tweet in G8:
[6] deeplook
[1] ccsf
[1] kteh
[1] fostercareawarenessmonth
[1] adoption

Top Words
Top Words in Tweet in Entire Graph:
[1822] kqed
[1214] mindshiftkqed
[1076] fire
[986] pg
[816] trust
[740] victim
[723] lilyjamali
[692] year
[599] investigation
[485] first

Top Words in Tweet in G1:
[1192] mindshiftkqed
[326] tell
[243] students
[207] teachers
[159] allowing
[159] writing
[158] first
[158] dramatically
[157] sketchnote
[157] outline

Top Words in Tweet in G2:
[779] kqed
[315] kqednews
[200] fire
[192] first
[186] year
[168] police
[167] california
[158] pg
[156] kqedforum
[148] more

Top Words in Tweet in G3:
[613] fire
[604] pg
[597] lilyjamali
[585] trust
[565] kqed
[557] victim
[491] investigation
[366] spent
[335] year
[318] fees

Top Words in Tweet in G4:
[77] kqed
[32] million
[32] more
[31] fire
[30] survivors
[29] trust
[29] time
[29] help
[28] pg
[26] victim

Top Words in Tweet in G5:
[258] gavinnewsom
[224] scottshafer
[213] billion
[192] state
[186] budget
[185] big
[185] surplus
[183] entire
[182] 76
[182] announced

Top Words in Tweet in G6:
[253] interesting
[253] reads
[252] warmblue0221

Top Words in Tweet in G7:
[92] kqedarts
[52] bay
[51] kqed
[47] kqedscience
[46] year
[37] kqednews
[37] east
[32] area
[29] one
[28] fire

Top Words in Tweet in G8:
[174] npr
[90] pg
[89] fire
[86] see
[85] lawyers
[84] vast
[84] majority
[84] 67
[84] 000
[84] victims

Top Words in Tweet in G9:
[129] covid
[128] incarcerated
[128] people
[128] live
[128] vulnerable
[128] conditions
[128] comes
[128] choice
[128] aptly_engineerd
[2] california

Top Words in Tweet in G10:
[6] mmpadellan
[6] wnpr
[6] secretservice
[6] usmc
[6] staugnola
[6] westpoint_usma
[6] vamilili
[6] lily
[6] rochepharmaperu
[6] washingtonpost

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[881] pg,fire
[739] fire,victim
[739] victim,trust
[593] lilyjamali,kqed
[382] trust,spent
[376] last,year
[373] kqed,investigation
[358] investigation,found
[347] administrative,fees
[346] found,last

Top Word Pairs in Tweet in G1:
[157] allowing,students
[157] students,sketchnote
[157] sketchnote,outline
[157] outline,first
[157] first,draft
[157] draft,writing
[157] writing,assignment
[157] assignment,dramatically
[157] dramatically,improve
[157] improve,quality

Top Word Pairs in Tweet in G2:
[128] pg,fire
[105] bay,area
[100] fire,victim
[100] victim,trust
[73] san,francisco
[67] during,first
[58] fire,victims
[57] first,year
[56] year,operation
[53] lilyjamali,kqed

Top Word Pairs in Tweet in G3:
[583] pg,fire
[557] fire,victim
[557] victim,trust
[506] lilyjamali,kqed
[317] trust,spent
[303] kqed,investigation
[292] investigation,found
[292] last,year
[291] found,last
[291] year,pg

Top Word Pairs in Tweet in G4:
[25] fire,victim
[25] victim,trust
[24] pg,fire
[22] survivors,stuck
[22] stuck,limbo
[21] limbo,pg
[21] trust,pays
[21] pays,50
[21] 50,million
[21] million,fees

Top Word Pairs in Tweet in G5:
[184] budget,surplus
[182] big,76
[182] 76,billion
[182] billion,budget
[182] surplus,announced
[182] announced,today
[182] today,gavinnewsom
[182] gavinnewsom,bigger
[182] bigger,entire
[182] entire,state

Top Word Pairs in Tweet in G6:
[253] interesting,reads
[252] warmblue0221,interesting

Top Word Pairs in Tweet in G7:
[30] east,bay
[20] bay,area
[19] san,francisco
[15] nws,issued
[15] issued,red
[15] red,flag
[15] flag,warnings
[15] warnings,north
[15] north,east
[15] bay,hills

Top Word Pairs in Tweet in G8:
[89] pg,fire
[84] vast,majority
[84] majority,67
[84] 67,000
[84] 000,pg
[84] fire,victims
[84] victims,included
[84] included,dec
[84] dec,2019
[84] 2019,settlement

Top Word Pairs in Tweet in G9:
[128] incarcerated,people
[128] people,live
[128] live,vulnerable
[128] vulnerable,conditions
[128] conditions,comes
[128] comes,covid
[128] covid,choice
[127] aptly_engineerd,incarcerated

Top Word Pairs in Tweet in G10:
[6] mmpadellan,wnpr
[6] wnpr,secretservice
[6] secretservice,usmc
[6] usmc,staugnola
[6] staugnola,westpoint_usma
[6] westpoint_usma,vamilili
[6] vamilili,lily
[6] lily,rochepharmaperu
[6] rochepharmaperu,washingtonpost
[5] wqed,kqed

Top Replied-To
Top Replied-To in Entire Graph:
@kqed
@mindshiftkqed
@aaron_glantz
@realchrisjbeale
@npr
@scottshafer
@kqedforum
@alexgonz10
@alexismadrigal
@nprnicole

Top Replied-To in G1:
@mindshiftkqed
@marioframework

Top Replied-To in G2:
@kqed
@realchrisjbeale
@alexismadrigal
@alexgonz10
@kqedforum
@nprnicole
@fitzthereporter
@otisrtaylorjr
@faridajhabvala
@erickgeee

Top Replied-To in G3:
@aaron_glantz
@lilyjamali
@kqedforum
@adrianamorgao
@dadkind
@equoamicus

Top Replied-To in G5:
@scottshafer
@kqed
@alexgonz10
@kayleighathena
@kqedforum
@slowseasonmusic
@jamesonite
@ukgirlinsf
@soquelcreek
@agrobbonta

Top Replied-To in G7:
@nysmom4kiddos
@newshourextra
@rydah_81
@chrisjameshoff
@ritualdumpster
@benjaminosgood

Top Replied-To in G8:
@npr
@kqed
@goldengazelle
@a_mendelson
@micheladanyc
@rachelnpr
@hellonnewman
@tamarakeithnpr
@exchangeseva

Top Replied-To in G10:
@mmpadellan
@davidbarckhoff
@senjohnkennedy
@cynthiawalsom

Top Mentioned
Top Mentioned in Entire Graph:
@mindshiftkqed
@kqed
@lilyjamali
@kqednews
@gavinnewsom
@aaron_glantz
@scottshafer
@warmblue0221
@npr
@kqedforum

Top Mentioned in G1:
@mindshiftkqed
@karanewhouse
@learnforjustice
@sonjacherrypaul
@df
@nimahgobir
@alexsvenet
@historianhuettl
@aebilgili
@fkuzu79

Top Mentioned in G2:
@kqed
@kqednews
@kqedforum
@lilyjamali
@fitzthereporter
@thebaykqed
@npr
@oddity_adhiti
@notoriousecg
@mkimreporter

Top Mentioned in G3:
@lilyjamali
@kqed
@aaron_glantz
@thejdmorris
@kqednews
@firevictrust
@zoogerdee2024
@thebaykqed
@matthewstoller
@kqedsashakhokha

Top Mentioned in G4:
@shareanonymousi
@asma_m_z_321
@drpowerskhs
@billstone67
@jmbergie

Top Mentioned in G5:
@gavinnewsom
@scottshafer
@cernovich
@kqed
@lilyjamali
@berkeleyigs
@caitlyn_jenner
@kqednews
@kqedforum
@fitzthereporter

Top Mentioned in G6:
@warmblue0221

Top Mentioned in G7:
@kqedarts
@kqedscience
@kqednews
@rachaelmyrow
@kqed
@nws
@exploratorium
@blindspottingtv
@ap
@ezraromero

Top Mentioned in G8:
@npr
@kqed
@calreporttweets
@pbs
@nprextra
@pbsds
@ellywyu
@andrewyangvfa
@freakonomics
@lilyjamali

Top Mentioned in G9:
@aptly_engineerd

Top Mentioned in G10:
@wnpr
@secretservice
@usmc
@staugnola
@westpoint_usma
@vamilili
@lily
@rochepharmaperu
@washingtonpost
@boneirwin

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@dichristine
@robinsnewswire
@7b73f39b85e1415
@thereal_rebel
@bannerite
@fredkiesche
@dancas2
@saragomezaranci
@dgendvil

Top Tweeters in G1:
@7b73f39b85e1415
@reagancbrown
@wechoosewisdom
@cece_23spalding
@southerngemgal
@julietkego
@vinivinidogo
@msactiviss
@algierslady
@syawal

Top Tweeters in G2:
@dichristine
@thereal_rebel
@dancas2
@dgendvil
@lizditz
@givemepie360
@brontyman
@kimvie
@mastaofmp3s
@iveyjanette_207

Top Tweeters in G3:
@sueleugers
@itswanda
@yayayarndiva
@anthropic
@barbiewithatude
@nytimes
@smp0312
@airlift1300
@admomof3
@jamierjn

Top Tweeters in G4:
@robinsnewswire
@ken_crichlow
@mrkalman
@sciseekfeed
@jimmyroybloom
@udnspeak4me
@patesalo_e
@prison_health
@nick_chater
@guthriedavis

Top Tweeters in G5:
@talkintou
@starcoreone02
@cnbsnana
@_yvonneburton
@only4rm
@24baseballreed
@mtrushmore2016
@teetweetshere
@bukiwilliams
@shareitarie10

Top Tweeters in G6:
@diymikes
@kunpapaa
@jungsu_17
@yuvani_lim
@bssonwandy
@spheresrv
@wannxsonn
@oohyoondy
@sonewentokki
@joohyunsmoon

Top Tweeters in G7:
@wildwalkerwoman
@artallks
@toniragusa
@watchdogsniffer
@mactavish
@chuckdalldorf
@armyofwomack
@ap
@barkflight
@paulbaidoa

Top Tweeters in G8:
@foggybottomgal
@notacquiescing
@xaipe3
@shero4hire
@journeyman15
@calililiindies
@lindalarsonkemp
@raventerp100
@npr
@tnkabtit

Top Tweeters in G9:
@rob_camacho_sd
@tenshiakari12
@olaasm
@deray
@vampiremangos
@weronlystardust
@m7m5ea
@ophiolatrix
@awakemp4
@ring_sheryl

Top Tweeters in G10:
@washingtonpost
@abc
@ls_ia_ad
@att
@chiefstonefox
@newyorker
@mmpadellan
@jimgeraghty
@americanindian8
@davidbarckhoff


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