#ImmigrationReform, Twitter, 7/2/2022 10:16:02 PM, 278923


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#ImmigrationReform_2022-07-02_09-16-49.xlsx
#ImmigrationReform_2022-07-02_09-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 02, 2022
Short Description:
#ImmigrationReform via NodeXL https://bit.ly/3Anai60
@adosempowering
@guiovannotti
@polls_unbiased
@potus
@poll
@bidenwonthnkgod
@ustechwrkr
@joebiden
@bellablue1060
@dreamers2gether

Top hashtags:
#immigrationreform
#immigration
#daca
#hr2920
#tx23
#uscitizenspouses

Description:
Description
The graph represents a network of 839 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, 02 July 2022 at 16:17 UTC.

The requested start date was Saturday, 02 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, 20-hour, 11-minute period from Saturday, 18 June 2022 at 02:03 UTC to Friday, 01 July 2022 at 22:15 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 : 839
Unique Edges : 584
Edges With Duplicates : 1381
Total Edges : 1965
Number of Edge Types : 5
Tweet : 185
Retweet : 604
MentionsInRetweet : 874
Mentions : 206
Replies to : 96
Self-Loops : 207
Reciprocated Vertex Pair Ratio : 0.00103305785123967
Reciprocated Edge Ratio : 0.00206398348813209
Connected Components : 152
Single-Vertex Connected Components : 85
Maximum Vertices in a Connected Component : 266
Maximum Edges in a Connected Component : 760
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.674859
Graph Density : 0.0013782176189975
Modularity : 0.48787
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 839 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, 02 July 2022 at 16:17 UTC.

The requested start date was Saturday, 02 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, 20-hour, 11-minute period from Saturday, 18 June 2022 at 02:03 UTC to Friday, 01 July 2022 at 22:15 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:
[8] https://minikonlaw.com/
[7] https://www.americanthinker.com/blog/2016/06/why_didnt_president_obama__democrat_majorities_pass_gun_control_laws_.html#.Yo-xQ7ZbDyE.twitter
[4] https://about.bgov.com/news/decades-worth-of-unused-immigrant-visas-salvaged-in-house-bill/
[3] http://www.modernchurchlady.com/?p=1170
[3] https://twitter.com/nytimes/status/1541607505452843012
[2] https://www.podernc.org/oppose-sb-101
[2] https://apnews.com/article/mexico-texas-honduras-immigration-san-antonio-641083c55f6d90699a4e33e03fe3578e
[2] https://twitter.com/statesman/status/1541907373207568386
[2] https://www.nbcnews.com/news/us-news/dozens-migrants-found-dead-san-antonio-texas-gov-abbott-says-rcna35627
[2] https://twitter.com/ReutersWorld/status/1541685424221028353

Top URLs in Tweet in G1:
[1] https://twitter.com/3minutesablack/status/1542180578740604928
[1] https://twitter.com/tonighthere/status/1540469290306076673
[1] https://twitter.com/its_kachi/status/1540344867737452544
[1] https://twitter.com/landback_/status/1540927558753067008
[1] https://www.latimes.com/california/story/2022-06-28/california-food-benefits-undocumented-immigrants
[1] https://twitter.com/AdosEmpowering/status/1539635422636171265

Top URLs in Tweet in G2:
[8] https://minikonlaw.com/
[3] https://twitter.com/nytimes/status/1541607505452843012
[3] http://www.modernchurchlady.com/?p=1170
[2] https://twitter.com/ReutersWorld/status/1541685424221028353
[1] https://twitter.com/MarshaBlackburn/status/1537925602790952962
[1] https://www.latimes.com/california/story/2022-06-15/on-dacas-10th-anniversary-these-immigrant-youth-are-graduating-high-school-with-no-immigration-relief
[1] https://twitter.com/ufwupdates/status/1538296760795275265
[1] https://www.youtube.com/watch?v=15gAjlks0e4&feature=youtu.be

[1] https://www.nytimes.com/2022/06/15/us/daca-dreamers-immigration-reform.html?smid=tw-share
[1] https://bltogo.com/blog/2022/6/20/heart-of-the-city

Top URLs in Tweet in G4:
[1] https://twitter.com/AmandiOnAir/status/1540781228433055751

Top URLs in Tweet in G6:
[1] https://twitter.com/natimmforum/status/1542516559897235461
[1] https://twitter.com/natimmforum/status/1537905426565459979
[1] https://twitter.com/potus/status/1539245991106338816
[1] https://twitter.com/JimInhofe/status/1539401778394972165
[1] https://twitter.com/whitehouse/status/1539629614997323776
[1] https://twitter.com/natimmforum/status/1541417567922921472
[1] https://twitter.com/repchuygarcia/status/1541608392082558977
[1] https://twitter.com/latinorebels/status/1542255068233158657
[1] https://twitter.com/nytimes/status/1520454202740424705
[1] https://twitter.com/erikaandiola/status/1540396296393003009

Top URLs in Tweet in G10:
[1] https://twitter.com/tonygonzales4tx/status/1541776095833464838
[1] https://twitter.com/CNN/status/1537931558559944712
[1] https://twitter.com/johncornyn/status/1541945691953664001
[1] https://twitter.com/nikki_sumrow/status/1541601634249310208
[1] https://twitter.com/liraforcongress/status/1541586942759927808

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[434] immigrationreform
[85] immigration
[39] daca
[38] hr2920
[35] tx23
[32] uscitizenspouses
[32] waiverequality
[17] migrants
[17] gop
[17] mexico



Top Hashtags in Tweet in G1:
[33] immigrationreform
[9] panafricanismisdead
[4] buildthewall
[4] redwave2022
[2] ados
[2] nigerians
[1] blackamericanculture
[1] culturevulture
[1] fuckyourfeelings
[1] gatesup

Top Hashtags in Tweet in G2:
[100] immigrationreform
[35] immigration
[11] immigrationattorney
[11] immigrationlaw
[8] immigrationservices
[6] daca
[5] trump
[5] callustoday
[4] texas
[4] law

Top Hashtags in Tweet in G3:
[2] poll
[2] track
[2] usa
[2] unitedstates
[2] immigration
[2] immigrant
[2] uscitizenship
[2] immigrationreform

Top Hashtags in Tweet in G4:
[45] immigrationreform
[38] hr2920
[31] uscitizenspouses
[31] waiverequality
[14] mixedstatusfamilies
[13] americanfamiliesunitedact
[7] daca
[5] immigration
[3] immigrants
[2] keepfamilestogether

Top Hashtags in Tweet in G5:
[1] immigrationreform

Top Hashtags in Tweet in G6:
[49] immigrationreform
[5] daca
[3] dreamers
[3] immigrantheritagemonth
[3] medicareforall
[3] oneworld
[3] choosewelcome
[2] dreamers2gether
[2] homeishere
[2] 10years

Top Hashtags in Tweet in G7:
[34] tx23
[1] immigrationreform
[1] votelira

Top Hashtags in Tweet in G8:
[32] immigrationreform

Top Hashtags in Tweet in G9:
[19] immigrationreform
[5] voteoutthegop
[5] voteblue4workingclassppl
[5] voteblue2022
[3] choosewelcome
[2] gop
[1] dontlookup
[1] climateactionnow
[1] womensrightsarehumanrights
[1] gopliesabouteverything

Top Hashtags in Tweet in G10:
[14] immigrationreform
[7] texas
[2] border
[2] bordercrisis
[1] scotus
[1] txlege
[1] tx23
[1] sanantonio
[1] vote
[1] gop

Top Words
Top Words in Tweet in Entire Graph:
[434] #immigrationreform
[261] immigrants
[224] adosempowering
[156] polls_unbiased
[153] countries
[143] united
[143] become
[142] protest
[141] sudden
[141] revolutionaries

Top Words in Tweet in G1:
[219] adosempowering
[148] immigrants
[138] sudden
[138] become
[138] revolutionaries
[138] protest
[138] injustice
[138] countries
[138] flee
[46] immigrant

Top Words in Tweet in G2:
[100] #immigrationreform
[35] #immigration
[20] immigration
[17] people
[11] #immigrationattorney
[11] #immigrationlaw
[9] antonio
[8] need
[8] life
[8] san

Top Words in Tweet in G3:
[156] polls_unbiased
[116] united
[116] states
[116] path
[116] citizenship
[116] follow
[76] immigrants
[75] deport
[75] living
[75] illegally

Top Words in Tweet in G4:
[67] johnewrightjr1
[53] foreign
[50] national
[50] spouses
[49] suffering
[49] cruel
[45] #immigrationreform
[38] #hr2920
[34] repzoelofgren
[31] #uscitizenspouses

Top Words in Tweet in G6:
[49] #immigrationreform
[28] potus
[19] need
[13] dreamers2gether
[12] lm
[7] work
[6] joebiden
[6] gs
[5] vp
[5] #daca

Top Words in Tweet in G7:
[34] today
[34] grieve
[34] another
[34] preventable
[34] tragedy
[34] 51
[34] lives
[34] lost
[34] #tx23
[34] epicenter

Top Words in Tweet in G8:
[32] #immigrationreform
[26] bidenwonthnkgod
[26] exec
[26] industry
[26] agriculture
[25] matthewjdowd
[25] restaurant
[25] friends
[25] begging
[5] need

Top Words in Tweet in G9:
[19] #immigrationreform
[15] republicans
[11] gop
[9] human
[8] people
[7] life
[7] congress
[7] more
[7] junior4fl
[6] create

Top Words in Tweet in G10:
[14] #immigrationreform
[7] #texas
[6] gregabbott_tx
[4] died
[3] people
[3] tonygonzales4tx
[3] texas
[3] tragedy
[2] still
[2] better

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[141] immigrants,sudden
[141] sudden,become
[141] become,revolutionaries
[141] revolutionaries,protest
[141] protest,injustice
[141] injustice,countries
[141] countries,flee
[140] adosempowering,immigrants
[124] united,states
[117] path,citizenship

Top Word Pairs in Tweet in G1:
[138] immigrants,sudden
[138] sudden,become
[138] become,revolutionaries
[138] revolutionaries,protest
[138] protest,injustice
[138] injustice,countries
[138] countries,flee
[137] adosempowering,immigrants
[24] never,forgot
[24] forgot,immigrant

Top Word Pairs in Tweet in G2:
[10] #immigrationlaw,#immigrationreform
[9] #immigration,#immigrationreform
[9] #immigrationattorney,#immigration
[9] #immigration,#immigrationlaw
[8] san,antonio
[7] #immigrationreform,#immigrationservices
[6] minikon,law
[5] found,dead
[5] #immigrationservices,#callustoday
[5] #callustoday,#immigration

Top Word Pairs in Tweet in G3:
[116] united,states
[116] path,citizenship
[114] polls_unbiased,united
[75] states,deport
[75] deport,immigrants
[75] immigrants,living
[75] living,illegally
[75] illegally,offer
[75] offer,path
[75] citizenship,follow

Top Word Pairs in Tweet in G4:
[50] foreign,national
[50] national,spouses
[49] suffering,cruel
[41] spouses,suffering
[31] #waiverequality,#immigrationreform
[28] whitehouse,president
[28] president,biden
[27] floridians,foreign
[26] #uscitizenspouses,#waiverequality
[25] johnewrightjr1,whitehouse

Top Word Pairs in Tweet in G6:
[11] need,#immigrationreform
[8] #immigrationreform,potus
[8] potus,lm
[4] potus,vp
[4] #immigrationreform,lm
[4] dreamers2gether,need
[4] 35,years
[4] years,congress
[4] congress,passed
[4] passed,meaningful

Top Word Pairs in Tweet in G7:
[34] today,grieve
[34] grieve,another
[34] another,preventable
[34] preventable,tragedy
[34] tragedy,51
[34] 51,lives
[34] lives,lost
[34] lost,#tx23
[34] #tx23,epicenter
[34] epicenter,ineffective

Top Word Pairs in Tweet in G8:
[25] matthewjdowd,exec
[25] exec,restaurant
[25] restaurant,industry
[25] industry,agriculture
[25] agriculture,friends
[25] friends,begging
[25] begging,#immigrationreform
[24] bidenwonthnkgod,matthewjdowd
[3] title,42
[3] cross,border

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

Top Word Pairs in Tweet in G10:
[2] #texas,#immigrationreform
[2] happen,again
[2] work,together

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@gregabbott_tx
@nypost
@gop
@joebiden
@senalexpadilla
@johncornyn
@marshablackburn
@tonygonzales4tx
@indicworksorg

Top Replied-To in G4:
@repzoelofgren
@senalexpadilla
@indicworksorg
@housedemocrats
@repsylviagarcia
@marcorubio
@allenorresq
@bobwebberlawyer
@usandindia

Top Replied-To in G5:
@vaato5455

Top Replied-To in G6:
@potus
@joebiden
@speakerpelosi
@thedemocrats
@pbs
@deejargon
@newshour
@smenor
@repscottperry

Top Replied-To in G8:
@bidenwonthnkgod
@repashleyhinson
@sentedcruz
@matthewjdowd
@potus
@joenbc
@fat__elvis
@senmarkey

Top Replied-To in G9:
@gop
@marshablackburn
@johncornyn
@sentomcotton
@potus
@repdarrellissa
@gopleader
@joyannreid
@aurabogado
@texastribune

Top Replied-To in G10:
@gregabbott_tx
@tonygonzales4tx
@epochtimes

Top Mentioned
Top Mentioned in Entire Graph:
@adosempowering
@polls_unbiased
@poll
@johnewrightjr1
@liraforcongress
@whitehouse
@bidenwonthnkgod
@matthewjdowd
@repzoelofgren
@potus

Top Mentioned in G1:
@adosempowering

Top Mentioned in G2:
@chesapeakepress
@actiontime

Top Mentioned in G3:
@polls_unbiased
@poll
@adosempowering

Top Mentioned in G4:
@johnewrightjr1
@whitehouse
@repzoelofgren
@indystar
@repspartz
@balbu3na1
@repgregsteube
@senrickscott
@jaxdotcom

Top Mentioned in G5:
@politiolyc
@rockymtnview
@kristyshl
@zazzybritches
@adirtyrottendog
@circlesspinning
@mairscott3
@cha51brolll19
@zenyatta4ever
@moriartydg

Top Mentioned in G6:
@potus
@dreamers2gether
@vp
@joebiden
@newshour
@thestephsy
@thedemocrats
@repfranklin
@speakerpelosi
@kamalaharris

Top Mentioned in G7:
@liraforcongress

Top Mentioned in G8:
@bidenwonthnkgod
@matthewjdowd
@repashleyhinson
@gop
@senmarkey
@sentedcruz

Top Mentioned in G9:
@gop
@junior4fl
@senategop
@joyannreid
@ussupremecourt
@unfccc
@texastribune
@all100senators
@m1mster
@aurabogado

Top Mentioned in G10:
@joaquincastrotx
@vp
@tonygonzales4tx
@govabbott
@gopchairwoman
@gregabbott_tx

Top Tweeters
Top Tweeters in Entire Graph:
@marthalynneowe1
@betterw05759703
@all435reps
@cnbsnana
@marciabunney
@kerirn
@all100senators
@areck0001
@bellablue1060
@jan_s_b_459

Top Tweeters in G1:
@galactichorus
@picevol
@stevestupendous
@robgottti
@howyisyouhere
@bigchi3fdanny
@bwarelaflare
@evie_calling
@msmackanomaly
@samclay2020

Top Tweeters in G2:
@robertmihaly1
@james_andrew
@nurseninapa
@ms_prissyaries
@johnnystill1
@bearly_m
@angelialevy
@adriennelacava
@javiersorianony
@actiontime

Top Tweeters in G3:
@stevekloscak
@klonokid
@pinata1138
@goldnemovesgold
@hlpryor
@patim2
@jonflombee
@heyley98657471
@karicares4u
@jds44894884

Top Tweeters in G4:
@indystar
@miamiherald
@msnbc
@pbpost
@jaxdotcom
@tbtnewspaper
@jdbalart
@usandindia
@senatedems
@david_j_bier

Top Tweeters in G5:
@marciabunney
@kerirn
@mfrance923
@62walterp
@beleafer1
@kittybayoutsfan
@regvickers
@cunningsq16
@impinkestgirl
@bernadettentf

Top Tweeters in G6:
@bellablue1060
@newshour
@cdbrzezinski
@tunnell55
@smenor
@pbs
@deejargon
@thedemocrats
@thebuddhabear
@roseclimbpaintc

Top Tweeters in G7:
@marthalynneowe1
@areck0001
@shell_loyd
@saukel
@pamande29517684
@erikaabrahamss2
@diva_fr_dallas
@katp147369
@mommamarybeegr8
@bernboomer

Top Tweeters in G8:
@evcoc54
@annie5133
@cardon_brian
@binjured
@ladylovesbats
@doldiner
@koacalifornia
@alala55
@doehawk1993
@susan_424

Top Tweeters in G9:
@all100senators
@lostdiva
@joyannreid
@texastribune
@ebinsmile
@saveourdemocra6
@oleskoolraiders
@esteban_suero
@angeleyez407
@nsamuellnorman

Top Tweeters in G10:
@epochtimes
@shimha18
@hopefreedom13
@moorethink
@joaquincastrotx
@gopchairwoman
@soakupthesun121
@lyn13191
@gregabbott_tx
@ironyistasty


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