datasociety, Twitter, 7/14/2019 7:09:30 PM, 203093


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datasociety_2019-07-14_11-32-55.xlsx
datasociety_2019-07-14_11-32-55.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 14, 2019
Short Description:
datasociety via NodeXL http://bit.ly/2NV1rCa
@datasociety
@antifashgordon
@zephoria
@beccalew
@mutalenkonde
@danbuk4
@doikayt
@jessienyc
@saiphcita
@nataliamazotte

Top hashtags:
#ai
#abovethenoise
#algorithms
#datasociety
#racism
#deepfakes
#tech
#bias
#databite

Description:
Description
The graph represents a network of 4,019 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, 14 July 2019 at 18:34 UTC.

The requested start date was Sunday, 14 July 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 60-day, 7-hour, 30-minute period from Tuesday, 14 May 2019 at 16:27 UTC to Saturday, 13 July 2019 at 23:57 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 : 4019
Unique Edges : 7532
Edges With Duplicates : 4353
Total Edges : 11885
Number of Edge Types : 3
Mentions : 10569
Tweet : 405
Replies to : 911
Self-Loops : 405
Reciprocated Vertex Pair Ratio : 0.0531914893617021
Reciprocated Edge Ratio : 0.101010101010101
Connected Components : 218
Single-Vertex Connected Components : 135
Maximum Vertices in a Connected Component : 3521
Maximum Edges in a Connected Component : 11373
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.074645
Graph Density : 0.000527236790006058
Modularity : 0.470523
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[120] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[89] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[82] https://datasociety.net/output/alternative-influence/
[65] https://twitter.com/datasociety/status/1144704521714536448
[42] https://datasociety.net/output/algorithmic-accountability-a-primer/
[40] https://datasociety.net/output/oxygen-of-amplification/
[35] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[30] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fagnotology-and-epistemological-fragmentation-56aa3c509c6b
[28] https://twitter.com/datasociety/status/1131204571261542401
[23] https://points.datasociety.net/agnotology-and-epistemological-fragmentation-56aa3c509c6b

Top URLs in Tweet in G1:
[55] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[22] https://datasociety.net/output/algorithmic-accountability-a-primer/
[14] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[11] https://racialliteracy.tech/
[10] https://datasociety.net/output/oxygen-of-amplification/
[8] https://datasociety.net/blog/2019/04/24/now-hiring-program-manager-research/
[7] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[7] https://twitter.com/datasociety/status/1146080194291208193
[6] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsilicon-valley-nationalism-86eaf8461b97
[6] https://listen.datasociety.net/ghost-work/

Top URLs in Tweet in G2:
[6] https://datasociety.net/output/alternative-influence/
[1] https://twitter.com/EmilyGorcenski/status/1132211945619251200
[1] https://www.avclub.com/alt-right-women-discover-that-bitter-racists-are-also-1821030509
[1] https://datasociety.net/wp-content/uploads/2018/09/DS_Alternative_Influence.pdf
[1] https://twitter.com/datasociety/status/1130851066520543236
[1] https://twitter.com/benshapiro/status/116002989570920448?s=19
[1] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/

Top URLs in Tweet in G3:
[79] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[17] https://points.datasociety.net/agnotology-and-epistemological-fragmentation-56aa3c509c6b
[10] https://datasociety.net/output/alternative-influence/
[10] https://www.nytimes.com/interactive/2019/06/08/technology/youtube-radical.html?smid=tw-share
[7] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[5] https://datasociety.net/wp-content/uploads/2018/09/DS_Alternative_Influence.pdf
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fagnotology-and-epistemological-fragmentation-56aa3c509c6b
[3] https://twitter.com/datasociety/status/1131204571261542401
[3] https://points.datasociety.net/the-fragmentation-of-truth-3c766ebb74cf
[3] https://points.datasociety.net/media-manipulation-strategic-amplification-and-responsible-journalism-95f4d611f462

Top URLs in Tweet in G4:
[17] https://twitter.com/datasociety/status/1131204571261542401
[13] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[11] https://twitter.com/datasociety/status/1130851066520543236
[11] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[9] https://datasociety.net/output/algorithmic-accountability-a-primer/
[9] https://datasociety.net/wp-content/uploads/2019/05/Racial_Literacy_Tech_Final_0522.pdf
[8] https://datasociety.net/events/databite-no-121-chancey-fleet-mutale-nkonde/
[8] https://datasociety.net/output/oxygen-of-amplification/
[6] https://datasociety.net/output/advancing-racial-literacy-in-tech/
[5] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42

Top URLs in Tweet in G5:
[9] https://twitter.com/nytopinion/status/1149502142362734594
[9] https://www.nytimes.com/2019/07/11/opinion/data-humanitarian-aid.html
[5] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[4] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[4] https://twitter.com/accessnow/status/1142148177463635968
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fwhen-humans-attack-re-thinking-safety-security-and-ai-b7a15506a115
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[3] https://youtu.be/CuFKYSSZtpo
[2] https://www.sciencedirect.com/science/article/pii/S0267364918302012
[2] https://medium.com/m/global-identity?redirectUrl=https://points.datasociety.net/did-media-literacy-backfire-7418c084d88d

Top URLs in Tweet in G6:
[8] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fagnotology-and-epistemological-fragmentation-56aa3c509c6b
[8] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[5] https://datasociety.net/output/alternative-influence/
[4] https://points.datasociety.net/agnotology-and-epistemological-fragmentation-56aa3c509c6b
[3] https://points.datasociety.net/silicon-valley-nationalism-86eaf8461b97
[3] https://datasociety.net/output/lexicon-of-lies/
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fracial-literacy-and-the-potential-for-the-tech-world-2dc4339e065a
[3] https://datasociety.net/wp-content/uploads/2018/09/DS_Alternative_Influence.pdf
[3] https://datasociety.net/pubs/oh/DataAndSociety_MediaManipulationAndDisinformationOnline.pdf
[3] https://twitter.com/datasociety/status/1146168422759325697

Top URLs in Tweet in G7:
[3] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[3] https://mitpress.mit.edu/contributors/nanna-bonde-thylstrup
[1] https://strategy.data.gov/action-plan/
[1] https://twitter.com/frankpasquale/status/1136614310950649856
[1] https://www.eventbrite.com/e/captivating-technology-launch-tickets-60000867209o
[1] https://twitter.com/centerforcrds/status/1144247756892061696
[1] https://datasociety.net/wp-content/uploads/2019/05/Racial_Literacy_Tech_Final_0522.pdf
[1] https://www.technologyreview.com/s/612588/its-time-for-a-bill-of-data-rights/
[1] https://datasociety.net/output/oxygen-of-amplification/?platform=hootsuite
[1] https://twitter.com/GavinFreeguard/status/1144286129686024192

Top URLs in Tweet in G8:
[8] https://points.datasociety.net/systemic-algorithmic-harms-e00f99e72c42
[5] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[5] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[3] https://datasociety.net/output/algorithmic-accountability-a-primer/
[1] https://twitter.com/AmitElazari/status/1129779353045180417
[1] http://www.lse.ac.uk/media-and-communications/people/academic-staff/seeta-pena-gangadharan
[1] https://twitter.com/amythibodeau/status/1146885119011106816
[1] https://datasociety.net/events/databite-no-122-jessie-daniels-stephanie-dinkins-jasmine-mcnealy/
[1] https://twitter.com/datasociety/status/1143945269043589120
[1] https://twitter.com/datasociety/status/1143588166584217602

Top URLs in Tweet in G9:
[3] https://www.youtube.com/watch?v=Ry4niroaRhc&feature=youtu.be

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

[1] https://medium.com/read-write-participate/would-an-algorithm-hire-you-or-ignore-your-resume-db315a873c91
[1] https://www.youtube.com/watch?v=zj2DEQCOTh0&feature=youtu.be

[1] http://futurict.blogspot.com/2019/01/a-platform-for-informational-self.html
[1] https://datasociety.net/events/databite-no-110-claudia-haupt-rishab-nithyanand-matt-jones/
[1] https://twitter.com/NUSLclic/status/1142130066924691457
[1] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[1] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[1] http://www.howdowefixit.me

Top URLs in Tweet in G10:
[50] https://datasociety.net/output/alternative-influence/
[6] https://datasociety.net/output/media-manipulation-and-disinfo-online/
[2] https://datasociety.net/wp-content/uploads/2018/09/DS_Alternative_Influence.pdf
[1] https://twitter.com/kevinroose/status/1137372560113274881
[1] https://www.start.umd.edu/pubs/START_PIRUS_UseOfSocialMediaByUSExtremists_ResearchBrief_July2018.pdf
[1] https://www.rand.org/pubs/research_reports/RR453.html
[1] https://extremism.gwu.edu/isis-online-reports
[1] https://datasociety.net/output/oxygen-of-amplification/
[1] https://www.newsbusters.org/blogs/techwatch/gabriel-hays/2018/09/19/social-media-study-lumps-conservative-pundits-white
[1] https://twitter.com/EricRWeinstein/status/1101666764071436288

Top Domains
Top Domains in Tweet in Entire Graph:
[725] datasociety.net
[542] twitter.com
[161] medium.com
[53] youtube.com
[33] nytimes.com
[15] racialliteracy.tech
[14] eventbrite.com
[9] technologyreview.com
[8] youtu.be
[8] campaign-archive.com

Top Domains in Tweet in G1:
[184] datasociety.net
[50] twitter.com
[37] medium.com
[13] youtube.com
[12] racialliteracy.tech
[9] nytimes.com
[8] campaign-archive.com
[7] technologyreview.com
[6] statnews.com
[5] slate.com

Top Domains in Tweet in G2:
[8] datasociety.net
[3] twitter.com
[1] avclub.com

Top Domains in Tweet in G3:
[151] datasociety.net
[76] twitter.com
[17] medium.com
[10] nytimes.com
[4] youtube.com
[3] dailycaller.com
[2] sagepub.com
[2] comnetwork.org
[1] thedailybeast.com
[1] on-ramps.com

Top Domains in Tweet in G4:
[137] twitter.com
[102] datasociety.net
[16] medium.com
[9] youtube.com
[4] eventbrite.com
[3] nytimes.com
[3] disruptionlab.org
[3] google.com
[2] racialliteracy.tech
[2] mzl.la

Top Domains in Tweet in G5:
[37] twitter.com
[26] datasociety.net
[17] medium.com
[10] nytimes.com
[3] youtu.be
[2] sciencedirect.com
[1] privacyinternational.org
[1] harvard.edu
[1] penguinrandomhouse.com
[1] racialliteracy.tech

Top Domains in Tweet in G6:
[66] datasociety.net
[49] twitter.com
[30] medium.com
[2] t.co
[2] tweetedtimes.com
[1] dlvr.it
[1] nytimes.com
[1] commercialfreechildhood.org
[1] ne.jp
[1] datasociety.com

Top Domains in Tweet in G7:
[8] datasociety.net
[7] twitter.com
[3] mit.edu
[2] nyupress.org
[1] data.gov
[1] eventbrite.com
[1] technologyreview.com
[1] aeaweb.org

Top Domains in Tweet in G8:
[21] datasociety.net
[5] medium.com
[5] twitter.com
[1] ac.uk

Top Domains in Tweet in G9:
[6] youtube.com
[3] datasociety.net
[2] medium.com
[2] twitter.com
[1] blogspot.com
[1] howdowefixit.me

Top Domains in Tweet in G10:
[59] datasociety.net
[3] twitter.com
[1] umd.edu
[1] rand.org
[1] gwu.edu
[1] newsbusters.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[90] ai
[49] abovethenoise
[43] algorithms
[26] datasociety
[24] racism
[23] deepfakes
[21] tech
[19] bias
[16] databite
[16] ethics



Top Hashtags in Tweet in G1:
[24] ai
[16] abovethenoise
[10] deepfakes
[8] mylesbess
[7] algorithms
[5] tech
[5] datavoid
[5] databites
[4] databite
[4] technology

Top Hashtags in Tweet in G2:
[1] maga2020

Top Hashtags in Tweet in G3:
[4] comnetlive
[3] ki
[3] mehrwert
[3] moralsmachines
[2] dplafest
[2] ona18
[2] abovethenoise
[2] truth
[2] fakenews
[2] dataprivacy

Top Hashtags in Tweet in G4:
[49] ai
[25] algorithms
[23] racism
[16] bias
[12] dnl16
[11] race
[11] databite
[10] tech
[10] ethicalcs
[9] racial

Top Hashtags in Tweet in G5:
[6] ai
[6] aiforgood
[5] digitalsociety
[4] surveillance
[4] rightscon2019
[4] gdpr
[3] icymi
[2] sif19
[2] data
[2] humaneai

Top Hashtags in Tweet in G6:
[3] datasociety
[3] data
[2] technology
[2] aiethics
[2] voxadpocalypse
[2] abovethenoise
[1] 1050h
[1] reality
[1] nationalism
[1] narrative

Top Hashtags in Tweet in G7:
[5] misinformation
[4] fakenews
[4] disinformation
[1] journalism
[1] hatespeech

Top Hashtags in Tweet in G8:
[7] ica19
[1] bugbounty
[1] bugbounties
[1] ourdatabodies
[1] algorithmicfairness
[1] ai
[1] aibias
[1] socialjustice
[1] datajustice
[1] cheapfakes

Top Hashtags in Tweet in G9:
[1] abovethenoise
[1] podcast

Top Words
Top Words in Tweet in Entire Graph:
[2998] Words in Sentiment List#1: Positive
[2523] Words in Sentiment List#2: Negative
[20] Words in Sentiment List#3: Angry/Violent
[102380] Non-categorized Words
[107901] Total Words
[2697] datasociety
[622] antifashgordon
[600] ì
[564] s
[513] full

Top Words in Tweet in G1:
[755] datasociety
[209] s
[165] disinformation
[158] tech
[138] new
[129] research
[115] racial
[112] action
[110] literacy
[102] jeffgiesea

Top Words in Tweet in G2:
[585] antifashgordon
[496] shapiro
[490] ben
[486] gateway
[481] fbi
[481] full
[480] identified
[480] interviews
[480] ideological
[480] blown

Top Words in Tweet in G3:
[539] datasociety
[250] rubinreport
[167] zephoria
[125] beccalew
[113] now
[113] research
[111] timcast
[109] joerogan
[102] out
[101] disinformation

Top Words in Tweet in G4:
[580] datasociety
[239] mutalenkonde
[126] s
[122] tech
[105] â
[101] jessienyc
[93] literacy
[88] racial
[79] ai
[76] talk

Top Words in Tweet in G5:
[223] datasociety
[76] ai
[58] terms
[53] m_c_elish
[52] latonero
[51] zararah
[48] s
[41] new
[40] disinformation
[39] research

Top Words in Tweet in G6:
[29] â
[26] data
[12] social
[11] society
[10] agnotology
[10] media
[10] tech
[10] algorithmic
[9] s
[8] epistemological

Top Words in Tweet in G7:
[56] datasociety
[56] data
[23] ainowinstitute
[22] zephoria
[20] new
[17] martintisne
[14] odihq
[13] article
[13] rights
[12] need

Top Words in Tweet in G8:
[92] datasociety
[89] kinjaldave7
[45] nataliegk1
[40] work
[38] finding
[38] voice
[38] algorithmic
[37] thank
[36] slowly
[36] scary

Top Words in Tweet in G9:
[28] datasociety
[8] zeynep
[6] zephoria
[6] mutalenkonde
[6] reshmasaujani
[5] ceo
[5] m_older
[5] stay
[5] tuned
[5] sequel

Top Words in Tweet in G10:
[26] youtube
[25] datasociety
[19] gaywonk
[13] beccalew
[12] oneunderscore__
[8] google
[8] love
[8] feedback
[8] goangelo
[8] analysis

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[497] ben,shapiro
[493] identified,fbi
[493] fbi,interviews
[493] ideological,gateway
[493] gateway,full
[493] full,blown
[492] shapiro,pissed
[492] pissed,recently
[492] recently,identified
[492] interviews,ideological

Top Word Pairs in Tweet in G1:
[112] disinformation,action
[108] racial,literacy
[98] d,s
[86] action,lab
[71] senior,research
[62] research,analyst
[57] datasociety,mrandyngo
[55] program,manager
[54] literacy,tech
[54] datasociety,report

Top Word Pairs in Tweet in G2:
[483] ben,shapiro
[480] identified,fbi
[480] fbi,interviews
[480] ideological,gateway
[480] gateway,full
[480] full,blown
[479] shapiro,pissed
[479] pissed,recently
[479] recently,identified
[479] interviews,ideological

Top Word Pairs in Tweet in G3:
[103] datasociety,timcast
[103] timcast,joerogan
[101] rubinreport,datasociety
[92] disinformation,action
[91] fabricate,report
[91] report,datasociety
[91] datasociety,random
[91] random,lines
[91] lines,kicked
[91] kicked,out

Top Word Pairs in Tweet in G4:
[82] racial,literacy
[56] d,s
[51] poptechworks,datasociety
[51] literacy,tech
[47] farbandish,histoftech
[47] histoftech,poptechworks
[47] datasociety,safiyanoble
[47] safiyanoble,hypervisible
[32] s,fellows
[30] algorithmic,harms

Top Word Pairs in Tweet in G5:
[29] defining,terms
[29] terms,mis
[29] mis,disinformation
[29] disinformation,debate
[29] debate,really
[29] really,'lexicon
[29] 'lexicon,lies'
[29] lies',guide
[29] guide,terms
[29] terms,problematic

Top Word Pairs in Tweet in G6:
[11] data,society
[7] epistemological,fragmentation
[7] society,points
[6] agnotology,epistemological
[5] socio,technical
[5] technical,systems
[5] disinformation,action
[5] action,lab
[4] ai,ml
[4] now,hiring

Top Word Pairs in Tweet in G7:
[11] datasociety,ainowinstitute
[11] fix,existing
[11] existing,problems
[11] problems,creates
[11] creates,new
[11] new,ones
[11] ones,article
[11] article,need
[11] need,bill
[11] bill,data

Top Word Pairs in Tweet in G8:
[36] slowly,finding
[36] finding,voice
[36] voice,scary
[36] scary,work
[36] work,thank
[36] thank,nataliegk1
[36] nataliegk1,researchers
[36] researchers,datasociety
[36] datasociety,support
[35] kinjaldave7,slowly

Top Word Pairs in Tweet in G9:
[5] stay,tuned
[5] tuned,sequel
[5] sequel,online
[5] online,speech
[5] speech,regulation
[5] regulation,comparative
[5] comparative,constitutional
[5] constitutional,perspective
[5] perspective,preview
[4] m_older,baratunde

Top Word Pairs in Tweet in G10:
[8] gaywonk,youtube
[8] love,feedback
[8] feedback,beccalew
[8] beccalew,datasociety
[8] datasociety,oneunderscore__
[8] oneunderscore__,goangelo
[8] goangelo,analysis
[8] analysis,proposal
[7] soychicka,love
[6] youtube,datasociety

Top Replied-To
Top Replied-To in Entire Graph:
@datasociety
@rubinreport
@antifashgordon
@ruchowdh
@arceyt3
@mutalenkonde
@jeffgiesea
@handsanitizer_8
@kinjaldave7
@derekgt

Top Replied-To in G1:
@datasociety
@jeffgiesea
@ruchowdh
@kstackwhitney
@janfredrikd
@harmophone
@hypervisible
@itsbirdemic
@ilovedrummin
@hunterw

Top Replied-To in G2:
@antifashgordon
@derekgt
@handsanitizer_8
@houstonshomer47
@baseballspank
@patricksmith056
@jamesgallager
@albedoa
@zenghazi
@anxioustype

Top Replied-To in G3:
@rubinreport
@bizzarorubin
@seventeentheman
@bacnlttrstmrrw
@ruchowdh
@beccalew
@handsanitizer_8
@thejudojoker
@deamoncohln
@pennyb

Top Replied-To in G4:
@mutalenkonde
@datasociety
@allergyphd
@bostonjoan
@chanceyfleet
@shannonmattern
@farbandish
@provisionalidea
@ruchowdh
@donie

Top Replied-To in G5:
@datasociety
@alexismichelle
@cjcolclough
@_karenhao
@siobhangreen
@s_r_constantin
@ruchowdh
@juliacarriew
@kinjaldave7
@bankillerrobots

Top Replied-To in G7:
@martintisne
@robinc
@datasociety
@glynmottershead
@sophiewarnes
@profwernimont
@shotinshanghai
@tamaranopper
@puntofisso
@doteveryone

Top Replied-To in G8:
@kinjaldave7
@datasociety
@farbandish
@v_schulercosta
@allergyphd
@by_caballero

Top Replied-To in G9:
@sydell
@caseynewton
@danbuk4

Top Replied-To in G10:
@roguenotary
@gaywonk
@rpgspiderboss
@huntwmd
@popchassid
@johnrhopkinsjr
@macdaddyballer
@math_rachel
@philosophrob
@emilygorcenski

Top Mentioned
Top Mentioned in Entire Graph:
@datasociety
@antifashgordon
@mutalenkonde
@zephoria
@beccalew
@rubinreport
@jessienyc
@safiyanoble
@joerogan
@timcast

Top Mentioned in G1:
@datasociety
@jeffgiesea
@mrandyngo
@mutalenkonde
@janfredrikd
@jessienyc
@safiyanoble
@chanceyfleet
@radnetworks
@kqededspace

Top Mentioned in G2:
@antifashgordon
@beccalew
@datasociety
@danarel
@glennf
@michaelcarusi
@baseballspank
@soniagupta504
@steve_shives
@fessophesoh

Top Mentioned in G3:
@datasociety
@rubinreport
@zephoria
@beccalew
@timcast
@joerogan
@kevinroose
@mawnikr
@nytimes
@antifashgordon

Top Mentioned in G4:
@datasociety
@mutalenkonde
@jessienyc
@chanceyfleet
@safiyanoble
@hypervisible
@histoftech
@poptechworks
@farbandish
@allergyphd

Top Mentioned in G5:
@datasociety
@zararah
@latonero
@m_c_elish
@cariatidaa
@_karenhao
@aihanguyen
@watkins_welcome
@zephoria

Top Mentioned in G6:

Top Mentioned in G7:
@datasociety
@ainowinstitute
@zephoria
@odihq
@techreview
@martintisne
@katecrawford
@ruha9
@doteveryone
@bkcharvard

Top Mentioned in G8:
@datasociety
@kinjaldave7
@nataliegk1
@zephoria
@northeastern
@ystvns
@yourewrongabout
@truecrimebs
@recode
@dataknightmare

Top Mentioned in G9:
@datasociety
@zeynep
@zephoria
@mutalenkonde
@reshmasaujani
@m_older
@baratunde
@lifewinning
@suryamattu
@cehaupt

Top Mentioned in G10:
@datasociety
@youtube
@gaywonk
@beccalew
@oneunderscore__
@google
@goangelo
@soychicka
@jeremyphoward
@amuellerml

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@edinburghwatch
@michael2014abc
@ottlegalrebels
@asher_wolf
@rowast
@httweets
@bearingtruth
@indianexpress
@1loriking

Top Tweeters in G1:
@edinburghwatch
@huffpost
@guardian
@sueleugers
@evan_welch
@starfishncoffee
@sassycrass
@wsj
@nembotavy_0101
@avocalistsrival

Top Tweeters in G2:
@rowast
@flugennock
@tinyboo49
@nanayasleeps
@nihaustin
@ingdamnit
@lamhfada
@knicks148
@beltwaypanda
@justsikko

Top Tweeters in G3:
@sectest9
@michael2014abc
@bearingtruth
@1loriking
@debeauxos1
@slate
@riwired
@nytimes
@pennyb
@mathewi

Top Tweeters in G4:
@calcaware
@kmontenegro
@catwoman1979
@kristenmchugh22
@euwatchers
@buzzfeed
@spiegelonline
@brianstelter
@wolven
@readywriting

Top Tweeters in G5:
@ottlegalrebels
@santchiweb
@docfreeride
@nytopinion
@martinmavenjina
@wef
@vulgareconomics
@approvedamerica
@briansj3
@renato_umeton

Top Tweeters in G6:
@reignofapril
@jeffsonstein
@sanrau
@mh120480
@djknightman
@archivist_kyoto
@tais_so
@estate4
@crsbecker
@martincouzins

Top Tweeters in G7:
@trippbraden
@whtapl
@karmel80
@sarah_may1
@dehler45
@jukesie
@schemaly
@frankpasquale
@techreview
@puntofisso

Top Tweeters in G8:
@so_treu
@197winstonsmith
@remixtures
@idee_fixe_
@sunil_abraham
@_zeets
@nickkauf
@schock
@kpalmer433
@mdekstrand

Top Tweeters in G9:
@valaafshar
@charlesarthur
@zaibatsu
@theeconomist
@niubi
@karaswisher
@ronhall46
@m_older
@zeynep
@danbuk4

Top Tweeters in G10:
@bethsinniresist
@wsscherk
@cathyyoung63
@steveklabnik
@mollyjongfast
@nicolefroio
@civiccentaur
@transscribe
@google
@elana_brooklyn


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