#ImmigrationReform, Twitter, 4/10/2021 8:24:52 PM, 252554


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#ImmigrationReform_2021-04-10_08-42-01.xlsx
#ImmigrationReform_2021-04-10_08-42-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 10, 2021
Short Description:
#ImmigrationReform via NodeXL https://bit.ly/3t9U3mn
@potus
@nsamuellnorman
@persistshewill
@joebiden
@karenbrubin
@wtlmemes
@vp
@nytimes
@gop
@pj9005

Top hashtags:
#immigrationreform
#immigration
#bordercrisis
#greencard
#h4eaddelays
#h4ead
#greencardbacklog
#h1b

Description:
Description
The graph represents a network of 917 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 Saturday, 10 April 2021 at 15:43 UTC.

The requested start date was Saturday, 10 April 2021 at 00:01 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, 23-hour, 9-minute period from Saturday, 27 March 2021 at 00:11 UTC to Friday, 09 April 2021 at 23:20 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 : 917
Unique Edges : 798
Edges With Duplicates : 903
Total Edges : 1701
Number of Edge Types : 5
Retweet : 307
MentionsInRetweet : 541
Mentions : 439
Replies to : 133
Tweet : 281
Self-Loops : 303
Reciprocated Vertex Pair Ratio : 0.0286624203821656
Reciprocated Edge Ratio : 0.0557275541795666
Connected Components : 243
Single-Vertex Connected Components : 132
Maximum Vertices in a Connected Component : 312
Maximum Edges in a Connected Component : 676
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.719629
Graph Density : 0.00115360988223417
Modularity : 0.568372
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 917 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 Saturday, 10 April 2021 at 15:43 UTC.

The requested start date was Saturday, 10 April 2021 at 00:01 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, 23-hour, 9-minute period from Saturday, 27 March 2021 at 00:11 UTC to Friday, 09 April 2021 at 23:20 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:
[26] https://www.fbi.gov/investigate/civil-rights/human-trafficking
[10] http://www.suprpac.com/campaigns/view-campaign-detail/NoAmnesty
[5] https://prospect.org/special-report/immigrant-citizen/
[4] https://www.huffpost.com/2014/07/18/refugee-crisis-border_n_5596125.html?ncid=engmodushpmg00000004
[4] https://theislandnow.com/opinions-100/viewpoint-immigration-crisis-must-finally-be-solved/
[3] https://www.dailykos.com/stories/2021/3/30/2023658/-Don-t-Complain-about-Immigration-Crisis-If-You-Don-t-Pass-Immigration-Reform-Now
[3] https://www.theatlantic.com/magazine/archive/2021/05/united-states-immigration-exclusion/618390/
[3] https://renaldocmckenzie.blogspot.com/2021/04/you-cannot-fix-immigration-problem.html
[2] https://www.persimmonalleypress.com/richards-rants/rant-629-an-immigration-policy-that-works
[2] https://www.nytimes.com/2021/04/06/world/americas/migration-honduras-central-america.html

Top URLs in Tweet in G1:
[26] https://www.fbi.gov/investigate/civil-rights/human-trafficking
[10] http://www.suprpac.com/campaigns/view-campaign-detail/NoAmnesty
[2] https://www.businessinsider.com/sen-cornyn-attacks-biden-for-treating-all-immigrants-humanely-2021-3
[2] https://www.boyesturner.com/article/budget-2021-chancellor-announces-further-immigration-reform
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fpilsenneighbors
[2] https://twitter.com/johncornyn/status/1375439731715104771
[2] https://www.nytimes.com/2021/04/06/world/americas/migration-honduras-central-america.html
[1] https://twitter.com/breitbartnews/status/1375560679432855554
[1] https://twitter.com/GregAbbott_TX/status/1375627958346518531
[1] https://www.dallasnews.com/news/politics/2018/06/11/ted-cruz-defends-family-separation-at-border-as-trump-bars-asylum-claims-for-domestic-abuse-or-gang-violence/

Top URLs in Tweet in G2:
[3] https://renaldocmckenzie.blogspot.com/2021/04/you-cannot-fix-immigration-problem.html
[1] https://twitter.com/CBSNews/status/1380027567328137216
[1] https://twitter.com/POTUS/status/1379482785438703618
[1] https://apple.news/AWVKVlDDaQ4WW8GVvUsYB7A
[1] https://www.youtube.com/watch?v=1jx2s9XlSoM&feature=youtu.be

[1] https://apnews.com/article/775e2b0ae18d32478db1124efb88a4be
[1] https://twitter.com/DanRodimer/status/1377664521725222916
[1] https://twitter.com/tedcruz/status/1377655303022460934
[1] https://twitter.com/joseiswriting/status/1377630395328389120
[1] https://twitter.com/thomas1774paine/status/1376222566403215364

Top URLs in Tweet in G3:
[4] https://theislandnow.com/opinions-100/viewpoint-immigration-crisis-must-finally-be-solved/
[3] https://www.dailykos.com/stories/2021/3/30/2023658/-Don-t-Complain-about-Immigration-Crisis-If-You-Don-t-Pass-Immigration-Reform-Now
[1] https://twitter.com/johncornyn/status/1380491997119647746
[1] https://www.facebook.com/watch/?v=512541926403575
[1] https://twitter.com/AmericasVoice/status/1377735018735300609
[1] https://www.citizensforethics.org/legal-action/lawsuits/ice-tortured-immigrants-into-accepting-deportation/
[1] https://www.washingtonpost.com/politics/2021/03/23/theres-no-migrant-surge-us-southern-border-heres-data/#click=https://t.co/hDZIpMqJJV
[1] https://nypost.com/2021/03/31/aoc-says-calling-border-crisis-a-surge-pushes-white-supremacy/
[1] https://twitter.com/hulagirl05/status/1376506061700521990

Top URLs in Tweet in G5:
[1] https://www.vox.com/platform/amp/policy-and-politics/2020/10/21/21526566/trump-family-separations-immigrant-children
[1] https://twitter.com/tedcruz/status/1376668379969376259
[1] https://www.independent.co.uk/news/world/americas/us-politics/lindsey-graham-republicans-border-crisis-b1823403.html?utm_term=Autofeed&utm_medium=Social&utm_content=Echobox&utm_source=Twitter#Echobox=1616866701
[1] https://www.dailywire.com/news/these-are-the-biden-cages-sen-cruz-posts-shocking-video-of-border-crisis-smugglers

Top URLs in Tweet in G7:
[1] https://twitter.com/SaveH4EADs/status/1375101293698576385
[1] https://twitter.com/anirb_das/status/1376579925658976261

Top Domains
Top Domains in Tweet in Entire Graph:
[79] twitter.com
[26] fbi.gov
[11] youtube.com
[10] apnews.com
[10] suprpac.com
[6] facebook.com
[6] nytimes.com
[5] co.uk
[5] prospect.org
[5] cnn.com

Top Domains in Tweet in G1:
[37] twitter.com
[26] fbi.gov
[10] suprpac.com
[4] nytimes.com
[3] google.com
[3] facebook.com
[2] onenewspage.com
[2] businessinsider.com
[2] boyesturner.com
[2] youtube.com

Top Domains in Tweet in G2:
[6] twitter.com
[3] blogspot.com
[2] tucson.com
[1] apple.news
[1] youtube.com
[1] apnews.com
[1] highplainsblogger.com
[1] usatoday.com

Top Domains in Tweet in G3:
[4] theislandnow.com
[3] twitter.com
[3] dailykos.com
[1] facebook.com
[1] citizensforethics.org
[1] washingtonpost.com
[1] nypost.com

Top Domains in Tweet in G5:
[1] vox.com
[1] twitter.com
[1] co.uk
[1] dailywire.com

Top Domains in Tweet in G7:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[587] immigrationreform
[187] immigration
[45] bordercrisis
[41] greencard
[40] h4eaddelays
[38] h4ead
[37] greencardbacklog
[37] h1b
[36] h1bvisa
[35] h4



Top Hashtags in Tweet in G1:
[189] immigrationreform
[55] immigration
[26] stophumantrafficking
[26] fbi
[26] buildthewallcrimewillfall
[19] bordercrisis
[10] noamnesty
[10] securetheborder
[10] makedclisten
[10] pjnet

Top Hashtags in Tweet in G2:
[75] immigrationreform
[9] immigration
[7] cancelstudentdebt
[7] guncontrol
[5] h4eaddelays
[4] cancelgop
[4] h4ead
[4] medicareforall
[3] biden
[3] greencardbacklog

Top Hashtags in Tweet in G3:
[22] immigrationreform
[13] immigration
[6] immigrationcrisis
[6] migrantcrisis
[5] immigrationmatters
[4] viewpoint
[2] bordercrisis
[1] gophypocrisy
[1] votingrights
[1] gunsense

Top Hashtags in Tweet in G4:
[1] stopasianhate
[1] blacklivesmatter
[1] indigenouspeoples
[1] immigrationreform
[1] livebyexample
[1] stoptheattacks

Top Hashtags in Tweet in G5:
[20] immigrationreform
[2] tedcruzisadisgrace
[2] immigrant
[1] trumpvirus
[1] joebiden
[1] leningradlindsey
[1] trumpcrimefamilyforprison
[1] expandmedicaid
[1] doyourjob
[1] healthcare

Top Hashtags in Tweet in G6:
[2] poll
[2] track
[2] usa
[2] unitedstates
[2] immigration
[2] immigrant
[2] uscitizenship
[2] immigrationreform

Top Hashtags in Tweet in G7:
[7] immigrationreform
[5] h4eaddelays
[4] greencardbacklog
[4] h1bvisa
[4] h1b
[4] h4ead
[4] immigration
[3] greencard
[3] h4
[2] gcbacklogs

Top Hashtags in Tweet in G8:
[30] greencardbacklog
[30] greencard
[30] h1b
[30] h1bvisa
[30] h4
[30] h4ead
[30] h4eaddelays
[30] immigration
[27] immigrationreform
[21] legalimmigration

Top Hashtags in Tweet in G9:
[1] immigration
[1] immigrationreform

Top Hashtags in Tweet in G10:
[13] chicagotonight
[2] immigrationreform
[1] refugeeswelcome
[1] bordercrisis
[1] infrastructure
[1] votingrights
[1] gunreform
[1] twill

Top Words
Top Words in Tweet in Entire Graph:
[588] #immigrationreform
[192] #immigration
[95] need
[91] border
[86] immigration
[57] polls_unbiased
[55] more
[53] biden
[50] citizenship
[46] immigrants

Top Words in Tweet in G1:
[189] #immigrationreform
[55] #immigration
[49] need
[34] border
[29] immigration
[29] look
[28] news
[28] way
[27] going
[26] #stophumantrafficking

Top Words in Tweet in G2:
[75] #immigrationreform
[25] potus
[22] vp
[21] gop
[19] joebiden
[18] border
[14] need
[13] please
[12] immigration
[11] president

Top Words in Tweet in G3:
[22] #immigrationreform
[13] #immigration
[8] senschumer
[7] potus
[6] johncornyn
[6] don
[6] #immigrationcrisis
[6] senatedems
[6] #migrantcrisis
[5] pass

Top Words in Tweet in G5:
[20] #immigrationreform
[13] tedcruz
[8] trump
[5] sentedcruz
[4] lindseygrahamsc
[4] border
[4] last
[4] years
[4] parents
[4] children

Top Words in Tweet in G6:
[57] polls_unbiased
[41] united
[41] states
[41] path
[41] citizenship
[41] follow
[24] deport
[24] immigrants
[24] living
[24] illegally

Top Words in Tweet in G7:
[14] behalf
[14] extend
[14] sincere
[14] gratitude
[14] lalitkjha
[14] ji
[14] hope
[12] presssec
[12] nehausa01
[11] saveh4eads

Top Words in Tweet in G8:
[30] #greencardbacklog
[30] #greencard
[30] #h1b
[30] #h1bvisa
[30] #h4
[30] #h4ead
[30] #h4eaddelays
[30] #immigration
[27] #immigrationreform
[23] wtlmemes

Top Words in Tweet in G9:
[20] legal
[20] citizens
[19] nytimes
[19] fair
[19] state
[19] usa
[19] human
[19] kindness
[19] yes
[18] bscottanner

Top Words in Tweet in G10:
[13] wttw
[13] #chicagotonight
[13] 7p
[13] illinois
[13] congress
[13] members
[13] reps
[13] jan
[13] schakowsky
[13] jesús

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[105] #immigration,#immigrationreform
[44] united,states
[43] path,citizenship
[39] polls_unbiased,united
[36] #h4ead,#h4eaddelays
[35] #greencardbacklog,#greencard
[35] #greencard,#h1b
[35] #h1b,#h1bvisa
[35] #h1bvisa,#h4
[35] #h4,#h4ead

Top Word Pairs in Tweet in G1:
[26] #stophumantrafficking,way
[26] way,going
[26] going,fix
[26] fix,accept
[26] accept,fact
[26] fact,need
[26] need,best
[26] best,#immigrationreform
[26] #immigrationreform,research
[26] research,believe

Top Word Pairs in Tweet in G2:
[7] really,need
[6] mr,president
[6] years,apply
[6] vp,welcome
[6] welcome,life
[6] life,dignity
[6] dignity,keep
[6] keep,pushing
[6] pushing,really
[6] need,help

Top Word Pairs in Tweet in G3:
[6] senschumer,senatedems
[5] #immigration,#immigrationreform
[5] #immigrationreform,#immigrationmatters
[5] hiasrefugees,senschumer
[5] senatedems,#migrantcrisis
[4] #viewpoint,#immigration
[4] #immigration,crisis
[4] crisis,finally
[4] finally,solved
[4] #immigrationmatters,hiasrefugees

Top Word Pairs in Tweet in G5:
[3] children,parents
[2] #immigrationreform,help
[2] go,dc
[2] tedcruz,gee
[2] gee,ted
[2] ted,believe
[2] believe,happened
[2] happened,last
[2] last,yrs
[2] yrs,sessions

Top Word Pairs in Tweet in G6:
[41] united,states
[41] path,citizenship
[39] polls_unbiased,united
[24] states,deport
[24] deport,immigrants
[24] immigrants,living
[24] living,illegally
[24] illegally,offer
[24] offer,path
[24] citizenship,follow

Top Word Pairs in Tweet in G7:
[14] extend,sincere
[14] sincere,gratitude
[14] ji,hope
[11] saveh4eads,lalitkjha
[11] lalitkjha,whitehouse
[11] whitehouse,presssec
[11] presssec,behalf
[11] behalf,extend
[11] gratitude,lalit
[11] lalit,ji

Top Word Pairs in Tweet in G8:
[30] #greencardbacklog,#greencard
[30] #greencard,#h1b
[30] #h1b,#h1bvisa
[30] #h1bvisa,#h4
[30] #h4,#h4ead
[30] #h4ead,#h4eaddelays
[30] #h4eaddelays,#immigration
[24] #immigration,#immigrationreform
[15] #immigrationreform,#legalimmigration
[11] wtlmemes,#greencardbacklog

Top Word Pairs in Tweet in G9:
[19] nytimes,legal
[19] legal,fair
[19] fair,citizens
[19] citizens,state
[19] state,usa
[19] usa,human
[19] human,kindness
[19] kindness,yes
[18] bscottanner,nytimes

Top Word Pairs in Tweet in G10:
[13] wttw,#chicagotonight
[13] #chicagotonight,7p
[13] 7p,illinois
[13] illinois,congress
[13] congress,members
[13] members,reps
[13] reps,jan
[13] jan,schakowsky
[13] schakowsky,jesús
[13] jesús,chuy

Top Replied-To
Top Replied-To in Entire Graph:
@tedcruz
@johncornyn
@gopchairwoman
@thehill
@potus
@sentedcruz
@ailanational
@repandybiggsaz
@dougducey
@gregabbott_tx

Top Replied-To in G2:
@gopchairwoman
@thehill
@potus
@dougducey
@repandybiggsaz
@newsweek
@vp
@mmpadellan
@tedcruz
@kylegriffin1

Top Replied-To in G3:
@johncornyn
@presssec
@npr
@michaelcburgess
@marshablackburn
@senategop
@repaoc
@potus

Top Replied-To in G4:
@kvajpayaee

Top Replied-To in G5:
@tedcruz
@sentedcruz
@lindseygrahamsc
@biggan4congress
@jmal52
@thereidout

Top Replied-To in G7:
@saveh4eads

Top Replied-To in G9:
@nytimes

Top Mentioned
Top Mentioned in Entire Graph:
@polls_unbiased
@potus
@wtlmemes
@poll
@vp
@nytimes
@joebiden
@gop
@bscottanner
@lalitkjha

Top Mentioned in G1:
@fastracfreight
@ofidhne

Top Mentioned in G2:
@potus
@vp
@joebiden
@gop
@bensuliman16
@thedemocrats
@aadhyalal
@bettymccollum04
@senatedems
@gopcongress

Top Mentioned in G3:
@senschumer
@potus
@senatedems
@hiasrefugees
@senategop
@washingtonpost
@maddow
@speakerpelosi
@dhsgov
@tom_suozzi

Top Mentioned in G4:
@marciabarrie
@thenaynayshow
@pulte
@lydiacornell
@jim9482
@cre8tvdeb
@nealx1
@gabby_ucmaroon
@pzeedrummer9
@libforlife1

Top Mentioned in G5:
@tedcruz
@lindseygrahamsc
@joebiden
@pamsonnen
@govabbott
@jcyrier
@judithzaffirini
@johncornyn
@leadermcconnell
@laladove

Top Mentioned in G6:
@polls_unbiased
@poll

Top Mentioned in G7:
@lalitkjha
@presssec
@nehausa01
@whitehouse
@saveh4eads
@wtlmemes
@gcbcoalition
@po
@potus
@vp

Top Mentioned in G8:
@wtlmemes
@whereismygc

Top Mentioned in G9:
@bscottanner
@nytimes

Top Mentioned in G10:
@wttw
@alexproducer11
@miles4migrants
@janschakowsky
@repchuygarcia
@rodneydavis
@paschutz

Top Tweeters
Top Tweeters in Entire Graph:
@joni_looking
@thehill
@saferprint
@hijcp
@morgfair
@dsochoa
@jeannie_hartley
@granny_st
@bellablue1060
@kvajpayaee

Top Tweeters in G1:
@cynthiay29
@cherylej0806
@steveperkins14
@one_news_page
@adriana1o5
@chris_swenson76
@dorothybeach
@eyesonfoxorg
@93a4jules
@hmmmmmm1

Top Tweeters in G2:
@joni_looking
@thehill
@abc
@ap
@newsweek
@bet
@claudiawolfgang
@jimlhorn1
@berniebot_2020
@cdbrzezinski

Top Tweeters in G3:
@dsochoa
@washingtonpost
@cnn
@wsj
@gailwmcdonald
@houstonchron
@miamiherald
@npr
@foxbusiness
@sbjames2327

Top Tweeters in G4:
@saferprint
@kvajpayaee
@bionicanadian
@electroboyusa
@drmckinn
@cre8tvdeb
@nealx1
@pauldereume
@mockumatrix
@mayaminty

Top Tweeters in G5:
@thisweekabc
@annsonita
@thereidout
@deberupts
@oncetreyminator
@tedcruz
@jmal52
@heyiamherenow
@oncerepublican
@maberrykara

Top Tweeters in G6:
@dreamweaver61
@klonokid
@kjune65
@hlpryor
@kleegrubaugh
@gregflippen
@brianberlin4
@poll
@mandystake
@azperspectives

Top Tweeters in G7:
@ronaldklain
@yogee_007
@becsantanu
@senatormenendez
@lalitkjha
@replindasanchez
@usiasri
@deepsharpal1
@tarun_basandra
@swetsvirgo

Top Tweeters in G8:
@uwinakick
@itzrajs
@anjana13173152
@f1_amit
@nvvsraju_k
@kumard1
@psona1787
@venkata12539172
@sanchb6
@mknarun

Top Tweeters in G9:
@nytimes
@mrdirk49
@maria4america
@karenann915
@some1inpgmd
@socratesintx
@bscottanner
@kerry98198
@brenda20208
@michaeleastwick

Top Tweeters in G10:
@toniragusa
@jeremy13605986
@wiactivist
@mondovibe
@wttw
@heathercherone
@indivlakeviewlp
@paschutz
@miguelayala312
@presafgeloc704


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