#ImmigrationReform, Twitter, 7/30/2022 4:20:39 PM, 279745


FAQ | Problem?

#ImmigrationReform_2022-07-30_09-16-50.xlsx
#ImmigrationReform_2022-07-30_09-16-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 30, 2022
Short Description:
#ImmigrationReform via NodeXL https://bit.ly/3zT9Ko9
@justitiaruat
@potus
@noirdosser
@immigrants24
@senatedems
@tedcruz
@repzoelofgren
@abhinary
@amerifamsunited
@stephensgarrick

Top hashtags:
#immigrationreform
#immigration
#immigrants
#daca
#freedmen
#joebiden

Description:
Description
The graph represents a network of 313 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, 30 July 2022 at 16:17 UTC.

The requested start date was Saturday, 30 July 2022 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, 19-hour, 5-minute period from Saturday, 16 July 2022 at 00:09 UTC to Friday, 29 July 2022 at 19:15 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 : 313
Unique Edges : 226
Edges With Duplicates : 390
Total Edges : 616
Number of Edge Types : 5
Tweet : 89
Retweet : 130
MentionsInRetweet : 206
Replies to : 70
Mentions : 121
Self-Loops : 93
Reciprocated Vertex Pair Ratio : 0.00890207715133531
Reciprocated Edge Ratio : 0.0176470588235294
Connected Components : 57
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 141
Maximum Edges in a Connected Component : 301
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.544515
Graph Density : 0.00348160891291882
Modularity : 0.539458
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 313 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, 30 July 2022 at 16:17 UTC.

The requested start date was Saturday, 30 July 2022 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, 19-hour, 5-minute period from Saturday, 16 July 2022 at 00:09 UTC to Friday, 29 July 2022 at 19:15 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:
[7] https://www.westernstandard.news/business/sask-party-s-controversial-past-with-family-immigration/article_607e6530-0f4c-11ed-968f-b30a73a47435.html
[6] https://minikonlaw.com/
[3] http://www.modernchurchlady.com/?p=1170
[2] https://twitter.com/BlackNegus01/status/1552434020927111171
[2] https://globalnews.ca/news/8996261/americans-move-canada/
[2] https://www.deseret.com/u-s-world/2022/7/21/23199246/is-the-solution-to-americas-immigration-crisis-hiding-inside-an-idaho-dairy-farm
[2] https://www.reuters.com/world/refugees-lack-covid-shots-because-drugmakers-fear-lawsuits-documents-2021-12-16/
[2] https://linktr.ee/uujmca
[2] https://twitter.com/RonFilipkowski/status/1547986368055218180
[1] https://about.bgov.com/news/bill-to-ease-veterans-path-to-citizenship-gains-in-house-panel

Top URLs in Tweet in G2:
[1] https://twitter.com/nicoletteglazer/status/1552116513582096384
[1] https://twitter.com/RonFilipkowski/status/1550955841938923520

Top URLs in Tweet in G3:
[7] https://www.westernstandard.news/business/sask-party-s-controversial-past-with-family-immigration/article_607e6530-0f4c-11ed-968f-b30a73a47435.html
[6] https://minikonlaw.com/
[3] http://www.modernchurchlady.com/?p=1170
[1] https://twitter.com/reason/status/1548414423416549377
[1] https://twitter.com/senrobportman/status/1548745874326659072
[1] https://twitter.com/matt_cam/status/1548459238795538436
[1] https://twitter.com/irishexaminer/status/1549321933543596032
[1] https://www.nytimes.com/2021/11/30/arts/design/andrea-bowers-museum-chicago-activist-art.html
[1] https://twitter.com/LuisvonAhn/status/1548063598827618307
[1] https://twitter.com/MSN/status/1549638162644738048

Top URLs in Tweet in G4:
[1] https://twitter.com/TruthReigns0/status/1550116841728516096
[1] https://twitter.com/realCaesarChad/status/1550150611349667840
[1] https://twitter.com/NewsToter/status/1552673083621777408
[1] https://twitter.com/BlackNegus01/status/1552434020927111171
[1] https://foxbaltimore.com/news/nation-world/12-year-old-alleged-victim-whispered-help-me-to-a-witness-who-called-police-rivera-beach-florida-molestation

Top URLs in Tweet in G5:
[2] https://globalnews.ca/news/8996261/americans-move-canada/
[2] https://twitter.com/RonFilipkowski/status/1547986368055218180
[1] https://twitter.com/SeattlePD/status/1548064463705714688
[1] https://www.washingtonpost.com/national-security/2022/07/21/supreme-court-biden-ice-immigration-enforcement/

Top URLs in Tweet in G6:
[1] https://twitter.com/pabloreports/status/1549778256764739584

Top URLs in Tweet in G8:
[1] https://www.dailymail.co.uk/news/article-11022557/DC-homeless-shelters-filling-migrants-Arizona-Texas-Mayor-Muriel-Bowser-claims.html

Top URLs in Tweet in G9:
[1] https://www.congress.gov/member/ted-cruz/C001098
[1] https://www.youtube.com/watch?v=IPE2wR1VR4Q&feature=youtu.be


Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[207] immigrationreform
[80] immigration
[36] immigrants
[21] daca
[18] freedmen
[16] joebiden
[14] ice
[14] citizenship
[14] elsalvador
[13] migrants



Top Hashtags in Tweet in G1:
[3] vote
[3] immigrationreform
[2] fresh
[1] potus
[1] voteblue2022
[1] covid19
[1] betofortexas

Top Hashtags in Tweet in G2:
[12] immigrationreform
[4] immigrationpermits
[4] immigrantsareessential
[3] doyourjob
[2] hr2920
[2] gcbacklog
[1] familiesbelongtogether
[1] mixedstatusfamilies
[1] retiredurbin
[1] buildbackbetter

Top Hashtags in Tweet in G3:
[47] immigrationreform
[26] immigration
[8] immigrants
[8] immigrationattorney
[7] sask
[7] sk
[7] economy
[7] business
[7] politics
[7] government

Top Hashtags in Tweet in G4:
[22] immigrants
[22] immigrationreform
[21] immigration
[18] freedmen
[13] fba
[10] immigrant
[9] latino
[8] latinos
[7] criminality
[7] crime

Top Hashtags in Tweet in G5:
[21] immigrationreform
[4] slavery
[3] obama
[3] biden
[3] trump
[2] scotus
[2] hopeless
[2] americans
[2] looking
[2] movetocanada

Top Hashtags in Tweet in G6:
[2] immigration
[2] immigrationreform
[1] greencardbacklog

Top Hashtags in Tweet in G7:
[7] immigrationreform
[3] mixedstatusfamilies
[3] waiverequality
[3] americanfamiliesunitedact
[3] hr2920
[3] choosewelcome
[1] democrats

Top Hashtags in Tweet in G8:
[3] immigrationreform
[1] endthefilibuster
[1] votingrights
[1] codifyroe
[1] codifyobergefell
[1] expandthecourt
[1] scotusethics
[1] congressionalethics
[1] policereform
[1] banassaultweapons

Top Hashtags in Tweet in G9:
[9] immigrationreform
[4] voteoutthegop
[3] voteblue4workingclassppl
[3] voteblue2022
[1] dreamers
[1] bordersecurity
[1] immigrationreformnow
[1] votebluetosaveamerica

Top Hashtags in Tweet in G10:
[2] immigrationreform
[2] homeishere
[1] daca

Top Words
Top Words in Tweet in Entire Graph:
[207] #immigrationreform
[80] #immigration
[61] immigration
[57] immigrants
[49] bmcarthur17
[45] undocumented
[43] crime
[42] committed
[42] fleeing
[42] violence

Top Words in Tweet in G1:
[49] bmcarthur17
[43] crime
[42] committed
[42] undocumented
[42] immigrants
[42] fleeing
[42] violence
[42] poverty
[42] wanting
[42] stay

Top Words in Tweet in G2:
[12] #immigrationreform
[8] repzoelofgren
[8] senate
[7] use
[7] without
[6] sen_joemanchin
[6] repchuygarcia
[6] repgracemeng
[6] repespaillat
[6] reploucorrea

Top Words in Tweet in G3:
[47] #immigrationreform
[26] #immigration
[18] immigration
[8] #immigrants
[8] people
[8] family
[8] #immigrationattorney
[7] immigrants
[7] sask
[7] party

Top Words in Tweet in G4:
[22] #immigrants
[22] #immigrationreform
[21] #immigration
[18] #freedmen
[13] #fba
[11] tariqnasheed
[11] noirdosser
[10] #immigrant
[9] #latino
[8] #latinos

Top Words in Tweet in G5:
[21] #immigrationreform
[9] 11m
[9] inside
[9] usa
[8] living
[8] papers
[7] close
[7] border
[7] stop
[7] immigration

Top Words in Tweet in G6:
[24] before
[15] dems
[12] dcwaladesi
[12] august
[12] recess
[12] anyone
[12] surprised
[12] waste
[12] important
[12] months

Top Words in Tweet in G7:
[10] support
[10] citizens
[7] rights
[7] need
[7] #immigrationreform
[6] america
[5] immigration
[5] reform
[4] people
[4] miamiherald

Top Words in Tweet in G8:
[3] #immigrationreform
[2] pass
[2] thedemocrats
[2] joebiden

Top Words in Tweet in G9:
[13] republicans
[9] #immigrationreform
[6] create
[5] border
[5] help
[4] gop
[4] problems
[4] democrats
[4] solutions
[4] #voteoutthegop

Top Words in Tweet in G10:
[18] day
[10] daca
[9] recipients
[9] part
[9] community
[9] thank
[9] contributions
[9] make
[9] lives
[9] source

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[43] undocumented,immigrants
[42] crime,committed
[42] committed,undocumented
[42] immigrants,fleeing
[42] fleeing,violence
[42] violence,poverty
[42] poverty,wanting
[42] wanting,stay
[42] stay,alive
[41] #immigration,#immigrationreform

Top Word Pairs in Tweet in G1:
[42] crime,committed
[42] committed,undocumented
[42] undocumented,immigrants
[42] immigrants,fleeing
[42] fleeing,violence
[42] violence,poverty
[42] poverty,wanting
[42] wanting,stay
[42] stay,alive
[41] bmcarthur17,crime

Top Word Pairs in Tweet in G2:
[7] use,without
[7] without,senate
[5] repzoelofgren,normajtorres
[5] normajtorres,repgracemeng
[5] repgracemeng,reploucorrea
[5] reploucorrea,repespaillat
[5] repespaillat,repchuygarcia
[5] repchuygarcia,use
[4] potus,joebiden
[4] joebiden,executive

Top Word Pairs in Tweet in G3:
[7] sask,party
[7] party,controversial
[7] controversial,past
[7] past,family
[7] family,immigration
[7] #immigrationreform,#sask
[7] #sk,#economy
[7] #economy,#business
[7] #business,#politics
[7] #politics,#government

Top Word Pairs in Tweet in G4:
[11] #immigration,#immigrationreform
[10] #freedmen,#fba
[8] tariqnasheed,another
[8] another,one
[8] one,caribbean
[8] caribbean,sexually
[8] sexually,assaulted
[8] assaulted,12
[8] 12,year
[8] year,old

Top Word Pairs in Tweet in G5:
[9] inside,usa
[8] 11m,living
[7] living,inside
[5] usa,without
[4] border,11m
[4] papers,#slavery
[4] close,borders
[4] stop,ilegal
[4] legal,papers
[4] sure,seems

Top Word Pairs in Tweet in G6:
[12] before,august
[12] august,recess
[12] recess,anyone
[12] anyone,surprised
[12] surprised,dems
[12] dems,waste
[12] waste,important
[12] important,months
[12] months,before
[12] before,midterms

Top Word Pairs in Tweet in G7:
[7] support,rights
[7] rights,citizens
[6] citizens,america
[5] immigration,reform
[4] miamiherald,pbpost
[4] 35,years
[4] years,congress
[4] congress,passed
[4] passed,meaningful
[4] meaningful,immigration

Top Word Pairs in Tweet in G9:
[5] create,#immigrationreform
[4] republicans,help
[4] help,democrats
[4] democrats,create
[4] #immigrationreform,republicans
[3] republicans,solutions
[3] solutions,problems
[3] problems,republicans
[3] republicans,entire
[3] entire,campaign

Top Word Pairs in Tweet in G10:
[9] daca,recipients
[9] recipients,part
[9] part,community
[9] community,thank
[9] thank,contributions
[9] contributions,make
[9] make,day
[9] day,day
[9] day,lives
[9] lives,source

Top Replied-To
Top Replied-To in Entire Graph:
@ufwupdates
@nypost
@pauline98476699
@pabloreports
@thehill
@blacknegus01
@billfoxla
@tariqnasheed
@uscisdirector
@wsj

Top Replied-To in G1:
@lopezresists

Top Replied-To in G2:
@pabloreports
@ckuck
@marcorubio
@repchuygarcia
@repzoelofgren

Top Replied-To in G4:
@pauline98476699
@tariqnasheed
@blacknegus01
@jimmyperry0621
@anopensecret
@theukimya
@truthreigns0
@nasescobar316
@latinoheros
@judgejoebrowntv

Top Replied-To in G5:
@nypost
@billfoxla
@potus
@newsmax
@guybensonshow
@jimwalshld19
@ltchrisolivarez
@mayraflores2022
@hawleymo
@bennyjohnson

Top Replied-To in G8:
@dickdurbin
@mayorbowser
@ntexaspatriot65

Top Replied-To in G9:
@thehill
@gop
@senjohnhoeven
@johncornyn

Top Mentioned
Top Mentioned in Entire Graph:
@bmcarthur17
@dcwaladesi
@noirdosser
@tariqnasheed
@potus
@lopezresists
@iamanimmigrant
@repzoelofgren
@sen_joemanchin
@tedcruz

Top Mentioned in G1:
@bmcarthur17
@lopezresists
@heidytorr

Top Mentioned in G2:
@repzoelofgren
@sen_joemanchin
@repgracemeng
@repespaillat
@reploucorrea
@senatordurbin
@normajtorres
@repchuygarcia
@senalexpadilla
@potus

Top Mentioned in G3:
@ailsaforshaw

Top Mentioned in G4:
@noirdosser
@tariqnasheed
@nbcnews
@youtube
@adocs4s
@pauline98476699
@theukimya
@anopensecret

Top Mentioned in G5:
@tedcruz
@potus
@senategop
@billfoxla
@abhinary
@greta
@maryland_ppc
@hitechgurus
@noirdosser
@txdps

Top Mentioned in G6:
@dcwaladesi
@whitehouse

Top Mentioned in G7:
@miamiherald
@pbpost
@senrickscott
@johnewrightjr1
@repspartz
@indystar
@amerifamsunited
@repgregsteube
@emilyjc26

Top Mentioned in G8:
@thedemocrats
@joebiden
@senatedems
@housedemocrats
@whitehouse
@murielbowser
@ladyjava7
@shannon4t76
@facethenation

Top Mentioned in G9:
@gop
@senatorlankford
@sentedcruz
@tedcruz
@johncornyn

Top Mentioned in G10:
@iamanimmigrant

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@thehill
@business
@lindacollins11
@nakesha_horsey
@thomasjankow
@pinchandscrimp
@mcnejames
@ailsaforshaw
@nypost

Top Tweeters in G1:
@thomasjankow
@pinchandscrimp
@mcnejames
@resistersis20
@rob0349
@voteblue4us
@lopezresists
@claudiapoindex2
@senraba
@jkf3500

Top Tweeters in G2:
@latinorebels
@pabloreports
@senatedems
@judiciarygop
@ckuck
@senatordurbin
@senatormenendez
@repespaillat
@marcorubio
@senatorsinema

Top Tweeters in G3:
@filafresh
@ailsaforshaw
@chrisoldcorn
@dorothybeach
@el_daverino
@themoderateman
@bevo2323
@newsamericasnow
@breaknlinks
@unionforall

Top Tweeters in G4:
@nbcnews
@ghanaleaksblog
@nasescobar316
@noirdosser
@tariqnasheed
@judgejoebrowntv
@tkmceachin
@youtube
@pauline98476699
@anopensecret

Top Tweeters in G5:
@nypost
@abhinary
@greta
@immigrants24
@newsmax
@absteryinyang
@bennyjohnson
@reichlinmelnick
@tedcruz
@senategop

Top Tweeters in G6:
@yogee_007
@vamsiv58
@saeed60769134
@kannananaes
@eli61462527
@ehsanamjadi1
@singula32381494
@dcwaladesi
@h4_immigrant
@sakoshabani1358

Top Tweeters in G7:
@indystar
@miamiherald
@pbpost
@senrickscott
@lilygreen1026
@senrubiopress
@alexandsosa
@repstephmurphy
@lauraf43117281
@repgregsteube

Top Tweeters in G8:
@shannon4t76
@stephensgarrick
@facethenation
@thedemocrats
@mayorbowser
@housedemocrats
@murielbowser
@gv23
@joebiden
@dickdurbin

Top Tweeters in G9:
@thehill
@nsamuellnorman
@johncornyn
@gop
@chasfredrickson
@sentedcruz
@tosabooknerd
@senatorlankford
@snanarocks
@themeparkdeals

Top Tweeters in G10:
@annie5133
@james_savage15
@juansaaa
@thetoddschulte
@iamanimmigrant
@alliancesndiego
@netacollabllc
@undocu_alliesnc
@2nn2uu