pew internet, Twitter, 6/17/2021 3:11:51 AM, 257097


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pew internet_2021-06-16_19-25-04.xlsx
pew internet_2021-06-16_19-25-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 17, 2021
Short Description:
pew internet via NodeXL https://bit.ly/3cMcyYb
@sesmith
@jilevin
@nutmeg3isme
@voxdotcom
@alephsmom
@realtuckfrumper
@emilystewartm
@ran
@recode
@thotscholar

Top hashtags:
#covid19
#broadband
#internet
#news
#digitaldivide
#artificialintelligence
#technology
#tech

Description:
Description
The graph represents a network of 465 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, 17 June 2021 at 02:25 UTC.

The requested start date was Thursday, 17 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, 9-hour, 59-minute period from Thursday, 03 June 2021 at 12:02 UTC to Wednesday, 16 June 2021 at 22:02 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 : 465
Unique Edges : 250
Edges With Duplicates : 507
Total Edges : 757
Number of Edge Types : 5
Retweet : 247
MentionsInRetweet : 290
Tweet : 128
Mentions : 68
Replies to : 24
Self-Loops : 130
Reciprocated Vertex Pair Ratio : 0.013262599469496
Reciprocated Edge Ratio : 0.0261780104712042
Connected Components : 140
Single-Vertex Connected Components : 88
Maximum Vertices in a Connected Component : 94
Maximum Edges in a Connected Component : 189
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.746235
Graph Density : 0.0017704857248795
Modularity : 0.550092
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 465 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, 17 June 2021 at 02:25 UTC.

The requested start date was Thursday, 17 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, 9-hour, 59-minute period from Thursday, 03 June 2021 at 12:02 UTC to Wednesday, 16 June 2021 at 22:02 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:
[142] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality
[27] https://9to5mac.com/2021/06/04/mobile-only-internet-users/
[15] 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.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[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

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/
[4] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[3] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality?utm_source=dlvr.it&utm_medium=twitter
[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/
[2] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/
[1] https://www.dialoguemos.ec/
[1] http://www.vox.com/
[1] http://dlvr.it/S13gmX

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

Top URLs in Tweet in G3:
[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://bit.ly/3wrSF0i
[1] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/

Top URLs in Tweet in G4:
[27] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality

Top URLs in Tweet in G5:
[3] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/06/08/internet-ads-are-a-popular-tax-target-for-both-parties
[2] https://deathpenaltyinfo.org/news/pew-poll-support-for-death-penalty-declining-but-higher-in-internet-polling-than-phone-polling
[1] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2021/05/3-key-components-define-effective-state-broadband-programs?utm_campaign=communities_brd_uspolicy_______&utm_source=twitter_trusts&utm_medium=social&utm_content=article_tailoredsolutions____linkcard_&utm_term=___solution
[1] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[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 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:
[14] https://9to5mac.com/2021/06/04/mobile-only-internet-users/

Top URLs in Tweet in G9:
[2] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[1] https://www.elon.edu/u/news/2021/06/16/new-pew-imagining-the-internet-report-raises-concerns-about-artificial-intelligence/

Top URLs in Tweet in G10:
[1] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality
[1] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/06/08/internet-ads-are-a-popular-tax-target-for-both-parties?utm_campaign=financeandeconomy_stl________&utm_source=twitter_state&utm_medium=social&utm_content=statelinearticle_general____map_&utm_term=___summary

Top Domains
Top Domains in Tweet in Entire Graph:
[175] vox.com
[37] pewresearch.org
[28] 9to5mac.com
[6] pewtrusts.org
[5] techmeme.com
[4] twitter.com
[4] linkedin.com
[3] tweetedtimes.com
[3] deathpenaltyinfo.org
[2] dlvr.it

Top Domains in Tweet in G1:
[31] vox.com
[14] 9to5mac.com
[14] pewresearch.org
[4] linkedin.com
[3] tweetedtimes.com
[2] dlvr.it
[2] techmeme.com
[2] co.uk
[2] politico.com
[2] twitter.com

Top Domains in Tweet in G2:
[69] vox.com

Top Domains in Tweet in G3:
[29] vox.com
[1] bit.ly
[1] pewresearch.org

Top Domains in Tweet in G4:
[27] vox.com

Top Domains in Tweet in G5:
[4] pewtrusts.org
[2] pewresearch.org
[2] deathpenaltyinfo.org

Top Domains in Tweet in G6:
[3] pewresearch.org
[1] vox.com

Top Domains in Tweet in G7:
[1] vox.com

Top Domains in Tweet in G8:
[14] 9to5mac.com

Top Domains in Tweet in G9:
[2] pewresearch.org
[1] elon.edu

Top Domains in Tweet in G10:
[1] vox.com
[1] pewtrusts.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[13] covid19
[10] broadband
[6] internet
[5] news
[4] digitaldivide
[3] artificialintelligence
[3] technology
[3] tech
[2] ceoaction
[2] aisydney



Top Hashtags in Tweet in G1:
[5] news
[3] technology
[2] internet
[2] broadband
[2] feedly
[2] redbubble
[2] estateplanningandprobate
[2] law
[2] attorney
[2] lawyer

Top Hashtags in Tweet in G3:
[2] digitaldivide
[1] internet
[1] broadband
[1] cdwsocial
[1] connectivity
[1] remotelearning
[1] trudat

Top Hashtags in Tweet in G5:
[13] covid19
[2] deathpenalty

Top Hashtags in Tweet in G6:
[1] cablemafia

Top Hashtags in Tweet in G9:
[1] broadband
[1] internet
[1] broadbandforall
[1] wisps

Top Hashtags in Tweet in G10:
[1] broadband

Top Words
Top Words in Tweet in Entire Graph:
[328] internet
[187] pew
[144] luxury
[110] service
[99] research
[93] still
[93] broadband
[81] good
[74] utility
[71] point

Top Words in Tweet in G1:
[74] internet
[68] pew
[54] research
[26] center
[24] broadband
[23] adults
[22] americans
[22] mobile
[19] service
[19] 15

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

Top Words in Tweet in G3:
[47] internet
[32] divide
[31] still
[29] good
[29] service
[28] luxury
[22] voxdotcom
[16] talk
[16] lot
[16] rural

Top Words in Tweet in G4:
[27] internet
[27] luxury
[26] good
[26] service
[26] still
[16] jilevin
[8] realtuckfrumper

Top Words in Tweet in G5:
[19] internet
[14] service
[14] ppl
[13] according
[13] pew
[13] 34
[13] low
[13] income
[13] users
[13] struggled

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] research
[14] 15
[14] adults
[14] mobile
[14] internet
[14] users
[14] pew
[14] benlovejoy
[10] 9to5mac

Top Words in Tweet in G9:
[8] pewinternet
[8] found
[7] today
[7] ai
[6] happening
[6] report
[6] imagineinternet
[6] future
[6] ethical
[6] design

Top Words in Tweet in G10:
[5] lrainie
[4] don
[4] computer
[4] broadband
[4] re
[4] really
[4] plugged
[4] modern
[4] economy
[4] colleague

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

Top Word Pairs in Tweet in G1:
[51] pew,research
[24] 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:
[69] internet,point
[69] point,base
[69] base,utility
[69] utility,instead
[69] instead,luxury
[69] luxury,product
[68] sesmith,internet

Top Word Pairs in Tweet in G3:
[29] service,still
[28] good,internet
[28] internet,service
[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 G4:
[26] good,internet
[26] internet,service
[26] service,still
[26] still,luxury
[16] jilevin,good
[8] realtuckfrumper,good

Top Word Pairs in Tweet in G5:
[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 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:
[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 G9:
[6] happening,today
[6] today,report
[6] report,imagineinternet
[6] imagineinternet,pewinternet
[6] pewinternet,future
[6] future,ethical
[6] ethical,ai
[6] ai,design
[6] design,found
[5] elonuniversity,happening

Top Word Pairs in Tweet in G10:
[4] don,computer
[4] computer,broadband
[4] broadband,re
[4] re,really
[4] really,plugged
[4] plugged,modern
[4] modern,economy
[4] economy,colleague
[4] colleague,lrainie
[3] sueurahn,don

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:
@voxdotcom
@emilystewartm
@ran
@recode
@ranimolla
@insideschools

Top Mentioned in G4:
@jilevin
@realtuckfrumper
@sesmith

Top Mentioned in G5:
@dana_flo
@pewtrusts
@pewresearch
@dpinfoctr

Top Mentioned in G6:
@bskorup
@karlbode
@sayreevan

Top Mentioned in G7:
@talkpoverty

Top Mentioned in G8:
@benlovejoy
@9to5mac

Top Mentioned in G9:
@pewinternet
@imagineinternet
@elonuniversity

Top Mentioned in G10:
@lrainie
@sueurahn
@pewstates
@espovich

Top Tweeters
Top Tweeters in Entire Graph:
@streamerwall
@robinsnewswire
@marciojmsilva
@streamer_boost
@bannerite
@coopmike48
@jilevin
@miss_placed_
@chronlaw
@gstuedler

Top Tweeters in G1:
@robinsnewswire
@marciojmsilva
@coopmike48
@chronlaw
@ericfitteduval
@citizenwonk
@obsessed_w_news
@tintechbloggers
@vanuatutech
@newsitech

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

Top Tweeters in G3:
@gstuedler
@manson_marina
@macbeestje
@blkrocket
@glitchbotio
@dushan41
@jafurtado
@nomfup
@voxdotcom
@alexanderrusso

Top Tweeters in G4:
@jilevin
@kalaax008
@alephsmom
@nutmeg3isme
@realtuckfrumper
@jinxiejae
@robertsixto2
@chibishonen
@alfredgliddon
@venompit360

Top Tweeters in G5:
@msochubbard
@helmsinki
@ryanforsmyrna
@pewresearch
@freepress
@pewtrusts
@rdunhamdpic
@afrocavalier
@nclc4consumers
@arbrownmi

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:
@chaecole_
@erwyzz
@shawnyrharvey
@elpady
@9to5mac
@dwoodbridge
@prasenjit_dbroy
@mahir_uddin1987
@tapounder
@nugggzy

Top Tweeters in G9:
@davidvorpe65
@discriminantbot
@freedomartist21
@pewinternet
@elonuniversity
@bbcmag
@elonnews
@imagineinternet
@wispanews
@elondan

Top Tweeters in G10:
@suzanneinlgb
@justafan18
@pewstates
@lawrencehecht
@lrainie
@espovich
@dani_pa
@pegschool
@sueurahn