pew internet, Twitter, 6/10/2021 3:40:21 AM, 256568


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pew internet_2021-06-09_19-25-04.xlsx
pew internet_2021-06-09_19-25-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 10, 2021
Short Description:
pew internet via NodeXL https://bit.ly/3iutJ40
@sesmith
@jilevin
@nutmeg3isme
@chizack
@voxdotcom
@alephsmom
@realtuckfrumper
@ran
@emilystewartm
@recode

Top hashtags:
#covid19
#broadband
#internet
#news
#technology
#tech
#redbubble
#deathpenalty
#technews
#ethics

Description:
Description
The graph represents a network of 435 Twitter users whose tweets in the requested range contained "pew internet", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 10 June 2021 at 02:25 UTC.

The requested start date was Thursday, 10 June 2021 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, 10-hour, 52-minute period from Thursday, 27 May 2021 at 06:49 UTC to Wednesday, 09 June 2021 at 17:41 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 : 435
Unique Edges : 237
Edges With Duplicates : 451
Total Edges : 688
Number of Edge Types : 5
Retweet : 216
MentionsInRetweet : 243
Replies to : 18
Mentions : 97
Tweet : 114
Self-Loops : 115
Reciprocated Vertex Pair Ratio : 0.00845070422535211
Reciprocated Edge Ratio : 0.0167597765363128
Connected Components : 115
Single-Vertex Connected Components : 76
Maximum Vertices in a Connected Component : 93
Maximum Edges in a Connected Component : 187
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.628054
Graph Density : 0.00189628687960167
Modularity : 0.554858
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 435 Twitter users whose tweets in the requested range contained "pew internet", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 10 June 2021 at 02:25 UTC.

The requested start date was Thursday, 10 June 2021 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, 10-hour, 52-minute period from Thursday, 27 May 2021 at 06:49 UTC to Wednesday, 09 June 2021 at 17:41 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 : pew internet
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:
[137] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality
[27] https://9to5mac.com/2021/06/04/mobile-only-internet-users/
[13] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[12] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[12] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality?utm_campaign=vox&utm_content=chorus&utm_medium=social&utm_source=twitter
[5] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality?utm_campaign=vox.social&utm_source=twitter&utm_content=recode&utm_medium=social
[4] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/06/08/internet-ads-are-a-popular-tax-target-for-both-parties
[3] https://deathpenaltyinfo.org/news/pew-poll-support-for-death-penalty-declining-but-higher-in-internet-polling-than-phone-polling
[3] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/

Top URLs in Tweet in G1:
[25] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality
[13] https://9to5mac.com/2021/06/04/mobile-only-internet-users/
[3] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[2] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/?utm_source=join1440&utm_medium=email&utm_placement=newsletter
[2] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/
[2] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[2] https://itechnews.co.uk/survey-of-americans-since-2019-smartphone-ownership-increased-4-to-85-and-broadband-subscriptions-rose-4-to-77-30-report-internet-connectivity-issues-andrew-perrin-pew-research-center/
[1] https://www.pewresearch.org/science/2021/05/26/gen-z-millennials-stand-out-for-climate-change-activism-social-media-engagement-with-issue/
[1] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/?utm_campaign=2021-05-26+Rundown&utm_medium=email&utm_source=Pew

Top URLs in Tweet in G2:
[68] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality

Top URLs in Tweet in G4:
[12] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality?utm_campaign=vox&utm_content=chorus&utm_medium=social&utm_source=twitter
[9] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[5] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality?utm_campaign=vox.social&utm_source=twitter&utm_content=recode&utm_medium=social
[3] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality
[1] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/

Top URLs in Tweet in G5:
[27] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality

Top URLs in Tweet in G6:
[3] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[1] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality

Top URLs in Tweet in G7:
[1] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality

Top URLs in Tweet in G8:
[3] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/06/08/internet-ads-are-a-popular-tax-target-for-both-parties
[1] https://www.pewresearch.org/fact-tank/2021/06/03/34-of-lower-income-home-broadband-users-have-had-trouble-paying-for-their-service-amid-covid-19/

Top URLs in Tweet in G9:
[14] https://9to5mac.com/2021/06/04/mobile-only-internet-users/

Top URLs in Tweet in G10:
[3] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[13] covid19
[8] broadband
[7] internet
[4] news
[4] technology
[3] tech
[2] redbubble
[2] deathpenalty
[2] technews
[2] ethics



Top Hashtags in Tweet in G1:
[4] internet
[4] technology
[4] news
[2] sanjoselocal
[2] sanjosetogether
[2] sanjose
[2] sanjoseca
[2] siliconvalley
[2] santaclaravalley
[2] bayarea

Top Hashtags in Tweet in G4:
[1] digitaldivide
[1] remotelearning
[1] trudat

Top Hashtags in Tweet in G6:
[1] cablemafia

Top Hashtags in Tweet in G8:
[13] covid19

Top Hashtags in Tweet in G10:
[1] att
[1] attsucks
[1] dontuseatt
[1] attdontcare
[1] fuckatt

Top Words
Top Words in Tweet in Entire Graph:
[304] internet
[152] pew
[140] luxury
[106] service
[87] still
[85] broadband
[81] good
[74] research
[73] utility
[70] instead

Top Words in Tweet in G1:
[60] internet
[57] pew
[49] research
[23] americans
[22] mobile
[21] center
[21] broadband
[19] adults
[19] users
[19] service

Top Words in Tweet in G2:
[68] internet
[68] point
[68] base
[68] utility
[68] instead
[68] luxury
[68] product
[67] sesmith

Top Words in Tweet in G4:
[47] internet
[32] divide
[29] still
[28] good
[28] service
[27] luxury
[22] voxdotcom
[16] talk
[16] lot
[16] rural

Top Words in Tweet in G5:
[27] internet
[27] luxury
[26] good
[26] service
[26] still
[16] jilevin
[8] realtuckfrumper

Top Words in Tweet in G6:
[22] pew
[20] cost
[20] internet
[16] broadband
[14] subscribe
[13] households
[12] open
[12] secret
[11] home
[11] disinterest

Top Words in Tweet in G7:
[34] households
[34] earning
[34] 000
[17] 92
[17] percent
[17] more
[17] 75
[17] year
[17] broadband
[17] less

Top Words in Tweet in G8:
[15] internet
[14] ppl
[13] according
[13] pew
[13] 34
[13] low
[13] income
[13] users
[13] struggled
[13] pay

Top Words in Tweet in G9:
[15] research
[14] 15
[14] adults
[14] mobile
[14] internet
[14] users
[14] pew
[14] benlovejoy
[10] 9to5mac

Top Words in Tweet in G10:
[5] internet
[3] fcc
[2] force
[2] become
[2] regulated
[2] telecommunications
[2] industry
[2] suddenly
[2] everyone
[2] minimum

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[84] internet,service
[78] service,still
[77] good,internet
[70] pew,research
[69] internet,point
[69] point,base
[69] base,utility
[69] utility,instead
[69] instead,luxury
[69] luxury,product

Top Word Pairs in Tweet in G1:
[46] pew,research
[20] research,center
[18] 15,adults
[18] mobile,internet
[17] adults,mobile
[17] internet,users
[16] service,still
[16] users,pew
[15] good,internet
[15] internet,service

Top Word Pairs in Tweet in G2:
[68] internet,point
[68] point,base
[68] base,utility
[68] utility,instead
[68] instead,luxury
[68] luxury,product
[67] sesmith,internet

Top Word Pairs in Tweet in G4:
[28] good,internet
[28] internet,service
[28] service,still
[27] still,luxury
[16] talk,lot
[16] lot,rural
[16] rural,urban
[16] urban,divide
[16] divide,internet
[16] internet,nearly

Top Word Pairs in Tweet in G5:
[26] good,internet
[26] internet,service
[26] service,still
[26] still,luxury
[16] jilevin,good
[8] realtuckfrumper,good

Top Word Pairs in Tweet in G6:
[12] open,secret
[12] internet,households
[11] secret,disinterest
[11] disinterest,cost
[11] cost,non
[11] non,internet
[11] households,subscribe
[11] subscribe,broadband
[11] broadband,pew
[10] bskorup,open

Top Word Pairs in Tweet in G7:
[34] households,earning
[17] 92,percent
[17] percent,households
[17] earning,more
[17] more,75
[17] 75,000
[17] 000,year
[17] year,broadband
[17] broadband,households
[17] earning,less

Top Word Pairs in Tweet in G8:
[13] according,pew
[13] pew,34
[13] 34,low
[13] low,income
[13] income,internet
[13] internet,users
[13] users,struggled
[13] struggled,pay
[13] pay,service
[13] service,during

Top Word Pairs in Tweet in G9:
[14] 15,adults
[14] adults,mobile
[14] mobile,internet
[14] internet,users
[14] pew,research
[13] users,pew
[13] research,benlovejoy
[10] 9to5mac,15

Top Word Pairs in Tweet in G10:
[2] force,internet
[2] internet,become
[2] become,regulated
[2] regulated,telecommunications
[2] telecommunications,industry
[2] industry,suddenly
[2] suddenly,everyone
[2] everyone,minimum
[2] internet,call

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@sesmith
@voxdotcom
@jilevin
@talkpoverty
@emilystewartm
@ran
@benlovejoy
@dana_flo
@bskorup
@9to5mac

Top Mentioned in G1:
@videsulizan

Top Mentioned in G2:
@sesmith

Top Mentioned in G3:
@hebmacman
@moshepupik1
@veronicatalbot9
@resist_dwp
@e_neko_san
@pady_ofurniture
@toprantking
@adhamsa70052369
@artspeakcentral
@hummusologist

Top Mentioned in G4:
@voxdotcom
@emilystewartm
@ran
@recode
@ranimolla
@insideschools

Top Mentioned in G5:
@jilevin
@realtuckfrumper
@sesmith

Top Mentioned in G6:
@bskorup
@karlbode
@sayreevan

Top Mentioned in G7:
@talkpoverty

Top Mentioned in G8:
@dana_flo
@pewtrusts

Top Mentioned in G9:
@benlovejoy
@9to5mac

Top Mentioned in G10:
@fcc
@repterrisewell
@troyalgov
@killedbygoogle
@att

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@marciojmsilva
@bannerite
@coopmike48
@jilevin
@miss_placed_
@gstuedler
@emccoy_writer
@mercororg
@kalaax008

Top Tweeters in G1:
@robinsnewswire
@marciojmsilva
@coopmike48
@ericfitteduval
@citizenwonk
@carrdiganbutton
@obsessed_w_news
@tintechbloggers
@vanuatutech
@fwade

Top Tweeters in G2:
@miss_placed_
@raypride
@jjdebenedictis
@stshinn
@vivbwoke
@weronlystardust
@mostlymartha
@pinky_or_brain
@theleftyleftie
@benjamindstone

Top Tweeters in G3:
@savtah8
@veronicatalbot9
@scripteladora
@artspeakcentral
@nudiustertian_1
@resist_dwp
@p3ng1z
@pady_ofurniture
@bluegreenberg
@hebmacman

Top Tweeters in G4:
@gstuedler
@manson_marina
@macbeestje
@blkrocket
@glitchbotio
@dushan41
@jafurtado
@nomfup
@voxdotcom
@alexanderrusso

Top Tweeters in G5:
@jilevin
@kalaax008
@alephsmom
@nutmeg3isme
@realtuckfrumper
@jinxiejae
@robertsixto2
@chibishonen
@alfredgliddon
@venompit360

Top Tweeters in G6:
@queenadalite
@techmemechatter
@seanhackbarth
@anshelsag
@lesliemolson
@karlbode
@rok_phish
@masspirates
@iowanice1
@iiabroadband

Top Tweeters in G7:
@heinzilla
@rosaselvagem93
@kcgreen17
@sickfemme
@still_nunyadb
@mikebespeckled
@nleblanc12
@rebeccacokley
@talkpoverty
@revedmonson

Top Tweeters in G8:
@msochubbard
@helmsinki
@ryanforsmyrna
@freepress
@pewtrusts
@afrocavalier
@nclc4consumers
@arbrownmi
@naturally_larry
@josephobrienapp

Top Tweeters in G9:
@chaecole_
@erwyzz
@shawnyrharvey
@elpady
@9to5mac
@dwoodbridge
@prasenjit_dbroy
@mahir_uddin1987
@tapounder
@nugggzy

Top Tweeters in G10:
@att
@mattberan
@bill36081
@fcc
@killedbygoogle
@thabiggdogg
@repterrisewell
@governorkayivey
@troyalgov


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