KQED, Twitter, 10/31/2020 12:02:26 AM, 239207


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KQED_2020-10-29_16-33-45.xlsx
KQED_2020-10-29_16-33-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 31, 2020
Short Description:
KQED via NodeXL https://bit.ly/34Ingv7
@kqed
@aurabogado
@mindshiftkqed
@kqednews
@jacobsoboroff
@adrianamorgao
@monsarkhe
@kqedarts
@linablanco
@kqededspace

Top hashtags:
#caturday
#fromthevaults
#thereidout
#stoparmenianaggression
#covid19
#deeplook
#psps

Description:
Description
The graph represents a network of 6,299 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, 29 October 2020 at 23:50 UTC.

The requested start date was Thursday, 29 October 2020 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 7-day, 18-hour, 44-minute period from Wednesday, 21 October 2020 at 05:14 UTC to Wednesday, 28 October 2020 at 23:59 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 : 6299
Unique Edges : 4701
Edges With Duplicates : 13714
Total Edges : 18415
Number of Edge Types : 5
Retweet : 5304
MentionsInRetweet : 8461
Tweet : 1226
Mentions : 2961
Replies to : 463
Self-Loops : 1254
Reciprocated Vertex Pair Ratio : 0.0196665241556221
Reciprocated Edge Ratio : 0.0385744234800839
Connected Components : 665
Single-Vertex Connected Components : 426
Maximum Vertices in a Connected Component : 4629
Maximum Edges in a Connected Component : 15804
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.950153
Graph Density : 0.000240477312679643
Modularity : 0.441355
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,299 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, 29 October 2020 at 23:50 UTC.

The requested start date was Thursday, 29 October 2020 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 7-day, 18-hour, 44-minute period from Wednesday, 21 October 2020 at 05:14 UTC to Wednesday, 28 October 2020 at 23:59 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:
[1031] https://www.kqed.org/news/11831289/how-covid-19-has-impacted-the-search-for-separated-families
[95] https://www.kqed.org/mindshift/56268/how-learning-emotional-skills-can-help-boys-become-men
[53] https://www.kqed.org/mindshift/56842/what-the-research-says-about-school-reopening-and-covid-19-transmission
[50] https://www.kqed.org/news/11843880/us-treatment-of-migrant-children-falls-under-un-definition-of-torture-doctors-say
[49] https://www.kqed.org/arts/13888291/a-trilingual-trigenerational-effort-to-tell-stories-of-the-mayan-diaspora
[49] https://www.kqed.org/mindshift/56836/how-teachers-are-leaning-on-each-other-to-stay-resilient-during-covid-19
[47] https://www.kqed.org/news/11839879/not-just-fracking-cut-all-oil-drilling-in-california-says-key-lawmaker
[38] https://www.kqed.org/mindshift/56872/what-kindergarten-struggles-could-mean-for-a-childs-later-years
[35] https://www.kqed.org/news/11843472/pge-public-safety-power-shutoff-red-flag-warning
[33] https://www.kqed.org/mindshift/56849/look-inward-to-make-external-change-advice-from-a-meditation-teacher

Top URLs in Tweet in G1:
[60] https://www.kqed.org/news/11831289/how-covid-19-has-impacted-the-search-for-separated-families
[30] https://www.kqed.org/news/11843472/pge-public-safety-power-shutoff-red-flag-warning
[28] https://www.kqed.org/news/11839879/not-just-fracking-cut-all-oil-drilling-in-california-says-key-lawmaker
[14] https://www.kqed.org/news/11842392/how-moms-4-housing-changed-laws-and-inspired-a-movement
[13] https://www.kqed.org/science/1950931/map-potential-pge-power-outage-wednesday
[12] https://twitter.com/avidyarns/status/1319472901448331264
[10] https://www.kqed.org/news/11843691/poll-measure-pushed-by-uber-lyft-falling-just-short-of-passage-many-voters-still-undecided
[10] https://www.kqed.org/voterguide
[8] https://www.kqed.org/news/11843363/confused-by-californias-propositions-this-podcast-explains-each-one
[8] https://www.kqed.org/news/11843511/more-important-than-ever-the-race-to-boost-californias-latino-vote

Top URLs in Tweet in G2:
[905] https://www.kqed.org/news/11831289/how-covid-19-has-impacted-the-search-for-separated-families
[1] https://www.kqed.org/news/11842983/sf-moves-to-least-restrictive-covid-19-tier-state-oks-some-theme-park-and-stadium-reopenings
[1] https://www.kqed.org/news/11843100/parents-of-545-children-separated-at-u-s-mexico-border-still-cant-be-found
[1] https://www.kqed.org/arts/13888217/diverse-group-of-artists-receive-new-grant-to-imagine-a-racially-just-oakland
[1] https://www.kqed.org/science/1970470/bay-area-science-festival-2020-from-black-holes-to-sourdough-its-all-virtual
[1] https://www.kqed.org/news/11839182/covid-19-hace-mas-dificil-encontrar-y-reunir-a-familias-migrantes-separadas

Top URLs in Tweet in G3:
[84] https://www.kqed.org/mindshift/56268/how-learning-emotional-skills-can-help-boys-become-men
[24] https://www.kqed.org/mindshift/56836/how-teachers-are-leaning-on-each-other-to-stay-resilient-during-covid-19
[24] https://www.kqed.org/mindshift/55679/four-core-priorities-for-trauma-informed-distance-learning
[20] https://www.kqed.org/mindshift/56701/school-attendance-in-the-covid-era-what-counts-as-present
[19] https://www.kqed.org/mindshift/56566/what-it-looks-like-when-students-share-and-revise-rough-drafts-in-math-class
[15] https://www.kqed.org/mindshift/51254/how-giving-students-feedback-through-video-instead-of-text-can-foster-better-understanding
[11] https://www.kqed.org/mindshift/47502/empathy-is-tough-to-teach-but-is-one-of-the-most-important-life-lessons
[8] https://www.kqed.org/mindshift/56842/what-the-research-says-about-school-reopening-and-covid-19-transmission
[8] https://www.kqed.org/mindshift/56868/a-rising-number-of-u-s-children-have-the-option-of-in-person-school
[8] https://www.kqed.org/mindshift/56872/what-kindergarten-struggles-could-mean-for-a-childs-later-years

Top URLs in Tweet in G4:
[30] https://www.kqed.org/news/11831289/how-covid-19-has-impacted-the-search-for-separated-families
[21] https://www.kqed.org/mindshift/56872/what-kindergarten-struggles-could-mean-for-a-childs-later-years
[18] https://www.kqed.org/mindshift/56842/what-the-research-says-about-school-reopening-and-covid-19-transmission
[14] https://www.kqed.org/mindshift/56849/look-inward-to-make-external-change-advice-from-a-meditation-teacher
[12] https://www.kqed.org/mindshift/56868/a-rising-number-of-u-s-children-have-the-option-of-in-person-school
[12] https://www.kqed.org/news/11843880/us-treatment-of-migrant-children-falls-under-un-definition-of-torture-doctors-say
[9] https://www.kqed.org/mindshift/54470/why-content-knowledge-is-crucial-to-effective-critical-thinking
[9] https://www.kqed.org/arts/13888291/a-trilingual-trigenerational-effort-to-tell-stories-of-the-mayan-diaspora
[8] https://www.kqed.org/news/11842964/gig-companies-are-making-their-workers-promote-prop-22
[8] https://www.kqed.org/mindshift/56855/fafsa-applications-are-open-heres-how-to-fill-it-out-this-year

Top URLs in Tweet in G5:
[6] https://www.kqed.org/mindshift/56842/what-the-research-says-about-school-reopening-and-covid-19-transmission
[1] https://www.kqed.org/science/953740/scientists-investigate-a-mysterious-cancer-plaguing-california-sea-lions

Top URLs in Tweet in G6:
[1] https://twitter.com/shahidforchange/status/1319299277932220417
[1] https://shahidforchange.us/
[1] https://twitter.com/LoveAutismDogs/status/1321503067100057601
[1] https://twitter.com/ShahidForChange/status/1317363065734586369
[1] https://twitter.com/_bandwidthpod/status/1319710653817540614
[1] https://www.youtube.com/watch?v=Dl4Uk2h7d38&feature=youtu.be

[1] https://www.youtube.com/watch?v=35BkivW6zA8&feature=youtu.be

[1] https://www.kqed.org/news/11843004/supervisors-propose-expanding-san-franciscos-safe-sleeping-villages?fbclid=IwAR2UxVcI2vzzlrbZ4rC-rcOFTZHJ7gWalYjypIdEom3ON9Hi1flnwbeKznA
[1] https://twitter.com/ShahidForChange/status/1320154059102441472
[1] https://twitter.com/nazbudagova/status/1320085337994108928

Top URLs in Tweet in G7:
[8] https://www.kqed.org/science/1970470/bay-area-science-festival-2020-from-black-holes-to-sourdough-its-all-virtual
[7] https://learn.kqed.org/discussions/81
[6] https://www.kqed.org/events/124791509765
[6] https://www.kqed.org/education/534572/media-literacy-week-2020-real-issues-real-learning
[5] https://www.kqed.org/events/123238458547
[5] https://www.vubblepop.com/share?v=135004&h=Let's%20Talk%20Science&r=https://letstalkscience.ca/educational-resources/video-channels/stem-channel-all-videos&t=@letstalkscience
[4] https://www.kqed.org/science/1970688/long-term-health-effects-of-wildfire-smoke-feared-with-covid-as-wild-card
[4] https://ww2.kqed.org/science/2020/10/21/bay-area-science-festival-2020-from-black-holes-to-sourdough-its-all-virtual/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.kqed.org/science/1970500/tule-elk-decision-looms-pt-reyes-could-soon-renew-ranch-leases-and-thin-elk-herds
[4] https://www.kqed.org/events/120241542691

Top URLs in Tweet in G8:
[3] https://www.kqed.org/news/11843880/us-treatment-of-migrant-children-falls-under-un-definition-of-torture-doctors-say
[2] https://www.kqed.org/news/11831289/how-covid-19-has-impacted-the-search-for-separated-families
[1] https://www.kqed.org/arts/13888291/a-trilingual-trigenerational-effort-to-tell-stories-of-the-mayan-diaspora

Top URLs in Tweet in G9:
[5] https://www.kqed.org/arts/13888303/this-is-what-its-actually-like-to-see-a-drive-in-concert-in-the-bay-area
[4] https://www.kqed.org/news/11831289/how-covid-19-has-impacted-the-search-for-separated-families
[4] https://www.kqed.org/arts/13888217/diverse-group-of-artists-receive-new-grant-to-imagine-a-racially-just-oakland
[4] https://www.kqed.org/arts/13888291/a-trilingual-trigenerational-effort-to-tell-stories-of-the-mayan-diaspora
[4] https://www.kqed.org/bayareabites/139388/after-a-long-wait-horn-barbecue-opens-saturday-in-old-brown-sugar-kitchen-space
[4] https://www.kqed.org/arts/13886694/halloween-costumes-the-dos-the-donts-and-the-please-god-nos-of-2020
[3] https://www.kqed.org/arts/13881942/what-would-a-police-free-oakland-look-like
[3] https://www.kqed.org/arts/13888163/an-sf-arts-presenter-sues-the-city-and-state-to-allow-outdoor-performances
[3] https://www.kqed.org/arts/13812554/how-daly-citys-filipino-mobile-dj-scene-changed-hip-hop-forever
[3] https://www.kqed.org/arts/13888307/chefs-brandon-jew-tanya-holland-talk-climate-change-and-vegetarian-recipes

Top URLs in Tweet in G10:
[2] https://www.youtube.com/watch?v=h28xyuM0cTg&feature=youtu.be

[2] https://www.kqed.org/news/11843880/us-treatment-of-migrant-children-falls-under-un-definition-of-torture-doctors-say?fbclid=IwAR07ws5dmA8o4KE-UFWLBHfVN0EqenaAInsvEEZCLxB-nh7V0HiBCr3ubio
[2] https://www.youtube.com/watch?v=FFbB9bNVhGA&feature=youtu.be

[1] https://www.kqed.org/news/11843880/us-treatment-of-migrant-children-falls-under-un-definition-of-torture-doctors-say
[1] https://www.kqed.org/news/11803203/pelosi-lunches-in-sf-chinatown-lending-support-to-businesses-amid-coronavirus-fears
[1] https://www.jweekly.com/2020/10/21/documentary-questions-wwii-era-popes-holy-silence/
[1] https://www.youtube.com/watch?v=z0vzkGKEWX4&feature=youtu.be

[1] https://www.businessinsider.com/trump-official-campaign-website-shut-down-after-appearing-hacked-2020-10
[1] https://twitter.com/IvankaTrump/status/1321187288102088704
[1] https://www.youtube.com/watch?v=Y9sgL89i664&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[3180] kqed.org
[159] twitter.com
[40] youtube.com
[11] tweetedtimes.com
[10] linkedin.com
[8] briefly.co
[5] iammarketingmedia.com
[5] vubblepop.com
[5] zoom.us
[4] apple.com

Top Domains in Tweet in G1:
[557] kqed.org
[50] twitter.com
[3] apple.com
[2] bit.ly
[2] npr.org
[2] oaklandside.org
[2] nytimes.com
[2] youtube.com
[2] usnews.com
[2] nypost.com

Top Domains in Tweet in G2:
[910] kqed.org

Top Domains in Tweet in G3:
[339] kqed.org
[20] twitter.com
[1] ow.ly
[1] gpb.org

Top Domains in Tweet in G4:
[454] kqed.org
[26] twitter.com
[10] linkedin.com
[8] briefly.co
[7] youtube.com
[7] tweetedtimes.com
[5] iammarketingmedia.com
[4] nycfilmcrew.com
[4] bpuzzle.ca
[3] undergradeasier.com

Top Domains in Tweet in G5:
[7] kqed.org

Top Domains in Tweet in G6:
[9] twitter.com
[2] youtube.com
[1] shahidforchange.us
[1] kqed.org

Top Domains in Tweet in G7:
[133] kqed.org
[8] twitter.com
[5] vubblepop.com
[5] zoom.us
[3] youtube.com
[1] pbs.org
[1] socialstudies.org
[1] pbslearningmedia.org
[1] airnow.gov
[1] khn.org

Top Domains in Tweet in G8:
[6] kqed.org

Top Domains in Tweet in G9:
[109] kqed.org
[3] twitter.com
[2] applytojob.com
[1] headlands.org

Top Domains in Tweet in G10:
[20] youtube.com
[6] kqed.org
[5] twitter.com
[1] jweekly.com
[1] businessinsider.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[63] caturday
[63] fromthevaults
[58] thereidout
[53] stoparmenianaggression
[42] covid19
[41] deeplook
[35] psps
[32] medialitwk
[28] soldoutpod
[27] election2020



Top Hashtags in Tweet in G1:
[58] thereidout
[33] psps
[28] soldoutpod
[21] covid19
[18] prop16
[13] baycurious
[13] debates2020
[11] vote
[11] election2020
[10] prop21

Top Hashtags in Tweet in G3:
[12] sel
[11] nanowrmo
[10] edchat
[5] covid19
[4] reading
[4] courage
[4] slowchat
[4] hackingqs
[3] dyslexia
[3] anxiety

Top Hashtags in Tweet in G4:
[8] edchat
[7] csumbls350
[6] california
[5] blogsifollow
[5] newpost
[4] advocacygoalinspire
[4] education
[4] kqed
[4] vote
[4] learning

Top Hashtags in Tweet in G6:
[43] stoparmenianaggression
[16] karabakhisazerbaijan
[14] givebuttarabullhorn
[11] prayforganjacity
[4] stoparmenianoccupation
[3] buttarbelieves
[3] votelikeyourlifedependsonit
[3] stoparmenianterrorism
[3] dontbelievearmenia
[3] kardashianssupportterrorism

Top Hashtags in Tweet in G7:
[31] medialitwk
[17] abovethenoise
[13] civicengagement
[12] youthvoice
[10] medialiteracy
[8] studentvoice
[7] deeplook
[6] stemeducation
[6] stem
[6] election2020

Top Hashtags in Tweet in G9:
[9] endsars
[7] internationalpronounsday
[6] rightnowish
[5] filipinoamericanhistorymonth
[3] nationalpumpkinday
[2] halloween
[2] worldpastaday
[2] onlineevents
[1] coronavirus
[1] tbt

Top Hashtags in Tweet in G10:
[15] wdet
[15] wbur
[15] wnyc
[15] wbez
[15] atlpba
[15] kvcr
[15] kqed
[15] kera
[15] wlrn
[15] opb

Top Words
Top Words in Tweet in Entire Graph:
[1395] kqed
[1157] story
[1072] one
[1021] here's
[966] ago
[956] month
[930] aurabogado
[930] original
[927] published
[900] mindshiftkqed

Top Words in Tweet in G1:
[760] kqed
[490] kqednews
[440] children
[348] michelleewiley
[316] jacobsoboroff
[314] adrianamorgao
[238] joyannreid
[212] justiceinmotion
[199] supportkind
[191] story

Top Words in Tweet in G2:
[896] ago
[895] story
[895] month
[895] aurabogado
[894] published
[893] here's
[893] original
[893] one
[17] families
[15] children

Top Words in Tweet in G3:
[885] mindshiftkqed
[222] students
[179] math
[169] kids
[165] make
[162] learning
[114] young
[112] best
[106] children
[105] kindergarten

Top Words in Tweet in G4:
[87] kqed
[56] covid
[53] 19
[42] students
[39] school
[37] children
[37] more
[35] mindshift
[34] child
[31] years

Top Words in Tweet in G5:
[496] found
[341] aapsonline
[249] school
[248] nowhere
[248] research
[248] spike
[248] coincided
[248] reopening
[248] schools
[248] 'what

Top Words in Tweet in G6:
[146] kqed
[120] nbcbayarea
[119] sfgate
[117] sfchronicle
[112] kpixtv
[111] azerbaijani
[108] armenian
[103] 1pm
[102] sf
[96] plaza

Top Words in Tweet in G7:
[97] media
[72] kqededspace
[60] kqedscience
[51] kqed
[43] youth
[31] #medialitwk
[30] literacy
[28] ss
[27] students
[24] today

Top Words in Tweet in G8:
[162] jacobsoboroff
[162] peer
[162] reviewed
[162] paper
[162] aapjournals
[162] journal
[162] american
[162] academy
[162] pediatrics
[162] calls

Top Words in Tweet in G9:
[141] kqedarts
[53] artists
[50] oakland
[42] 000
[33] san
[32] great
[31] intern
[30] arts
[30] nananastia
[28] kqed

Top Words in Tweet in G10:
[23] kqed
[20] youtube
[15] #wdet
[15] #wbur
[15] #wnyc
[15] #wbez
[15] #atlpba
[15] #kvcr
[15] #kqed
[15] #kera

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[933] month,ago
[925] original,story
[923] here's,original
[921] story,published
[921] published,one
[921] one,month
[919] aurabogado,here's
[295] michelleewiley,adrianamorgao
[262] children,children
[254] research,found

Top Word Pairs in Tweet in G1:
[295] michelleewiley,adrianamorgao
[256] children,children
[208] kqed,michelleewiley
[199] justiceinmotion,supportkind
[128] need,public
[128] public,really
[128] really,look
[128] look,children
[127] kqednews,need
[111] kqed,kqednews

Top Word Pairs in Tweet in G2:
[894] month,ago
[893] here's,original
[893] original,story
[893] story,published
[893] published,one
[893] one,month
[892] aurabogado,here's
[11] covid,19
[10] 19,impacted
[10] impacted,search

Top Word Pairs in Tweet in G3:
[96] kindergarten,designed
[96] designed,young
[96] young,children
[96] children,learn
[96] learn,best
[96] best,doing
[96] literacy,math
[96] make,believe
[95] doing,literacy
[95] math,covered

Top Word Pairs in Tweet in G4:
[51] covid,19
[23] kindergarten,struggles
[23] struggles,mean
[23] mean,child
[23] child,later
[23] later,years
[17] 19,impacted
[17] impacted,search
[17] search,separated
[17] separated,families

Top Word Pairs in Tweet in G5:
[248] nowhere,research
[248] research,found
[248] found,spike
[248] spike,coincided
[248] coincided,reopening
[248] reopening,schools
[248] schools,'what
[248] 'what,found
[248] found,school
[247] aapsonline,nowhere

Top Word Pairs in Tweet in G6:
[106] sfchronicle,sfgate
[96] plaza,sf
[96] sfgate,kqed
[95] embarcadero,plaza
[93] kqed,nbcbayarea
[90] nbcbayarea,kpixtv
[82] today,1pm
[80] gathering,embarcadero
[65] million,refugees
[64] azerbaijani,kids

Top Word Pairs in Tweet in G7:
[43] youth,media
[30] media,literacy
[20] media,challenges
[16] announcing,five
[16] five,youth
[16] challenges,ss
[16] ss,transformative
[16] transformative,experience
[16] experience,telling
[16] telling,stories

Top Word Pairs in Tweet in G8:
[162] jacobsoboroff,peer
[162] peer,reviewed
[162] reviewed,paper
[162] paper,aapjournals
[162] aapjournals,journal
[162] journal,american
[162] american,academy
[162] academy,pediatrics
[162] pediatrics,calls
[162] calls,org

Top Word Pairs in Tweet in G9:
[26] san,francisco
[20] 25,000
[19] second,round
[15] kqedarts,looking
[15] editorial,intern
[14] bay,area
[13] paid,internship
[13] internship,alert
[12] sf,based
[11] bayshore,drive

Top Word Pairs in Tweet in G10:
[15] #wdet,#wbur
[15] #wbur,#wnyc
[15] #wnyc,#wbez
[15] #wbez,#atlpba
[15] #atlpba,#kvcr
[15] #kvcr,#kqed
[15] #kqed,#kera
[15] #kera,#wlrn
[15] #wlrn,#opb
[15] #opb,#kuow

Top Replied-To
Top Replied-To in Entire Graph:
@kqed
@sfchronicle
@jacobsoboroff
@joyannreid
@hdmario2004
@tw14946866
@npr
@mindshiftkqed
@economictimes
@pagop

Top Replied-To in G1:
@kqed
@jacobsoboroff
@joyannreid
@hdmario2004
@tw14946866
@teacupinthebay
@jeffranieri
@thejchoward
@cathleencaron
@michelleewiley

Top Replied-To in G2:
@aurabogado

Top Replied-To in G3:
@mindshiftkqed
@chollowayela
@mszbiled

Top Replied-To in G5:
@sujayjaswa
@angie_rasmussen
@tumalamidna

Top Replied-To in G6:
@sfchronicle
@asadoffa95
@kqed
@speakerpelosi
@drdenagrayson
@turqay_trueguy
@maleyka46020605
@feiiridaa
@aytacrustamli
@me1eyke

Top Replied-To in G7:
@civildiscourse7
@bence_edu
@jenroberts1
@pickoffwhite
@alyssatsagong
@robinjm
@kqed

Top Replied-To in G10:
@economictimes
@gop
@jsopio
@annoydomous
@ggreschler
@sf_mission_415
@sf_conservative
@aubrey_huff
@realdonaldtrump

Top Mentioned
Top Mentioned in Entire Graph:
@kqed
@aurabogado
@mindshiftkqed
@kqednews
@jacobsoboroff
@michelleewiley
@aapsonline
@adrianamorgao
@joyannreid
@justiceinmotion

Top Mentioned in G1:
@kqed
@kqednews
@michelleewiley
@adrianamorgao
@jacobsoboroff
@joyannreid
@justiceinmotion
@supportkind
@aclu
@wrcommission

Top Mentioned in G2:
@aurabogado
@calimmigrant
@kqednews
@kqed
@mollymotoole
@akonadi_oakland
@moms4housing
@lorenasgonzalez
@bgirledukate

Top Mentioned in G3:
@mindshiftkqed
@anya1anya
@karanewhouse
@spencerideas
@cultofpedagogy
@m
@lbornfreund
@davidgeurin
@pauldarvasi

Top Mentioned in G4:
@clevelandheston
@iwd12
@mdp4202
@mla_karen
@kim4thekids
@resnicklr
@peterpaccone
@wsjp_insight
@garym

Top Mentioned in G5:
@aapsonline
@angie_rasmussen
@sujayjaswa
@noorvikdog
@govmurphy
@cdcgov

Top Mentioned in G6:
@kqed
@sfgate
@nbcbayarea
@kpixtv
@sfchronicle
@allthingsktvu
@sfbaynews
@shahidforchange
@asadoffa95
@feiiridaa

Top Mentioned in G7:
@kqededspace
@kqedscience
@kqed
@bayareascifest
@kqednews
@pbsteachers
@danielleventon
@pierrekerner
@adembosky
@mollydacious

Top Mentioned in G8:
@jacobsoboroff
@aapjournals
@aurabogado

Top Mentioned in G9:
@kqedarts
@nananastia
@kqed
@sarahnpineda
@sahotchkiss
@thundercat
@planetacterra
@mediawise
@deedottiedot

Top Mentioned in G10:
@youtube
@abc7la
@kqed
@realdonaldtrump
@allure_magazine
@ebonymag
@life
@deepmind
@blueorigin
@honorsociety

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@dichristine
@robinsnewswire
@threadreaderapp
@monicasloves
@tinamarie_80s
@joefreedomlove
@kat4obama
@ez4u2say_janis
@1denmadrid

Top Tweeters in G1:
@missb62
@monicasloves
@thereal_rebel
@russelltim151
@talkintou
@politicalbee
@lizditz
@meidas_damon
@iveyjanette_207
@guardian

Top Tweeters in G2:
@gojira007x
@n7irl
@sheiladecker19
@unlewis
@tadrow
@katelaity
@robertloerzel
@coalminetweety
@notacquiescing
@hollaka_hollala

Top Tweeters in G3:
@garthworld
@juandoming
@dvanhook822
@wagjuer
@radznanda
@fraudoktor11
@thinkalot
@spkmind3
@hettinga
@lookforsun

Top Tweeters in G4:
@iwd12
@iam__network
@schestowitz
@sciseekfeed
@gezgintrk
@dnas
@mdp4202
@hypervocal
@atlpartycrasher
@mostlymartha

Top Tweeters in G5:
@joefreedomlove
@schwingcat
@bamaperry
@holmesdonna1
@totemranch613
@happyheart411
@weldtowrite
@spacettf
@susaninlaguna
@64rivergirl

Top Tweeters in G6:
@senseof_outrage
@abc7newsbayarea
@nbcbayarea
@mercnews
@latimes
@tawanda46
@ktvu
@kron4news
@katvnews
@davwim

Top Tweeters in G7:
@neilyoungsaveus
@kirkmurphy
@thefiretracker2
@temptoetiam
@m0vemebrightly
@kbplitt
@blkhwk0ps
@classroomtools
@worldprofessor
@kqedscience

Top Tweeters in G8:
@tinamarie_80s
@phillip92321
@burnettcynthia
@barbie892
@squirrel_ma
@metooidissent
@kathclesage
@small1ldy1
@alejandnm
@maryanne_rose

Top Tweeters in G9:
@itswanda
@sir5000
@artallks
@tvmcca
@nedraggett
@reninawrites
@filmatelist
@c8nhogarth
@alexisadkins
@doorway2fandom

Top Tweeters in G10:
@economictimes
@time
@usatoday
@people
@washtimes
@ft
@xbox
@gma
@cosmopolitan
@phillyinquirer


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