KQED, Twitter, 8/28/2020 12:34:40 AM, 233704


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KQED_2020-08-27_16-57-16.xlsx
KQED_2020-08-27_16-57-16.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 28, 2020
Short Description:
KQED via NodeXL https://bit.ly/34S8eDF
@kqed
@mindshiftkqed
@kqednews
@kqedarts
@fitzthereporter
@chroniclesofazu
@oallenprice
@nedenags
@npr
@kqedscience

Top hashtags:
#wildfires
#covid19
#lnulightningcomplex
#wildfire
#sculightningcomplex
#distancelearning

Description:
Description
The graph represents a network of 5,920 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, 28 August 2020 at 00:09 UTC.

The requested start date was Thursday, 27 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 8-day, 0-hour, 14-minute period from Thursday, 13 August 2020 at 16:36 UTC to Friday, 21 August 2020 at 16:50 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 : 5920
Unique Edges : 3863
Edges With Duplicates : 11867
Total Edges : 15730
Number of Edge Types : 5
Retweet : 5132
MentionsInRetweet : 6797
Tweet : 1485
Mentions : 1982
Replies to : 334
Self-Loops : 1512
Reciprocated Vertex Pair Ratio : 0.0300542830663313
Reciprocated Edge Ratio : 0.0583547557840617
Connected Components : 842
Single-Vertex Connected Components : 559
Maximum Vertices in a Connected Component : 4360
Maximum Edges in a Connected Component : 13580
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.923364
Graph Density : 0.000222028921978238
Modularity : 0.430666
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 5,920 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, 28 August 2020 at 00:09 UTC.

The requested start date was Thursday, 27 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 8-day, 0-hour, 14-minute period from Thursday, 13 August 2020 at 16:36 UTC to Friday, 21 August 2020 at 16:50 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:
[123] https://www.kqed.org/mindshift/56526/what-student-activists-want-teachers-to-know-about-virtual-learning-and-reopening-schools
[98] https://www.kqed.org/news/11833686/what-to-pack-in-your-emergency-bag-with-covid-19-in-mind
[90] https://www.kqed.org/science/1930023/map-heres-your-daily-air-quality-report-for-the-bay-area
[79] https://www.kqed.org/arts/13878110/some-good-news-ruth-asawa-stamps-are-coming
[76] https://www.kqed.org/mindshift/56450/how-culturally-relevant-teaching-can-build-relationships-while-students-are-home
[51] https://www.kqed.org/news/11832224/election-2020-from-mail-in-voting-to-crucial-dates-heres-what-to-know-early
[48] https://www.kqed.org/news/11834132/see-where-wildfires-are-burning-in-california
[45] https://www.kqed.org/mindshift/56320/how-to-stay-physically-but-not-emotionally-distant-with-kindergarten-and-pre-k-students
[42] https://www.kqed.org/news/11833224/3-deaths-more-than-200-infections-in-coronavirus-outbreak-at-foster-farms-plant-livingston
[42] https://twitter.com/kqed/status/1293718925381980162

Top URLs in Tweet in G1:
[58] https://www.kqed.org/science/1930023/map-heres-your-daily-air-quality-report-for-the-bay-area
[46] https://www.kqed.org/news/11833686/what-to-pack-in-your-emergency-bag-with-covid-19-in-mind
[33] https://www.kqed.org/news/11834132/see-where-wildfires-are-burning-in-california
[26] https://www.kqed.org/arts/13878110/some-good-news-ruth-asawa-stamps-are-coming
[26] https://www.kqed.org/news/11832224/election-2020-from-mail-in-voting-to-crucial-dates-heres-what-to-know-early
[16] https://www.kqed.org/news/11834046/thousands-forced-to-evacuate-as-wildfires-rage-from-north-bay-to-peninsula
[15] https://www.kqed.org/news/11834086/what-you-need-to-know-bay-area-lightning-fires
[15] http://www.kqed.org/
[15] https://www.kqed.org/arts/13884881/im-out-for-presidents-to-represent-me
[14] https://www.kqed.org/news/11831229/the-unassuming-east-bay-beach-with-hidden-ceramic-treasures

Top URLs in Tweet in G2:
[34] https://www.kqed.org/mindshift/56320/how-to-stay-physically-but-not-emotionally-distant-with-kindergarten-and-pre-k-students
[21] https://www.kqed.org/mindshift/56526/what-student-activists-want-teachers-to-know-about-virtual-learning-and-reopening-schools
[20] https://www.kqed.org/mindshift/56450/how-culturally-relevant-teaching-can-build-relationships-while-students-are-home
[9] https://www.kqed.org/mindshift/56471/if-i-could-handle-this-i-can-handle-anything-first-year-teachers-reflect-on-the-pandemic
[8] https://www.kqed.org/mindshift/56222/how-to-help-young-children-sleep-better-during-covid-19
[7] https://www.kqed.org/mindshift/56539/could-year-round-school-provide-vulnerable-students-with-needed-help
[6] https://www.kqed.org/mindshift/56401/designing-learning-to-prioritize-student-voices
[6] https://www.kqed.org/mindshift/56393/why-student-voice-is-critical-for-managing-discipline-when-schools-reopen
[6] https://www.kqed.org/mindshift/56519/20-questions-to-help-decide-whats-best-for-your-kids-and-you-this-school-year
[5] https://www.kqed.org/mindshift/56430/how-safe-is-your-schools-reopening-plan-heres-what-to-look-for

Top URLs in Tweet in G3:
[25] https://www.kqed.org/science/1930023/map-heres-your-daily-air-quality-report-for-the-bay-area
[16] https://www.kqed.org/news/11832224/election-2020-from-mail-in-voting-to-crucial-dates-heres-what-to-know-early
[15] https://www.kqed.org/arts/13878110/some-good-news-ruth-asawa-stamps-are-coming
[14] https://www.kqed.org/news/11833686/what-to-pack-in-your-emergency-bag-with-covid-19-in-mind
[12] https://www.kqed.org/news/11834046/thousands-forced-to-evacuate-as-wildfires-rage-from-north-bay-to-peninsula
[11] https://www.kqed.org/news/11834132/see-where-wildfires-are-burning-in-california
[10] https://www.kqed.org/arts/13884771/sewing-seeds-of-social-justice-in-fruitvale
[8] https://www.kqed.org/science/1968289/california-doctors-and-nurses-are-not-doing-okay
[6] https://www.kqed.org/news/11833224/3-deaths-more-than-200-infections-in-coronavirus-outbreak-at-foster-farms-plant-livingston
[5] https://www.kqed.org/news/11833586/photos-rare-august-thunderstorm-sees-lightning-streak-across-bay-area

Top URLs in Tweet in G4:
[56] https://www.kqed.org/mindshift/56526/what-student-activists-want-teachers-to-know-about-virtual-learning-and-reopening-schools
[33] https://twitter.com/kqed/status/1293718925381980162
[17] https://www.kqed.org/mindshift/56450/how-culturally-relevant-teaching-can-build-relationships-while-students-are-home
[17] https://www.kqed.org/mindshift/55941/how-to-develop-culturally-responsive-teaching-for-distance-learning
[17] https://www.kqed.org/mindshift/56222/how-to-help-young-children-sleep-better-during-covid-19
[16] https://twitter.com/KQED/status/1293718925381980162
[14] https://www.kqed.org/news/11833686/what-to-pack-in-your-emergency-bag-with-covid-19-in-mind
[13] https://www.kqed.org/mindshift/56539/could-year-round-school-provide-vulnerable-students-with-needed-help
[12] https://www.kqed.org/mindshift/56519/20-questions-to-help-decide-whats-best-for-your-kids-and-you-this-school-year
[11] https://www.kqed.org/mindshift/56430/how-safe-is-your-schools-reopening-plan-heres-what-to-look-for

Top URLs in Tweet in G5:
[21] https://www.kqed.org/arts/13878110/some-good-news-ruth-asawa-stamps-are-coming
[10] https://www.kqed.org/news/11833268/california-eviction-moratorium-to-end-on-sept-1-court-says
[7] https://www.kqed.org/news/11833598/after-epic-8-year-battle-california-uber-lyft-drivers-may-soon-receive-employee-benefits
[4] https://www.kqed.org/news/11833540/james-fang-san-franciscos-last-elected-republican-dies-at-58
[4] https://www.kqed.org/news/11833670/newsom-orders-investigation-of-heat-wave-power-outages
[4] https://www.kqed.org/news/11833283/deflect-delay-defer-decade-of-pge-wildfire-safety-pushback-preceded-disasters
[4] https://www.kqed.org/science/1968573/unhealthy-air-expected-to-continue-as-wildfires-winds-persist
[3] https://www.kqed.org/news/11833842/california-eviction-moratorium-passes-key-committee-while-sept-1-deadline-looms
[2] https://www.kqed.org/news/11831660/ppp-payroll-protection-loans-landlords-mosser-maximus-emerald-fund
[2] https://www.kqed.org/science/1968417/millions-of-older-californians-live-where-wildfire-threatens-mostly-theyre-on-their-own

Top URLs in Tweet in G6:
[13] https://www.kqed.org/news/11833686/what-to-pack-in-your-emergency-bag-with-covid-19-in-mind?fbclid=IwAR3hl-4l93Vd1SzkztzYIE7he4A-nnLQgF9jefUKKkI-86e6PF7DPXyvt0M
[5] https://www.kqed.org/bayareabites/138686/who-pays-the-true-cost-of-dining-out-during-a-pandemic
[5] https://www.kqed.org/bayareabites/138794/flavors-at-home-peaches-for-dinner
[1] https://www.kqed.org/news/11834132/see-where-wildfires-are-burning-in-california
[1] https://twitter.com/caseynewton/status/1294839477404233729
[1] https://www.kqed.org/news/11833533/50000-gallons-of-raw-sewage-floods-oakland-estuary-after-power-outage
[1] https://www.kqed.org/news/11834151/senator-kamala-harris-takes-her-place-in-history-as-vp-nominee
[1] https://www.kqed.org/news/11823182/why-the-fight-against-police-brutality-is-also-a-fight-for-affordable-housing
[1] https://www.kqed.org/arts/13878110/some-good-news-ruth-asawa-stamps-are-coming

Top URLs in Tweet in G7:
[10] https://kqed.zoom.us/webinar/register/WN_CIK3rcyfQkCMs-gH4M2jJw
[10] https://www.kqed.org/mindshift/56450/how-culturally-relevant-teaching-can-build-relationships-while-students-are-home
[7] https://www.kqed.org/mindshift/56430/how-safe-is-your-schools-reopening-plan-heres-what-to-look-for
[5] https://kqed.zoom.us/webinar/register/WN_AQu-bYrjQTGFlKWFRsL_Wg
[5] https://www.kqed.org/mindshift/56222/how-to-help-young-children-sleep-better-during-covid-19
[4] https://learn.kqed.org/challenges/election2020
[4] https://teach.kqed.org/course/podcasting-and-audio-production-for-the-classroom
[4] https://www.kqed.org/education/534430/distance-learning-tips-tricks-and-takeaways-from-educator-jim-bentley
[4] https://kqed.zoom.us/meeting/register/tJUpduipqjwvGt0s2t3oCV8AWGXMlu_nS6PV
[4] https://www.kqed.org/mindshift/56526/what-student-activists-want-teachers-to-know-about-virtual-learning-and-reopening-schools

Top URLs in Tweet in G8:
[2] https://www.kqed.org/arts/13878110/some-good-news-ruth-asawa-stamps-are-coming
[1] https://www.kqed.org/mindshift/56222/how-to-help-young-children-sleep-better-during-covid-19?utm_source=twitter.com&utm_campaign=npr&utm_medium=social&utm_term=nprnews
[1] https://www.kqed.org/mindshift/56450/how-culturally-relevant-teaching-can-build-relationships-while-students-are-home?utm_medium=social&utm_source=twitter.com&utm_term=nprnews&utm_campaign=npr
[1] https://a59.asmdc.org/press-releases
[1] https://www.kqed.org/news/11833686/what-to-pack-in-your-emergency-bag-with-covid-19-in-mind
[1] https://www.womenshistory.org/education-resources/biographies/shirley-chisholm
[1] https://www.kqed.org/olderandoverlooked/
[1] https://www.kqed.org/arts/13884403/for-one-week-in-1871-san-francisco-went-loopy-over-haunted-windows
[1] https://twitter.com/FitzTheReporter/status/1295102249010528256
[1] https://spressclub.clubexpress.com/content.aspx?sl=1574914918

Top URLs in Tweet in G9:
[6] https://www.kqed.org/news/11829629/water-quality-agency-fines-phillips-66-refinery-again-for-polluting-bay
[2] https://www.kqed.org/news/11833056/he-won-case-before-immigration-judge-but-hes-still-detained-and-now-has-covid-19
[1] https://www.kqed.org/news/11833686/what-to-pack-in-your-emergency-bag-with-covid-19-in-mind
[1] https://incidents.readyforwildfire.org/
[1] https://www.readyforwildfire.org/prepare-for-wildfire/get-set/wildfire-action-plan/
[1] https://www.kqed.org/news/11833224/3-deaths-more-than-200-infections-in-coronavirus-outbreak-at-foster-farms-plant-livingston
[1] https://www.npr.org/2020/07/29/896179424/coronavirus-pandemic-sidelines-californias-inmate-firefighters
[1] https://twitter.com/OaklandFireLive/status/1296289621756637184
[1] https://www.kqed.org/news/11833598/after-epic-8-year-battle-california-uber-lyft-drivers-may-soon-receive-employee-benefits
[1] https://www.kqed.org/science/1968289/california-doctors-and-nurses-are-not-doing-okay

Top URLs in Tweet in G10:
[2] https://www.kqed.org/news/11831229/the-unassuming-east-bay-beach-with-hidden-ceramic-treasures
[1] https://www.kqed.org/podcasts/mindshift
[1] https://twitter.com/oallenprice/status/1294024880325709824
[1] https://edsource.org/2020/gov-newsom-signs-assembly-bill-1460-requiring-ethnic-studies-at-csu/638506
[1] https://www.kqed.org/news/11830384/how-the-longest-student-strike-in-u-s-history-created-ethnic-studies
[1] https://www.kqed.org/arts/13884403/for-one-week-in-1871-san-francisco-went-loopy-over-haunted-windows

Top Domains
Top Domains in Tweet in Entire Graph:
[2646] kqed.org
[279] twitter.com
[30] youtube.com
[25] zoom.us
[21] tweetedtimes.com
[8] npr.org
[6] bpuzzle.ca
[6] google.com
[5] pbs.org
[4] bit.ly

Top Domains in Tweet in G1:
[792] kqed.org
[45] twitter.com
[3] sfchronicle.com
[2] bit.ly
[2] apple.com
[2] facebook.com
[2] eventbrite.com
[2] calmatters.org
[1] artsteps.com
[1] npr.org

Top Domains in Tweet in G2:
[235] kqed.org
[2] twitter.com
[1] tweetedtimes.com
[1] owl.li

Top Domains in Tweet in G3:
[258] kqed.org
[38] twitter.com
[7] youtube.com
[4] npr.org
[3] ktvu.com
[2] ncg.org
[2] commonwealthclub.org
[2] google.com
[1] bit.ly
[1] airnow.gov

Top Domains in Tweet in G4:
[520] kqed.org
[82] twitter.com
[15] tweetedtimes.com
[6] youtube.com
[6] bpuzzle.ca
[2] google.com
[2] radian6.com
[2] npr.org
[1] cnsnews.com
[1] allaccess.com

Top Domains in Tweet in G5:
[82] kqed.org
[2] twitter.com
[1] freakonomics.com
[1] kk.org
[1] worldchannel.org

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

Top Domains in Tweet in G7:
[62] kqed.org
[25] zoom.us
[7] twitter.com
[1] tweetedtimes.com

Top Domains in Tweet in G8:
[8] kqed.org
[2] twitter.com
[1] asmdc.org
[1] womenshistory.org
[1] clubexpress.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[142] wildfires
[114] covid19
[86] lnulightningcomplex
[80] wildfire
[68] sculightningcomplex
[47] distancelearning
[39] mesaverde
[38] czulightningcomplex
[37] dragoutthevote
[33] edchat



Top Hashtags in Tweet in G1:
[92] wildfires
[57] lnulightningcomplex
[55] covid19
[44] wildfire
[43] sculightningcomplex
[30] czulightningcomplex
[21] coronavirus
[19] czuaugustlightningcomplex
[19] 19thamendment
[17] kqedenespañol

Top Hashtags in Tweet in G2:
[11] edchat
[9] covid19
[7] mathchat
[6] education
[5] growthmindset
[5] learning
[4] distancelearning
[4] studentvoice
[4] weleadtx
[4] txed

Top Hashtags in Tweet in G3:
[27] wildfire
[26] wildfires
[25] lnulightningcomplex
[23] sculightningcomplex
[13] czuaugustlightningcomplex
[8] coronavirus
[8] covid19
[8] czulightningcomplex
[6] incendios
[5] californiawildfires

Top Hashtags in Tweet in G4:
[14] edchat
[11] education
[8] distancelearning
[7] covid19
[7] elearning
[7] blogsifollow
[7] newpost
[6] california
[6] hybridlearning
[5] edutwitter

Top Hashtags in Tweet in G5:
[5] wildfires
[2] incendios
[2] landlords
[2] ppp
[2] wildfire
[2] agentsofchange
[1] election2020
[1] lnulightningcomplex
[1] ab1436
[1] prop24

Top Hashtags in Tweet in G6:
[2] antiracism
[2] inequality
[2] racialcapitalism
[2] poverty
[2] policebrutality
[2] housing
[1] hometown

Top Hashtags in Tweet in G7:
[32] distancelearning
[26] letstalkaboutelection2020
[13] remoteteaching
[9] election2020
[9] medialiteracy
[6] kqedlearn
[4] publicmedia
[4] professionaldevelopment
[4] kqedinnovator
[4] edchat

Top Hashtags in Tweet in G8:
[7] crp
[5] transgenderdistrict
[1] nprmageddon
[1] ab1775
[1] nn20
[1] arrestdejoy
[1] wildfire
[1] omg
[1] sf

Top Hashtags in Tweet in G9:
[1] ruthasawa

Top Hashtags in Tweet in G10:
[2] baycurious
[1] professionaldevelopment
[1] medialiteracy
[1] incendios
[1] covid19
[1] lnulightningcomplex

Top Words
Top Words in Tweet in Entire Graph:
[1268] kqed
[1080] mindshiftkqed
[897] students
[643] kqednews
[580] bay
[557] learning
[474] california
[459] people
[452] pandemic
[429] area

Top Words in Tweet in G1:
[492] kqednews
[255] area
[249] bay
[239] air
[237] kqed
[207] california
[174] kqedarts
[152] kqedforum
[138] more
[129] check

Top Words in Tweet in G2:
[1010] mindshiftkqed
[454] students
[288] learning
[234] teachers
[199] math
[188] school
[176] books
[175] people
[171] education
[170] succeed

Top Words in Tweet in G3:
[607] kqed
[137] emergency
[128] here's
[112] bag
[108] evacuation
[106] share
[101] list
[100] pack
[100] event
[99] area

Top Words in Tweet in G4:
[92] learning
[77] kqed
[74] students
[67] schools
[65] student
[64] teachers
[59] reopening
[59] know
[56] help
[51] mindshift

Top Words in Tweet in G5:
[206] fitzthereporter
[149] bay
[131] oakland
[130] live
[130] estuary
[130] today
[127] warning
[127] stay
[127] hot
[127] east

Top Words in Tweet in G6:
[177] pandemic
[164] dining
[164] brown
[164] black
[163] chroniclesofazu
[163] mission
[162] enjoy
[162] amid
[162] excise
[162] brain

Top Words in Tweet in G7:
[94] students
[75] kqededspace
[38] learning
[34] audio
[33] create
[32] #distancelearning
[31] make
[30] build
[28] media
[28] kqed

Top Words in Tweet in G8:
[114] sleep
[104] npr
[52] kqed
[48] wanted
[39] healthy
[39] kids
[38] consistent
[38] routine
[38] plays
[38] big

Top Words in Tweet in G9:
[99] san
[57] refinery
[52] california's
[51] phillips
[51] 66
[51] fined
[51] releasing
[51] millions
[51] gallons
[51] industrial

Top Words in Tweet in G10:
[211] american
[106] take
[105] official
[105] students
[105] enrolled
[105] 23
[105] csu
[105] schools
[105] unit
[105] class

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[315] bay,area
[260] distance,learning
[191] covid,19
[175] amid,pandemic
[174] enjoy,dining
[174] dining,amid
[174] pandemic,excise
[174] excise,brain
[174] brain,fact
[174] fact,brown

Top Word Pairs in Tweet in G1:
[190] bay,area
[98] air,quality
[93] san,francisco
[73] updated,hourly
[56] ruth,asawa
[56] covid,19
[50] official,postage
[50] postage,stamps
[50] #wildfires,burning
[50] area,aqi

Top Word Pairs in Tweet in G2:
[159] distance,learning
[126] culturally,responsive
[126] responsive,teaching
[126] teaching,requires
[126] requires,remixing
[125] comes,distance
[125] learning,applying
[125] applying,culturally
[125] remixing,education
[125] education,borrowing

Top Word Pairs in Tweet in G3:
[101] kqed,share
[99] pack,emergency
[99] emergency,bag
[98] share,here's
[98] here's,list
[98] list,essential
[98] essential,items
[98] items,pack
[98] bag,event
[98] event,evacuation

Top Word Pairs in Tweet in G4:
[49] virtual,learning
[48] teachers,know
[47] know,virtual
[46] student,activists
[46] activists,teachers
[46] learning,reopening
[46] reopening,schools
[33] covid,19
[20] distance,learning
[20] schools,mindshift

Top Word Pairs in Tweet in G5:
[129] oakland,estuary
[127] warning,stay
[127] stay,oakland
[127] estuary,today
[127] today,hot
[127] hot,live
[127] live,east
[127] east,bay
[127] bay,tempted
[127] tempted,canoe

Top Word Pairs in Tweet in G6:
[162] mission,enjoy
[162] enjoy,dining
[162] dining,amid
[162] amid,pandemic
[162] pandemic,excise
[162] excise,brain
[162] brain,fact
[162] fact,brown
[162] brown,black
[161] chroniclesofazu,mission

Top Word Pairs in Tweet in G7:
[19] build,relationships
[18] evidence,based
[14] fall,students
[14] students,create
[14] create,share
[14] share,evidence
[14] based,persuasive
[14] persuasive,video
[14] video,audio
[14] audio,#letstalkaboutelection2020

Top Word Pairs in Tweet in G8:
[38] consistent,routine
[38] routine,plays
[38] plays,big
[38] big,role
[38] role,healthy
[38] healthy,sleep
[38] sleep,habits
[38] habits,help
[38] help,kids
[38] kids,sleep

Top Word Pairs in Tweet in G9:
[51] california's,phillips
[51] phillips,66
[51] 66,refinery
[51] refinery,fined
[51] fined,releasing
[51] releasing,millions
[51] millions,gallons
[51] gallons,industrial
[51] industrial,wastewater
[51] wastewater,san

Top Word Pairs in Tweet in G10:
[105] official,students
[105] students,enrolled
[105] enrolled,23
[105] 23,csu
[105] csu,schools
[105] schools,take
[105] take,unit
[105] unit,class
[105] class,native
[105] native,american

Top Replied-To
Top Replied-To in Entire Graph:
@kqed
@kqedforum
@kqednews
@jacobsoboroff
@swisscognitive
@huxley_d
@annaropp
@traceylross
@miageor50397893
@realdonaldtrump

Top Replied-To in G1:
@kqed
@kqedforum
@kqednews
@traceylross
@tedrickg
@si_meon
@maaahge
@samlmontano
@honeymahogany
@tessa_m_hill

Top Replied-To in G2:
@mindshiftkqed
@inspiretheyouth

Top Replied-To in G3:
@kqed
@jacobsoboroff
@kqednews
@annaropp
@sistahscholar
@saulkqed
@purelounge408
@huxley_d
@ninagcomedian
@borensteins

Top Replied-To in G5:
@fitzthereporter
@huxley_d
@staplesrusty
@ben_mathes
@malin_veh
@mayavada

Top Replied-To in G6:
@jacobsoboroff
@susie_c

Top Replied-To in G7:
@curiosity_films
@mrhuesken
@riktheranger
@kqed
@pbs
@kqededspace
@santillanolivia

Top Replied-To in G8:
@kqed
@nprmageddon
@npr
@mayowaaina_
@vpm_ianstewart
@marthaw19860146
@huxley_d
@bregmanps
@kunthavi5
@femmekween

Top Mentioned
Top Mentioned in Entire Graph:
@mindshiftkqed
@kqed
@kqednews
@fitzthereporter
@kqedarts
@kqedforum
@chroniclesofazu
@kqedscience
@oallenprice
@npr

Top Mentioned in G1:
@kqednews
@kqed
@kqedarts
@kqedforum
@kqedscience
@mollydacious
@nananastia
@thebaykqed
@pickoffwhite
@scottshafer

Top Mentioned in G2:
@mindshiftkqed
@karane
@karanewhouse
@pauldarvasi
@pbsteachers
@avoulgarides
@mindshift
@naesp
@jordosh
@eleducation

Top Mentioned in G3:
@kqed
@jacobsoboroff
@mkimreporter
@kqednews
@kqedforum
@curyj
@kqedscience
@stmath
@kqedf
@newshour

Top Mentioned in G4:
@kim4thekids
@911gonewild
@packer_pauline
@60sfolks

Top Mentioned in G5:
@fitzthereporter
@davidchiu
@kqednews
@kqed
@senhannahbeth
@calstate
@sfunified
@kalw
@kevin2kelly
@sfsu

Top Mentioned in G6:
@chroniclesofazu
@root_g
@erinbiba
@kqednews
@kqed
@brandonharami
@fitzthereporter
@kqedarts
@oaklandside
@kathrynferreira

Top Mentioned in G7:
@kqededspace
@writingproject
@curiosity_films
@kqed
@chrisquinn64
@reportinglabs
@mindshiftkqed
@caparksnow
@evo_hannan
@toriacl

Top Mentioned in G8:
@npr
@kqed
@kqednews
@wunc
@oddity_adhiti
@nprmageddon
@mindshiftkqed
@np
@kqededspace
@sacpressclub

Top Mentioned in G9:
@margotroosevelt
@foe_us
@greenpeaceusa
@tjcoxcongress
@cal_fire
@kqed
@reptjcox
@nakedmac
@mindshiftkqed
@frontlinepbs

Top Mentioned in G10:
@oallenprice
@kqedarts
@kqednews
@feelmoreadult
@kqededspace
@kschwart
@kqed
@chroniclesofazu

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@jurylady5
@1denmadrid
@rjber15
@kibsolfuture
@rxbun
@backstorymom1
@padakitty
@joni_looking
@dgendvil

Top Tweeters in G1:
@dichristine
@jurylady5
@1denmadrid
@dgendvil
@ruisaldanha
@mastaofmp3s
@itswanda
@tigerbeat
@tiniskwerl
@knight201701

Top Tweeters in G2:
@kibsolfuture
@juandoming
@vievararosel
@wagjuer
@ricardo_ik_ahau
@marcelamomberg
@feralartist
@tomvarghesejr
@macchica26
@maperez324

Top Tweeters in G3:
@metaquest
@iveyjanette_207
@jjj5819
@kimvie
@cwharlow
@cnbsnana
@teckiegirl
@nanayasleeps
@berlidge
@debbie_dease

Top Tweeters in G4:
@backstorymom1
@noybsk2017
@sciseekfeed
@macbeestje
@gezgintrk
@pauljimerson
@the_lady_red
@bobguildner
@danwibg
@samrat747

Top Tweeters in G5:
@gillianbdoll
@kukkurovaca
@treekisser
@surfergrl15
@other95
@omyword
@beka_valentine
@rapnoir
@gomooink
@populistdemand

Top Tweeters in G6:
@juliettetorrez
@yeeyee187
@veronicacris
@wydmindfeersart
@queenkika
@alexisadkins
@usagiko
@captnhoran
@epidatageek
@princessofparty

Top Tweeters in G7:
@bar_zie
@alicekeeler
@thatmags
@shmarya
@newsneus
@rdene915
@mrkempnz
@harryhsolo
@justusnatuhwera
@1naturalzeta

Top Tweeters in G8:
@rxbun
@sueleugers
@cnn
@taritac
@latimes
@raoces
@kunthavi5
@ktla
@abc10
@npr

Top Tweeters in G9:
@rjber15
@joni_looking
@b1e56df9ce6549f
@amazingchevvolt
@dev_discourse
@brendahazelhur1
@dawnroseturner
@serabbi
@all435reps
@craigmatsuda

Top Tweeters in G10:
@lilreya
@vpaige
@uglyassterrell
@___anet
@that_lupe_chick
@sydj1405
@marg_31
@carinaaintshit
@butthole_beavis
@mariaajudice


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