#ImmigrationReform, Twitter, 3/7/2021 9:28:47 PM, 250299


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#ImmigrationReform_2021-03-07_09-02-19.xlsx
#ImmigrationReform_2021-03-07_09-02-19.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 07, 2021
Short Description:
#ImmigrationReform via NodeXL https://bit.ly/3qpmYB0
@joebiden
@gracienunyabiz
@potus
@beosazee
@vp
@rodneyr58127664
@gcbcoalition
@mackette52
@polls_unbiased
@texanintech

Top hashtags:
#immigrationreform
#immigration
#biden
#h4visa
#uscitizenshipact
#abolishice

Description:
Description
The graph represents a network of 1,305 Twitter users whose tweets in the requested range contained "#ImmigrationReform", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 07 March 2021 at 17:04 UTC.

The requested start date was Saturday, 06 March 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 22-hour, 12-minute period from Saturday, 20 February 2021 at 02:40 UTC to Saturday, 06 March 2021 at 00:52 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 : 1305
Unique Edges : 1422
Edges With Duplicates : 1754
Total Edges : 3176
Number of Edge Types : 5
Mentions : 490
Tweet : 368
Replies to : 103
Retweet : 691
MentionsInRetweet : 1524
Self-Loops : 390
Reciprocated Vertex Pair Ratio : 0.00622083981337481
Reciprocated Edge Ratio : 0.0123647604327666
Connected Components : 295
Single-Vertex Connected Components : 166
Maximum Vertices in a Connected Component : 641
Maximum Edges in a Connected Component : 2116
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.78817
Graph Density : 0.00114061067625696
Modularity : 0.561294
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 1,305 Twitter users whose tweets in the requested range contained "#ImmigrationReform", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 07 March 2021 at 17:04 UTC.

The requested start date was Saturday, 06 March 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 22-hour, 12-minute period from Saturday, 20 February 2021 at 02:40 UTC to Saturday, 06 March 2021 at 00:52 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 : GraphServerTwitterSearch
Graph Term : #ImmigrationReform
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:
[14] https://www.fbi.gov/investigate/civil-rights/human-trafficking
[11] http://www.suprpac.com/campaigns/view-campaign-detail/NoAmnesty
[10] https://www.miamiherald.com/news/local/news-columns-blogs/fabiola-santiago/article249288680.html
[9] https://www.ndtv.com/world-news/group-urges-biden-not-to-issue-h-1b-till-country-cap-on-green-card-is-removed-2368744
[4] https://www.npr.org/2021/03/04/973860288/biden-administration-moves-to-speed-up-processing-of-migrants-in-family-detentio?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[4] https://www.politico.com/news/2021/02/23/stephen-miller-house-conservatives-471301
[3] https://www.politico.com/news/magazine/2021/03/02/biden-immigration-trump-legacy-asylum-refugees-472008
[3] https://www.cnn.com/2021/03/01/politics/family-separation/index.html
[3] https://www.washingtonpost.com/national/immigrant-children-camp-texas-biden/2021/02/22/05dfd58c-7533-11eb-8115-9ad5e9c02117_story.html
[3] 2021

Top URLs in Tweet in G1:
[9] https://www.ndtv.com/world-news/group-urges-biden-not-to-issue-h-1b-till-country-cap-on-green-card-is-removed-2368744
[2] https://travel.state.gov/content/travel/en/legal/visa-law0/visa-bulletin/2021/visa-bulletin-for-march-2021.html
[2] https://twitter.com/SenatorMenendez/status/1366474319321128960
[1] https://twitter.com/WashTimes/status/1367183957599674369
[1] https://www.npr.org/2021/02/18/969151127/sen-menendez-explains-congressional-democrats-new-immigration-bill
[1] https://twitter.com/aoc/status/1367959211938832389
[1] https://twitter.com/npr/status/1363737753020694529
[1] https://twitter.com/altochulo/status/1367865210548195330
[1] https://twitter.com/deepaks01965040/status/1363955651005849607
[1] https://twitter.com/usraotweet/status/1362809339120001027

Top URLs in Tweet in G2:
[14] https://www.fbi.gov/investigate/civil-rights/human-trafficking
[11] http://www.suprpac.com/campaigns/view-campaign-detail/NoAmnesty
[2] https://twitter.com/julieroginsky/status/1362783438315610117
[2] http://bit.ly/FINYDACA
[2] https://www.instagram.com/accounts/login/
[2] https://twitter.com/emilytgreen/status/1364258490328379400
[2] https://www.nbcnews.com/politics/immigration/lawyers-have-found-parents-105-separated-migrant-children-past-month-n1258791
[2] https://twitter.com/UFWupdates/status/1365775548836765696
[2] https://www.forbes.com/sites/stuartanderson/2021/03/01/immigration-bill-shows-need-to-end-employment-based-immigrant-backlog/amp/?__twitter_impression=true
[1] https://hr.economictimes.indiatimes.com/news/industry/biden-administration-introduces-ambitious-immigration-bill-in-congress-indian-it-professionals-to-be-benefited/81120882

Top URLs in Tweet in G4:
[2] https://rumble.com/vebe3l-rubio-slams-biden-border-policy-as-complete-utter-ridiculousness.html
[1] https://hannity.com/media-room/joe-told-no-another-federal-judge-blocks-bidens-100-day-freeze-on-deportations/#.YDaTs1TBBG0.twitter
[1] https://apple.news/A5YIsvC7ETeuiFbPuYHpSzA
[1] https://apple.news/A3q5TfvvRSfeoU-xTdbBThw
[1] https://twitter.com/chuckwoolery/status/1367560766824538113
[1] https://www.wlvr.org/2021/03/last-families-released-from-berks-immigrant-detention-center/#.YD_g6MZXd8I.twitter
[1] https://us02web.zoom.us/j/81643759562?pwd=d09oc0pWNHNpdHJSem1wTVJWRWlPdz09
[1] http://eepurl.com/hlVm7
[1] https://www.facebook.com/watch/?v=430768628192576
[1] https://www.youtube.com/watch?v=vf-k6qOfXz0&feature=youtu.be


Top URLs in Tweet in G5:
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DwPhmHnLBMaM%26feature%3Dyoutu.be&q=EgS4SO-bGJut0YEGIhkA8aeDSxAh3Qdpu61YvkI1vD5-6jwoJQwOMgFy
[1] https://thenext100.org/how-immigrants-expand-opportunity-for-all-americans/

Top URLs in Tweet in G6:
[1] https://twitter.com/NPR/status/1367617132457037827
[1] https://twitter.com/samswey/status/1367654951766257664
[1] https://secure.actblue.com/donate/aoc-email-20210226
[1] https://twitter.com/washingtonpost/status/1364051498506805266
[1] https://twitter.com/SarahDohl/status/1364253928716656644
[1] https://nypost.com/2021/02/23/wh-denies-kids-in-cages-hypocrisy-as-detention-centers-reopen/amp/
[1] https://twitter.com/miri_iron/status/1364292939137093640
[1] https://twitter.com/gravelinstitute/status/1362802264038125572
[1] https://www.youtube.com/watch?v=xPJmdYCwWqc&feature=youtu.be


Top URLs in Tweet in G9:
[1] https://www.axios.com/democrats-dream-act-immigration-reform-a47573e2-d179-411c-8ce9-fd6380d4ccc9.html
[1] https://twitter.com/NhCardona603/status/1367632078414753792
[1] https://twitter.com/peterdaou/status/1364359303386267656
[1] https://twitter.com/dev_decker/status/1364270998732824581
[1] https://twitter.com/ProudSocialist/status/1364241740929003523
[1] https://twitter.com/GravelInstitute/status/1364292823302946817
[1] https://twitter.com/ggreenwald/status/1364276318737747968
[1] https://twitter.com/SavageJoyMarie1/status/1364411423942733824
[1] https://www.nbcwashington.com/news/national-international/judge-bans-enforcement-of-bidens-100-day-deportation-pause/2584752/
[1] https://twitter.com/ProudSocialist/status/1364250005742051334

Top URLs in Tweet in G10:
[1] https://twitter.com/canadafreepress/status/1362409802094178304

Top Domains
Top Domains in Tweet in Entire Graph:
[132] twitter.com
[21] youtube.com
[14] fbi.gov
[12] washingtonpost.com
[11] suprpac.com
[10] miamiherald.com
[10] politico.com
[9] ndtv.com
[9] cnn.com
[7] thehill.com

Top Domains in Tweet in G1:
[17] twitter.com
[9] ndtv.com
[2] state.gov
[1] npr.org
[1] americanbazaaronline.com
[1] senate.gov
[1] nytimes.com
[1] thehill.com
[1] motherjones.com
[1] washingtonpost.com

Top Domains in Tweet in G2:
[40] twitter.com
[14] fbi.gov
[11] suprpac.com
[5] youtube.com
[3] co.uk
[3] bit.ly
[3] mailchi.mp
[2] instagram.com
[2] latinovations.com
[2] usoccnews.net

Top Domains in Tweet in G4:
[6] twitter.com
[4] youtube.com
[2] apple.news
[2] rumble.com
[2] washingtonpost.com
[1] hannity.com
[1] wlvr.org
[1] zoom.us
[1] eepurl.com
[1] facebook.com

Top Domains in Tweet in G5:
[1] google.com
[1] thenext100.org

Top Domains in Tweet in G6:
[6] twitter.com
[1] actblue.com
[1] nypost.com
[1] youtube.com

Top Domains in Tweet in G9:
[11] twitter.com
[1] axios.com
[1] nbcwashington.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[742] immigrationreform
[169] immigration
[56] biden
[43] h4visa
[38] uscitizenshipact
[37] abolishice
[36] american
[27] immigrationmatters
[25] immigrants
[24] immigrantsareessential



Top Hashtags in Tweet in G1:
[60] immigrationreform
[43] h4visa
[34] uscitizenshipact
[34] american
[9] immigration
[8] h4eaddelays
[7] immigrants
[6] greencardbacklog
[5] immigrationmatters
[5] immigrantsareessential

Top Hashtags in Tweet in G2:
[222] immigrationreform
[49] immigration
[14] biden
[14] immigrantsareessential
[14] stophumantrafficking
[14] fbi
[14] buildthewallcrimewillfall
[11] immigrants
[11] immigrationmatters
[11] noamnesty

Top Hashtags in Tweet in G3:
[1] immigrationreform
[1] illegals
[1] bordersecurity

Top Hashtags in Tweet in G4:
[47] immigrationreform
[5] buildthewall
[5] eb1
[5] eb2
[5] visa
[4] abolishice
[3] legalimmigration
[2] stoptheinvasion
[2] un
[2] trump

Top Hashtags in Tweet in G5:
[10] immigrationreform
[2] immigration
[1] joebiden
[1] legal
[1] openborders
[1] covid19
[1] covid
[1] illegalimmigrants
[1] america
[1] filibuster

Top Hashtags in Tweet in G6:
[24] immigrationreform
[3] unaccompaniedminors
[2] criminaljusticereform
[2] cancelstudentdebt
[2] joebiden
[1] abolishthefilibuster
[1] washingtondc
[1] illegal
[1] biden
[1] taxes

Top Hashtags in Tweet in G7:
[6] poll
[6] track
[6] usa
[6] unitedstates
[6] immigration
[6] immigrant
[6] uscitizenship
[6] immigrationreform

Top Hashtags in Tweet in G8:
[24] immigrationreform

Top Hashtags in Tweet in G9:
[15] immigrationreform
[10] abolishice
[10] abolishdhs
[5] doublestandard
[5] hypocrisy
[4] neoliberals
[1] dreamact
[1] neoliberaldems
[1] judge
[1] biden

Top Hashtags in Tweet in G10:
[1] immigrationreform
[1] covid19
[1] nomasks
[1] vaccines

Top Words
Top Words in Tweet in Entire Graph:
[742] #immigrationreform
[289] immigration
[203] potus
[169] #immigration
[162] enough
[143] border
[122] biden
[120] legal
[118] being
[117] vp

Top Words in Tweet in G1:
[187] potus
[162] enough
[115] vp
[104] legal
[100] senatedems
[99] housedemocrats
[87] wait
[87] immigration
[84] decision
[83] political

Top Words in Tweet in G2:
[222] #immigrationreform
[78] immigration
[49] #immigration
[45] people
[31] reform
[29] need
[21] biden
[21] important
[20] house
[20] easy

Top Words in Tweet in G3:
[107] according
[107] latimes
[107] 27
[107] ppl
[107] packed
[107] suv
[107] being
[107] transported
[107] near
[107] border

Top Words in Tweet in G4:
[47] #immigrationreform
[28] joebiden
[11] immigration
[9] potus
[8] joebiden's
[7] biden
[7] deportations
[7] senbobcasey
[7] bill
[7] visa

Top Words in Tweet in G5:
[10] #immigrationreform
[6] immigrant
[6] story
[4] lindseygrahamsc
[4] immigration
[3] lawrence
[3] alivelshi
[3] success
[3] core
[3] element

Top Words in Tweet in G6:
[24] #immigrationreform
[8] aoc
[4] exactly
[4] time
[4] jim_jordan
[4] alternatives
[4] suggest
[3] need
[3] senatedems
[3] kill

Top Words in Tweet in G7:
[83] polls_unbiased
[57] united
[57] states
[57] path
[57] citizenship
[57] follow
[32] more
[32] polls
[29] make
[29] easier

Top Words in Tweet in G8:
[48] first
[24] things
[24] #immigrationreform
[23] bmcarthur17

Top Words in Tweet in G9:
[21] help
[15] #immigrationreform
[11] support
[11] time
[10] asking
[10] senatorhassan
[10] senatorshaheen
[10] immigration
[10] reform
[10] those

Top Words in Tweet in G10:
[7] haveaconcern
[7] michellemalkin
[7] grindingdude
[7] knkcattle
[7] pkellyhardwa822
[7] mychalmassie
[7] fiverights
[7] rhowardbrowne
[6] goldbaron08
[6] jackbone

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[108] potus,vp
[107] according,latimes
[107] latimes,27
[107] 27,ppl
[107] ppl,packed
[107] packed,suv
[107] suv,being
[107] being,transported
[107] transported,near
[107] near,border

Top Word Pairs in Tweet in G1:
[108] potus,vp
[97] vp,senatedems
[97] senatedems,housedemocrats
[81] enough,enough
[81] enough,potus
[81] housedemocrats,put
[81] put,political
[81] political,game
[81] game,legal
[81] legal,immigration

Top Word Pairs in Tweet in G2:
[27] immigration,reform
[18] house,fire
[18] fire,invite
[18] invite,people
[18] people,come
[18] come,live
[18] live,immigration
[18] reform,important
[18] important,let's
[18] let's,see

Top Word Pairs in Tweet in G3:
[107] according,latimes
[107] latimes,27
[107] 27,ppl
[107] ppl,packed
[107] packed,suv
[107] suv,being
[107] being,transported
[107] transported,near
[107] near,border
[107] border,crashed

Top Word Pairs in Tweet in G4:
[5] sentoomey,senbobcasey
[5] senbobcasey,repmeuser
[5] joebiden's,#immigrationreform
[5] #immigrationreform,raises
[5] raises,eb
[5] eb,#eb1
[5] #eb1,#eb2
[5] #eb2,etc
[5] etc,#visa
[5] #visa,cap

Top Word Pairs in Tweet in G5:
[3] immigrant,success
[3] success,story
[3] story,core
[3] core,element
[3] element,future
[3] future,immigration
[3] immigration,policies
[3] policies,immigrant
[3] immigrant,story
[2] faubush,realdonaldtrump

Top Word Pairs in Tweet in G6:
[3] exactly,need
[3] need,senatedems
[3] senatedems,kill
[3] kill,filibuster
[3] filibuster,finally
[3] finally,pass
[3] pass,#immigrationreform
[3] #immigrationreform,time
[3] linda,brandmiller
[2] skiefer11,exactly

Top Word Pairs in Tweet in G7:
[57] united,states
[57] path,citizenship
[51] polls_unbiased,united
[32] follow,polls_unbiased
[32] polls_unbiased,more
[32] more,polls
[29] states,make
[29] make,path
[29] citizenship,easier
[29] easier,harder

Top Word Pairs in Tweet in G8:
[24] first,things
[24] things,first
[24] first,#immigrationreform
[23] bmcarthur17,first

Top Word Pairs in Tweet in G9:
[11] time,help
[10] asking,senatorhassan
[10] senatorhassan,senatorshaheen
[10] senatorshaheen,support
[10] support,immigration
[10] immigration,reform
[10] reform,time
[10] help,those
[10] those,help
[10] help,build

Top Word Pairs in Tweet in G10:
[7] haveaconcern,michellemalkin
[7] michellemalkin,grindingdude
[7] grindingdude,knkcattle
[7] knkcattle,pkellyhardwa822
[7] pkellyhardwa822,mychalmassie
[7] mychalmassie,fiverights
[7] fiverights,rhowardbrowne
[6] goldbaron08,haveaconcern
[6] rhowardbrowne,jackbone

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@joebiden
@jim_jordan
@icegov
@aoc
@washingtonpost
@thedemocrats
@lindseygrahamsc
@repzoelofgren
@el1421

Top Replied-To in G1:
@potus
@repzoelofgren
@wadhwa
@presssec
@secmayorkas
@flotus
@whitehouse
@vp
@senatormenendez
@uscis

Top Replied-To in G4:
@joebiden
@potus
@thedemocrats
@leaderhoyer
@anirb_das
@housedemocrats
@truethenews
@w7voa
@repbonnie
@casanley

Top Replied-To in G5:
@lindseygrahamsc
@potus
@faubush
@betoorourke
@repadamschiff
@lawrence
@brendashufelt

Top Replied-To in G6:
@jim_jordan
@aoc
@gopleader
@foxnews
@pramilajayapal
@potus
@thenarberal
@mehdirhasan
@waltshaub
@sentedcruz

Top Replied-To in G9:
@senwarren
@joaquincastrotx

Top Replied-To in G10:
@haveaconcern

Top Mentioned
Top Mentioned in Entire Graph:
@potus
@vp
@latimes
@gracienunyabiz
@senatedems
@housedemocrats
@smehta68
@polls_unbiased
@texanintech
@joebiden

Top Mentioned in G1:
@potus
@vp
@senatedems
@housedemocrats
@smehta68
@texanintech
@sanjeev45233089
@presssec
@uscis
@pynea2011

Top Mentioned in G2:
@sdimmigration
@drcamposmedina
@ofidhne
@dsochoa
@indianitblog

Top Mentioned in G3:
@latimes
@gracienunyabiz
@joebiden
@whitehouse
@polls_unbiased

Top Mentioned in G4:
@joebiden
@senbobcasey
@speakerpelosi
@kamalaharris
@potus
@rodneyr58127664
@sentoomey
@repmeuser
@whitehouse
@secmayorkas

Top Mentioned in G5:
@alivelshi
@gregabbott_tx
@realdonaldtrump
@morningmika
@joenbc
@joebiden
@mwolfers
@maddowblog
@lawrence
@joyannreid

Top Mentioned in G6:
@aoc
@senatedems
@senatorsinema
@skiefer11
@sen_joemanchin
@coribush
@jamaalbowmanny
@sentedcruz
@sensanders
@mehdirhasan

Top Mentioned in G7:
@polls_unbiased
@poll

Top Mentioned in G8:
@bmcarthur17

Top Mentioned in G9:
@senatorhassan
@senatorshaheen
@nhcardona603
@senwarren
@senmarkey
@ayannapressley
@pauldecristofo4
@aoc
@repaoc
@senalexpadilla

Top Mentioned in G10:
@michellemalkin
@grindingdude
@knkcattle
@pkellyhardwa822
@mychalmassie
@fiverights
@rhowardbrowne
@goldbaron08
@haveaconcern
@jackbone

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@thehill
@lavenderblue27
@reagancbrown
@hijcp
@senseof_outrage
@4tchat
@reuters
@cblazblaz
@billieo2

Top Tweeters in G1:
@dcexaminer
@cnn
@msnbc
@chronic_mom
@mi_astronauta
@alantonelson
@ronaldklain
@statedept
@kausmickey
@arjun7170

Top Tweeters in G2:
@filafresh
@dsochoa
@jeremypmurphy
@natlawreview
@mataonline
@thewoman62
@abpanandatv
@robert4787
@tourguidej
@jhwhitley

Top Tweeters in G3:
@evalb5
@latimes
@lisam02184
@blgaethgaeth
@mackette52
@amerigirltn
@tci92
@gretathegreek
@v_actually
@tmzedg

Top Tweeters in G4:
@huffpost
@abc
@bet
@dcfairbank
@w7voa
@lord_curzon
@arturo_sarukhan
@acerealitycheck
@vilverinelink
@45patriots

Top Tweeters in G5:
@ladytitania46
@zerlinamaxwell
@joyannreid
@betometrodos
@chrislhayes
@mwolfers
@americasvoice
@thereidout
@ac360
@mitchellreports

Top Tweeters in G6:
@foxnews
@cnnpolitics
@tracidegerman
@miri_iron
@lauriemacph
@mehdirhasan
@ninaturner
@lfishgirl67
@loyola48874002
@chefbadey

Top Tweeters in G7:
@ladydshops
@klonokid
@hereiam65094900
@kleegrubaugh
@derektionary
@poll
@sisters4evert
@shari12408
@mrtweeterverse
@suethemackgirl

Top Tweeters in G8:
@bellablue1060
@johnny_queer
@luluinportland
@missvalarie2
@growlinatthesun
@garthlever
@allmostanything
@air_samurai
@palimetakis
@charlielevenson

Top Tweeters in G9:
@senseof_outrage
@painter_nancy
@pauldecristofo4
@john_brumjo
@nhcardona603
@ilozue716
@inaselsabban
@ayannapressley
@joaquincastrotx
@senmarkey

Top Tweeters in G10:
@viralvideovlogs
@dmashak
@tasteofaz
@jackbones10
@grindingdude
@haveaconcern
@loveamerica615
@pkellyhardwa822
@fiverights
@lyncarps247qdds


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