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KQED_2019-11-22_05-54-54.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 22, 2019
Short Description:
KQED via NodeXL http://bit.ly/2XFp9Dr
@berniesanders
@mindshiftkqed
@kqednews
@kqed
@npr
@vizkaino
@kqededspace
@other95
@okcouncil
@thepowerofmeow

Top hashtags:
#feedback
#edchat
#california
#alcatraz
#wethepeople
#sb27
#education
#edtech
#rhythm
#grammar

Description:
Description
The graph represents a network of 4,510 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 Friday, 22 November 2019 at 13:56 UTC.

The requested start date was Friday, 22 November 2019 at 13:48 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 3-day, 3-hour, 59-minute period from Monday, 18 November 2019 at 17:26 UTC to Thursday, 21 November 2019 at 21:26 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 : 4510
Unique Edges : 5887
Edges With Duplicates : 1986
Total Edges : 7873
Number of Edge Types : 3
Tweet : 947
Mentions : 6693
Replies to : 233
Self-Loops : 947
Reciprocated Vertex Pair Ratio : 0.0226341115665657
Reciprocated Edge Ratio : 0.0442662948762635
Connected Components : 646
Single-Vertex Connected Components : 461
Maximum Vertices in a Connected Component : 3444
Maximum Edges in a Connected Component : 6688
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.948636
Graph Density : 0.000282165405577119
Modularity : 0.637275
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,510 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 Friday, 22 November 2019 at 13:56 UTC.

The requested start date was Friday, 22 November 2019 at 13:48 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 3-day, 3-hour, 59-minute period from Monday, 18 November 2019 at 17:26 UTC to Thursday, 21 November 2019 at 21:26 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:
[170] https://www.kqed.org/mindshift/46546/why-the-art-of-speaking-should-be-taught-alongside-math-and-literacy
[160] https://www.kqed.org/mindshift/54833/how-can-students-self-assess-when-teachers-do-all-the-grading-and-work
[53] https://www.kqed.org/mindshift/54532/tips-and-tricks-parents-can-use-to-nurture-a-love-of-reading-in-kids
[42] https://www.kqed.org/science/1951005/the-cost-of-battery-storage-plummets-at-the-right-moment-for-california
[31] https://www.kqed.org/news/11787352/state-puts-hold-on-some-oil-well-permits-after-chevrons-kern-county-crisis
[29] https://www.kqed.org/arts/13870041/alcatraz-occupation-50
[27] https://www.kqed.org/science/1950931/map-potential-pge-power-outage-wednesday
[27] https://www.kqed.org/news/11787195/a-return-of-high-winds-likely-to-produce-new-round-of-pge-blackouts
[26] https://www.kqed.org/mindshift/54853/why-its-imperative-we-all-learn-to-be-emotion-scientists
[25] https://www.kqed.org/mindshift/53992/how-parents-can-model-better-screen-time-behavior-for-their-kids

Top URLs in Tweet in G1:
[2] https://www.kqed.org/news/11786677/evictions-continue-to-surge-as-tenants-wait-for-california-rent-cap-law-to-take-effect

Top URLs in Tweet in G2:
[153] https://www.kqed.org/mindshift/46546/why-the-art-of-speaking-should-be-taught-alongside-math-and-literacy
[22] https://www.kqed.org/mindshift/54833/how-can-students-self-assess-when-teachers-do-all-the-grading-and-work
[15] https://www.kqed.org/mindshift/54536/is-homework-valuable-depends-on-the-grade-teachers-share-their-approaches
[14] https://www.kqed.org/mindshift/54532/tips-and-tricks-parents-can-use-to-nurture-a-love-of-reading-in-kids
[8] https://www.kqed.org/mindshift/53681/how-movement-and-exercise-help-kids-learn
[6] https://www.kqed.org/mindshift/53992/how-parents-can-model-better-screen-time-behavior-for-their-kids
[5] https://www.kqed.org/mindshift/43596/how-to-bring-more-beautiful-questions-back-to-school
[5] https://www.kqed.org/mindshift/54655/why-teachers-are-so-excited-about-the-power-of-sketchnoting
[3] https://www.kqed.org/mindshift/54504/three-simple-tech-tools-to-make-math-thinking-visible
[3] https://www.kqed.org/mindshift/53937/seven-strategies-to-keep-students-motivated-all-year-long

Top URLs in Tweet in G3:
[73] https://www.kqed.org/mindshift/54833/how-can-students-self-assess-when-teachers-do-all-the-grading-and-work
[22] https://www.kqed.org/bayareabites/89601/roasted-brussels-sprouts-with-dried-cranberries-toasted-hazelnuts-and-orange-zest?utm_source=facebook.com&utm_medium=kqedfood-social&utm_campaign=roasted-brussels-cranberries
[18] https://www.kqed.org/mindshift/54853/why-its-imperative-we-all-learn-to-be-emotion-scientists
[16] https://www.kqed.org/science/1951005/the-cost-of-battery-storage-plummets-at-the-right-moment-for-california
[12] https://www.kqed.org/mindshift/54532/tips-and-tricks-parents-can-use-to-nurture-a-love-of-reading-in-kids
[12] https://www.kqed.org/arts/13870041/alcatraz-occupation-50
[12] https://www.kqed.org/mindshift/48139/why-teachers-should-help-students-learn-effective-study-strategies
[10] https://www.kqed.org/news/11777489/republicans-sue-california-charging-ineligible-voters-are-on-voter-rolls
[10] https://www.kqed.org/mindshift/46546/why-the-art-of-speaking-should-be-taught-alongside-math-and-literacy
[9] https://www.kqed.org/mindshift/53992/how-parents-can-model-better-screen-time-behavior-for-their-kids

Top URLs in Tweet in G4:
[18] https://www.kqed.org/news/11787195/a-return-of-high-winds-likely-to-produce-new-round-of-pge-blackouts
[15] https://www.kqed.org/news/11787352/state-puts-hold-on-some-oil-well-permits-after-chevrons-kern-county-crisis
[6] https://www.kqed.org/news/11787486/bart-police-investigating-fatal-stabbing-aboard-warm-springs-train
[6] https://ww2.kqed.org/pressroom/2019/11/18/housing-desk/
[5] https://www.kqed.org/arts/13870000/afrotech-where-black-excellence-meets-oaklands-unsheltered
[5] https://www.kqed.org/science/1950931/map-potential-pge-power-outage-wednesday
[5] https://www.kqed.org/news/11787221/lawmakers-grill-utility-executives-on-blackouts-as-more-shutoffs-loom
[5] https://www.kqed.org/news/11786770/some-california-police-departments-dont-review-deadly-uses-of-force
[5] https://www.kqed.org/news/11778663/how-to-prepare-for-potential-pge-power-shutoffs
[5] https://www.kqed.org/news/11787567/watch-live-sondland-key-impeachment-witness-headlines-wednesday-hearing

Top URLs in Tweet in G5:
[20] https://www.kqed.org/science/1950931/map-potential-pge-power-outage-wednesday
[9] https://www.kqed.org/news/11705963/do-you-really-want-to-know-one-mans-search-for-family-from-jonestown-and-beyond
[7] https://www.kqed.org/news/11787061/from-working-in-tech-to-homelessness-the-challenges-facing-a-senior-veteran
[6] https://www.kqed.org/science/1951005/the-cost-of-battery-storage-plummets-at-the-right-moment-for-california
[5] https://www.kqed.org/news/11787195/a-return-of-high-winds-likely-to-produce-new-round-of-pge-blackouts
[5] https://www.kqed.org/science/1950877/kratom-is-a-lifesaver-say-opioid-addicts-but-its-safety-is-questionable
[5] https://www.kqed.org/mindshift/54655/why-teachers-are-so-excited-about-the-power-of-sketchnoting
[5] https://www.kqed.org/mindshift/54833/how-can-students-self-assess-when-teachers-do-all-the-grading-and-work
[3] https://www.kqed.org/science/1950956/nasa-hopes-to-find-direct-evidence-of-past-life-on-mars-with-2021-landing
[3] https://www.kqed.org/arts/13869528/a-dog-in-san-diego-just-learned-to-talk-using-a-soundboard-but-still

Top URLs in Tweet in G6:
[7] https://teach.kqed.org/courses
[7] https://www.kqed.org/mindshift/54532/tips-and-tricks-parents-can-use-to-nurture-a-love-of-reading-in-kids
[5] https://learn.kqed.org/ymc/election2020-signup
[5] https://video.kqed.org/video/would-banning-plastic-bottles-help-or-hurt-the-planet-pxvr43/
[5] https://santaclara.k12oms.org/eventdetail.php?gid=1055&id=179288
[4] https://ww2.kqed.org/education/2019/11/07/should-teachers-be-allowed-to-carry-guns-at-school/
[4] https://www.kqed.org/arts/13870146/beautiful-day-director-on-mister-rogers-radical-notion-telling-kids-the-truth
[4] https://www.kqed.org/arts/13869826/kari-orviks-tightly-focused-geneva-captures-daily-life-in-the-excelsior
[3] https://www.kqed.org/arts/12709122/what-standing-rock-protesters-can-learn-from-los-gatos-exhibition
[3] https://www.kqed.org/arts/13870041/alcatraz-occupation-50

Top URLs in Tweet in G7:
[2] https://trib.al/4A65irK
[1] https://www.kqed.org/arts/13870000/afrotech-where-black-excellence-meets-oaklands-unsheltered
[1] https://trib.al/WtFvrHB
[1] https://trib.al/j97dOYH
[1] https://trib.al/jwIGOOj
[1] https://trib.al/4FJjY2v
[1] https://trib.al/cYyHv2l
[1] https://ww2.kqed.org/mindshift/2016/11/14/how-to-develop-mindsets-for-compassion-and-caring-in-students/?utm_source=twitter.com&utm_medium=social&utm_campaign=npr&utm_term=nprnews&utm_content=2047
[1] https://twitter.com/brianschatz/status/1197161789038956544
[1] https://www.kqed.org/mindshift/54532/tips-and-tricks-parents-can-use-to-nurture-a-love-of-reading-in-kids

Top URLs in Tweet in G8:
[5] https://www.kqed.org/arts/13870000/afrotech-where-black-excellence-meets-oaklands-unsheltered
[1] https://www.kqed.org/arts/13870004/flight-deck-oaklands-only-black-box-theater-to-close-in-march?fbclid=IwAR3vDembwq4cjL6BFXwXiKPmHj7DBjelA8v4aCR3hLhR-cMvAiHf8rNEbLI
[1] https://www.kqed.org/arts/13870004/flight-deck-oaklands-only-black-box-theater-to-close-in-march
[1] https://twitter.com/Hemadnazari/status/1196539583011475457
[1] https://twitter.com/CNN/status/1196455545156308993
[1] https://twitter.com/SaberBostaniAsl/status/1196431933707816968
[1] https://twitter.com/Azematt/status/1196566327957344257
[1] https://twitter.com/nazanin7/status/1196573322651275265
[1] https://twitter.com/dotnetislife/status/1196568389260591106
[1] https://twitter.com/MarjanKg/status/1196567235864748032

Top URLs in Tweet in G10:
[2] https://www.kqed.org/news/11786677/evictions-continue-to-surge-as-tenants-wait-for-california-rent-cap-law-to-take-effect
[1] https://twitter.com/KQED/status/1197588454114115584
[1] https://www.kqed.org/news/11787660/california-supreme-court-strikes-down-law-requiring-release-of-trump-taxes
[1] https://twitter.com/KQED/status/1196487925141131264

Top Domains
Top Domains in Tweet in Entire Graph:
[1615] kqed.org
[106] twitter.com
[22] youtube.com
[15] tweetedtimes.com
[9] trib.al
[8] socialnetadvantage.com
[5] k12oms.org
[4] linkedin.com
[3] current.org
[3] t.co

Top Domains in Tweet in G1:
[2] kqed.org

Top Domains in Tweet in G2:
[284] kqed.org
[3] feedburner.com
[2] ow.ly
[1] trib.al
[1] amazonaws.com

Top Domains in Tweet in G3:
[484] kqed.org
[15] twitter.com
[14] tweetedtimes.com
[8] socialnetadvantage.com
[3] linkedin.com
[3] t.co
[2] bpuzzle.ca
[1] blogspot.com
[1] dlvr.it
[1] vimeo.com

Top Domains in Tweet in G4:
[187] kqed.org
[14] twitter.com
[3] insideradio.com
[2] adminmonitor.com
[2] npr.org
[2] current.org
[2] radian6.com
[1] youtube.com
[1] apple.com
[1] parksconservancy.org

Top Domains in Tweet in G5:
[155] kqed.org
[13] twitter.com
[3] bit.ly
[2] youtube.com
[2] filmfreeway.com
[1] biography.com
[1] apple.com
[1] npr.org
[1] wbur.org
[1] wiseye.org

Top Domains in Tweet in G6:
[104] kqed.org
[17] twitter.com
[5] k12oms.org
[3] youtube.com
[1] pbs.org
[1] 100daysdrinksdishesdestinations.com

Top Domains in Tweet in G7:
[7] trib.al
[3] kqed.org
[1] twitter.com

Top Domains in Tweet in G8:
[9] kqed.org
[9] twitter.com
[1] youtube.com

Top Domains in Tweet in G10:
[3] kqed.org
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[161] feedback
[86] edchat
[45] california
[42] alcatraz
[36] wethepeople
[36] sb27
[28] education
[26] edtech
[25] rhythm
[25] grammar



Top Hashtags in Tweet in G2:
[160] feedback
[33] edchat
[24] rhythm
[24] grammar
[10] education
[9] trauma
[8] parenting
[8] curiosity
[6] reading
[6] sketchnoting

Top Hashtags in Tweet in G3:
[10] edchat
[7] education
[4] science
[4] metoo
[4] middleschool
[3] mentalhealth
[3] k12
[3] teaching
[2] california
[2] stem

Top Hashtags in Tweet in G4:
[11] pgeshutoffs
[10] impeachmenthearings
[10] bayareanewsgroup
[6] hmong
[5] nativeamericanheritagemonth
[5] californiareportingproject
[5] alcatraz
[4] pgeshutoff
[4] kqed
[3] psps

Top Hashtags in Tweet in G5:
[8] paradise
[7] onthisday
[7] sanfrancisco
[6] homeless
[6] alcatrazoccupation
[5] nativeamericanheritagemonth
[5] pgeshutdown
[5] sketchnoting
[4] transdayofremembrance
[4] edchat

Top Hashtags in Tweet in G6:
[35] alcatraz
[23] letstalkaboutelection2020
[13] onthisday
[12] abovethenoise
[11] medialiteracy
[10] youthvoice
[8] kqedlearn
[8] kqeded
[7] kqedteach
[7] loveofreading

Top Hashtags in Tweet in G7:
[2] badgoogle
[2] kqed
[1] metrosight
[1] impeachinghearing
[1] makedonalddrumpfagain
[1] loveofreading

Top Hashtags in Tweet in G8:
[21] iranportests
[4] internet4iran
[1] wedgewoodproperties
[1] moms4housing
[1] oakland
[1] iranprotests

Top Hashtags in Tweet in G9:
[4] ados
[2] adosreparations
[1] arisawhite

Top Hashtags in Tweet in G10:
[36] wethepeople
[36] california
[36] sb27
[1] recallgavinnewsom
[1] msm
[1] fakenewsmedia
[1] enemyofthepeople
[1] doj
[1] chickfila
[1] maga

Top Words
Top Words in Tweet in Entire Graph:
[2467] Words in Sentiment List#1: Positive
[1190] Words in Sentiment List#2: Negative
[31] Words in Sentiment List#3: Angry/Violent
[108149] Non-categorized Words
[111806] Total Words
[1237] whatever
[1184] need
[1118] bill
[1107] raise
[1104] allowed

Top Words in Tweet in G1:
[1088] berniesanders
[1086] allowed
[1086] raise
[1086] whatever
[1086] whenever
[1086] need
[1086] bill
[1086] rights
[1085] landlords
[1085] rents

Top Words in Tweet in G2:
[997] mindshiftkqed
[403] giving
[383] teacher
[370] end
[368] saw
[368] assignment
[368] late
[368] impact
[335] students
[247] feedback

Top Words in Tweet in G3:
[93] students
[88] teachers
[78] kqed
[76] work
[73] self
[70] assess
[69] grading
[50] news
[47] mindshift
[46] kids

Top Words in Tweet in G4:
[238] kqednews
[155] kqed
[95] california
[84] californiapuc
[70] power
[63] thebaykqed
[63] cal_fire
[60] oil
[57] cal_oes
[55] pg

Top Words in Tweet in G5:
[286] kqed
[74] power
[73] 50
[73] pg
[57] years
[51] ago
[46] alcatraz
[46] homeless
[45] week
[44] story

Top Words in Tweet in G6:
[76] kqedarts
[66] kqededspace
[57] occupation
[54] 50
[47] year
[46] kqed
[44] black
[41] lefebvre_sam
[35] #alcatraz
[33] know

Top Words in Tweet in G7:
[146] npr
[141] reading
[134] love
[127] read
[127] home
[127] whatever
[126] helping
[126] learn
[126] mean
[126] protecting

Top Words in Tweet in G8:
[40] oakland
[34] west
[33] come
[32] moms4housing
[32] today
[32] moms
[28] cnn
[27] kqed
[27] nbcnews
[27] nytimes

Top Words in Tweet in G9:
[7] quantumblackne2
[5] fstockman
[5] samaralynn
[5] jpacedc
[4] jbf1982
[4] barclaypress
[4] kqed
[4] kblx
[4] blakedontcrack
[4] afropunk

Top Words in Tweet in G10:
[39] supreme
[39] court
[37] realdonaldtrump
[36] big
[36] victory
[36] #wethepeople
[36] ultra
[36] liberal
[36] #california
[36] unanimously

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1096] allowed,raise
[1096] whatever,whenever
[1096] whenever,need
[1096] bill,rights
[1095] landlords,allowed
[1095] raise,rents
[1095] rents,whatever
[1095] need,tenants
[1095] tenants,bill
[1094] berniesanders,landlords

Top Word Pairs in Tweet in G1:
[1086] allowed,raise
[1086] whatever,whenever
[1086] whenever,need
[1086] bill,rights
[1085] landlords,allowed
[1085] raise,rents
[1085] rents,whatever
[1085] need,tenants
[1085] tenants,bill
[1084] berniesanders,landlords

Top Word Pairs in Tweet in G2:
[368] saw,giving
[368] end,assignment
[368] assignment,late
[368] late,impact
[366] mindshiftkqed,teacher
[243] giving,feedback
[208] teacher,catlintucker
[208] catlintucker,saw
[208] feedback,end
[208] impact,students

Top Word Pairs in Tweet in G3:
[69] self,assess
[68] grading,work
[67] students,self
[67] assess,teachers
[67] teachers,grading
[47] kqed,news
[41] mindshift,kqed
[27] brussels,sprouts
[23] roasted,brussels
[23] sprouts,dried

Top Word Pairs in Tweet in G4:
[75] kqed,kqednews
[70] californiapuc,kqed
[58] kqednews,cal_fire
[48] cal_fire,cwaunion
[46] cwaunion,cal_oes
[35] oil,well
[35] well,permits
[32] thebaykqed,episode
[31] byjasonmai,learned
[31] learned,keep

Top Word Pairs in Tweet in G5:
[48] years,ago
[36] 50,years
[26] kqed,story
[23] power,outage
[23] homeless,older
[23] older,adults
[23] adults,1st
[23] 1st,homeless
[23] homeless,50
[23] 50,kqed

Top Word Pairs in Tweet in G6:
[32] flight,deck
[31] black,box
[31] box,theater
[30] scoop,flight
[30] deck,oakland's
[30] oakland's,black
[30] theater,booked
[30] booked,50
[30] 50,weeks
[30] weeks,year

Top Word Pairs in Tweet in G7:
[133] love,reading
[126] learn,love
[126] reading,mean
[126] mean,protecting
[126] protecting,space
[126] space,home
[126] home,read
[126] read,whatever
[124] npr,helping
[119] helping,kid

Top Word Pairs in Tweet in G8:
[34] west,oakland
[26] nbcnews,abc
[25] cnn,nbcnews
[25] abc,bbcworld
[25] bbcworld,nytimes
[23] wsj,latimes
[23] nytimes,washingtonpost
[23] washingtonpost,wsj
[20] latimes,kqed
[18] #iranportests,cnn

Top Word Pairs in Tweet in G9:
[5] fstockman,samaralynn
[5] samaralynn,jpacedc
[4] barclaypress,kqed
[4] kqed,kblx
[4] kblx,blakedontcrack
[4] blakedontcrack,afropunk
[4] afropunk,amybwang
[4] amybwang,stroebl_79
[4] stroebl_79,courtnayydrew
[3] jbf1982,quantumblackne2

Top Word Pairs in Tweet in G10:
[39] supreme,court
[36] big,victory
[36] victory,#wethepeople
[36] #wethepeople,realdonaldtrump
[36] realdonaldtrump,ultra
[36] ultra,liberal
[36] liberal,#california
[36] #california,supreme
[36] court,unanimously
[36] unanimously,rules

Top Replied-To
Top Replied-To in Entire Graph:
@californiapuc
@kqed
@teacupinthebay
@kqednews
@alanmontecillo
@jejohnson322
@jbrooksfoy
@robert_kolbe
@citizencassidy
@nananastia

Top Replied-To in G1:
@berniesanders

Top Replied-To in G4:
@californiapuc
@kqednews
@alanmontecillo
@kqed
@teacupinthebay
@nananastia
@danbrekke
@kqedarts
@thebaykqed
@slaclab

Top Replied-To in G5:
@kqed
@teacupinthebay
@jbrooksfoy
@robert_kolbe
@citizencassidy
@jkreim
@dbrower
@408nate
@cbrewsayso
@kqedbaycurious

Top Replied-To in G6:
@kqed
@thesciencejedi
@ashcashmore
@emergingedu
@ogpenn
@kqedarts
@goformative
@kqededspace

Top Replied-To in G7:
@jejohnson322
@kqed
@kairyssdal
@morningedition

Top Replied-To in G8:
@moms4housing
@kqed
@samak_e_ayyar
@ericswalwell
@frankwrathe

Top Replied-To in G9:
@jbf1982
@quantumblackne2

Top Replied-To in G10:
@kqed

Top Mentioned
Top Mentioned in Entire Graph:
@berniesanders
@mindshiftkqed
@kqed
@kqednews
@catlintucker
@catlin_tucker
@cultofpedagogy
@npr
@kqedarts
@kqededspace

Top Mentioned in G1:
@berniesanders
@nicholsuprising

Top Mentioned in G2:
@mindshiftkqed
@catlintucker
@catlin_tucker
@cultofpedagogy
@gcouros
@bigideasmath
@npr
@pgoerner
@foundlearn
@kschwart

Top Mentioned in G3:
@literarymaven
@melyiplit
@skymazef3
@60sfolks
@jmbergie

Top Mentioned in G4:
@kqednews
@kqed
@thebaykqed
@cal_fire
@danbrekke
@cwaunion
@cal_oes
@mimileitsinger
@byjasonmai
@californiapuc

Top Mentioned in G5:
@kqed
@kqednews
@kqedscience
@mkushel
@markfiore
@ubuntutheater
@danielleventon
@lsst
@lesleywmcclurg
@bart

Top Mentioned in G6:
@kqedarts
@kqededspace
@lefebvre_sam
@kqed
@rachaelmyrow
@reportinglabs
@kqednews
@etiwandanews
@pbs
@writingproject

Top Mentioned in G7:
@npr
@mindshiftkqed
@kqed
@msnbc
@1a
@maddow
@kqededspace
@ogpenn
@kqednews
@cbastepup

Top Mentioned in G8:
@moms4housing
@nbcnews
@nytimes
@kqed
@cnn
@abc
@bbcworld
@wsj
@latimes
@washingtonpost

Top Mentioned in G9:
@quantumblackne2
@fstockman
@samaralynn
@jpacedc
@barclaypress
@kqed
@kblx
@blakedontcrack
@afropunk
@amybwang

Top Mentioned in G10:
@realdonaldtrump
@nationrises
@gavinnewsom
@kqed
@tiffanycamhi
@pge4me
@tenantstogether

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@arkangelscrap
@startupsbot
@rjber15
@evankirstel
@coopmike48
@dancas2
@netminnow
@edgametec
@dgendvil

Top Tweeters in G1:
@altai_armande
@purplegarter1
@staircase2
@cultiv8hope
@sherryflrealtor
@shasta_otter
@socialistvoice
@argobagdr
@librab103
@capatosta122

Top Tweeters in G2:
@rjber15
@madresfera
@andyrose12
@fmfrancoise
@megloops
@shellterrell
@ofibanez
@teacher2teacher
@technolibrary
@drjlmooreiii

Top Tweeters in G3:
@coopmike48
@donotgiveuphope
@remontkvartir
@sciseekfeed
@estarianne
@kin2souls
@udnspeak4me
@mrkalman
@pauljimerson
@gezgintrk

Top Tweeters in G4:
@dgendvil
@b1e56df9ce6549f
@mastaofmp3s
@jhamby
@tmobile
@eyegloarts
@shaktilila
@lickitoff
@shyduroff
@mediabot

Top Tweeters in G5:
@startupsbot
@dancas2
@eddarrell
@iveyjanette_207
@yayayarndiva
@lizditz
@tiniskwerl
@rodneyclaeys
@watchdogsniffer
@1luv2

Top Tweeters in G6:
@tigerbeat
@bar_zie
@kukkurovaca
@nedraggett
@phoenixandmars
@thedapperdiner
@paulbaidoa
@ndngenuity
@flipgrid
@henryleerhenry

Top Tweeters in G7:
@dylanesque2604
@1chefdiva
@vivs1man
@weirmb
@npr
@msnbc
@jmhardinboston
@ebhockeyfan25
@rosyshepherdess
@sexyrain73

Top Tweeters in G8:
@netminnow
@nytimes
@washingtonpost
@time
@dnas
@bbcworld
@mercnews
@wsj
@abc
@cnn

Top Tweeters in G9:
@princss6
@byjoelanderson
@gimmieabeat
@jerichobrown
@fromedome
@blakedontcrack
@adamhudson5
@kwcosby
@emarvelous
@amaliebenjamin

Top Tweeters in G10:
@totemranch613
@blackdi51264299
@djnazsd
@fbag_mag
@ettan1945
@juliedeplorable
@mirandasalcido1
@wigone1
@irmabel53130008
@lance4135