KQED, Twitter, 1/12/2023 11:57:21 PM, 287863


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KQED_2023-01-12_15-46-41.xlsx
KQED_2023-01-12_15-46-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 12, 2023
Short Description:
KQED via NodeXL https://bit.ly/3IMfVPG
@kqed
@kqednews
@secgranholm
@kqedarts
@mindshiftkqed
@offshorewindca
@selectedwisdom
@dalocoengineer
@sfchronicle
@kqedscience

Top hashtags:
#bombcyclone
#atmosphericriver
#bayarea
#play
#learning
#teaching
#california

Description:
Description
The graph represents a network of 4,066 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 1/11/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 12 January 2023 at 23:51 UTC.

The tweets in the network were tweeted over the 1594-day, 7-hour, 56-minute period from Friday, 31 August 2018 at 17:03 UTC to Thursday, 12 January 2023 at 01:00 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 : 4066
Unique Edges : 3460
Edges With Duplicates : 8595
Total Edges : 12055
Number of Edge Types : 9
Tweet : 1188
Retweet : 2976
MentionsInRetweet : 4709
Replies to : 528
MentionsInReplyTo : 1280
Mentions : 1018
MentionsInQuote : 230
Quote : 86
MentionsInQuoteReply : 40
Self-Loops : 1490
Reciprocated Vertex Pair Ratio : 0.0337002540220152
Reciprocated Edge Ratio : 0.0652031454783748
Connected Components : 669
Single-Vertex Connected Components : 479
Maximum Vertices in a Connected Component : 2905
Maximum Edges in a Connected Component : 10058
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.925669
Graph Density : 0.000369306201669985
Modularity : 0.432072
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,066 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 1/11/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 12 January 2023 at 23:51 UTC.

The tweets in the network were tweeted over the 1594-day, 7-hour, 56-minute period from Friday, 31 August 2018 at 17:03 UTC to Thursday, 12 January 2023 at 01:00 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:
[215] https://letgrow.org/kqed-kids-need-independence/
[63] https://www.kqed.org/mindshift/60624/young-adults-are-struggling-with-their-mental-health-is-more-childhood-independence-the-answer
[45] https://www.kqed.org/news/11936674/how-to-prepare-for-this-weeks-atmospheric-river-storm-sandbags-emergency-kits-and-more
[34] https://www.kqed.org/arts/13923420/punk-show-on-bart
[33] https://www.kqed.org/mindshift/60686/why-teach-the-arts-large-randomized-test-finds-improved-student-behavior-and-no-harm-to-test-scores
[31] https://www.kqed.org/mindshift/60120/helicopter-teaching-how-using-student-feedback-can-help-with-that
[31] https://www.kqed.org/science/1981061/california-jobs-boom-anticipated-following-offshore-wind-auction
[22] https://www.kqed.org/news/11217187/from-his-home-in-russia-calexit-leader-plots-california-secession
[22] https://www.kqed.org/news/11936812/evacuation-orders-issued-as-storm-barrels-down-on-bay-area
[18] https://www.kqed.org/arts/13923319/you-can-adopt-a-drain-in-san-francisco-with-naming-rights-included

Top URLs in Tweet in G1:
[17] https://www.kqed.org/science/1981061/california-jobs-boom-anticipated-following-offshore-wind-auction
[10] https://www.kqed.org/forum
[9] https://kqed.org:443/
[7] 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/forum/2010101891806/bay-area-transit-agencies-confront-existential-crisis
[5] https://www.kqed.org/news/11936802/cattle-ranching-is-at-the-center-of-a-battle-brewing-in-point-reyes
[4] https://twitter.com/KQED/status/1605412849085456392/photo/1
[4] https://twitter.com/KQED/status/1612184959657050117/photo/1
[4] https://twitter.com/KQED/status/1608553779040817153/photo/1
[4] https://www.kqed.org/forum/2010101891750/data-driven-looks-at-surveillance-in-trucking-industry

Top URLs in Tweet in G2:
[164] https://letgrow.org/kqed-kids-need-independence/
[43] https://www.kqed.org/mindshift/60624/young-adults-are-struggling-with-their-mental-health-is-more-childhood-independence-the-answer
[19] https://www.kqed.org/arts/13923420/punk-show-on-bart
[14] https://www.kqed.org/mindshift/60120/helicopter-teaching-how-using-student-feedback-can-help-with-that
[13] https://www.kqed.org/mindshift/60686/why-teach-the-arts-large-randomized-test-finds-improved-student-behavior-and-no-harm-to-test-scores
[9] https://www.kqed.org/news/11936674/how-to-prepare-for-this-weeks-atmospheric-river-storm-sandbags-emergency-kits-and-more
[9] https://news.ycombinator.com/item?id=34190975
[8] https://www.kqed.org/news/10944072/loretta-sanchezs-flaky-image-countered-by-her-work-in-d-c
[7] https://www.kqed.org/mindshift/60084/everyone-is-welcome-making-school-libraries-culturally-relevant-for-all-students
[6] https://www.kqed.org/news/11936507/hundreds-of-new-laws-set-to-go-into-effect-in-california-in-the-new-year

Top URLs in Tweet in G3:
[17] https://www.kqed.org/news/11936674/how-to-prepare-for-this-weeks-atmospheric-river-storm-sandbags-emergency-kits-and-more
[9] https://www.kqed.org/news/11936812/evacuation-orders-issued-as-storm-barrels-down-on-bay-area
[8] https://www.kqed.org/news/11936674/how-to-prepare-for-this-weeks-atmospheric-river-storm-sandbags-emergency-kits-and-more#poweroutages
[6] https://www.kqed.org/news/11936324/winter-storm-brings-powerful-winds-rain-and-snow-to-california
[5] https://www.kqed.org/news/11936612/california-keeps-wary-eye-on-flooding-after-powerful-storm
[5] https://www.kqed.org/news/11937414/californians-gird-for-more-rain-snow-potential-floods
[4] https://www.kqed.org/news/11936581/please-stay-home-bay-area-sees-widespread-flooding-road-closures-and-evacuations
[4] https://www.kqed.org/news/11937103/warming-shelters-flood-bomb-cyclone-storm-bay-area
[4] https://www.kqed.org/news/11937162/russian-river-residents-prepare-for-flooding-as-soon-as-monday
[4] https://www.kqed.org/news/11937225/atmospheric-river-storms-put-californias-levees-to-the-test

Top URLs in Tweet in G4:
[30] https://letgrow.org/kqed-kids-need-independence/
[11] https://www.kqed.org/mindshift/60120/helicopter-teaching-how-using-student-feedback-can-help-with-that
[7] https://www.kqed.org/mindshift/60686/why-teach-the-arts-large-randomized-test-finds-improved-student-behavior-and-no-harm-to-test-scores
[6] https://www.kqed.org/mindshift/60624/young-adults-are-struggling-with-their-mental-health-is-more-childhood-independence-the-answer
[5] https://www.kqed.org/mindshift/60754/new-research-review-questions-the-evidence-for-special-education-inclusion
[5] https://www.kqed.org/mindshift/60084/everyone-is-welcome-making-school-libraries-culturally-relevant-for-all-students
[4] https://www.kqed.org/mindshift/60775/how-kids-books-can-teach-us-about-economics
[4] https://www.kqed.org/mindshift/60713/banned-books-newbery-medalist-jerry-craft-on-creating-possibilities-for-kids-in-stories
[3] https://www.kqed.org/mindshift/60053/student-math-scores-are-down-from-pre-covid-levels-the-national-report-card-finds
[3] https://www.kqed.org/mindshift/60630/7-steps-schools-can-take-to-benefit-the-climate-and-save-money

Top URLs in Tweet in G5:
[7] https://www.kqed.org/arts/13923420/punk-show-on-bart
[4] https://www.kqed.org/arts/13923161/louis-c-k-a-list-of-10-horrible-things-he-has-done
[4] https://www.kqed.org/news/11936581/please-stay-home-bay-area-sees-widespread-flooding-road-closures-and-evacuations
[3] https://www.kqed.org/arts/13923399/honoring-dave-schubert-san-franciscos-wildest-street-photographer
[3] https://www.kqed.org/arts/13923420/punk-show-on-bart?fbclid=IwAR0s5IG8fiYXFSrT-hZrf-w9RgrH1sEedROEHiSp70zaPmLdH-jAwZqCs7k
[2] https://www.kqed.org/arts/13923241/bay-area-visual-art-guide-early-2023
[2] https://twitter.com/gmeline/status/1611788196836438016
[1] https://www.kqed.org/arts/13922524/marilyn-monroe-joe-dimaggio-san-francisco-city-hall-wedding-1954
[1] https://www.kqed.org/arts/13923065/the-worst-of-2022
[1] https://twitter.com/gmeline/status/1611788196836438016/video/1

Top URLs in Tweet in G6:
[11] https://tweetedtimes.com/worth1ooo
[5] https://kqed.applytojob.com/apply/l9jAeexqwK/FullTime-Reporter-Central-Valley?referrer=20230110234047RKCFYORZRNELPN1X&source=TWIT
[4] https://www.kqed.org/news/11937601/orange-county-democrat-katie-porter-launches-bid-for-dianne-feinsteins-senate-seat
[3] https://www.kqed.org/news/11936704/matt-mahan-begins-his-first-year-as-san-joses-new-mayor
[3] https://www.kqed.org/news/11937410/san-joses-new-mayor-matt-mahan-seeks-allies-to-tackle-homelessness-policing
[3] https://www.kqed.org/news/11937658/newsoms-297-billion-budget-trims-spending-avoids-using-reserves-yet
[3] https://www.kqed.org/news/11936674/how-to-prepare-for-this-weeks-atmospheric-river-storm-sandbags-emergency-kits-and-more
[2] https://www.kqed.org/news/11936612/california-keeps-wary-eye-on-flooding-after-powerful-storm
[2] https://www.kqed.org/arts/13923319/you-can-adopt-a-drain-in-san-francisco-with-naming-rights-included
[2] https://twitter.com/LomeliCabrera/status/1611490618844545024/photo/1

Top URLs in Tweet in G7:
[7] https://www.kqed.org/arts/13923127/dungeness-crab-fishing-filipino-american-treasure-island-san-francisco
[6] https://www.kqed.org/arts/13923241/bay-area-visual-art-guide-early-2023
[6] https://teach.kqed.org/p/home
[5] https://www.kqed.org/arts/13923081/purity-wine-richmond-new-years-eve-party-inclusive-natural-winery
[4] https://www.kqed.org/news/11935439/fired-twitter-janitors-demand-jobs-back-as-union-files-unfair-labor-charges-threatens-to-sue
[4] https://www.kqed.org/arts/13923167/who-is-andrew-tate-your-guide-to-the-self-styled-misogynist-influencer
[4] https://www.kqed.org/arts/13923036/californias-first-asian-american-poet-laureate-wants-to-bridge-social-justice-and-poetry
[4] https://www.kqed.org/arts/13923319/you-can-adopt-a-drain-in-san-francisco-with-naming-rights-included
[4] https://www.kqed.org/arts/13923548/lunar-new-year-tangyuan-soup-kit-annies-t-cakes
[4] https://twitter.com/maringov/status/1610366666835382272/photo/1

Top URLs in Tweet in G8:
[4] https://twitter.com/Wilkamaxx/status/1612187267623174145/photo/1
[3] https://twitter.com/John60178681/status/1608180521615622145/photo/1
[2] https://kqed.org:443/event/2768
[2] https://www.kqed.org/mindshift/59447/who-will-clean-out-the-desks-a-crowdsourced-poem-in-praise-of-teachers
[2] https://www.kqed.org/science/1981094/childrens-tylenol-cvs-walgreens-shortages-fever-medicine
[1] https://www.gofundme.com/f/help-darren-move?utm_campaign=p_cp+share-sheet&utm_content=undefined&utm_medium=copy_link_all&utm_source=customer&utm_term=undefined
[1] https://twitter.com/darren_stallcup/status/1610042485354692609/photo/1
[1] https://www.kqed.org/news/11652681/sfpd-shootout-officers-fired-65-shots-at-suspect-and-no-one-was-hit
[1] https://sfstandard.com/business/another-blow-for-downtown-sf-as-major-tech-conference-moves-away/
[1] https://twitter.com/John60178681/status/1612306962271850496/video/1

Top URLs in Tweet in G9:
[3] https://www.kqed.org/science/1981061/california-jobs-boom-anticipated-following-offshore-wind-auction
[1] https://letgrow.org/kqed-kids-need-independence/
[1] https://www.kqed.org/science/1981169/when-the-state-cut-their-water-these-california-users-created-a-collaborative-solution

Top URLs in Tweet in G10:
[7] https://www.kqed.org/science/1935067/rivers-in-the-sky-what-you-need-to-know-about-atmospheric-river-storms
[6] https://www.kqed.org/news/11936674/how-to-prepare-for-this-weeks-atmospheric-river-storm-sandbags-emergency-kits-and-more
[5] https://www.kqed.org/science/1981061/california-jobs-boom-anticipated-following-offshore-wind-auction
[4] https://www.kqed.org/news/11936324/winter-storm-brings-powerful-winds-rain-and-snow-to-california
[4] https://twitter.com/KQEDscience/status/1609264248756084738/photo/1
[4] https://twitter.com/KQEDscience/status/1608881476480782336/photo/1
[3] https://www.kqed.org/science/1981234/climate-change-makes-heat-waves-storms-and-droughts-worse-report-confirms
[3] https://www.kqed.org/news/11936812/evacuation-orders-issued-as-storm-barrels-down-on-bay-area
[3] https://www.kqed.org/science/1936174/so-its-new-years-eve-can-you-prevent-that-hangover
[3] https://twitter.com/CSorensensato/status/1609025589213794305/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1607] kqed.org
[506] twitter.com
[217] letgrow.org
[26] briefly.co
[23] youtube.com
[15] npr.org
[15] zoom.us
[13] tweetedtimes.com
[11] google.com
[9] omny.fm

Top Domains in Tweet in G1:
[224] kqed.org
[122] twitter.com
[6] npr.org
[5] omny.fm
[5] zoom.us
[4] youtube.com
[4] paper.li
[4] current.org
[3] facinghistory.org
[2] kvpr.org

Top Domains in Tweet in G2:
[377] kqed.org
[164] letgrow.org
[65] twitter.com
[10] briefly.co
[9] ycombinator.com
[8] google.com
[7] npr.org
[5] youtube.com
[5] linkedin.com
[4] nahjcareers.org

Top Domains in Tweet in G3:
[155] kqed.org
[25] twitter.com
[2] applytojob.com
[1] npr.org
[1] omny.fm
[1] apple.news
[1] capradio.org

Top Domains in Tweet in G4:
[147] kqed.org
[30] letgrow.org
[7] twitter.com
[2] spotify.com
[1] brainracers.gg
[1] the74million.org

Top Domains in Tweet in G5:
[27] kqed.org
[4] twitter.com
[1] instagram.com
[1] youtube.com

Top Domains in Tweet in G6:
[61] kqed.org
[16] twitter.com
[11] tweetedtimes.com
[5] applytojob.com
[2] omny.fm
[1] demcenturyclub.org
[1] rsvplive.ie

Top Domains in Tweet in G7:
[160] kqed.org
[42] twitter.com
[1] youtube.com
[1] marincounty.org
[1] freshairarchive.org

Top Domains in Tweet in G8:
[25] twitter.com
[17] kqed.org
[2] shorturl.at
[1] gofundme.com
[1] sfstandard.com
[1] artsearth.org

Top Domains in Tweet in G9:
[4] kqed.org
[1] letgrow.org

Top Domains in Tweet in G10:
[80] kqed.org
[21] twitter.com
[1] npr.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[112] bombcyclone
[75] atmosphericriver
[73] bayarea
[42] play
[37] learning
[35] teaching
[33] california
[17] sanfrancisco
[16] ca
[15] education



Top Hashtags in Tweet in G1:
[10] atmosphericriver
[10] climatecentral
[8] bombcyclone
[7] newyearseve
[6] bayarea
[5] ny2023
[4] baycurious
[4] cawx
[4] pubmedia
[4] kqed

Top Hashtags in Tweet in G2:
[10] education
[8] news
[7] play
[7] mentalhealth
[6] learn
[5] datalake
[5] deltalake
[5] databricks
[3] noise
[3] reduction

Top Hashtags in Tweet in G3:
[52] bombcyclone
[49] atmosphericriver
[4] cawx
[4] storm
[4] bayarea
[3] atmosphericrivers
[3] sanfrancisco
[2] reparations
[1] sundaymusicdrop
[1] californiastorm

Top Hashtags in Tweet in G4:
[3] mentalhealth
[2] education
[2] teachertwitter
[2] teletherapy
[2] math4els
[1] angles
[1] fractions
[1] multiplication
[1] teaching
[1] curriculum

Top Hashtags in Tweet in G5:
[4] bayarea
[1] itsbetterthanaburntoutwarehouse
[1] thekidsarealright
[1] atmosphericriver
[1] bombcyclone
[1] bayareaweather
[1] daveschubert

Top Hashtags in Tweet in G6:
[33] bombcyclone
[32] bayarea
[2] flooding
[2] atmosphericriver
[2] santacruzcounty
[2] california
[2] guncontrol
[1] d21stcc
[1] santaclaracounty
[1] bayareapolitics

Top Hashtags in Tweet in G7:
[7] checkpleasebayarea
[6] librarytwitter
[2] lunarnewyear
[2] poetry
[2] arts
[2] vegan
[1] fooddontslap
[1] ifcitiescoulddance
[1] baycurious
[1] edchat

Top Hashtags in Tweet in G8:
[7] sanfrancisco
[4] california
[4] usa
[3] thebigpayback
[3] online
[2] sf
[2] listen
[2] learn
[2] lead
[2] studentvoice

Top Hashtags in Tweet in G9:
[4] california
[4] climate
[2] wind
[2] economy
[2] water

Top Hashtags in Tweet in G10:
[22] bayarea
[15] bombcyclone
[7] atmosphericriver
[5] flooding
[4] atmosphericrivers
[2] climatechange
[2] bombcyclones
[2] storms
[1] climatecrisis

Top Words
Top Words in Tweet in Entire Graph:
[1071] kqed
[772] kqednews
[626] bay
[592] area
[502] jobs
[431] climate
[382] year
[374] california
[346] storm
[312] more

Top Words in Tweet in G1:
[383] kqed
[82] california
[72] bay
[64] storm
[60] kqednews
[60] kqedforum
[58] air
[56] area
[49] wind
[49] rain

Top Words in Tweet in G2:
[204] year
[181] olds
[168] kqed
[92] 12
[90] 18
[87] ago
[87] decade
[74] today's
[52] more
[39] california

Top Words in Tweet in G3:
[496] kqednews
[320] climate
[195] ezraromero
[162] digital
[161] job
[157] editor
[156] journalism
[156] hiring
[156] alert
[154] coverage

Top Words in Tweet in G4:
[279] mindshiftkqed
[92] students
[57] more
[54] teachers
[53] schools
[50] researchers
[50] independence
[48] hkorbey
[48] childhood
[46] ask

Top Words in Tweet in G5:
[224] raemondjjjj
[197] bay
[197] area
[194] story
[193] here's
[193] wrote
[193] sfchronicle
[193] two
[192] nights
[192] louis

Top Words in Tweet in G6:
[116] kqed
[102] kqednews
[95] lomelicabrera
[79] storm
[50] covid
[39] california
[36] drain
[35] know
[34] today
[34] bay

Top Words in Tweet in G7:
[120] kqedarts
[58] kqed
[56] bay
[50] area
[49] time
[39] shares
[37] year
[29] kqednews
[29] rockyrivera
[29] one

Top Words in Tweet in G8:
[60] kqed
[29] pbs
[28] londonbreed
[24] ahsha_safai
[21] deanpreston
[20] sfbos
[20] hillaryronen
[19] sfgov
[19] one
[17] ealexthegreat

Top Words in Tweet in G9:
[457] jobs
[151] anticipates
[151] union
[151] employed
[151] hunerlach
[151] hundreds
[151] additional
[151] construction
[151] during
[151] workers

Top Words in Tweet in G10:
[119] kqedscience
[49] atmospheric
[47] rain
[46] cyclone
[44] storm
[39] kqednews
[37] california
[32] rivers
[32] bay
[32] around

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[570] bay,area
[306] jobs,jobs
[200] louis,ck
[200] area,here's
[199] sfchronicle,posted
[199] ck,perform
[199] posted,story
[199] two,nights
[199] nights,bay
[199] wrote,rage

Top Word Pairs in Tweet in G1:
[51] bay,area
[41] air,speaking
[37] san,francisco
[36] offshore,wind
[31] kqedforum,air
[24] need,know
[23] union,leader
[22] those,rain
[22] job,alert
[22] boots,umbrellas

Top Word Pairs in Tweet in G2:
[181] year,olds
[91] 12,year
[90] olds,12
[90] 18,year
[87] decade,ago
[87] olds,decade
[74] today's,18
[69] kqed,today's
[36] mental,health
[28] young,adults

Top Word Pairs in Tweet in G3:
[158] ezraromero,climate
[156] climate,journalism
[156] alert,kqednews
[156] journalism,job
[156] job,alert
[150] lead,coverage
[150] kqednews,hiring
[150] digital,climate
[150] coverage,online
[150] editor,person

Top Word Pairs in Tweet in G4:
[40] mental,health
[39] lack,childhood
[39] childhood,independence
[38] health,crisis
[38] researchers,beginning
[38] plays,role
[38] beginning,ask
[38] ask,lack
[38] role,mental
[38] independence,plays

Top Word Pairs in Tweet in G5:
[197] bay,area
[192] nights,bay
[192] posted,story
[192] ck,perform
[192] two,nights
[192] louis,ck
[192] rage,sfchronicle
[192] area,here's
[192] wrote,rage
[192] titled,louis

Top Word Pairs in Tweet in G6:
[35] kqednews,lomelicabrera
[32] need,know
[31] #bayarea,kqednews
[31] #bombcyclone,rolling
[31] rolling,#bayarea
[31] prepared,#bombcyclone
[29] lomelicabrera,need
[28] bay,area
[28] kqed,prepared
[25] make,sure

Top Word Pairs in Tweet in G7:
[50] bay,area
[22] poet,laureate
[17] staff,writer
[17] possible,bart
[17] publicity,campaign
[17] campaign,show
[17] raise,much
[17] louis,performing
[17] bart,big
[17] much,money

Top Word Pairs in Tweet in G8:
[14] deanpreston,hillaryronen
[13] sfgov,sfbos
[13] londonbreed,sfgov
[13] ahsha_safai,deanpreston
[13] sfbos,ahsha_safai
[12] london,breed
[11] breed,londonbreed
[11] mayor,london
[10] bites,dust
[10] one,bites

Top Word Pairs in Tweet in G9:
[302] jobs,jobs
[151] during,construction
[151] jobs,hunerlach
[151] workers,employed
[151] employed,during
[151] construction,additional
[151] hunerlach,anticipates
[151] hundreds,union
[151] anticipates,hundreds
[151] union,workers

Top Word Pairs in Tweet in G10:
[29] atmospheric,rivers
[26] bay,area
[23] bomb,cyclone
[22] storm,approaching
[22] approaching,#bayarea
[22] steroids,storm
[22] #bayarea,wondering
[22] cyclone,regular
[22] cyclone,steroids
[22] regular,cyclone

Top Replied-To
Top Replied-To in Entire Graph:
@kqed
@mindshiftkqed
@kqed_
@kqednews
@gmeline
@ezraromero
@john60178681
@fitzthereporter
@paulrogerssjmn
@nickgillespie

Top Replied-To in G1:
@kqed
@msabeja
@caltransd4
@paula10380409
@vta
@jessejenkins
@laurirose
@duty2warn
@jorgerh2o
@ttremblingearth

Top Replied-To in G3:
@kqednews
@ezraromero
@sydneyfjohnson
@calmatters
@kqed
@hillaryronen
@nprshortwave
@spaceabhi
@raphael_kqed
@gbrumfiel

Top Replied-To in G4:
@mindshiftkqed
@nickgillespie
@mrglenn
@christinejkomd

Top Replied-To in G5:
@gmeline
@ariannem12
@shenanigans_atl
@raemondjjjj
@ninakqed
@stephestern
@cristi4nov4lli
@crymeariversf
@aol420
@_greghardesty

Top Replied-To in G6:
@kqed
@fitzthereporter
@paulrogerssjmn
@cptnmax2
@lomelicabrera
@courtneyhella
@lmc
@andys_research
@alan_chazaro
@svleadershipgrp

Top Replied-To in G7:
@kqedarts
@kqed
@thebuenavista
@billm
@maringov
@danielleventon
@checktherhyme1_
@alan_chazaro
@kqedforum
@leftsentthis

Top Replied-To in G8:
@john60178681
@kqed
@lesbianaypunto1
@nytimes
@1jddowns
@firearmsteacher
@1r0nm41d3n13
@londonbreed
@newshour
@johnsmi17828195

Top Replied-To in G10:
@kqed
@scripps_ocean
@rivercitypolice

Top Mentioned
Top Mentioned in Entire Graph:
@kqednews
@kqed
@raemondjjjj
@ezraromero
@mindshiftkqed
@sfchronicle
@kqedarts
@secgranholm
@kqedscience
@lomelicabrera

Top Mentioned in G1:
@kqed
@kqednews
@kqedforum
@geravitywave
@weather_west
@nwsbayarea
@climatecentral
@ezraromero
@johnupton
@kqedarts

Top Mentioned in G2:
@beaconsupport
@wsjp_insight
@allentien
@gottobe2
@hooperjasmine00
@bastard_bot87
@falconblog2
@dlhampton

Top Mentioned in G3:
@kqednews
@ezraromero
@kqed
@lomelicabrera
@kqedscience
@bethlaberge
@kqedforum
@sydneyfjohnson
@radiobwatt

Top Mentioned in G4:
@mindshiftkqed
@hkorbey
@letgroworg
@freerangekids
@kqed
@jonhaidt
@drcamiloortiz
@hechingerreport
@nickgillespie
@karanewhouse

Top Mentioned in G5:
@raemondjjjj
@sfchronicle
@sfbart
@surprisepriv
@gmeline
@kqed
@kqednews
@akrazia
@stephestern
@kqedarts

Top Mentioned in G6:
@kqednews
@lomelicabrera
@kqed
@fitzthereporter
@thebaykqed
@akrazia
@notoriousecg
@ezraromero
@guymarzorati
@e_baldi

Top Mentioned in G7:
@kqedarts
@kqed
@rockyrivera
@kqednews
@kqedfood
@theluketsai
@raemondjjjj
@kqedforum
@sahotchkiss
@stevehiltonx

Top Mentioned in G8:
@kqed
@londonbreed
@pbs
@ahsha_safai
@deanpreston
@sfbos
@hillaryronen
@sfgov
@cnn
@whitneybdow

Top Mentioned in G9:
@secgranholm
@whodat35
@kqednews

Top Mentioned in G10:
@kqedscience
@kqednews
@kqed
@robbonta
@danielleventon
@cw3e_scripps
@ezraromero
@scripps_ocean
@nasawebb

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@iwd12
@lizditz
@givemepie360
@dancas2
@mayirmamay14
@carrybeyond
@netminnow
@akuma_river
@reuters

Top Tweeters in G1:
@metaquest
@costanzo740
@murfad
@alexaadams12
@textifyer59
@annfinster
@abc7newsbayarea
@digitaldecoded1
@nbcbayarea
@avildsen

Top Tweeters in G2:
@robinsnewswire
@eraser
@mile_by_mile
@allentien
@donotgiveuphope
@m157q_news_rss
@cultiv8hope
@kervcristo
@hntweets
@juandoming

Top Tweeters in G3:
@iwd12
@adekleine
@mastaofmp3s
@rrnunez
@granny_st
@donnadiane1970
@freeandclear1
@toniragusa
@pauljimerson
@kirkmurphy

Top Tweeters in G4:
@netminnow
@plankysmith
@syawal
@filippimichel
@elijahedwards_1
@roncoleman
@bjadams156
@mugger1955
@harassnomore
@k_sarah_sera

Top Tweeters in G5:
@barbiewithatude
@iheartnoise
@alwaysthinkhow
@ghostdansing
@aplebeianlife
@hilarieashton
@pixelfish
@cgoinggal
@thomasahester2
@harmony_diaz

Top Tweeters in G6:
@givemepie360
@richfm39517086
@straitarrow10
@morgfair
@lulu82824
@notacquiescing
@godessofchaos71
@wildmarshphoto
@genecowan
@theozilla01

Top Tweeters in G7:
@dart_adams
@tigerbeat
@yayayarndiva
@januaryhandl
@melodyisdestiny
@cptcookswife
@angel2damax
@m0vemebrightly
@kogashiwakai
@harrytraylor4

Top Tweeters in G8:
@reuters
@artallks
@upuouo
@foxnews
@bbcnews
@nytimes
@washingtonpost
@time
@tmz
@cnn

Top Tweeters in G9:
@eilonwy24
@jorge_c_ny
@pushandpulljlm
@tyberzannxxxx
@trumpwatchnews
@maryalicebisho2
@stlhd100
@terryg1979
@andrea_51544005
@socratic1

Top Tweeters in G10:
@lizditz
@aquarius1049
@tawarayasotatsu
@keepitbluedems
@klimatendnukes
@hiredandfiredup
@psychwriter1515
@jrsagittarius
@citizenfront
@stem_nastics


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