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KQED_2017-11-14_17-31-12.xlsx
KQED_2017-11-14_17-31-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 15, 2017
Short Description:
KQED via NodeXL http://bit.ly/2zDFf74
@mindshiftkqed
@kqed
@kqednews
@medialitbot
@npr
@kgmedialiteracy
@joboaler
@akoster1
@civic_south

Description:
Description
The graph represents a network of 4,135 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 Wednesday, 15 November 2017 at 01:40 UTC.

The requested start date was Wednesday, 15 November 2017 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 3-day, 22-hour, 43-minute period from Friday, 10 November 2017 at 21:00 UTC to Tuesday, 14 November 2017 at 19:43 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 : 4135
Unique Edges : 4768
Edges With Duplicates : 1642
Total Edges : 6410
Self-Loops : 1612
Reciprocated Vertex Pair Ratio : 0.00913681173358981
Reciprocated Edge Ratio : 0.0181081725041696
Connected Components : 1010
Single-Vertex Connected Components : 721
Maximum Vertices in a Connected Component : 2458
Maximum Edges in a Connected Component : 4451
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.491625
Graph Density : 0.000245523452842474
Modularity : 0.613611
NodeXL Version : 1.0.1.389

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[265] http://ow.ly/b2B830gtQ8Q
[158] https://ww2.kqed.org/mindshift/2017/11/13/students-share-the-downside-of-being-labeled-gifted/
[147] http://ow.ly/SCeW30gtQvm
[131] http://ow.ly/burk30gvetS
[112] https://ww2.kqed.org/mindshift/2017/11/03/4-tools-to-help-kids-develop-empathy-and-cultural-humility/
[109] http://ow.ly/3KbW30gviFh
[82] https://ww2.kqed.org/mindshift/2017/11/09/making-media-literacy-central-to-digital-citizenship/
[74] https://ww2.kqed.org/arts/2017/11/10/ted-falconi-vietnam-vet/
[73] https://ww2.kqed.org/mindshift/2017/11/07/how-to-build-self-assessment-into-jampacked-high-school-classes/
[63] http://ow.ly/VNOP30gvcNi

Top URLs in Tweet in G1:
[253] http://ow.ly/b2B830gtQ8Q
[134] http://ow.ly/SCeW30gtQvm
[127] http://ow.ly/burk30gvetS
[102] http://ow.ly/3KbW30gviFh
[58] http://ow.ly/VNOP30gvcNi
[37] http://ow.ly/I9lE30gyFfl
[32] http://ow.ly/8U2r30gtQ0D
[28] http://ow.ly/lulD30gtPPS
[16] http://ow.ly/Keua30gvda8
[15] https://ww2.kqed.org/mindshift/2017/11/07/how-to-build-self-assessment-into-jampacked-high-school-classes/

Top URLs in Tweet in G2:
[56] https://ww2.kqed.org/mindshift/2017/11/13/students-share-the-downside-of-being-labeled-gifted/
[31] https://ww2.kqed.org/mindshift/2017/11/07/how-to-build-self-assessment-into-jampacked-high-school-classes/
[20] https://ww2.kqed.org/mindshift/2016/06/01/forget-talent-why-practice-is-key-to-most-prodigies-success/
[19] https://ww2.kqed.org/mindshift/2017/11/13/students-share-the-downside-of-being-labeled-gifted/?utm_source=dlvr.it&utm_medium=twitter
[17] https://ww2.kqed.org/mindshift/2017/11/03/4-tools-to-help-kids-develop-empathy-and-cultural-humility/
[13] https://ww2.kqed.org/stateofhealth/2017/11/09/what-vets-want-at-the-end-of-life-is-very-different-from-what-civilians-want/
[13] https://ww2.kqed.org/arts/2017/11/10/ted-falconi-vietnam-vet/
[13] https://ww2.kqed.org/mindshift/2016/06/07/whats-at-risk-when-schools-focus-too-much-on-student-data/
[13] https://ww2.kqed.org/mindshift/2014/12/19/which-early-childhood-experiences-shape-adult-life/
[12] https://ww2.kqed.org/mindshift/2015/03/17/how-do-you-foster-a-love-of-reading-in-young-children/

Top URLs in Tweet in G3:
[30] https://ww2.kqed.org/news/2017/11/04/1500-miles-from-home-a-prisoner-gets-a-visit-from-his-mom/
[7] http://www.pbs.org/independentlens/videos/chasing-trane-full-film/?utm_source=facebook&utm_medium=indielenssocial&utm_campaign=il1900&utm_source=twitter&utm_medium=socialmedia&utm_campaign=kqedmain
[6] https://ww2.kqed.org/news/2017/11/13/security-firm-says-extremely-creepy-mask-cracks-iphone-xs-face-id/?utm_source=twitter&utm_medium=socialmedia&utm_campaign=kqedmain
[6] https://ww2.kqed.org/mindshift/2017/11/09/making-media-literacy-central-to-digital-citizenship/
[5] https://ww2.kqed.org/news/2017/11/12/santa-rosa-homeless-program-resumes-after-wildfires/?utm_source=twitter&utm_medium=socialmedia&utm_campaign=kqedmain
[5] https://ww2.kqed.org/mindshift/2017/11/13/students-share-the-downside-of-being-labeled-gifted/?utm_source=twitter&utm_medium=socialmedia&utm_campaign=kqedmain
[4] https://ww2.kqed.org/news/2016/11/10/why-are-bart-trains-so-loud/?utm_source=twitter&utm_medium=socialmedia&utm_campaign=kqedmain
[4] https://ww2.kqed.org/arts/2016/12/23/knyte-ryderz-show-how-the-born-to-be-wild-can-grow-up-to-be-caring/?utm_source=twitter&utm_medium=socialmedia&utm_campaign=kqedmain
[4] https://ww2.kqed.org/futureofyou/2017/11/13/the-difference-between-a-bully-and-a-true-alpha-male/?utm_source=twitter&utm_medium=socialmedia&utm_campaign=kqedmain
[4] https://ww2.kqed.org/arts/2017/11/13/colin-kaepernick-named-gq-magazines-citizen-of-the-year/?utm_source=twitter&utm_medium=socialmedia&utm_campaign=kqedmain

Top URLs in Tweet in G4:
[26] https://ww2.kqed.org/stateofhealth/2017/11/08/california-cracks-down-on-weed-killer-as-lawsuits-abound/
[12] https://ww2.kqed.org/news/2017/11/09/photographer-fred-lyon-is-93-and-still-in-love-with-san-francisco/
[9] https://ww2.kqed.org/news/2017/11/09/how-latino-elites-are-paying-the-california-dream-forward/
[8] https://ww2.kqed.org/stateofhealth/2017/11/09/what-vets-want-at-the-end-of-life-is-very-different-from-what-civilians-want/
[8] https://ww2.kqed.org/news/2017/11/14/benicia-still-looking-for-answers-from-valero-six-months-after-refinery-outage/
[7] https://ww2.kqed.org/news/2017/11/11/bay-bridge-marks-anniversary-with-final-demolition/
[7] https://ww2.kqed.org/mindshift/2017/11/03/4-tools-to-help-kids-develop-empathy-and-cultural-humility/?mc_key=00Qi000001UhcHxEAJ&utm_content=bufferea0cb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://ww2.kqed.org/news/2017/11/13/after-fires-california-wine-country-wants-tourists-back/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=kqednews
[6] https://ww2.kqed.org/mindshift/2017/11/06/its-time-for-a-deeper-conversation-about-how-schools-use-technology/?platform=hootsuite
[5] https://ww2.kqed.org/news/2017/11/11/north-korean-refugee-recalls-harrowing-journey-to-new-life-in-california/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=kqednews

Top URLs in Tweet in G5:
[64] https://ww2.kqed.org/mindshift/2017/11/13/students-share-the-downside-of-being-labeled-gifted/
[6] https://ww2.kqed.org/mindshift/2016/06/07/whats-at-risk-when-schools-focus-too-much-on-student-data/
[3] http://ow.ly/3KbW30gviFh
[2] http://ow.ly/I9lE30gyFfl
[2] http://ww2.kqed.org/mindshift/2017/11/13/students-share-the-downside-of-being-labeled-gifted/
[1] https://ww2.kqed.org/mindshift/2017/04/05/five-ways-to-shift-teaching-practice-so-students-feel-less-math-anxious/
[1] https://twitter.com/janicejackson/status/930274754765914112
[1] http://ow.ly/Keua30gvda8
[1] http://ow.ly/VNOP30gvcNi
[1] http://ow.ly/woML30gyCi8

Top URLs in Tweet in G6:
[24] http://ow.ly/WWSwv?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#23959413-tw#1494914027059#23959413-tw#1495383543336#23959413-tw#1495694725901#23959413-tw#1497648225486#23959413-tw#1498594027730#23959413-tw#1499610220384#23959413-tw#1500083957380#23959413-tw#1500920081395#23959413-tw#1502499927888#23959413-tw#23959413-tw#1508894961065
[15] http://ow.ly/NplU30gtPgV
[14] http://owl.li/LRTI30ewjck?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#23959413-tw#1503633234913#23959413-tw#1504056392326#23959413-tw#1506549872320#23959413-tw#1508894952216
[10] http://ow.ly/WWSwv?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#23959413-tw#1494914027059#23959413-tw#1495383543336#23959413-tw#1495694725901#23959413-tw#1497648225486#23959413-tw#1498594027730#23959413-tw#1499610220384#23959413-tw#1500083957380#23959413-tw#1500920081395#23959413-tw#1502499927888#23959413-tw#23959413-tw#1508895055166
[9] https://ww2.kqed.org/mindshift/2016/04/13/why-kids-should-keep-using-theirs-fingers-to-do-math/
[3] https://ww2.kqed.org/mindshift/2017/03/27/how-kids-benefit-from-learning-to-explain-math-thinking/
[2] http://ww2.kqed.org/mindshift/2014/09/23/why-students-should-take-the-lead-in-parent-teacher-conferences/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#23959413-tw#1495694202790#23959413-tw#1498594386763#23959413-tw#1500083939318#23959413-tw#1500920104397#23959413-tw#1502499907526#23959413-tw#1504056460045#23959413-tw#1506549758145#23959413-tw#1508894909630
[2] http://ow.ly/b2B830gtQ8Q
[1] https://twitter.com/i/web/status/930520948968747009
[1] https://twitter.com/i/web/status/926158267549667328

Top URLs in Tweet in G7:
[45] https://ww2.kqed.org/mindshift/2017/11/09/making-media-literacy-central-to-digital-citizenship/
[13] https://ww2.kqed.org/mindshift/2017/11/03/4-tools-to-help-kids-develop-empathy-and-cultural-humility/
[3] https://ww2.kqed.org/mindshift/2017/11/07/how-to-build-self-assessment-into-jampacked-high-school-classes/
[2] http://ow.ly/3KbW30gviFh
[2] http://ow.ly/burk30gvetS
[2] http://ow.ly/SCeW30gtQvm
[2] https://ww2.kqed.org/mindshift/2017/11/09/making-media-literacy-central-to-digital-citizenship/?utm_source=dlvr.it&utm_medium=twitter
[2] https://ww2.kqed.org/mindshift/2017/11/09/making-media-literacy-central-to-digital-citizenship/?utm_content=bufferc0a00&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://ww2.kqed.org/mindshift/2017/11/09/making-media-literacy-central-to-digital-citizenship/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=twitter#1061632202-tw#1510321848805
[2] https://ww2.kqed.org/mindshift/2017/11/09/making-media-literacy-central-to-digital-citizenship/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+kqed%2FnHAK+%28MindShift%29

Top URLs in Tweet in G8:
[8] https://ww2.kqed.org/arts/2017/11/11/gun-controlled/
[4] https://ww2.kqed.org/arts/2017/11/10/ted-falconi-vietnam-vet/
[3] https://ww2.kqed.org/news/2017/11/09/photographer-fred-lyon-is-93-and-still-in-love-with-san-francisco/?utm_source=twitter&utm_medium=social&utm_campaign=KQEDArts
[3] https://ww2.kqed.org/arts/2017/11/10/ted-falconi-vietnam-vet/?utm_source=twitter&utm_medium=socialmedia&utm_campaign=kqedmain
[2] https://ww2.kqed.org/pop/2017/11/08/listen-to-women-its-not-that-hard/?platform=hootsuite
[2] https://ww2.kqed.org/arts/2017/11/10/photo-recap-band-together-bay-area/?utm_source=twitter&utm_medium=social&utm_campaign=KQEDArts
[2] https://ww2.kqed.org/arts/2017/11/10/photo-recap-band-together-bay-area/
[2] https://ww2.kqed.org/news/2017/11/09/photographer-fred-lyon-is-93-and-still-in-love-with-san-francisco/
[2] https://ww2.kqed.org/mindshift/2017/11/13/students-share-the-downside-of-being-labeled-gifted/?utm_source=twitter&utm_medium=social&utm_campaign=KQEDArts
[2] https://ww2.kqed.org/arts/2017/11/10/castro-celebrates-milks-legacy-with-rainbow-light-installation/

Top URLs in Tweet in G9:
[26] https://ww2.kqed.org/futureofyou/2017/11/08/new-trials-aim-to-stop-alzheimers-before-it-starts/?linkId=44587143
[5] https://ww2.kqed.org/science/2014/09/29/how-big-data-is-changing-medicine/?utm_content=bufferb6c8f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://ww2.kqed.org/futureofyou/2017/11/13/the-difference-between-a-bully-and-a-true-alpha-male/?utm_source=dlvr.it&utm_medium=twitter
[3] https://ww2.kqed.org/science/2017/11/09/rendezvous-with-a2017-u1/?utm_source=dlvr.it&utm_medium=twitter
[3] https://ww2.kqed.org/news/2017/11/11/photos-bay-area-students-turn-legos-into-robots/?utm_source=dlvr.it&utm_medium=twitter
[3] https://ww2.kqed.org/forum/2017/10/12/north-bay-legislators-react-to-wildfires-response-efforts/?utm_source=dlvr.it&utm_medium=twitter
[3] https://ww2.kqed.org/news/2017/11/12/california-honored-for-work-to-reduce-short-term-pollutants/?utm_source=dlvr.it&utm_medium=twitter
[2] https://ww2.kqed.org/science/2016/08/22/toxic-muck-californias-algae-problem-is-worse-than-ever/?utm_source=twitter&utm_medium=social&utm_campaign=KQEDScience
[2] https://ww2.kqed.org/science/2017/10/11/bay-area-air-quality-worst-on-record-check-out-your-city/?utm_source=dlvr.it&utm_medium=twitter
[2] https://ww2.kqed.org/science/2017/11/09/should-pge-shut-off-power-during-windstorms-to-prevent-fires/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G10:
[2] https://ww2.kqed.org/news/2017/11/03/republicans-pass-on-californias-request-for-federal-wildfire-aid/
[1] https://twitter.com/i/web/status/930211943612157952
[1] https://twitter.com/i/web/status/929981060724572160
[1] https://twitter.com/i/web/status/929922870523830272
[1] https://twitter.com/i/web/status/929923333293871104
[1] https://twitter.com/i/web/status/929966761469812736
[1] https://twitter.com/i/web/status/929978095074807809
[1] https://twitter.com/i/web/status/929978316534161408
[1] https://twitter.com/i/web/status/929136734725554177

Top Domains
Top Domains in Tweet in Entire Graph:
[2244] kqed.org
[988] ow.ly
[406] twitter.com
[114] fb.me
[29] google.com
[24] ref.gl
[21] owl.li
[16] tweetedtimes.com
[14] npr.org
[13] pbs.org

Top Domains in Tweet in G1:
[850] ow.ly
[135] kqed.org
[26] twitter.com
[8] radian6.com
[3] owl.li
[2] fb.me
[2] npr.org
[1] okt.to

Top Domains in Tweet in G2:
[603] kqed.org
[94] twitter.com
[76] fb.me
[24] google.com
[17] ref.gl
[15] tweetedtimes.com
[10] linkedin.com
[10] feedburner.com
[5] facebook.com
[5] paper.li

Top Domains in Tweet in G3:
[159] kqed.org
[58] twitter.com
[11] npr.org
[9] pbs.org
[5] youtube.com
[3] socialstudies.org
[2] thedustininmansociety.org
[2] fb.me
[2] artesecontextos.com
[1] radian6.com

Top Domains in Tweet in G4:
[278] kqed.org
[59] twitter.com
[5] ow.ly
[1] pbs.org
[1] npr.org

Top Domains in Tweet in G5:
[75] kqed.org
[11] ow.ly
[1] twitter.com

Top Domains in Tweet in G6:
[54] ow.ly
[15] kqed.org
[14] owl.li
[2] twitter.com

Top Domains in Tweet in G7:
[84] kqed.org
[12] ow.ly
[2] twitter.com
[1] socialstudies.org
[1] radian6.com

Top Domains in Tweet in G8:
[53] kqed.org
[17] twitter.com
[1] pbs.org

Top Domains in Tweet in G9:
[64] kqed.org
[6] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[438] edchat
[160] parenting
[159] parents
[158] reading
[82] education
[69] edtech
[63] engineering
[54] breaking
[42] growthmindset
[38] medialiteracy



Top Hashtags in Tweet in G1:
[260] edchat
[147] parents
[143] parenting
[143] reading
[58] engineering
[33] education
[24] formative
[24] assessments
[16] edtech
[14] dyslexia

Top Hashtags in Tweet in G2:
[14] education
[12] edchat
[11] edtech
[8] students
[7] parenting
[4] teens
[4] kids
[4] zavely
[4] learning
[3] teachers

Top Hashtags in Tweet in G3:
[37] breaking
[21] medialiteracy
[8] veteransday
[8] digcit
[7] liveblue
[7] youth
[7] civicengagement
[6] ncss17
[6] medialitwk
[4] digitalcitizenship

Top Hashtags in Tweet in G4:
[17] breaking
[12] tlchat
[12] iowatl
[9] northbayfires
[9] wildfires
[8] edchat
[7] benicia
[7] outage
[5] icymi
[5] baycurious

Top Hashtags in Tweet in G5:
[5] parents
[3] edchat
[2] gifted
[2] growthmindset
[2] stem
[1] math
[1] mathchat
[1] engineering
[1] formative
[1] assessments

Top Hashtags in Tweet in G6:
[39] edchat
[34] edreform
[3] stemed
[3] mathed
[3] mathchat
[3] ecechat
[3] reading
[2] npc17
[2] deeperlearning
[2] pblchat

Top Hashtags in Tweet in G7:
[11] digcit
[9] edchat
[9] edtech
[8] learners
[8] hourofcode
[8] mpsvt
[7] empathy
[5] medialiteracy
[4] digitalcitizenship
[4] diversity

Top Hashtags in Tweet in G8:
[5] sf
[5] sanmateo
[4] bandtogetherbayarea
[3] upfromtheashes
[3] thedolist
[2] emas
[2] stormzy
[2] thecoolerpodcast
[2] baycurious
[2] veteransday

Top Hashtags in Tweet in G9:
[26] alzheimers
[5] infographic
[5] bigdata
[5] science
[5] analytics
[4] datascience
[2] futureofyou

Top Hashtags in Tweet in G10:
[2] treason
[1] yomama

Top Words
Top Words in Tweet in Entire Graph:
[3577] Words in Sentiment List#1: Positive
[2248] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[74069] Non-categorized Words
[79894] Total Words
[1776] mindshiftkqed
[1258] students
[588] more
[523] kqed
[504] s

Top Words in Tweet in G1:
[1590] mindshiftkqed
[893] students
[436] more
[393] great
[386] teachers
[338] school
[290] practice
[272] ways
[260] edchat
[256] new

Top Words in Tweet in G2:
[137] students
[92] being
[90] share
[89] labeled
[87] downside
[83] kqed
[72] s
[66] gifted
[50] more
[45] kids

Top Words in Tweet in G3:
[230] kqed
[50] california
[40] people
[37] breaking
[37] killed
[37] multiple
[37] rural
[37] s
[36] authorities
[36] three

Top Words in Tweet in G4:
[234] kqednews
[91] california
[55] s
[46] new
[41] kqed
[39] bay
[37] now
[37] fires
[31] people
[31] more

Top Words in Tweet in G5:
[91] joboaler
[65] new
[65] video
[64] article
[64] giftedness
[64] kqed
[64] today
[55] mindshiftkqed
[25] labels
[25] confer

Top Words in Tweet in G6:
[49] teachingchannel
[46] tedfujimoto
[43] make
[39] edchat
[35] build
[34] schools
[34] positive
[34] culture
[34] through
[34] advisory

Top Words in Tweet in G7:
[62] digital
[57] literacy
[57] citizenship
[56] media
[53] central
[52] making
[24] mindshiftkqed
[18] empathy
[17] kids
[15] help

Top Words in Tweet in G8:
[42] kqedarts
[20] ogpenn
[15] s
[14] kqed
[13] country
[12] latest
[12] day
[11] people
[11] controlled
[10] column

Top Words in Tweet in G9:
[43] kqedscience
[29] new
[28] before
[26] trials
[26] aim
[26] stop
[26] alzheimers
[26] starts
[24] mayoclinic
[20] icymi

Top Words in Tweet in G10:
[8] foxnews
[8] gop
[7] msnbc
[6] kqed
[6] nra
[6] libertyulibrary
[3] speakerryan
[3] dnc
[3] franklin_graham
[3] nytopinion

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[266] skills,deliberate
[266] deliberate,ways
[265] great,teachers
[265] teachers,challenge
[265] challenge,students
[265] students,right
[265] right,practice
[265] practice,new
[265] new,skills
[263] mindshiftkqed,great

Top Word Pairs in Tweet in G1:
[254] skills,deliberate
[254] deliberate,ways
[253] great,teachers
[253] teachers,challenge
[253] challenge,students
[253] students,right
[253] right,practice
[253] practice,new
[253] new,skills
[252] mindshiftkqed,great

Top Word Pairs in Tweet in G2:
[88] students,share
[87] share,downside
[87] downside,being
[87] being,labeled
[65] labeled,gifted
[32] high,school
[31] self,assessment
[30] build,self
[29] assessment,jampacked
[29] jampacked,high

Top Word Pairs in Tweet in G3:
[36] breaking,authorities
[36] authorities,three
[36] three,people
[36] people,killed
[36] killed,shootings
[36] shootings,multiple
[36] multiple,locations
[36] locations,rural
[36] rural,northern
[35] kqed,breaking

Top Word Pairs in Tweet in G4:
[29] kqednews,california
[27] photographer,fred
[27] fred,lyon
[27] california,listed
[27] listed,active
[27] active,ingredient
[27] ingredient,monsanto's
[27] monsanto's,flagship
[27] flagship,product
[27] product,roundup

Top Word Pairs in Tweet in G5:
[64] new,article
[64] article,giftedness
[64] giftedness,video
[64] video,kqed
[64] kqed,today
[63] joboaler,new
[25] mindshiftkqed,labels
[25] labels,confer
[25] confer,status
[25] status,take

Top Word Pairs in Tweet in G6:
[34] schools,build
[34] build,positive
[34] positive,culture
[34] culture,through
[34] through,advisory
[34] advisory,teachingchannel
[34] teachingchannel,edreform
[34] edreform,edchat
[32] tedfujimoto,schools
[32] edchat,stem

Top Word Pairs in Tweet in G7:
[57] digital,citizenship
[56] media,literacy
[52] literacy,central
[52] central,digital
[51] making,media
[15] help,kids
[14] 4,tools
[14] tools,help
[14] kids,develop
[14] develop,empathy

Top Word Pairs in Tweet in G8:
[10] latest,column
[10] column,kqedarts
[10] kqedarts,live
[10] live,gun
[10] gun,controlled
[10] controlled,society
[10] society,honor
[10] honor,those
[10] those,who've
[10] who've,served

Top Word Pairs in Tweet in G9:
[26] new,trials
[26] trials,aim
[26] aim,stop
[26] stop,alzheimers
[26] alzheimers,before
[26] before,starts
[26] starts,kqedscience
[24] mayoclinic,new
[9] kqedscience,icymi
[6] bay,area

Top Word Pairs in Tweet in G10:
[3] nra,gop
[3] gop,foxnews
[3] foxnews,libertyulibrary
[3] libertyulibrary,speakerryan
[3] speakerryan,dnc
[3] dnc,franklin_graham
[3] franklin_graham,nytopinion
[3] nytopinion,msnbc
[3] cnn,kqed
[3] kqed,abc

Top Replied-To
Top Replied-To in Entire Graph:
@kqed
@nra
@adrienehill
@enenews
@cal_fire
@breitbartnews
@youtube
@americareframed
@donnabrazile
@montaukian

Top Replied-To in G1:
@mrshammaker

Top Replied-To in G3:
@kqed
@youtube
@americareframed
@kqedforum
@mjanssen
@avocabruh
@judywoodruff
@lindseyhoshaw
@bluemind_life
@kristinmbeck

Top Replied-To in G4:
@cal_fire
@donnabrazile
@ubopanna
@benioff
@kdeleon
@kqed
@peterdaou
@doodydoodsky
@kqednewsroom
@dudih3

Top Replied-To in G6:
@sehurlburt

Top Replied-To in G7:
@techmonstah

Top Replied-To in G8:
@kqed

Top Replied-To in G10:
@nra
@breitbartnews
@sheriffclarke
@womensmarch

Top Mentioned
Top Mentioned in Entire Graph:
@mindshiftkqed
@kqed
@kqednews
@kschwart
@joboaler
@npr
@teachingchannel
@kqedarts
@tedfujimoto
@kqedscience

Top Mentioned in G1:
@mindshiftkqed
@kschwart
@npr
@hkorbey
@spencerideas
@ibmyp
@longislandprek
@claudia
@commonsenseed
@iste

Top Mentioned in G2:
@zavely
@miguel12345
@camihrosso
@herzbeest
@dannydpurb
@autismsite
@mihof350
@loristarrcjm

Top Mentioned in G3:
@kqed
@kqededspace
@sentencingproj
@npr
@youtube
@baybridgeinfo
@caltransd4
@caltranshq
@marshallproj
@bijanet

Top Mentioned in G4:
@kqednews
@kqed
@tedrickg
@donnabrazile
@kqednewsroom
@shannonmmiller
@schulzmuseum
@kdeleon
@lesommer
@mindshiftkqed

Top Mentioned in G5:
@joboaler
@mindshiftkqed
@janicejackson
@kschwart
@whiterhinoray
@hmason36
@plugusin
@kqednews

Top Mentioned in G6:
@teachingchannel
@tedfujimoto
@mindshiftkqed
@alexqgb
@sehurlburt
@eriksonmath
@iste

Top Mentioned in G7:
@mindshiftkqed
@ashtcronin
@edutopia
@msmathnik
@mps_super
@nat_vaughn
@ocmboces
@mgrundel

Top Mentioned in G8:
@kqedarts
@ogpenn
@kqed
@kqednews
@kevjones30
@gmeline
@parks4all
@kqedpop
@awspear
@brandnewrock

Top Mentioned in G9:
@kqedscience
@mayoclinic
@amystanden
@lago72
@toxicalgaenews
@kqednews
@kqed

Top Mentioned in G10:
@gop
@foxnews
@msnbc
@libertyulibrary
@kqed
@speakerryan
@dnc
@franklin_graham
@nytopinion
@cnn

Top Tweeters
Top Tweeters in Entire Graph:
@gocoo
@qxnews
@loveorganicxxx
@zennie62
@alevergara78
@charitynewsuk
@build3dprinter
@n7irl
@huffpost
@yayayarndiva

Top Tweeters in G1:
@gigabytemag
@mssackstein
@nshrubs
@npr
@mamabook
@irasocol
@toyoking
@yanstv
@mdawriter
@philshapiro

Top Tweeters in G2:
@loveorganicxxx
@zennie62
@errisk
@esmartme
@andysugs
@starnewsn1
@callawaybot
@gezgintrk
@sciseekfeed
@bootsieboutique

Top Tweeters in G3:
@n7irl
@huffpost
@angelsscream
@bluebirdtrini
@donotgiveuphope
@karnythia
@fieldroamer
@dianen56
@chuckwendig
@artallks

Top Tweeters in G4:
@yayayarndiva
@itswanda
@iveyjanette_207
@dame_kelz
@shirfire218
@mobea
@dgendvil
@pecunium
@shyduroff
@valfarly

Top Tweeters in G5:
@fox_gretchen
@isisdawonder
@hmason36
@principalaim
@jensbookpage
@whiterhinoray
@joshgiesbrecht
@wpeelsb
@dreambox_learn
@pgilders

Top Tweeters in G6:
@daroldcuba
@ayirpelle
@alexqgb
@encthenet
@jriske
@leearaoz
@gnyagg
@dallasleebridge
@sehurlburt
@largecardinal

Top Tweeters in G7:
@cheekypromo
@tastenspieler
@edutopia
@scalarhumanity
@coachingcool
@friendsunaoc
@vipulasharma1
@bonillal1
@annamaescheuerm
@mps_super

Top Tweeters in G8:
@jcrillz
@tigerbeat
@colinandjo1
@tivon
@gocosmicninja
@karselt
@ogpenn
@erniesfo
@healthpolicygrp
@bayareafan19

Top Tweeters in G9:
@alevergara78
@cwharlow
@insidestat
@raemadema
@caring_mobile
@jeremymallin
@nancysa45944060
@kqedscience
@jaxnonprofits
@mayoclinic

Top Tweeters in G10:
@foxnews
@ap
@abc
@latimes
@cnbc
@cnn
@foxbusiness
@joyannreid
@nbcnews
@msnbc