#ImmigrationReform, Twitter, 1/30/2022 4:46:20 PM, 270946


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#ImmigrationReform_2022-01-30_08-42-01.xlsx
#ImmigrationReform_2022-01-30_08-42-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 30, 2022
Short Description:
#ImmigrationReform via NodeXL https://bit.ly/3oauLnK
@potus
@justitiaruat
@karenbrubin
@pabloreports
@jr64745539
@senschumer
@akami0007
@ufwfoundation
@andrewwilmoth3
@joebiden

Top hashtags:
#immigrationreform
#immigration
#farmworkers
#daca
#immigrants

Description:
Description
The graph represents a network of 456 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, 30 January 2022 at 16:42 UTC.

The requested start date was Saturday, 29 January 2022 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, 21-hour, 16-minute period from Saturday, 15 January 2022 at 01:09 UTC to Friday, 28 January 2022 at 22:25 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 : 456
Unique Edges : 364
Edges With Duplicates : 649
Total Edges : 1013
Number of Edge Types : 5
Mentions : 251
Replies to : 73
Tweet : 91
Retweet : 223
MentionsInRetweet : 375
Self-Loops : 99
Reciprocated Vertex Pair Ratio : 0.00716845878136201
Reciprocated Edge Ratio : 0.0142348754448399
Connected Components : 79
Single-Vertex Connected Components : 30
Maximum Vertices in a Connected Component : 182
Maximum Edges in a Connected Component : 558
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.870748
Graph Density : 0.00270869481395797
Modularity : 0.514605
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 456 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, 30 January 2022 at 16:42 UTC.

The requested start date was Saturday, 29 January 2022 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, 21-hour, 16-minute period from Saturday, 15 January 2022 at 01:09 UTC to Friday, 28 January 2022 at 22:25 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 : 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:
[4] https://docs.google.com/forms/d/e/1FAIpQLSfY-XNdNmXAgDSscVBD4YBKf8nTyFAI7H3iSaY0aOUg_wDDNQ/viewform?usp=send_form
[3] https://www.etsy.com/listing/968894691/tu-lucha-mi-lucha-die-cut-sticker?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1617835798000&utm_term=so.slt
[2] http://www.modernchurchlady.com/?p=1170
[2] https://www.etsy.com/listing/965114749/tu-lucha-mi-lucha-die-cut-sticker-pack?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1619194579000&utm_term=so.slt
[2] https://floridaimmigrant.org/
[2] https://www.natlawreview.com/article/immigration-weekly-round-chamber-commerce-pushes-immigration-reform-covid-19-spikes
[1] https://www.instagram.com/accounts/login/
[1] http://www.modernchurchlady.com/?p=1222
[1] https://twitter.com/POVdocs/status/1487129275870367746
[1] https://twitter.com/cbsnews/status/1486760986484822022

Top URLs in Tweet in G1:
[2] https://floridaimmigrant.org/

Top URLs in Tweet in G2:
[1] https://twitter.com/ImproveTheDream/status/1486526691497414656?s=20
[1] https://twitter.com/USCIS/status/1484628139653451778

Top URLs in Tweet in G3:
[1] https://twitter.com/cbsnews/status/1486760986484822022
[1] https://twitter.com/ufwupdates/status/1481647236991762435
[1] https://twitter.com/latinorebels/status/1479171509977452546

Top URLs in Tweet in G4:
[1] https://www.vox.com/videos/22616643/immigration-undocumented-how-many
[1] https://twitter.com/JessieAlarcon4/status/1424926386842742806

Top URLs in Tweet in G5:
[1] https://twitter.com/ufwupdates/status/1482141742875004935
[1] https://abcnews.go.com/US/migrants-arrest-operation-lone-star-ruled-unconstitutional/story?id=82266611
[1] https://twitter.com/NBCNews/status/1483922397258563587
[1] https://twitter.com/Yamiche/status/1483924002859065353
[1] https://news.sky.com/story/channel-crossings-uk-needs-to-change-immigration-policies-says-french-president-emmanuel-macron-12520320
[1] https://www.gherson.com/blog/UK-immigration-the-latest-from-gherson-20012022
[1] https://www.universebliss.com/
[1] https://www.americanimmigrationcouncil.org/news/one-year-biden-administrations-promises-immigration-remain-unfulfilled
[1] https://www.washingtonpost.com/opinions/2022/01/17/year-into-his-presidency-biden-has-kept-some-trumps-worst-immigration-policies-place-why/?fbclid=IwAR1ZVLQeLP-ZocJhWQAANvPcgKlU9c1YE0clPGT0owoG2P7iX0PGtrVvuGc
[1] https://twitter.com/jihanabdalla/status/1484549747281125382

Top URLs in Tweet in G6:
[1] https://twitter.com/HouseGOP/status/1482363190512074759
[1] https://twitter.com/HouseGOP/status/1483769960069353473
[1] https://twitter.com/GOP/status/1485777440765009920
[1] https://twitter.com/unidosusaf/status/1486721902496288779
[1] https://twitter.com/EdwardMiessner/status/1483634381923233793

Top URLs in Tweet in G7:
[1] https://www.latimes.com/world-nation/story/2022-01-27/california-lawsuit-settlement-limits-ice-detention-immigrants-freed-pandemic
[1] https://www.cnn.com/2022/01/14/politics/immigration-midterm-election/index.html
[1] https://whyy.org/articles/pa-gop-primary-candidates-warn-of-immigrant-ghost-flights-but-lack-facts-and-context/
[1] https://www.davisvanguard.org/2022/01/two-thirds-of-aclu-polled-voters-agree-expansion-of-for-profit-immigration-detention-must-stop-aclu-urges-biden-administration-to-follow-through/
[1] https://www.natlawreview.com/article/immigration-weekly-round-chamber-commerce-pushes-immigration-reform-covid-19-spikes
[1] https://www.cnn.com/2022/01/18/politics/immigration-court-backlog/index.html
[1] https://thehill.com/latino/590492-rift-grows-between-biden-and-immigration-advocates
[1] https://www.npr.org/2022/01/21/1073162105/biden-limits-ice-immigrant-advocates?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[1] https://www.buzzfeednews.com/article/adolfoflores/immigrants-humanitarian-parole?utm_source=dynamic&utm_campaign=bfsharetwitter
[1] https://thehill.com/opinion/immigration/590898-on-immigration-president-biden-needs-a-re-set

Top URLs in Tweet in G8:
[1] https://www.latimes.com/opinion/story/2022-01-16/working-parents-covid-pandemic-scientists-essential-workers

Top URLs in Tweet in G10:
[1] https://twitter.com/concern_legal/status/1485009058344013827

Top Domains
Top Domains in Tweet in Entire Graph:
[29] twitter.com
[5] etsy.com
[4] google.com
[3] modernchurchlady.com
[3] youtube.com
[3] vox.com
[2] floridaimmigrant.org
[2] latimes.com
[2] natlawreview.com
[2] go.com

Top Domains in Tweet in G1:
[2] floridaimmigrant.org

Top Domains in Tweet in G2:
[2] twitter.com

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

Top Domains in Tweet in G4:
[1] vox.com
[1] twitter.com

Top Domains in Tweet in G5:
[9] twitter.com
[1] go.com
[1] sky.com
[1] gherson.com
[1] universebliss.com
[1] americanimmigrationcouncil.org
[1] washingtonpost.com
[1] bltogo.com
[1] efe.com
[1] newsweek.com

Top Domains in Tweet in G6:
[5] twitter.com

Top Domains in Tweet in G7:
[2] cnn.com
[2] thehill.com
[2] youtube.com
[1] latimes.com
[1] whyy.org
[1] davisvanguard.org
[1] natlawreview.com
[1] npr.org
[1] buzzfeednews.com
[1] go.com

Top Domains in Tweet in G8:
[1] latimes.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[283] immigrationreform
[64] immigration
[36] farmworkers
[24] daca
[21] immigrants
[18] parentsinstem
[18] healthcareworkers
[17] joebiden
[16] haiti
[16] mexico



Top Hashtags in Tweet in G1:
[35] farmworkers
[28] immigrationreform
[2] wearehome
[1] gotmilk

Top Hashtags in Tweet in G2:
[38] immigrationreform
[6] mlkday
[3] bidenharris
[3] bbb
[3] climateaction
[2] iirira
[2] hr2920
[2] tps
[2] biden1year
[2] democracy

Top Hashtags in Tweet in G3:
[17] immigrationreform
[8] immigrationmatters
[6] immigrantsareessential
[3] election2022
[3] doyourjob
[3] immigration
[2] womenshealth
[2] votingrights
[2] policereform
[2] guncontrol

Top Hashtags in Tweet in G4:
[16] immigrationreform
[6] mixedstatusmarriage
[6] hr2920
[4] reconciliation
[4] fix96
[4] familiesbelongtogether
[3] membersofcongress
[3] uscitizenspouses
[3] waiverequality
[3] citizensmarriedtoimmigrants

Top Hashtags in Tweet in G5:
[32] immigrationreform
[10] immigration
[4] votingrights
[3] immigrants
[2] 700dayswithmoon
[1] criminal
[1] uscitizen
[1] rights
[1] constitution
[1] affordablehousing

Top Hashtags in Tweet in G6:
[22] immigrationreform
[4] votingrightsact
[3] covid
[2] votingrights
[1] illegalaliens
[1] biden
[1] illegalimmigrants
[1] rt
[1] buildbackbetter
[1] paidleave

Top Hashtags in Tweet in G7:
[33] immigrationreform
[21] daca
[21] immigration
[17] joebiden
[15] elsalvador
[14] mexico
[14] venezuela
[14] guatemala
[14] haiti
[14] asylum

Top Hashtags in Tweet in G8:
[18] parentsinstem
[18] healthcareworkers
[1] supporthealthcareworkers
[1] blacklivesmatter
[1] supportparents
[1] supportteachers
[1] immigrationreform
[1] academicmamas
[1] scicomm
[1] sciart

Top Hashtags in Tweet in G9:
[2] poll
[2] track
[2] usa
[2] unitedstates
[2] immigration
[2] immigrant
[2] uscitizenship
[2] immigrationreform

Top Hashtags in Tweet in G10:
[7] india
[4] immigrationreform
[2] greencardbacklog
[2] h4ead
[1] fixthecountry
[1] canada
[1] uk
[1] australia
[1] bbb
[1] mlkday

Top Words
Top Words in Tweet in Entire Graph:
[283] #immigrationreform
[79] immigration
[64] #immigration
[62] ufwfoundation
[57] nation
[54] work
[49] congress
[43] immigrants
[42] 10
[37] still

Top Words in Tweet in G1:
[62] ufwfoundation
[54] nation
[40] congress
[36] milk
[35] #farmworkers
[35] michigan
[35] work
[35] 10
[35] degree
[35] weather

Top Words in Tweet in G2:
[38] #immigrationreform
[21] housedemocrats
[20] senatedems
[18] potus
[15] first
[14] americans
[14] comes
[14] million
[13] an_americant
[12] law

Top Words in Tweet in G3:
[17] #immigrationreform
[14] immigration
[10] fairness
[10] act
[9] potus
[8] #immigrationmatters
[6] senatedems
[6] coming
[6] #immigrantsareessential
[6] thank

Top Words in Tweet in G4:
[16] #immigrationreform
[8] citizens
[7] being
[7] reichlinmelnick
[6] families
[6] #mixedstatusmarriage
[6] right
[6] #hr2920
[5] ignored
[5] spouses

Top Words in Tweet in G5:
[32] #immigrationreform
[10] #immigration
[7] immigration
[5] crisis
[4] #votingrights
[3] right
[3] immigrants
[3] #immigrants
[2] country
[2] without

Top Words in Tweet in G6:
[27] republicans
[22] #immigrationreform
[22] crisis
[20] housegop
[19] senategop
[15] work
[15] immigration
[13] gop
[13] come
[13] reform

Top Words in Tweet in G7:
[33] #immigrationreform
[21] #daca
[21] #immigration
[19] immigration
[17] #joebiden
[15] #elsalvador
[15] dems
[14] #mexico
[14] #venezuela
[14] #guatemala

Top Words in Tweet in G8:
[18] artwork
[18] published
[18] today
[18] latimes
[18] sunday
[18] paper
[18] dedicated
[18] fellow
[18] #parentsinstem
[18] #healthcareworkers

Top Words in Tweet in G9:
[31] polls_unbiased
[22] united
[22] states
[22] path
[22] citizenship
[22] follow
[12] deport
[12] immigrants
[12] living
[12] illegally

Top Words in Tweet in G10:
[8] uscis
[8] uscisdirector
[8] usandindia
[7] ensure
[7] hits
[7] zero
[7] india
[7] more
[7] enrollment
[7] #india

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[35] #farmworkers,michigan
[35] michigan,work
[35] work,10
[35] 10,degree
[35] degree,weather
[35] weather,feed
[35] feed,baby
[35] baby,cows
[35] cows,nation
[35] nation,milk

Top Word Pairs in Tweet in G1:
[35] #farmworkers,michigan
[35] michigan,work
[35] work,10
[35] 10,degree
[35] degree,weather
[35] weather,feed
[35] feed,baby
[35] baby,cows
[35] cows,nation
[35] nation,milk

Top Word Pairs in Tweet in G2:
[20] housedemocrats,senatedems
[14] senatedems,americans
[14] americans,first
[14] first,comes
[14] comes,#immigrationreform
[14] #immigrationreform,million
[13] an_americant,housedemocrats
[8] potus,vp
[7] human,personality
[6] vp,housedemocrats

Top Word Pairs in Tweet in G3:
[10] immigration,fairness
[7] #immigrationmatters,#immigrationreform
[5] #immigrantsareessential,#immigrationmatters
[5] fairness,america
[5] america,competes
[5] competes,act
[5] act,2022
[5] 2022,national
[5] national,defense
[5] defense,authorization

Top Word Pairs in Tweet in G4:
[4] housedemocrats,senatedems
[3] spouses,citizens
[3] senamyklobuchar,senatorbaldwin
[3] senatorbaldwin,need
[3] need,#uscitizenspouses
[3] #uscitizenspouses,#waiverequality
[3] #waiverequality,#immigrationreform
[3] reichlinmelnick,right
[3] right,reichlinmelnick
[3] reichlinmelnick,time

Top Word Pairs in Tweet in G5:
[3] #votingrights,#immigrationreform
[2] need,#immigrationreform
[2] #immigrationreform,murders
[2] murders,name
[2] #immigrants,#immigrationreform
[2] crisis,#immigrationreform
[2] #immigrationreform,#immigration
[2] immigration,reform

Top Word Pairs in Tweet in G6:
[15] senategop,housegop
[11] border,crisis
[11] crisis,central
[11] central,american
[11] american,humanitarian
[11] humanitarian,crisis
[11] crisis,senategop
[11] housegop,come
[11] come,table
[11] table,work

Top Word Pairs in Tweet in G7:
[21] #daca,#immigration
[18] #immigration,#immigrationreform
[17] #immigrationreform,#joebiden
[15] #joebiden,#elsalvador
[14] #elsalvador,#mexico
[14] #mexico,#venezuela
[14] #venezuela,#guatemala
[14] #guatemala,#haiti
[14] #haiti,#asylum
[14] #asylum,#tps

Top Word Pairs in Tweet in G8:
[18] artwork,published
[18] published,today
[18] today,latimes
[18] latimes,sunday
[18] sunday,paper
[18] paper,dedicated
[18] dedicated,fellow
[18] fellow,#parentsinstem
[18] #parentsinstem,#healthcareworkers
[18] #healthcareworkers,see

Top Word Pairs in Tweet in G9:
[22] united,states
[22] path,citizenship
[20] polls_unbiased,united
[12] states,deport
[12] deport,immigrants
[12] immigrants,living
[12] living,illegally
[12] illegally,offer
[12] offer,path
[12] citizenship,follow

Top Word Pairs in Tweet in G10:
[7] ensure,hits
[7] hits,zero
[7] zero,india
[7] india,more
[7] more,enrollment
[7] enrollment,#india
[7] #india,uscis
[7] uscis,uscisdirector
[7] uscisdirector,usandindia
[7] usandindia,2024

Top Replied-To
Top Replied-To in Entire Graph:
@gop
@potus
@pabloreports
@thisweekabc
@housedemocrats
@housegop
@reichlinmelnick
@gopchairwoman
@alexpadilla4ca
@guang_lie

Top Replied-To in G2:
@potus
@housedemocrats
@senatortimscott
@uscis
@pabloreports
@jdbalart
@repjeffduncan
@purrmonsta
@mi_astronauta
@repbowman

Top Replied-To in G3:
@potus
@pabloreports
@usprogressives
@americasvoice
@end_filibuster
@joebiden
@housedemocrats
@adelix1

Top Replied-To in G4:
@reichlinmelnick
@thehill
@senamyklobuchar
@judiciarygop
@senschumer

Top Replied-To in G6:
@gop
@thisweekabc
@housegop
@repbryansteil
@annmarie

Top Replied-To in G7:
@pabloreports

Top Replied-To in G10:
@pabloreports
@uscisdirector

Top Mentioned
Top Mentioned in Entire Graph:
@ufwfoundation
@senatedems
@housedemocrats
@potus
@polls_unbiased
@senategop
@latimes
@housegop
@beccacalisi
@vp

Top Mentioned in G1:
@ufwfoundation
@flimmigrant

Top Mentioned in G2:
@senatedems
@housedemocrats
@potus
@an_americant
@vp
@progjective
@iamdanielgeske
@thejoevols
@davidaxelrod
@secmayorkas

Top Mentioned in G3:
@potus
@senatedems
@kamalaharris
@speakerpelosi
@housedemocrats
@vp
@joebiden
@latinorebels
@senschumer
@undocublack

Top Mentioned in G4:
@jessiealarcon4
@potus
@housedemocrats
@senatedems
@senatorbaldwin
@natimmforum
@senalexpadilla
@amerifamsunited
@senamyklobuchar
@susanhildebrand

Top Mentioned in G6:
@senategop
@housegop
@gop
@joniernst
@thedemocrats
@martharaddatz
@senjoniernst
@collazophilly
@sen_joemanchin
@senschumer

Top Mentioned in G7:
@jthesma
@pabloreports
@realphatsblog
@theh1bguy

Top Mentioned in G8:
@latimes
@beccacalisi

Top Mentioned in G9:
@polls_unbiased
@poll

Top Mentioned in G10:
@uscis
@usandindia
@uscisdirector
@akami0007
@uchicago
@nyuniversity
@statedept
@columbia
@presssec
@potus

Top Tweeters
Top Tweeters in Entire Graph:
@thehill
@jfsebastian146
@metaquest
@ladydshops
@changetocindy
@jorichardskent
@bellablue1060
@purrmonsta
@sds_sunlight
@nytimes

Top Tweeters in G1:
@metaquest
@changetocindy
@sds_sunlight
@ilona84010600
@michele5411
@nenanenita
@nordbergvalerie
@epidatageek
@lildivaz1
@kungbore_15

Top Tweeters in G2:
@bellablue1060
@purrmonsta
@eco1start
@julito77
@mi_astronauta
@jdbalart
@sandrakicks1
@thejoevols
@senatedems
@erikaandiola

Top Tweeters in G3:
@thedemcoalition
@latinorebels
@americasvoice
@unitedwedream
@nhighlands7
@votolatino
@repjayapal
@ellengilmer
@pramilajayapal
@usprogressives

Top Tweeters in G4:
@thehill
@washingtonpost
@wbez
@telemundochi
@reichlinmelnick
@thenyic
@natimmforum
@senschumer
@anoorani
@senatordurbin

Top Tweeters in G5:
@ms_prissyaries
@wiserutips
@beercigarscotch
@elviadiaz1
@greg_costigan
@adamleetx7
@bevo2323
@oh_benn
@susanfrombflo
@swygantimprty

Top Tweeters in G6:
@nytimes
@politico
@msnbc
@terilg
@cdbrzezinski
@thisweekabc
@karenbrubin
@gop
@housegop
@thedemocrats

Top Tweeters in G7:
@realphatsblog
@mikenov
@angelicasramos
@sentham76569308
@bhattkalpesh
@pabloreports
@jthesma
@shekarshaky
@realsivakumars
@rk65396542

Top Tweeters in G8:
@jfsebastian146
@latimes
@b0tsci
@ctitusbrown
@lpachter
@amy_m_ryan
@beccacalisi
@jwmalcom
@the_wee_podcast
@ucdavis_kerlin

Top Tweeters in G9:
@ladydshops
@psychichealerc
@klonokid
@goldnemovesgold
@rrhaley59
@godhelpustx1
@akirar39
@poll
@thomask11908578
@gonshorowski

Top Tweeters in G10:
@statedept
@discriminated09
@usandindia
@columbia
@globalcitizenaz
@nyuniversity
@uchicago
@uscis
@jagan_gopi
@krishna_mudgala


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