KQED, Twitter, 12/29/2022 11:58:00 PM, 287228


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KQED_2022-12-29_15-46-40.xlsx
KQED_2022-12-29_15-46-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 29, 2022
Short Description:
KQED via NodeXL https://bit.ly/3WVTj2Z
@hkorbey
@kqed
@kqednews
@mindshiftkqed
@selectedwisdom
@ainekc95
@stlhd100
@john60178681
@hihemployers
@sfdirewolf

Top hashtags:
#reparations
#kqed
#pbs
#bahcmedia
#covid
#mentalhealth
#california
#sf
#ca
#misinformation

Description:
Description
The graph represents a network of 4,332 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 12/29/2022 2:58:08 AM. The network was obtained from Twitter on Thursday, 29 December 2022 at 23:51 UTC.

The tweets in the network were tweeted over the 5050-day, 14-hour, 42-minute period from Sunday, 01 March 2009 at 20:02 UTC to Thursday, 29 December 2022 at 10:45 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 : 4332
Unique Edges : 1976
Edges With Duplicates : 9059
Total Edges : 11035
Number of Edge Types : 9
Retweet : 3483
MentionsInRetweet : 4243
Replies to : 323
MentionsInReplyTo : 902
Mentions : 906
Tweet : 963
MentionsInQuote : 161
Quote : 48
MentionsInQuoteReply : 6
Self-Loops : 1188
Reciprocated Vertex Pair Ratio : 0.0268924302788845
Reciprocated Edge Ratio : 0.052376333656644
Connected Components : 476
Single-Vertex Connected Components : 310
Maximum Vertices in a Connected Component : 3459
Maximum Edges in a Connected Component : 9495
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.754041
Graph Density : 0.000274759070140687
Modularity : 0.428114
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,332 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 12/29/2022 2:58:08 AM. The network was obtained from Twitter on Thursday, 29 December 2022 at 23:51 UTC.

The tweets in the network were tweeted over the 5050-day, 14-hour, 42-minute period from Sunday, 01 March 2009 at 20:02 UTC to Thursday, 29 December 2022 at 10:45 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:
[137] https://www.kqed.org/mindshift/60624/young-adults-are-struggling-with-their-mental-health-is-more-childhood-independence-the-answer
[32] https://twitter.com/CousinPookieFBP/status/1605402782160195584/video/1
[29] https://www.kqed.org/news/11217187/from-his-home-in-russia-calexit-leader-plots-california-secession
[27] https://www.kqed.org/news/11934545/my-life-is-in-my-caregivers-hands-disability-advocate-alice-wongs-vision-for-a-new-approach-to-health-care
[23] https://www.kqed.org/arts/13922712/pulga-betsy-ann-cowley-accusations-wage-theft-labor-airbnb-resort
[21] https://www.kqed.org/mindshift/60094/strategies-for-building-deeper-relationships-with-students-through-academic-content
[20] https://twitter.com/CousinPookieFBP/status/1605410831113785344/video/1
[18] https://www.kqed.org/arts/13922774/food-still-dont-slap
[18] https://twitter.com/CousinPookieFBP/status/1605416962548322309/video/1
[18] https://twitter.com/CousinPookieFBP/status/1605381557417496576/video/1

Top URLs in Tweet in G1:
[13] https://www.kqed.org/mindshift/60624/young-adults-are-struggling-with-their-mental-health-is-more-childhood-independence-the-answer
[4] https://twitter.com/HKorbey/status/1605204708481798146
[2] https://www.kqed.org/mindshift/60607/talk-now-how-community-colleges-are-using-teletherapy-to-transform-student-mental-health-services
[1] https://www.kqed.org/science/1980900/first-california-offshore-wind-auction-nets-over-750-million

Top URLs in Tweet in G2:
[18] https://www.kqed.org/arts/13922774/food-still-dont-slap
[12] https://www.kqed.org/science/1981061/california-jobs-boom-anticipated-following-offshore-wind-auction
[10] https://www.kqed.org/news/11935433/all-work-and-low-pay-the-struggle-of-californias-in-home-child-care-providers
[9] https://www.kqed.org/news/11935325/cricket-one-of-the-worlds-most-popular-sports-goes-to-bat-in-the-tri-valley
[9] https://www.kqed.org/science/1980891/what-does-mars-sound-like-thanks-to-perseverance-now-we-know
[9] https://www.kqed.org/arts/13923036/californias-first-asian-american-poet-laureate-wants-to-bridge-social-justice-and-poetry
[8] https://www.kqed.org/news/11935249/tips-to-keep-you-and-your-family-safe-from-the-tripledemic-during-the-holidays
[7] https://www.kqed.org/news/11901928/you-can-now-order-free-covid-at-home-tests-via-usps
[7] https://www.kqed.org/news/11935131/its-about-bringing-people-together-oakland-mayor-elect-sheng-thao-on-her-vision-for-the-town
[7] https://www.kqed.org/news/11936045/elon-musk-says-he-will-resign-as-twitter-ceo-after-finding-a-replacement

Top URLs in Tweet in G3:
[71] https://www.kqed.org/mindshift/60624/young-adults-are-struggling-with-their-mental-health-is-more-childhood-independence-the-answer
[15] https://brain-market.com/u/c-tanaka/a/bxITOyUTMgoTZsNWa0JXY?from=bQDMxEjMgojclNXd
[11] https://www.kqed.org/news/11934545/my-life-is-in-my-caregivers-hands-disability-advocate-alice-wongs-vision-for-a-new-approach-to-health-care
[9] https://tweetedtimes.com/worth1ooo
[7] https://www.kqed.org/mindshift/60094/strategies-for-building-deeper-relationships-with-students-through-academic-content
[6] https://www.kqed.org/arts/13922712/pulga-betsy-ann-cowley-accusations-wage-theft-labor-airbnb-resort
[6] https://www.kqed.org/mindshift/60100/how-economic-anxiety-and-demographic-changes-turned-parent-into-a-verb
[5] https://letgrow.org/kqed-kids-need-independence/
[5] https://www.kqed.org/mindshift/60639/a-new-ai-chatbot-might-do-your-homework-for-you-but-its-still-not-an-a-student
[5] https://www.kqed.org/mindshift/60468/how-everyday-noise-can-inhibit-learning-and-how-teachers-can-reduce-it

Top URLs in Tweet in G4:
[12] https://www.kqed.org/mindshift/60094/strategies-for-building-deeper-relationships-with-students-through-academic-content
[10] https://www.kqed.org/mindshift/60624/young-adults-are-struggling-with-their-mental-health-is-more-childhood-independence-the-answer
[8] https://www.kqed.org/mindshift/60630/7-steps-schools-can-take-to-benefit-the-climate-and-save-money
[8] https://www.kqed.org/mindshift/60110/personalized-learning-is-more-than-an-edtech-marketing-term-it-requires-good-teachers
[6] https://www.kqed.org/mindshift/60607/talk-now-how-community-colleges-are-using-teletherapy-to-transform-student-mental-health-services
[5] https://www.kqed.org/mindshift/60468/how-everyday-noise-can-inhibit-learning-and-how-teachers-can-reduce-it
[5] https://www.kqed.org/mindshift/60585/third-graders-struggling-the-most-to-recover-in-reading-after-the-pandemic
[4] https://www.kqed.org/mindshift/60112/learning-from-students-families-as-a-step-toward-equity-in-literacy-instruction
[4] https://www.kqed.org/mindshift/60100/how-economic-anxiety-and-demographic-changes-turned-parent-into-a-verb
[4] https://www.kqed.org/mindshift/59625/three-reasons-teens-need-later-school-start-times

Top URLs in Tweet in G5:
[4] https://twitter.com/John60178681/status/1603317161388146688/photo/1
[4] https://twitter.com/John60178681/status/1603278016741748736/photo/1
[4] https://twitter.com/John60178681/status/1603960872044412928/photo/1
[4] https://twitter.com/John60178681/status/1604164184576401409/photo/1
[4] https://twitter.com/John60178681/status/1606396882967613440/photo/1
[4] https://twitter.com/John60178681/status/1603337601460494336/photo/1
[4] https://kqed.zoom.us/meeting/register/tZEudOmgqz4jHtKYJR6eDRpSCqQjzxtg6iRr
[4] https://twitter.com/PeacePalaceKH/status/1603331394419425280/photo/1
[4] https://twitter.com/PeacePalaceKH/status/1603245676393291776/photo/1
[4] https://twitter.com/michelletandler/status/1607387065041424385/photo/1

Top URLs in Tweet in G6:
[2] https://www.kqed.org/news/11217187/from-his-home-in-russia-calexit-leader-plots-california-secession
[1] https://www.texasmonthly.com/news-politics/russians-sowed-divisions-texas-politics-says-u-s-senate-report/
[1] https://twitter.com/selectedwisdom/status/1607544244943851521

Top URLs in Tweet in G7:
[8] https://www.kqed.org/news/11934545/my-life-is-in-my-caregivers-hands-disability-advocate-alice-wongs-vision-for-a-new-approach-to-health-care
[1] https://www.kqed.org/news/11934545/my-life-is-in-my-caregivers-hands-disability-advocate-alice-wongs-vision-for-a-new-approach-to-health-care?fbclid=IwAR2MTI_sMKJqEFsOEx_cUD7tf2bD67VwWmrsN_-GbY0sbn4-Oq2YlF-kSF0
[1] https://docs.google.com/document/d/1frhLE1GPfg7Cuif4MUDY3hKWhCuwKpN-eDTfGWvGj4s/edit

Top URLs in Tweet in G8:
[2] https://www.kqed.org/news/11934545/my-life-is-in-my-caregivers-hands-disability-advocate-alice-wongs-vision-for-a-new-approach-to-health-care
[2] https://www.kqed.org/news/11890831/more-than-17000-deaths-caused-by-police-have-been-misclassified-since-1980

Top URLs in Tweet in G9:
[32] https://twitter.com/CousinPookieFBP/status/1605402782160195584/video/1
[20] https://twitter.com/CousinPookieFBP/status/1605410831113785344/video/1
[18] https://twitter.com/CousinPookieFBP/status/1605416962548322309/video/1
[18] https://twitter.com/CousinPookieFBP/status/1605381557417496576/video/1
[18] https://twitter.com/CousinPookieFBP/status/1605396327071744000/video/1
[14] https://twitter.com/CousinPookieFBP/status/1605431566645092353/video/1
[12] https://twitter.com/CousinPookieFBP/status/1605451495008133121/video/1
[7] https://twitter.com/CousinPookieFBP/status/1605440550630330368/video/1
[4] https://www.youtube.com/watch?v=yKUwxcIakbE&feature=youtu.be

[1] https://twitter.com/i/web/status/1603478618708901889

Top URLs in Tweet in G10:
[4] https://twitter.com/1Wenbo/status/1588221013795356674/photo/1
[4] https://twitter.com/1Wenbo/status/1590117881286905856/photo/1
[4] https://twitter.com/1Wenbo/status/1587730165869981696/photo/1
[1] https://twitter.com/1Wenbo/status/1587528340893622272/photo/1
[1] https://www.kqed.org/news/11934545/my-life-is-in-my-caregivers-hands-disability-advocate-alice-wongs-vision-for-a-new-approach-to-health-care

Top Domains
Top Domains in Tweet in Entire Graph:
[1437] kqed.org
[561] twitter.com
[26] briefly.co
[25] tweetedtimes.com
[22] youtube.com
[17] google.com
[15] brain-market.com
[10] letgrow.org
[9] apple.news
[8] paper.li

Top Domains in Tweet in G1:
[16] kqed.org
[4] twitter.com

Top Domains in Tweet in G2:
[543] kqed.org
[140] twitter.com
[7] youtube.com
[6] omny.fm
[3] t.co
[3] ca.gov
[2] npr.org
[2] latimes.com
[2] paper.li
[2] zoom.us

Top Domains in Tweet in G3:
[337] kqed.org
[74] twitter.com
[26] briefly.co
[24] tweetedtimes.com
[15] brain-market.com
[11] google.com
[5] letgrow.org
[4] apple.news
[3] twinybots.ch
[3] ne.jp

Top Domains in Tweet in G4:
[153] kqed.org
[6] twitter.com
[5] mzteachuh.org
[3] spotify.com
[1] apple.com
[1] google.com
[1] bit.ly

Top Domains in Tweet in G5:
[69] twitter.com
[12] kqed.org
[5] zoom.us
[3] sfstandard.com
[3] youtube.com
[2] trib.al
[2] neeboor.com
[2] change.org
[1] californiaglobe.com
[1] sf.gov

Top Domains in Tweet in G6:
[2] kqed.org
[1] texasmonthly.com
[1] twitter.com

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

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

Top Domains in Tweet in G9:
[145] twitter.com
[4] youtube.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[156] reparations
[149] kqed
[145] pbs
[140] bahcmedia
[33] covid
[21] mentalhealth
[19] california
[16] sf
[16] ca
[14] misinformation



Top Hashtags in Tweet in G1:
[1] resilience

Top Hashtags in Tweet in G2:
[32] covid
[13] earthquake
[12] rightnowish
[12] reparations
[6] bayarea
[6] sf
[6] mentalhealth
[6] climatecentral
[5] sundaymusicdrop
[5] earthquakes

Top Hashtags in Tweet in G3:
[16] california
[15] ca
[7] education
[4] mentalhealth
[4] music
[4] indiefilms
[4] movies
[3] chatbot
[3] adhdnews
[2] videomarketingbreakingnews

Top Hashtags in Tweet in G4:
[3] mentalhealth
[3] math4els
[3] climateemergency
[2] edchat
[2] climatewarriors
[2] schoolsandclimateaction
[2] climatebreakdown
[2] climatejusticenow
[2] pd
[2] misinformation

Top Hashtags in Tweet in G5:
[11] misinformation
[10] sf
[10] pd
[4] sanfrancisco
[4] teachertwitter
[3] sfgiants
[3] sanfrancisco49ers
[3] fun
[1] travelphotography
[1] camping

Top Hashtags in Tweet in G7:
[2] cripthevote
[1] disabilitytwitter
[1] carecantwait
[1] capublicpolicy
[1] disabilityrights
[1] disability
[1] caregiving

Top Hashtags in Tweet in G8:
[1] disability
[1] carecantwait

Top Hashtags in Tweet in G9:
[142] pbs
[142] kqed
[140] reparations
[139] bahcmedia
[3] reparationsnow
[2] movingtheneedle
[1] blackamericanheritageclub

Top Hashtags in Tweet in G10:
[1] disabilitytwitter
[1] disabled

Top Words
Top Words in Tweet in Entire Graph:
[1558] health
[1535] independence
[1526] mental
[1516] childhood
[1439] hkorbey
[1421] researchers
[1415] lack
[1414] ask
[1414] crisis
[1412] role

Top Words in Tweet in G1:
[1401] independence
[1400] mental
[1399] hkorbey
[1398] health
[1392] childhood
[1387] lack
[1385] plays
[1385] crisis
[1385] role
[1384] researchers

Top Words in Tweet in G2:
[369] kqed
[221] kqednews
[136] california
[119] more
[105] kqedscience
[104] bay
[103] one
[94] year
[90] area
[88] climate

Top Words in Tweet in G3:
[119] kqed
[96] more
[65] health
[59] mental
[50] childhood
[45] young
[44] struggling
[43] independence
[42] adults
[41] answer

Top Words in Tweet in G4:
[288] mindshiftkqed
[97] students
[76] teachers
[53] school
[42] learning
[36] hechingerreport
[35] teacher
[31] academic
[28] know
[27] schools

Top Words in Tweet in G5:
[52] kqed
[40] deanpreston
[36] londonbreed
[29] sfbos
[26] ahsha_safai
[23] one
[22] sfgov
[22] media
[21] john60178681
[20] pbs

Top Words in Tweet in G6:
[396] politics
[199] kremlin
[199] force
[198] win
[198] active
[198] break
[198] unions
[198] seeks
[198] measures
[198] strategy

Top Words in Tweet in G7:
[129] build
[128] known
[128] entire
[128] bones
[128] ve
[128] during
[128] learned
[128] certain
[128] years
[128] 48

Top Words in Tweet in G8:
[103] build
[102] one
[100] life
[100] caregivers'
[99] acknowledges
[99] world
[99] hands
[99] interdependence
[99] another
[98] hihemployers

Top Words in Tweet in G9:
[161] kqed
[160] scenes
[160] pbs
[160] behind
[148] cousinpookiefbp
[143] conversation
[143] reparations
[142] #kqed
[142] #pbs
[140] #reparations

Top Words in Tweet in G10:
[9] kqed
[7] jrosenworcelfcc
[7] flotus
[5] fcc
[4] senfeinstein
[4] care
[4] repdesaulnier
[3] reach
[3] wake
[3] coveredca

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1518] mental,health
[1483] childhood,independence
[1409] lack,childhood
[1407] health,crisis
[1406] independence,plays
[1406] plays,role
[1406] role,mental
[1405] ask,lack
[1405] researchers,beginning
[1405] beginning,ask

Top Word Pairs in Tweet in G1:
[1398] mental,health
[1392] childhood,independence
[1387] lack,childhood
[1385] plays,role
[1385] role,mental
[1385] health,crisis
[1385] independence,plays
[1384] researchers,beginning
[1384] beginning,ask
[1384] ask,lack

Top Word Pairs in Tweet in G2:
[88] bay,area
[53] air,speaking
[46] san,francisco
[40] come,work
[40] digital,editor
[40] more,free
[40] work,digital
[40] kqednews,kqedscience
[40] kqedforum,air
[40] alert,kqednews

Top Word Pairs in Tweet in G3:
[58] mental,health
[42] childhood,independence
[41] independence,answer
[41] more,childhood
[41] young,adults
[41] adults,struggling
[40] struggling,mental
[39] health,more
[25] add,highlights
[24] see,more

Top Word Pairs in Tweet in G4:
[34] mindshiftkqed,teachers
[21] mindshiftkqed,one
[19] personalized,learning
[19] academic,content
[17] decades,concept
[17] building,separate
[17] edtech,decades
[17] teacher,likes
[17] innate,drive
[17] know,teacher

Top Word Pairs in Tweet in G5:
[15] support,ss
[13] sfgov,sfbos
[13] londonbreed,sfgov
[13] deanpreston,hillaryronen
[13] sfbos,ahsha_safai
[12] ahsha_safai,deanpreston
[11] kqed,kqednews
[10] workshops,back
[10] london,breed
[10] ss,identify

Top Word Pairs in Tweet in G6:
[198] measures,strategy
[198] force,politics
[198] win,force
[198] kremlin,active
[198] strategy,seeks
[198] active,measures
[198] politics,politics
[198] break,unions
[198] unions,win
[198] seeks,break

Top Word Pairs in Tweet in G7:
[128] years,nothing
[128] entire,48
[128] certain,build
[128] 48,years
[128] ve,known
[128] nothing,certain
[128] bones,during
[128] during,entire
[128] year,ve
[128] known,bones

Top Word Pairs in Tweet in G8:
[100] life,caregivers'
[99] acknowledges,interdependence
[99] hands,build
[99] world,acknowledges
[99] build,world
[99] one,another
[99] interdependence,one
[99] caregivers',hands
[98] hihemployers,life
[50] hours,care

Top Word Pairs in Tweet in G9:
[160] behind,scenes
[143] reparations,conversation
[142] #pbs,#kqed
[139] #kqed,#bahcmedia
[139] pbs,behind
[139] conversation,part
[139] part,kqed
[139] kqed,pbs
[139] #reparations,#pbs
[139] scenes,#reparations

Top Word Pairs in Tweet in G10:
[7] flotus,kqed
[7] jrosenworcelfcc,flotus
[3] take,care
[3] need,reach
[3] many,times
[3] fcc,many
[3] wake,take
[3] times,need
[3] senfeinstein,coveredca
[2] xhashs7mjeucmco,daja088

Top Replied-To
Top Replied-To in Entire Graph:
@mindshiftkqed
@kqed
@kqednews
@atrupar
@john60178681
@repdesaulnier
@deanpreston
@citizenj17
@senfeinstein
@priyadclemens

Top Replied-To in G1:
@hkorbey
@waterwired
@aa_marsh
@steviemctweets
@dcherring
@hannahlebovits

Top Replied-To in G2:
@kqed
@kqednews
@priyadclemens
@kqedforum
@radiobwatt
@livinproof
@gmeline
@laurirose
@nathansawaya
@ogpenn

Top Replied-To in G4:
@mindshiftkqed
@avantgame

Top Replied-To in G5:
@john60178681
@citizenj17
@deanpreston
@drpacocanales
@sfstandard
@londonbreed
@richiesf2016
@peacepalacekh
@foxnews
@michelletandler

Top Replied-To in G7:
@sfdirewolf

Top Replied-To in G8:
@stevesilberman

Top Replied-To in G9:
@the2abaway

Top Replied-To in G10:
@repdesaulnier
@senfeinstein

Top Mentioned
Top Mentioned in Entire Graph:
@hkorbey
@kqed
@mindshiftkqed
@kqednews
@selectedwisdom
@cousinpookiefbp
@ainekc95
@kqedscience
@hihemployers
@kqedforum

Top Mentioned in G1:
@hkorbey
@kqed
@edwriters
@kavithacardoza
@letgroworg
@aa_marsh
@gupsychology
@mindshiftkqed
@nprinskeep
@buexperts

Top Mentioned in G2:
@kqed
@kqednews
@kqedscience
@kqedforum
@ezraromero
@ogpenn
@kqedarts
@npr
@teacupinthebay
@lakitalki

Top Mentioned in G3:
@andykirkham9
@incomewebsites5
@cclsvn
@sfwchange
@shesternly
@jimmyroybloom
@netcoffclub
@sfrockposters
@clubfmphilly

Top Mentioned in G4:
@mindshiftkqed
@hechingerreport
@hkorbey
@jillbarshay
@anya1anya
@amartinezla
@jasonreynolds83
@historyfrog
@tchkimpossible

Top Mentioned in G5:
@kqed
@deanpreston
@londonbreed
@sfbos
@ahsha_safai
@sfgov
@hillaryronen
@john60178681
@pbs
@kqededspace

Top Mentioned in G6:
@selectedwisdom
@kqed
@hkorbey

Top Mentioned in G7:
@ainekc95
@sfdirewolf
@kqednews
@lldiedrich
@andrewpulrang
@reg_inee
@hihemployers
@kqed
@louisekinross
@v_a_nessa_ramos

Top Mentioned in G8:
@hihemployers
@jortsthecat
@ainekc95
@sfdirewolf
@kqednews
@angieg4ability
@hkorbey
@securejustice

Top Mentioned in G9:
@cousinpookiefbp
@youtube
@indiandollbacup
@yayaansley
@the2abaway
@kqednews

Top Mentioned in G10:
@kqed
@jrosenworcelfcc
@flotus
@coveredca
@markdesaulnier
@fcc
@tinger0752
@jhlr704722h4nee
@jagd888
@llshareees

Top Tweeters
Top Tweeters in Entire Graph:
@faby_nava77
@lizditz
@dgendvil
@ligayaloyola
@stigmabasee
@thehill
@jjj5819
@dancas2
@mayirmamay14
@carrybeyond

Top Tweeters in G1:
@faby_nava77
@jrbkjrbk
@digyoursoul
@funnagan
@kcolaizzo
@pppatticake
@cece_23spalding
@bengin1003
@epeterd916
@jas1000_

Top Tweeters in G2:
@lizditz
@dgendvil
@ligayaloyola
@dancas2
@mastaofmp3s
@tigerbeat
@itswanda
@artallks
@granny_st
@uscgamecockboy

Top Tweeters in G3:
@stigmabasee
@jimmyroybloom
@mile_by_mile
@donotgiveuphope
@mary_swilling
@prison_health
@dedouble
@alan_nishihara
@themedicinewolf
@michelescott12

Top Tweeters in G4:
@southerngemgal
@syawal
@afronola
@bjadams156
@agnesbookbinder
@mzteachuh
@korytellers
@rdene915
@stopvirtuastalk
@michael91693258

Top Tweeters in G5:
@thehill
@kaleidoscopet0
@vashishtvp
@o0onaa
@foxnews
@nytimes
@washingtonpost
@nbcbayarea
@cnn
@usatoday

Top Tweeters in G6:
@amyayers16
@deepvard
@morgfair
@deesbarbara
@profsunnysingh
@wellness4you13
@masky_jay_hoody
@stlhd100
@cynicalvision50
@rrnunez

Top Tweeters in G7:
@solomonmissouri
@sfdirewolf
@iwriteallday_
@epidatageek
@dr_anniem13
@pensiveparadox
@kdc
@carrietobey
@infjphotowriter
@dkamrl

Top Tweeters in G8:
@jjj5819
@llama_strudel
@jjdebenedictis
@sk8rky10
@mintamenapie
@agent_snark
@trustingmyvibes
@sbram94
@ilarose
@zeiroslion

Top Tweeters in G9:
@chillin662
@blackrose96
@ttutmoze27
@masterpowell
@murkem64
@sextonblack
@_thaagcode
@mengoslow_
@youtube
@ados_warrior

Top Tweeters in G10:
@kristinarosexxx
@britney_amber
@cutelunastar
@caringacrossgen
@londonkeyes
@alliehaze
@kayleighmcenany
@fcc
@coveredca
@anniefuckincruz


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