#ImmigrationReform, Twitter, 4/16/2022 5:32:23 PM, 274870


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#ImmigrationReform_2022-04-16_08-42-01.xlsx
#ImmigrationReform_2022-04-16_08-42-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 16, 2022
Short Description:
#ImmigrationReform via NodeXL https://bit.ly/3rwY3yy
@dreamers2gether
@potus
@sinceitsimport
@wearehome7
@tosabooknerd
@justitiaruat
@repzoelofgren
@gregabbott_tx
@josecuze10
@kamalaharris

Top hashtags:
#immigrationreform
#daca
#immigration
#immigrationmatters

Description:
Description
The graph represents a network of 589 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, 16 April 2022 at 15:42 UTC.

The requested start date was Saturday, 16 April 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, 21-hour, 55-minute period from Saturday, 02 April 2022 at 00:27 UTC to Friday, 15 April 2022 at 22:22 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 : 589
Unique Edges : 435
Edges With Duplicates : 773
Total Edges : 1208
Number of Edge Types : 5
Retweet : 226
MentionsInRetweet : 337
Replies to : 217
Mentions : 304
Tweet : 124
Self-Loops : 128
Reciprocated Vertex Pair Ratio : 0.00303951367781155
Reciprocated Edge Ratio : 0.00606060606060606
Connected Components : 101
Single-Vertex Connected Components : 46
Maximum Vertices in a Connected Component : 293
Maximum Edges in a Connected Component : 748
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.509818
Graph Density : 0.00190568587367035
Modularity : 0.497728
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 589 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, 16 April 2022 at 15:42 UTC.

The requested start date was Saturday, 16 April 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, 21-hour, 55-minute period from Saturday, 02 April 2022 at 00:27 UTC to Friday, 15 April 2022 at 22:22 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:
[13] https://minikonlaw.com/
[3] https://www.cbsnews.com/news/immigration-jobs-workers-labor-shortage/
[3] 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
[3] https://www.americaadapts.org/episodes/undocumented-workers-wildfires-and-climate-change-with-dr-michael-mendez
[3] https://thehill.com/news/senate/3262194-senators-to-restart-bipartisan-immigration-reform-talks/
[2] 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] https://www.axios.com/tech-immigration-green-card-microsoft-google-563bc502-3c77-4b07-a66f-659f0b12713d.html
[2] http://www.constructconnect.com/
[1] https://www.npr.org/2022/01/26/1075712845/a-town-in-mexico-survives-entirely-on-money-sent-back-by-u-s-migrants?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[1] https://mailchi.mp/f75cc578f404/agree-newsfeed

Top URLs in Tweet in G1:
[1] https://mailchi.mp/f75cc578f404/agree-newsfeed
[1] https://mailchi.mp/ab1043af4cbe/agree-newsfeed?e=fd91b18f7e
[1] https://twitter.com/CHIRLA/status/1513931044969361408
[1] https://twitter.com/nestor2628/status/1511837620304859139
[1] https://www.cbsnews.com/news/immigration-title-42-senate-bill-border-expulsions/
[1] https://www.youtube.com/watch?v=BUwCTFfGuTs&feature=youtu.be

[1] https://www.youtube.com/watch?v=KL4OHOAVtPE&feature=youtu.be

[1] https://twitter.com/thedemocrats/status/1511104325808013318

Top URLs in Tweet in G3:
[13] https://minikonlaw.com/
[1] https://www.abc.net.au/news/2022-04-01/mother-charged-with-attempted-murder-given-home-detention-bail/100958434
[1] https://twitter.com/thehildingur/status/1510071593527042049
[1] https://www.cnn.com/2022/04/01/politics/immigration-title-42-repeal-cdc/index.html?utm_source=facebook&utm_medium=news_tab
[1] https://twitter.com/thegrio/status/1510673867869720589
[1] https://abogadosinmigracionlosangeles.la/
[1] https://twitter.com/mattrooneynj/status/1510329660491673604
[1] https://twitter.com/ArmyTimes/status/1511472633925316612
[1] https://twitter.com/robotafro/status/1511727775882878981
[1] https://twitter.com/CBSEveningNews/status/1511837457184088072

Top URLs in Tweet in G4:
[1] https://twitter.com/ewarren/status/1440049857767489540
[1] https://twitter.com/gop/status/1513342824821006340

Top URLs in Tweet in G5:
[1] https://twitter.com/tdzarnick/status/1511560290000855042

Top URLs in Tweet in G6:
[1] https://twitter.com/PabloReports/status/1509616448376819720

Top URLs in Tweet in G7:
[3] https://www.americaadapts.org/episodes/undocumented-workers-wildfires-and-climate-change-with-dr-michael-mendez
[1] https://twitter.com/flaj913/status/1328041024904712194
[1] https://twitter.com/AprilDRyan/status/1511870475995164672

Top URLs in Tweet in G10:
[1] https://www.yahoo.com/news/police-investigating-appalling-incident-recorded-145614302.html
[1] https://www.msnbc.com/the-reidout/reidout-blog/biden-title-42-ukraine-rcna22374

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[490] immigrationreform
[118] daca
[97] immigration
[76] immigrationmatters
[76] nhpolitics
[74] resistanceunited
[24] hr2920
[23] immigrationlaw
[20] immigrants
[20] votebluetosavedemocracy



Top Hashtags in Tweet in G1:
[103] immigrationreform
[80] daca
[70] immigrationmatters
[8] immigrants
[7] immigration
[6] usa
[5] sisepuede
[4] dreamers
[3] tiktok
[3] immigrant

Top Hashtags in Tweet in G2:
[75] immigrationreform
[74] resistanceunited
[74] nhpolitics
[1] immigrationmatters
[1] weareallimmigrants

Top Hashtags in Tweet in G3:
[69] immigrationreform
[33] immigration
[21] immigrationlaw
[14] immigrationattorney
[7] canada
[7] immigrationservices
[6] canadaimmigration
[5] immigrants
[5] canadasworld
[5] canadalife

Top Hashtags in Tweet in G4:
[43] immigrationreform
[7] congress
[4] immigration
[4] daca
[3] hr6
[3] tps
[3] immigrationsystem
[2] bipartisan
[2] nobrainer
[2] gcbacklog

Top Hashtags in Tweet in G5:
[35] immigrationreform
[20] votebluetosavedemocracy
[20] voteblue2022
[2] immigration
[1] gop
[1] republicans
[1] abbottfailedtexas

Top Hashtags in Tweet in G6:
[23] hr2920
[8] immigrationreform
[4] americanfamiliesunitedact
[4] eagleact
[3] mixedstatusfamilies
[2] wearisome
[2] wegetseperaredtoo
[2] nancypelosi
[1] daca
[1] immigrationmatters

Top Hashtags in Tweet in G7:
[14] immigrationreform
[11] nigeria
[3] podcast
[3] undocumented
[3] climatechange
[3] stopblackamericanhate
[2] nigerian
[2] blacklivesmatter
[2] opaltometi
[1] disaster

Top Hashtags in Tweet in G8:
[23] immigrationreform
[12] daca
[12] dreamact2022
[8] immigration
[8] immigrateusa
[1] asylum
[1] title42
[1] usmexicoborder
[1] immigrationlaw
[1] dreamers

Top Hashtags in Tweet in G9:
[13] immigrationreform
[4] shameonyou
[4] abbottfailedtexas
[4] abbottisthecrisis
[2] votehimout
[1] dc
[1] humantrafficking
[1] texas
[1] despicable
[1] immigration

Top Hashtags in Tweet in G10:
[2] immigrationreform
[1] votingrightsact
[1] resist
[1] changestatusquo
[1] stopbullying
[1] title42

Top Words
Top Words in Tweet in Entire Graph:
[490] #immigrationreform
[118] #daca
[97] #immigration
[87] recipients
[76] #immigrationmatters
[76] believe
[76] #nhpolitics
[74] immigration
[74] nhcardona603
[74] retweet

Top Words in Tweet in G1:
[103] #immigrationreform
[80] #daca
[75] recipients
[70] #immigrationmatters
[64] long
[63] enough
[63] give
[62] waited
[61] we've
[32] potus

Top Words in Tweet in G2:
[75] #immigrationreform
[74] nhcardona603
[74] retweet
[74] believe
[74] #resistanceunited
[74] #nhpolitics

Top Words in Tweet in G3:
[69] #immigrationreform
[33] #immigration
[21] #immigrationlaw
[14] immigration
[14] #immigrationattorney
[7] #canada
[7] #immigrationservices
[6] #canadaimmigration
[6] more
[5] #immigrants

Top Words in Tweet in G4:
[43] #immigrationreform
[16] need
[13] pass
[12] potus
[11] uscis
[9] senatedems
[7] time
[7] system
[7] #congress
[6] permanent

Top Words in Tweet in G5:
[61] fail
[36] republicans
[35] #immigrationreform
[29] crisis
[27] create
[27] housegop
[26] central
[26] american
[26] humanitarian
[25] democrats

Top Words in Tweet in G6:
[23] repzoelofgren
[23] #hr2920
[21] markup
[19] time
[19] american
[19] families
[19] united
[19] act
[19] marry
[19] live

Top Words in Tweet in G7:
[15] iamrizzyyy
[14] #immigrationreform
[13] black
[13] americans
[11] wtf
[11] parents
[11] came
[11] illegally
[11] further
[11] exploit

Top Words in Tweet in G8:
[23] #immigrationreform
[23] reform
[22] act
[20] daca
[16] immigrants
[15] need
[14] dream
[12] #daca
[12] #dreamact2022
[12] please

Top Words in Tweet in G9:
[13] gregabbott_tx
[13] #immigrationreform
[5] stunts
[5] use
[5] political
[4] need
[4] johncardillo
[4] bobclendenin
[4] border
[4] dare

Top Words in Tweet in G10:
[2] #immigrationreform
[2] msnbc

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[76] #daca,recipients
[74] retweet,believe
[74] believe,#immigrationreform
[74] #immigrationreform,#resistanceunited
[74] #resistanceunited,#nhpolitics
[73] nhcardona603,retweet
[66] #immigrationreform,#immigrationmatters
[64] long,enough
[63] waited,long
[63] give,#immigrationreform

Top Word Pairs in Tweet in G1:
[75] #daca,recipients
[63] long,enough
[63] #immigrationreform,#immigrationmatters
[62] waited,long
[62] give,#immigrationreform
[61] recipients,we've
[61] we've,waited
[61] enough,give
[15] potus,#daca
[11] immigration,reform

Top Word Pairs in Tweet in G2:
[74] retweet,believe
[74] believe,#immigrationreform
[74] #immigrationreform,#resistanceunited
[74] #resistanceunited,#nhpolitics
[73] nhcardona603,retweet

Top Word Pairs in Tweet in G3:
[13] #immigrationattorney,#immigration
[13] #immigration,#immigrationlaw
[13] #immigrationlaw,#immigrationreform
[12] #immigration,#immigrationreform
[7] #immigrationreform,#immigrationlaw
[7] #immigrationreform,#immigrationservices
[5] #canadasworld,#canadaimmigration
[5] #canadaimmigration,#canadalife
[5] #canadalife,#canadagram
[5] #canadagram,#canadaswonderland

Top Word Pairs in Tweet in G4:
[7] pass,#immigrationreform
[6] catoinstitute,david_j_bier
[5] immigration,system
[5] better,#immigrationreform
[5] speaksamuel,need
[5] need,appointment
[5] appointment,submit
[5] submit,documents
[5] need,interview
[4] #immigrationreform,bill

Top Word Pairs in Tweet in G5:
[40] fail,fail
[27] create,#immigrationreform
[26] central,american
[26] american,humanitarian
[26] humanitarian,crisis
[24] democrats,create
[20] republicans,help
[20] help,democrats
[20] #immigrationreform,bill
[20] bill,central

Top Word Pairs in Tweet in G6:
[19] repzoelofgren,time
[19] time,markup
[19] markup,#hr2920
[19] #hr2920,american
[19] american,families
[19] families,united
[19] united,act
[19] act,marry
[19] marry,live
[19] live,separate

Top Word Pairs in Tweet in G7:
[13] black,americans
[11] wtf,parents
[11] parents,came
[11] came,illegally
[11] illegally,further
[11] further,exploit
[11] exploit,black
[11] disgusted,potus
[11] potus,#immigrationreform
[10] iamrizzyyy,wtf

Top Word Pairs in Tweet in G8:
[14] dream,act
[10] daca,recipients
[9] #immigrationreform,#daca
[9] lied,reform
[9] reform,many
[9] many,years
[8] #immigration,#immigrationreform
[8] please,please
[8] #dreamact2022,need
[8] need,dream

Top Word Pairs in Tweet in G9:
[4] johncardillo,bobclendenin
[4] bobclendenin,gregabbott_tx
[4] gregabbott_tx,dare
[4] dare,use
[4] use,human
[4] human,beings
[4] beings,political
[4] political,stunts
[4] stunts,#shameonyou
[4] #shameonyou,#abbottfailedtexas

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@repjayapal
@gop
@thedemocrats
@housegop
@pramilajayapal
@gregabbott_tx
@joebiden
@repzoelofgren
@senwarren

Top Replied-To in G1:
@repjayapal
@potus
@pramilajayapal
@joebiden
@thedemocrats
@berniesanders
@alexpadilla4ca
@rep_stansbury
@repcori
@repshontelbrown

Top Replied-To in G2:
@nhcardona603

Top Replied-To in G4:
@potus
@speakerpelosi
@thedemocrats
@senatorwarnock
@senatedems
@repzoelofgren
@senschumer
@undocublack
@rachaelmyrow
@phdcaps

Top Replied-To in G5:
@gop
@housegop
@judiciarygop
@seanhannity
@thisweekabc
@gopleader
@lancegooden
@senategop
@repstefanik
@tonygonzales4tx

Top Replied-To in G6:
@repzoelofgren

Top Replied-To in G7:
@mikemendezphd

Top Replied-To in G8:
@lindseygrahamsc
@senwarren
@potus
@betoorourke
@senblumenthal
@chrismurphyct
@senthomtillis
@thedemocrats
@sensanders
@leadermcconnell

Top Replied-To in G9:
@gregabbott_tx
@sentedcruz
@paulwdrake2
@johncardillo
@richiew55144445
@abbottcampaign
@kaur_jeeto

Top Mentioned
Top Mentioned in Entire Graph:
@nhcardona603
@potus
@repzoelofgren
@johnewrightjr1
@senategop
@fwafl
@iamrizzyyy
@housegop
@gregabbott_tx
@dreamers2gether

Top Mentioned in G1:
@potus
@dreamers2gether
@vp
@senatordurbin
@joebiden
@thedemocrats
@housedemocrats
@senschumer
@kamalaharris
@pabloreports

Top Mentioned in G2:
@nhcardona603

Top Mentioned in G4:
@uscis
@senatedems
@david_j_bier
@potus
@housedemocrats
@catoinstitute
@andrewwilmoth3
@uscisdirector
@advocate4tech
@speaksamuel

Top Mentioned in G5:
@senategop
@housegop
@tonygonzales4tx
@govchristie
@donnabrazile
@ruthmarcus
@asteadwesley
@repkaygranger
@julio_rosas11
@tedcruz

Top Mentioned in G6:
@repzoelofgren
@johnewrightjr1
@indianebgcbcklg
@breanna85313481
@maricel97509968
@dreamers2gether
@joebiden
@joyannreid
@amerifamsunited

Top Mentioned in G7:
@iamrizzyyy
@potus
@ucirvine
@theblackcaucus
@naacp
@nmaahc
@usaadapts
@mikemendezphd
@fema

Top Mentioned in G8:
@imyosoy
@senatorhassan
@hibarajung
@unitedwedream
@senthomtillis
@wearehome7

Top Mentioned in G9:
@gregabbott_tx
@bobclendenin
@johncardillo
@steffbck
@richiew55144445
@texasgop
@sentedcruz
@potus

Top Mentioned in G10:
@msnbc
@naacp
@hrc
@bostonglobe
@nytimes
@bbcworld
@civilrights
@abc
@cnni
@myanc

Top Tweeters
Top Tweeters in Entire Graph:
@patriotmarie70
@jfsebastian146
@reuters
@joanpennnative
@markburgerenerg
@memeburk
@bellablue1060
@bostonglobe
@nytimes
@foxnews

Top Tweeters in G1:
@latinorebels
@ronaldklain
@pabloreports
@libdems
@bmw
@youtube
@thedemocrats
@hrblock
@turbotax
@repjayapal

Top Tweeters in G2:
@eathbound420
@andersoncheri
@debbie156
@42gnome
@monstercoyliar
@phyllis17570617
@maddog4biden
@bzaenglein
@cckubemarie
@koontz205

Top Tweeters in G3:
@publicaccesspod
@bluwndzdancing
@thegoddez
@googlemyrna
@chandlerwindham
@el_daverino
@kristitalmadge
@vickiemacfadden
@smoothiedub
@jimwito

Top Tweeters in G4:
@catoinstitute
@reichlinmelnick
@sentham76569308
@fairimmigration
@legalhskpanda
@pamitt77
@senatedems
@david_j_bier
@housedemocrats
@uscis

Top Tweeters in G5:
@foxnews
@thisweekabc
@washyourhands55
@donnabrazile
@asteadwesley
@gop
@housegop
@tedcruz
@senategop
@gopgovs

Top Tweeters in G6:
@joyannreid
@always4equality
@discriminated09
@lupita07361942
@jr64745539
@joana840714
@lilygreen1026
@cristba17562224
@daniela63943887
@meybelv2014

Top Tweeters in G7:
@jfsebastian146
@davidudale
@msmackanomaly
@nasescobar316
@bbwlover2019
@idek3339
@keishathais
@naacp
@fema
@nmaahc

Top Tweeters in G8:
@bellablue1060
@jesusnarrowway
@philcp69
@unitedwedream
@guiovannotti
@chrismurphyct
@sensanders
@senblumenthal
@twing_laura
@lindseygrahamsc

Top Tweeters in G9:
@tbluvoter
@kaur_jeeto
@johncardillo
@bobclendenin
@paulwdrake2
@kubena
@thebraylon
@sentedcruz
@sonny_d_light
@texasgop

Top Tweeters in G10:
@bostonglobe
@nytimes
@abc
@bbcworld
@nigerianewsdesk
@msnbc
@cnni
@cbcnews
@askboomer1949
@myanc


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