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American Jews_2021-05-13_21-52-48.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
May 14, 2021
Short Description:
American Jews via NodeXL https://bit.ly/33I74c4
@sethabramson
@ohnoshetwitnt
@yair_rosenberg
@aibsais
@ifnotnoworg
@hels
@mattyglesias
@mehdirhasan
@budgothmog44
@30actruth

Top hashtags:
#savesheikhjarrah
#genocideingaza
#jews
#endapartheid
#istandwithisreal
#israel

Description:
Description
The graph represents a network of 15,878 Twitter users whose recent tweets contained "American Jews", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 14 May 2021 at 05:34 UTC.

The tweets in the network were tweeted over the 1-day, 11-hour, 20-minute period from Wednesday, 12 May 2021 at 17:31 UTC to Friday, 14 May 2021 at 04:51 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 : 15878
Unique Edges : 19184
Edges With Duplicates : 2114
Total Edges : 21298
Number of Edge Types : 5
Retweet : 15332
Tweet : 1267
Replies to : 1892
MentionsInRetweet : 1232
Mentions : 1575
Self-Loops : 1307
Reciprocated Vertex Pair Ratio : 0.0035978835978836
Reciprocated Edge Ratio : 0.00716997047659215
Connected Components : 1129
Single-Vertex Connected Components : 585
Maximum Vertices in a Connected Component : 13241
Maximum Edges in a Connected Component : 18699
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.496461
Graph Density : 7.52414746367487E-05
Modularity : 0.768846
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 15,878 Twitter users whose recent tweets contained "American Jews", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 14 May 2021 at 05:34 UTC.

The tweets in the network were tweeted over the 1-day, 11-hour, 20-minute period from Wednesday, 12 May 2021 at 17:31 UTC to Friday, 14 May 2021 at 04:51 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : American Jews
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[3192] https://twitter.com/JasonSCampbell/status/1392837004350484492
[2763] https://twitter.com/jasonscampbell/status/1392837004350484492
[566] https://twitter.com/Yair_Rosenberg/status/1392846399872684035
[372] https://apnews.com/article/benjamin-netanyahu-religion-israel-middle-east-race-and-ethnicity-1bc3065eb2e4414289ef0ac1ac4ebaf7
[233] https://twitter.com/milesklassin/status/1392607693844754436
[173] https://twitter.com/Yair_Rosenberg/status/1392848209387692036
[115] https://twitter.com/AOC/status/1392603318640390151
[91] https://www.ifnotnowmovement.org/save-sheikh-jarrah
[63] https://www.thewrap.com/newsmax-host-under-fire-for-calling-israel-the-home-country-of-american-jews/
[58] https://twitter.com/halsey/status/1392534806584430595

Top URLs in Tweet in G1:
[1568] https://twitter.com/JasonSCampbell/status/1392837004350484492
[302] https://apnews.com/article/benjamin-netanyahu-religion-israel-middle-east-race-and-ethnicity-1bc3065eb2e4414289ef0ac1ac4ebaf7
[76] https://twitter.com/jasonscampbell/status/1392837004350484492
[9] https://twitter.com/milesklassin/status/1392607693844754436
[4] https://www.businessinsider.com/american-jews-condemn-trump-for-saying-israel-is-your-country-2020-9
[4] https://twitter.com/SethAbramson/status/1392860356335316996
[2] https://twitter.com/sethabramson/status/1392863631382097920
[1] https://twitter.com/carriealee1/status/1392878859654246409
[1] https://twitter.com/Acyn/status/1392916253845573633
[1] https://www.timesofisrael.com/madison-cawthorns-visit-to-hitlers-vacation-home-alarms-his-nc-districts-jews/amp/?__twitter_impression=true

Top URLs in Tweet in G2:
[1607] https://twitter.com/jasonscampbell/status/1392837004350484492
[60] https://twitter.com/JasonSCampbell/status/1392837004350484492
[8] https://twitter.com/milesklassin/status/1392607693844754436
[5] https://twitter.com/OhNoSheTwitnt/status/1392843885634899970
[3] https://apnews.com/article/benjamin-netanyahu-religion-israel-middle-east-race-and-ethnicity-1bc3065eb2e4414289ef0ac1ac4ebaf7
[2] https://twitter.com/idf/status/1392197029355470848
[2] https://twitter.com/AJEnglish/status/1392091798693101577
[1] https://www.businessinsider.com/american-jews-condemn-trump-for-saying-israel-is-your-country-2020-9
[1] https://twitter.com/Yair_Rosenberg/status/1392848209387692036
[1] https://www.washingtonpost.com/news/acts-of-faith/wp/2017/08/14/jews-will-not-replace-us-why-white-supremacists-go-after-jews/

Top URLs in Tweet in G3:
[6] https://twitter.com/jasonscampbell/status/1392837004350484492
[5] https://twitter.com/aibsais/status/1392225196053078024
[2] https://twitter.com/JasonSCampbell/status/1392837004350484492
[1] https://twitter.com/IfNotNowOrg/status/1392857575998251009
[1] https://twitter.com/milesklassin/status/1392607693844754436

Top URLs in Tweet in G4:
[454] https://twitter.com/Yair_Rosenberg/status/1392846399872684035
[123] https://twitter.com/jasonscampbell/status/1392837004350484492
[120] https://twitter.com/Yair_Rosenberg/status/1392848209387692036
[104] https://twitter.com/JasonSCampbell/status/1392837004350484492
[12] https://twitter.com/JewishWonk/status/1392876200503267330
[11] https://apnews.com/article/benjamin-netanyahu-religion-israel-middle-east-race-and-ethnicity-1bc3065eb2e4414289ef0ac1ac4ebaf7
[8] https://twitter.com/Lubchansky/status/1392196531550408718
[8] https://twitter.com/milesklassin/status/1392607693844754436
[6] https://www.independent.co.uk/voices/israel-biden-american-jews-newsmax-stinchfield-b1847251.html
[5] https://threadreaderapp.com/thread/1392846399872684035.html

Top URLs in Tweet in G5:
[409] https://twitter.com/JasonSCampbell/status/1392837004350484492
[174] https://twitter.com/milesklassin/status/1392607693844754436
[129] https://twitter.com/jasonscampbell/status/1392837004350484492
[40] https://www.businessinsider.com/american-jews-condemn-trump-for-saying-israel-is-your-country-2020-9
[30] https://twitter.com/Yair_Rosenberg/status/1392846399872684035
[29] https://apnews.com/article/benjamin-netanyahu-religion-israel-middle-east-race-and-ethnicity-1bc3065eb2e4414289ef0ac1ac4ebaf7
[21] https://twitter.com/WaqarVick/status/1391892733007175683
[20] https://twitter.com/Yair_Rosenberg/status/1392848209387692036
[15] https://twitter.com/angryblacklady/status/1392859395952812032
[3] https://www.jta.org/quick-reads/trump-introduces-robert-jeffress-pastor-who-says-jews-are-going-to-hell-at-white-house-hanukkah-party

Top URLs in Tweet in G6:
[271] https://twitter.com/JasonSCampbell/status/1392837004350484492
[77] https://www.ifnotnowmovement.org/save-sheikh-jarrah
[33] https://twitter.com/jasonscampbell/status/1392837004350484492
[32] https://www.facebook.com/events/488178609048129
[25] https://www.nytimes.com/2021/05/12/opinion/israel-palestinian-refugees-right-of-return.html?smid=tw-share
[21] https://twitter.com/dianabuttu/status/1392548532427628544
[16] https://www.ifnotnowmovement.org/jews-against-apartheid
[16] https://www.jta.org/2021/05/11/israel/tiktok-and-twitter-videos-bring-images-of-israel-gaza-conflict-home-to-american-jews
[15] https://actionnetwork.org/petitions/american-jews-demand-sec-blinken-respond-to-israeli-actions-against-palestinians-in-sheikh-jarrah
[9] https://actionnetwork.org/letters/jews-against-the-blank-check-tell-your-representative-to-sign-rep-mccollums-palestinian-children-and-families-act

Top URLs in Tweet in G7:
[47] https://twitter.com/jasonscampbell/status/1392837004350484492
[34] https://twitter.com/JasonSCampbell/status/1392837004350484492
[17] https://twitter.com/Yair_Rosenberg/status/1392846399872684035
[15] https://twitter.com/hels/status/1392868415719813122
[8] https://www.jta.org/2021/05/11/united-states/the-pew-study-cheat-sheet-10-key-conclusions-from-the-new-survey-of-american-jews
[5] https://twitter.com/Yair_Rosenberg/status/1392848209387692036
[3] https://www.ifnotnowmovement.org/save-sheikh-jarrah
[2] https://apnews.com/article/benjamin-netanyahu-religion-israel-middle-east-race-and-ethnicity-1bc3065eb2e4414289ef0ac1ac4ebaf7
[2] https://twitter.com/joshtpm/status/1392847711456669699
[2] https://twitter.com/hels/status/1392146406236987394

Top URLs in Tweet in G8:
[54] https://twitter.com/JasonSCampbell/status/1392837004350484492
[35] https://twitter.com/jasonscampbell/status/1392837004350484492
[15] https://www.rawstory.com/newsmax-jews-diatribe/
[7] https://twitter.com/jaketapper/status/1392841953021095940
[5] https://twitter.com/yair_rosenberg/status/1392846399872684035
[5] https://www.rt.com/usa/523735-newsmax-host-accused-antisemitism/
[5] https://www.thewrap.com/newsmax-host-under-fire-for-calling-israel-the-home-country-of-american-jews/
[4] https://twitter.com/Yair_Rosenberg/status/1392846399872684035
[4] https://www.businessinsider.com/newsmax-israel-home-country-clip-host-pulled-off-air-2021-5?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.nytimes.com/2021/05/12/opinion/israel-palestinian-refugees-right-of-return.html

Top URLs in Tweet in G9:
[403] https://twitter.com/JasonSCampbell/status/1392837004350484492
[186] https://twitter.com/jasonscampbell/status/1392837004350484492
[17] https://twitter.com/Yair_Rosenberg/status/1392846399872684035
[15] https://twitter.com/kampeas/status/1306274020942401537
[10] https://twitter.com/milesklassin/status/1392607693844754436
[7] https://twitter.com/Yair_Rosenberg/status/1392848209387692036
[4] https://apnews.com/article/benjamin-netanyahu-religion-israel-middle-east-race-and-ethnicity-1bc3065eb2e4414289ef0ac1ac4ebaf7
[3] https://www.inquirer.com/opinion/commentary/gaza-assault-israel-hamas-progressives-except-palestine-usa-20210512.html?outputType=amp&__twitter_impression=true
[3] https://www.ifnotnowmovement.org/save-sheikh-jarrah
[2] https://www.rawstory.com/newsmax-jews-diatribe/

Top URLs in Tweet in G10:
[113] https://twitter.com/AOC/status/1392603318640390151
[54] https://twitter.com/halsey/status/1392534806584430595
[30] https://www.israellycool.com/2021/05/13/electronic-intifada-whines-that-ilhan-omar-accused-of-what-she-herself-accused-american-jews/
[25] https://www.amazon.com/American-Ingrate-Progressive-Islamist-Takeover-Democratic/dp/1642934267?&linkCode=sl1&tag=changeup0a-20&linkId=7c0ee0c0e7e795d7d8dda5d840f1f152&language=en_US&ref_=as_li_ss_tl
[15] https://www.tabletmag.com/sections/news/articles/jamaal-bowman-liel-leibovitz
[11] https://www.tabletmag.com/sections/israel-middle-east/articles/american-jews-zionism-wilf-gross
[9] https://twitter.com/Yair_Rosenberg/status/1392846399872684035
[9] https://www.nytimes.com/2021/05/12/opinion/israel-palestinian-refugees-right-of-return.html
[9] https://twitter.com/colinkalmbacher/status/1392971627290300418
[6] https://sapirjournal.org/social-justice/2021/04/how-not-to-think-about-the-conflict/

Top Domains
Top Domains in Tweet in Entire Graph:
[7718] twitter.com
[373] apnews.com
[129] ifnotnowmovement.org
[63] thewrap.com
[57] trib.al
[57] nytimes.com
[56] businessinsider.com
[49] rawstory.com
[46] jta.org
[46] jpost.com

Top Domains in Tweet in G1:
[1663] twitter.com
[302] apnews.com
[4] businessinsider.com
[2] rawstory.com
[1] timesofisrael.com
[1] theintercept.com
[1] thewrap.com
[1] mentallyspeaking.blog
[1] medium.com

Top Domains in Tweet in G2:
[1685] twitter.com
[3] apnews.com
[1] businessinsider.com
[1] washingtonpost.com

Top Domains in Tweet in G3:
[15] twitter.com

Top Domains in Tweet in G4:
[855] twitter.com
[12] apnews.com
[6] threadreaderapp.com
[6] co.uk
[2] ifnotnowmovement.org
[2] haaretz.com
[1] tabletmag.com
[1] pewforum.org
[1] adl.org
[1] jpost.com

Top Domains in Tweet in G5:
[820] twitter.com
[40] businessinsider.com
[29] apnews.com
[4] jta.org
[3] jpost.com
[3] cnn.com
[3] huffpost.com
[3] vox.com
[3] ifnotnowmovement.org
[2] thewrap.com

Top Domains in Tweet in G6:
[370] twitter.com
[93] ifnotnowmovement.org
[32] facebook.com
[28] actionnetwork.org
[25] nytimes.com
[16] jta.org
[2] rt.com
[1] jpost.com
[1] apnews.com
[1] freebeacon.com

Top Domains in Tweet in G7:
[124] twitter.com
[9] jta.org
[3] ifnotnowmovement.org
[2] apnews.com
[1] facebook.com
[1] jewishcurrents.org

Top Domains in Tweet in G8:
[205] twitter.com
[15] rawstory.com
[6] nytimes.com
[6] jpost.com
[6] youtube.com
[5] rt.com
[5] thewrap.com
[4] tabletmag.com
[4] businessinsider.com
[3] forward.com

Top Domains in Tweet in G9:
[642] twitter.com
[4] apnews.com
[3] inquirer.com
[3] ifnotnowmovement.org
[2] rawstory.com
[1] nytimes.com
[1] jta.org
[1] thewrap.com
[1] forward.com

Top Domains in Tweet in G10:
[211] twitter.com
[30] israellycool.com
[26] tabletmag.com
[25] amazon.com
[9] nytimes.com
[6] sapirjournal.org
[2] pewforum.org
[2] jpost.com
[1] businessinsider.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[367] savesheikhjarrah
[227] genocideingaza
[201] jews
[181] endapartheid
[174] istandwithisreal
[106] israel
[100] hr2590
[92] american
[89] palestine
[22] israeli



Top Hashtags in Tweet in G1:
[1] jews
[1] americanjewsareamericans
[1] judaismisnotanationality

Top Hashtags in Tweet in G2:
[2] genocide
[1] jimcrow
[1] ethniccleansing
[1] palestinians
[1] yemen
[1] syria
[1] indigenous
[1] muslims
[1] jews
[1] iran

Top Hashtags in Tweet in G3:
[3] savesheikhjarrah
[3] endapartheid

Top Hashtags in Tweet in G4:
[5] israel
[3] jews
[2] savesheikhjarrah
[2] gop
[2] antisemitism
[2] virtuesignalling
[2] whitenationalists
[2] american
[1] everydayantisemitism
[1] standwithisrael

Top Hashtags in Tweet in G5:
[62] israel
[59] american
[26] savesheikhjarrah
[13] endapartheid
[10] hr2590
[8] palestine
[6] jews
[2] trump
[2] antisemitism
[1] theworldaintblackandwhite

Top Hashtags in Tweet in G6:
[303] savesheikhjarrah
[155] endapartheid
[90] hr2590
[15] nakbaday
[9] sheikhjarrah
[7] israel
[5] apartheidisrael
[5] alaqsamosque
[4] pogroms
[4] american

Top Hashtags in Tweet in G7:
[3] savesheikhjarrah
[2] gaza

Top Hashtags in Tweet in G8:
[14] israel
[7] american
[7] jews
[4] israeliterrorism
[4] politics
[3] jewish
[3] gazaunderattack
[3] jewishamericanheritagemonth
[3] smartnews
[3] palestine

Top Hashtags in Tweet in G9:
[3] israel
[3] gaza
[1] savesheikhjarrah
[1] antisemitism

Top Hashtags in Tweet in G10:
[3] americafirst
[2] antisemitism
[2] standwithisrael
[2] istandwithisrael
[1] apartheid
[1] jewishamericanheritagemonth

Top Words
Top Words in Tweet in Entire Graph:
[27660] jews
[27290] american
[10846] israel
[5553] consider
[4580] israeli
[3699] german
[3693] russian
[3690] result
[3048] anti
[2998] newsmax

Top Words in Tweet in G1:
[5530] jews
[4660] consider
[3765] american
[3107] result
[3105] russian
[3105] german
[1867] trump
[1864] israeli
[1855] russians
[1855] germans

Top Words in Tweet in G2:
[3492] american
[1921] jews
[1691] israel
[1630] government
[1613] criticizing
[1612] aren
[1607] antisemitic
[1605] implying
[1604] definitely
[121] consider

Top Words in Tweet in G3:
[1534] american
[1532] jews
[1490] grandparents
[1490] visas
[1490] birth
[1487] over
[1486] isn
[1486] birthright
[1486] great
[1485] crazy

Top Words in Tweet in G4:
[4235] american
[3746] jews
[2828] israel
[1004] americans
[873] effort
[871] perpetual
[778] think
[759] many
[745] views
[742] much

Top Words in Tweet in G5:
[3740] american
[3605] jews
[1622] israel
[1054] country
[813] home
[527] anti
[472] support
[426] right
[363] usually
[362] directly

Top Words in Tweet in G6:
[1603] american
[1298] jews
[646] palestinians
[560] israel
[471] israeli
[410] being
[389] jewish
[327] state
[314] country
[307] home

Top Words in Tweet in G7:
[2373] jews
[986] american
[793] israel
[780] claims
[406] true
[393] identity
[393] care
[391] majority
[391] state
[391] speak

Top Words in Tweet in G8:
[715] jews
[698] american
[276] israel
[98] jewish
[97] country
[80] home
[77] people
[70] anti
[68] right
[63] israeli

Top Words in Tweet in G9:
[1168] american
[1003] jews
[356] israeli
[339] think
[296] diaspora
[295] uncomfortable
[295] conservative
[295] zionism
[294] idea
[293] underscores

Top Words in Tweet in G10:
[656] jews
[596] american
[285] israel
[234] once
[226] aqsa
[220] never
[211] people
[189] against
[180] attacks
[164] killed

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[17762] american,jews
[2441] jews,aren
[2355] jews,american
[2289] aren,american
[2201] american,israeli
[2060] criticizing,israel
[2056] israel,government
[2054] implying,american
[2047] antisemitic,implying
[2045] government,antisemitic

Top Word Pairs in Tweet in G1:
[2085] american,jews
[1553] russian,jews
[1553] german,jews
[1553] consider,american
[1553] jews,american
[1552] russia,russians
[1552] russians,consider
[1552] consider,russian
[1552] jews,russian
[1552] russian,result

Top Word Pairs in Tweet in G2:
[1795] american,jews
[1606] criticizing,israel
[1606] jews,aren
[1606] aren,american
[1605] israel,government
[1605] government,antisemitic
[1605] implying,american
[1604] antisemitic,implying
[1604] american,definitely
[42] jews,american

Top Word Pairs in Tweet in G3:
[1523] american,jews
[1485] isn,crazy
[1485] crazy,american
[1485] jews,birthright
[1485] birthright,land
[1485] land,parents
[1485] parents,great
[1485] great,grandparents
[1485] grandparents,10x
[1485] 10x,over

Top Word Pairs in Tweet in G4:
[3045] american,jews
[871] perpetual,effort
[770] jews,israel
[751] americans,american
[744] jews,think
[737] many,interrogate
[737] interrogate,american
[737] israel,views
[733] think,much
[733] much,israel

Top Word Pairs in Tweet in G5:
[2707] american,jews
[795] home,country
[370] jews,support
[366] israel,american
[356] directly,affected
[345] jews,arabs
[252] jews,israel
[252] israel,home
[224] support,israel
[223] right,wing

Top Word Pairs in Tweet in G6:
[1046] american,jews
[279] home,country
[265] jews,american
[253] israel,antisemitic
[250] suggesting,american
[250] american,home
[250] country,israel
[250] antisemitic,activists
[250] activists,being
[250] being,smeared

Top Word Pairs in Tweet in G7:
[885] american,jews
[392] jews,care
[391] majority,american
[391] care,jews
[390] israel,claims
[390] claims,ownership
[390] ownership,identity
[390] identity,majority
[390] jews,refuse
[390] refuse,claim

Top Word Pairs in Tweet in G8:
[469] american,jews
[69] home,country
[28] jews,american
[28] country,american
[27] newsmax,host
[26] 'home,country'
[25] israel,home
[25] israel,'home
[25] country',american
[25] jews,trending

Top Word Pairs in Tweet in G9:
[827] american,jews
[298] jews,israeli
[295] uncomfortable,conservative
[295] conservative,zionism
[293] idea,american
[293] israeli,underscores
[293] underscores,think
[293] think,members
[293] members,diaspora
[293] diaspora,uncomfortable

Top Word Pairs in Tweet in G10:
[291] american,jews
[201] never,once
[186] against,jews
[127] jews,israel
[114] see,american
[113] attacks,aqsa
[113] aqsa,shameful
[113] shameful,see
[113] american,politician
[113] politician,promoting

Top Replied-To
Top Replied-To in Entire Graph:
@jasonscampbell
@yairnetanyahu
@yair_rosenberg
@jaketapper
@angryblacklady
@stinchfield1776
@mattyglesias
@meghupdates
@sethabramson
@ohnoshetwitnt

Top Replied-To in G1:
@sethabramson
@jasonscampbell
@maxboot
@jlhneuro
@janeparshally
@silverrich39
@carriealee1
@urocklive1
@am_wex
@ohnoshetwitnt

Top Replied-To in G2:
@ohnoshetwitnt
@chitownhustler
@jasonscampbell
@catasstrophy999
@garryconner6
@timfromruislip1
@chick_in_kiev
@lafilm90028
@dannyderaney
@frantzeska_gigi

Top Replied-To in G3:
@macwalby

Top Replied-To in G4:
@yair_rosenberg
@dilzlfc
@janecoaston
@stuonpoint
@deepnhearttx
@fishyone5
@thenysocialist
@no_thanks_777
@courtne69581043

Top Replied-To in G5:
@jasonscampbell
@angryblacklady
@riccigeri
@ibreezy6
@jakelobin
@marisakabas
@ilhanmn
@boaztibon
@newsmax
@bethbethbeth01

Top Replied-To in G6:
@ifnotnoworg
@callawalsh
@potus
@washingtonpost
@idf
@aoc
@rashidatlaib
@israelipm
@theimeu
@afp

Top Replied-To in G7:
@nerdseyeview
@cdeagle
@goldman
@nberlat
@brienc
@brooklynmarie
@drmag00
@leahmcelrath

Top Replied-To in G8:

Top Replied-To in G9:
@mattyglesias
@yair_rosenberg
@chrislhayes
@jasonscampbell
@amandartubbs
@marshall5912
@mwupton
@dennisd35811908
@bigjonny
@elisa28688193

Top Replied-To in G10:
@yair_rosenberg
@itzhakbendavid
@dmkpanam
@claireredacted
@honeybeerock
@benjaminhaddad
@mangaliso9545
@s_m4sh
@odedcoster
@havivrettiggur

Top Mentioned
Top Mentioned in Entire Graph:
@jvpboston
@ifnotnowboston
@boston_dsa
@potus
@repjerrynadler
@mike_pence
@newsmax
@stinchfield1776
@joanwalsh
@yair_rosenberg

Top Mentioned in G1:
@sethabramson
@warmongerexpose
@urocklive1
@jennycohn1
@cromulenttweet
@jasonscampbell
@ashleybenavii
@earlpage13
@dixie202021

Top Mentioned in G2:
@ohnoshetwitnt
@dannyderaney
@timfromruislip1
@dappergander
@activisthat_
@oneoneder
@ilhanmn
@the_rockin_prof
@skepmi
@pecunium

Top Mentioned in G4:
@yair_rosenberg
@josiah_rdaniels
@stephan82385953
@zeeshanaleem
@courtne69581043
@rawagman
@2ysur2ysub
@aliabunimah
@peterbeinart
@janecoaston

Top Mentioned in G5:
@newsmax
@jasonscampbell
@repjerrynadler
@potus
@ilhanmn
@stpolishook
@bradmossesq
@stinchfield1776
@theonion
@drdebgreco

Top Mentioned in G6:
@ifnotnowboston
@jvpboston
@boston_dsa
@potus
@repjerrynadler
@secblinken
@ifnotnoworg
@rashidatlaib
@aoc
@vp

Top Mentioned in G7:
@jacobtaber
@hels
@leahmcelrath
@politeicecream
@brooklynmarie
@peterbeinart

Top Mentioned in G8:
@churchlead

Top Mentioned in G9:
@mattyglesias
@abgutman
@chrislhayes
@calnbc
@aliamjadrizvi
@sollysollinger
@jacobbloom31
@potus
@normative
@karlbykarlsmith

Top Mentioned in G10:
@claireredacted
@ilana_who_
@skjask
@crazynormie
@zealouslyquoted
@jgreenblattadl
@a_leesha1
@sajidjavid
@jonahdispatch
@anitasarkeesian

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@dichristine
@threadreaderapp
@marciojmsilva
@rk70534
@phildecarolis
@kanekos69
@mattmurph24
@moonbootica
@zerglinator

Top Tweeters in G1:
@debilu2
@kak089
@politicalbee
@b1e56df9ce6549f
@rhiles2760
@awelab1956
@ecclesias
@frecklesxx20
@sar_oso
@rcrockett

Top Tweeters in G2:
@zerglinator
@rjber15
@katcapps
@ohiomail
@unknownneo
@ken_crichlow
@2amongsfrippies
@lianabrooks
@ruvyn
@skepmi

Top Tweeters in G3:
@mastaofmp3s
@faradina_92
@spidermals
@_jayyelle
@jokwonnection
@notgeauxgabby
@elisha1022
@dancekittycat
@lovabelow98
@oetuazim

Top Tweeters in G4:
@threadreaderapp
@kenkircher1
@3wombats
@marthalynneowe1
@n7irl
@akuma_river
@gpwriter
@reagancbrown
@micjojd
@chartoc

Top Tweeters in G5:
@mattmurph24
@truthglow
@mayirmamay14
@brontyman
@phendricks71
@fieryreddragon
@cnbsnana
@kristafrances
@billieo2
@tinamorphis

Top Tweeters in G6:
@rk70534
@kanekos69
@moonbootica
@cheezwitham
@tadrow
@senseof_outrage
@nikhil_p_b
@arkaitx14_4_69
@andreakirwan
@emocionycambio

Top Tweeters in G7:
@paxnostrum
@joanisparkles
@sapphixy
@mariayells
@painter_nancy
@mark_kawada
@ibnkafka
@jjarichardson
@dd9000
@leahmcelrath

Top Tweeters in G8:
@marciojmsilva
@ahmadnormaulana
@wptsplaylist
@knittingknots
@summer7570
@jcomm_newsfeeds
@_lastromanking
@jncatron
@queenphillippa
@greenesj333

Top Tweeters in G9:
@roripierpont1
@geeoharee
@deathtocrazy
@llama_strudel
@anthropic
@cece_23spalding
@cryborg
@on_bender
@morr_1980
@charlesexsavior

Top Tweeters in G10:
@copyofone
@joec1776
@morvjn
@bassaces1
@lyndagee49
@jkp_mbblr
@webb_carrie
@4allsoulkind
@anthonyabides
@accident