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KQED_2023-03-16_15-46-41.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 16, 2023
Short Description:
KQED via NodeXL https://bit.ly/3liwbyv
@kqed
@kqednews
@mindshiftkqed
@kqedarts
@kqedforum
@classroomtools
@mtnshepherdess
@gavinnewsom
@kqedscience
@pop_popculture

Top hashtags:
#reparations
#california
#rightnowish
#ca
#pajaro
#ukraine
#covid
#paxlovid
#evacuation

Description:
Description
The graph represents a network of 3,610 Twitter users whose recent tweets contained "KQED", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/15/2023 5:00:36 PM. The network was obtained from Twitter on Thursday, 16 March 2023 at 22:51 UTC.

The tweets in the network were tweeted over the 4205-day, 2-hour, 13-minute period from Friday, 09 September 2011 at 21:46 UTC to Thursday, 16 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 3610
Unique Edges : 3805
Edges With Duplicates : 9150
Total Edges : 12955
Number of Edge Types : 9
Retweet : 2469
MentionsInRetweet : 4151
Tweet : 1004
Mentions : 1328
Replies to : 1175
MentionsInReplyTo : 2473
Quote : 99
MentionsInQuoteReply : 59
MentionsInQuote : 197
Self-Loops : 1384
Reciprocated Vertex Pair Ratio : 0.0556840713813615
Reciprocated Edge Ratio : 0.105493817498826
Connected Components : 467
Single-Vertex Connected Components : 275
Maximum Vertices in a Connected Component : 2466
Maximum Edges in a Connected Component : 9926
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.697966
Graph Density : 0.000490386836847555
Modularity : 0.400418
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,610 Twitter users whose recent tweets contained "KQED", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/15/2023 5:00:36 PM. The network was obtained from Twitter on Thursday, 16 March 2023 at 22:51 UTC.

The tweets in the network were tweeted over the 4205-day, 2-hour, 13-minute period from Friday, 09 September 2011 at 21:46 UTC to Thursday, 16 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[34] https://www.kqed.org/science/1981630/proven-schizophrenia-treatments-keep-people-in-school-at-work-and-off-the-street-why-wont-insurance-companies-cover-them
[29] https://www.kqed.org/science/1937775/these-hairworms-eat-a-cricket-alive-and-control-its-mind
[27] https://www.kqed.org/news/11943034/aging-undocumented-workers-cant-afford-to-retire-will-california-help-them
[26] https://www.kqed.org/news/11942533/californias-black-reparations-task-force-meets-in-sacramento-heres-what-you-need-to-know
[26] https://www.kqed.org/news/11937103/warming-shelters-flood-bomb-cyclone-storm-bay-area
[25] https://www.kqed.org/mindshift/61098/worried-about-chatgpt-and-cheating-here-are-4-things-teachers-should-know
[25] https://www.kqed.org/news/11942146/bay-area-man-sentenced-to-9-years-in-prison-for-plot-to-destroy-california-democratic-party-headquarters
[23] https://www.kqed.org/news/11942302/californias-legislature-has-roots-in-slavery-are-lawmakers-ready-to-confront-that
[22] https://www.kqed.org/news/11936674/how-to-prepare-for-this-weeks-atmospheric-river-storm-sandbags-emergency-kits-and-more
[22] https://www.kqed.org/futureofyou/441784/the-controversial-research-on-desistance-in-transgender-youth

Top URLs in Tweet in G1:
[16] https://twitter.com/SistahSciFi/status/1632789192471384069/photo/1
[11] https://www.kqed.org/forum
[11] https://www.kqed.org/science/1981630/proven-schizophrenia-treatments-keep-people-in-school-at-work-and-off-the-street-why-wont-insurance-companies-cover-them
[7] https://www.kqed.org/science/1981830/threatened-coho-salmon-at-risk-owing-to-federal-mismanagement-groups-allege
[7] https://www.kqed.org/arts/13925788/qamp-ii-an-album-created-in-3-days
[7] https://kqed.applytojob.com/apply/kjTbN6NuBz/FullTime-Photo-EditorPhoto-Journalist?referrer=20230308042449BYHLBUZ4QITJIOPH&source=TWIT
[6] https://www.kqed.org/news/11941785/in-oakland-afrofuturist-fiction-is-now-available-by-vending-machine
[6] https://www.kqed.org/science/1981790/california-legislature-reviews-toxic-waste-disposal
[6] https://www.kqed.org/news/11936674/how-to-prepare-for-this-weeks-atmospheric-river-storm-sandbags-emergency-kits-and-more
[6] https://www.kqed.org/arts/13925835/durian-bay-area-love-letter-singaporean-culture

Top URLs in Tweet in G2:
[18] https://www.kqed.org/news/11942533/californias-black-reparations-task-force-meets-in-sacramento-heres-what-you-need-to-know
[13] https://www.kqed.org/news/11936674/how-to-prepare-for-this-weeks-atmospheric-river-storm-sandbags-emergency-kits-and-more
[12] https://www.kqed.org/news/11942302/californias-legislature-has-roots-in-slavery-are-lawmakers-ready-to-confront-that
[10] https://www.kqed.org/news/11943157/how-pge-adds-months-long-delays-costs-to-new-housing
[10] https://www.kqed.org/arts/13925931/too-short-dogs-in-the-house-cover-art
[8] https://www.kqed.org/news/11942172/should-everyone-be-trying-to-get-paxlovid-for-covid-now-yes-basically
[8] https://www.kqed.org/science/1981630/proven-schizophrenia-treatments-keep-people-in-school-at-work-and-off-the-street-why-wont-insurance-companies-cover-them
[7] https://www.kqed.org/forum/2010101892348/investigation-migrant-children-routinely-employed-in-violation-of-u-s-labor-laws
[7] https://www.kqed.org/news/11943316/pajaro-river-levee-breached-where-to-find-evacuation-shelters
[7] https://www.kqed.org/arts/13924185/pianofights-theatre-was-independent-creative-accessible-and-necessary

Top URLs in Tweet in G3:
[13] https://www.kqed.org/mindshift/61143/playground
[12] https://www.kqed.org/mindshift/61186/what-parents-need-to-know-about-their-teens-mental-health
[9] https://www.kqed.org/mindshift/61098/worried-about-chatgpt-and-cheating-here-are-4-things-teachers-should-know
[6] https://www.kqed.org/mindshift/61018/want-kids-to-love-reading-authors-grace-lin-and-kate-messner-share-how-to-find-wonder-in-books
[6] https://www.kqed.org/mindshift/61126/how-to-help-young-people-limit-screen-time-and-improve-their-body-image
[5] https://www.kqed.org/mindshift/61134/how-much-does-it-cost-to-produce-a-community-college-graduate
[5] https://www.kqed.org/mindshift/61200/short-burst-phonics-tutoring-shows-promise-with-kindergarteners
[4] https://www.kqed.org/mindshift/61095/how-a-virginia-educator-teaches-black-history-with-joy
[4] https://www.kqed.org/mindshift/61166/3-years-since-the-pandemic-wrecked-attendance-kids-still-arent-showing-up-to-school
[3] https://www.kqed.org/mindshift/60118/how-the-realities-of-low-income-girlhood-are-overlooked-in-schools-and-culture

Top URLs in Tweet in G4:
[14] https://www.kqed.org/mindshift/61098/worried-about-chatgpt-and-cheating-here-are-4-things-teachers-should-know
[10] https://www.kqed.org/science/1981630/proven-schizophrenia-treatments-keep-people-in-school-at-work-and-off-the-street-why-wont-insurance-companies-cover-them
[6] https://www.kqed.org/mindshift/61200/short-burst-phonics-tutoring-shows-promise-with-kindergarteners
[5] https://www.kqed.org/news/11943157/how-pge-adds-months-long-delays-costs-to-new-housing
[4] https://www.kqed.org/mindshift/61179/teacher-turnover-hits-new-highs-across-the-u-s
[4] https://www.kqed.org/mindshift/61101/what-we-know-about-tutoring-research-and-how-schools-are-using-tutoring-in-pandemic-recovery
[4] https://www.kqed.org/news/11943263/americas-highway-system-is-a-monument-to-environmental-racism-and-a-history-of-inequity
[4] https://www.kqed.org/news/11942302/californias-legislature-has-roots-in-slavery-are-lawmakers-ready-to-confront-that
[4] https://www.kqed.org/news/11942734/emergency-calls-complaints-are-down-near-san-joses-temporary-housing-sites-so-why-are-they-still-so-politically-risky
[4] https://www.kqed.org/news/11943316/pajaro-river-levee-breached-where-to-find-evacuation-shelters

Top URLs in Tweet in G5:
[4] https://twitter.com/Frederic_Jung/status/1632285151219814400/photo/1
[4] https://twitter.com/dizz_h/status/1632093565001306112/photo/1
[4] https://www.kqed.org/event/2797
[3] https://twitter.com/SceneMakerAi/status/1632262634161725441/photo/1
[2] https://sfpl.org/events/2023/03/04/celebration-night-ideas-2023-0
[2] https://events.kqed.org/571/599
[2] https://twitter.com/FranceinSF/status/1632065688096628736/photo/1
[2] https://twitter.com/LeaMcGravy/status/1627836550213148674?s=20
[2] https://nightofideas.org/san-francisco/
[2] https://www.kqed.org/science/1966378/no-coronavirus-spike-from-black-lives-matter-protests-experts-say

Top URLs in Tweet in G6:
[9] https://www.kqed.org/news/11941075/californias-covid-emergency-ends-feb-28-what-does-that-actually-mean-for-you
[4] https://www.kqed.org/futureofyou/440851/can-you-really-know-that-a-3-year-old-is-transgender
[3] https://www.kqed.org/news/11941618/sfs-mobile-clinics-made-opioid-treatment-more-accessible-during-the-pandemic-but-will-they-stay?utm_source=newsletter&utm_medium=email&utm_content=SF%26%2339%3Bs%20Mobile%20Clinics%20Made%20Opioid%20Treatment%20More%20Accessible%20During%20the%20Pandemic.%20But%20Will%20They%20Stay%3F&utm_campaign=Director%27s%20Message
[2] https://www.kqed.org/news/11943291/the-success-of-s-fs-mobile-opioid-clinics
[2] https://docs.google.com/document/d/1-j3J9a-wlXEOzr_cF83IxeLtQO--1h4RwitzZI0hoxI/edit?usp=drivesdk
[1] https://www.kqed.org/news/11942105/overflowing-with-patients-why-the-head-of-californias-hospital-association-thinks-its-a-bad-time-to-end-the-state-of-emergency
[1] https://twitter.com/MissinginSf/status/1630622484235186178?s=20
[1] https://twitter.com/SF_DPH/status/1636069076912033796/photo/1
[1] https://twitter.com/SF_DPH/status/1636039884061261826/photo/1
[1] https://www.youtube.com/watch?v=8SwANMBBEKs


Top URLs in Tweet in G7:
[1] https://www.kqed.org/science/1933246/want-a-whole-new-body-ask-this-flatworm-how
[1] https://twitter.com/Rainmaker1973/status/1566476754679652353/video/1

Top URLs in Tweet in G8:
[2] https://www.kqed.org/education/535779/land-back-the-indigenous-fight-to-reclaim-stolen-lands
[2] https://www.kqed.org/news/11940901/over-150000-kids-left-california-public-schools-during-the-pandemic-new-study-reveals
[1] https://www.theguardian.com/books/2016/sep/28/google-swallows-11000-novels-to-improve-ais-conversation
[1] https://twitter.com/berkeleyscanner/status/1631365966579011584
[1] https://twitter.com/BerkeleyScanner/status/1630449418058240001/photo/1
[1] https://www.berkeleyscanner.com/2023/03/02/courts/alameda-county-district-attorney-pamela-price-leaked-memo/
[1] https://www.kqed.org/forum/2010101892362/mehdi-hasan-wants-you-to-win-every-argument
[1] https://www.msnbc.com/opinion/msnbc-opinion/matter-ron-desantis-florida-rcna73792?cid=sm_npd_ms_tw_ma&taid=640ce4ca03a4f00001a3b912&utm_campaign=trueanthem&utm_medium=social&utm_source=twitter
[1] https://www.youtube.com/shorts/fQ9TwsfqJNI

[1] https://www.kqed.org/news/11929233/california-becomes-first-sanctuary-state-for-transgender-youth-seeking-medical-care

Top URLs in Tweet in G9:
[2] https://www.kqed.org/news/11942942/san-franciscos-castro-theatre-a-cultural-temple-facing-a-fight-for-its-future
[1] https://www.kqed.org/news/11942492/u-s-rep-barbara-lee-lateefah-simon
[1] https://twitter.com/lateefahsimon/status/1631853337191796736/photo/1
[1] https://twitter.com/priyadclemens/status/1633937004541952001/photo/1
[1] https://twitter.com/priyadclemens/status/1631037135951200256/video/1
[1] https://twitter.com/priyadclemens/status/1630644421636046869/photo/1
[1] https://twitter.com/priyadclemens/status/1631785862966181888/video/1
[1] https://twitter.com/priyadclemens/status/1630674577314414601/video/1
[1] https://twitter.com/KQEDNewsroom/status/1634012160971120641/photo/1
[1] https://twitter.com/KQEDNewsroom/status/1631803899119308800/photo/1

Top URLs in Tweet in G10:
[1] https://twitter.com/MichelleObama/status/1631054279954821124
[1] https://twitter.com/KellyAudio/status/1631627045460664326/photo/1
[1] https://twitter.com/imyourmoderator/status/1634962611610742785
[1] https://twitter.com/NickjWilson1972/status/1635234210431799296
[1] https://twitter.com/imyourmoderator/status/1634962611610742785/video/1
[1] https://trib.al/Yys0TCh
[1] https://twitter.com/NickjWilson1972/status/1635234210431799296/photo/1
[1] https://twitter.com/EthioUniversal/status/1572702255136243713/photo/1
[1] https://www.kcrw.com/news/shows/press-play-with-madeleine-brand/russia-biden-arrests-academy-awards/police-dogs
[1] https://www.kqed.org/news/11941677/until-we-drop-hunger-strike-enters-second-week-as-immigrants-in-ice-detention-protest-conditions

Top Domains
Top Domains in Tweet in Entire Graph:
[1806] kqed.org
[615] twitter.com
[39] briefly.co
[34] youtube.com
[13] google.com
[13] omny.fm
[11] applytojob.com
[9] apple.news
[6] radian6.com
[5] youtu.be

Top Domains in Tweet in G1:
[346] kqed.org
[161] twitter.com
[9] youtube.com
[9] applytojob.com
[4] npr.org
[3] apple.com
[2] eventbrite.com
[2] pscp.tv
[1] theatlantic.com
[1] latimes.com

Top Domains in Tweet in G2:
[502] kqed.org
[110] twitter.com
[9] omny.fm
[5] ca.gov
[3] youtube.com
[3] instagram.com
[2] applytojob.com
[2] wordpress.com
[1] aclunc.org
[1] christopherjbeale.com

Top Domains in Tweet in G3:
[178] kqed.org
[22] twitter.com
[1] edutopia.org
[1] ow.ly

Top Domains in Tweet in G4:
[288] kqed.org
[56] twitter.com
[39] briefly.co
[9] apple.news
[6] google.com
[5] youtube.com
[4] reportwire.org
[3] myforum.link
[2] omny.fm
[2] boxfresh.site

Top Domains in Tweet in G5:
[49] twitter.com
[15] kqed.org
[2] sfpl.org
[2] nightofideas.org
[1] sfstandard.com
[1] sfchronicle.com
[1] flickr.com
[1] mercisf.com

Top Domains in Tweet in G6:
[24] kqed.org
[14] twitter.com
[3] radian6.com
[2] google.com
[1] youtube.com
[1] apnews.com
[1] nypost.com
[1] bbc.com
[1] theguardian.com
[1] pbs.org

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

Top Domains in Tweet in G8:
[6] kqed.org
[6] twitter.com
[1] theguardian.com
[1] berkeleyscanner.com
[1] msnbc.com
[1] youtube.com

Top Domains in Tweet in G9:
[9] twitter.com
[5] kqed.org
[1] youtube.com

Top Domains in Tweet in G10:
[8] twitter.com
[1] trib.al
[1] kcrw.com
[1] kqed.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[47] reparations
[30] california
[28] rightnowish
[28] ca
[23] pajaro
[22] ukraine
[21] covid
[17] paxlovid
[16] evacuation
[15] parajolevee



Top Hashtags in Tweet in G1:
[12] rightnowish
[5] ab1672
[4] covid
[4] womenshistorymonth
[3] deeplook
[3] kqed
[3] nightofideas
[3] sanfrancisco
[2] atmosphericriver
[2] blackhistorymonth

Top Hashtags in Tweet in G2:
[41] reparations
[19] pajaro
[16] rightnowish
[16] covid
[16] paxlovid
[14] evacuation
[13] parajolevee
[10] internationalwomensday
[6] pajaroriver
[6] pajaroriverlevee

Top Hashtags in Tweet in G3:
[3] empathy
[2] teachertwitter
[1] edchat
[1] sel
[1] parenting
[1] phonétique
[1] préscolaire
[1] tutorat
[1] chatgpt
[1] plagiat

Top Hashtags in Tweet in G4:
[24] ca
[24] california
[4] edchat
[4] news
[4] indiefilms
[4] movies
[4] music
[4] musician
[4] m
[3] sf

Top Hashtags in Tweet in G5:
[11] nightofideas
[2] equitableenterprise
[1] noisf23
[1] noi23
[1] noi2023
[1] sf
[1] more
[1] ai
[1] shameonyou
[1] exposegroomers

Top Hashtags in Tweet in G6:
[4] ca
[3] mandatemasks
[3] keepmasksinhealthcareca
[3] ucsf
[3] keepmasksinhealthcare
[2] publichealthemergency
[2] sf
[2] highriskcovid19
[2] longcovid
[1] nightofideas

Top Hashtags in Tweet in G8:
[1] wineveryargument
[1] oscars95

Top Hashtags in Tweet in G9:
[3] california
[1] kqednewsroom
[1] climate
[1] recycling
[1] plastics
[1] water
[1] kqed
[1] dance
[1] womenshistorymonth
[1] capolitics

Top Hashtags in Tweet in G10:
[2] kuer
[2] nyc
[2] california
[2] losangeles
[2] sanfrancisco
[2] anaheim
[2] malibu
[2] wallst
[2] hollywood
[2] sandiego

Top Words
Top Words in Tweet in Entire Graph:
[1192] kqed
[467] more
[457] kqed_
[452] california
[414] kqednews
[393] people
[314] bay
[304] mindshiftkqed
[302] san
[257] know

Top Words in Tweet in G1:
[465] kqed
[152] bay
[139] kqedforum
[132] area
[119] more
[108] speaking
[107] air
[97] california
[80] year
[62] early

Top Words in Tweet in G2:
[330] kqednews
[210] california
[165] kqed
[131] more
[131] san
[130] people
[108] state
[99] bay
[91] one
[90] force

Top Words in Tweet in G3:
[299] mindshiftkqed
[87] students
[85] time
[70] teens
[61] young
[56] social
[55] media
[52] adults
[48] self
[41] feel

Top Words in Tweet in G4:
[117] kqed
[40] add
[39] highlights
[34] know
[34] san
[30] california
[24] #ca
[24] #california
[22] tutoring
[21] students

Top Words in Tweet in G5:
[153] kqed
[132] sfpubliclibrary
[102] villa_sf_
[93] franceinsf
[90] villa_albertine
[35] sfchronicle
[32] more
[26] main
[26] peterhartlaub
[24] library

Top Words in Tweet in G6:
[24] sf_dph
[19] more
[16] kqed
[15] zsfgcare
[13] gavinnewsom
[11] program
[10] londonbreed
[10] patients
[10] outpatient
[10] treatment

Top Words in Tweet in G7:
[77] each
[77] characteristic
[77] flatworm
[77] piece
[77] peculiar
[77] complete
[77] flatworms
[77] pieces
[77] sliced
[77] grow

Top Words in Tweet in G8:
[9] npr
[8] kqed
[4] therealsteve613
[4] msnbc
[3] victims
[3] gop
[3] indigenous
[3] over
[3] last
[3] first

Top Words in Tweet in G9:
[45] kqednewsroom
[45] priyadclemens
[41] lateefahsimon
[32] running
[32] talk
[32] congress
[28] kqed
[25] today
[24] ca
[23] down

Top Words in Tweet in G10:
[14] kqed
[7] pbs
[4] pamloveslsu
[4] sanditonsister2
[4] gbh
[4] wyestv
[3] nytimes
[3] pbssocal
[3] knewsgirl
[3] two

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[245] bay,area
[171] san,francisco
[110] air,speaking
[107] task,force
[97] sfpubliclibrary,kqed
[91] villa_sf_,franceinsf
[90] kqed,villa_sf_
[90] franceinsf,villa_albertine
[88] kqedforum,air
[78] sliced,pieces

Top Word Pairs in Tweet in G1:
[130] bay,area
[103] air,speaking
[81] kqedforum,air
[37] power,early
[37] 155,000
[37] more,155
[37] customers,bay
[37] wordstospill,kqed
[37] without,power
[37] area,without

Top Word Pairs in Tweet in G2:
[84] task,force
[62] bay,area
[62] san,francisco
[37] reparations,task
[35] hip,hop
[35] san,jose
[26] hunger,strike
[24] jose,residents
[23] many,san
[23] residents,fear

Top Word Pairs in Tweet in G3:
[51] social,media
[37] time,social
[37] self,esteem
[36] teens,young
[36] adults,briefly
[36] gained,self
[36] young,adults
[36] esteem,mindshiftkqed
[36] cut,time
[36] media,gained

Top Word Pairs in Tweet in G4:
[39] add,highlights
[24] #ca,#california
[24] highlights,#ca
[17] bay,area
[14] short,burst
[14] san,bernardino
[12] san,francisco
[11] teachers,know
[11] things,teachers
[10] cheating,things

Top Word Pairs in Tweet in G5:
[94] sfpubliclibrary,kqed
[91] villa_sf_,franceinsf
[90] kqed,villa_sf_
[90] franceinsf,villa_albertine
[17] night,ideas
[14] main,library
[12] sfchronicle,archives
[12] archives,peterhartlaub
[12] basement,whole
[12] friends,tour

Top Word Pairs in Tweet in G6:
[10] treatment,outpatient
[10] outpatient,program
[9] making,opiate
[9] program,more
[9] accessible,zsfgcare
[9] opiate,treatment
[9] sf_dph,making
[9] more,patients
[9] more,accessible
[9] zsfgcare,more

Top Word Pairs in Tweet in G7:
[77] flatworms,peculiar
[77] pieces,each
[77] complete,flatworm
[77] sliced,pieces
[77] each,piece
[77] peculiar,characteristic
[77] piece,grow
[77] grow,complete
[77] characteristic,sliced
[76] rainmaker1973,flatworms

Top Word Pairs in Tweet in G8:
[2] kqed,npr
[2] tiny,desk
[2] msnbc,happened
[2] robbhood6,therealsteve613
[2] voiceof540,shoutsinthewind
[2] happened,schools
[2] during,pandemic
[2] florida,during
[2] senfeinstein,alexpadilla4ca
[2] shoutsinthewind,cnn

Top Word Pairs in Tweet in G9:
[27] priyadclemens,kqednewsroom
[23] kqednewsroom,today
[23] ca,12
[23] 12,congress
[23] talk,running
[23] running,represent
[23] sat,down
[23] today,talk
[23] down,priyadclemens
[23] represent,ca

Top Word Pairs in Tweet in G10:
[4] sanditonsister2,wyestv
[4] pamloveslsu,sanditonsister2
[3] knewsgirl,pamloveslsu
[2] #losangeles,#sanfrancisco
[2] lomelicabrera,kqed
[2] call,inhumane
[2] refused,meals
[2] wbur,wnyc
[2] tpt,kqed
[2] meals,more

Top Replied-To
Top Replied-To in Entire Graph:
@kqed_
@sfpubliclibrary
@kqed
@mindshiftkqed
@wordstospill
@teacupinthebay
@stanfordlaw
@kqedforum
@sarah_stierch
@priyadclemens

Top Replied-To in G1:
@kqed
@wordstospill
@stanfordlaw
@kqedforum
@sarah_stierch
@alexismadrigal
@elonmusk
@bartaficianado
@mike14780
@teacupinthebay

Top Replied-To in G2:
@teacupinthebay
@kqed
@lakitalki
@wordstospill
@thenathanpierce
@tooshort
@urbanhikersf
@kqedsashakhokha
@photographnic
@trudilu

Top Replied-To in G3:
@mindshiftkqed

Top Replied-To in G5:
@sfpubliclibrary
@nananastia
@aaronpeskin
@teacupinthebay
@londonbreed
@mattdorsey
@knf100
@vladsf
@okiejack
@botoxedbuddhist

Top Replied-To in G6:
@sf_dph
@kdurquiza
@theheidipie
@gavinnewsom
@zsfgcare
@hubristenebrae
@demideviantvt
@vulture12kjh
@bianca_creator
@totvstvvsegosvm

Top Replied-To in G8:
@marcia_sinclair
@sherryrishty1
@janellekindred
@ceciliatan
@npr
@oaktribnews
@johnall25650986
@kassh8807
@manchurianc
@gavinnewsom

Top Replied-To in G9:
@priyadclemens
@lateefahsimon
@kqed
@wordstospill
@chrislhayes
@katahdin5270
@raphael_kqed

Top Replied-To in G10:
@kellyaudio
@wdet
@lomelicabrera
@kcts9
@pbs
@sararipple
@bribri923
@knewsgirl
@pamloveslsu

Top Mentioned
Top Mentioned in Entire Graph:
@kqed
@kqednews
@mindshiftkqed
@kqedforum
@kqedarts
@villa_sf_
@franceinsf
@villa_albertine
@rainmaker1973
@nananastia

Top Mentioned in G1:
@kqed
@kqedforum
@kqednews
@theluketsai
@kqedscience
@alan_chazaro
@dredf
@notyouravgho101
@yomiwrong
@jimlebrecht

Top Mentioned in G2:
@kqednews
@kqed
@kqedarts
@guymarzorati
@radiobwatt
@nananastia
@thebaykqed
@lakitalki
@otisrtaylorjr
@tiayesmore

Top Mentioned in G3:
@mindshiftkqed
@edutopia
@hechingerreport
@ldamour
@jillbarshay
@nimahgobir
@jojom8ah
@kqed
@ascd
@tchkimpossible

Top Mentioned in G4:
@clubfmphilly
@tmolanphy
@allentien
@zachruningwolf
@bankstersout
@publishingfire
@virgiliocorrado
@bastard_bot87

Top Mentioned in G5:
@kqed
@villa_sf_
@franceinsf
@villa_albertine
@sfpubliclibrary
@sfchronicle
@peterhartlaub
@sfmoma
@mattdorsey
@nananastia

Top Mentioned in G6:
@kqed
@zsfgcare
@sf_dph
@gavinnewsom
@markedbycovid
@sfgov
@londonbreed
@danaparish
@kron4news
@myrpressoffice

Top Mentioned in G7:
@rainmaker1973

Top Mentioned in G8:
@npr
@kqed
@therealsteve613
@gop
@msnbc
@cnn
@robbhood6
@madden17don
@roland69399037
@oaklandside

Top Mentioned in G9:
@kqednewsroom
@priyadclemens
@lateefahsimon
@kqed
@barbaraleeforca
@belvadavis
@thuyvu
@cconsaul
@raphael_kqed
@henryrubin1

Top Mentioned in G10:
@kqed
@pbs
@gbh
@sanditonsister2
@wyestv
@nytimes
@pamloveslsu
@pbssocal
@tpt
@wbur

Top Tweeters
Top Tweeters in Entire Graph:
@gocoo_59
@gocoo
@iwd12
@lizditz
@jjj5819
@muzikscribe
@copyofone
@reuters
@truthglow
@tusk8rman

Top Tweeters in G1:
@gocoo_59
@gocoo
@lizditz
@reuters
@morgfair
@kinobuyu
@notacquiescing
@yayayarndiva
@slate
@kirkmurphy

Top Tweeters in G2:
@iwd12
@jjj5819
@miranda_jenius
@sachikoko
@rowast
@itswanda
@barbiewithatude
@artallks
@alwaysthinkhow
@pauljimerson

Top Tweeters in G3:
@mcnejames
@no2hitting
@lltwing
@mrschureads
@ta_morris
@stopvirtuastalk
@gypsydaughter3
@girlintheknow03
@tamihalcomb
@liberatedkb

Top Tweeters in G4:
@jimmyroybloom
@allentien
@tempkt
@alyourpalster
@virgiliocorrado
@mbluetyphoon
@alan_nishihara
@gabbyisactive
@themedicinewolf
@nick_chater

Top Tweeters in G5:
@tigerbeat
@dazilmz
@sfchronicle
@eastbaytimes
@walasia
@sfgate
@grownroom
@sfexaminer
@knf100
@ggreenwald

Top Tweeters in G6:
@nypost
@bbcnews
@joejaggi
@abc7newsbayarea
@nbcbayarea
@ktvu
@kron4news
@abc7
@mlgg2
@kpixtv

Top Tweeters in G7:
@tusk8rman
@rainmaker1973
@ammarpervaiz1
@keswickbro
@dimashsnk
@cryptokathy
@_thewhiteshow
@nekareanemesis
@nurchensen
@soyel_lea

Top Tweeters in G8:
@foxnews
@abc
@cnn
@local12
@cbsnews
@nbcnews
@msnbc
@elizawallace27
@npr
@darkblue714

Top Tweeters in G9:
@prime_bee
@lakergrrrl
@neilyoungsaveus
@surfspup
@sephius1999
@dowens8490
@freshroasters
@dilemmv
@mypresident21
@edineysantana

Top Tweeters in G10:
@bostonglobe
@nytimes
@washingtonpost
@wsj
@ajenglish
@afp
@yahoonews
@chicagotribune
@ktla
@reutersworld


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