#ImmigrationReform, Twitter, 1/8/2022 11:38:30 PM, 269713


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#ImmigrationReform_2022-01-08_08-42-01.xlsx
#ImmigrationReform_2022-01-08_08-42-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 08, 2022
Short Description:
#ImmigrationReform via NodeXL https://bit.ly/3f7tbOJ
@senatedems
@progjective
@justitiaruat
@potus
@giaisantos
@lilygreen1026
@86rajani
@akami0007
@senatordurbin
@bestun88456760

Top hashtags:
#immigrationreform
#immigration
#immigrants
#congress
#democrats
#daca

Description:
Description
The graph represents a network of 463 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, 08 January 2022 at 16:42 UTC.

The requested start date was Saturday, 08 January 2022 at 01:01 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, 42-minute period from Saturday, 25 December 2021 at 01:34 UTC to Friday, 07 January 2022 at 22:16 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 : 463
Unique Edges : 352
Edges With Duplicates : 480
Total Edges : 832
Number of Edge Types : 5
Tweet : 120
Mentions : 186
Retweet : 194
MentionsInRetweet : 273
Replies to : 59
Self-Loops : 122
Reciprocated Vertex Pair Ratio : 0.0170940170940171
Reciprocated Edge Ratio : 0.0336134453781513
Connected Components : 111
Single-Vertex Connected Components : 58
Maximum Vertices in a Connected Component : 204
Maximum Edges in a Connected Component : 489
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.661887
Graph Density : 0.00222527652333268
Modularity : 0.565027
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 463 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, 08 January 2022 at 16:42 UTC.

The requested start date was Saturday, 08 January 2022 at 01:01 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, 42-minute period from Saturday, 25 December 2021 at 01:34 UTC to Friday, 07 January 2022 at 22:16 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:
[16] https://www.youtube.com/watch?v=SFjfbL1KWNI&feature=youtu.be

[8] https://minikonlaw.com/
[6] http://alexfornet.com
[3] https://filmfreeway.com/
[3] https://medium.com/@GiaISantos/immigration-reform-is-long-overdue-for-essential-undocumented-workers-a9d2ffa5f092
[3] https://amp.miamiherald.com/news/local/community/florida-keys/article257042542.html
[2] https://www.voanews.com/a/biden-s-first-year-brings-modest-changes-to-immigration-policy/6367512.html
[2] https://www.forbes.com/sites/stuartanderson/2022/01/03/the-outlook-on-h-1b-visas-and-immigration-in-2022/?sh=6816d01b2365
[2] https://www.cnn.com/2021/12/30/politics/biden-harris-immigration/index.html
[2] https://twitter.com/elizTrovall/status/1478042833101668355

Top URLs in Tweet in G1:
[8] https://minikonlaw.com/
[6] http://alexfornet.com
[3] https://amp.miamiherald.com/news/local/community/florida-keys/article257042542.html
[2] https://bizlegalservices.com/2021/12/22/immigration-backlog/
[2] https://twitter.com/UFWupdates/status/1477794343851286528
[2] https://twitter.com/elizTrovall/status/1478042833101668355
[1] https://twitter.com/ufwupdates/status/1474530465751212033
[1] https://twitter.com/sensherrodbrown/status/1475151364623724545
[1] https://bordercrit.org/who-we-are
[1] https://twitter.com/ufwupdates/status/1475257631484915718

Top URLs in Tweet in G2:
[1] https://thehill.com/opinion/campaign/587231-democrats-must-face-the-reality-of-their-latino-voter-problem?fbclid=IwAR2sj2TAoQ-rHd3l2bRhW0h35f0rKLQ47BilisqhstcCSxsKQypKLKhn-J4
[1] https://www.bostonglobe.com/2021/12/30/opinion/its-past-time-america-do-right-by-haiti/
[1] https://www.voanews.com/a/biden-s-first-year-brings-modest-changes-to-immigration-policy/6367512.html
[1] https://twitter.com/chirla/status/1478048785703997440
[1] https://twitter.com/americasvoice/status/1475898845141819399
[1] https://twitter.com/senschumer/status/1478030819327418368
[1] https://www.latimes.com/espanol/california/articulo/2021-12-28/las-promesas-incumplidas-le-pasaran-factura-a-biden-sostienen-lideres-pro-inmigrantes-en-balance-de-2021

Top URLs in Tweet in G3:
[1] https://twitter.com/justindsweeney/status/1476348356435734533

Top URLs in Tweet in G4:
[1] https://twitter.com/86Rajani/status/1477403936751448068
[1] https://twitter.com/AmericasVoice/status/1478122579986583552

Top URLs in Tweet in G5:
[1] https://www.cgi.com/au/en-au/article/careers/real-world-applications-blockchain-technology-immigration
[1] https://www.reuters.com/world/americas/canada-meets-2021-immigration-target-with-401000-new-permanent-residents-2021-12-23/

Top URLs in Tweet in G6:
[16] https://www.youtube.com/watch?v=SFjfbL1KWNI&feature=youtu.be

[1] https://twitter.com/ub5simon/status/1477263113661603840?s=21
[1] https://twitter.com/LizWebsterLD/status/1477220243877634048
[1] https://twitter.com/ub5simon/statu
[1] https://twitter.com/tombrad18427379/status/1477292821140942851

Top URLs in Tweet in G8:
[1] https://www.thebulwark.com/biden-can-take-bold-steps-for-dreamers-in-2022/
[1] https://www.usatoday.com/story/news/factcheck/2021/12/30/fact-check-military-bases-have-housed-immigrants-since-1980-s/9022034002/
[1] https://www.forbes.com/sites/stuartanderson/2022/01/03/the-outlook-on-h-1b-visas-and-immigration-in-2022/
[1] https://www.axios.com/immigration-remain-in-mexico-expands-court-hearings-begin-4cf054d8-55de-4828-acea-a28a4d4a8c78.html?utm_campaign=organic&utm_medium=socialshare&utm_source=twitter
[1] https://cis.org/Arthur/Wanted-Statesmanship-and-Humility-Immigration-White-House?&utm_source=twitter&utm_medium=social-media&utm_campaign=addtoany
[1] https://www.8newsnow.com/news/dreamers-to-keep-pushing-for-citizenship-in-2022/
[1] https://www.youtube.com/watch?v=sNkNBJG_v4c&feature=youtu.be

[1] https://twitter.com/AmericanBIC/status/1478831590272913414
[1] https://www.forbes.com/sites/stuartanderson/2022/01/03/the-outlook-on-h-1b-visas-and-immigration-in-2022/?sh=1f30757d2365

Top URLs in Tweet in G9:
[3] https://medium.com/@GiaISantos/immigration-reform-is-long-overdue-for-essential-undocumented-workers-a9d2ffa5f092
[2] https://www.theimmigrationpost.com/covid-immigration-and-voting-rights-checking-in-on-bidens-year-one-promises/
[1] https://twitter.com/latinorebels/status/1479171509977452546
[1] https://www.theimmigrationpost.com/parent-visa-backlog-leaves-local-families-in-immigration-limbo/

Top Domains
Top Domains in Tweet in Entire Graph:
[38] twitter.com
[18] youtube.com
[9] minikonlaw.com
[6] alexfornet.com
[5] forbes.com
[4] modernchurchlady.com
[3] filmfreeway.com
[3] medium.com
[3] miamiherald.com
[3] theimmigrationpost.com

Top Domains in Tweet in G1:
[18] twitter.com
[9] minikonlaw.com
[6] alexfornet.com
[3] miamiherald.com
[2] bizlegalservices.com
[2] bltogo.com
[1] bordercrit.org
[1] voanews.com
[1] hubspotusercontent30.net
[1] mailchi.mp

Top Domains in Tweet in G2:
[3] twitter.com
[1] thehill.com
[1] bostonglobe.com
[1] voanews.com
[1] latimes.com

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

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

Top Domains in Tweet in G5:
[1] cgi.com
[1] reuters.com

Top Domains in Tweet in G6:
[16] youtube.com
[4] twitter.com

Top Domains in Tweet in G8:
[2] forbes.com
[1] thebulwark.com
[1] usatoday.com
[1] axios.com
[1] cis.org
[1] 8newsnow.com
[1] youtube.com
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[310] immigrationreform
[87] immigration
[31] immigrants
[21] congress
[21] democrats
[21] daca
[20] openimmigration
[17] immigrantswelcome
[16] immigrationlaw
[15] votingrights



Top Hashtags in Tweet in G1:
[71] immigrationreform
[26] immigration
[14] immigrationlaw
[9] immigrationattorney
[8] immigrationservices
[4] immigrationmatters
[4] daca
[4] immigrants
[3] wearehome
[3] votingrights

Top Hashtags in Tweet in G2:
[29] immigrationreform
[8] immigrantsareessential
[5] votingrights
[5] policereform
[4] immigration
[3] election2022
[3] immigrationmatters
[3] safeact
[3] equalityact
[3] climateaction

Top Hashtags in Tweet in G3:
[28] immigrationreform
[18] congress
[18] democrats
[9] hr2920
[6] fix96
[2] mixedstatusfamilies
[1] iirira
[1] lifeact
[1] bbb
[1] immigration

Top Hashtags in Tweet in G4:
[25] immigrationreform
[19] openimmigration
[16] immigrantswelcome
[16] immigrants
[3] refugeeswelcome
[2] pursuitofhappiness
[2] libertarian
[1] congress
[1] democrats

Top Hashtags in Tweet in G5:
[12] canada
[11] immigrationreform
[7] immigration
[6] daca
[4] dependentvisa
[2] dependantvisa
[1] decentralized
[1] blockchain
[1] merrickgarland
[1] congress

Top Hashtags in Tweet in G6:
[10] immigration
[8] india
[8] hongkong
[6] immigrationreform
[6] immigrants
[5] brexit
[3] brexitreality
[3] brexitdisaster
[3] immigrationmatters
[2] freedomofmovement

Top Hashtags in Tweet in G7:
[1] democratic
[1] killthebill
[1] pcsc
[1] immigrationreform
[1] johnsonoutnow
[1] pr
[1] rejoineu

Top Hashtags in Tweet in G8:
[23] immigrationreform
[10] daca
[10] immigration
[9] majorityleader
[8] joebiden
[8] elsalvador
[8] mexico
[6] venezuela
[6] guatemala
[6] haiti

Top Hashtags in Tweet in G9:
[14] immigrationreform
[10] increaseminimumwage
[10] paidfamilyleave
[10] universalprek
[10] reducedrugprices
[10] climateaction
[7] voteblue
[7] vaw
[7] healthcare
[5] immigration

Top Hashtags in Tweet in G10:
[1] immigration
[1] immigrationreform
[1] hr3648

Top Words
Top Words in Tweet in Entire Graph:
[310] #immigrationreform
[87] #immigration
[87] immigration
[48] 2022
[38] pass
[31] #immigrants
[29] people
[27] foreign
[25] time
[24] citizens

Top Words in Tweet in G1:
[71] #immigrationreform
[26] #immigration
[14] immigration
[14] #immigrationlaw
[9] #immigrationattorney
[8] #immigrationservices
[6] reform
[6] immigrants
[5] year
[5] help

Top Words in Tweet in G2:
[29] #immigrationreform
[13] potus
[8] #immigrantsareessential
[8] joebiden
[8] senschumer
[8] vp
[7] senatedems
[7] housedemocrats
[5] coming
[5] time

Top Words in Tweet in G3:
[28] #immigrationreform
[21] citizens
[20] pass
[19] foreign
[19] spouses
[19] put
[19] power
[18] #congress
[18] voted
[18] #democrats

Top Words in Tweet in G4:
[25] 2022
[25] #immigrationreform
[19] #openimmigration
[16] 86rajani
[16] #immigrantswelcome
[16] #immigrants
[15] libertarians
[15] still
[15] firmly
[15] believe

Top Words in Tweet in G5:
[26] immigration
[12] canada
[12] meets
[12] 2021
[12] target
[12] 401
[12] 000
[12] prs
[12] meanwhile
[12] excuses

Top Words in Tweet in G6:
[18] jorichardskent
[15] man
[10] #immigration
[10] people
[9] going
[8] #india
[8] #hongkong
[8] davidghfrost
[8] aren
[8] happy

Top Words in Tweet in G7:
[2] small1ldy1
[2] xrgroningen
[2] amrakunj
[2] plamen_neykov
[2] rawsunlight
[2] charlot2409
[2] tarotray
[2] circleoneearth
[2] analisa_swan

Top Words in Tweet in G8:
[23] #immigrationreform
[11] pass
[10] #daca
[10] #immigration
[9] few
[9] weeks
[9] before
[9] passing
[9] senharryreid
[9] urged

Top Words in Tweet in G9:
[14] #immigrationreform
[12] piece
[11] includes
[10] giaisantos
[10] immigration
[10] time
[10] #increaseminimumwage
[10] #paidfamilyleave
[10] #universalprek
[10] #reducedrugprices

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[39] #immigration,#immigrationreform
[21] foreign,spouses
[20] #congress,citizens
[20] citizens,foreign
[20] spouses,voted
[20] voted,put
[20] put,#democrats
[20] #democrats,power
[20] power,promise
[20] promise,pass

Top Word Pairs in Tweet in G1:
[9] #immigration,#immigrationreform
[9] #immigrationattorney,#immigration
[9] #immigration,#immigrationlaw
[9] #immigrationlaw,#immigrationreform
[8] #immigrationreform,#immigrationservices
[5] immigration,reform
[3] #immigrationreform,#immigrationmatters
[3] #miamidadesheriff2024,#alexfornet
[3] #alexfornet,#crimestoppers
[3] #crimestoppers,#1stresponders

Top Word Pairs in Tweet in G2:
[5] #immigrationreform,#immigrantsareessential
[4] midterms,coming
[4] potus,joebiden
[3] senatedems,housedemocrats
[3] housedemocrats,senatedems
[3] vp,kamalaharris
[3] #immigrationreform,#policereform
[2] #election2022,midterms
[2] maelvirasalazar,time
[2] time,planning

Top Word Pairs in Tweet in G3:
[18] #congress,citizens
[18] citizens,foreign
[18] foreign,spouses
[18] spouses,voted
[18] voted,put
[18] put,#democrats
[18] #democrats,power
[18] power,promise
[18] promise,pass
[17] progjective,#congress

Top Word Pairs in Tweet in G4:
[15] 2022,libertarians
[15] libertarians,still
[15] still,firmly
[15] firmly,believe
[15] believe,#openimmigration
[15] #openimmigration,#immigrationreform
[15] #immigrationreform,#immigrantswelcome
[15] #immigrantswelcome,#immigrants
[13] 86rajani,2022
[13] #immigrants,#refuge

Top Word Pairs in Tweet in G5:
[12] canada,meets
[12] meets,2021
[12] 2021,immigration
[12] immigration,target
[12] target,401
[12] 401,000
[12] 000,prs
[12] prs,meanwhile
[12] meanwhile,immigration
[12] immigration,excuses

Top Word Pairs in Tweet in G6:
[8] #india,#hongkong
[8] davidghfrost,people
[8] people,man
[8] man,aren
[8] aren,going
[8] going,happy
[8] happy,lied
[8] lied,mugged
[7] barnsley,man
[7] man,see

Top Word Pairs in Tweet in G7:
[2] small1ldy1,xrgroningen
[2] xrgroningen,amrakunj
[2] amrakunj,plamen_neykov
[2] plamen_neykov,rawsunlight
[2] rawsunlight,charlot2409
[2] charlot2409,tarotray
[2] tarotray,circleoneearth
[2] circleoneearth,analisa_swan

Top Word Pairs in Tweet in G8:
[11] pass,#immigrationreform
[10] #daca,#immigration
[9] few,weeks
[9] weeks,before
[9] before,passing
[9] passing,senharryreid
[9] senharryreid,urged
[9] urged,senatedems
[9] senatedems,pass
[9] #immigrationreform,year

Top Word Pairs in Tweet in G9:
[10] time,#increaseminimumwage
[10] #increaseminimumwage,#paidfamilyleave
[10] #paidfamilyleave,#universalprek
[10] #universalprek,#reducedrugprices
[10] #reducedrugprices,#climateaction
[7] immigration,reform
[7] #climateaction,#healthcare
[6] latest,piece
[6] piece,medium
[6] medium,includes

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@pabloreports
@sensherrodbrown
@housegop
@gop
@mikepompeo
@repjeffries
@maelvirasalazar
@repdonbacon
@rbreich

Top Replied-To in G2:
@potus
@pabloreports
@sensherrodbrown
@maelvirasalazar
@repjeffries
@amymaldonadolaw
@housedemocrats
@senatorwarnock
@mkraju
@senschumer

Top Replied-To in G3:
@repjayapal
@potus
@reichlinmelnick
@ec45e0c5c6f6425

Top Replied-To in G5:
@senatordurbin
@icegov

Top Replied-To in G6:
@ub5simon
@lizwebsterld
@davidghfrost
@paultempleman6

Top Replied-To in G7:
@small1ldy1

Top Mentioned
Top Mentioned in Entire Graph:
@senatedems
@progjective
@jorichardskent
@86rajani
@senharryreid
@potus
@giaisantos
@akami0007
@vp
@americanbic

Top Mentioned in G2:
@potus
@vp
@joebiden
@senatedems
@housedemocrats
@senschumer
@speakerpelosi
@kamalaharris
@secmayorkas
@dnc

Top Mentioned in G3:
@progjective
@szaharakis
@susanhildebrand
@reichlinmelnick
@repmaxinewaters
@repjerrynadler
@fwdus
@justindsweeney
@lupita07361942
@ec45e0c5c6f6425

Top Mentioned in G4:
@86rajani
@ayuda_dmv
@idjoe4congress
@progjective

Top Mentioned in G5:
@akami0007
@_thehiddendream
@dhsgov
@uscis
@uscisdirector
@potus
@flotus
@vp
@whitehouse
@alimayorkas

Top Mentioned in G6:
@jorichardskent
@davidghfrost
@lizwebsterld
@trussliz
@countryskills
@paultempleman6

Top Mentioned in G7:
@xrgroningen
@amrakunj
@plamen_neykov
@rawsunlight
@charlot2409
@tarotray
@circleoneearth
@analisa_swan
@csibike1
@small1ldy1

Top Mentioned in G8:
@senharryreid
@senatedems
@americanbic
@gebemartinez
@astrid_nv
@realphatsblog
@mtpdaily
@secvilsack
@chucktodd
@ayuda_dmv

Top Mentioned in G9:
@giaisantos
@medium
@angelluisvega
@latinorebels
@jtmedrano
@potus
@vp
@hispaniccaucus
@senatedems
@immigrationpost

Top Mentioned in G10:
@ejtaub
@ckuck
@gsiskind
@shadesofbluean1
@srigaussian
@ailanational
@ellengilmer
@pabloreports
@gregchenaila

Top Tweeters
Top Tweeters in Entire Graph:
@federicoalves
@thehill
@timesofindia
@multijo1
@jorichardskent
@suestroud
@gyggy
@kals55
@vespasian91
@csibike1

Top Tweeters in G1:
@multijo1
@bluwndzdancing
@mauricehayes86
@dorothybeach
@googlemyrna
@nochaosnochill
@bohemiotx
@atheistblkchic
@kathleenesmith
@malesela_mosuwe

Top Tweeters in G2:
@carolgo18658081
@ingridebap
@thedemcoalition
@stephensgarrick
@firm_action
@mkraju
@somestarstuff
@mercuryreports
@senschumer
@senatordurbin

Top Tweeters in G3:
@yuririv02558750
@fwdus
@tmstrickl_tim
@reichlinmelnick
@justindsweeney
@repjayapal
@lupita07361942
@jr64745539
@joana840714
@cristba17562224

Top Tweeters in G4:
@weems
@americasvoice
@juanmtz122460
@johnnylemuria
@idjoe4congress
@wickerman2kl
@avensobrien
@whysoserious_yy
@mowracer84
@zazadeh0111

Top Tweeters in G5:
@discriminated09
@sentham76569308
@legalhskpanda
@usdol
@mmr_hr3648
@arun82551547
@dhsgov
@uscis
@icegov
@adv4immigration

Top Tweeters in G6:
@jorichardskent
@vespasian91
@heather63262308
@julietmevans
@countryskills
@sharr73146294
@halseyjane
@dianefirestoker
@stuartsfarquhar
@lizwebsterld

Top Tweeters in G7:
@csibike1
@analisa_swan
@charlot2409
@small1ldy1
@tweetmalena
@freeworld2
@rawsunlight
@aonewith
@plamen_neykov
@frogyuk

Top Tweeters in G8:
@greasewoodbloom
@immigrants24
@juliptide
@realphatsblog
@astrid_nv
@angelicasramos
@chucktodd
@rachelcoboltblu
@senatedems
@gebemartinez

Top Tweeters in G9:
@eco1start
@mikeelk
@redpilldetox
@latinorebels
@hispaniccaucus
@medium
@extremearturo
@andrealrusso212
@georgezivan
@haikustock

Top Tweeters in G10:
@gsiskind
@pabloreports
@ckuck
@ejtaub
@ellengilmer
@ailanational
@shadesofbluean1
@asquare097
@gregchenaila
@srigaussian


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