Jill Biden, Twitter, 11/24/2021 8:12:20 PM, 266923


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Jill Biden Twitter NodeXL SNA Map and Report for Wednesday, 24 November 2021 at 18:36 UTC
Jill Biden Twitter NodeXL SNA Map and Report for Wednesday, 24 November 2021 at 18:36 UTC
From:
marc_smith
Uploaded on:
November 24, 2021
Short Description:
Jill Biden via NodeXL https://bit.ly/3nMVZkt
@occupydemocrats
@nowthisnews
@mikesington
@joncoopertweets
@kylegriffin1
@nbcnews
@flotus
@whitehouse
@thehill
@abc

Top hashtags:
#humanity
#thanksgiving
#smartnews
#biden
#resistanceunited
#demvoice1
#whitehouse
#demcast

Description:
Description
The graph represents a network of 14,655 Twitter users whose recent tweets contained "Jill Biden", 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, 24 November 2021 at 19:24 UTC.

The tweets in the network were tweeted over the 5-day, 14-hour, 21-minute period from Friday, 19 November 2021 at 04:15 UTC to Wednesday, 24 November 2021 at 18:36 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 : 14655
Unique Edges : 20739
Edges With Duplicates : 2410
Total Edges : 23149
Number of Edge Types : 5
Tweet : 1500
Retweet : 15447
Replies to : 1437
MentionsInRetweet : 2994
Mentions : 1771
Self-Loops : 1576
Reciprocated Vertex Pair Ratio : 0.00170981924767953
Reciprocated Edge Ratio : 0.00341380151182638
Connected Components : 1151
Single-Vertex Connected Components : 739
Maximum Vertices in a Connected Component : 12533
Maximum Edges in a Connected Component : 20979
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.299559
Graph Density : 9.54811769371678E-05
Modularity : 0.72106
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 14,655 Twitter users whose recent tweets contained "Jill Biden", 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, 24 November 2021 at 19:24 UTC.

The tweets in the network were tweeted over the 5-day, 14-hour, 21-minute period from Friday, 19 November 2021 at 04:15 UTC to Wednesday, 24 November 2021 at 18:36 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 : Jill Biden
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:
[389] https://www.queerty.com/dr-jill-biden-officially-ends-melanias-four-year-war-fing-christmas-20211123
[218] https://amp.cnn.com/cnn/2021/11/22/politics/white-house-christmas-tree-jill-biden/index.html
[180] https://www.dailymail.co.uk/news/article-10236561/Hunter-baby-Beau-gaggle-grandkids-join-Joe-Jill-Biden-Thanksgiving-Nantucket.html
[172] https://www.washingtonpost.com/lifestyle/2021/11/18/jill-biden-military-unemployment/
[135] https://www.palmerreport.com/analysis/first-lady-dr-jill-biden-comes-through/42717/
[128] https://www.boston.com/uncategorized/noprimarytagmatch/2013/11/27/vice-president-joe-biden-in-keeping-with-four-decades-of-tradition-is-on-nantucket-for-thanksgiving/
[120] https://trib.al/ylZXkLN
[111] https://trib.al/izzA9hO
[101] https://www.cnn.com/2021/11/22/politics/white-house-christmas-tree-jill-biden/index.html
[97] http://trib.al/VCvb8HI

Top URLs in Tweet in G1:
[5] https://www.queerty.com/dr-jill-biden-officially-ends-melanias-four-year-war-fing-christmas-20211123
[5] https://dailycaller.com/2020/12/11/hunter-joe-biden-cefc-office-mates/
[3] https://people.com/food/trisha-yearwood-jill-biden-a-white-house-thanksgiving/?utm_source=twitter.com&utm_medium=social&utm_campaign=social-share-article
[2] https://twitter.com/vaviola/status/1462948655867088904
[2] https://twitter.com/RepSwalwell/status/1337930766303588358
[1] https://meaww.com/internet-remembers-melanias-apocalyptic-decor-as-jill-biden-welcomes-wh-christmas-tree?utm_source=smartnews&utm_medium=Referral
[1] https://www.dailymail.co.uk/news/article-10236165/Joe-Jill-Doug-Kamala-help-DC-community-kitchen-Thanksgiving-food-prep.html
[1] https://apnews.com/article/coronavirus-pandemic-joe-biden-lifestyle-health-jill-biden-b077226fe88889ad2ac987f44a9d5f0f
[1] https://www.yahoo.com/entertainment/jill-biden-joined-youngest-grandson-215907366.html
[1] https://twitter.com/therecount/status/1462880750211055618

Top URLs in Tweet in G2:
[250] https://www.queerty.com/dr-jill-biden-officially-ends-melanias-four-year-war-fing-christmas-20211123
[26] https://twitter.com/therecount/status/1462880750211055618
[10] https://www.palmerreport.com/analysis/first-lady-dr-jill-biden-comes-through/42717/
[9] https://twitter.com/thedemocrats/status/1462932453161586689
[9] https://amp.cnn.com/cnn/2021/11/22/politics/white-house-christmas-tree-jill-biden/index.html
[8] http://trib.al/9Dl4793
[7] https://hollywoodlife.com/2021/11/24/joe-joe-jill-biden-nantucket-thanksgiving-holding-hands-photos/?utm_source=dlvr.it&utm_medium=twitter
[6] https://www.washingtonpost.com/lifestyle/2021/11/18/jill-biden-military-unemployment/
[5] https://twitter.com/ElieNYC/status/1463551452232798226
[5] https://twitter.com/ABCPolitics/status/1462881298347962369

Top URLs in Tweet in G3:
[94] https://www.washingtonpost.com/lifestyle/2021/11/18/jill-biden-military-unemployment/
[59] https://people.com/food/trisha-yearwood-jill-biden-a-white-house-thanksgiving/?utm_source=twitter.com&utm_medium=social&utm_campaign=social-share-article
[34] https://apnews.com/article/coronavirus-pandemic-joe-biden-lifestyle-health-jill-biden-b077226fe88889ad2ac987f44a9d5f0f
[22] https://www.wfaa.com/article/life/holidays/white-house-tree-north-carolina-arrives-in-washington-video/275-447bc0d3-b4d0-44a8-bd9d-0c14abf3871d
[19] https://www.c-span.org/video/?516288-1/president-biden-lady-visit-troops-fort-bragg
[19] https://amp.cnn.com/cnn/2021/11/22/politics/white-house-christmas-tree-jill-biden/index.html
[15] https://thehill.com/blogs/in-the-know/in-the-know/582685-jill-biden-welcomes-white-house-christmas-tree
[14] https://www.politico.com/newsletters/west-wing-playbook/2021/11/22/jill-biden-the-ultimate-secret-santa-495193
[12] https://www.cnn.com/2021/11/22/politics/white-house-christmas-tree-jill-biden/index.html
[11] http://trib.al/9Dl4793

Top URLs in Tweet in G4:
[16] https://www.washingtonpost.com/lifestyle/2021/11/18/jill-biden-military-unemployment/
[13] https://www.queerty.com/dr-jill-biden-officially-ends-melanias-four-year-war-fing-christmas-20211123
[3] https://trib.al/VgLE3e6
[3] https://apnews.com/article/coronavirus-pandemic-joe-biden-lifestyle-health-jill-biden-b077226fe88889ad2ac987f44a9d5f0f
[3] https://people.com/food/trisha-yearwood-jill-biden-a-white-house-thanksgiving/?utm_source=twitter.com&utm_medium=social&utm_campaign=social-share-article
[2] http://trib.al/WLciwsc
[2] https://twitter.com/i/broadcasts/1nAKEYNMQzXKL
[2] https://twitter.com/USAS_WW1/status/1342820849297092609
[2] http://trib.al/VCvb8HI
[2] https://twitter.com/drdave1999/status/1463136468034101250

Top URLs in Tweet in G5:
[21] https://twitter.com/i/broadcasts/1MnGnkArDBMJO
[17] https://twitter.com/i/broadcasts/1BRJjndEDWRJw
[16] https://www.washingtontimes.com/news/2021/nov/22/joe-biden-jill-biden-celebrate-thanksgiving-troops/
[14] https://twitter.com/i/broadcasts/1BRJjndVqpoJw
[6] https://www.queerty.com/dr-jill-biden-officially-ends-melanias-four-year-war-fing-christmas-20211123
[3] https://www.queerty.com/dr-jill-biden-officially-ends-melanias-four-year-war-fing-christmas-20211123#.YZ09xjlGcM4.twitter
[3] https://people.com/politics/jill-biden-receives-white-house-christmas-tree/
[2] https://twitter.com/susanengel14/status/1463193137770291216
[1] https://hollywoodlife.com/2021/11/24/joe-joe-jill-biden-nantucket-thanksgiving-holding-hands-photos/
[1] https://trib.al/VFzL7h5

Top URLs in Tweet in G6:
[6] https://twitter.com/KJP46/status/1462876167225200640
[3] https://www.queerty.com/dr-jill-biden-officially-ends-melanias-four-year-war-fing-christmas-20211123
[3] https://www.parismatch.com/Actu/International/Joe-et-Jill-Biden-servent-un-diner-de-Thanksgiving-a-des-familles-de-militaires-1771711?xtor=CS2-14#utm_term=Autofeed&utm_medium=Social&utm_source=Twitter&Echobox=1637666541
[2] https://www.parismatch.com/Actu/International/Jill-Biden-et-le-petit-Beau-accueillent-le-sapin-de-la-Maison-Blanche-1771875?xtor=CS2-14#utm_term=Autofeed&utm_medium=Social&utm_source=Twitter&Echobox=1637688807
[2] https://www.parismatch.com/Actu/International/Jill-Biden-en-premiere-ligne-pour-la-vaccination-des-enfants-1770641?xtor=CS2-14#utm_term=Autofeed&utm_medium=Social&utm_source=Twitter&Echobox=1637309526
[1] https://www.palmerreport.com/analysis/first-lady-dr-jill-biden-comes-through/42717/
[1] https://twitter.com/i/broadcasts/1BRJjndVqpoJw
[1] https://twitter.com/i/broadcasts/1BRJjndEDWRJw
[1] https://www.washingtonpost.com/lifestyle/2021/11/18/jill-biden-military-unemployment/

Top URLs in Tweet in G7:
[29] https://www.dailymail.co.uk/news/article-10236561/Hunter-baby-Beau-gaggle-grandkids-join-Joe-Jill-Biden-Thanksgiving-Nantucket.html
[23] https://www.queerty.com/dr-jill-biden-officially-ends-melanias-four-year-war-fing-christmas-20211123
[17] https://www.thegatewaypundit.com/2021/11/heading-back-jill-promise-nurse-jill-help-biden-along-friendsgiving-celebration-military-families-video/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[12] https://www.thegatewaypundit.com/2021/11/heading-back-jill-promise-nurse-jill-help-biden-along-friendsgiving-celebration-military-families-video/
[9] https://www.cnn.com/2021/11/22/politics/white-house-christmas-tree-jill-biden/index.html
[6] https://www.dailymail.co.uk/news/article-10231035/Hunter-Biden-returns-White-House-son-Beau-help-unveil-Christmas-tree.html
[5] https://dailym.ai/mol.im/a/7931931,https://www.dailymail.co.uk/
[5] https://apnews.com/article/coronavirus-pandemic-joe-biden-lifestyle-health-jill-biden-b077226fe88889ad2ac987f44a9d5f0f
[4] https://www.washingtonpost.com/lifestyle/2021/11/18/jill-biden-military-unemployment/
[4] https://www.washingtonpost.com/lifestyle/2021/11/18/jill-biden-military-unemployment/?tid=ss_tw

Top URLs in Tweet in G8:
[83] http://trib.al/VCvb8HI
[53] http://trib.al/9Dl4793
[18] http://trib.al/NQbCjis
[10] http://trib.al/5r8lhhY
[10] https://www.washingtonpost.com/lifestyle/2021/11/18/jill-biden-military-unemployment/
[8] http://trib.al/oRJO27b
[8] https://twitter.com/i/broadcasts/1eaKbNoRAdZKX
[7] https://www.youtube.com/watch?v=8YbnoUePpYQ&feature=youtu.be

[5] https://www.wfaa.com/article/life/holidays/white-house-tree-north-carolina-arrives-in-washington-video/275-447bc0d3-b4d0-44a8-bd9d-0c14abf3871d
[4] https://www.independent.co.uk/news/world/americas/us-politics/fact-check-biden-jill-fire-b1962262.html?utm_content=Echobox&utm_medium=Social&utm_campaign=Main&utm_source=Twitter#Echobox=1637645858

Top URLs in Tweet in G9:
[3] https://twitter.com/i/broadcasts/1LyGBoVRqOaJN
[3] https://trib.al/ylZXkLN
[2] https://twitter.com/i/broadcasts/1YqJDqYAyQvxV
[2] https://yahoo.trib.al/LIhCvpO
[2] https://www.queerty.com/dr-jill-biden-officially-ends-melanias-four-year-war-fing-christmas-20211123
[2] https://twitter.com/POTUS/status/1462837313336086528
[1] https://trib.al/zpCaqwp
[1] https://www.dailymail.co.uk/news/article-10236165/Joe-Jill-Doug-Kamala-help-DC-community-kitchen-Thanksgiving-food-prep.html
[1] http://trib.al/NQbCjis
[1] http://abcnews.go.com/Politics/wireStory/bidens-open-holidays-christmas-tree-friendsgiving-81344254

Top URLs in Tweet in G10:
[55] https://trib.al/s8Ldnvv
[54] https://trib.al/ycE5TV6
[49] https://trib.al/WZpxndL
[28] https://trib.al/9JiXFNv
[28] https://trib.al/VgLE3e6
[26] https://trib.al/odQGFdy
[17] https://trib.al/zpCaqwp
[15] https://trib.al/fOqNQnu
[15] https://people.com/politics/jill-biden-receives-white-house-christmas-tree/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=619c1b58317c400001132c64
[9] https://trib.al/e1qZZxA

Top Domains
Top Domains in Tweet in Entire Graph:
[1278] trib.al
[551] twitter.com
[409] queerty.com
[336] cnn.com
[303] co.uk
[190] washingtonpost.com
[137] people.com
[136] palmerreport.com
[128] boston.com
[78] apnews.com

Top Domains in Tweet in G1:
[5] queerty.com
[5] twitter.com
[5] dailycaller.com
[3] people.com
[1] meaww.com
[1] co.uk
[1] apnews.com
[1] yahoo.com
[1] nypost.com

Top Domains in Tweet in G2:
[254] queerty.com
[67] twitter.com
[18] trib.al
[10] palmerreport.com
[10] cnn.com
[7] hollywoodlife.com
[6] washingtonpost.com
[4] meaww.com
[4] boston.com
[4] newsweek.com

Top Domains in Tweet in G3:
[98] washingtonpost.com
[68] people.com
[64] trib.al
[44] apnews.com
[39] twitter.com
[37] cnn.com
[22] wfaa.com
[21] co.uk
[19] c-span.org
[16] thehill.com

Top Domains in Tweet in G4:
[16] washingtonpost.com
[15] trib.al
[14] queerty.com
[11] twitter.com
[3] apnews.com
[3] people.com
[2] robinspost.com
[2] greensboro.com
[1] c-span.org
[1] meaww.com

Top Domains in Tweet in G5:
[54] twitter.com
[16] washingtontimes.com
[9] queerty.com
[4] people.com
[4] trib.al
[1] hollywoodlife.com
[1] rawconservativeopinions.com
[1] washingtonpost.com
[1] c-span.org
[1] fayobserver.com

Top Domains in Tweet in G6:
[8] twitter.com
[7] parismatch.com
[3] queerty.com
[1] palmerreport.com
[1] washingtonpost.com

Top Domains in Tweet in G7:
[90] twitter.com
[44] co.uk
[36] thegatewaypundit.com
[29] queerty.com
[17] cnn.com
[15] youtube.com
[12] apnews.com
[9] washingtonpost.com
[7] facebook.com
[6] people.com

Top Domains in Tweet in G8:
[188] trib.al
[31] youtube.com
[12] twitter.com
[11] co.uk
[10] washingtonpost.com
[5] wfaa.com
[1] queerty.com
[1] cnn.com
[1] people.com

Top Domains in Tweet in G9:
[9] trib.al
[7] twitter.com
[2] queerty.com
[2] yahoo.com
[1] co.uk
[1] go.com
[1] people.com

Top Domains in Tweet in G10:
[300] trib.al
[35] people.com
[10] usatoday.com
[8] go.com
[3] twitter.com
[2] digpu.com
[1] co.uk
[1] boston.com
[1] hollywoodlife.com
[1] queerty.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[64] humanity
[56] thanksgiving
[42] smartnews
[34] biden
[30] resistanceunited
[30] demvoice1
[26] whitehouse
[24] demcast
[24] onev1
[24] christmas



Top Hashtags in Tweet in G1:
[4] bidenlies
[3] voteblue
[1] smartnews
[1] humanity

Top Hashtags in Tweet in G2:
[7] smartnews
[4] flotus
[3] thanksgiving
[3] demcast
[3] onev1
[2] hypocisy
[2] usa
[2] drbiden
[2] bidendelivers
[2] melania

Top Hashtags in Tweet in G3:
[44] humanity
[11] thanksgiving
[8] whitehousethanksgiving
[5] foodnetwork
[5] firstwhore
[4] texaschildrens
[4] justthenews
[3] illegitimatebiden
[3] envivo
[3] discoveryplus

Top Hashtags in Tweet in G4:
[13] trumpwoninalandslide
[5] humanity
[2] potus
[2] whitehouse
[2] news

Top Hashtags in Tweet in G5:
[4] rt
[1] whitehousethanksgiving
[1] foodnetwork
[1] presidentbiden

Top Hashtags in Tweet in G6:
[1] smartnews

Top Hashtags in Tweet in G7:
[13] biden
[9] smartnews
[8] jillbiden
[6] news
[5] news18
[4] usa
[4] world
[4] thanksgiving
[4] joebiden
[4] politics

Top Hashtags in Tweet in G8:
[1] bidensyndicate
[1] bidenflation
[1] biden
[1] bidenbordercrisis
[1] bidenisalaughingstock

Top Hashtags in Tweet in G9:
[3] humanity
[3] thanksgiving

Top Hashtags in Tweet in G10:
[1] jillbiden
[1] whitehousechristmastree
[1] envivo

Top Words
Top Words in Tweet in Entire Graph:
[26078] biden
[18796] jill
[11838] first
[10740] lady
[7388] president
[7277] christmas
[6292] dr
[5566] house
[5415] thanksgiving
[5332] white

Top Words in Tweet in G1:
[3505] biden
[2928] jill
[2288] president
[1715] breaking
[1180] first
[1180] lady
[1160] joe
[1151] members
[1150] service
[1150] support

Top Words in Tweet in G2:
[3224] christmas
[2552] biden
[2365] jill
[1729] melania
[1276] first
[1249] lady
[1206] house
[1198] white
[1157] four
[976] trump

Top Words in Tweet in G3:
[2179] biden
[1609] jill
[1083] first
[1026] lady
[830] house
[821] white
[784] christmas
[682] tree
[629] dr
[624] flotus

Top Words in Tweet in G4:
[3942] biden
[1583] jill
[1425] first
[1382] president
[1361] lady
[1286] dr
[1250] thanksgiving
[1210] thankful
[1199] harris
[1186] second

Top Words in Tweet in G5:
[1981] biden
[1103] jill
[1049] first
[1048] lady
[951] service
[900] thanksgiving
[895] members
[852] fort
[852] bragg
[846] pres

Top Words in Tweet in G6:
[1026] biden
[970] jill
[864] first
[802] dr
[794] one
[783] think
[762] go
[756] michelle
[756] obama
[754] ladies

Top Words in Tweet in G7:
[875] biden
[820] jill
[238] house
[231] first
[224] white
[219] christmas
[212] lady
[195] joe
[178] tree
[166] dr

Top Words in Tweet in G8:
[791] biden
[525] jill
[372] first
[366] lady
[291] dr
[266] president
[264] house
[254] white
[242] christmas
[215] tree

Top Words in Tweet in G9:
[855] biden
[506] jill
[435] president
[366] joe
[334] first
[323] lady
[285] dr
[283] thanksgiving
[267] meals
[260] fort

Top Words in Tweet in G10:
[645] biden
[444] jill
[332] first
[328] white
[326] house
[322] lady
[309] tree
[264] christmas
[213] official
[186] holiday

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[15965] jill,biden
[10683] first,lady
[6854] lady,jill
[6049] dr,jill
[5421] biden,first
[5296] white,house
[4980] president,biden
[3865] fort,bragg
[3283] service,members
[3067] lady,dr

Top Word Pairs in Tweet in G1:
[1766] jill,biden
[1720] president,biden
[1179] first,lady
[1175] lady,jill
[1154] joe,jill
[1149] biden,first
[1149] air,force
[1149] force,one
[1149] fort,bragg
[1148] breaking,president

Top Word Pairs in Tweet in G2:
[2271] jill,biden
[1247] first,lady
[1197] white,house
[1079] lady,jill
[945] melania,trump
[911] biden,normal
[911] normal,happy
[911] returns,white
[911] gives,christmas
[910] four,years

Top Word Pairs in Tweet in G3:
[1512] jill,biden
[1015] first,lady
[818] white,house
[663] lady,jill
[643] christmas,tree
[622] house,christmas
[569] dr,jill
[528] official,white
[522] biden,receives
[495] receives,official

Top Word Pairs in Tweet in G4:
[1513] jill,biden
[1348] first,lady
[1279] dr,jill
[1248] president,biden
[1198] biden,first
[1186] second,gentleman
[1151] harris,second
[1150] asked,thankful
[1150] biden,people
[1150] people,standing

Top Word Pairs in Tweet in G5:
[1071] jill,biden
[1048] first,lady
[1001] lady,jill
[895] biden,first
[892] service,members
[852] fort,bragg
[846] pres,biden
[813] members,fort
[811] thanksgiving,meals
[810] served,thanksgiving

Top Word Pairs in Tweet in G6:
[917] jill,biden
[802] dr,jill
[756] michelle,obama
[754] first,ladies
[745] think,dr
[745] biden,go
[745] go,down
[745] down,one
[745] one,best
[745] best,first

Top Word Pairs in Tweet in G7:
[580] jill,biden
[217] white,house
[205] first,lady
[138] christmas,tree
[127] dr,jill
[125] lady,jill
[125] house,christmas
[113] joe,biden
[67] president,joe
[62] biden,receives

Top Word Pairs in Tweet in G8:
[502] jill,biden
[366] first,lady
[291] dr,jill
[274] lady,dr
[252] white,house
[213] house,christmas
[211] christmas,tree
[188] president,biden
[187] biden,first
[140] fort,bragg

Top Word Pairs in Tweet in G9:
[375] jill,biden
[348] joe,biden
[323] first,lady
[290] biden,first
[281] dr,jill
[259] fort,bragg
[255] service,members
[253] lady,dr
[243] members,families
[235] meals,service

Top Word Pairs in Tweet in G10:
[368] jill,biden
[326] white,house
[322] first,lady
[304] lady,jill
[254] christmas,tree
[253] house,christmas
[156] official,white
[118] biden,kicked
[118] kicked,holiday
[118] holiday,season

Top Replied-To
Top Replied-To in Entire Graph:
@guy_1776
@samstein
@flotus
@potus
@joncoopertweets
@subrata30016572
@kjp46
@whitehouse
@mikesington
@cawthornfornc

Top Replied-To in G1:
@occupydemocrats
@mzmar110
@longislander520

Top Replied-To in G2:
@guy_1776
@subrata30016572
@mikesington
@gayrepublicswag
@whitehouse
@skeletonarmy66
@flotus
@tonyposnanski
@samstein
@dreamingtoo2

Top Replied-To in G3:
@flotus
@potus
@kjp46
@whitehouse
@joebiden
@meghays46
@theview
@cinderbellaco2
@samstein
@todayshow

Top Replied-To in G4:
@bidonkules
@mikesington
@msnbc
@yasminmsnbc
@nbcnews

Top Replied-To in G5:
@nowthisnews
@guy_1776

Top Replied-To in G6:
@joncoopertweets
@junkyday
@outy5000
@hana___anah

Top Replied-To in G7:
@mgmjan_marty
@freedomrockrad1

Top Replied-To in G8:
@thehill
@letat_lechat
@kelligophater
@alger_melody
@ph03n1xr151n6
@nottoda52393553
@jstein_wapo
@samstein
@medit8now
@andrewfeinberg

Top Replied-To in G9:
@joesilverman7
@thdivewhisperer
@eskeff
@jkeller5
@travisakers
@flsoccerfan
@5thdamnaccount

Top Replied-To in G10:
@abc
@samstein
@dzaia40
@chicagotribune
@cnnpolitics
@trishayearwood
@people

Top Mentioned
Top Mentioned in Entire Graph:
@nbcnews
@flotus
@foodnetwork
@discoveryplus
@potus
@mailonline
@whitehouse
@palmerreport
@youtube
@drbiden

Top Mentioned in G1:
@kaitlancollins

Top Mentioned in G2:
@guy_1776
@nbcnews
@flotus
@foodnetwork
@discoveryplus
@lesstraveledby2
@mikesington
@skeletonarmy66
@subrata30016572
@badvaccinetakes

Top Mentioned in G3:
@flotus
@potus
@whitehouse
@nbcnews
@joebiden
@drbiden
@foodnetwork
@discoveryplus
@jadabird
@vp

Top Mentioned in G4:
@nbcnews
@msnbc
@alasscanisback
@flotus
@betoorourke
@yasminv

Top Mentioned in G5:
@nowthisnews
@rhonda_harbison
@scottbix

Top Mentioned in G6:
@joncoopertweets
@nbcnews
@ksbedard
@georgestpaul
@noricketts
@persistentpengn
@flotus
@hana___anah
@outy5000

Top Mentioned in G7:

Top Mentioned in G8:
@youtube
@nbcnews
@andrewfeinberg
@independent
@urocklive1
@thehill
@medit8now
@samstein
@narendramodi
@nitin_gadkari

Top Mentioned in G9:
@nbcnews
@marykat27549382
@everrea44924524
@flotus
@travisakers
@yahoonews
@potus
@malcolmnance
@joesilverman7

Top Mentioned in G10:
@usatoday
@abc
@jilldlawrence
@nbcnews
@foodnetwork
@discoveryplus
@abcnewspr
@coflyercle
@islandjake5
@johnsymons

Top Tweeters
Top Tweeters in Entire Graph:
@la_patilla
@missb62
@animalsholbox
@jornalistavitor
@knewz_currently
@filafresh
@oldlady12345
@rashidaldosari
@barntiques859
@dichristine

Top Tweeters in G1:
@briangrnotabot
@mstepczyk
@mdjacksondallas
@ydanasmithdutra
@monicarivpin
@janattheocean
@jcr914
@sandykalano
@didifrench
@jinxy_minxy

Top Tweeters in G2:
@barntiques859
@britpoptarts
@thepoliticalcat
@gottalaff
@wildwillow65
@truthglow
@marylschmidt
@jamestoupin
@phendricks71
@cblazblaz

Top Tweeters in G3:
@missb62
@phildecarolis
@solutioneer72
@kat4obama
@insdatainter
@7b73f39b85e1415
@faby_nava77
@bannerite
@sddphoto
@lizditz

Top Tweeters in G4:
@dichristine
@robinsnewswire
@s9tmt
@cagney1991
@inspiteoftrump
@manmet80
@debilu2
@kak089
@vedehimajumdar
@theresamax

Top Tweeters in G5:
@unlewis
@astraea_styx
@lisabromley21
@solusnan1
@joanisparkles
@billieo2
@aprylsmithts
@dovewoman1
@njdoc
@janet_yackle

Top Tweeters in G6:
@kath2252
@jocowboys87
@thestephenralph
@smilan317
@betseybess
@antarianrani
@wismiss3
@aliadair22
@uscgamecockboy
@lltwing

Top Tweeters in G7:
@knewz_currently
@freiewelteu
@andyvermaut
@noticiasveapp
@parliamodinews
@mdlmurray
@elportal24
@wcvb
@noticiaaominuto
@rogue_corq

Top Tweeters in G8:
@tradermarcocost
@independent
@serendipitysays
@bigtimefootball
@westinghouse565
@washumom
@thehill
@onahunttoday
@carrybeyond
@wendymichele48

Top Tweeters in G9:
@mayirmamay14
@russelltim151
@frecklesxx20
@amyayers16
@liverpotlian
@micjojd
@groovy_ky
@jodotcom
@squirrel1110
@pushandpulljlm

Top Tweeters in G10:
@ginalawriw
@bellesapepper37
@awelab1956
@c3kenneth
@arriadna
@maadihotti
@jomajority
@amb0306
@sharonsharonh10
@richardupuy


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