KQED, Twitter, 5/8/2021 9:43:59 AM, 254379


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KQED_2021-05-06_16-33-45.xlsx
KQED_2021-05-06_16-33-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 08, 2021
Short Description:
KQED via NodeXL https://bit.ly/3vQnyKZ
@kqed
@mindshiftkqed
@kqednews
@kqedarts
@nananastia
@kqedscience
@kqedforum
@otisrtaylorjr
@kqededspace
@fitzthereporter

Top hashtags:
#covid19
#edchat
#kqedenespanol
#sanfrancisco
#kqed
#youthtakeoverkqed
#education

Description:
Description
The graph represents a network of 5,480 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, 06 May 2021 at 23:48 UTC.

The requested start date was Thursday, 06 May 2021 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 12-day, 15-hour, 49-minute period from Friday, 23 April 2021 at 05:25 UTC to Wednesday, 05 May 2021 at 21:15 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 : 5480
Unique Edges : 4443
Edges With Duplicates : 11980
Total Edges : 16423
Number of Edge Types : 5
Retweet : 4619
MentionsInRetweet : 6495
Mentions : 3017
Tweet : 1580
Replies to : 712
Self-Loops : 1621
Reciprocated Vertex Pair Ratio : 0.0466354897375942
Reciprocated Edge Ratio : 0.0891150552314757
Connected Components : 778
Single-Vertex Connected Components : 505
Maximum Vertices in a Connected Component : 4135
Maximum Edges in a Connected Component : 14641
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.573464
Graph Density : 0.000268343762447993
Modularity : 0.403887
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,480 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, 06 May 2021 at 23:48 UTC.

The requested start date was Thursday, 06 May 2021 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 12-day, 15-hour, 49-minute period from Friday, 23 April 2021 at 05:25 UTC to Wednesday, 05 May 2021 at 21:15 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:
[131] https://www.kqed.org/arts/13896327/fnnch-honey-bears-street-art-san-francisco
[79] https://www.kqed.org/mindshift/57734/distracted-these-four-learning-strategies-can-help
[64] https://www.kqed.org/mindshift/57716/we-need-to-be-nurtured-too-many-teachers-say-theyre-reaching-a-breaking-point
[46] https://www.kqed.org/news/11871122/each-hour-matters-bay-area-couple-fundraises-for-indias-oxygen-crisis
[39] https://www.kqed.org/arts/13895151/these-covid-relief-grants-for-artists-are-still-accepting-applications
[38] https://www.kqed.org/mindshift/57720/how-schools-can-help-kids-heal-after-a-year-of-crisis-and-uncertainty
[35] https://www.kqed.org/science/1973805/climate-solutions-in-east-palo-alto
[28] https://www.kqed.org/mindshift/57751/tips-for-finding-your-way-to-a-high-paying-trade-job
[27] https://www.kqed.org/science/1973624/maps-see-which-bay-area-locations-are-at-risk-from-rising-seas
[27] https://www.kqed.org/mindshift/57806/how-teaching-the-work-of-living-poets-can-make-english-class-more-exciting-and-inclusive

Top URLs in Tweet in G1:
[28] https://www.kqed.org/mindshift/57734/distracted-these-four-learning-strategies-can-help
[16] https://www.kqed.org/mindshift/57716/we-need-to-be-nurtured-too-many-teachers-say-theyre-reaching-a-breaking-point
[14] https://www.kqed.org/mindshift/54853/why-its-imperative-we-all-learn-to-be-emotion-scientists
[10] https://www.kqed.org/mindshift/56993/tips-for-cultivating-healthy-school-friendships-online
[8] https://www.kqed.org/mindshift/57751/tips-for-finding-your-way-to-a-high-paying-trade-job
[8] http://therobbreview.org/?read=https%3A%2F%2Fwww.kqed.org%2Fmindshift%2F57002%2Fhow-mindfulness-during-class-can-help-students-and-teachers
[7] https://www.kqed.org/mindshift/54833/how-can-students-self-assess-when-teachers-do-all-the-grading-and-work
[7] https://www.kqed.org/mindshift/57600/18-books-to-help-grieving-children-and-teens-heal
[7] https://www.kqed.org/mindshift/57720/how-schools-can-help-kids-heal-after-a-year-of-crisis-and-uncertainty
[6] https://www.kqed.org/mindshift/51281/whats-going-on-in-your-childs-brain-when-you-read-them-a-story

Top URLs in Tweet in G2:
[7] https://www.kqed.org/arts/13896327/fnnch-honey-bears-street-art-san-francisco
[6] http://ww2.kqed.org/jpepinheart/2015/08/27/spanish-tortilla/?platform=hootsuite
[5] https://www.kqed.org/mindshift/54872/how-dyslexia-is-a-different-brain-not-a-disease
[4] https://www.kqed.org/news/11871547/immigrant-advocates-urge-biden-administration-to-end-trump-bar-on-asylum-for-domestic-violence-victims
[4] https://www.kqed.org/arts/13896384/richmonds-hilltop-mall-offered-more-than-retail-therapy-its-where-we-grew-up
[4] https://www.kqed.org/events/148698062909
[4] https://twitter.com/otisrtaylorjr/status/1387468730322542593
[4] https://www.kqed.org/science/1973805/climate-solutions-in-east-palo-alto
[4] https://www.kqed.org/forum/2010101883144/fact-checking-netflixs-controversial-seaspiracy-is-it-as-bad-as-they-claim
[3] https://www.kqed.org/arts/13895151/these-covid-relief-grants-for-artists-are-still-accepting-applications

Top URLs in Tweet in G3:
[21] https://www.kqed.org/science/1973805/climate-solutions-in-east-palo-alto
[21] https://ww2.kqed.org/science/2021/05/04/scorpions-are-predators-with-a-sensitive-side/?utm_source=dlvr.it&utm_medium=twitter
[15] https://www.kqed.org/science/1973645/in-their-own-words-east-palo-alto-residents-on-the-coming-rise-in-sea-level
[14] https://www.kqed.org/news/11871364/recording-the-police-what-to-know-and-how-to-stay-safe-doing-it
[12] http://www.kqed.org/
[10] https://www.kqed.org/science/1973805
[9] https://www.kqed.org/news/11870959/newsom-recall-campaign-officially-has-enough-valid-signatures-to-force-election
[9] https://www.kqed.org/science/1974544/where-has-it-gotten-warmer-in-the-us-just-about-everywhere
[8] https://www.kqed.org/news/11871191/sf-city-attorney-dennis-herrera-tapped-to-take-over-scandal-laden-public-utilities-commission-that-he-investigated
[8] https://www.kqed.org/science/1974191/que-puede-hacer-el-area-de-la-bahia-ante-el-aumento-del-nivel-del-mar-el-este-de-palo-alto-ya-esta-proponiendo-algunas-soluciones

Top URLs in Tweet in G4:
[46] https://www.kqed.org/arts/13896327/fnnch-honey-bears-street-art-san-francisco
[33] https://www.kqed.org/mindshift/57734/distracted-these-four-learning-strategies-can-help
[18] https://www.kqed.org/mindshift/57716/we-need-to-be-nurtured-too-many-teachers-say-theyre-reaching-a-breaking-point
[12] https://www.kqed.org/mindshift/57806/how-teaching-the-work-of-living-poets-can-make-english-class-more-exciting-and-inclusive
[11] https://www.kqed.org/mindshift/57751/tips-for-finding-your-way-to-a-high-paying-trade-job
[10] https://www.kqed.org/mindshift/57644/13-effective-study-strategies-to-help-students-learn
[10] https://www.kqed.org/mindshift/57766/why-dropping-college-degree-requirements-makes-the-workplace-more-equitable
[9] https://www.kqed.org/mindshift/57720/how-schools-can-help-kids-heal-after-a-year-of-crisis-and-uncertainty
[9] https://www.kqed.org/arts/13896138/ling-nam-starbread-filipino-bakery-senorita-bread-24-hour-daly-city-open
[8] https://www.kqed.org/mindshift/57771/pandemic-pomp-and-circumstance-graduation-looks-different-this-year-again

Top URLs in Tweet in G5:
[19] https://www.kqed.org/arts/13896087/poets-organize-alongside-100-million-americans-living-in-poverty-in-new-doc
[14] https://www.kqed.org/arts/13896327/fnnch-honey-bears-street-art-san-francisco
[10] https://www.kqed.org/arts/13894842/the-woman-who-humanized-san-francisco-sex-workers-and-exposed-misogyny-in-1913
[5] https://www.kqed.org/arts/13896582/oaklands-famously-analog-white-elephant-sale-goes-online
[5] https://www.kqed.org/arts/13894499/reopened-bay-area-movies-museums-music-sports-open
[5] https://worldchannel.org/episode/bakoso-afrobeats-cuba-gfeqri/
[4] https://www.kqed.org/arts/13895151/these-covid-relief-grants-for-artists-are-still-accepting-applications
[4] https://www.kqed.org/arts/13896318/sf-symphony-returns-to-in-person-concerts-in-may
[4] https://www.kqed.org/arts/13896380/ruby-q-smoke-fusion-barbecue-mexican-fruitvale-oakland
[4] https://www.kqed.org/arts/13896360/artists-put-the-struggles-and-hopes-of-the-past-year-to-music-at-sjz-new-works-fest

Top URLs in Tweet in G6:
[6] https://kqed.zoom.us/webinar/register/WN_X6XdcKBPR6G7ZiObqdqjEg
[5] https://www.kqed.org/education/teacher-ambassador-program
[4] https://kqed.zoom.us/webinar/register/WN_FVL4ZMrjR4iZvZvkg9CJEQ
[4] https://www.kqed.org/education/535028/evaluating-bidens-first-100-days
[4] https://www.kqed.org/mindshift/56570/6-classroom-strategies-that-work-for-generating-student-discussions-online
[3] https://www.kqed.org/news/11869976/without-walls-how-some-la-and-oc-schools-are-embracing-outdoor-learning
[3] https://www.kqed.org/education
[2] https://www.kqed.org/perspectives/201601140892/karen-chau-you-only-live-once
[2] https://www.kqed.org/forum/2010101883205/youth-takeover-thrift-shopping-has-become-more-popular-and-controversial
[2] https://kqed.zoom.us/webinar/register/8016178124893/WN_yZsJatR6T9iwVfBPrZgt3g

Top URLs in Tweet in G7:
[2] https://datebook.sfchronicle.com/movies-tv/jerri-lange-pioneering-black-tv-newscaster-dies-at-96
[2] https://www.kqed.org/news/11209729/did-the-emptying-of-mental-hospitals-contribute-to-homelessness-here
[1] https://www.reuters.com/article/us-health-pollution-fossil/fossil-fuel-pollution-causes-one-in-five-premature-deaths-globally-study-idUSKBN2A90UB
[1] https://www.indybay.org/newsitems/2021/04/23/18841886.php
[1] https://www.kqed.org/news/11737575/why-is-piedmont-a-separate-city-from-oakland-2
[1] https://twitter.com/KQED/status/1387241382411051010
[1] https://twitter.com/Freedom4Horses/status/1108515721586204672
[1] https://twitter.com/kylegriffin1/status/1385971798773321733

Top URLs in Tweet in G8:
[3] https://www.nytimes.com/2015/04/22/upshot/areas-with-large-black-populations-have-the-smallest-shares-of-black-men.html?smid=tw-share
[3] https://www.kqed.org/lowdown/20819/why-black-women-significantly-outnumber-black-men-in-the-bay-area
[3] https://www.aspeninstitute.org/ideas/
[1] https://video.kqed.org/video/your-recycling-is-not-always-being-recycled-here-s-why-1619380259/
[1] https://www.kqed.org/lowdown/18486/redlining
[1] https://www.kqed.org/mindshift/57716/we-need-to-be-nurtured-too-many-teachers-say-theyre-reaching-a-breaking-point
[1] https://www.kqed.org/mindshift/57720/how-schools-can-help-kids-heal-after-a-year-of-crisis-and-uncertainty
[1] https://www.kqed.org/mindshift/57703/why-adolescence-matters-in-preventing-substance-abuse
[1] https://www.hrw.org/world-report/2019/country-chapters/global-0
[1] https://www.wsj.com/articles/asia-struggles-for-a-solution-to-its-missing-women-problem-1448545813

Top URLs in Tweet in G9:
[31] https://www.kqed.org/arts/13896327/fnnch-honey-bears-street-art-san-francisco
[2] https://www.kqed.org/arts/13896306/public-safety-for-asian-americans-starts-with-nurturing-our-communities
[2] https://www.youtube.com/watch?v=Ym0h6NusUw0&feature=youtu.be

[1] https://www.kqed.org/news/11699600/cox-goads-newsom-on-marital-affairs-but-is-silent-about-his-own
[1] https://www.youtube.com/watch?v=j4d1vYpMDKY&feature=youtu.be

[1] https://www.youtube.com/watch?v=pMH21I782IM&feature=youtu.be

[1] https://www.kqed.org/news/11755384/excessive-force-by-police-chiefs-son-leads-to-cover-up-at-napa-state-hospital
[1] https://www.youtube.com/playlist?list=PLj98lVkJfOoCd6QuBjamxGkh9QI08u_Xg

[1] https://www.kqed.org/news/11869776/were-not-a-monolith-some-black-and-brown-parents-in-oakland-feel-conflicted-as-in-person-learning-returns
[1] https://www.youtube.com/watch?v=ixDBY51SvtY&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://www.kqed.org/news/11869404/boredom-anxiety-and-hope-bay-area-high-school-students-on-their-year-of-covid

Top Domains
Top Domains in Tweet in Entire Graph:
[2677] kqed.org
[174] twitter.com
[22] youtube.com
[14] zoom.us
[12] briefly.co
[10] webbyawards.com
[10] npr.org
[9] facebook.com
[9] therobbreview.org
[8] google.com

Top Domains in Tweet in G1:
[245] kqed.org
[9] therobbreview.org
[1] okt.to

Top Domains in Tweet in G2:
[276] kqed.org
[34] twitter.com
[9] youtube.com
[6] webbyawards.com
[6] npr.org
[4] facebook.com
[3] pbs.org
[3] apple.com
[2] reliefweb.int
[2] gabbyisactive.com

Top Domains in Tweet in G3:
[635] kqed.org
[59] twitter.com
[3] npr.org
[2] sfchronicle.com
[2] pbs.org
[2] webbyawards.com
[1] vox.com
[1] filmfreeway.com
[1] lilyjamali.com
[1] merriam-webster.com

Top Domains in Tweet in G4:
[553] kqed.org
[42] twitter.com
[12] briefly.co
[7] linkedin.com
[5] bpuzzle.ca
[3] google.com
[3] youtube.com
[2] t.co
[2] apple.news
[2] nabjcareers.org

Top Domains in Tweet in G5:
[188] kqed.org
[10] twitter.com
[5] worldchannel.org
[2] filmfreeway.com
[2] webbyawards.com
[1] google.com
[1] applytojob.com

Top Domains in Tweet in G6:
[53] kqed.org
[14] zoom.us
[4] twitter.com
[1] digitalpromise.org
[1] aep-arts.org

Top Domains in Tweet in G7:
[3] kqed.org
[3] twitter.com
[2] sfchronicle.com
[1] reuters.com
[1] indybay.org

Top Domains in Tweet in G8:
[8] kqed.org
[3] nytimes.com
[3] aspeninstitute.org
[1] hrw.org
[1] wsj.com
[1] espn.com
[1] twitter.com

Top Domains in Tweet in G9:
[36] kqed.org
[9] youtube.com
[1] 48hills.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[74] covid19
[35] edchat
[28] kqedenespanol
[26] sanfrancisco
[23] kqed
[21] youthtakeoverkqed
[21] education
[21] rightnowish
[18] worldpressfreedomday
[18] medialiteracy



Top Hashtags in Tweet in G1:
[13] edchat
[7] blogsifollow
[6] k12
[6] newpost
[4] teachlivingpoets
[4] education
[3] learning
[2] sel
[2] parents
[2] math

Top Hashtags in Tweet in G2:
[17] worldpressfreedomday
[11] covid19
[11] npr50
[11] yentl
[8] kqedenespanol
[6] sanfrancisco
[5] baycurious
[5] dyslexia
[5] civxnow
[4] ifcitiescoulddance

Top Hashtags in Tweet in G3:
[37] covid19
[19] kqedenespanol
[13] rightnowish
[11] seaspiracy
[9] thecaliforniareport
[7] eastpaloalto
[6] election2020
[6] webbyawards
[6] cabudget
[6] kelp

Top Hashtags in Tweet in G4:
[6] learning
[6] edtech
[5] sanfrancisco
[5] students
[4] education
[4] kqed
[4] edchat
[4] sel
[4] books
[3] oakland

Top Hashtags in Tweet in G5:
[10] kqed
[8] lesbianvisibilityday
[6] rightnowish
[5] youthtakeoverkqed
[5] afropop
[5] pbs
[5] bakosó
[4] nationalpoetrymonth
[4] covid19
[4] bayarea

Top Hashtags in Tweet in G6:
[16] medialiteracy
[13] kqedinnovators
[12] youthtakeoverkqed
[9] distancelearning
[7] mediamaking
[6] youthmediachallenge
[6] youthvoice
[6] civicengagement
[6] first100days
[5] pd

Top Hashtags in Tweet in G7:
[2] rip
[2] wildhorses
[1] ripjesai
[1] rxrolligion
[1] mariogonzalez
[1] derekchauvin
[1] georgefloyd
[1] protectwildhorses
[1] hmmm

Top Hashtags in Tweet in G8:
[2] transformingschools
[2] mentalhealth
[2] earthday2021
[1] plasticpollution
[1] teacherwellbeing
[1] sel
[1] transforminglives
[1] wellbeing
[1] michelleobamaneedstospeakout
[1] lebronjames

Top Hashtags in Tweet in G9:
[2] kqedenespañol
[1] streetart
[1] coronapocalypse

Top Words
Top Words in Tweet in Entire Graph:
[1714] kqed
[1422] mindshiftkqed
[709] more
[578] bay
[550] students
[499] learning
[489] work
[449] people
[446] area
[411] kqednews

Top Words in Tweet in G1:
[1372] mindshiftkqed
[358] students
[343] more
[340] learning
[308] doing
[289] work
[286] brain
[240] read
[215] different
[199] cognitive

Top Words in Tweet in G2:
[774] kqed
[172] otisrtaylorjr
[164] back
[129] npr
[95] going
[92] years
[90] wnyc
[87] cali
[87] time
[84] rachelnpr

Top Words in Tweet in G3:
[332] kqed
[298] kqednews
[220] bay
[181] california
[176] east
[171] kqedscience
[168] palo
[168] alto
[155] kqedforum
[136] area

Top Words in Tweet in G4:
[138] kqed
[74] help
[62] more
[55] learning
[45] strategies
[41] students
[40] san
[38] year
[36] kids
[33] work

Top Words in Tweet in G5:
[229] kqedarts
[191] bay
[183] people
[177] area
[168] nananastia
[154] music
[150] intern
[148] good
[142] social
[139] owners

Top Words in Tweet in G6:
[54] kqededspace
[36] students
[26] webinar
[26] kqed
[25] learn
[20] camera
[20] atn_pbs
[20] school
[19] join
[19] myles

Top Words in Tweet in G7:
[39] kqed
[19] ktvu
[16] nbcbayarea
[15] mindshiftkqed
[14] kfogradio
[14] kqednews
[14] kpixtv
[13] kblx
[13] kfox
[13] kron4news

Top Words in Tweet in G8:
[10] black
[8] kqed
[6] 91
[6] plastic
[6] recycled
[6] becuase
[6] confusing
[6] inconsistent
[6] recycling
[6] systems

Top Words in Tweet in G9:
[36] fnnch
[28] always
[28] fuck
[28] anyone
[28] collaborates
[27] evict_twit_ter
[18] kqed
[11] youtube
[10] level
[9] more

Top Words in Tweet in G10:
[42] mask
[41] frightened
[41] right
[41] science
[41] take
[41] outside
[41] urges
[41] ucsf's
[38] kqednews
[38] monicagandhi9

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[442] bay,area
[224] san,francisco
[210] palo,alto
[200] pay,attention
[199] cognitive,load
[197] students,pay
[197] attention,carry
[197] carry,different
[197] different,learning
[197] learning,tasks

Top Word Pairs in Tweet in G1:
[191] students,pay
[191] pay,attention
[191] attention,carry
[191] carry,different
[191] different,learning
[191] learning,tasks
[191] tasks,long
[191] long,cognitive
[191] cognitive,load
[191] load,more

Top Word Pairs in Tweet in G2:
[108] otisrtaylorjr,kqed
[66] 50,years
[62] happy,50
[62] years,npr
[60] npr,started
[60] started,intern
[60] intern,kqed
[60] kqed,moved
[60] moved,nyc
[60] nyc,grad

Top Word Pairs in Tweet in G3:
[168] palo,alto
[148] east,palo
[134] bay,area
[95] covid,19
[65] san,francisco
[56] sea,level
[52] jocelyn,foreman
[45] kqedforum,air
[45] thebaykqed,episode
[41] update,jocelyn

Top Word Pairs in Tweet in G4:
[38] strategies,help
[31] san,francisco
[26] learning,strategies
[24] distracted,four
[24] four,learning
[18] honey,bears
[17] bay,area
[15] help,students
[15] teaching,work
[14] fnnch,honey

Top Word Pairs in Tweet in G5:
[177] bay,area
[138] starline,social
[138] social,club
[137] good,news
[133] longer,selling
[133] selling,building
[132] news,bay
[132] area,music
[132] music,lovers
[132] lovers,party

Top Word Pairs in Tweet in G6:
[19] myles,bess
[19] host,atn_pbs
[18] chill,camera
[18] camera,join
[18] join,webinar
[18] webinar,myles
[18] bess,itsthelake
[18] itsthelake,host
[12] atn_pbs,kqededspa
[11] #kqedinnovators,program

Top Word Pairs in Tweet in G7:
[12] kqed,kqednews
[9] kpixtv,ktvu
[9] ktvu,kron4news
[9] abc7newsbayarea,nbcbayarea
[9] kqednews,mindshiftkqed
[7] kblx,kfogradio
[7] kron4news,abc7newsbayarea
[6] kfogradio,kfox
[6] kfox,kqed
[6] mindshiftkqed,kfox

Top Word Pairs in Tweet in G8:
[6] 91,plastic
[6] plastic,recycled
[6] recycled,becuase
[6] becuase,confusing
[6] confusing,inconsistent
[6] inconsistent,recycling
[6] recycling,systems
[6] systems,throughout
[5] ncelenviro,91
[5] black,men

Top Word Pairs in Tweet in G9:
[28] always,fuck
[28] fuck,fnnch
[28] fnnch,anyone
[28] anyone,collaborates
[27] evict_twit_ter,always
[6] gross,total
[6] total,corruption
[6] corruption,public
[6] public,media
[6] media,whole

Top Word Pairs in Tweet in G10:
[41] frightened,right
[41] right,science
[41] science,take
[41] take,mask
[41] mask,outside
[41] urges,ucsf's
[38] kqednews,frightened
[38] outside,urges
[38] ucsf's,monicagandhi9
[38] monicagandhi9,here's

Top Replied-To
Top Replied-To in Entire Graph:
@otisrtaylorjr
@kqed
@mindshiftkqed
@rachelnpr
@suldrew
@mallrat9000
@vasekidder
@scottshafer
@kblx
@kqedforum

Top Replied-To in G1:
@mindshiftkqed
@mskass1
@karanewhouse
@nqcliteracy
@aaronsoderholm

Top Replied-To in G2:
@otisrtaylorjr
@kqed
@rachelnpr
@suldrew
@mallrat9000
@vasekidder
@dannyman
@backlotsfilm
@jacobmargolis
@stu_rush

Top Replied-To in G3:
@scottshafer
@kqed
@kqedforum
@safiamanda
@otisrtaylorjr
@linablanco
@radiobwatt
@kqedsashakhokha
@samsanders
@raquelmdillon

Top Replied-To in G5:
@otisrtaylorjr
@kane
@garrytan
@raemondjjjj
@policylink
@bleacherdave
@linablanco
@ezraromero
@mogorjestani
@lomelicabrera

Top Replied-To in G6:
@_jbspeaks
@foundations_inc
@ms_lonergan
@sbceo
@elizaldericardo
@kqednews
@newshourextra

Top Replied-To in G7:
@kblx
@kqed
@chris66thmob
@kidsafesf
@kgo810
@kpixtv
@oakcitycenter
@dogbert34664346
@johanntetzel6
@hknightsf

Top Replied-To in G8:
@kqed
@mercyhank
@blkamericanmade
@terancebaileyjr
@kingjames
@joebiden
@aspeninstitute

Top Replied-To in G9:
@bricondrey
@recallsfboe
@kqed
@kqednews

Top Replied-To in G10:
@kqed

Top Mentioned
Top Mentioned in Entire Graph:
@mindshiftkqed
@kqed
@kqednews
@kqedarts
@kqedforum
@nananastia
@kqedscience
@npr
@thebaykqed
@otisrtaylorjr

Top Mentioned in G1:
@mindshiftkqed
@karanewhouse
@aebilgili
@fkuzu79
@overseas_edctn
@erobbprincipal
@elissanadworny
@andee_tagle
@jdelaneyjoann
@anya1anya

Top Mentioned in G2:
@kqed
@npr
@wnyc
@otisrtaylorjr
@rachelnpr
@kqedforum
@juliachanb
@craignewmark
@pbs
@mallrat9000

Top Mentioned in G3:
@kqednews
@kqed
@kqedscience
@kqedforum
@thebaykqed
@ezraromero
@starkkev
@kqedarts
@fitzthereporter
@scottshafer

Top Mentioned in G4:
@literarymaven
@sfwchange
@hcextrak
@im_magdalene
@ellearningworld
@anareyarias
@teacherguimar
@beaconsupport

Top Mentioned in G5:
@kqedarts
@nananastia
@kqed
@raemondjjjj
@sarahnpineda
@alan_chazaro
@sahotchkiss
@kqednews
@oaklandmuseumca
@kqededspace

Top Mentioned in G6:
@kqededspace
@atn_pbs
@itsthelake
@reportinglabs
@kqed
@rr_roberson
@calacademy
@laschools
@pbsteachers

Top Mentioned in G7:
@kqed
@ktvu
@nbcbayarea
@mindshiftkqed
@kqednews
@kfogradio
@kfox
@kpixtv
@kron4news
@abc7newsbayarea

Top Mentioned in G8:
@kqed
@ncelenviro
@newshour
@mindshiftkqed
@northerniowa
@coe_uni
@unibusiness
@uni_csbs
@iadeptofed
@ctherman

Top Mentioned in G9:
@fnnch
@evict_twit_ter
@youtube
@mayavada
@kqed
@apen4ej
@kqednews
@agspinelli
@linablanco
@beastjohncox

Top Mentioned in G10:
@ucsf
@kqednews
@monicagandhi9
@kqedscience
@meredithwilla
@ucberkeley
@kqed

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@m_m1941
@dichristine
@robinsnewswire
@bella623
@quibellpaul
@rjber15
@7b73f39b85e1415
@joni_looking
@baarahk

Top Tweeters in G1:
@baarahk
@southerngemgal
@lcoco37
@starfishncoffee
@bar_zie
@cindyfsolomon
@fraudoktor11
@thatmags
@feralartist
@radznanda

Top Tweeters in G2:
@mharvey816
@rjstrikers
@brontyman
@kimvie
@fran_neena20409
@barbiewithatude
@lellingw
@drdind
@juliettetorrez
@thenurse75

Top Tweeters in G3:
@tomthunkitsmind
@dichristine
@lizditz
@bexxmodd
@libsuperstar
@mastaofmp3s
@iveyjanette_207
@cwharlow
@tigerbeat
@yayayarndiva

Top Tweeters in G4:
@robinsnewswire
@quibellpaul
@rocketnews1
@mrkalman
@juandoming
@danwibg
@dierdrelewis
@sansmalarkey
@katmckinley
@buddy_dek

Top Tweeters in G5:
@ronaldclarke
@88seattle61
@artallks
@gordsuk
@danzadanceorg
@watchdogsniffer
@kirkmurphy
@blerdmommy
@vanalich
@shaker0309

Top Tweeters in G6:
@dancas2
@code_convention
@scalarhumanity
@web20classroom
@worldprofessor
@markj_ohnson
@mbowmanscience
@edtechspec
@iplante
@nasa

Top Tweeters in G7:
@joni_looking
@guardian
@huffpost
@nytimes
@abc7newsbayarea
@nbcbayarea
@latimes
@nbcla
@sacbee_news
@ktvu

Top Tweeters in G8:
@foxnews
@time
@abc
@wsj
@bbcworld
@nbcnews
@sinow
@cnni
@fortunemagazine
@newshour

Top Tweeters in G9:
@the_lady_red
@notacquiescing
@thedapperdiner
@torrhl
@justjordan54
@lilypupthechigi
@alanilagan
@sinukuanlaban
@pvoberstein
@evict_twit_ter

Top Tweeters in G10:
@nickdecusa
@jams45226427
@rigmatthew
@thecheekytaurus
@kayandnnn
@mwmjenard
@stewbiedoobydo
@justin_hart
@carmenpadron
@aarieff


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