datasociety, Twitter, 8/25/2019 9:53:45 PM, 207740


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datasociety_2019-08-25_12-08-10.xlsx
datasociety_2019-08-25_12-08-10.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 25, 2019
Short Description:
datasociety via NodeXL http://bit.ly/2Zir4ls
@datasociety
@beccalew
@danbuk4
@alicetiara
@zephoria
@wphillips49
@mutalenkonde
@doikayt
@math_rachel
@bostonjoan

Top hashtags:
#ai
#abovethenoise
#tech
#algorithms
#deepfakes
#surveillance
#design
#datasociety
#disabled

Description:
Description
The graph represents a network of 4,087 Twitter users whose tweets in the requested range contained "datasociety", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 25 August 2019 at 19:09 UTC.

The requested start date was Sunday, 25 August 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 81-day, 3-hour, 32-minute period from Tuesday, 04 June 2019 at 18:08 UTC to Saturday, 24 August 2019 at 21:40 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 : 4087
Unique Edges : 8150
Edges With Duplicates : 4557
Total Edges : 12707
Number of Edge Types : 3
Mentions : 11405
Tweet : 481
Replies to : 821
Self-Loops : 481
Reciprocated Vertex Pair Ratio : 0.0447112635791881
Reciprocated Edge Ratio : 0.0855954465849387
Connected Components : 254
Single-Vertex Connected Components : 157
Maximum Vertices in a Connected Component : 3550
Maximum Edges in a Connected Component : 12148
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.05492
Graph Density : 0.000547082837659276
Modularity : 0.488668
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[88] https://datasociety.net/output/alternative-influence/
[72] https://datasociety.net/output/oxygen-of-amplification/
[65] https://twitter.com/datasociety/status/1144704521714536448
[50] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[43] https://datasociety.net/output/algorithmic-accountability-a-primer/
[32] https://datasociety.net/blog/2019/07/17/now-hiring-newsroom-outreach-lead/
[30] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[30] https://datasociety.net/output/media-manipulation-and-disinfo-online/
[29] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fagnotology-and-epistemological-fragmentation-56aa3c509c6b
[24] https://datasociety.net/wp-content/uploads/2018/09/DS_Alternative_Influence.pdf

Top URLs in Tweet in G1:
[38] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[30] https://datasociety.net/output/algorithmic-accountability-a-primer/
[23] https://datasociety.net/blog/2019/07/17/now-hiring-newsroom-outreach-lead/
[12] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[8] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[8] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Ffrom-panic-to-profit-cf738c9a5bfd
[8] https://www.statnews.com/2019/07/24/fitbit-accuracy-dark-skin/
[8] https://listen.datasociety.net/surveillance-capitalism-and-democracy/
[8] https://twitter.com/nytopinion/status/1149502142362734594
[7] https://twitter.com/datasociety/status/1146080194291208193

Top URLs in Tweet in G2:
[12] https://www.nytimes.com/2019/07/11/opinion/data-humanitarian-aid.html
[10] https://twitter.com/datasociety/status/1164548230077661185
[7] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[7] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[7] https://datasociety.net/output/algorithmic-accountability-a-primer/
[6] https://datasociety.net/events/databite-no-121-chancey-fleet-mutale-nkonde/
[6] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Ffrom-panic-to-profit-cf738c9a5bfd
[6] https://points.datasociety.net/agnotology-and-epistemological-fragmentation-56aa3c509c6b
[6] https://points.datasociety.net/systemic-algorithmic-harms-e00f99e72c42
[6] https://datasociety.net/wp-content/uploads/2019/05/Racial_Literacy_Tech_Final_0522.pdf

Top URLs in Tweet in G3:
[18] https://datasociety.net/output/alternative-influence/
[10] https://www.nytimes.com/interactive/2019/06/08/technology/youtube-radical.html?smid=tw-share
[8] https://datasociety.net/wp-content/uploads/2018/09/DS_Alternative_Influence.pdf
[5] https://www.nytimes.com/2019/08/11/world/americas/youtube-brazil.html
[2] https://datasociety.net/output/media-manipulation-and-disinfo-online/
[2] https://datasociety.net/pubs/oh/DataAndSociety_MediaManipulationAndDisinformationOnline.pdf
[2] https://datasociety.net/output/media
[2] https://threadreaderapp.com/thread/1162354510045601794.html
[2] https://datasociety.net/wp-content/uploads/2018/09/DS_Alternative_Influence.pdf?fbclid=IwAR0QEOvRcLE6P41lgjz4a2qFUqZHvoRyfLKQqH3u82oJa_7s_JqVqWlka_Y
[1] https://twitter.com/jaredlholt/status/1154577704924188673

Top URLs in Tweet in G4:
[9] https://datasociety.net/output/alternative-influence/
[8] https://datasociety.net/output/oxygen-of-amplification/
[7] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[5] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fagnotology-and-epistemological-fragmentation-56aa3c509c6b
[4] https://datasociety.net/wp-content/uploads/2018/09/DS_Alternative_Influence.pdf
[4] https://datasociety.net/pubs/oh/DataAndSociety_MediaManipulationAndDisinformationOnline.pdf
[4] https://datasociety.net/output/ai-in-context/
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fthe-fragmentation-of-truth-3c766ebb74cf
[3] https://medium.com/m/global-identity?redirectUrl=https://points.datasociety.net/you-think-you-want-media-literacy-do-you-7cad6af18ec2
[3] https://datasociety.net/output/media-manipulation-and-disinfo-online/

Top URLs in Tweet in G5:
[3] https://www.youtube.com/watch?v=Ry4niroaRhc&feature=youtu.be

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

[2] https://www.youtube.com/watch?v=3HJMRlEjtac&feature=youtu.be

[2] https://www.youtube.com/watch?v=rN0V7qtjmUU&feature=youtu.be

[2] https://www.youtube.com/watch?v=ySWfb1v5bUM&feature=youtu.be

[2] https://www.cnbc.com/2019/08/05/senators-demand-google-make-contractors-full-time-employees.html
[2] https://medium.com/@no.gcp.for.cbp/google-must-stand-against-human-rights-abuses-nogcpforcbp-88c60e1fc35e
[1] https://twitter.com/i/web/status/1155513490465050630
[1] https://www.youtube.com/watch?v=zj2DEQCOTh0&feature=youtu.be

[1] https://www.economist.com/graphic-detail/2019/08/10/silicon-valleys-giants-look-more-entrenched-than-ever-before

Top URLs in Tweet in G6:
[8] https://datasociety.net/output/oxygen-of-amplification/
[8] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fmedia-manipulation-strategic-amplification-and-responsible-journalism-95f4d611f462
[3] https://datasociety.net/output/weaponizing-the-digital-influence-machine/
[3] https://www.theguardian.com/commentisfree/2018/jun/01/extremist-ideas-media-coverage-kkk
[2] https://twitter.com/datasociety/status/1151539560083533824
[2] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[1] https://twitter.com/datasociety/status/1138931840574808065
[1] https://twitter.com/datasociety/status/1138152347970879489
[1] https://twitter.com/datasociety/status/1140699632575533057
[1] https://twitter.com/langdonw/status/1148569035291922433

Top URLs in Tweet in G7:
[2] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[1] https://www.knightfoundation.org/challenges/knight-microsoft-call-ideas-immersive-tech-arts
[1] https://medium.com/trust-media-and-democracy/strengthening-democracy-in-the-digital-age-knights-50-million-investment-in-a-new-field-of-1fc4fadf5ec4
[1] https://twitter.com/datasociety/status/1149723593875570688
[1] https://twitter.com/SOdaibo/status/1157665671192481792
[1] https://datasociety.net/blog/2019/07/17/now-hiring-newsroom-outreach-lead/
[1] https://twitter.com/datasociety/status/1137106959889571845
[1] https://www.insidehighered.com/news/2019/07/24/knight-foundation-devotes-50-million-research-democracy-and-tech#.XThk-LHyGcU.twitter
[1] https://www.knightfoundation.org/press/releases/knight-fifty-million-develop-new-research-technology-impact-democracy
[1] https://twitter.com/i/web/status/1153567435414487040

Top URLs in Tweet in G8:
[22] https://datasociety.net/output/oxygen-of-amplification/
[2] https://datasociety.net/blog/2019/07/17/now-hiring-newsroom-outreach-lead/
[1] https://twitter.com/datasociety/status/1162084041891258368
[1] https://twitter.com/_felixsimon_/status/1156471711241555968
[1] https://datasociety.net/output/media-manipulation-and-disinfo-online/
[1] https://datasociety.net/research/media-manipulation/
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fthe-fragmentation-of-truth-3c766ebb74cf
[1] https://journals.sagepub.com/doi/pdf/10.1177/2056305119849493

Top URLs in Tweet in G9:
[6] https://www.youtube.com/watch?v=oFC-0FR2hko

[5] https://www.youtube.com/watch?v=CuFKYSSZtpo&t=4s

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

[3] https://youtu.be/Ro8b69VeL9U
[3] https://the-parallax.com/2019/06/12/what-to-do-customs-social-media/
[3] https://twitter.com/philipoltermann/status/1144624365608288256
[2] https://lauraflanders.org/2019/07/design-for-justice/
[2] https://www.npr.org/2019/07/07/739316746/microsoft-closes-the-book-on-its-e-library-erasing-all-user-content?t=1563000500135
[2] https://penworks.net/ok-we-got-here-so-where-do-we-go-next/
[2] https://www.youtube.com/watch?v=Ro8b69VeL9U&feature=youtu.be


Top URLs in Tweet in G10:
[2] https://secure.actblue.com/donate/jfkorganizers
[1] https://twitter.com/humanity_fwd/status/1160198939380858880?s=21
[1] https://www.privacyboard.nyc/
[1] https://twitter.com/theochino/status/1157706464968040450?s=20
[1] https://twitter.com/theochino/status/1160968447154708481?s=20
[1] https://citylimits.org/2009/04/27/eternal-agitation-is-the-price-of-living-here/
[1] https://www.jamesfeltonkeith.com/americanvalueact
[1] https://www.jamesfeltonkeith.com/radioshow/episode/c06f35eb/inclusionism-guest-katharina-pistor-author-of-the-code-of-capital
[1] https://www.jamesfeltonkeith.com/store
[1] https://www.jamesfeltonkeith.com/radioshow/episode/c1c8dd40/inclusionism-guests-prof-shiela-foster-and-prof-suresh-naidu

Top Domains
Top Domains in Tweet in Entire Graph:
[676] datasociety.net
[572] twitter.com
[170] medium.com
[63] youtube.com
[46] nytimes.com
[16] statnews.com
[11] slate.com
[10] theguardian.com
[9] campaign-archive.com
[8] youtu.be

Top Domains in Tweet in G1:
[193] datasociety.net
[100] twitter.com
[47] medium.com
[21] youtube.com
[14] nytimes.com
[14] statnews.com
[10] slate.com
[9] campaign-archive.com
[6] technologyreview.com
[5] youtu.be

Top Domains in Tweet in G2:
[159] twitter.com
[111] datasociety.net
[35] medium.com
[15] nytimes.com
[6] youtube.com
[4] eventbrite.com
[4] ssrn.com
[3] bit.ly
[3] harvard.edu
[2] statnews.com

Top Domains in Tweet in G3:
[41] datasociety.net
[19] twitter.com
[15] nytimes.com
[4] medium.com
[2] youtube.com
[2] threadreaderapp.com
[1] overcast.fm
[1] org.uk
[1] gwu.edu
[1] umd.edu

Top Domains in Tweet in G4:
[76] datasociety.net
[61] twitter.com
[28] medium.com
[3] tweetedtimes.com
[2] t.co
[2] getpocket.com
[2] lnkd.in
[1] nytimes.com
[1] commercialfreechildhood.org
[1] ne.jp

Top Domains in Tweet in G5:
[12] youtube.com
[3] twitter.com
[2] cnbc.com
[2] medium.com
[1] economist.com
[1] cnet.com
[1] blogspot.com
[1] datasociety.net
[1] here.org
[1] howdowefixit.me

Top Domains in Tweet in G6:
[19] datasociety.net
[13] twitter.com
[10] medium.com
[4] theguardian.com
[1] journalistsresource.org
[1] data.gov
[1] youtube.com

Top Domains in Tweet in G7:
[11] twitter.com
[6] datasociety.net
[2] knightfoundation.org
[1] medium.com
[1] insidehighered.com
[1] ac.uk
[1] cornell.edu

Top Domains in Tweet in G8:
[26] datasociety.net
[2] twitter.com
[1] medium.com
[1] sagepub.com

Top Domains in Tweet in G9:
[18] twitter.com
[17] youtube.com
[5] datasociety.net
[3] youtu.be
[3] the-parallax.com
[2] lauraflanders.org
[2] npr.org
[2] penworks.net
[2] medium.com
[1] gizmodo.com

Top Domains in Tweet in G10:
[4] twitter.com
[4] jamesfeltonkeith.com
[2] actblue.com
[1] privacyboard.nyc
[1] citylimits.org
[1] youtube.com
[1] citylab.com
[1] datasociety.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[97] ai
[51] abovethenoise
[47] tech
[39] algorithms
[38] deepfakes
[32] surveillance
[27] design
[25] datasociety
[23] disabled
[23] racism



Top Hashtags in Tweet in G1:
[53] ai
[26] algorithms
[21] racism
[20] deepfakes
[17] abovethenoise
[11] mylesbess
[11] dnl16
[9] technology
[8] aitraps
[7] algorithmicaccountability

Top Hashtags in Tweet in G2:
[29] surveillance
[27] ai
[18] tech
[11] bias
[10] databite
[10] race
[8] ethicalcs
[8] technology
[7] design
[6] ethics

Top Hashtags in Tweet in G3:
[3] deepfakes
[2] harassment
[1] pdf
[1] privacy
[1] ai
[1] machinelearning
[1] artificialintelligence
[1] deepstate
[1] antifaterrorists
[1] transgender

Top Hashtags in Tweet in G4:
[5] aiethics
[4] ai
[2] voxadpocalypse
[2] abovethenoise
[1] uber
[1] ainext
[1] machinelearning
[1] cdnpoli
[1] seo
[1] デジタルアーカイブ

Top Hashtags in Tweet in G5:
[2] google
[2] nogcpforcbp
[1] disabled
[1] design
[1] tech
[1] podcast

Top Hashtags in Tweet in G6:
[3] cheapfakes
[2] abovethenoise
[1] deepfakes
[1] ethicalcs
[1] accessibility
[1] datavoid
[1] placemaking

Top Hashtags in Tweet in G7:
[1] tech
[1] knightarts
[1] algorithmicaccountability
[1] captivatingtechnology
[1] datascientists
[1] scientists
[1] ai
[1] fediverse
[1] ourdatabodies
[1] disinformation

Top Hashtags in Tweet in G8:
[1] gunviolence
[1] medialiteracy
[1] nonotoriety
[1] trolls
[1] internet
[1] media

Top Hashtags in Tweet in G9:
[25] abovethenoise
[17] design
[17] tech
[16] disabled
[13] datasociety
[8] deepfakes
[6] ethics
[5] cto
[5] ceo
[4] data

Top Hashtags in Tweet in G10:
[9] yanggang
[5] ubi
[4] datadividend
[4] inclusionism
[3] personaldata
[3] weoweus
[2] 21stcenturyproblems
[2] 21stcenturysolutions
[2] humanityfirst
[2] ownyourdata

Top Words
Top Words in Tweet in Entire Graph:
[3163] Words in Sentiment List#1: Positive
[2527] Words in Sentiment List#2: Negative
[14] Words in Sentiment List#3: Angry/Violent
[102903] Non-categorized Words
[108593] Total Words
[2804] datasociety
[911] s
[734] research
[600] ì
[456] people

Top Words in Tweet in G1:
[1150] datasociety
[327] s
[252] research
[212] disinformation
[186] d
[143] researcher
[134] new
[130] re
[125] math_rachel
[118] apply

Top Words in Tweet in G2:
[827] datasociety
[209] s
[140] research
[123] mutalenkonde
[116] d
[116] tech
[115] talk
[102] data
[97] zephoria
[91] safiyanoble

Top Words in Tweet in G3:
[263] beccalew
[233] datasociety
[194] s
[178] people
[175] research
[164] alicetiara
[164] published
[160] gamergate
[160] again
[159] talking

Top Words in Tweet in G4:
[37] data
[22] society
[22] media
[14] youtube
[13] people
[11] social
[11] points
[10] ai
[10] read
[10] agnotology

Top Words in Tweet in G5:
[36] datasociety
[12] zeynep
[9] danbuk4
[9] data
[8] cjcolclough
[7] zephoria
[7] transparent
[6] more
[6] andrew4mk
[5] m_older

Top Words in Tweet in G6:
[54] datasociety
[39] bostonjoan
[24] research
[23] please
[18] shorensteinctr
[17] data
[16] jeffjarvis
[15] use
[15] journalists
[14] white

Top Words in Tweet in G7:
[66] datasociety
[56] knightfdn
[41] research
[34] projects
[33] zephoria
[27] ecstatic
[27] announce
[27] supporting
[27] team
[27] various

Top Words in Tweet in G8:
[63] wphillips49
[46] media
[42] journalists
[41] news
[40] year
[37] earlier
[37] conducted
[37] interviews
[37] 50
[37] experts

Top Words in Tweet in G9:
[88] datasociety
[55] kqededspace
[29] youtube
[26] algorithms
[25] #abovethenoise
[23] s
[21] safiyanoble
[21] episode
[20] co
[20] thelfshow

Top Words in Tweet in G10:
[111] incomemarch
[110] radxchange
[110] nerdsforyang
[110] basicincomeorg
[108] scottsantens
[103] baseincomequote
[102] humanity_fwd
[91] jfkii
[74] basicincomenyc
[74] datasociety

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[320] d,s
[320] ì,ì
[195] data,society
[169] research,alicetiara
[168] people,talking
[168] talking,gamergate
[168] gamergate,again
[168] again,thought
[168] thought,link
[168] link,research

Top Word Pairs in Tweet in G1:
[178] d,s
[110] disinformation,action
[109] heart,rate
[108] rate,trackers
[80] action,lab
[75] math_rachel,datasociety
[74] senior,research
[62] research,analyst
[62] check,out
[60] datasociety,inaccuracy

Top Word Pairs in Tweet in G2:
[104] d,s
[53] farbandish,histoftech
[53] histoftech,poptechworks
[53] poptechworks,datasociety
[53] datasociety,safiyanoble
[53] safiyanoble,hypervisible
[52] racial,literacy
[43] data,society
[42] literacy,tech
[37] s,fellow

Top Word Pairs in Tweet in G3:
[158] research,alicetiara
[157] people,talking
[157] talking,gamergate
[157] gamergate,again
[157] again,thought
[157] thought,link
[157] link,research
[157] alicetiara,published
[156] beccalew,people
[156] published,2017

Top Word Pairs in Tweet in G4:
[21] data,society
[10] society,points
[7] media,manipulation
[6] agnotology,epistemological
[6] epistemological,fragmentation
[6] media,literacy
[5] alternative,influence
[5] social,media
[5] human,rights
[4] danah,boyd

Top Word Pairs in Tweet in G5:
[5] visiting,ieeesa
[5] ieeesa,put
[5] put,real
[5] real,flesh
[5] flesh,bone
[5] bone,p7005
[5] p7005,transparent
[5] transparent,employer
[5] employer,governance
[5] governance,employee

Top Word Pairs in Tweet in G6:
[12] please,read
[11] tips,covering
[11] covering,white
[11] white,supremacists
[11] supremacists,#4
[11] #4,use
[11] use,terms
[11] terms,describe
[11] describe,themselves
[11] themselves,alt

Top Word Pairs in Tweet in G7:
[28] datasociety,research
[27] zephoria,ecstatic
[27] ecstatic,announce
[27] announce,knightfdn
[27] knightfdn,supporting
[27] supporting,datasociety
[27] research,team
[27] team,various
[27] various,projects
[27] projects,focused

Top Word Pairs in Tweet in G8:
[37] earlier,year
[37] year,conducted
[37] conducted,interviews
[37] interviews,50
[37] 50,journalists
[37] journalists,experts
[37] experts,within
[37] within,around
[37] around,news
[37] news,media

Top Word Pairs in Tweet in G9:
[18] co,produced
[16] evident,whether
[16] whether,#disabled
[16] #disabled,folks
[16] folks,present
[16] present,#design
[16] #design,#tech
[16] #tech,devices
[16] devices,datasociety
[16] datasociety,fellow

Top Word Pairs in Tweet in G10:
[110] radxchange,nerdsforyang
[103] basicincomeorg,baseincomequote
[89] nerdsforyang,humanity_fwd
[89] humanity_fwd,basicincomeorg
[85] incomemarch,scottsantens
[85] scottsantens,radxchange
[74] baseincomequote,basicincomenyc
[73] basicincomenyc,economicsecproj
[73] economicsecproj,datasociety
[38] reverendbob716,incomemarch

Top Replied-To
Top Replied-To in Entire Graph:
@datasociety
@jfkii
@mutalenkonde
@arceyt3
@rubinreport
@jeffgiesea
@crislopezg
@math_rachel
@zephoria
@chanceyfleet

Top Replied-To in G1:
@datasociety
@jeffgiesea
@math_rachel
@kstackwhitney
@janfredrikd
@harmophone
@ruchowdh
@hypervisible
@mutalenkonde
@zephoria

Top Replied-To in G2:
@datasociety
@mutalenkonde
@chanceyfleet
@allergyphd
@shannonmattern
@alexismichelle
@martintisne
@ruchowdh
@provisionalidea
@zephoria

Top Replied-To in G3:
@arceyt3
@rubinreport
@crislopezg
@datasociety
@thekylemurray
@deamoncohln
@lkrnn
@wraith978
@beccalew
@huntwmd

Top Replied-To in G5:
@danbuk4
@caseynewton
@maria_axente
@datasociety
@cjcolclough

Top Replied-To in G6:
@datasociety
@decordovaspandm
@donie
@cwarzel
@joshtpm
@jackiantonovich
@optimizely
@adweek
@crislopezg
@ndiakopoulos

Top Replied-To in G7:
@knightfdn
@zephoria
@jenniferpreston
@gwbstr
@datasociety
@digiphile
@arielrobinson1
@mantzarlis

Top Replied-To in G8:
@hunterw
@mandyvandeven
@daniellecitron
@wphillips49
@mims
@aoc
@amydentata
@math_rachel
@anamariecox
@moorehn

Top Replied-To in G9:
@datasociety
@kqededspace
@bbc5live
@teachersarenrds
@youtube
@thelfshow
@fbaker

Top Replied-To in G10:
@jfkii
@joelnweberii
@reverendbob716
@scottsantens
@humanity_fwd
@tuanaphan1
@benenglerbeer
@derrrrck
@theochino
@bradz1984

Top Mentioned
Top Mentioned in Entire Graph:
@datasociety
@beccalew
@mutalenkonde
@zephoria
@alicetiara
@safiyanoble
@math_rachel
@chanceyfleet
@jessienyc
@incomemarch

Top Mentioned in G1:
@datasociety
@math_rachel
@jeffgiesea
@mutalenkonde
@mrandyngo
@mawnikr
@safiyanoble
@janfredrikd
@jessienyc
@latonero

Top Mentioned in G2:
@datasociety
@mutalenkonde
@safiyanoble
@zephoria
@chanceyfleet
@jessienyc
@latonero
@poptechworks
@hypervisible
@histoftech

Top Mentioned in G3:
@beccalew
@datasociety
@alicetiara
@kevinroose
@clairlemon
@willsommer
@rubinreport
@youtube
@nytimes
@conspirator0

Top Mentioned in G4:
@anastasiafennec

Top Mentioned in G5:
@datasociety
@zeynep
@danbuk4
@zephoria
@cjcolclough
@andrew4mk
@m_older
@lifewinning
@suryamattu
@mutalenkonde

Top Mentioned in G6:
@datasociety
@bostonjoan
@shorensteinctr
@jeffjarvis
@journoresource
@joshtpm
@mediated1
@amnadler
@frankpasquale
@zephoria

Top Mentioned in G7:
@datasociety
@knightfdn
@zephoria
@gwtweets
@nyuniversity
@carnegiemellon
@unc
@smpagwu
@iunewsroom
@stanfordpacs

Top Mentioned in G8:
@wphillips49
@datasociety
@cward1e
@sciam
@jayrosen_nyu
@philipoconnor
@aoc
@mrpeterdahl
@beccalew
@hunterw

Top Mentioned in G9:
@datasociety
@kqededspace
@safiyanoble
@thelfshow
@llcycore
@vilissathompson
@rampyourvoice
@zephoria
@annelise_kqed

Top Mentioned in G10:
@incomemarch
@radxchange
@nerdsforyang
@basicincomeorg
@scottsantens
@baseincomequote
@humanity_fwd
@basicincomenyc
@datasociety
@economicsecproj

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@sectest9
@robre62
@gamergeeknews
@bannerite
@billm9
@n7irl
@chidambara09
@michael2014abc
@paxnostrum

Top Tweeters in G1:
@n7irl
@paxnostrum
@guardian
@huffpost
@sueleugers
@slate
@nembotavy_0101
@starfishncoffee
@adekleine
@sassycrass

Top Tweeters in G2:
@gamergeeknews
@eykis
@blogdiva
@calcaware
@kmontenegro
@nytimes
@trippbraden
@kristenmchugh22
@avocalistsrival
@pennyb

Top Tweeters in G3:
@billm9
@michael2014abc
@itswanda
@teamyoutube
@vilinthril
@lizditz
@tadrow
@glynmoody
@catwoman1979
@wsscherk

Top Tweeters in G4:
@jeffsonstein
@sanrau
@enkiv2
@trentmkays
@mh120480
@chrisshort
@a_place_n_time
@darickr
@archivist_kyoto
@grammasheri

Top Tweeters in G5:
@bannerite
@valaafshar
@zaibatsu
@sai
@niubi
@ronhall46
@karaswisher
@m_older
@ryanlcooper
@politics_pr

Top Tweeters in G6:
@wsj
@blerdmommy
@buzzfeed
@aine
@flightbomb
@whtapl
@joshtpm
@taninthesummer
@leisuregoddess
@dorothyk98

Top Tweeters in G7:
@jornalistavitor
@tigerbeat
@latimes
@africancurators
@digiphile
@maelorin
@hoowitterhooo
@darkuncle
@paulemetz
@mikertrice

Top Tweeters in G8:
@amydentata
@owenblacker
@mumbly_joe
@leftboomer
@drjengunter
@peterba82304711
@ireneista
@anamariecox
@faris
@philipoconnor

Top Tweeters in G9:
@sectest9
@paxxman
@thatmags
@jennbinis
@iluvhorseracing
@bbc5live
@quitenonplussed
@mynaedu
@classroomtools
@kqednews

Top Tweeters in G10:
@otakuproxy
@scottsantens
@ailsaforshaw
@basicincome
@trentknauer
@revivin_ophelia
@bas
@jfkii
@reverendbob716
@zombie1113


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