#ImmigrationReform, Twitter, 5/28/2022 4:20:31 PM, 277220


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#ImmigrationReform_2022-05-28_09-16-49.xlsx
#ImmigrationReform_2022-05-28_09-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 28, 2022
Short Description:
#ImmigrationReform via NodeXL https://bit.ly/3wYkwq6
@potus
@uelabaidy
@tosabooknerd
@natimmforum
@cristba17562224
@dreamers2gether
@johncornyn
@erecgo
@senalexpadilla
@vp

Top hashtags:
#immigrationreform
#hr2920
#immigration
#daca
#choosewelcome
#gop
#ignorant

Description:
Description
The graph represents a network of 476 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, 28 May 2022 at 16:17 UTC.

The requested start date was Saturday, 28 May 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, 18-hour, 35-minute period from Saturday, 14 May 2022 at 01:17 UTC to Friday, 27 May 2022 at 19:53 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 : 476
Unique Edges : 441
Edges With Duplicates : 818
Total Edges : 1259
Number of Edge Types : 5
Retweet : 286
MentionsInRetweet : 582
Mentions : 192
Replies to : 76
Tweet : 123
Self-Loops : 133
Reciprocated Vertex Pair Ratio : 0.00302571860816944
Reciprocated Edge Ratio : 0.00603318250377074
Connected Components : 90
Single-Vertex Connected Components : 39
Maximum Vertices in a Connected Component : 209
Maximum Edges in a Connected Component : 814
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.354983
Graph Density : 0.00293233082706767
Modularity : 0.468245
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 476 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, 28 May 2022 at 16:17 UTC.

The requested start date was Saturday, 28 May 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, 18-hour, 35-minute period from Saturday, 14 May 2022 at 01:17 UTC to Friday, 27 May 2022 at 19:53 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://minikonlaw.com/
[2] https://finance.yahoo.com/news/immigration-could-fix-the-us-labor-gap-goldman-sachs-185635183.html?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAAHbKPU-SEdoURbbfv0zpo75A9OhtzH8ofCkwzHOShP-zz6Piq5DPzV9D1tyUY5CY-doBus8-cAm7z1vt7X-qXbws7euIfAo9d2BEoEq78tq6FrxmMJ1r2aRppvRiuy7mVhmEUHtfJIjaen_wqowHimTVHNg8wKwo8XZ83k2UZRBX&utm_campaign=HubSpot-AILA8-05-24-2022&utm_medium=email&_hsmi=214162642&_hsenc=p2ANqtz-89Qd4CHyW-BoA3gnn1njWlYIs5IYMoJYJynRTjyYckfF80QqaVNocJWLPQkyIu7E5atqDYbaxkGSWjxwzAPtCWA6UZaw&utm_content=214162642&utm_source=hs_email
[2] https://twitter.com/nypost/status/1528115425258655745
[1] https://thehill.com/opinion/technology/3504097-how-to-restore-americas-dominance-in-technology/
[1] https://twitter.com/repdeborahross/status/1527010614442438661
[1] https://twitter.com/lopez_wd/status/1529206702410764288
[1] https://www.seattletimes.com/opinion/editorials/legal-immigration-reform-is-the-answer-not-title-42/
[1] https://timesofsandiego.com/opinion/2022/05/18/outdated-u-s-immigration-laws-force-top-entrepreneurs-to-go-elsewhere/?emci=3971ccb3-78d8-ec11-b656-281878b8c32f&emdi=5ef51cb9-d3d9-ec11-b656-281878b8c32f&ceid=4510091
[1] https://twitter.com/GryKngBlakState/status/1519938567811780608?s=20&t=cFglFyopi-HnFEgn3goBGA
[1] https://twitter.com/ABC7/status/1527492228460843009

Top URLs in Tweet in G1:
[1] https://www.seattletimes.com/opinion/editorials/legal-immigration-reform-is-the-answer-not-title-42/
[1] https://www.agri-pulse.com/media/videos/play/878-newsmakers-may-13-2022-ncfc-s-chuck-conner-farm-bureau-s-allison-crittenden-nfwf-s-dave-gagner-cal-poly-s-ricky-volpe-on-climate-immigration-inflation

Top URLs in Tweet in G2:
[7] https://minikonlaw.com/
[1] https://www.youtube.com/watch?v=tKF3BAk2HiI&feature=youtu.be

[1] https://www.nbclosangeles.com/news/local/south-la-woman-facing-deportation-after-overturned-murder-conviction/2886949/?_osource=db_npd_nbc_knbc_twt_shr
[1] https://twitter.com/mariosrichards/status/1524708250486251521
[1] https://twitter.com/RadicalJesus4/status/1525844186179805184
[1] https://twitter.com/ground_app/status/1524910803031187456
[1] https://twitter.com/abc/status/1526218255081390087
[1] https://twitter.com/NatButterflies/status/1526253237396979716
[1] https://twitter.com/BillFOXLA/status/1526255190139097088
[1] https://kyma.com/news/top-stories/2022/05/16/one-mans-journey-to-the-border/

Top URLs in Tweet in G3:
[1] https://twitter.com/repdeborahross/status/1527010614442438661
[1] https://twitter.com/tusk81/status/1526185838870032385
[1] https://twitter.com/chirla/status/1526657715283431424
[1] https://twitter.com/POTUS/status/1529941700759765002
[1] https://twitter.com/fwdus/status/1530220906215141377

Top URLs in Tweet in G4:
[2] https://twitter.com/nypost/status/1528115425258655745
[1] https://www.youtube.com/watch?v=z7YJgG3_SdQ&feature=youtu.be

[1] https://www.detroitnews.com/story/news/nation/2022/05/21/monkeypox-virus-positive-new-york-resident/50263617/
[1] https://www.youtube.com/watch?v=wnQ8VXHNCYo&feature=youtu.be

[1] https://twitter.com/GryKngBlakState/status/1519938567811780608?s=20&t=cFglFyopi-HnFEgn3goBGA
[1] https://twitter.com/nypost/status/1527762111794929664
[1] https://twitter.com/Pauline98476699/status/1528037371899518976
[1] https://twitter.com/copcrisis/status/1528195612570697728

Top URLs in Tweet in G5:
[1] https://twitter.com/delina4az/status/1528403474005733376
[1] https://twitter.com/GOP/status/1528579473213366278
[1] https://twitter.com/ufwupdates/status/1527650982183804928

Top URLs in Tweet in G7:
[1] https://twitter.com/ABC7/status/1527492228460843009
[1] https://www.sltrib.com/opinion/commentary/2022/05/19/bernardo-castro-honor/

Top URLs in Tweet in G8:
[1] https://twitter.com/BuddJenn/status/1526193817585524736
[1] https://twitter.com/reichlinmelnick/status/1526202175608786944

Top URLs in Tweet in G9:
[1] https://twitter.com/ChadFWolf/status/1527781916719603713
[1] https://twitter.com/govabbott/status/1527775439174963200
[1] https://twitter.com/TonyGonzales4TX/status/1527719538564923393

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[357] immigrationreform
[102] hr2920
[81] immigration
[30] daca
[27] choosewelcome
[20] gop
[19] ignorant
[19] joebiden
[18] migrants
[18] asylum



Top Hashtags in Tweet in G1:
[101] hr2920
[31] immigrationreform
[12] uscitizenspouses
[12] waiverequality
[6] americanfamiliesunitedact
[4] americanfamiliesunited
[3] hr2929
[3] choosewelcome
[2] reconciliation
[2] iiraira

Top Hashtags in Tweet in G2:
[54] immigrationreform
[28] immigration
[10] immigrationlaw
[9] immigrationattorney
[4] title42
[4] immigrationservices
[3] bordercrisis
[3] immigrationlawyer
[3] callustoday
[3] law

Top Hashtags in Tweet in G3:
[31] immigrationreform
[16] immigration
[11] immigrant
[9] immigrants
[9] daca
[9] sisepuede
[8] immigrationmatters
[7] inmigración
[7] babyformulashortage
[6] inmigrantes

Top Hashtags in Tweet in G4:
[44] immigrationreform
[19] ignorant
[7] delineation
[7] getout
[6] stopantiblackamericanhate
[2] immigration
[1] latinoonlatinocrime
[1] ese
[1] vatos
[1] gangas

Top Hashtags in Tweet in G5:
[23] immigrationreform
[3] voteoutthegop
[1] protectroevwade
[1] republicans
[1] racism
[1] wefeedyou
[1] greatreplacementtheory
[1] lyinelise
[1] immigration
[1] commonsensegunlaws

Top Hashtags in Tweet in G6:
[21] immigrationreform
[1] hr2920

Top Hashtags in Tweet in G7:
[17] immigrationreform
[3] choosewelcome
[1] democratsaredestroyingamerica
[1] daca
[1] dreamer

Top Hashtags in Tweet in G8:
[2] immigrationreform
[1] nowall
[1] abolishice
[1] immigrants

Top Hashtags in Tweet in G9:
[11] immigrationreform
[3] voteblue
[3] votingrights
[2] votebluetosavedemocracy
[2] betoforgovernor
[2] jaworskifortxag
[2] cannabislegal
[2] asylum
[2] txlege
[2] texas

Top Hashtags in Tweet in G10:
[2] immigrationreform
[1] remove_crs_cap_468

Top Words
Top Words in Tweet in Entire Graph:
[357] #immigrationreform
[144] time
[136] repzoelofgren
[126] american
[106] markup
[102] #hr2920
[91] act
[91] immigration
[89] families
[84] united

Top Words in Tweet in G1:
[134] repzoelofgren
[105] markup
[102] time
[101] #hr2920
[87] act
[86] american
[84] families
[83] united
[61] balbu3na1
[47] marry

Top Words in Tweet in G2:
[54] #immigrationreform
[28] #immigration
[12] immigration
[10] #immigrationlaw
[9] #immigrationattorney
[8] people
[7] one
[6] more
[6] border
[6] minikon

Top Words in Tweet in G3:
[31] #immigrationreform
[24] lm
[16] #immigration
[14] potus
[12] dreamers2gether
[11] vp
[11] #immigrant
[9] #immigrants
[9] #daca
[9] #sisepuede

Top Words in Tweet in G4:
[44] #immigrationreform
[42] adosempowering
[20] immigrants
[19] tell
[19] same
[19] #ignorant
[17] black
[16] americans
[12] south
[11] immigrant

Top Words in Tweet in G5:
[23] #immigrationreform
[18] republicans
[12] work
[12] gop
[10] central
[10] american
[10] humanitarian
[10] crisis
[10] border
[9] democrats

Top Words in Tweet in G6:
[22] time
[21] congress
[21] come
[21] together
[21] good
[21] faith
[21] pass
[21] #immigrationreform
[20] natimmforum

Top Words in Tweet in G7:
[17] #immigrationreform
[9] senalexpadilla
[8] immigration
[8] reform
[5] people
[4] stop
[4] votes
[4] more
[4] american
[3] secmayorkas

Top Words in Tweet in G8:
[18] karihongmt
[13] summary
[13] everyone
[13] believes
[13] family
[13] immigrated
[13] following
[13] rules
[13] understand
[13] others

Top Words in Tweet in G9:
[11] #immigrationreform
[7] pass
[4] border
[3] gregabbott_tx
[3] #voteblue
[3] #votingrights
[3] issues
[2] stop
[2] hurt
[2] party

Top Words in Tweet in G10:
[3] unfair
[3] crs
[3] 468
[2] montemcnaughton
[2] oinp
[2] using
[2] select
[2] people
[2] #immigrationreform
[2] ontatwork

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[96] time,markup
[96] markup,#hr2920
[84] american,families
[84] families,united
[84] united,act
[81] #hr2920,american
[80] repzoelofgren,time
[48] act,marry
[48] marry,live
[45] balbu3na1,repzoelofgren

Top Word Pairs in Tweet in G1:
[95] time,markup
[95] markup,#hr2920
[83] american,families
[83] families,united
[83] united,act
[80] #hr2920,american
[79] repzoelofgren,time
[47] act,marry
[47] marry,live
[45] balbu3na1,repzoelofgren

Top Word Pairs in Tweet in G2:
[10] #immigration,#immigrationreform
[8] #immigrationlaw,#immigrationreform
[7] #immigrationattorney,#immigration
[7] #immigration,#immigrationlaw
[6] minikon,law
[4] #immigrationreform,#immigrationservices
[3] #immigrationreform,#immigration
[3] immigration,system
[3] #immigrationservices,#callustoday
[3] #callustoday,#immigration

Top Word Pairs in Tweet in G3:
[6] #immigrants,#immigrant
[6] lm,#sisepuede
[6] need,#immigrationreform
[6] serious,question
[6] question,going
[6] going,babies
[6] babies,cages
[6] cages,light
[6] light,#babyformulashortage
[6] #babyformulashortage,looking

Top Word Pairs in Tweet in G4:
[19] immigrants,tell
[19] tell,same
[19] same,#ignorant
[19] #ignorant,#immigrationreform
[18] adosempowering,immigrants
[16] black,americans
[10] truth,always
[10] always,comes
[10] comes,hate
[10] hate,black

Top Word Pairs in Tweet in G5:
[10] central,american
[10] american,humanitarian
[10] humanitarian,crisis
[7] photo,ops
[6] work,democrats
[6] democrats,#immigrationreform
[6] #immigrationreform,central
[5] republicans,refuse
[5] refuse,work
[5] crisis,work

Top Word Pairs in Tweet in G6:
[21] time,congress
[21] congress,come
[21] come,together
[21] together,good
[21] good,faith
[21] faith,pass
[21] pass,#immigrationreform
[20] natimmforum,time

Top Word Pairs in Tweet in G7:
[8] immigration,reform
[3] pass,immigration
[3] 35,years
[3] years,congress
[3] congress,passed
[3] passed,meaningful
[3] meaningful,immigration
[3] reform,need
[3] need,work
[3] work,aisle

Top Word Pairs in Tweet in G8:
[13] summary,everyone
[13] everyone,believes
[13] believes,family
[13] family,immigrated
[13] immigrated,following
[13] following,rules
[13] rules,understand
[13] understand,others
[12] karihongmt,summary
[12] others,ca

Top Word Pairs in Tweet in G9:
[5] pass,#immigrationreform
[2] bhojanifortexas,gregabbott_tx
[2] gregabbott_tx,#voteblue
[2] #voteblue,pass
[2] #immigrationreform,#betoforgovernor
[2] #betoforgovernor,#jaworskifortxag
[2] #jaworskifortxag,#cannabislegal
[2] border,issues
[2] #votingrights,#codifyroenow
[2] #equalityact,#immigrationreform

Top Word Pairs in Tweet in G10:
[2] select,people

Top Replied-To
Top Replied-To in Entire Graph:
@senalexpadilla
@gop
@potus
@housegop
@johncornyn
@repzoelofgren
@senschumer
@walshfreedom
@foxnews
@elisestefanik

Top Replied-To in G1:
@repzoelofgren
@senalexpadilla
@senschumer
@senamyklobuchar
@gandhiose

Top Replied-To in G3:
@potus
@dickdurbin
@senhawleypress

Top Replied-To in G4:
@saragonzalestx

Top Replied-To in G5:
@gop
@housegop
@foxnews
@elisestefanik
@ufwupdates
@meidastouch
@sentuberville
@billfoxla
@nypost

Top Replied-To in G7:
@senalexpadilla
@secmayorkas
@alexpadilla4ca
@potus
@senschumer
@zsheida
@uscis
@chuckgrassley

Top Replied-To in G9:
@gopleader
@bhojanifortexas
@johncornyn
@tonygonzales4tx
@sydneyhdztv
@senbobcasey
@repadamschiff

Top Replied-To in G10:
@montemcnaughton

Top Mentioned
Top Mentioned in Entire Graph:
@repzoelofgren
@balbu3na1
@adosempowering
@senalexpadilla
@daniela63943887
@senatordurbin
@natimmforum
@senthomtillis
@johncornyn
@housejudiciary

Top Mentioned in G1:
@repzoelofgren
@balbu3na1
@senalexpadilla
@daniela63943887
@senthomtillis
@housejudiciary
@repdeborahross
@senatordurbin
@repjerrynadler
@johncornyn

Top Mentioned in G2:
@current_events3
@lincolngfinch

Top Mentioned in G3:
@dreamers2gether
@potus
@vp
@speakerpelosi
@kamalaharris
@senatordurbin
@ajhabibinator
@joebiden
@dickdurbin
@aoc

Top Mentioned in G4:
@adosempowering
@noirdosser
@saragonzalestx

Top Mentioned in G5:
@gop
@stevescalise
@repbentz
@potus
@ufwupdates
@tosabooknerd
@foxnews
@snanarocks
@elisestefanik
@lisamurkowski

Top Mentioned in G6:
@natimmforum
@daniela63943887
@repzoelofgren

Top Mentioned in G7:
@senalexpadilla
@usimmhub
@senatormenendez
@uscgacademy
@potus
@repkarenbass
@karenbassla
@senbooker
@malinowski
@erecgo

Top Mentioned in G8:
@karihongmt
@jennbudd

Top Mentioned in G9:
@gregabbott_tx
@senatedems
@housegop
@arizonanewsnet
@johncornyn
@hispaniccaucus
@senschumer
@shannonrwatts
@nsamuellnorman
@bhojanifortexas

Top Mentioned in G10:
@ontatwork
@fordnation
@ontariopcparty
@ctvtoronto
@cbctoronto
@globalnewsto
@torontostar
@montemcnaughton
@ongov
@skillsontario

Top Tweeters
Top Tweeters in Entire Graph:
@jfsebastian146
@thehill
@betterw05759703
@all435reps
@arizonanewsnet
@uniqueloves
@bellablue1060
@bulldoghill
@nypost
@foxnews

Top Tweeters in G1:
@bellablue1060
@aurora63319589
@mondaevu
@johncornyn
@pabloreports
@legalhskpanda
@agripulse
@weareunidosus
@norisbacallao
@becsantanu

Top Tweeters in G2:
@mfly1971
@sfh300
@descartesdragon
@javiersorianony
@ravenmo84087044
@rio_ricotx
@_mcknightssl
@kateizms
@joeltooley
@ingyme

Top Tweeters in G3:
@wangenstein
@electroboyusa
@fairviewsue
@americasvoice
@nataya
@ronaldklain
@tryn2bkind
@pybot7
@repjayapal
@gopchairwoman

Top Tweeters in G4:
@uniqueloves
@atlantatannt
@blackrose96
@j_real3
@noirdosser
@1984izvryreal
@saragonzalestx
@stro304
@me17trillion
@profoundaccount

Top Tweeters in G5:
@nypost
@foxnews
@bracing
@dorothybeach
@meidastouch
@gop
@housegop
@ufwupdates
@youmakamecrazy
@richardson8o

Top Tweeters in G6:
@c313p226
@dkbib
@vamsiv58
@natimmforum
@kannananaes
@one22m1
@mckaylamyers123
@nazaninkarami5
@nvvsraju_k
@ghalimarkos

Top Tweeters in G7:
@dhsgov
@uscis
@senatormenendez
@marcorubio
@alexpadilla4ca
@chuckgrassley
@senbooker
@repkarenbass
@adelix1
@malinowski

Top Tweeters in G8:
@flanigancolette
@kellyjohnsonhas
@jm_rives
@54nightengale
@pescara121
@grizzimperative
@bill99white
@reichlinmelnick
@buddjenn
@gailonli

Top Tweeters in G9:
@arizonanewsnet
@shannonrwatts
@stephensgarrick
@nsamuellnorman
@hispaniccaucus
@senatedems
@gopleader
@lyn13191
@senbobcasey
@gregabbott_tx

Top Tweeters in G10:
@torontostar
@cbctoronto
@globalnewsto
@ctvtoronto
@montemcnaughton
@ontatwork
@skillsontario
@ontariopcparty
@fordnation
@ongov


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