#ImmigrationReform, Twitter, 8/13/2022 4:20:57 PM, 279973


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#ImmigrationReform_2022-08-13_09-16-49.xlsx
#ImmigrationReform_2022-08-13_09-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2022
Short Description:
#ImmigrationReform via NodeXL https://bit.ly/3Akyq9d
@freedomstrokes
@asquare097
@lostdiva
@senalexpadilla
@potus
@robinfulfordtx
@becsantanu
@bactor21
@gop
@cleophachampion

Top hashtags:
#immigrationreform
#immigration
#immigrants
#refugees
#canada
#news
#title42

Description:
Description
The graph represents a network of 281 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, 13 August 2022 at 16:17 UTC.

The requested start date was Saturday, 13 August 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, 56-minute period from Saturday, 30 July 2022 at 00:01 UTC to Friday, 12 August 2022 at 19:57 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 : 281
Unique Edges : 207
Edges With Duplicates : 310
Total Edges : 517
Number of Edge Types : 5
Retweet : 116
MentionsInRetweet : 176
Replies to : 32
Tweet : 89
Mentions : 104
Self-Loops : 91
Reciprocated Vertex Pair Ratio : 0.00357142857142857
Reciprocated Edge Ratio : 0.00711743772241993
Connected Components : 70
Single-Vertex Connected Components : 35
Maximum Vertices in a Connected Component : 55
Maximum Edges in a Connected Component : 120
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.625328
Graph Density : 0.00357142857142857
Modularity : 0.548643
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 281 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, 13 August 2022 at 16:17 UTC.

The requested start date was Saturday, 13 August 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, 56-minute period from Saturday, 30 July 2022 at 00:01 UTC to Friday, 12 August 2022 at 19:57 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:
[23] https://www.westernstandard.news/business/sask-party-s-controversial-past-with-family-immigration/article_607e6530-0f4c-11ed-968f-b30a73a47435.html
[5] https://minikonlaw.com/
[3] https://www.politico.com/news/2022/07/31/microchip-immigration-tech-00048242
[2] http://www.modernchurchlady.com/?p=1170
[2] https://twitter.com/npr/status/1555651160786305026
[1] https://twitter.com/JamesMFKearney/status/1558043479497924608
[1] https://twitter.com/willhurd/status/1557388026438983680
[1] https://twitter.com/JohnCornyn/status/1556322202353639424
[1] http://www.modernchurchlady.com/?p=1222inspired
[1] http://www.modernchurchlady.com/?p=1222

Top URLs in Tweet in G1:
[1] https://twitter.com/vellala2000/status/1554924954487062530
[1] https://twitter.com/pabloreports/status/1554551487820431367
[1] https://twitter.com/vrindapunj/status/1554572919224864769
[1] https://twitter.com/vrindapunj/status/1554572921321971712

Top URLs in Tweet in G2:
[2] https://www.politico.com/news/2022/07/31/microchip-immigration-tech-00048242
[2] https://twitter.com/npr/status/1555651160786305026
[1] https://twitter.com/nytimes/status/1552400946164105217
[1] https://www.cnbc.com/2022/08/02/after-chips-act-us-has-long-road-to-rival-asia-in-semiconductors.html?__source=sharebar|twitter&par=sharebar
[1] https://www.politico.com/news/2022/07/26/immigrant-advocates-white-house-next-steps-unclear-00048055
[1] https://twitter.com/krgv/status/1554665088774176769
[1] https://twitter.com/politvidchannel/status/1554524952698621952
[1] https://twitter.com/BillKristol/status/1554785624112201729
[1] https://www.latimes.com/politics/story/2022-08-04/la-na-pol-backlogs-immigration-system
[1] https://twitter.com/betomedia/status/1555325435772342273

Top URLs in Tweet in G3:
[1] https://twitter.com/JoeBiden/status/1557045548007542784
[1] https://twitter.com/ErikaAndiola/status/1557094253754343429
[1] https://twitter.com/BurnEr92976227/status/1555929936581431296
[1] https://twitter.com/SenTomCotton/status/1556107362745851904
[1] https://twitter.com/otis999999/status/1555591963436515339
[1] https://twitter.com/AILANational/status/1555277648351444995
[1] https://www.marketplace.org/2022/05/09/as-labor-shortage-persists-fewer-immigrants-means-fewer-workers/

Top URLs in Tweet in G5:
[1] https://www.bigcountryhomepage.com/news/moderate-democrat-john-lira-is-looking-for-west-texas-votes/

Top URLs in Tweet in G6:
[1] https://twitter.com/mollyblackall/status/1554446853105754112

Top URLs in Tweet in G7:
[1] https://www.texasobserver.org/migrant-deaths-are-a-feature-not-a-bug-of-u-s-immigration-policy/?utm_source=hootsuite&utm_medium=twitter&utm_term=5662cf9b-b201-49b8-858c-2cef381eaf77&utm_content=&utm_campaign=
[1] https://www.reuters.com/investigates/special-report/usa-immigration-border-deaths/
[1] https://twitter.com/CASAforall/status/1554134867121618944

Top URLs in Tweet in G8:
[1] https://twitter.com/thehill/status/1554843697421946880

Top URLs in Tweet in G9:
[1] https://twitter.com/SenateGOP/status/1556336723210244096

Top Domains
Top Domains in Tweet in Entire Graph:
[31] twitter.com
[23] westernstandard.news
[5] minikonlaw.com
[4] modernchurchlady.com
[4] politico.com
[2] theguardian.com
[1] coloradohostingasylum.org
[1] bigcountryhomepage.com
[1] cnn.com
[1] vote.org

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

Top Domains in Tweet in G2:
[13] twitter.com
[3] politico.com
[1] cnbc.com
[1] latimes.com
[1] fivethirtyeight.com
[1] nytimes.com
[1] click2houston.com
[1] abc11.com
[1] rollcall.com
[1] npr.org

Top Domains in Tweet in G3:
[6] twitter.com
[1] marketplace.org

Top Domains in Tweet in G5:
[1] bigcountryhomepage.com

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

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

Top Domains in Tweet in G8:
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[198] immigrationreform
[68] immigration
[42] immigrants
[27] refugees
[26] canada
[25] news
[22] title42
[22] saskatchewan
[22] politics
[21] sask



Top Hashtags in Tweet in G1:
[8] immigrationreform
[7] gcbacklog
[4] noreformnovote
[3] immigration
[2] retiredurbin
[2] immigrants
[2] immigrant
[2] immigrationmatters
[1] reconciliationbill
[1] aila

Top Hashtags in Tweet in G2:
[45] immigrationreform
[18] immigration
[8] citizenship
[8] daca
[8] migrants
[7] joebiden
[7] elsalvador
[7] mexico
[7] venezuela
[7] guatemala

Top Hashtags in Tweet in G3:
[30] immigrationreform
[10] hr2920
[9] americanfamiliesunitedact
[3] supplychains
[3] inflation
[1] immigrants
[1] immigrationmadeamerica
[1] greencardbacklog
[1] visarecapture

Top Hashtags in Tweet in G4:
[22] title42
[1] openborders
[1] immigrationreform

Top Hashtags in Tweet in G5:
[15] immigrationreform
[15] gunsafetyleg
[1] tx23
[1] votelira
[1] teamlira
[1] bootsonthegroundtour

Top Hashtags in Tweet in G6:
[3] immigrationreform
[1] australian
[1] uk
[1] immigration
[1] immigrationlaw
[1] pritipatel

Top Hashtags in Tweet in G7:
[11] immigrationreform
[9] stress
[9] trauma
[9] immigrants
[4] migrants
[2] poorpeoplescampaign
[2] humanrights
[1] usimmigration
[1] naturaldisasters
[1] civilwar

Top Hashtags in Tweet in G8:
[3] 15hr
[3] immigrationreform
[2] medicareforall
[2] cancelstudentdebt
[2] sanders2024
[2] votingrights
[1] greennewdeal
[1] criminaljusticereforms
[1] legalweed
[1] autovoterregistration

Top Hashtags in Tweet in G9:
[14] immigrationreform
[1] dreamers

Top Hashtags in Tweet in G10:
[3] immigration
[3] immigrationreform
[3] freedmen
[3] latinos
[3] criminality
[2] illegalimmigration
[2] latino
[2] latinas
[2] endimmigration
[1] stashhouse

Top Words
Top Words in Tweet in Entire Graph:
[197] #immigrationreform
[99] immigration
[68] #immigration
[42] #immigrants
[39] republicans
[33] thank
[31] freedomstrokes
[31] finally
[31] fake
[30] well

Top Words in Tweet in G1:
[31] freedomstrokes
[31] immigration
[30] well
[30] planned
[30] offensive
[30] disastrous
[30] retreat
[30] finally
[30] glorious
[30] victory

Top Words in Tweet in G2:
[44] #immigrationreform
[18] #immigration
[13] immigration
[8] #citizenship
[8] #daca
[8] #migrants
[7] #joebiden
[7] #elsalvador
[7] #mexico
[7] #venezuela

Top Words in Tweet in G3:
[30] #immigrationreform
[15] xmarksthespot35
[15] let's
[15] potus
[11] next
[10] #hr2920
[10] senschumer
[9] talk
[9] achievement
[9] mr

Top Words in Tweet in G4:
[22] reminder
[22] #title42
[22] goldmine
[22] republicans
[22] opponent
[22] dan
[22] crenshaw
[22] knowingly
[22] uses
[21] robinfulfordtx

Top Words in Tweet in G5:
[15] howdy
[15] folks
[15] icymi
[15] honored
[15] share
[15] stance
[15] #immigrationreform
[15] #gunsafetyleg
[15] ktabtv's
[15] manny

Top Words in Tweet in G6:
[3] pritipatel
[3] #immigrationreform
[2] trussliz
[2] rishisunak

Top Words in Tweet in G7:
[11] maryland_ppc
[11] #immigrationreform
[9] speaking
[9] easy
[9] forget
[9] #stress
[9] #trauma
[9] #immigrants
[9] endure
[8] beforeâ

Top Words in Tweet in G8:
[3] #15hr
[3] #immigrationreform
[2] #medicareforall
[2] #cancelstudentdebt
[2] #sanders2024
[2] #votingrights
[2] blocked

Top Words in Tweet in G9:
[14] republicans
[14] #immigrationreform
[9] democrats
[8] help
[8] create
[7] border
[7] useless
[7] photo
[7] ops
[5] hanging

Top Words in Tweet in G10:
[3] #immigration
[3] #immigrationreform
[3] #freedmen
[3] #latinos
[3] #criminality
[2] #illegalimmigration
[2] #latino
[2] #latinas
[2] #endimmigration

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[30] well,planned
[30] planned,offensive
[30] offensive,disastrous
[30] disastrous,retreat
[30] retreat,finally
[30] finally,glorious
[30] glorious,victory
[30] victory,thank
[30] thank,fake
[30] fake,immigration

Top Word Pairs in Tweet in G1:
[30] well,planned
[30] planned,offensive
[30] offensive,disastrous
[30] disastrous,retreat
[30] retreat,finally
[30] finally,glorious
[30] glorious,victory
[30] victory,thank
[30] thank,fake
[30] fake,immigration

Top Word Pairs in Tweet in G2:
[10] #immigration,#immigrationreform
[7] #daca,#immigration
[7] #immigrationreform,#joebiden
[7] #joebiden,#elsalvador
[7] #elsalvador,#mexico
[7] #mexico,#venezuela
[7] #venezuela,#guatemala
[7] #guatemala,#asylum
[7] #asylum,#tps
[7] #tps,#visas

Top Word Pairs in Tweet in G3:
[9] let's,talk
[9] talk,next
[9] next,achievement
[9] achievement,mr
[9] mr,president
[9] president,#immigrationreform
[9] #immigrationreform,put
[9] put,#hr2920
[9] #hr2920,#americanfamiliesunitedact
[8] xmarksthespot35,let's

Top Word Pairs in Tweet in G4:
[22] reminder,#title42
[22] #title42,goldmine
[22] goldmine,republicans
[22] republicans,opponent
[22] opponent,dan
[22] dan,crenshaw
[22] crenshaw,knowingly
[22] knowingly,uses
[21] robinfulfordtx,reminder
[20] uses,resultingâ

Top Word Pairs in Tweet in G5:
[15] howdy,folks
[15] folks,icymi
[15] icymi,honored
[15] honored,share
[15] share,stance
[15] stance,#immigrationreform
[15] #immigrationreform,#gunsafetyleg
[15] #gunsafetyleg,ktabtv's
[15] ktabtv's,manny
[15] manny,diaz

Top Word Pairs in Tweet in G6:
[2] trussliz,rishisunak

Top Word Pairs in Tweet in G7:
[9] speaking,#immigrationreform
[9] #immigrationreform,easy
[9] easy,forget
[9] forget,#stress
[9] #stress,#trauma
[9] #trauma,#immigrants
[9] #immigrants,endure
[8] maryland_ppc,speaking
[8] endure,beforeâ
[4] 2021,deadliest

Top Word Pairs in Tweet in G8:
[2] #medicareforall,#cancelstudentdebt
[2] #cancelstudentdebt,#15hr

Top Word Pairs in Tweet in G9:
[8] republicans,help
[8] help,democrats
[8] democrats,create
[8] create,#immigrationreform
[7] photo,ops
[5] #immigrationreform,hanging
[5] hanging,border
[5] border,useless
[5] useless,inaction
[5] inaction,we've

Top Word Pairs in Tweet in G10:
[2] #immigrationreform,#freedmen

Top Replied-To
Top Replied-To in Entire Graph:
@sentedcruz
@potus
@foxnews
@gopchairwoman
@repnewhouse
@gopleader
@mohamdm21392675
@marshablackburn
@senategop
@bgmasters

Top Replied-To in G1:
@awernick
@pabloreports
@senalexpadilla

Top Replied-To in G3:
@potus
@senschumer

Top Replied-To in G6:
@pritipatel
@maxfrobespierre

Top Replied-To in G8:
@chinakatsun
@jasondogwood

Top Replied-To in G9:
@foxnews
@gopchairwoman
@jim_jordan
@senategop
@marshablackburn

Top Replied-To in G10:
@jxhnbxnder
@texasfba4ever
@realnyhiem

Top Mentioned
Top Mentioned in Entire Graph:
@freedomstrokes
@robinfulfordtx
@xmarksthespot35
@ktabtv
@potus
@liraforcongress
@maryland_ppc
@vp
@speakerpelosi
@senschumer

Top Mentioned in G1:
@freedomstrokes
@senatordurbin
@pabloreports
@senalexpadilla
@awernick
@asquare097
@latinorebels
@repzoelofgren
@sahilkapur
@carolinesimon66

Top Mentioned in G2:
@peaceluvbernie
@b1e56df9ce6549f

Top Mentioned in G3:
@xmarksthespot35
@potus
@speakerpelosi
@senschumer
@vp
@jg_progressive
@gop
@indivisiblegco

Top Mentioned in G4:
@robinfulfordtx

Top Mentioned in G5:
@ktabtv
@liraforcongress

Top Mentioned in G6:
@trussliz
@rishisunak
@pritipatel
@conservatives
@nigel_farage
@bbc
@angelarayner
@young_tories
@mrrobertbob1

Top Mentioned in G7:
@maryland_ppc

Top Mentioned in G8:
@boulderleah20
@benspielberg
@brianschatz
@corybooker
@senalexpadilla
@sentinasmith
@mikebloomberg
@davidhogg111

Top Mentioned in G9:
@govabbott
@tosabooknerd
@jim_jordan

Top Mentioned in G10:
@tariqnasheed
@taureanreign
@blkliberation84
@nasescobar316

Top Tweeters
Top Tweeters in Entire Graph:
@b1e56df9ce6549f
@business
@kimpy123
@bjcrochet
@bellablue1060
@janrobinjackson
@nypost
@foxnews
@yllekonadnerb
@politico

Top Tweeters in G1:
@business
@latinorebels
@discriminated09
@sahilkapur
@pabloreports
@jthesma
@vamsiv58
@shekarshaky
@senatedems
@globalcitizenaz

Top Tweeters in G2:
@b1e56df9ce6549f
@lisalamb8493707
@cdbrzezinski
@realphatsblog
@rocksdemocracy
@googlemyrna
@peaceluvbernie
@el_daverino
@klhull143
@lmfenex

Top Tweeters in G3:
@gop
@senschumer
@jr64745539
@lupita07361942
@lilygreen1026
@joana840714
@speakerpelosi
@uelabaidy
@bactor21
@vp

Top Tweeters in G4:
@kimpy123
@bjcrochet
@janrobinjackson
@yllekonadnerb
@marymary0414
@bevvincent
@lidstonepeter
@mcdptexas
@traceyrobnett7
@observa35589017

Top Tweeters in G5:
@blue_jacksky
@ktabtv
@amcs52379652
@stephtu0123
@lexi6toes
@factsmatter202
@annna987
@victoriahawhe
@feignamerican
@bexar_democrats

Top Tweeters in G6:
@mrrobertbob1
@angelarayner
@bbc
@conservatives
@maxfrobespierre
@nigel_farage
@trussliz
@pritipatel
@young_tories
@anthonylyons007

Top Tweeters in G7:
@ilarose
@piguanasue
@cmsrtwit
@vichubcupboard
@casaforall
@jufj
@lazyvegetarian
@dpelles
@jcaaec1
@arkansasppc

Top Tweeters in G8:
@lostdiva
@boulderleah20
@chinakatsun
@benspielberg
@corybooker
@davidhogg111
@brianschatz
@mikebloomberg
@jasondogwood
@sentinasmith

Top Tweeters in G9:
@foxnews
@happymom3boys
@senategop
@richardson8o
@gopchairwoman
@tosabooknerd
@marshablackburn
@govabbott
@jim_jordan

Top Tweeters in G10:
@taureanreign
@noirdosser
@nasescobar316
@tariqnasheed
@texasfba4ever
@realnyhiem
@blkliberation84
@jxhnbxnder