#ImmigrationReform, Twitter, 9/17/2022 4:21:45 PM, 281977


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#ImmigrationReform_2022-09-17_09-16-49.xlsx
#ImmigrationReform_2022-09-17_09-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2022
Short Description:
#ImmigrationReform via NodeXL https://bit.ly/3BPoAgn
@dcwaladesi
@thedemocrats
@gop
@tosabooknerd
@speakwrespect
@senatordurbin
@gregabbott_tx
@vp
@nsamuellnorman
@potus

Top hashtags:
#immigrationreform
#immigration
#greencardbacklog
#eagleact
#greencard
#immigrants

Description:
Description
The graph represents a network of 949 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, 17 September 2022 at 16:17 UTC.

The requested start date was Saturday, 17 September 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, 9-hour, 43-minute period from Saturday, 03 September 2022 at 12:42 UTC to Friday, 16 September 2022 at 22:26 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 : 949
Unique Edges : 720
Edges With Duplicates : 1235
Total Edges : 1955
Number of Edge Types : 5
Retweet : 513
MentionsInRetweet : 773
Tweet : 210
Mentions : 288
Replies to : 171
Self-Loops : 213
Reciprocated Vertex Pair Ratio : 0.0100917431192661
Reciprocated Edge Ratio : 0.0199818346957312
Connected Components : 173
Single-Vertex Connected Components : 99
Maximum Vertices in a Connected Component : 541
Maximum Edges in a Connected Component : 1261
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.483329
Graph Density : 0.00122380653852823
Modularity : 0.536894
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 949 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, 17 September 2022 at 16:17 UTC.

The requested start date was Saturday, 17 September 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, 9-hour, 43-minute period from Saturday, 03 September 2022 at 12:42 UTC to Friday, 16 September 2022 at 22:26 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:
[17] https://www.westernstandard.news/news/bernier-s-immigration-plan-more-skilled-immigrants-and-give-provinces-control/article_729bc1a0-2afd-11ed-aaea-abe711a7135b.html
[16] https://www.westernstandard.news/news/sweden-first-right-wing-party-helps-defeat-centre-left-government/article_a14798bc-3520-11ed-b2d5-af29c9bb0468.html
[15] https://twitter.com/i/spaces/1OwxWwaeYOkxQ
[11] https://canadlance.com/
[9] https://medium.com/the-shadow/the-never-never-land-of-comprehensive-immigration-reform-b27c7649dbc2
[9] https://dallasexpress.com/candidates-for-congressional-district-disagree-on-the-border/
[6] https://twitter.com/jsrailton/status/1570803548501446661
[6] https://minikonlaw.com/
[6] https://twitter.com/jimmykimmellive/status/1570597708297293826
[6] https://www.nbcnews.com/news/us-news/farmers-pushing-immigration-reform-counter-labor-shortages-escalating-rcna45741

Top URLs in Tweet in G1:
[13] https://twitter.com/i/spaces/1OwxWwaeYOkxQ

Top URLs in Tweet in G2:
[6] https://minikonlaw.com/
[2] https://www.nbcnews.com/news/us-news/farmers-pushing-immigration-reform-counter-labor-shortages-escalating-rcna45741
[2] https://www.houstonpublicmedia.org/articles/news/politics/immigration/2022/09/01/432195/with-a-court-ruling-looming-young-texas-immigrants-prepare-for-the-possible-end-of-daca/
[2] https://twitter.com/jsrailton/status/1570803548501446661
[1] https://twitter.com/senwhitehouse/status/1566790784418025473
[1] https://thenarrativematters.com/immigration-can-save-the-american-economy-but-will-the-politicians-let-them/
[1] https://twitter.com/salstrange/status/1566834097623912449
[1] https://www.bbc.co.uk/news/uk-politics-62799583
[1] https://twitter.com/thehill/status/1567476034861240322
[1] https://twitter.com/NBCNews/status/1566738688746426368

Top URLs in Tweet in G3:
[3] https://twitter.com/jsrailton/status/1570803548501446661
[2] https://www.nbcnews.com/news/us-news/farmers-pushing-immigration-reform-counter-labor-shortages-escalating-rcna45741
[1] https://twitter.com/sxmprogress/status/1570875819047657472
[1] https://www.fox5dc.com/news/2-buses-of-migrants-arrive-outside-vp-harriss-residence-in-dc-fox-news
[1] https://twitter.com/ronfilipkowski/status/1570842587610882048
[1] https://www.risch.senate.gov/public/index.cfm/2022/7/report-president-biden-is-responsible-for-the-crisis-at-the-southern-border
[1] https://twitter.com/JimmyKimmelLive/status/1570597708297293826
[1] https://twitter.com/hello_hellotoy/status/1570532888172724226
[1] https://twitter.com/GovAbbott/status/1570454987070705664
[1] https://twitter.com/NatShupe/status/1570462241207750657

Top URLs in Tweet in G4:
[1] https://twitter.com/NatImmForum/status/1565760474616045568

Top URLs in Tweet in G5:
[1] https://twitter.com/AmaruFreedmen/status/1567655554260111360
[1] https://twitter.com/nypost/status/1567542590408478720
[1] https://twitter.com/noirdosser/status/1568098028799795202
[1] https://nypost.com/2022/02/03/open-borders-historically-dooms-jobs-for-black-americans/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons

Top URLs in Tweet in G6:
[2] https://twitter.com/i/spaces/1OwxWwaeYOkxQ

Top URLs in Tweet in G7:
[1] https://twitter.com/derrickvanorden/status/1570229422812450817

Top URLs in Tweet in G8:
[9] https://medium.com/the-shadow/the-never-never-land-of-comprehensive-immigration-reform-b27c7649dbc2
[1] https://twitter.com/jimmykimmellive/status/1570597708297293826
[1] https://twitter.com/tribelaw/status/1570793836372459520
[1] https://twitter.com/GriffJenkins/status/1570379158210969601
[1] https://twitter.com/CAgovernor/status/1570494386966007808

Top URLs in Tweet in G9:
[4] https://twitter.com/jimmykimmellive/status/1570597708297293826
[2] https://twitter.com/JimmyKimmelLive/status/1570597708297293826
[2] https://twitter.com/BetoMedia/status/1568364435718160385?s=20&t=ZVez_Rfy7skMK13zcEG3Kw

Top URLs in Tweet in G10:
[9] https://dallasexpress.com/candidates-for-congressional-district-disagree-on-the-border/

Top Domains
Top Domains in Tweet in Entire Graph:
[100] twitter.com
[33] westernstandard.news
[11] canadlance.com
[9] medium.com
[9] dallasexpress.com
[7] nbcnews.com
[6] minikonlaw.com
[4] modernchurchlady.com
[3] nypost.com
[3] youtube.com

Top Domains in Tweet in G1:
[13] twitter.com

Top Domains in Tweet in G2:
[34] twitter.com
[6] minikonlaw.com
[3] nbcnews.com
[2] houstonpublicmedia.org
[1] thenarrativematters.com
[1] co.uk
[1] americanimmigrationcouncil.org
[1] fox17.com
[1] breaknlinks.com
[1] wgntv.com

Top Domains in Tweet in G3:
[10] twitter.com
[2] nbcnews.com
[1] fox5dc.com
[1] senate.gov
[1] nytimes.com
[1] latimes.com
[1] youtube.com

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

Top Domains in Tweet in G5:
[3] twitter.com
[1] nypost.com

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

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

Top Domains in Tweet in G8:
[9] medium.com
[4] twitter.com

Top Domains in Tweet in G9:
[8] twitter.com

Top Domains in Tweet in G10:
[9] dallasexpress.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[560] immigrationreform
[255] immigration
[150] greencardbacklog
[140] eagleact
[125] greencard
[41] immigrants
[38] news
[35] politics
[32] government
[31] hr2920



Top Hashtags in Tweet in G1:
[135] immigration
[133] greencardbacklog
[133] eagleact
[120] greencard
[24] immigrationreform
[1] midterms
[1] biden
[1] joebiden
[1] eagleactdayoff
[1] america

Top Hashtags in Tweet in G2:
[113] immigrationreform
[27] immigration
[10] immigrants
[8] immigrationattorney
[7] immigrationlaw
[7] bordercrisis
[7] marthasvineyard
[6] texas
[5] immigrationmatters
[5] immigrationservices

Top Hashtags in Tweet in G3:
[43] immigrationreform
[4] humantrafficking
[3] voteblue
[2] immigrants
[2] immigrationmatters
[2] congress
[2] refugeeswelcome
[1] immigrantsarewelcome
[1] grantasylum
[1] lockthemup

Top Hashtags in Tweet in G4:
[58] immigrationreform
[31] hr2920
[14] daca
[12] americanfamiliesunitedact
[11] support
[11] keepfamiliesunited
[4] ussenate
[3] hispanics
[2] fiximmigration
[1] vote

Top Hashtags in Tweet in G5:
[8] immigrationreform
[7] immigration
[5] immigrants
[5] freedmen
[3] asian
[3] asians
[2] asiancrime
[2] dominicangangs
[2] dominicans
[2] dominican

Top Hashtags in Tweet in G6:
[17] greencardbacklog
[9] immigration
[7] eagleact
[6] immigrationreform
[5] greencard
[4] h1b
[4] gc
[2] gcbacklog
[1] uscis
[1] eb2

Top Hashtags in Tweet in G7:
[36] immigrationreform
[6] reproductiverights
[2] voteblue2022
[1] votebluetoprotectyourrights
[1] humantrafficking
[1] doj
[1] blacktwitter
[1] abbottfailstexaseveryday
[1] abbottfailedtexasagain
[1] immigration

Top Hashtags in Tweet in G8:
[19] immigrationreform
[10] immigration
[6] betoforgovernor
[2] miami
[1] orlando
[1] ucf
[1] miamibeach
[1] flpol
[1] sayfie
[1] tampa

Top Hashtags in Tweet in G9:
[23] immigrationreform
[3] beto
[2] betoforgovernor2022
[2] betofortexas
[1] betoforabettertexas
[1] texans
[1] immigrantsarewelcome
[1] immigrationmatters
[1] texas
[1] leadership

Top Hashtags in Tweet in G10:
[31] immigrationreform
[2] teamlira
[2] votelira
[2] tx23
[1] onetermtony
[1] votetonyout
[1] texansforjohnlira
[1] gotv2022

Top Words
Top Words in Tweet in Entire Graph:
[542] #immigrationreform
[255] #immigration
[248] house
[222] community
[218] dcwaladesi
[157] immigration
[150] #greencardbacklog
[141] day
[140] #eagleact
[127] taking

Top Words in Tweet in G1:
[213] house
[204] community
[201] dcwaladesi
[135] #immigration
[133] #greencardbacklog
[133] #eagleact
[120] looks
[120] taking
[120] day
[120] september

Top Words in Tweet in G2:
[113] #immigrationreform
[27] #immigration
[26] immigration
[18] people
[11] law
[10] more
[10] immigrants
[10] #immigrants
[10] political
[8] illegal

Top Words in Tweet in G3:
[43] #immigrationreform
[14] gregabbott_tx
[11] rondesantisfl
[10] govrondesantis
[10] immigration
[9] gop
[8] border
[7] political
[7] immigrants
[7] people

Top Words in Tweet in G4:
[40] #immigrationreform
[35] xmarksthespot35
[31] #hr2920
[24] immigration
[20] pushing
[20] potus
[20] citizens
[20] essential
[19] system
[19] away

Top Words in Tweet in G5:
[31] adosempowering
[24] tethers
[24] turned
[24] homeland
[24] bring
[24] degenerate
[24] 3rd
[24] world
[24] behavior
[24] over

Top Words in Tweet in G6:
[27] house
[17] #greencardbacklog
[17] dcwaladesi
[16] community
[10] very
[9] #immigration
[9] immigrant
[9] numb
[9] dems
[9] white

Top Words in Tweet in G7:
[36] #immigrationreform
[34] republicans
[25] solutions
[24] immigrants
[24] using
[23] really
[23] meaningful
[23] problems
[23] humans
[23] political

Top Words in Tweet in G8:
[19] #immigrationreform
[13] immigration
[12] reform
[10] consider
[10] hypocrisy
[10] comprehensive
[10] #immigration
[6] respectfully
[6] treat
[6] migrants

Top Words in Tweet in G9:
[23] #immigrationreform
[14] walshfreedom
[12] actually
[12] congress
[12] border
[12] crisis
[11] wouldn
[11] cool
[11] legislated
[10] bidenwonthnkgod

Top Words in Tweet in G10:
[31] mydallasexpress
[31] stance
[31] humane
[31] #immigrationreform
[29] liraforcongress
[22] icymi
[22] compared
[22] incumbent
[22] running
[22] tourist

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[140] #greencardbacklog,community
[125] looks,#greencardbacklog
[125] community,taking
[125] taking,day
[125] day,september
[125] september,20th
[125] 20th,#eagleact
[125] #eagleact,#immigration
[125] #immigration,#greencard
[124] dcwaladesi,looks

Top Word Pairs in Tweet in G1:
[133] #greencardbacklog,community
[120] looks,#greencardbacklog
[120] community,taking
[120] taking,day
[120] day,september
[120] september,20th
[120] 20th,#eagleact
[120] #eagleact,#immigration
[120] #immigration,#greencard
[119] dcwaladesi,looks

Top Word Pairs in Tweet in G2:
[11] #immigration,#immigrationreform
[6] #immigrationattorney,#immigration
[6] #immigration,#immigrationlaw
[6] #immigrationlaw,#immigrationreform
[5] #immigrationreform,#immigrationmatters
[5] #immigrationreform,#immigrationservices
[4] humans,political
[4] minikon,law
[3] illegal,immigrants
[3] immigration,reform

Top Word Pairs in Tweet in G3:
[5] gregabbott_tx,rondesantisfl
[4] immigration,reform
[4] saving,possibly
[4] possibly,horrifying
[4] horrifying,card
[4] card,repmattgaetz
[4] repmattgaetz,feel
[4] feel,rondesantisfl
[3] illuminaticcg,saving
[3] rondesantisfl,gr

Top Word Pairs in Tweet in G4:
[19] citizens,essential
[19] essential,immigration
[19] immigration,system
[19] system,pushing
[19] pushing,away
[19] away,fight
[19] fight,#hr2920
[18] xmarksthespot35,citizens
[18] #hr2920,#immigrationreformâ
[12] #hr2920,#immigrationreform

Top Word Pairs in Tweet in G5:
[24] tethers,turned
[24] homeland,bring
[24] bring,degenerate
[24] degenerate,3rd
[24] 3rd,world
[24] world,behavior
[24] behavior,over
[23] adosempowering,tethers
[20] turned,nyðÿ
[20] nyðÿ,homeland

Top Word Pairs in Tweet in G6:
[9] dcwaladesi,immigrant
[9] immigrant,community
[9] community,numb
[9] numb,dems
[9] dems,white
[9] white,house
[9] house,senate
[9] senate,house
[9] house,still
[9] still,try

Top Word Pairs in Tweet in G7:
[23] #immigrationreform,really
[23] really,immigrants
[23] immigrants,meaningful
[23] meaningful,republicans
[23] republicans,problems
[23] problems,solutions
[23] solutions,using
[23] using,humans
[23] humans,political
[23] political,theater

Top Word Pairs in Tweet in G8:
[12] immigration,reform
[10] consider,hypocrisy
[10] hypocrisy,comprehensive
[10] comprehensive,immigration
[9] reform,#immigrationreform
[9] #immigrationreform,#immigration
[6] respectfully,treat
[6] treat,migrants
[6] migrants,#betoforgovernor
[6] #betoforgovernor,#immigrationreform

Top Word Pairs in Tweet in G9:
[11] walshfreedom,wouldn
[11] wouldn,cool
[11] cool,congress
[11] congress,actually
[11] actually,legislated
[11] legislated,#immigrationreform
[11] #immigrationreform,border
[11] border,crisis
[10] bidenwonthnkgod,walshfreedom
[2] betoorourke,jimmykimmel

Top Word Pairs in Tweet in G10:
[31] stance,humane
[31] humane,#immigrationreform
[22] icymi,mydallasexpress
[22] mydallasexpress,compared
[22] compared,stance
[22] #immigrationreform,incumbent
[22] incumbent,running
[22] running,tourist
[21] liraforcongress,icymi
[20] tourist,operatâ

Top Replied-To
Top Replied-To in Entire Graph:
@gregabbott_tx
@govabbott
@potus
@walshfreedom
@tedcruz
@gop
@mikepompeo
@marshablackburn
@judiciarygop
@aoc

Top Replied-To in G1:
@alexpadilla4ca

Top Replied-To in G3:
@tedcruz
@gop
@gregabbott_tx
@johncornyn
@govrondesantis
@mattgaetz
@seanhannity
@govabbott
@lindseygrahamsc
@anamonet2020

Top Replied-To in G4:
@potus
@senwarren
@aoc
@senatorcantwell
@govinslee
@maxsmart25
@visitmv
@juliancastro
@pattymurray
@bakari_sellers

Top Replied-To in G5:
@r3dj0k3r
@realnyhiem
@militantmindst8

Top Replied-To in G6:
@senduckworth
@speaksamuel
@shevdd
@gcbcoalition

Top Replied-To in G7:
@govabbott
@gregabbott_tx
@ronjohnsonwi
@senategop
@gma
@kylegriffin1
@gop
@marshablackburn
@noliewithbtc
@derrickvanorden

Top Replied-To in G8:
@justindpeeler
@walshfreedom
@tribelaw
@davidhogg111
@dmr09
@allthingztrump
@gricley_
@x_carolbadazz_x
@cagovernor
@potus

Top Replied-To in G9:
@walshfreedom
@marshablackburn
@lancegooden
@betoorourke
@gregabbott_tx

Top Mentioned
Top Mentioned in Entire Graph:
@dcwaladesi
@xmarksthespot35
@adosempowering
@mydallasexpress
@liraforcongress
@mluttrelltx
@freedomstrokes
@congresslaura
@vp
@potus

Top Mentioned in G1:
@dcwaladesi
@freedomstrokes
@alexpadilla4ca
@usprogressives
@thedemocrats
@asquare097

Top Mentioned in G2:
@ailsaforshaw
@dsochoa

Top Mentioned in G3:
@gregabbott_tx
@rondesantisfl
@govrondesantis
@gop
@govabbott
@vp
@repmattgaetz
@illuminaticcg
@gr
@nbcnews

Top Mentioned in G4:
@xmarksthespot35
@potus
@senschumer
@speakerpelosi
@stephan11906964
@whipclyburn
@vp
@senatedems
@housedemocrats
@hispaniccaucus

Top Mentioned in G5:
@adosempowering
@noirdosser
@yahoo
@r3dj0k3r
@coribush
@jamaalbowmanny
@repkarenbass
@theblackcaucus
@realnyhiem

Top Mentioned in G6:
@dcwaladesi
@mckjeremy
@uscis
@travelgov
@ailanational
@ashwin_pande99
@shevdd
@akami0007
@senduckworth
@senatordurbin

Top Mentioned in G7:
@housegop
@marykbruce
@senategop
@wendy_mcroberts
@beadingfannancy
@derrickvanorden
@sbagov
@txworkforce
@repandybarr
@jim_jordan

Top Mentioned in G8:
@boco20
@thejusticedept
@cherylo517
@erica1933
@elienyc
@whcos
@maxneiman
@justindpeeler
@bostonglobe
@robreiner

Top Mentioned in G9:
@walshfreedom
@bidenwonthnkgod
@betoorourke
@gop
@jimmykimmel
@el_daverino

Top Mentioned in G10:
@mydallasexpress
@liraforcongress

Top Tweeters
Top Tweeters in Entire Graph:
@thehill
@dsochoa
@stlhd100
@ailsaforshaw
@allan_straarup
@bellablue1060
@janrobinjackson
@bostonglobe
@foxnews
@nytimes

Top Tweeters in G1:
@lovedeep_0010
@pvenkiraju
@always4equality
@rahul85459497
@sg_andrea
@11yrsontempvisa
@sharma_devraj
@bhattkalpesh
@jthesma
@allybolour

Top Tweeters in G2:
@dsochoa
@ailsaforshaw
@0hbetave
@iamtimfrisby89
@wbap247news
@blubaycrab
@tiknisarts
@tweetingnn
@diana071037
@ctmock

Top Tweeters in G3:
@nytimes
@nbcnews
@indiedevdog
@cbsmornings
@jarimahawa
@bluwndzdancing
@dorothybeach
@washyourhands55
@jbenglish1
@nsamuellnorman

Top Tweeters in G4:
@rrriling
@bakari_sellers
@hispaniccaucus
@jaxcarys
@ajlo51319225
@senatedems
@walcandy1
@sister_64
@jamesod36137448
@jr64745539

Top Tweeters in G5:
@johnokillens
@noirdosser
@yahoo
@blackhockeyclu1
@stro304
@issawomanista
@tonystarks357
@demetrigooner
@phoenixparadice
@truthreigns0

Top Tweeters in G6:
@discriminated09
@sentham76569308
@legalhskpanda
@travelgov
@abeworksc
@senatordurbin
@speaksamuel
@ailanational
@jagan_gopi
@uscis

Top Tweeters in G7:
@news4sa
@gma
@wendy_mcroberts
@empowergracewi
@beadingfannancy
@dearauntcrabby
@mmpadellan
@kylegriffin1
@housegop
@senategop

Top Tweeters in G8:
@bostonglobe
@jaketapper
@justindpeeler
@cherylo517
@dmr09
@3m_markm
@anastas25608217
@morning_joe
@elienyc
@tribelaw

Top Tweeters in G9:
@patamador1
@fthisinsanity
@stablegeniusinc
@ddavis4911
@sheshedtrump
@lovetohikeut
@lmw1954
@walshfreedom
@dianefrost
@janniejo8

Top Tweeters in G10:
@janrobinjackson
@vickimo08056436
@jakki2004
@maridav1856
@kathyme61473434
@joshibarrini
@bekeennbr
@abelv127
@marysam04869049
@thc4u2c