KQED, Twitter, 11/15/2019 11:57:32 AM, 216510


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KQED_2019-11-15_03-38-12.xlsx
KQED_2019-11-15_03-38-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 15, 2019
Short Description:
KQED via NodeXL http://bit.ly/2OeIdEj
@mindshiftkqed
@kqed
@kqednews
@kqedarts
@npr
@rashaunps
@pbs
@archangel1_
@kqedscience
@newshour

Top hashtags:
#trauma
#stress
#edchat
#sayhername
#reading
#worldkindnessday
#parents
#edtech
#education

Description:
Description
The graph represents a network of 4,644 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, 15 November 2019 at 11:39 UTC.

The requested start date was Friday, 15 November 2019 at 01:01 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 4-day, 0-hour, 3-minute period from Sunday, 10 November 2019 at 21:24 UTC to Thursday, 14 November 2019 at 21:28 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 : 4644
Unique Edges : 5922
Edges With Duplicates : 1972
Total Edges : 7894
Number of Edge Types : 3
Mentions : 6584
Replies to : 241
Tweet : 1069
Self-Loops : 1069
Reciprocated Vertex Pair Ratio : 0.0240773286467487
Reciprocated Edge Ratio : 0.0470224815513987
Connected Components : 721
Single-Vertex Connected Components : 513
Maximum Vertices in a Connected Component : 2738
Maximum Edges in a Connected Component : 5678
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.274124
Graph Density : 0.000270242794623082
Modularity : 0.670838
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,644 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, 15 November 2019 at 11:39 UTC.

The requested start date was Friday, 15 November 2019 at 01:01 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 4-day, 0-hour, 3-minute period from Sunday, 10 November 2019 at 21:24 UTC to Thursday, 14 November 2019 at 21:28 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[373] https://www.kqed.org/news/11777489/republicans-sue-california-charging-ineligible-voters-are-on-voter-rolls
[130] https://www.kqed.org/arts/13837639/nia-wilson-and-the-war-on-black-women
[68] https://www.kqed.org/mindshift/54655/why-teachers-are-so-excited-about-the-power-of-sketchnoting
[68] https://www.kqed.org/news/11785824/bart-officers-detain-handcuff-and-cite-man-for-eating-sandwich-on-platform
[66] https://www.kqed.org/mindshift/54532/tips-and-tricks-parents-can-use-to-nurture-a-love-of-reading-in-kids
[43] https://www.kqed.org/mindshift/54504/three-simple-tech-tools-to-make-math-thinking-visible
[38] https://www.kqed.org/mindshift/53092/strategies-schools-can-use-to-become-more-trauma-informed
[36] https://www.kqed.org/arts/13849625/pandoras-new-corporate-parents-gave-millions-to-trump-gop
[34] https://www.kqed.org/news/11785409/new-search-begins-for-deported-parents-of-separated-migrant-children
[29] https://www.kqed.org/mindshift/54743/the-mindshift-guide-to-understanding-dyslexia

Top URLs in Tweet in G1:
[16] https://www.kqed.org/mindshift/54655/why-teachers-are-so-excited-about-the-power-of-sketchnoting
[13] https://www.kqed.org/mindshift/48407/how-teens-can-develop-and-share-meaningful-stories-with-the-moth
[9] https://www.kqed.org/mindshift/54532/tips-and-tricks-parents-can-use-to-nurture-a-love-of-reading-in-kids
[7] https://www.kqed.org/mindshift/54497/why-intentionally-building-empathy-is-more-important-now-than-ever
[7] https://www.kqed.org/mindshift/53681/how-movement-and-exercise-help-kids-learn
[6] https://www.kqed.org/mindshift/54781/math-looks-the-same-in-the-brains-of-boys-and-girls-study-finds
[5] https://www.kqed.org/mindshift/54743/the-mindshift-guide-to-understanding-dyslexia
[5] https://www.kqed.org/mindshift/54767/childhood-trauma-is-a-public-health-issue-and-we-can-do-more-to-prevent-it
[4] https://www.kqed.org/mindshift/53092/strategies-schools-can-use-to-become-more-trauma-informed
[3] https://www.kqed.org/mindshift/48754/what-works-for-getting-kids-to-enjoy-reading

Top URLs in Tweet in G2:
[31] https://www.kqed.org/mindshift/54504/three-simple-tech-tools-to-make-math-thinking-visible
[30] https://www.kqed.org/mindshift/54532/tips-and-tricks-parents-can-use-to-nurture-a-love-of-reading-in-kids
[28] https://www.kqed.org/arts/13849625/pandoras-new-corporate-parents-gave-millions-to-trump-gop
[22] https://www.kqed.org/mindshift/54655/why-teachers-are-so-excited-about-the-power-of-sketchnoting
[22] https://www.kqed.org/mindshift/53092/strategies-schools-can-use-to-become-more-trauma-informed
[21] https://www.kqed.org/bayareabites/102926/thanksgiving-side-dish-creamy-brussels-sprouts-gratin-and-bacon-gratin-with-shallots-and-gruyere
[17] https://www.kqed.org/news/11777489/republicans-sue-california-charging-ineligible-voters-are-on-voter-rolls
[13] https://www.kqed.org/mindshift/54743/the-mindshift-guide-to-understanding-dyslexia
[11] https://www.kqed.org/mindshift/53681/how-movement-and-exercise-help-kids-learn
[10] https://www.kqed.org/news/11785824/bart-officers-detain-handcuff-and-cite-man-for-eating-sandwich-on-platform

Top URLs in Tweet in G3:
[11] https://www.kqed.org/arts/13837639/nia-wilson-and-the-war-on-black-women
[8] https://www.kqed.org/news/11785757/1-in-3-san-francisco-residents-thinking-of-leaving-new-city-survey-finds
[5] https://www.kqed.org/news/11785839/u-s-supreme-court-takes-on-daca-and-the-fate-of-nearly-200000-california-dreamers
[4] http://www.kqed.org/
[4] https://www.kqed.org/news/11786316/watch-live-house-holds-first-open-hearing-in-trump-impeachment-inquiry
[2] https://www.kqed.org/pop/104802/meet-9-bookstore-cats-from-around-the-bay-area?utm_source=twitter&utm_medium=socialmedia&utm_campaign=kqedmain
[2] https://www.kqed.org/forum/2010101874339/san-jose-calls-for-consumer-takeover-of-pge
[2] https://www.kqed.org/events/61306401096
[2] https://www.kqed.org/news/11785631/all-national-parks-are-free-on-monday-for-the-last-time-in-2019
[2] https://www.kqed.org/science/1950762/when-your-powers-out-internets-off-and-theres-no-cell-service-radio-still-works

Top URLs in Tweet in G4:
[336] https://www.kqed.org/news/11777489/republicans-sue-california-charging-ineligible-voters-are-on-voter-rolls
[4] https://www.kqed.org/news/11760618/newsom-signs-wildfire-liability-bill-utility-customers-to-pay-10-5-billion-into-new-fund

Top URLs in Tweet in G5:
[12] https://www.kqed.org/news/11785839/u-s-supreme-court-takes-on-daca-and-the-fate-of-nearly-200000-california-dreamers
[11] https://www.kqed.org/science/1950770/presidio-parkway-tunnels-form-the-foundation-of-a-new-public-park
[10] https://www.kqed.org/news/11786254/feel-like-the-bay-used-to-be-bluer
[10] https://www.kqed.org/news/11786405/regulators-launch-new-probe-of-blackouts-imposed-by-pge-and-other-major-utilities
[9] https://www.kqed.org/science/1950849/vapers-turn-to-home-brew-as-flavored-nicotine-bans-mount
[9] https://www.kqed.org/news/11704679/there-were-once-more-than-425-shellmounds-in-the-bay-area-where-did-they-go
[9] http://www.kqed.org/
[8] https://www.kqed.org/science/1950842/researchers-probe-the-toxic-soup-from-wildfire
[8] https://www.kqed.org/news/11785241/after-camp-fire-the-nonprofit-fights-that-keep-butte-county-residents-on-the-streets
[8] https://www.kqed.org/news/11786495/metoo-behind-bars-new-records-shed-light-on-sexual-abuse-inside-state-womens-prisons

Top URLs in Tweet in G6:
[117] https://www.kqed.org/arts/13837639/nia-wilson-and-the-war-on-black-women
[6] https://www.kqed.org/news/11786163/happy-birthday-bay-bridge-heres-how-you-looked-in-the-1970s
[4] https://www.kqed.org/arts/13869562/bay-area-teacher-uses-lizzo-to-teach-second-graders-how-to-be-great
[4] https://www.kqed.org/arts/13869721/now-playing-san-francisco-crime-at-the-victoria-and-french-crime-at-the-roxie
[4] https://www.kqed.org/podcasts/rightnowish
[3] https://www.kqed.org/arts/13869323/how-the-money-adds-up-for-this-bernal-heights-sign-making-couple
[3] https://www.kqed.org/arts/13869664/were-all-struggling-writer-saeed-jones-reflects-on-identity-and-acceptance
[3] https://www.kqed.org/arts/13868706/with-new-book-the-hard-times-expands-its-punk-satire-empire
[3] https://twitter.com/KQED/status/1194439752285671424
[2] https://www.kqed.org/arts/13869669/rasputin-haight-street-to-close

Top URLs in Tweet in G7:
[2] https://www.kqed.org/mindshift/54743/the-mindshift-guide-to-understanding-dyslexia
[1] https://trib.al/2rjleEt
[1] https://trib.al/uh2F0I2
[1] https://trib.al/j97dOYH
[1] https://n.pr/2q3YGU3
[1] https://n.pr/34UCASC
[1] https://trib.al/8W9c3B1
[1] https://www.kqed.org/mindshift/54655/why-teachers-are-so-excited-about-the-power-of-sketchnoting
[1] https://twitter.com/michaeljelston/status/1193912124365520896
[1] https://www.kqed.org/news/11785839/u-s-supreme-court-takes-on-daca-and-the-fate-of-nearly-200000-california-dreamers

Top URLs in Tweet in G8:
[5] https://www.kqed.org/news/11777489/republicans-sue-california-charging-ineligible-voters-are-on-voter-rolls
[2] https://www.kqed.org/news/11777489/republicans-sue-california-charging-ineligible-voters-are-on-voter-rolls?fbclid=IwAR0VW-BYxUrOM-kPWc3BtmA8MrMUHUIMl4JgMG10_3XYsmvQdRYPtOzkf-k

Top URLs in Tweet in G9:
[1] https://www.kqed.org/arts/13867857/jonathan-calm-revisits-green-book-locations-in-search-of-americas-past-and-present/?utm_source=twitter&utm_medium=pbsofficial
[1] https://twitter.com/michaeljelston/status/1193912124365520896
[1] https://twitter.com/MichaelJElston/status/1193912124365520896

Top URLs in Tweet in G10:
[2] https://open.spotify.com/track/7aJZxI6TVdIvQSuWxQ4rqp?si=iEatJGunSeGCOAV3RVFFTA

Top Domains
Top Domains in Tweet in Entire Graph:
[2200] kqed.org
[137] twitter.com
[21] tweetedtimes.com
[14] youtube.com
[8] bit.ly
[7] ow.ly
[5] amazonaws.com
[5] scoop.it
[4] bpuzzle.ca
[4] zoom.us

Top Domains in Tweet in G1:
[158] kqed.org
[7] ow.ly
[3] bit.ly
[3] twitter.com
[2] amazonaws.com
[1] edtechupdate.com
[1] weebly.com

Top Domains in Tweet in G2:
[561] kqed.org
[20] tweetedtimes.com
[15] twitter.com
[4] bpuzzle.ca
[3] youtube.com
[3] t.co
[2] fbcdn.net
[2] oaklandnewsonline.com
[2] linkedin.com
[2] feedburner.com

Top Domains in Tweet in G3:
[107] kqed.org
[24] twitter.com
[3] npr.org
[2] bit.ly
[2] sfmoma.org
[1] no.one
[1] pbs.org
[1] careasy.org
[1] apple.com
[1] hyperallergic.com

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

Top Domains in Tweet in G5:
[265] kqed.org
[15] twitter.com
[2] buff.ly
[1] bit.ly
[1] dlvr.it

Top Domains in Tweet in G6:
[187] kqed.org
[13] twitter.com
[2] podknife.com
[1] youtube.com

Top Domains in Tweet in G7:
[4] trib.al
[4] kqed.org
[2] n.pr
[1] twitter.com

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

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

Top Domains in Tweet in G10:
[2] spotify.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[442] trauma
[433] stress
[146] edchat
[128] sayhername
[105] reading
[100] worldkindnessday
[80] parents
[36] edtech
[36] education
[36] nativeamericanheritagemonth



Top Hashtags in Tweet in G1:
[423] stress
[422] trauma
[82] reading
[75] parents
[63] worldkindnessday
[50] edchat
[27] literacy
[17] student
[16] teen
[11] sketchnote

Top Hashtags in Tweet in G2:
[21] edchat
[9] education
[7] reading
[4] math
[4] nativeamericanheritagemonth
[4] edtech
[4] blogsifollow
[4] newpost
[4] metoo
[3] sel

Top Hashtags in Tweet in G3:
[23] worldkindnessday
[14] nativeamericanheritagemonth
[11] sayhername
[6] impeachmenthearings
[5] campfire
[5] usfca
[3] bartpony
[3] baycurious
[3] nationalism
[3] daca

Top Hashtags in Tweet in G5:
[19] campfire
[16] impeachmenthearings
[16] daca
[14] kincadefire
[11] baycurious
[8] paradise
[7] impeachment
[5] metoo
[4] nativeamericanheritagemonth
[4] dreamers

Top Hashtags in Tweet in G6:
[117] sayhername
[15] rightnowish
[14] nativeamericanheritagemonth
[6] californiareportmagazine
[5] artsintegration
[5] equity
[4] oakland
[3] bartpony
[2] baycurious
[2] thehustlekqed

Top Hashtags in Tweet in G9:
[2] pbs
[2] democracy
[1] represent
[1] sanfranciscans
[1] impeachmenthearings
[1] primetime

Top Hashtags in Tweet in G10:
[7] ados
[4] fba
[4] b1
[1] ad15

Top Words
Top Words in Tweet in Entire Graph:
[3876] Words in Sentiment List#1: Positive
[3592] Words in Sentiment List#2: Negative
[14] Words in Sentiment List#3: Angry/Violent
[98275] Non-categorized Words
[105744] Total Words
[1424] mindshiftkqed
[741] kqed
[702] students
[694] help
[540] california

Top Words in Tweet in G1:
[1286] mindshiftkqed
[540] students
[465] positive
[462] caring
[450] help
[428] relationships
[424] adults
[423] effects
[423] #stress
[422] buffer

Top Words in Tweet in G2:
[80] kqed
[75] kids
[73] parents
[70] mindshift
[63] math
[60] reading
[58] more
[57] news
[55] use
[54] make

Top Words in Tweet in G3:
[323] kqed
[118] s
[59] today
[52] see
[43] bay
[42] mindshiftkqed
[33] california
[31] here
[30] kqedforum
[30] story

Top Words in Tweet in G4:
[335] republicans
[335] sue
[335] california
[335] charging
[335] ineligible
[335] voters
[335] voter
[335] rolls
[332] excellent
[332] move

Top Words in Tweet in G5:
[158] kqednews
[100] kqed
[86] s
[61] bay
[59] e
[56] more
[51] pg
[51] new
[50] kqedscience
[46] t

Top Words in Tweet in G6:
[178] kqedarts
[131] today
[127] old
[121] wilson
[120] nia
[118] years
[118] 10
[117] #sayhername
[114] turned
[114] 20

Top Words in Tweet in G7:
[176] npr
[128] helpful
[128] people
[128] sketchnoting
[127] way
[127] process
[127] retain
[127] information
[127] cases
[127] help

Top Words in Tweet in G8:
[133] oh
[133] god
[133] heroine
[133] goddess
[133] good
[133] harmeet
[133] kaur
[133] dhillon
[133] suing
[133] state

Top Words in Tweet in G9:
[93] pbs
[86] see
[86] newshour
[85] miekeeoyang
[85] hi
[85] guys
[85] tomorrow
[85] bright
[85] early
[85] going

Top Words in Tweet in G10:
[10] adospoliticsac
[8] rashaunps
[8] uuwahemu
[8] magicmarguerite
[7] kqed
[7] #ados
[7] rendon63rd
[7] carriecornwell
[7] vonitambrown
[7] jwilla5

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[436] positive,relationships
[436] relationships,caring
[436] caring,adults
[436] adults,help
[436] help,buffer
[436] buffer,students
[436] students,effects
[434] effects,#trauma
[430] #trauma,chronic
[430] chronic,#stress

Top Word Pairs in Tweet in G1:
[422] positive,relationships
[422] relationships,caring
[422] caring,adults
[422] adults,help
[422] help,buffer
[422] buffer,students
[422] students,effects
[420] effects,#trauma
[420] #trauma,chronic
[420] chronic,#stress

Top Word Pairs in Tweet in G2:
[55] kqed,news
[49] mindshift,kqed
[41] tools,make
[41] thinking,visible
[40] tech,tools
[40] make,math
[40] math,thinking
[39] nurture,love
[39] three,simple
[38] parents,use

Top Word Pairs in Tweet in G3:
[32] kqed,s
[22] kqed,kqedforum
[20] miriampawel,cityartssf
[19] kqedforum,nro
[18] went,see
[18] see,tarantula
[18] tarantula,migration
[18] migration,lived
[18] lived,colorado
[18] colorado,check

Top Word Pairs in Tweet in G4:
[335] republicans,sue
[335] sue,california
[335] california,charging
[335] charging,ineligible
[335] ineligible,voters
[335] voters,voter
[335] voter,rolls
[332] excellent,move
[332] move,republicans
[331] archangel1_,excellent

Top Word Pairs in Tweet in G5:
[51] pg,e
[38] bay,area
[28] san,francisco
[26] come,under
[26] under,fire
[26] fire,issuing
[26] issuing,4
[26] 4,5
[26] 5,billion
[26] billion,stock

Top Word Pairs in Tweet in G6:
[120] nia,wilson
[115] years,old
[115] kqedarts,nia
[114] wilson,turned
[114] turned,20
[114] 20,years
[114] old,today
[114] today,november
[114] november,10
[114] 10,#sayhername

Top Word Pairs in Tweet in G7:
[127] sketchnoting,helpful
[127] helpful,way
[127] way,process
[127] process,retain
[127] retain,information
[127] information,cases
[127] cases,help
[127] help,young
[127] young,people
[127] people,better

Top Word Pairs in Tweet in G8:
[133] oh,god
[133] god,heroine
[133] heroine,goddess
[133] goddess,good
[133] good,harmeet
[133] harmeet,kaur
[133] kaur,dhillon
[133] dhillon,suing
[133] suing,state
[132] mediumgrace,oh

Top Word Pairs in Tweet in G9:
[85] hi,guys
[85] guys,see
[85] see,tomorrow
[85] tomorrow,bright
[85] bright,early
[85] early,pbs
[85] pbs,newshour
[85] newshour,going
[85] going,live
[85] live,cover

Top Word Pairs in Tweet in G10:
[7] uuwahemu,rendon63rd
[7] rendon63rd,carriecornwell
[7] carriecornwell,adospoliticsac
[7] adospoliticsac,vonitambrown
[7] vonitambrown,magicmarguerite
[7] magicmarguerite,jwilla5
[7] jwilla5,renegade341
[5] renegade341,sfbayview
[4] #ados,#fba
[4] #fba,#b1

Top Replied-To
Top Replied-To in Entire Graph:
@kqed
@jerrybrowngov
@tinadesireeberg
@wearewscta
@lefebvre_sam
@marclamonthill
@kqednewsmouse
@xercessb
@kqednews
@michaeljelston

Top Replied-To in G1:
@mindshiftkqed

Top Replied-To in G3:
@kqed
@jerrybrowngov
@xercessb
@glew1970
@pbs
@aaaj_alc
@sahotchkiss
@chriscoxrox
@viacom
@congoflow

Top Replied-To in G5:
@lefebvre_sam
@kqed
@kqednews
@kqednewsmouse
@scottshafer
@radiobwatt
@kqedforum
@turfstarwolf
@linablanco
@koryontheradio

Top Replied-To in G6:
@bart
@sandhyadirks
@kqednewsmouse
@linablanco
@gmeline
@wambamash
@tdlove5

Top Replied-To in G7:
@kqed
@cmart0391
@newshour

Top Replied-To in G8:
@judicialwatch

Top Replied-To in G9:
@michaeljelston
@miekeeoyang
@pbs

Top Replied-To in G10:
@rashaunps
@adossociologist
@perneythepoet

Top Mentioned
Top Mentioned in Entire Graph:
@mindshiftkqed
@kqed
@archangel1_
@kqedarts
@kqednews
@npr
@mediumgrace
@pbs
@newshour
@miekeeoyang

Top Mentioned in G1:
@mindshiftkqed
@wasuzuki
@joboaler
@artsedge
@min
@cultofpedagogy
@nextgenlc
@hkorbey
@kschwart
@gail

Top Mentioned in G2:
@zavely
@jmbergie
@pudycat
@kim4thekids
@melyiplit
@coacheshotseat
@nolanhack
@theearthfellow

Top Mentioned in G3:
@kqed
@kqedforum
@mindshiftkqed
@miriampawel
@richlowry
@cityartssf
@nro
@xercessb
@jerrybrowngov
@npr

Top Mentioned in G4:
@archangel1_
@lanik66

Top Mentioned in G5:
@kqednews
@kqed
@kqedscience
@danbrekke
@pge4me
@kqedforum
@thebaykqed
@radiobwatt
@mollydacious
@calreporttweets

Top Mentioned in G6:
@kqedarts
@kqed
@ogpenn
@theferocity
@mattsaincome
@kqednews
@raemondjjjj
@sfweekly
@kqedsashakhokha
@feelmoreadult

Top Mentioned in G7:
@npr
@mindshiftkqed
@kqednews
@kqed
@kairyssdal
@elaineclarkday
@wterral
@judywoodruff
@nprpolitics

Top Mentioned in G8:
@mediumgrace
@archangel1_
@tomfitton

Top Mentioned in G9:
@pbs
@newshour
@miekeeoyang
@kqed
@kqedarts
@alikat747
@michaeljelston
@jkineman
@kcet

Top Mentioned in G10:
@adospoliticsac
@magicmarguerite
@kqed
@uuwahemu
@rendon63rd
@carriecornwell
@vonitambrown
@jwilla5
@renegade341
@sarravani

Top Tweeters
Top Tweeters in Entire Graph:
@defendressofsan
@twitlertwit
@dancas2
@tacobell
@lorimoreno
@debrammason1
@bkindngood
@siminuteman1776
@edgametec
@lauracgilleslil

Top Tweeters in G1:
@nazarethno1fan
@stfuimtweetn0_o
@dukdaffe
@mssackstein
@harassnomore
@louisevanrhyn
@ninnynoomy
@scalarhumanity
@armando_ribeiro
@ksev4

Top Tweeters in G2:
@iveyjanette_207
@lizditz
@shirleycolleen
@i4harold
@nolanhack
@gezgintrk
@dianemo24012416
@frackhazreveal
@nick_chater
@sanrau

Top Tweeters in G3:
@lorimoreno
@tiniskwerl
@reneevoicebrand
@spsot
@bbcworld
@hollaka_hollala
@themominatrixx
@cnn
@mactavish
@wendytherealtor

Top Tweeters in G4:
@debrammason1
@siminuteman1776
@lauracgilleslil
@toby_dorena
@tea_party_chris
@cliffhangernlv
@jjmac55
@ericsteelelive
@izzysroses
@lorajperkins

Top Tweeters in G5:
@twitlertwit
@dancas2
@dgendvil
@guardian
@yayayarndiva
@lawbibliophile
@gambiste1
@washingtonpost
@knight201701
@leighlike1234

Top Tweeters in G6:
@tacobell
@artallks
@calliopeco
@dj_illadvised
@tivon
@carrdiganbutton
@crillmatic_
@tenshiakari12
@theferocity
@paxxman

Top Tweeters in G7:
@bkindngood
@sexygirl798
@nancyrubin
@mymimisthebest
@riyadhalrifai
@dylanhunt2017
@goddesscru
@mcwilkins63
@craigmatsuda
@garychun

Top Tweeters in G8:
@zwoodbutcher
@sylvesterbrenda
@websterelizabet
@jimboazil
@thatgirlsandra5
@buckner_e
@bwschank
@fidtradz101
@govols37872
@janie_st_k

Top Tweeters in G9:
@lacunalingua
@lorettabower3
@vabvox
@beckyrae12345
@crystal4obama
@nowin2613
@annie5133
@kitten0409
@slak909
@alikat747

Top Tweeters in G10:
@mercnews
@princss6
@eastbaytimes
@sfchronicle
@montyog
@tariqnasheed
@haydenjamal_
@oaktribnews
@nhannahjones
@nevetsnonnac


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