KQED, Twitter, 6/23/2022 11:43:28 PM, 278682


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KQED_2022-06-23_15-46-41.xlsx
KQED_2022-06-23_15-46-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 23, 2022
Short Description:
KQED via NodeXL https://bit.ly/3OFNJxh
@kqed
@mindshiftkqed
@kqedarts
@kqednews
@fitzthereporter
@foreveroakland
@npr
@eaxlr
@kqedforum
@kqededspace

Top hashtags:
#rightnowish
#video
#juneteenth
#bayarea
#medialiteracy
#kqedlive
#deeplook
#teachers
#sanfrancisco

Description:
Description
The graph represents a network of 3,111 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, 23 June 2022 at 22:54 UTC.

The requested start date was Thursday, 23 June 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, 55-minute period from Thursday, 09 June 2022 at 00:04 UTC to Thursday, 23 June 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 : 3111
Unique Edges : 3312
Edges With Duplicates : 5428
Total Edges : 8740
Number of Edge Types : 5
Mentions : 2120
Replies to : 446
Retweet : 1928
MentionsInRetweet : 3373
Tweet : 873
Self-Loops : 902
Reciprocated Vertex Pair Ratio : 0.0504792332268371
Reciprocated Edge Ratio : 0.0961070559610706
Connected Components : 485
Single-Vertex Connected Components : 279
Maximum Vertices in a Connected Component : 2020
Maximum Edges in a Connected Component : 7398
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.638789
Graph Density : 0.000509756377380956
Modularity : 0.45823
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 3,111 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, 23 June 2022 at 22:54 UTC.

The requested start date was Thursday, 23 June 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, 55-minute period from Thursday, 09 June 2022 at 00:04 UTC to Thursday, 23 June 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:
[44] https://www.kqed.org/science/1979560/cal-fire-fumbles-key-responsibilities-to-prevent-catastrophic-wildfires-despite-historic-budget
[39] https://www.kqed.org/mindshift/59459/harnessing-the-power-of-future-forecasting-to-help-invent-a-better-world
[35] https://www.kqed.org/news/11916918/sheriffs-investigating-hate-crime-after-alleged-proud-boys-disrupt-drag-queen-story-hour-with-homophobic-slurs
[26] https://www.kqed.org/mindshift/59477/trading-please-focus-for-how-are-you-a-listening-strategy-thats-helping-some-teachers-improve-the-classroom-experience
[26] https://www.kqed.org/news/11842392/how-moms-4-housing-changed-laws-and-inspired-a-movement
[21] https://www.kqed.org/news/11917011/how-a-garden-at-uc-santa-cruz-led-to-a-student-campaign-for-a-death-row-inmates-exoneration
[20] https://www.kqed.org/arts/13914916/stephen-curry-chef-warriors-game-6-nba-finals-2022
[16] https://www.kqed.org/arts/13914832/juneteenth-2022-events-your-bay-area-guide-to-celebrating-the-holiday
[16] https://www.kqed.org/news/11916767/navigating-freedom-reentry-and-motherhood-the-challenges-for-formerly-incarcerated-moms
[14] https://www.kqed.org/arts/13914585/hal-the-hot-dog-guy-oakland-coliseum-hella-hungry

Top URLs in Tweet in G1:
[19] https://www.kqed.org/arts/13914916/stephen-curry-chef-warriors-game-6-nba-finals-2022
[12] https://www.kqed.org/arts/13914585/hal-the-hot-dog-guy-oakland-coliseum-hella-hungry
[10] https://www.kqed.org/news/11916538/move-over-monterey-pacifica-lays-claim-to-iconic-jack-cheese
[10] https://www.kqed.org/news/11917011/how-a-garden-at-uc-santa-cruz-led-to-a-student-campaign-for-a-death-row-inmates-exoneration
[9] https://www.kqed.org/forum
[8] https://www.kqed.org/arts/13915004/boba-influencer-tiktok-youtube-feedmeimei-alyssa-wang
[8] https://kqed.org:443/
[7] https://www.kqed.org/arts/13914750/inay-dalisay-world-famous-lechon-vegan-filipino-play-bindlestiff
[7] https://www.kqed.org/arts/13914832/juneteenth-2022-events-your-bay-area-guide-to-celebrating-the-holiday
[6] https://www.kqed.org/arts/13914895/lager-festival-east-brother-beer-richmond

Top URLs in Tweet in G2:
[12] https://www.kqed.org/event/1835
[11] https://kqed.zoom.us/meeting/register/tZYpceirrzooGtQ_R1rnwTWdFjQeL8L-pfR2
[6] https://teach.kqed.org/p/events
[4] https://www.kqed.org/news/11916767/navigating-freedom-reentry-and-motherhood-the-challenges-for-formerly-incarcerated-moms
[4] https://www.kqed.org/arts/13914832/juneteenth-2022-events-your-bay-area-guide-to-celebrating-the-holiday
[4] https://kqed.zoom.us/meeting/register/tZUtd-6prjojGNHpzEmKZUQ3jn5QIdTIU1nj
[4] https://teach.kqed.org/p/media-making-day-2022
[4] https://twitter.com/daciatakesnote/status/1537191884673560578
[3] https://www.kqed.org/science/1979461/its-supermoon-season-heres-your-guide-to-the-june-and-july-spectacular
[3] https://www.kqed.org/news/11917125/bay-area-daca-recipients-have-mixed-emotions-on-10-year-anniversary

Top URLs in Tweet in G3:
[17] https://www.kqed.org/mindshift/59459/harnessing-the-power-of-future-forecasting-to-help-invent-a-better-world
[12] https://www.kqed.org/mindshift/59477/trading-please-focus-for-how-are-you-a-listening-strategy-thats-helping-some-teachers-improve-the-classroom-experience
[9] https://www.kqed.org/arts/13845379/carrie-clevelands-recipe-for-longevity
[8] https://www.kqed.org/news/11916918/sheriffs-investigating-hate-crime-after-alleged-proud-boys-disrupt-drag-queen-story-hour-with-homophobic-slurs
[8] https://www.kqed.org/science/1979560/cal-fire-fumbles-key-responsibilities-to-prevent-catastrophic-wildfires-despite-historic-budget
[5] https://www.kqed.org/forum/2010101889452/why-mexican-americans-are-choosing-to-move-to-mexico
[5] https://www.kqed.org/mindshift/58668/how-arts-practices-can-be-the-foundation-of-teaching-and-learning
[5] https://www.kqed.org/mindshift/58006/how-to-tap-memory-systems-to-deepen-learning
[4] https://www.kqed.org/news/11916028/lawmakers-consider-adding-mental-health-warnings-to-pot-products
[4] https://www.kqed.org/news/11848986/inside-frida-kahlo-and-diego-riveras-life-in-san-francisco

Top URLs in Tweet in G4:
[20] https://www.kqed.org/mindshift/59459/harnessing-the-power-of-future-forecasting-to-help-invent-a-better-world
[12] https://www.kqed.org/mindshift/59477/trading-please-focus-for-how-are-you-a-listening-strategy-thats-helping-some-teachers-improve-the-classroom-experience
[5] https://www.kqed.org/mindshift/59485/how-parents-can-nurture-childrens-self-esteem-without-raising-narcissists
[4] https://www.kqed.org/mindshift/58668/how-arts-practices-can-be-the-foundation-of-teaching-and-learning
[4] https://www.kqed.org/mindshift/59473/rethinking-claims-of-racial-bias-in-special-education
[4] https://ww2.kqed.org/mindshift/2022/06/13/rethinking-claims-of-racial-bias-in-special-education/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.kqed.org/mindshift/59353/six-ways-schools-improved-p-e-to-prioritize-student-interests-and-motivation
[3] https://www.kqed.org/mindshift/59452/in-two-places-researchers-find-problems-with-expansion-of-free-pre-k
[3] https://ww2.kqed.org/mindshift/2022/06/21/how-parents-can-nurture-childrens-self-esteem-without-raising-narcissists/?utm_source=dlvr.it&utm_medium=twitter
[3] https://ww2.kqed.org/mindshift/2022/06/03/a-teacher-who-was-at-the-parkland-shooting-offers-advice-for-the-uvalde-survivors/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G5:
[27] https://www.kqed.org/science/1979560/cal-fire-fumbles-key-responsibilities-to-prevent-catastrophic-wildfires-despite-historic-budget
[6] https://www.kqed.org/news/11916881/organizing-a-gun-buyback-in-san-mateo-county
[5] https://www.kqed.org/event/1828
[3] https://www.kqed.org/science/1979461/its-supermoon-season-heres-your-guide-to-the-june-and-july-spectacular
[3] https://www.kqed.org/science/1979498/meet-a-great-dad-from-the-animal-world-the-poison-frog
[3] https://www.kqed.org/science/1979526/how-to-see-five-planets-all-in-a-row-in-the-early-dawn-sky
[3] https://omny.fm/shows/kqed-segmented-audio/rising-seas-could-bring-toxic-chemicals-flooding-i
[2] https://www.kqed.org/news/11916911/federal-firefighters-are-waiting-for-pay-raises-they-hope-will-help-fill-their-ranks
[2] https://www.kqed.org/news/11827832/what-is-a-hate-crime-and-what-you-can-do-if-you-experience-one
[2] https://www.kqed.org/news/11916973/its-not-just-you-tampons-are-harder-to-find-and-pricier

Top URLs in Tweet in G6:
[1] https://twitter.com/iranema2017/status/1530822274466684929
[1] https://twitter.com/jentaub/status/1538926406444453894
[1] https://twitter.com/davidmweissman/status/1538978726083452933
[1] https://twitter.com/hardlynormal/status/1537474450706247680
[1] https://twitter.com/HowTheWestWS/status/1538187698850058241
[1] https://www.kqed.org/forum/2010101889207/who-was-george-floyd
[1] https://www.kqed.org/forum/2010101889523/looking-for-solutions-to-drought-and-deluge-by-asking-what-does-water-want
[1] https://twitter.com/sciencegoddess/status/1537095423227314178
[1] https://twitter.com/MtnShepherdess/status/1538980164167553024
[1] https://www.kqed.org/

Top URLs in Tweet in G7:
[3] https://www.kqed.org/news/11916918/11916918-revision-v1
[3] https://www.kqed.org/news/11916918/sheriffs-investigating-hate-crime-after-alleged-proud-boys-disrupt-drag-queen-story-hour-with-homophobic-slurs
[2] https://www.kqed.org/news/11916026/no-the-reparations-task-force-report-isnt-a-watershed-moment-action-will-be
[2] https://www.kqed.org/news/11914748/tell-us-whats-your-vision-for-reparations-in-california
[1] https://www.kqed.org/news/11917437/vincent-chins-death-40-years-later-advocate-mabel-teng-says-uniting-black-and-asian-communities-key-for-justice
[1] https://omny.fm/shows/kqed-segmented-audio/kqed-newscast-c6bf0d39-f439-43cc-988d-2dbd20156645
[1] https://www.kqed.org/news/11916973/its-not-just-you-tampons-are-harder-to-find-and-pricier
[1] https://www.kqed.org/news/11427778/bill-for-speed-camera-pilot-in-s-f-san-jose-hits-roadblock
[1] https://www.kqed.org/news/11917366/its-about-freedom-for-everybody-voices-from-berkeleys-juneteenth-celebration
[1] https://twitter.com/fitzthereporter/status/1536186844643094528

Top URLs in Tweet in G8:
[8] https://www.kqed.org/forum/2010101889516/trumps-big-lie-was-a-big-rip-off-and-other-revelations-from-the-january-6th-hearings
[6] https://www.kqed.org/news/11848176/labor-advocates-worry-biden-will-follow-in-obamas-footsteps-with-h-1b-visa
[4] https://www.kqed.org/news/11917071/more-california-cities-are-outlawing-harassment-by-landlords
[2] https://www.kqed.org/news/11916040/will-care-court-help-people-dealing-with-homelessness-and-mental-illness
[1] https://twitter.com/kqed/status/1535007594246508544
[1] https://www.kqed.org/elections/results
[1] https://kqed.org:443/elections
[1] https://www.sfchronicle.com/politics/joegarofoli/article/San-Francisco-voters-got-rid-of-Chesa-Boudin-17226649.php
[1] https://video.kqed.org/video/deep-look-mantis-shrimp/
[1] https://twitter.com/KQED/status/1539445068792225792

Top URLs in Tweet in G9:
[1] https://www.kqed.org/stateofhealth/41751/bill-ending-vaccine-exemptions-passes-california-senate-moves-to-governors-desk

Top URLs in Tweet in G10:
[8] https://www.kqed.org/news/11915634/why-high-profile-attacks-on-sfs-asian-communities-rarely-lead-to-hate-crime-charges

Top Domains
Top Domains in Tweet in Entire Graph:
[1553] kqed.org
[114] twitter.com
[28] youtube.com
[23] omny.fm
[20] npr.org
[17] tweetedtimes.com
[15] zoom.us
[8] briefly.co
[7] bit.ly
[6] apple.com

Top Domains in Tweet in G1:
[418] kqed.org
[26] twitter.com
[7] omny.fm
[6] bit.ly
[2] dothebay.com
[2] npr.org
[2] youtube.com
[2] sfstandard.com
[2] facebook.com
[1] apple.com

Top Domains in Tweet in G2:
[166] kqed.org
[28] twitter.com
[17] npr.org
[15] zoom.us
[5] pbs.org
[3] youtube.com
[3] commonwealthclub.org
[2] airmedia.org
[2] omny.fm
[2] substack.com

Top Domains in Tweet in G3:
[317] kqed.org
[22] twitter.com
[12] tweetedtimes.com
[8] briefly.co
[3] apple.news
[3] youtube.com
[2] techcrunch.com
[2] google.com
[2] justice.gov
[2] shorturl.at

Top Domains in Tweet in G4:
[151] kqed.org

Top Domains in Tweet in G5:
[77] kqed.org
[5] omny.fm
[4] twitter.com
[2] capradio.org
[1] n.pr
[1] gefastrail.com

Top Domains in Tweet in G6:
[8] twitter.com
[4] kqed.org

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

Top Domains in Tweet in G8:
[25] kqed.org
[4] twitter.com
[1] sfchronicle.com

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

Top Domains in Tweet in G10:
[8] kqed.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[47] rightnowish
[38] video
[35] juneteenth
[27] bayarea
[25] medialiteracy
[24] kqedlive
[22] deeplook
[22] teachers
[21] sanfrancisco
[19] summerpd



Top Hashtags in Tweet in G1:
[37] rightnowish
[27] juneteenth
[14] pride
[13] sanfrancisco
[12] kqedlive
[12] bayarea
[10] publicmedia
[9] lgbtq
[9] searchingforakiki
[8] covid

Top Hashtags in Tweet in G2:
[35] video
[21] medialiteracy
[20] teachers
[18] summerpd
[18] mediamaking
[16] pd
[13] bayarea
[10] insidecapolitics
[9] baycurious
[9] sb866

Top Hashtags in Tweet in G3:
[4] edtech
[4] edtechchat
[3] california
[3] books
[2] sanfrancisco
[2] k12
[2] sharedfacts
[2] indiefilms
[2] movies
[2] collegeparent

Top Hashtags in Tweet in G4:
[6] teachertwitter
[4] futureoflearning
[2] future
[2] mentalhealth
[2] behavioralhealth
[2] behaviormanagement
[2] scchat
[2] edchat
[2] education
[1] urgent

Top Hashtags in Tweet in G5:
[19] deeplook
[8] cephalopodweek
[8] kqedlive
[4] supermoon
[4] kqed
[2] baycurious
[2] anus
[1] reparations
[1] lgbtq
[1] juneteenth

Top Hashtags in Tweet in G6:
[3] tenderloinsf
[3] sanfrancisco
[2] sfdrugs
[1] iran
[1] قیام_تا_سرنگونی
[1] sschat
[1] totalsf

Top Hashtags in Tweet in G7:
[5] reparations
[1] juneteenth
[1] kqedlive
[1] deeplook
[1] lgtbq

Top Hashtags in Tweet in G8:
[4] sb1338
[3] carecourt
[3] nohr3648
[2] hr3648outsourcingbill
[1] ca
[1] rightnowish
[1] votevest
[1] theaterofthemind
[1] juneteenth
[1] cleanenergy

Top Hashtags in Tweet in G10:
[1] yesonh
[1] noonh

Top Words
Top Words in Tweet in Entire Graph:
[1083] kqed
[281] mindshiftkqed
[237] more
[222] bay
[208] students
[201] story
[182] san
[179] kqednews
[177] kqedarts
[175] california

Top Words in Tweet in G1:
[240] kqed
[162] kqedarts
[126] kqednews
[123] bay
[100] alan_chazaro
[68] story
[67] kqedforum
[64] san
[64] area
[64] first

Top Words in Tweet in G2:
[473] kqed
[79] daciatakesnote
[76] learn
[60] kqededspace
[58] institutional
[57] june
[57] thing
[57] worst
[56] experienced
[55] trauma

Top Words in Tweet in G3:
[71] kqed
[33] world
[30] help
[28] power
[28] mindshift
[27] better
[26] more
[25] harnessing
[23] future
[23] forecasting

Top Words in Tweet in G4:
[271] mindshiftkqed
[138] students
[67] learning
[65] future
[63] teachers
[45] arts
[45] study
[43] one
[42] belong
[42] schools

Top Words in Tweet in G5:
[48] kqed
[46] kqedscience
[40] srodd_cpr
[33] fire
[32] investigation
[31] danielleventon
[29] key
[26] responsibilities
[25] npr
[23] scifri

Top Words in Tweet in G6:
[39] kqed
[21] speakerpelosi
[21] fbi
[18] usattorneys
[18] senfeinstein
[18] alexpadilla4ca
[17] howardstern
[17] theview
[15] mtnshepherdess
[9] ktvu

Top Words in Tweet in G7:
[76] fitzthereporter
[72] investigating
[72] story
[71] sheriffs
[71] hate
[71] crime
[71] alleged
[68] here's
[66] thanks
[66] those

Top Words in Tweet in G8:
[16] repzoelofgren
[15] kqed
[14] e_baldi
[14] mkimreporter
[13] kqedforum
[11] harassment
[11] guymarzorati
[10] tenants
[10] election
[10] here's

Top Words in Tweet in G10:
[13] community
[7] lack
[6] asian
[4] kqed
[4] conniechansf
[4] white
[3] nytimes
[3] democracy
[3] consider
[3] attacks

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[130] bay,area
[107] san,francisco
[102] hate,crime
[92] sheriffs,investigating
[91] investigating,hate
[90] crime,alleged
[73] thanks,those
[73] those,following
[73] following,developments
[73] developments,here's

Top Word Pairs in Tweet in G1:
[62] bay,area
[34] san,francisco
[29] kqedforum,air
[28] air,talking
[27] tupac,shakur
[27] shakur,birthday
[27] birthday,remember
[27] remember,time
[27] time,late
[27] late,rapper

Top Word Pairs in Tweet in G2:
[55] institutional,trauma
[54] experienced,institutional
[54] trauma,kqed
[54] kqed,worst
[54] worst,thing
[54] thing,seen
[54] seen,screencap
[53] daciatakesnote,experienced
[53] screencap,fro
[32] bay,area

Top Word Pairs in Tweet in G3:
[23] harnessing,power
[23] power,future
[23] future,forecasting
[23] forecasting,help
[23] help,invent
[23] invent,better
[23] better,world
[15] trading,please
[15] please,focus
[15] focus,listening

Top Word Pairs in Tweet in G4:
[28] one,study
[28] study,found
[28] found,students
[28] students,incorporated
[28] incorporated,movement
[28] movement,learning
[28] learning,strategy
[28] strategy,remembered
[28] remembered,76
[28] 76,percent

Top Word Pairs in Tweet in G5:
[25] key,responsibilities
[21] fumbles,key
[21] responsibilities,prevent
[21] prevent,catastrophic
[21] catastrophic,wildfires
[21] wildfires,despite
[21] despite,historic
[21] historic,budget
[18] cal,fire
[17] npr,kqed

Top Word Pairs in Tweet in G6:
[18] fbi,usattorneys
[18] speakerpelosi,senfeinstein
[18] senfeinstein,alexpadilla4ca
[17] usattorneys,speakerpelosi
[17] alexpadilla4ca,howardstern
[17] howardstern,theview
[17] theview,kqed
[13] mtnshepherdess,fbi
[5] elienyc,mbdigital001
[5] mbdigital001,ll

Top Word Pairs in Tweet in G7:
[71] sheriffs,investigating
[71] investigating,hate
[71] hate,crime
[71] crime,alleged
[66] thanks,those
[66] those,following
[66] following,developments
[66] developments,here's
[66] here's,story
[66] story,sheriffs

Top Word Pairs in Tweet in G8:
[8] tonight,concord
[8] concord,city
[8] city,council
[8] council,consider
[8] consider,strengthening
[8] strengthening,protections
[8] protections,tenants
[8] tenants,facing
[8] facing,harassment
[8] harassment,landlords

Top Word Pairs in Tweet in G10:
[6] lack,community
[6] asian,community
[2] war,asian
[2] white,supremacy
[2] conniechansf,consider
[2] consider,around
[2] around,90
[2] 90,attacks
[2] attacks,asian
[2] community,comes

Top Replied-To
Top Replied-To in Entire Graph:
@mindshiftkqed
@kqed
@ashotdog
@daciatakesnote
@livinproof
@radiobwatt
@aaron_glantz
@repzoelofgren
@kqedarts
@eaxlr

Top Replied-To in G1:
@ashotdog
@radiobwatt
@kqed
@applenews
@jersiegel
@kqedarts
@eaxlr
@livinproof
@bonjourparis_
@alan_chazaro

Top Replied-To in G2:
@kqed
@daciatakesnote
@livinproof
@egd_io
@katyturnbc
@teensforvaxx
@asinglemantear
@reblavoie
@bcgoolsby
@pmadonna

Top Replied-To in G4:
@mindshiftkqed
@blackteacherpro
@kqed
@teachforever54

Top Replied-To in G5:
@aaron_glantz
@anakasparian
@markhertsgaard
@kqedforum
@bcwildfirehelp
@kqed
@nprextra
@r_rigatony
@sasorebba
@organichyck

Top Replied-To in G6:
@fbi
@mtnshepherdess
@lorettachopey
@caseyprattabc7
@kcbsamfmtraffic
@dankalb
@usabehfarsi
@aclu
@gavinnewsom
@owl_b_torresedu

Top Replied-To in G7:
@dashkaslater
@chasestrangio
@zabethsue
@armanii11
@kqednews
@bob_carlos_4
@alloftheswears

Top Replied-To in G8:
@repzoelofgren
@vallejofire
@guymarzorati
@canyonqi

Top Replied-To in G9:
@naughtmai

Top Replied-To in G10:
@conniechansf
@leamcgravy
@rachelrmarshall
@activeasian
@safersfnoboudin
@pup
@gramma61

Top Mentioned
Top Mentioned in Entire Graph:
@kqed
@mindshiftkqed
@kqednews
@kqedarts
@kqedforum
@alan_chazaro
@fitzthereporter
@kqededspace
@daciatakesnote
@thebaykqed

Top Mentioned in G1:
@kqed
@kqedarts
@kqednews
@alan_chazaro
@kqedforum
@thebaykqed
@ashotdog
@nananastia
@lomelicabrera
@warriors

Top Mentioned in G2:
@kqed
@daciatakesnote
@kqededspace
@baruchisonfire
@linesballet
@kqedforum
@kqednews
@kqedarts
@oaklandside
@berkeleyside

Top Mentioned in G3:
@clevelandheston
@beaconsupport
@allentien
@therapyinbcn
@teacherguimar
@marinecorp7375
@lenorechinn
@athens4cannabis

Top Mentioned in G4:
@mindshiftkqed
@avantgame
@hkorbey
@pauldarvasi
@bostonparents
@kwamealexander
@jlythcotthaims
@lindaflanagan2
@jdelaneyjoann

Top Mentioned in G5:
@kqedscience
@kqed
@srodd_cpr
@danielleventon
@npr
@scifri
@ezraromero
@capradionews
@cal_fire
@kqednews

Top Mentioned in G6:
@kqed
@speakerpelosi
@usattorneys
@senfeinstein
@alexpadilla4ca
@fbi
@howardstern
@theview
@mtnshepherdess
@ktvu

Top Mentioned in G7:
@fitzthereporter
@kqednews
@otisrtaylorjr
@sharkfinney
@kqed
@cantifascists
@dashkaslater
@kqedarts
@thebaykqed
@rpcoalition

Top Mentioned in G8:
@e_baldi
@mkimreporter
@kqedforum
@kqed
@repzoelofgren
@guymarzorati
@rgoodlaw
@cgrisales
@thebaykqed
@kqednews

Top Mentioned in G9:
@patricktheb
@damien101a
@babetruth2
@michellmybell1
@tanya_terrell1
@jatapps
@jcatsgot9
@anthonyt2_
@mindfuldamage
@tk_the_kitsune

Top Mentioned in G10:
@nytimes
@kqed
@conniechansf
@chesaboudin
@mikiebarb
@fstockman
@deanbaquet
@herbertnyt
@theeconomist
@annemcelvoy

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@chidambara09
@billm9
@jfsebastian146
@lizditz
@dancas2
@scheerenberger
@all435reps
@estarianne
@iveyjanette_207

Top Tweeters in G1:
@estarianne
@mastaofmp3s
@itswanda
@tigerbeat
@barbiewithatude
@artallks
@blkgod9
@kirkmurphy
@peachdulce
@mfrance923

Top Tweeters in G2:
@dancas2
@iveyjanette_207
@angryblacklady
@mschleifer13
@juliettetorrez
@jlints58
@roseg
@austintemple24
@pragobots
@sacbee_news

Top Tweeters in G3:
@mrkalman
@mile_by_mile
@allentien
@sciseekfeed
@pdl_runa
@danwibg
@angsuman
@cecalli_helper
@whysharksmatter
@eatingbeagles

Top Tweeters in G4:
@southerngemgal
@summerbreezeus
@spkmind3
@kwafka
@encouragedone
@easy_mfpeasy
@girlintheknow03
@codeforpdx
@denise_bervig
@beartrust

Top Tweeters in G5:
@lizditz
@yayayarndiva
@neilyoungsaveus
@begoniaarizona
@pecanyasmin
@sophiahelix
@womanvote
@andybrwn
@npr
@tom_shotz

Top Tweeters in G6:
@foxnews
@behappyandcivil
@latimes
@abc7newsbayarea
@nbcbayarea
@mercnews
@wsj
@kprice1234
@nbcnews
@davidmweissman

Top Tweeters in G7:
@kmontenegro
@1luv2
@cosmosblue772
@laurietmiller
@jaykelly26
@treekisser
@paxxman
@anitapeck11
@luarien
@funkelly

Top Tweeters in G8:
@billm9
@nslayton
@ap
@psu4joe
@ninetyniners
@primate7
@cagopunknown
@morning_joe
@lilithsgrrl
@cafirescanner

Top Tweeters in G9:
@zachsmind
@michellmybell1
@babetruth2
@impeachqueen
@paulconfer
@malo_j
@deanomartino1
@megavolt1
@p3driver
@jatapps

Top Tweeters in G10:
@nytimes
@cnn
@bbcworld
@theeconomist
@gramma61
@mikiebarb
@alexstubb
@crisisgroup
@dionlimtv
@annemcelvoy