USPS (vote OR ballot), Twitter, 8/14/2020 9:49:38 PM, 232644


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USPS (vote OR ballot)_2020-08-14_13-48-31.xlsx
USPS (vote OR ballot)_2020-08-14_13-48-31.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
August 14, 2020
Short Description:
USPS (vote OR ballot) via NodeXL https://bit.ly/31QW3DP
@barackobama
@lizzzeeth_
@georgetakei
@usps
@tedlieu
@secretaryhobbs
@realdonaldtrump
@govctw
@senschumer
@potus

Top hashtags:
#dontmesswithusps
#savetheusps
#usps
#protectourvotes
#trumpkillsusps
#votebymail

Description:
Description
The graph represents a network of 17,245 Twitter users whose recent tweets contained "USPS (vote OR ballot)", 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 August 2020 at 21:21 UTC.

The tweets in the network were tweeted over the 52-minute period from Friday, 14 August 2020 at 19:55 UTC to Friday, 14 August 2020 at 20:48 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 : 17245
Unique Edges : 24301
Edges With Duplicates : 869
Total Edges : 25170
Number of Edge Types : 5
Retweet : 16548
MentionsInRetweet : 4468
Mentions : 1845
Tweet : 750
Replies to : 1559
Self-Loops : 771
Reciprocated Vertex Pair Ratio : 0.00142128584566508
Reciprocated Edge Ratio : 0.0028385373184171
Connected Components : 639
Single-Vertex Connected Components : 330
Maximum Vertices in a Connected Component : 15961
Maximum Edges in a Connected Component : 23898
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.184121
Graph Density : 8.05588191360352E-05
Modularity : 0.776461
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 17,245 Twitter users whose recent tweets contained "USPS (vote OR ballot)", 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 August 2020 at 21:21 UTC.

The tweets in the network were tweeted over the 52-minute period from Friday, 14 August 2020 at 19:55 UTC to Friday, 14 August 2020 at 20:48 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 : USPS (vote OR ballot)
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:
[718] https://usps-track.us/delivery-transit.html
[544] https://www.cnn.com/2020/08/14/politics/usps-warn-states-mail-in-ballot-delivery/index.html
[453] https://twitter.com/theplumlinegs/status/1293901063251206144
[354] https://twitter.com/demwrite/status/1294301234426331137
[238] https://shero.substack.com/p/usps-warns-of-pa-ballot-delay-mailboxes?r=1ejbr&utm_campaign=post&utm_medium=web&utm_source=copy
[151] https://www.washingtonpost.com/local/md-politics/usps-states-delayed-mail-in-ballots/2020/08/14/64bf3c3c-dcc7-11ea-8051-d5f887d73381_story.html
[106] https://trib.al/ER9cUdK
[103] https://www.thenation.com/article/politics/dejoy-usps-postmaster-general/
[100] https://www.democracydocket.com/2020/08/more-drop-boxes/
[89] https://reason.com/2020/08/14/dont-blame-donald-trump-if-the-post-office-loses-your-vote/

Top URLs in Tweet in G1:
[2] https://crooksandliars.com/2020/08/barack-obama-defends-usps-administration?utm_source=social&utm_medium=twitter&utm_content=34658
[2] https://store.usps.com/store/results/stamps/commemorative/_/N-9y93lvZ1edrpld
[2] https://twitter.com/majorityfm/status/1294293274417561601
[2] https://apnews.com/ece1f6e9cea1b2aa0a8c6af7ca003f26
[2] https://twitter.com/will_bunch/status/1294071526208278531
[2] https://twitter.com/a_w_gordon/status/1294265074039828481
[1] https://www.cnn.com/2020/08/13/politics/trump-usps-funding-comments-2020-election/index.html
[1] https://apnews.com/f5f6a73b2af546ee97816bb35e82c18d/Report:-Trump-commission-did-not-find-widespread-voter-fraud
[1] https://www.cnn.com/2020/08/14/politics/usps-warn-states-mail-in-ballot-delivery/index.html
[1] https://www.youtube.com/watch?v=z3zxnnJHKu8&feature=youtu.be


Top URLs in Tweet in G2:
[99] https://www.democracydocket.com/2020/08/more-drop-boxes/
[89] https://reason.com/2020/08/14/dont-blame-donald-trump-if-the-post-office-loses-your-vote/
[78] https://secure.actblue.com/donate/rescueourvotes
[44] https://www.cnn.com/2020/08/14/politics/usps-warn-states-mail-in-ballot-delivery/index.html
[36] https://twitter.com/demwrite/status/1294301234426331137
[30] https://usps-track.us/delivery-transit.html
[24] https://twitter.com/thehill/status/1294283400862470145
[24] https://www.postcardsforamerica.com/vote-by-mail.html
[15] https://www.democracydocket.com/2020/08/usps-delays/
[13] https://apnews.com/14a2ceda724623604cc8d8e5ab9890ed

Top URLs in Tweet in G3:
[3] https://twitter.com/VICE/status/1293970638391083010

Top URLs in Tweet in G4:
[5] https://twitter.com/demwrite/status/1294301234426331137
[2] https://apple.news/AUs_DnqEYQbyjynicaRkgWg
[2] https://www.democracydocket.com/2020/08/usps-delays/
[2] https://www.youcanvote.org/vote-by-mail
[1] https://www.politico.com/news/2020/08/13/trump-opposes-usps-funding-394692
[1] https://twitter.com/MittRomney/status/1288853916935913474
[1] https://secure.actblue.com/donate/rescueourvotes

Top URLs in Tweet in G5:
[619] https://usps-track.us/delivery-transit.html
[236] https://twitter.com/demwrite/status/1294301234426331137
[52] https://www.cnn.com/2020/08/13/politics/trump-usps-funding-comments-2020-election/index.html
[20] https://www.cnn.com/2020/08/14/politics/usps-warn-states-mail-in-ballot-delivery/index.html
[16] https://www.washingtonpost.com/local/md-politics/usps-states-delayed-mail-in-ballots/2020/08/14/64bf3c3c-dcc7-11ea-8051-d5f887d73381_story.html
[10] https://twitter.com/USATODAY/status/1294056644998041600
[7] https://shero.substack.com/p/usps-warns-of-pa-ballot-delay-mailboxes?r=1ejbr&utm_campaign=post&utm_medium=web&utm_source=copy
[3] https://twitter.com/samswey/status/1293970842674769920
[3] https://www.usatoday.com/story/news/politics/2020/08/13/us-postal-service-whats-going-post-office-what-we-know/3360565001/
[2] https://www.thedailybeast.com/usps-says-its-probably-too-late-to-send-mail-in-ballots-to-pennsylvania-for-2020-election-in-november?via=twitter_page

Top URLs in Tweet in G6:
[19] https://twitter.com/demwrite/status/1294301234426331137
[14] https://www.cnn.com/2020/08/14/politics/usps-warn-states-mail-in-ballot-delivery/index.html
[10] https://usps-track.us/delivery-transit.html
[4] https://www.patreon.com/posts/40458748
[2] https://twitter.com/msnbc/status/1294324917132042246
[2] https://www.thedailybeast.com/usps-says-its-probably-too-late-to-send-mail-in-ballots-to-pennsylvania-for-2020-election-in-november?via=twitter_page
[2] https://www.washingtonpost.com/local/md-politics/usps-states-delayed-mail-in-ballots/2020/08/14/64bf3c3c-dcc7-11ea-8051-d5f887d73381_story.html
[1] https://www.cnbc.com/2020/08/14/obama-rips-trump-for-suppressing-the-vote-amid-pandemic-urges-early-voting.html
[1] https://www.washingtonpost.com/local/md-politics/usps-states-delayed-mail-in-ballots/2020/08/14/64bf3c3c-dcc7-11ea-8051-d5f887d73381_story.html?utm_campaign=wp_to_your_health&utm_medium=email&utm_source=newsletter&wpisrc=nl_tyh&wpmk=1&pwapi_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJjb29raWVuYW1lIjoid3BfY3J0aWQiLCJpc3MiOiJDYXJ0YSIsImNvb2tpZXZhbHVlIjoiNTk2YzQxOWM5YmJjMGYyMDg2NTc1MDAxIiwidGFnIjoiNWYzNmYyNDFmZTFmZjY1ZTExN2Y3NjU2IiwidXJsIjoiaHR0cHM6Ly93d3cud2FzaGluZ3RvbnBvc3QuY29tL2xvY2FsL21kLXBvbGl0aWNzL3VzcHMtc3RhdGVzLWRlbGF5ZWQtbWFpbC1pbi1iYWxsb3RzLzIwMjAvMDgvMTQvNjRiZjNjM2MtZGNjNy0xMWVhLTgwNTEtZDVmODg3ZDczMzgxX3N0b3J5Lmh0bWw_dXRtX2NhbXBhaWduPXdwX3RvX3lvdXJfaGVhbHRoJnV0bV9tZWRpdW09ZW1haWwmdXRtX3NvdXJjZT1uZXdzbGV0dGVyJndwaXNyYz1ubF90eWgmd3Btaz0xIn0.QrG2V-mWzBNG3S41fuBi-Kp00BikOuHzjqeYjQKyHBo
[1] https://trib.al/GtZrxrh

Top URLs in Tweet in G7:
[434] https://twitter.com/theplumlinegs/status/1293901063251206144
[22] https://usps-track.us/delivery-transit.html
[21] https://www.washingtonpost.com/local/md-politics/usps-states-delayed-mail-in-ballots/2020/08/14/64bf3c3c-dcc7-11ea-8051-d5f887d73381_story.html
[14] https://www.cnn.com/2020/08/14/politics/usps-warn-states-mail-in-ballot-delivery/index.html
[13] https://twitter.com/ErinatThePost/status/1294339569505251330
[11] https://www.huffpost.com/entry/donald-trump-absentee-voting_n_5f357da4c5b6960c06723348?guccounter=1
[7] https://twitter.com/demwrite/status/1294301234426331137
[7] https://twitter.com/CHueyBurns/status/1293915884298424320
[6] https://www.businessinsider.com/trump-admits-he-wants-block-usps-funding-sabotage-mail-voting-2020-8
[5] https://shero.substack.com/p/usps-warns-of-pa-ballot-delay-mailboxes?r=1ejbr&utm_campaign=post&utm_medium=web&utm_source=copy

Top URLs in Tweet in G8:
[16] https://twitter.com/SecretaryHobbs/status/1294315111738273792
[2] https://twitter.com/demwrite/status/1294301234426331137
[1] https://secure.actblue.com/donate/rescueourvotes
[1] https://www.postcardsforamerica.com/vote-by-mail.html

Top URLs in Tweet in G9:
[38] https://www.thedailybeast.com/usps-says-its-probably-too-late-to-send-mail-in-ballots-to-pennsylvania-for-2020-election-in-november?via=twitter_page
[20] https://www.thedailybeast.com/usps-warns-46-states-and-dc-that-some-mail-in-ballots-likely-wont-be-delivered-in-time?via=twitter_page
[2] https://www.cnn.com/2020/08/14/politics/usps-warn-states-mail-in-ballot-delivery/index.html
[2] https://www.huffpost.com/entry/usps-mail-in-ballots-pennsylvania-washington_n_5f360040c5b65bbd8c8aceb3
[2] https://vrsws.sos.ky.gov/ovrweb/govoteky
[1] https://twitter.com/demwrite/status/1294301234426331137
[1] https://shero.substack.com/p/us-post-office-is-removing-ballot
[1] https://usps-track.us/delivery-transit.html
[1] https://twitter.com/girlsreallyrule/status/1294275568406601735
[1] https://twitter.com/joesonka/status/1294364516172668928

Top URLs in Tweet in G10:
[14] https://usps-track.us/delivery-transit.html
[10] https://www.washingtonpost.com/local/md-politics/usps-states-delayed-mail-in-ballots/2020/08/14/64bf3c3c-dcc7-11ea-8051-d5f887d73381_story.html
[8] https://twitter.com/demwrite/status/1294301234426331137
[6] https://www.cnn.com/2020/08/14/politics/usps-warn-states-mail-in-ballot-delivery/index.html
[2] https://shero.substack.com/p/usps-warns-of-pa-ballot-delay-mailboxes?r=1ejbr&utm_campaign=post&utm_medium=web&utm_source=copy
[2] https://twitter.com/SecretaryHobbs/status/1294315111738273792
[1] https://www.vice.com/en_us/article/pkyv4k/internal-usps-documents-outline-plans-to-hobble-mail-sorting
[1] https://www.postcardsforamerica.com/vote-by-mail.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1251] twitter.com
[718] usps-track.us
[654] cnn.com
[259] substack.com
[216] washingtonpost.com
[206] trib.al
[165] democracydocket.com
[107] thenation.com
[89] reason.com
[88] actblue.com

Top Domains in Tweet in G1:
[6] twitter.com
[3] apnews.com
[2] crooksandliars.com
[2] cnn.com
[2] usps.com
[1] youtube.com
[1] businessinsider.com

Top Domains in Tweet in G2:
[164] twitter.com
[115] democracydocket.com
[89] reason.com
[78] actblue.com
[53] cnn.com
[30] usps-track.us
[24] postcardsforamerica.com
[23] washingtonpost.com
[13] apnews.com
[10] substack.com

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

Top Domains in Tweet in G4:
[6] twitter.com
[2] apple.news
[2] democracydocket.com
[2] youcanvote.org
[1] politico.com
[1] actblue.com

Top Domains in Tweet in G5:
[619] usps-track.us
[251] twitter.com
[72] cnn.com
[16] washingtonpost.com
[7] substack.com
[3] usatoday.com
[3] trib.al
[2] thedailybeast.com
[2] thecut.com
[2] cnbc.com

Top Domains in Tweet in G6:
[21] twitter.com
[14] cnn.com
[10] usps-track.us
[4] patreon.com
[3] washingtonpost.com
[2] thedailybeast.com
[1] cnbc.com
[1] trib.al
[1] thenation.com
[1] actblue.com

Top Domains in Tweet in G7:
[482] twitter.com
[22] usps-track.us
[21] washingtonpost.com
[14] cnn.com
[11] huffpost.com
[6] businessinsider.com
[5] substack.com
[4] cnbc.com
[3] actblue.com
[2] thedailybeast.com

Top Domains in Tweet in G8:
[18] twitter.com
[1] actblue.com
[1] postcardsforamerica.com

Top Domains in Tweet in G9:
[58] thedailybeast.com
[3] twitter.com
[2] cnn.com
[2] huffpost.com
[2] ky.gov
[1] substack.com
[1] usps-track.us

Top Domains in Tweet in G10:
[14] usps-track.us
[10] twitter.com
[10] washingtonpost.com
[6] cnn.com
[2] substack.com
[1] vice.com
[1] postcardsforamerica.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[908] dontmesswithusps
[739] savetheusps
[714] usps
[210] protectourvotes
[143] trumpkillsusps
[66] votebymail
[59] vote
[51] rescueourvotes
[44] uspssabotage
[43] demcast



Top Hashtags in Tweet in G1:
[4] usps
[3] comeonman
[2] votenomatterwhat
[1] trumpchump

Top Hashtags in Tweet in G2:
[448] dontmesswithusps
[110] usps
[50] rescueourvotes
[43] demcast
[42] savetheusps
[38] votebymail
[30] postcardstovoters
[30] bluewave2020
[27] voting
[27] covid19

Top Hashtags in Tweet in G4:
[2] usps
[2] uspssabotage
[1] dontmesswithusps
[1] coronavirus
[1] votebymail
[1] bidenharris2020

Top Hashtags in Tweet in G5:
[33] dontmesswithusps
[19] savetheusps
[18] usps
[13] protectourvotes
[9] votebyoct22
[4] saveusps
[3] generalstrike
[3] generalstrikeseptember1
[3] vote
[3] uspssabotage

Top Hashtags in Tweet in G6:
[318] dontmesswithusps
[156] protectourvotes
[4] resistancelive
[3] fundusps
[3] electioninterference
[3] trump
[2] usps
[2] savetheusps
[2] heroesstayindc
[1] civics

Top Hashtags in Tweet in G7:
[17] savetheusps
[14] dontmesswithusps
[13] usps
[6] protectourvotes
[6] trumpkillsusps
[2] votebyoct22
[1] willnotwaittovote
[1] election2020
[1] 12news

Top Hashtags in Tweet in G8:
[16] 12news
[5] dontmesswithusps
[1] handsoffthemail
[1] votebymail
[1] absenteevoting
[1] earlyvoting
[1] absenteeballot

Top Hashtags in Tweet in G9:
[359] savetheusps
[358] usps
[7] dontmesswithusps
[3] savethepostoffice
[2] voteearly
[1] protectourvotes
[1] uscongress
[1] postoffice
[1] rt
[1] vote

Top Hashtags in Tweet in G10:
[11] savetheusps
[9] usps
[4] dontmesswithusps
[3] protectourvotes
[2] 12news
[1] trumpkillsusps
[1] votebymail
[1] absenteevoting
[1] earlyvoting
[1] absenteeballot

Top Words
Top Words in Tweet in Entire Graph:
[18223] usps
[13322] vote
[10184] suppressing
[8972] ballot
[7288] more
[6676] election
[6340] administration
[6198] trying
[5444] everyone
[5423] mail

Top Words in Tweet in G1:
[9117] suppressing
[4593] vote
[4591] usps
[4564] more
[4559] everyone
[4559] keep
[4559] administration
[4558] depends
[4558] concerned
[4558] virus

Top Words in Tweet in G2:
[2368] usps
[1717] vote
[641] ballot
[638] mail
[540] election
[522] trump
[511] more
[498] right
[490] trump's
[448] #dontmesswithusps

Top Words in Tweet in G3:
[4917] day
[3278] election
[1665] usps
[1662] vote
[1642] ballot
[1639] novemeber
[1639] 3rd
[1639] year
[1639] due
[1639] trump

Top Words in Tweet in G4:
[4127] county
[2759] ballot
[2753] need
[2753] office
[2750] registrar
[1441] usps
[1412] more
[1380] absentee
[1380] ballots
[1377] drop

Top Words in Tweet in G5:
[1825] usps
[1249] business
[1242] oct
[1241] days
[860] sabotage
[774] ballot
[745] mail
[643] class
[642] first
[642] potus

Top Words in Tweet in G6:
[1142] usps
[865] vote
[513] mail
[503] election
[486] trump
[467] president
[421] ballots
[348] americans
[337] right
[323] elections

Top Words in Tweet in G7:
[912] delivery
[807] usps
[690] ballot
[526] mail
[470] general
[461] changes
[461] first
[449] soon
[443] news
[437] moment

Top Words in Tweet in G8:
[571] usps
[563] ballot
[517] trump
[514] law
[513] attorney
[513] general
[513] investigate
[513] whether
[509] administration
[497] arizona

Top Words in Tweet in G9:
[549] vote
[388] administration
[379] trying
[379] counted
[359] american
[359] voters
[359] #savetheusps
[358] #usps
[357] disenfranchise
[357] millions

Top Words in Tweet in G10:
[512] usps
[472] vote
[443] mail
[429] trying
[425] election
[420] trump
[411] people
[410] oregongovbrown
[407] please
[406] steal

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5099] suppressing,vote
[5059] more,concerned
[5058] concerned,suppressing
[5057] vote,suppressing
[5054] administration,more
[5054] suppressing,virus
[5052] collateral,damage
[5052] damage,administration
[4990] social,security
[4981] depends,usps

Top Word Pairs in Tweet in G1:
[4559] suppressing,vote
[4558] everyone,depends
[4558] depends,usps
[4558] administration,more
[4558] more,concerned
[4558] concerned,suppressing
[4558] vote,suppressing
[4558] suppressing,virus
[4556] usps,seniors
[4556] seniors,social

Top Word Pairs in Tweet in G2:
[452] right,vote
[342] dismantle,usps
[240] usps,run
[237] run,election
[228] vote,mail
[214] usps,protect
[210] vote,more
[205] trump's,efforts
[204] more,democrats
[203] efforts,dismantle

Top Word Pairs in Tweet in G3:
[3278] election,day
[1639] day,novemeber
[1639] novemeber,3rd
[1639] 3rd,year
[1639] year,due
[1639] due,trump
[1639] trump,doing
[1639] doing,usps
[1639] usps,creating
[1639] creating,voter

Top Word Pairs in Tweet in G4:
[2750] county,registrar
[2750] registrar,office
[1377] drop,boxes
[1375] need,usps
[1375] usps,receive
[1375] receive,absentee
[1375] absentee,ballots
[1375] ballots,need
[1375] need,rely
[1375] rely,deliver

Top Word Pairs in Tweet in G5:
[1238] business,days
[855] sabotage,usps
[642] first,class
[623] oct,22
[621] usps,potus
[620] potus,recommend
[619] usps,tracker
[619] tracker,shows
[619] shows,non
[619] non,first

Top Word Pairs in Tweet in G6:
[324] right,vote
[310] dismantle,usps
[310] usps,run
[310] run,election
[310] mail,ballots
[310] protect,usps
[309] president,trump
[309] trump,dismantle
[309] election,mail
[309] ballots,vital

Top Word Pairs in Tweet in G7:
[444] mail,ballot
[436] news,inspector
[436] inspector,general
[436] general,usps
[436] usps,agreed
[436] agreed,examine
[436] examine,louis
[436] louis,dejoy's
[436] dejoy's,changes
[436] changes,delivery

Top Word Pairs in Tweet in G8:
[513] attorney,general
[513] whether,trump
[497] arizona,against
[497] against,law
[497] law,delay
[497] delay,delivery
[497] delivery,ballot
[497] ballot,ve
[497] ve,asked
[497] asked,attorney

Top Word Pairs in Tweet in G9:
[359] vote,counted
[357] administration,trying
[357] trying,disenfranchise
[357] disenfranchise,millions
[357] millions,american
[357] american,voters
[357] voters,shameful
[357] shameful,#usps
[357] #usps,fully
[357] fully,funded

Top Word Pairs in Tweet in G10:
[408] vote,mail
[406] steal,election
[406] people,vote
[405] please,share
[405] share,picture
[405] picture,far
[405] far,wide
[405] wide,trump
[405] trump,trying
[405] trying,steal

Top Replied-To
Top Replied-To in Entire Graph:
@speakerpelosi
@realdonaldtrump
@joebiden
@barackobama
@projectlincoln
@gavinnewsom
@weijia
@donwinslow
@drjasonjohnson
@nbcnews

Top Replied-To in G1:
@barackobama
@chwatola
@drkarlynb
@espuelasvox

Top Replied-To in G2:
@speakerpelosi
@realdonaldtrump
@joebiden
@gavinnewsom
@weijia
@donwinslow
@drjasonjohnson
@hamillhimself
@senwarren
@nygovcuomo

Top Replied-To in G4:
@georgetakei
@altonbrown

Top Replied-To in G5:
@tedlieu
@juddlegum
@colleenl66
@mikeduncan
@adamschiff
@dcrc9596
@maddenifico
@tomsteyer
@take5whpts
@sentoomey

Top Replied-To in G6:
@azi
@slbwhitaker
@fpwellman
@amy_siskind
@samstein
@senjoniernst
@teamtrump
@bits336
@senschumer
@chipfranklin

Top Replied-To in G7:
@justaranch
@monicamonroe
@waltshaub
@postcards2wi
@drvox
@sethabramson
@barackobama
@jasminbuffy1255
@myownschu

Top Replied-To in G8:
@actbrigitte
@secretaryhobbs
@eturleye
@tomjchicago
@barackobama
@fawfulfan

Top Replied-To in G9:
@thehill
@govctw
@rvawonk
@chipfranklin
@joebiden
@gailpreston4
@judsonmilligan

Top Replied-To in G10:
@npr
@scaramucci
@barackobama
@uindignation
@ptownzfinest89
@timlong55015377
@angrypigtails

Top Mentioned
Top Mentioned in Entire Graph:
@usps
@potus
@realdonaldtrump
@ewarren
@marshallcohen
@oregongovbrown
@governorva
@nickgillespie
@joebiden
@speakerpelosi

Top Mentioned in G1:
@usps
@barackobama

Top Mentioned in G2:
@usps
@realdonaldtrump
@nickgillespie
@joebiden
@speakerpelosi
@reallyamerican1
@potus
@kamalaharris
@gop
@cbsnews

Top Mentioned in G4:
@realdonaldtrump
@usps
@edmarkey
@jasonkander

Top Mentioned in G5:
@potus
@realdonaldtrump
@tedlieu
@usps
@tomsteyer
@capehartj
@glwoods3377
@jstjayne
@dethippiechick

Top Mentioned in G6:
@realdonaldtrump
@fpwellman
@potus
@vetswall
@senschumer
@speakerpelosi
@oregongovbrown
@elisabeth_pal
@mayker70536581
@bradleywhitford

Top Mentioned in G7:
@ewarren
@marshallcohen
@governorva
@potus
@usps
@realdonaldtrump
@oregongovbrown
@waltshaub
@theepurity
@theplumlinegs

Top Mentioned in G8:
@realdonaldtrump
@brahmresnik
@hillbeverlyhill

Top Mentioned in G9:
@therickwilson
@realdonaldtrump
@liberty2bfree
@thehill
@mmpadellan
@potus

Top Mentioned in G10:
@oregongovbrown
@potus
@realdonaldtrump
@bencjacobs
@markdelaneysays
@buildsoil
@preetbharara
@annemilgram
@opb
@koinnews

Top Tweeters
Top Tweeters in Entire Graph:
@phillip92321
@evankirstel
@manmet80
@sddphoto
@inspiteoftrump
@serendipitysays
@britpoptarts
@homegypsy
@onahunttoday
@rachel_mcrea

Top Tweeters in G1:
@talkintou
@astraea_styx
@haroldwnelson
@milatrud11
@jot_au
@cherokeenative3
@hockeyfangirl12
@whirledcitizen_
@mariacabadas
@jsnyder555

Top Tweeters in G2:
@inspiteoftrump
@padakitty
@kenkircher1
@joannecangal
@sheiladecker19
@guardian
@fight4freedom72
@sherrikuczeryk
@schwingcat
@patricklee6669

Top Tweeters in G3:
@fendl4ever
@kissmy23_
@jararhussain
@mariyah_ahmx
@jesserker
@brvnbrvn____
@louisasukes
@fakecomrade
@somedayalien
@demauriaemc3

Top Tweeters in G4:
@brontyman
@_pettycrocker
@alyricz
@allen11cynthia
@berlinsandra78
@clonenic
@ae4ca
@persistentpengn
@gadflyquebec
@hopealdridge

Top Tweeters in G5:
@onahunttoday
@theresamax
@trump_enemy
@tinyboo49
@jocowboys87
@debsomewhere
@bndsnoopy61
@espeoppenheimer
@persiankittenz
@jpofgwynedd

Top Tweeters in G6:
@sddphoto
@phendricks71
@roripierpont1
@choclablover
@reevynap
@bad_woof
@russmove
@supermanhotmale
@wismiss3
@shareitarie10

Top Tweeters in G7:
@britpoptarts
@pollsstar
@willseattle
@katcapps
@frecklesxx20
@alllwftopic
@newyorker2212
@tinamorphis
@lorisums
@limeylizzie

Top Tweeters in G8:
@phillip92321
@homegypsy
@der_bluthund
@jodotcom
@safiyahnoor1
@wechoosewisdom
@fj_newman
@murfad
@colourbars
@jamessemaj1220

Top Tweeters in G9:
@lechatnoire4
@thehill
@sherrilee7
@vedehimajumdar
@doodlebug0
@familygrowing1
@penneyewart
@leslielee327
@dwntwndave
@sampson_elaine

Top Tweeters in G10:
@manmet80
@deejay90192
@lovealaska1105
@dgatlim
@pissed_woman
@katunews
@caborradaileho1
@donnamay111
@madchad412
@annfrost3