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Murkowski Twitter NodeXL SNA Map and Report for Wednesday, 25 December 2019 at 17:26 UTC (experimental version)
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From:
marc_smith
Uploaded on:
December 26, 2019
Short Description:
Murkowski via NodeXL http://bit.ly/39aHgXn
@tribelaw
@mkraju
@johnlundin
@rwpusa
@dfbharvard
@teapainusa
@neeratanden
@pwelu
@tsartbot
@amy_siskind

Top hashtags:
#moscowmitch
#trump
#murkowski
#breaking
#merrychristmasmrpresident
#impeached45
#callanddemand

Description:
Description
The graph represents a network of 15,430 Twitter users whose recent tweets contained "Murkowski", 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 Wednesday, 25 December 2019 at 17:47 UTC.

The tweets in the network were tweeted over the 4-day, 20-hour, 7-minute period from Friday, 20 December 2019 at 21:18 UTC to Wednesday, 25 December 2019 at 17:25 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 : 15430
Unique Edges : 20661
Edges With Duplicates : 907
Total Edges : 21568
Number of Edge Types : 5
Retweet : 14689
Replies to : 2461
Mentions : 914
MentionsInRetweet : 2780
Tweet : 724
Self-Loops : 742
Reciprocated Vertex Pair Ratio : 0.000736304731985078
Reciprocated Edge Ratio : 0.00147152597243341
Connected Components : 545
Single-Vertex Connected Components : 396
Maximum Vertices in a Connected Component : 14527
Maximum Edges in a Connected Component : 20623
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.028843
Graph Density : 8.56346678975679E-05
Modularity : 0.738783
NodeXL Version : 1.0.1.422
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219606
Data Import : The graph represents a network of 15,430 Twitter users whose recent tweets contained "Murkowski", 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 Wednesday, 25 December 2019 at 17:47 UTC.

The tweets in the network were tweeted over the 4-day, 20-hour, 7-minute period from Friday, 20 December 2019 at 21:18 UTC to Wednesday, 25 December 2019 at 17:25 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 : Murkowski
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[410] https://www.rawstory.com/2019/12/mcconnell-facing-possible-gop-revolt-after-republican-senator-blasts-him-for-colluding-with-trump-on-impeachment-cnn/
[300] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[131] https://trib.al/5GENouE
[101] https://thehill.com/homenews/senate/475901-murkowski-responds-to-mcconnell-call-for-total-coordination-with-white-house
[70] https://www.ktuu.com/content/news/-Murkowski-disturbed-by-McConnells-vow-for-total-coordination-with-White-House-for-impeachment-trial-566472361.html
[57] https://twitter.com/CNNPolitics/status/1209862142658318336
[34] https://www.washingtonexaminer.com/disturbed-murkowski-disagrees-with-mcconnells-promise-for-total-coordination-with-white-house
[29] https://twitter.com/mkraju/status/1209808683162583040
[18] https://newsthud.com/report-democrats-hope-for-impeachment-trial-support-from-collins-romney-murkowski/
[17] https://twitter.com/costareports/status/1209846411287810048

Top URLs in Tweet in G1:
[3] https://www.ktuu.com/content/news/-Murkowski-disturbed-by-McConnells-vow-for-total-coordination-with-White-House-for-impeachment-trial-566472361.html
[2] https://www.rawstory.com/2019/12/mcconnell-facing-possible-gop-revolt-after-republican-senator-blasts-him-for-colluding-with-trump-on-impeachment-cnn/
[1] https://www.washingtonpost.com/opinions/2019/12/20/latest-russia-bombshell-bolsters-democrats-demand-evidence/
[1] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[1] https://www.theatlantic.com/ideas/archive/2019/12/house-dems-cannot-force-senate-fair-trial/603928/
[1] https://et.al/

Top URLs in Tweet in G2:
[52] https://www.rawstory.com/2019/12/mcconnell-facing-possible-gop-revolt-after-republican-senator-blasts-him-for-colluding-with-trump-on-impeachment-cnn/
[44] https://twitter.com/CNNPolitics/status/1209862142658318336
[14] https://trib.al/5GENouE
[13] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[11] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+rss%2Fcnn_allpolitics+%28RSS%3A+CNN+-+Politics%29
[7] https://www.ktuu.com/content/news/-Murkowski-disturbed-by-McConnells-vow-for-total-coordination-with-White-House-for-impeachment-trial-566472361.html
[5] https://thehill.com/homenews/senate/475901-murkowski-responds-to-mcconnell-call-for-total-coordination-with-white-house
[4] https://twitter.com/mkraju/status/1209808683162583040
[4] https://thehill.com/homenews/senate/475901-murkowski-responds-to-mcconnell-call-for-total-coordination-with-white-house#.XgOSBuFd6Wo.twitter
[3] https://www.nbcnews.com/politics/trump-impeachment-inquiry/gop-sen-murkowski-disturbed-mcconnell-comments-about-impeachment-trial-n1107091

Top URLs in Tweet in G3:
[6] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[4] https://www.ktuu.com/content/news/-Murkowski-disturbed-by-McConnells-vow-for-total-coordination-with-White-House-for-impeachment-trial-566472361.html
[3] https://www.rawstory.com/2019/12/mcconnell-facing-possible-gop-revolt-after-republican-senator-blasts-him-for-colluding-with-trump-on-impeachment-cnn/
[2] https://twitter.com/CNNPolitics/status/1209862142658318336
[1] https://www.citizensforethics.org/a-guide-to-the-14-federal-investigations-into-ryan-zinke/
[1] https://www.youtube.com/watch?v=6oEOfFAxaz8&feature=youtu.be

[1] https://twitter.com/SenSchumer/status/1208483207013978114
[1] https://www.wildlifepolitics.org/blog

Top URLs in Tweet in G4:
[15] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[10] https://thehill.com/homenews/senate/475901-murkowski-responds-to-mcconnell-call-for-total-coordination-with-white-house
[6] https://www.ktuu.com/content/news/-Murkowski-disturbed-by-McConnells-vow-for-total-coordination-with-White-House-for-impeachment-trial-566472361.html
[6] https://trib.al/5GENouE
[3] https://www.rawstory.com/2019/12/mcconnell-facing-possible-gop-revolt-after-republican-senator-blasts-him-for-colluding-with-trump-on-impeachment-cnn/
[3] https://twitter.com/CNNPolitics/status/1209862142658318336
[2] https://www.youtube.com/watch?v=58P5SrjEUHo&feature=youtu.be

[1] https://twitter.com/mkraju/status/1209808683162583040
[1] https://www.adn.com/politics/article/alaska-senate-race-untold-story-lisa-murkowski-s-write-decision/2010/11/12/
[1] https://www.newsweek.com/gop-senator-disturbed-mitch-mcconnell-coordinating-impeachment-trial-trump-demands-fair-1479162

Top URLs in Tweet in G5:
[3] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[2] https://www.rawstory.com/2019/12/mcconnell-facing-possible-gop-revolt-after-republican-senator-blasts-him-for-colluding-with-trump-on-impeachment-cnn/
[2] https://www.ktuu.com/content/news/-Murkowski-disturbed-by-McConnells-vow-for-total-coordination-with-White-House-for-impeachment-trial-566472361.html
[1] https://twitter.com/sahilkapur/status/1209879808814927872
[1] https://trib.al/5GENouE
[1] https://twitter.com/TeaPainUSA/status/1208513834983546881

Top URLs in Tweet in G6:
[83] https://trib.al/5GENouE
[28] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[13] https://www.rawstory.com/2019/12/mcconnell-facing-possible-gop-revolt-after-republican-senator-blasts-him-for-colluding-with-trump-on-impeachment-cnn/
[12] https://www.ktuu.com/content/news/-Murkowski-disturbed-by-McConnells-vow-for-total-coordination-with-White-House-for-impeachment-trial-566472361.html
[5] https://twitter.com/CNNPolitics/status/1209862142658318336
[5] https://twitter.com/mkraju/status/1209808683162583040
[5] https://www.youtube.com/watch?v=6oEOfFAxaz8&feature=youtu.be

[3] https://twitter.com/ps9714/status/1208517600365424642
[3] https://www.murkowski.senate.gov/public/index.cfm/contact
[2] https://www.murkowski.senate.gov/press/release/funding-package-addresses-epidemic-of-missing-and-murdered-indigenous-women-

Top URLs in Tweet in G7:
[303] https://www.rawstory.com/2019/12/mcconnell-facing-possible-gop-revolt-after-republican-senator-blasts-him-for-colluding-with-trump-on-impeachment-cnn/
[26] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[7] https://www.ktuu.com/content/news/-Murkowski-disturbed-by-McConnells-vow-for-total-coordination-with-White-House-for-impeachment-trial-566472361.html?fbclid=IwAR0LpX-uTsn80R1akL-RE90URZzwOfjY7nMhQ7WjwXpeYj7uZXnsXiMyCp4
[7] https://thehill.com/homenews/senate/475901-murkowski-responds-to-mcconnell-call-for-total-coordination-with-white-house#.XgOFs3g-86Y.twitter
[4] https://trib.al/5GENouE
[2] https://thehill.com/homenews/senate/475901-murkowski-responds-to-mcconnell-call-for-total-coordination-with-white-house
[2] https://projects.fivethirtyeight.com/congress-trump-score/lisa-murkowski/
[1] https://www.rawstory.com/2019/12/mcconnell-facing-possible-gop-revolt-after-republican-senator-blasts-him-for-colluding-with-trump-on-impeachment-cnn/amp/?__twitter_impression=true
[1] https://twitter.com/CNNPolitics/status/1209862142658318336
[1] https://twitter.com/pittgriffin/status/1209880089711788033

Top URLs in Tweet in G8:
[35] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[27] https://www.washingtonexaminer.com/disturbed-murkowski-disagrees-with-mcconnells-promise-for-total-coordination-with-white-house
[10] https://newsthud.com/report-democrats-hope-for-impeachment-trial-support-from-collins-romney-murkowski/
[7] https://twitter.com/mchkrem/status/1209856835018199042
[4] https://thehill.com/homenews/senate/475901-murkowski-responds-to-mcconnell-call-for-total-coordination-with-white-house
[2] https://thehill.com/homenews/senate/431633-murkowski-to-vote-for-resolution-blocking-trumps-emergency-declaration
[1] https://www.breitbart.com/politics/2019/12/18/sen-susan-collins-launches-reelection-bid-for-2020/
[1] https://twitter.com/realDonaldTrump/status/1209259291217141760
[1] https://twitter.com/LindseyGrahamSC/status/1209245857759059969
[1] https://www.ktuu.com/content/news/-Murkowski-disturbed-by-McConnells-vow-for-total-coordination-with-White-House-for-impeachment-trial-566472361.html

Top URLs in Tweet in G9:
[57] https://thehill.com/homenews/senate/475901-murkowski-responds-to-mcconnell-call-for-total-coordination-with-white-house
[12] https://www.rawstory.com/2019/12/mcconnell-facing-possible-gop-revolt-after-republican-senator-blasts-him-for-colluding-with-trump-on-impeachment-cnn/
[11] https://trib.al/5GENouE
[9] https://www.libertynation.com/despots-crooks-and-losers-top-forbes-list-of-power-women-again/
[3] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[2] https://www.ktuu.com/content/news/-Murkowski-disturbed-by-McConnells-vow-for-total-coordination-with-White-House-for-impeachment-trial-566472361.html
[1] https://trib.al/J9Jb8Vb
[1] https://twitter.com/costareports/status/1209846411287810048
[1] http://midpush.com/did-the-fbi-shape-trumps-presidency-horowitz-weighs-in/
[1] https://edition.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html

Top URLs in Tweet in G10:
[10] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[9] https://www.rawstory.com/2019/12/mcconnell-facing-possible-gop-revolt-after-republican-senator-blasts-him-for-colluding-with-trump-on-impeachment-cnn/
[6] https://www.esquire.com/news-politics/politics/a27259438/oleg-deripaska-kentucky-aluminum-mitch-mcconnell-rand-paul/
[5] https://trib.al/5GENouE
[4] https://amp.cnn.com/cnn/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html
[3] https://www.ktuu.com/content/news/-Murkowski-disturbed-by-McConnells-vow-for-total-coordination-with-White-House-for-impeachment-trial-566472361.html
[3] https://projects.fivethirtyeight.com/congress-trump-score/lisa-murkowski/
[2] https://www.cnn.com/2019/12/25/politics/lisa-murkowski-senate-impeachment-trial/index.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+rss%2Fcnn_topstories+%28RSS%3A+CNN+-+Top+Stories%29
[2] https://twitter.com/kaitlancollins/status/1207779799651028992
[1] https://twitter.com/RawStory/status/1209858452706807808

Top Domains
Top Domains in Tweet in Entire Graph:
[418] rawstory.com
[343] cnn.com
[225] twitter.com
[135] thehill.com
[133] trib.al
[81] ktuu.com
[39] washingtonexaminer.com
[26] senate.gov
[19] newsthud.com
[14] youtube.com

Top Domains in Tweet in G1:
[3] ktuu.com
[2] rawstory.com
[1] washingtonpost.com
[1] cnn.com
[1] theatlantic.com
[1] et.al

Top Domains in Tweet in G2:
[61] twitter.com
[55] rawstory.com
[26] cnn.com
[14] trib.al
[9] thehill.com
[7] ktuu.com
[3] nbcnews.com
[3] joemygod.com
[2] youtube.com
[1] vox.com

Top Domains in Tweet in G3:
[6] cnn.com
[4] ktuu.com
[3] rawstory.com
[3] twitter.com
[1] citizensforethics.org
[1] youtube.com
[1] wildlifepolitics.org

Top Domains in Tweet in G4:
[15] cnn.com
[11] thehill.com
[8] twitter.com
[6] ktuu.com
[6] trib.al
[3] rawstory.com
[2] youtube.com
[1] adn.com
[1] newsweek.com
[1] fivethirtyeight.com

Top Domains in Tweet in G5:
[3] cnn.com
[2] rawstory.com
[2] twitter.com
[2] ktuu.com
[1] trib.al

Top Domains in Tweet in G6:
[83] trib.al
[33] cnn.com
[26] twitter.com
[16] senate.gov
[15] rawstory.com
[14] ktuu.com
[6] youtube.com
[5] washingtonexaminer.com
[4] thehill.com
[2] saraacarter.com

Top Domains in Tweet in G7:
[304] rawstory.com
[26] cnn.com
[9] thehill.com
[7] ktuu.com
[4] trib.al
[4] twitter.com
[2] fivethirtyeight.com
[1] newsweek.com
[1] news-republic.com

Top Domains in Tweet in G8:
[35] cnn.com
[28] washingtonexaminer.com
[10] twitter.com
[10] newsthud.com
[6] thehill.com
[1] breitbart.com
[1] ktuu.com

Top Domains in Tweet in G9:
[57] thehill.com
[12] trib.al
[12] rawstory.com
[9] libertynation.com
[4] cnn.com
[2] twitter.com
[2] ktuu.com
[1] midpush.com

Top Domains in Tweet in G10:
[18] cnn.com
[9] rawstory.com
[7] twitter.com
[6] esquire.com
[5] trib.al
[3] ktuu.com
[3] fivethirtyeight.com
[1] thehill.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[251] moscowmitch
[46] trump
[37] murkowski
[34] breaking
[21] merrychristmasmrpresident
[21] impeached45
[21] callanddemand
[16] smartnews
[12] gop
[9] impeachment



Top Hashtags in Tweet in G1:
[2] 2019in5words

Top Hashtags in Tweet in G2:
[176] moscowmitch
[2] murkowski
[1] gopdotherightthingrealtrial
[1] republican
[1] johnmccain
[1] romney
[1] collins
[1] trumpisanationalsecuritythreat
[1] impotus
[1] moneyovercountry

Top Hashtags in Tweet in G3:
[8] moscowmitch
[1] gopdotherightthingrealtrial
[1] impeachmenttrial

Top Hashtags in Tweet in G4:
[19] merrychristmasmrpresident
[19] impeached45
[8] moscowmitch
[1] insidepolitics
[1] murkowski
[1] moscowmitchmcconnell
[1] complicitcorruptgop
[1] impotus
[1] kavanaugh
[1] gop

Top Hashtags in Tweet in G5:
[21] callanddemand
[2] moscowmitch
[2] smartnews
[2] saturdaythoughts
[1] sundaythoughts

Top Hashtags in Tweet in G6:
[42] trump
[34] breaking
[11] moscowmitch
[10] murkowski
[9] impeach
[4] rino
[4] impeachment
[3] alaska
[3] fairbanks
[3] uaa

Top Hashtags in Tweet in G7:
[26] moscowmitch
[3] murkowski
[2] disturbed
[2] putin
[2] russia
[2] trump
[1] americans
[1] romney
[1] collins
[1] alexander

Top Hashtags in Tweet in G8:
[6] votethedemsout
[6] kag2020landslidevictory
[1] voteredtosaveamerica2020
[1] commonsense
[1] arachnid
[1] valeriejarrett
[1] wwg1wga
[1] democratparty
[1] impotus45
[1] merryimpeachmas

Top Hashtags in Tweet in G9:
[2] murkowski
[2] voteblue
[2] impeachtrump
[2] impeachdonaldtrumpnow
[2] impeachthemf
[1] maga
[1] rinos
[1] moscowmitch
[1] thestormishere

Top Hashtags in Tweet in G10:
[7] moscowmitch
[2] gop
[2] uspoli
[2] senate
[1] traitortrumpchumps
[1] murkowski
[1] remove

Top Words
Top Words in Tweet in Entire Graph:
[11217] Words in Sentiment List#1: Positive
[20720] Words in Sentiment List#2: Negative
[7] Words in Sentiment List#3: Angry/Violent
[652186] Non-categorized Words
[684123] Total Words
[17739] 202
[17739] 224
[17653] murkowski
[12941] lisa
[11075] collins

Top Words in Tweet in G1:
[4783] murkowski
[4756] collins
[4752] lisa
[4749] romney
[4738] alexander
[4733] susan
[4732] mitt
[4729] lamar
[4619] gardner
[4606] cory

Top Words in Tweet in G2:
[2501] murkowski
[2008] lisa
[1701] republican
[1691] trial
[1604] coordination
[1552] impeachment
[1507] house
[1506] white
[1418] sen
[1086] vote

Top Words in Tweet in G3:
[12600] 202
[12600] 224
[1865] murkowski
[1831] lisa
[1762] collins
[1761] romney
[1743] susan
[1735] lamar
[1735] alexander
[1734] mitt

Top Words in Tweet in G4:
[2645] disturbed
[1724] murkowski
[1589] lisa
[1458] trial
[1396] coordination
[1379] vote
[1350] mcconnell
[1330] gop
[1300] trump
[1287] swing

Top Words in Tweet in G5:
[1508] 202
[1508] 224
[1369] murkowski
[1277] collins
[1259] romney
[1247] trial
[1205] gardner
[1155] call
[1155] 6665
[1116] mcsally

Top Words in Tweet in G6:
[751] murkowski
[407] 202
[407] 224
[404] lisa
[401] collins
[336] romney
[308] gop
[278] lisamurkowski
[269] susan
[242] disturbed

Top Words in Tweet in G7:
[1043] murkowski
[595] lisa
[537] collins
[508] trial
[446] trump
[395] senators
[385] senate
[375] gardner
[322] 202
[322] 224

Top Words in Tweet in G8:
[831] murkowski
[443] senator
[355] trump
[350] disturbed
[345] election
[343] being
[341] sick
[341] next
[340] let's
[340] face

Top Words in Tweet in G9:
[612] senate
[534] murkowski
[431] disturbed
[426] lisa
[422] coordination
[401] house
[398] white
[387] impeachment
[367] trial
[345] republican

Top Words in Tweet in G10:
[614] murkowski
[503] disturbed
[480] coordination
[470] trial
[444] vote
[442] house
[438] mcconnell
[437] white
[403] swing
[387] senator

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[17739] 202,224
[12911] lisa,murkowski
[7794] susan,collins
[7678] lamar,alexander
[7594] mitt,romney
[5786] murkowski,alaska
[5682] cory,gardner
[5393] collins,maine
[5387] romney,utah
[5382] utah,lisa

Top Word Pairs in Tweet in G1:
[4752] lisa,murkowski
[4733] susan,collins
[4732] mitt,romney
[4729] lamar,alexander
[4606] cory,gardner
[4591] murkowski,alaska
[4587] romney,utah
[4587] collins,maine
[4585] amp,cory
[4584] sens,mitt

Top Word Pairs in Tweet in G2:
[2008] lisa,murkowski
[1506] white,house
[1395] coordination,white
[1395] impeachment,trial
[1393] sen,lisa
[909] 'disturbed',mcconnell's
[902] murkowski,'disturbed'
[853] republican,sen
[852] mcconnell's,coordination
[816] fair,impeachment

Top Word Pairs in Tweet in G3:
[12600] 202,224
[1831] lisa,murkowski
[1743] susan,collins
[1735] lamar,alexander
[1734] mitt,romney
[1575] shelly,moore
[1575] moore,202
[1575] 224,6472
[1575] 6472,lamar
[1575] alexander,202

Top Word Pairs in Tweet in G4:
[1588] lisa,murkowski
[1315] disturbed,mcconnell
[1282] trump,trial
[1281] mcconnell,coordination
[1280] murkowski,swing
[1280] heard,disturbed
[1280] disturbed,means
[1280] take,step
[1280] hand,glove
[1279] swing,gop

Top Word Pairs in Tweet in G5:
[1508] 202,224
[1155] murkowski,202
[1155] 224,6665
[1104] collins,207
[1104] 207,622
[1104] 622,8414
[1104] 8414,ernst
[1104] ernst,515
[1104] 515,284
[1104] 284,4574

Top Word Pairs in Tweet in G6:
[407] 202,224
[402] lisa,murkowski
[268] susan,collins
[230] mitt,romney
[218] lamar,alexander
[208] cory,gardner
[189] white,house
[169] right,thing
[163] coordination,white
[133] mcconnell's,coordination

Top Word Pairs in Tweet in G7:
[595] lisa,murkowski
[326] senate,trial
[322] 202,224
[304] collins,murkowski
[303] murkowski,opens
[303] opens,door
[303] door,republicans
[303] republicans,walk
[303] walk,thru
[292] poll,vulnerable

Top Word Pairs in Tweet in G8:
[340] let's,face
[340] face,murkowski
[340] murkowski,very
[340] very,disturbed
[340] disturbed,woman
[340] woman,takes
[340] takes,sick
[340] sick,delight
[340] delight,being
[340] being,contrarian

Top Word Pairs in Tweet in G9:
[426] lisa,murkowski
[398] white,house
[328] sen,lisa
[327] impeachment,trial
[320] republican,sen
[317] murkowski,alaska
[298] disturbed,coordination
[298] coordination,between
[298] mitch,mcconnell
[298] over,upcoming

Top Word Pairs in Tweet in G10:
[437] white,house
[424] coordination,white
[403] mcconnell,coordination
[364] senator,murkowski
[356] murkowski,key
[356] key,swing
[356] swing,vote
[356] vote,trial
[356] trial,particularly
[356] particularly,witnesses

Top Replied-To
Top Replied-To in Entire Graph:
@pwelu
@tribelaw
@amy_siskind
@mkraju
@zubakskees
@lindseygrahamsc
@lisamurkowski
@costareports
@thehill
@sethabramson

Top Replied-To in G1:
@tribelaw
@charlesppierce
@pwelu
@zubakskees
@jim_ashley1

Top Replied-To in G2:
@amy_siskind
@rwpusa
@normornstein
@pwelu
@mmpadellan
@msignorile
@tribelaw
@christoq
@b52malmet
@helenhs

Top Replied-To in G3:
@hjelle_brian
@dyannleroy
@interior
@johnlundin

Top Replied-To in G4:
@mkraju
@pwelu
@demfromct
@enigmahsquared
@soledadobrien
@justschmeltzer
@stephenking
@thedemcoalition
@justinfrankmd
@amy_siskind

Top Replied-To in G5:
@pwelu
@billkristol
@gtconway3d
@toni98774824
@rpd158
@amy_siskind
@rwpusa
@senschumer
@morethanmysle
@trx1000

Top Replied-To in G6:
@lindseygrahamsc
@lisamurkowski
@cnnpolitics
@juliemorr
@realdonaldtrump
@catturd2
@tribelaw
@chriscoonsforde
@pwelu
@file411

Top Replied-To in G7:
@teapainusa
@file411
@smc429
@sabrina_mcda
@khankiso
@pwelu
@inthenoosphere
@akadonaldtrump
@boydadavis1
@sahilkapur

Top Replied-To in G8:
@mchkrem
@dfbharvard
@tony19542
@yogagenie
@livepddave1
@lisamurkowski
@ottomul
@cnn
@thehill
@msignorile

Top Replied-To in G9:
@thehill
@sethabramson
@cnn
@pwelu
@rawstory
@brikeilarcnn
@truefactsstated
@jlambpco

Top Replied-To in G10:
@costareports
@mollyjongfast
@rawstory
@brucebartlett
@rwpusa
@teapainusa
@mkraju
@jonfranks

Top Mentioned
Top Mentioned in Entire Graph:
@neeratanden
@lisamurkowski
@senatorcollins
@senatemajldr
@mittromney
@rkrosalyn31
@corygardner
@senalexander
@sensusancollins
@gop

Top Mentioned in G1:
@rkrosalyn31
@sethcotlar
@neeratanden
@devincow
@natashabertrand
@susavestheworld
@tribelaw

Top Mentioned in G2:
@neeratanden
@senatemajldr
@rkrosalyn31
@amy_siskind
@nbcnews
@hopsmad
@jancloward1
@msignorile
@b52malmet
@lisamurkowski

Top Mentioned in G3:
@lisamurkowski
@senatemajldr
@apmastrangelo
@deathvalleynps
@lf092313
@boogieman1199
@scuds57
@pcornelius12

Top Mentioned in G4:
@btm829
@senategop
@fbiwfo
@mkraju
@senatemajldr
@neeratanden
@lisamurkowski
@jaketapper
@djrothkopf
@odoylecharlotte

Top Mentioned in G5:
@neeratanden
@gtconway3d
@pwelu
@senatemajldr
@my2sintz
@kmledf2

Top Mentioned in G6:
@lisamurkowski
@senatorcollins
@mittromney
@senatemajldr
@corygardner
@senalexander
@sensusancollins
@gop
@realdonaldtrump
@marcorubio

Top Mentioned in G7:
@dirkschwenk
@buildthewave
@nathanlerner
@senatemajldr
@gop
@neeratanden
@cljmo
@lisamurkowski
@paul_vandermeer
@cherokeesher2

Top Mentioned in G8:
@googlenews
@websterelizabet
@texmexrrr
@senatemajldr
@marlene45maga
@gopchairwoman
@potus
@sickoftheswamp
@trumptwentyj
@lindseygrahamsc

Top Mentioned in G9:
@senatemajldr
@sethabramson
@lisamurkowski
@cnn
@neeratanden
@hwmnylx
@googlenews
@dibelloholly
@stevenwrights
@emm250

Top Mentioned in G10:
@lisamurkowski
@senatorcollins
@senatemajldr
@kyler
@aaronblake
@mollyjongfast
@drxpsychologist
@djgrothe

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@oldlady12345
@the_news_diva
@robinsnewswire
@chris_1791
@jim_peoples_
@koltovskoyyakov
@mattmurph24
@cloudwanderer3
@cagney1991

Top Tweeters in G1:
@washumom
@bannerite
@lechatnoire4
@cindy_52s
@foggybottomgal
@stockguy61
@damonbethea1
@givemepie360
@phendricks71
@lianabrooks

Top Tweeters in G2:
@robinsnewswire
@phillip92321
@sddphoto
@backstorymom1
@madanabhat
@brendaperrott
@elknight20
@pitarampal
@katcapps
@justwhatnowwhy

Top Tweeters in G3:
@cheezwitham
@marieproia
@lisakbromley
@rhiles2760
@anthonybourque
@trump_enemy
@lisahauser8
@joni_looking
@mdjacksondallas
@sar_oso

Top Tweeters in G4:
@missb62
@oldlady12345
@mattmurph24
@cloudwanderer3
@cagney1991
@argojournal
@debilu2
@b140tweet
@ungubunugu1274
@theresamax

Top Tweeters in G5:
@dancas2
@rachel_mcrea
@kenkircher1
@grandpooba5440
@morgfair
@sullyanne1
@dismisstrump
@vi44
@kath2252
@jcmarbury

Top Tweeters in G6:
@chris_1791
@sharneal
@homegypsy
@jilevin
@openletterbot
@brettaapplebaum
@dcexaminer
@foxnews
@teetweetshere
@kate_hawkins776

Top Tweeters in G7:
@gottalaff
@cherokeesher2
@onahunttoday
@politicalbee
@mayirmamay14
@tottenbill
@windmillcharger
@carlyinnj
@afaduln2
@betterw05759703

Top Tweeters in G8:
@jim_peoples_
@yojudenz
@lucysullivan888
@soniaerasmus
@fasting39
@eluin_g8
@susaniverach
@tammywalt61
@organic2016
@toby_dorena

Top Tweeters in G9:
@joleonbusby
@billm9
@real_infinity95
@kak089
@willseattle
@thehill
@purplegarter1
@euethnic
@mwhalan
@bistycsross

Top Tweeters in G10:
@zeeshan_shah_dc
@new_narrative
@ektrit
@micjojd
@journeyproducti
@castonchris
@roripierpont1
@sba1211
@ajgma
@lawgirl318


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