datasociety, Twitter, 7/10/2019 6:57:42 PM, 202687


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datasociety_2019-07-10_11-32-55.xlsx
datasociety_2019-07-10_11-32-55.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 10, 2019
Short Description:
datasociety via NodeXL http://bit.ly/2YMnpIj
@datasociety
@antifashgordon
@zephoria
@beccalew
@danbuk4
@mutalenkonde
@doikayt
@jessienyc
@nataliamazotte
@ruha9

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

Description:
Description
The graph represents a network of 3,996 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 Wednesday, 10 July 2019 at 18:34 UTC.

The requested start date was Sunday, 07 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 54-day, 15-hour, 26-minute period from Monday, 13 May 2019 at 07:36 UTC to Saturday, 06 July 2019 at 23:03 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 : 3996
Unique Edges : 7453
Edges With Duplicates : 4822
Total Edges : 12275
Number of Edge Types : 3
Mentions : 10857
Replies to : 1017
Tweet : 401
Self-Loops : 401
Reciprocated Vertex Pair Ratio : 0.0536627979533258
Reciprocated Edge Ratio : 0.101859528603577
Connected Components : 228
Single-Vertex Connected Components : 140
Maximum Vertices in a Connected Component : 3481
Maximum Edges in a Connected Component : 11743
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.041666
Graph Density : 0.000528876811730379
Modularity : 0.451553
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[122] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[102] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[76] https://datasociety.net/output/alternative-influence/
[65] https://twitter.com/datasociety/status/1144704521714536448
[42] https://datasociety.net/output/algorithmic-accountability-a-primer/
[36] https://datasociety.net/output/oxygen-of-amplification/
[34] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[34] 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
[28] https://points.datasociety.net/agnotology-and-epistemological-fragmentation-56aa3c509c6b

Top URLs in Tweet in G1:
[64] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[23] https://datasociety.net/output/algorithmic-accountability-a-primer/
[14] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[13] https://datasociety.net/blog/2019/04/24/now-hiring-program-manager-research/
[11] https://racialliteracy.tech/
[10] 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
[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%2Fsilicon-valley-nationalism-86eaf8461b97
[6] https://listen.datasociety.net/dark-patterns-in-accessibility-tech/

Top URLs in Tweet in G2:
[80] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[21] https://points.datasociety.net/agnotology-and-epistemological-fragmentation-56aa3c509c6b
[10] https://www.nytimes.com/interactive/2019/06/08/technology/youtube-radical.html?smid=tw-share
[9] https://datasociety.net/output/alternative-influence/
[8] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[5] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fagnotology-and-epistemological-fragmentation-56aa3c509c6b
[5] https://mobile.twitter.com/IntelDankWeb/status/1128145760154017792
[3] https://points.datasociety.net/the-fragmentation-of-truth-3c766ebb74cf
[3] https://points.datasociety.net/silicon-valley-nationalism-86eaf8461b97
[3] https://twitter.com/datasociety/status/1131204571261542401

Top URLs in Tweet in G3:
[6] https://datasociety.net/output/alternative-influence/
[2] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[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

Top URLs in Tweet in G4:
[15] https://twitter.com/datasociety/status/1131204571261542401
[14] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[13] https://twitter.com/datasociety/status/1130851066520543236
[10] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[8] https://datasociety.net/wp-content/uploads/2019/05/Racial_Literacy_Tech_Final_0522.pdf
[7] https://datasociety.net/events/databite-no-121-chancey-fleet-mutale-nkonde/
[7] https://datasociety.net/output/algorithmic-accountability-a-primer/
[7] https://datasociety.net/output/oxygen-of-amplification/
[6] https://twitter.com/datasociety/status/1145742863877021696
[5] https://datasociety.net/output/advancing-racial-literacy-in-tech/

Top URLs in Tweet in G5:
[7] 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/datasociety/status/1141080644660989952
[4] https://twitter.com/accessnow/status/1142148177463635968
[3] https://datasociety.net/output/algorithmic-accountability-a-primer/
[3] https://mitpress.mit.edu/contributors/nanna-bonde-thylstrup
[2] https://nyu-data-ethics-public-good.eventbrite.com/?aff=Twitter
[2] https://datasociety.net/blog/2019/04/24/now-hiring-program-manager-research/
[2] https://twitter.com/datasociety/status/1131204571261542401
[2] https://datasociety.net/output/digital-identity-in-the-migration-refugee-context/

Top URLs in Tweet in G6:
[11] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fagnotology-and-epistemological-fragmentation-56aa3c509c6b
[7] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[6] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[5] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[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

Top URLs in Tweet in G7:
[7] https://points.datasociety.net/systemic-algorithmic-harms-e00f99e72c42
[5] https://datasociety.net/blog/2019/05/13/now-hiring-program-manager-disinformation-action-lab/
[5] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[4] https://datasociety.net/output/algorithmic-accountability-a-primer/
[1] http://www.lse.ac.uk/media-and-communications/people/academic-staff/seeta-pena-gangadharan
[1] https://twitter.com/amythibodeau/status/1146885119011106816
[1] https://twitter.com/SSRCanxieties/status/1128789876453679104
[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 G8:
[45] https://datasociety.net/output/alternative-influence/
[3] 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://datasociety.net/output/
[1] https://datasociety.net/pubs/oh/DataAndSociety_MediaManipulationAndDisinformationOnline.pdf
[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/

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

[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fagnotology-and-epistemological-fragmentation-56aa3c509c6b
[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] http://www.howdowefixit.me
[1] https://twitter.com/kevinroose/status/1137372560113274881
[1] https://datasociety.net/blog/2019/05/13/now-hiring-senior-research-analyst-disinformation-action-lab/
[1] https://twitter.com/gmfus/status/1128288154224594944

Top URLs in Tweet in G10:
[2] https://datasociety.net/blog/2019/04/24/now-hiring-program-manager-research/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpoints.datasociety.net%2Fsystemic-algorithmic-harms-e00f99e72c42
[1] http://ksr.hkspublications.org/2019/05/13/what-is-at-stake-for-human-rights-in-the-design-of-internet-protocols/
[1] https://twitter.com/i/web/status/1128327364016996360
[1] https://www.technologyreview.com/s/613578/ai-algorithms-liability-human-blame/
[1] https://twitter.com/datasociety/status/1128037292667367424
[1] https://twitter.com/i/web/status/1128053482219503616
[1] https://twitter.com/AmitElazari/status/1129779353045180417
[1] https://points.datasociety.net/systemic-algorithmic-harms-e00f99e72c42
[1] https://twitter.com/datasociety/status/1133802183571361792

Top Domains
Top Domains in Tweet in Entire Graph:
[691] datasociety.net
[563] twitter.com
[153] medium.com
[53] youtube.com
[21] nytimes.com
[15] eventbrite.com
[15] racialliteracy.tech
[9] technologyreview.com
[8] youtu.be
[7] campaign-archive.com

Top Domains in Tweet in G1:
[189] datasociety.net
[52] twitter.com
[38] medium.com
[13] youtube.com
[12] racialliteracy.tech
[7] campaign-archive.com
[7] nytimes.com
[7] technologyreview.com
[6] statnews.com
[5] slate.com

Top Domains in Tweet in G2:
[149] datasociety.net
[131] twitter.com
[18] medium.com
[10] nytimes.com
[4] youtube.com
[3] dailycaller.com
[2] comnetwork.org
[1] on-ramps.com
[1] gizmodo.com
[1] kickstarter.com

Top Domains in Tweet in G3:
[9] datasociety.net
[3] twitter.com
[1] avclub.com

Top Domains in Tweet in G4:
[130] twitter.com
[89] datasociety.net
[14] medium.com
[9] youtube.com
[4] eventbrite.com
[3] nytimes.com
[3] disruptionlab.org
[2] mzl.la
[2] racialliteracy.tech
[2] hayfestival.com

Top Domains in Tweet in G5:
[33] datasociety.net
[27] twitter.com
[5] medium.com
[4] eventbrite.com
[3] mit.edu
[2] pdx.edu
[2] nyupress.org
[1] penguinrandomhouse.com
[1] racialliteracy.tech
[1] data.gov

Top Domains in Tweet in G6:
[67] datasociety.net
[50] twitter.com
[32] medium.com
[3] tweetedtimes.com
[2] t.co
[1] dlvr.it
[1] nytimes.com
[1] commercialfreechildhood.org
[1] ne.jp
[1] datasociety.com

Top Domains in Tweet in G7:
[20] datasociety.net
[7] twitter.com
[6] medium.com
[1] ac.uk

Top Domains in Tweet in G8:
[53] datasociety.net
[3] twitter.com
[1] umd.edu
[1] rand.org
[1] gwu.edu
[1] newsbusters.org

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

Top Domains in Tweet in G10:
[6] twitter.com
[3] datasociety.net
[2] medium.com
[1] hkspublications.org
[1] technologyreview.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[87] ai
[49] abovethenoise
[40] algorithms
[25] datasociety
[24] racism
[23] deepfakes
[19] bias
[19] data
[16] databite
[16] ethics



Top Hashtags in Tweet in G1:
[23] ai
[16] abovethenoise
[10] deepfakes
[8] rightscon2019
[8] mylesbess
[5] tech
[5] algorithms
[5] datavoid
[5] databites
[4] icymi

Top Hashtags in Tweet in G2:
[4] comnetlive
[3] ki
[3] mehrwert
[3] moralsmachines
[2] dplafest
[2] abovethenoise
[2] truth
[2] fakenews
[2] dataprivacy
[2] security

Top Hashtags in Tweet in G3:
[1] maga2020

Top Hashtags in Tweet in G4:
[46] ai
[25] algorithms
[23] racism
[16] bias
[11] dnl16
[11] databite
[10] race
[8] ethicalcs
[8] aitraps
[7] racial

Top Hashtags in Tweet in G5:
[8] nyudataethics
[6] aiforgood
[5] ai
[4] digitalsociety
[4] ethics
[4] gdpr
[3] privacy
[3] business
[3] workplace
[2] sif19

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

Top Hashtags in Tweet in G7:
[1] ourdatabodies
[1] algorithmicfairness
[1] ai
[1] aibias
[1] socialjustice
[1] datajustice
[1] cheapfakes
[1] mylesbess
[1] deepfakes
[1] bias

Top Hashtags in Tweet in G8:
[1] antifaterrorists

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

Top Hashtags in Tweet in G10:
[8] ica19
[1] bugbounty
[1] bugbounties
[1] algorithms
[1] selfdrivingcar
[1] tech
[1] ai
[1] law
[1] ethics

Top Words
Top Words in Tweet in Entire Graph:
[2928] Words in Sentiment List#1: Positive
[2587] Words in Sentiment List#2: Negative
[28] Words in Sentiment List#3: Angry/Violent
[102650] Non-categorized Words
[108165] Total Words
[2755] datasociety
[622] antifashgordon
[600] ì
[575] s
[512] shapiro

Top Words in Tweet in G1:
[725] datasociety
[226] s
[161] tech
[154] new
[143] disinformation
[118] racial
[114] d
[114] literacy
[102] jeffgiesea
[97] researcher

Top Words in Tweet in G2:
[732] datasociety
[467] rubinreport
[250] joerogan
[247] timcast
[177] out
[173] report
[172] zephoria
[167] school
[165] fabricate
[165] random

Top Words in Tweet in G3:
[587] antifashgordon
[498] shapiro
[492] ben
[488] gateway
[483] fbi
[483] full
[482] identified
[482] interviews
[482] ideological
[482] blown

Top Words in Tweet in G4:
[542] datasociety
[235] mutalenkonde
[119] s
[114] tech
[114] â
[99] jessienyc
[87] literacy
[84] racial
[81] ai
[76] talk

Top Words in Tweet in G5:
[187] datasociety
[85] data
[60] terms
[53] zararah
[45] disinformation
[44] s
[40] ethics
[38] new
[35] mis
[35] really

Top Words in Tweet in G6:
[29] â
[23] data
[13] action
[12] social
[12] society
[12] disinformation
[12] lab
[11] now
[11] hiring
[11] agnotology

Top Words in Tweet in G7:
[89] kinjaldave7
[86] datasociety
[45] nataliegk1
[39] work
[38] voice
[38] thank
[38] algorithmic
[36] slowly
[36] finding
[36] scary

Top Words in Tweet in G8:
[32] datasociety
[27] youtube
[19] gaywonk
[15] beccalew
[12] oneunderscore__
[11] people
[8] right
[8] google
[8] love
[8] feedback

Top Words in Tweet in G9:
[24] datasociety
[17] data
[12] zephoria
[8] zeynep
[6] mutalenkonde
[6] reshmasaujani
[5] ceo
[5] m_older
[5] timdavies
[5] sharing

Top Words in Tweet in G10:
[39] datasociety
[32] ai
[27] _karenhao
[26] liability
[25] gets
[25] blamed
[25] harmed
[25] well
[25] humans
[25] act

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] racial,literacy
[110] d,s
[89] disinformation,action
[68] datasociety,new
[67] senior,research
[64] program,manager
[63] action,lab
[58] research,analyst
[57] datasociety,mrandyngo
[55] literacy,tech

Top Word Pairs in Tweet in G2:
[244] datasociety,timcast
[244] timcast,joerogan
[243] rubinreport,datasociety
[165] fabricate,report
[165] report,datasociety
[165] datasociety,random
[165] random,lines
[165] lines,kicked
[165] kicked,out
[165] out,school

Top Word Pairs in Tweet in G3:
[485] ben,shapiro
[482] identified,fbi
[482] fbi,interviews
[482] ideological,gateway
[482] gateway,full
[482] full,blown
[481] shapiro,pissed
[481] pissed,recently
[481] recently,identified
[481] interviews,ideological

Top Word Pairs in Tweet in G4:
[79] racial,literacy
[54] d,s
[51] poptechworks,datasociety
[47] literacy,tech
[47] farbandish,histoftech
[47] histoftech,poptechworks
[47] datasociety,safiyanoble
[47] safiyanoble,hypervisible
[37] socio,technical
[32] s,fellows

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

Top Word Pairs in Tweet in G6:
[12] disinformation,action
[12] action,lab
[11] now,hiring
[11] data,society
[8] epistemological,fragmentation
[7] agnotology,epistemological
[7] society,points
[6] hiring,program
[6] program,manager
[6] manager,disinformation

Top Word Pairs in Tweet in G7:
[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 G8:
[9] beccalew,datasociety
[8] gaywonk,youtube
[8] love,feedback
[8] feedback,beccalew
[8] datasociety,oneunderscore__
[8] oneunderscore__,goangelo
[8] goangelo,analysis
[8] analysis,proposal
[7] soychicka,love
[6] youtube,datasociety

Top Word Pairs in Tweet in G9:
[5] sharing,stateofopendata
[5] stateofopendata,book
[5] book,datasociety
[5] datasociety,exploring
[5] exploring,narratives
[5] narratives,needed
[5] needed,make
[5] make,open
[5] open,data
[5] data,tool

Top Word Pairs in Tweet in G10:
[25] gets,blamed
[25] blamed,harmed
[25] harmed,ai
[25] ai,well
[25] well,humans
[25] humans,act
[25] act,liability
[25] liability,sponge
[24] _karenhao,gets
[24] sponge,m_c_eli

Top Replied-To
Top Replied-To in Entire Graph:
@rubinreport
@datasociety
@rajucha46077963
@antifashgordon
@ruchowdh
@arceyt3
@vintage_miranda
@mutalenkonde
@dinok1975
@jeffgiesea

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

Top Replied-To in G2:
@rubinreport
@rajucha46077963
@vintage_miranda
@dinok1975
@ernestoelcinco
@bizzarorubin
@seventeentheman
@beccalew
@bacnlttrstmrrw
@handsanitizer_8

Top Replied-To in G3:
@antifashgordon
@derekgt
@handsanitizer_8
@houstonshomer47
@baseballspank
@patricksmith056
@jamesgallager
@albedoa
@zenghazi
@anxioustype

Top Replied-To in G4:
@mutalenkonde
@datasociety
@allergyphd
@chanceyfleet
@provisionalidea
@shannonmattern
@farbandish
@donie
@bostonjoan
@carolinealdrid5

Top Replied-To in G5:
@ruchowdh
@martintisne
@datasociety
@dawnnafus
@charisboke
@luke_stark
@glynmottershead
@sophiewarnes
@profwernimont
@tamaranopper

Top Replied-To in G7:
@kinjaldave7
@datasociety
@bostonjoan
@farbandish
@allergyphd
@by_caballero

Top Replied-To in G8:
@roguenotary
@gaywonk
@chrisiousity
@huntwmd
@popchassid
@johnrhopkinsjr
@macdaddyballer
@math_rachel
@philosophrob
@emilygorcenski

Top Replied-To in G9:
@caseynewton
@danbuk4

Top Replied-To in G10:
@alexismichelle
@datasociety
@sydell
@future_of_music
@tnewmstweet
@_karenhao

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

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

Top Mentioned in G2:
@datasociety
@rubinreport
@joerogan
@timcast
@zephoria
@beccalew
@kevinroose
@nytimes
@mawnikr
@antifashgordon

Top Mentioned in G3:
@antifashgordon
@datasociety
@beccalew
@danarel
@glennf
@michaelcarusi
@baseballspank
@soniagupta504
@steve_shives
@fessophesoh

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

Top Mentioned in G5:
@datasociety
@zararah
@zephoria
@ainowinstitute
@latonero
@odihq
@cariatidaa
@nyuihdsc
@ruchowdh
@techreview

Top Mentioned in G6:

Top Mentioned in G7:
@datasociety
@kinjaldave7
@nataliegk1
@zephoria
@yourewrongabout
@truecrimebs
@recode
@dataknightmare
@bostonjoan
@mutalenkonde

Top Mentioned in G8:
@datasociety
@youtube
@beccalew
@gaywonk
@oneunderscore__
@google
@goangelo
@soychicka
@joerogan
@jeremyphoward

Top Mentioned in G9:
@datasociety
@zephoria
@zeynep
@mutalenkonde
@reshmasaujani
@m_older
@timdavies
@stateofopendata
@baratunde
@lifewinning

Top Mentioned in G10:
@datasociety
@_karenhao
@mssiren
@ystvns
@eff
@northeastern
@safespacesdc
@tnewmstweet
@northsec_io

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@edinburghwatch
@davealvord164
@michael2014abc
@ottlegalrebels
@rowast
@httweets
@bearingtruth
@indianexpress
@geetv79

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

Top Tweeters in G2:
@sectest9
@davealvord164
@michael2014abc
@bearingtruth
@1loriking
@debeauxos1
@slate
@riwired
@nytimes
@rains6944

Top Tweeters in G3:
@rowast
@flugennock
@tinyboo49
@nanayasleeps
@nihaustin
@ingdamnit
@lamhfada
@knicks148
@beltwaypanda
@justsikko

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

Top Tweeters in G5:
@ottlegalrebels
@trippbraden
@santchiweb
@pennyb
@whtapl
@docfreeride
@karmel80
@jilliancyork
@wef
@vulgareconomics

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

Top Tweeters in G7:
@so_treu
@197winstonsmith
@remixtures
@idee_fixe_
@sunil_abraham
@_zeets
@nickkauf
@schock
@kpalmer433
@mdekstrand

Top Tweeters in G8:
@bethsinniresist
@teamyoutube
@wsscherk
@cathyyoung63
@steveklabnik
@mollyjongfast
@civiccentaur
@transscribe
@google
@elana_brooklyn

Top Tweeters in G9:
@valaafshar
@zaibatsu
@niubi
@karaswisher
@ronhall46
@m_older
@zeynep
@danbuk4
@nanwarner
@scottsantens

Top Tweeters in G10:
@charlesarthur
@theeconomist
@portela_man
@briansj3
@renato_umeton
@bret_hitch
@mmfa
@arrianna_planey
@laurengood
@m4tric3s


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