pew internet, Twitter, 5/14/2020 3:16:22 AM, 226695


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pew internet_2020-05-13_19-20-51.xlsx
pew internet_2020-05-13_19-20-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 14, 2020
Short Description:
pew internet via NodeXL https://bit.ly/3dIp1dd
@juddlegum
@nealkwatra
@wendysiegelman
@manohladargis
@lynnbardon
@helloitsthao
@keithkrueger
@alecstapp
@nbcnews
@huskernewman

Top hashtags:
#aging
#smartphone
#covid19
#internet
#privacy
#technology
#digitaldivide

Description:
Description
The graph represents a network of 399 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, 14 May 2020 at 02:20 UTC.

The requested start date was Thursday, 14 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 21-hour, 46-minute period from Thursday, 30 April 2020 at 02:09 UTC to Tuesday, 12 May 2020 at 23:56 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 : 399
Unique Edges : 137
Edges With Duplicates : 513
Total Edges : 650
Number of Edge Types : 5
Replies to : 25
Tweet : 78
Retweet : 249
MentionsInRetweet : 258
Mentions : 40
Self-Loops : 78
Reciprocated Vertex Pair Ratio : 0.0125786163522013
Reciprocated Edge Ratio : 0.0248447204968944
Connected Components : 90
Single-Vertex Connected Components : 46
Maximum Vertices in a Connected Component : 74
Maximum Edges in a Connected Component : 147
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.875748
Graph Density : 0.00202768227100414
Modularity : 0.520768
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 399 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, 14 May 2020 at 02:20 UTC.

The requested start date was Thursday, 14 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 21-hour, 46-minute period from Thursday, 30 April 2020 at 02:09 UTC to Tuesday, 12 May 2020 at 23:56 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:
[15] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/
[6] https://www.nytimes.com/2020/05/05/technology/parking-lots-wifi-coronavirus.html
[5] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[4] https://www.ageinplacetech.com/blog/pews-simplistic-survey-internet-importance-during-covid-19#broadband
[4] https://www.pewresearch.org/internet/2020/05/08/dating-and-relationships-in-the-digital-age/
[4] https://www.aei.org/technology-and-innovation/insights-for-universal-service-policy-from-pews-covid-19-internet-survey/
[3] http://www.aei.org/publication/blog/
[3] https://www.pewresearch.org/fact-tank/2020/05/04/how-americans-see-digital-privacy-issues-amid-the-covid-19-outbreak/
[2] https://www.theverge.com/2020/4/29/21239567/remote-school-distance-learning-digital-internet-tech-gap-devices-access
[2] https://ibdi.it/fare-soldi-online-le-5-opprtunita-principali-di-vendita-online-per-qualsiasi-imprenditore/

Top URLs in Tweet in G1:
[1] https://www.nytimes.com/2020/05/05/technology/parking-lots-wifi-coronavirus.html

Top URLs in Tweet in G2:
[8] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/
[2] https://www.aei.org/technology-and-innovation/insights-for-universal-service-policy-from-pews-covid-19-internet-survey/
[2] https://www.pewresearch.org/internet/2020/05/08/dating-and-relationships-in-the-digital-age/
[2] https://ibdi.it/fare-soldi-online-le-5-opprtunita-principali-di-vendita-online-per-qualsiasi-imprenditore/
[1] https://www.cnn.com/2020/04/29/politics/coronavirus-conspiracy-facts-pew-poll/index.html
[1] https://www.pewresearch.org/internet/fact-sheet/internet-broadband/
[1] https://www.robinspost.com/news/technology-news/1098747-internet-news-53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak-pew-research-center.html
[1] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.businessinsider.com/connectivity-divide-accentuated-amid-pandemic-2020-4
[1] https://internetdo.com/internet/53-of-americans-say-the-internet-has-been-essential-duringthe-covid-19-outbreak-pew-research-center.html

Top URLs in Tweet in G3:
[1] https://www.pewresearch.org/internet/2019/11/15/americans-and-privacy-concerned-confused-and-feeling-lack-of-control-over-their-personal-information/
[1] https://www.nytimes.com/2020/05/05/technology/parking-lots-wifi-coronavirus.html

Top URLs in Tweet in G4:
[1] https://www.nytimes.com/2020/05/05/technology/parking-lots-wifi-coronavirus.html

Top URLs in Tweet in G5:
[1] https://www.nytimes.com/2020/05/05/technology/parking-lots-wifi-coronavirus.html?smid=tw-share

Top URLs in Tweet in G6:
[1] https://twitter.com/ChuckCallesto/status/1256350911607255041

Top URLs in Tweet in G7:
[1] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/

Top URLs in Tweet in G8:
[1] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/

Top URLs in Tweet in G9:
[1] https://www.pewresearch.org/internet/fact-sheet/mobile/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6] aging
[4] smartphone
[4] covid19
[4] internet
[3] privacy
[2] technology
[2] digitaldivide
[2] guadagnoonline
[2] coronavirus
[2] dataprotection



Top Hashtags in Tweet in G2:
[3] covid19
[2] internet
[2] technology
[2] guadagnoonline
[2] aging
[1] americans
[1] news
[1] stayhomesavelives
[1] internetaccess
[1] digitaldivide

Top Hashtags in Tweet in G6:
[1] ibelievetarareade
[1] ineverbelievedchristineblaseyford
[1] liberate

Top Words
Top Words in Tweet in Entire Graph:
[83] Words in Sentiment List#1: Positive
[171] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[9178] Non-categorized Words
[9432] Total Words
[329] internet
[282] pew
[199] access
[196] americans
[164] research

Top Words in Tweet in G1:
[75] home
[74] one
[74] four
[74] americans
[74] high
[74] speed
[74] internet
[74] access
[74] according
[74] pew

Top Words in Tweet in G2:
[54] pew
[42] internet
[34] research
[33] center
[19] americans
[19] 19
[18] during
[18] covid
[15] outbreak
[14] 53

Top Words in Tweet in G3:
[31] internet
[31] access
[30] many
[30] inequities
[30] covid
[30] laid
[30] bare
[30] perhaps
[30] none
[30] clarifying

Top Words in Tweet in G4:
[22] many
[21] desperate
[21] wi
[21] fi
[21] nowhere
[21] go
[21] parking
[21] lot
[21] americans
[21] high

Top Words in Tweet in G5:
[20] service
[20] home
[19] public
[19] announcement
[19] one
[19] four
[19] americans
[19] high
[19] speed
[19] internet

Top Words in Tweet in G6:
[12] control
[8] pew
[6] covid
[6] 19
[6] come
[6] go
[6] never
[6] forget
[6] easy
[6] take

Top Words in Tweet in G7:
[16] schoolwork
[15] children
[14] fix
[14] pew
[14] study
[14] 21
[14] parents
[14] very
[14] somewhat
[14] complete

Top Words in Tweet in G8:
[32] internet
[15] pew
[15] poll
[15] views
[15] 53
[15] americans
[15] essential
[15] during
[15] pandemic
[15] 62

Top Words in Tweet in G9:
[14] pew
[14] americans
[14] internet
[14] personally
[13] alecstapp
[13] data
[13] 87
[13] essential
[13] important
[13] during

Top Words in Tweet in G10:
[16] access
[15] latinos
[15] gaining
[15] internet
[14] lagging
[14] behind
[14] ethnic
[14] racial
[14] groups
[14] reliable

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[191] internet,access
[162] pew,research
[156] research,center
[142] high,speed
[142] speed,internet
[141] americans,high
[131] according,pew
[124] access,home
[122] home,according
[119] four,americans

Top Word Pairs in Tweet in G1:
[74] one,four
[74] four,americans
[74] americans,high
[74] high,speed
[74] speed,internet
[74] internet,access
[74] access,home
[74] home,according
[74] according,pew
[74] pew,research

Top Word Pairs in Tweet in G2:
[34] pew,research
[33] research,center
[18] covid,19
[15] during,covid
[14] americans,internet
[14] essential,during
[14] 19,outbreak
[13] internet,essential
[13] outbreak,pew
[12] 53,americans

Top Word Pairs in Tweet in G3:
[31] internet,access
[30] many,inequities
[30] inequities,covid
[30] covid,laid
[30] laid,bare
[30] bare,perhaps
[30] perhaps,none
[30] none,clarifying
[30] clarifying,moment
[30] moment,internet

Top Word Pairs in Tweet in G4:
[21] desperate,wi
[21] wi,fi
[21] fi,many
[21] many,nowhere
[21] nowhere,go
[21] go,parking
[21] parking,lot
[21] lot,americans
[21] americans,high
[21] high,speed

Top Word Pairs in Tweet in G5:
[19] public,service
[19] service,announcement
[19] announcement,one
[19] one,four
[19] four,americans
[19] americans,high
[19] high,speed
[19] speed,internet
[19] internet,access
[19] access,home

Top Word Pairs in Tweet in G6:
[6] covid,19
[6] 19,come
[6] come,go
[6] never,forget
[6] forget,easy
[6] easy,take
[6] take,control
[6] lives,control
[6] roadway,airline
[6] airline,sporting

Top Word Pairs in Tweet in G7:
[14] fix,pew
[14] pew,study
[14] study,21
[14] 21,parents
[14] parents,very
[14] very,somewhat
[14] somewhat,children
[14] children,complete
[14] complete,schoolwork
[14] schoolwork,due

Top Word Pairs in Tweet in G8:
[15] pew,poll
[15] poll,internet
[15] internet,views
[15] views,53
[15] 53,americans
[15] americans,internet
[15] internet,essential
[15] essential,during
[15] during,pandemic
[15] pandemic,62

Top Word Pairs in Tweet in G9:
[14] americans,internet
[13] data,pew
[13] pew,87
[13] 87,americans
[13] internet,essential
[13] essential,important
[13] important,personally
[13] personally,during
[12] alecstapp,data
[12] during,corona

Top Word Pairs in Tweet in G10:
[14] latinos,lagging
[14] lagging,behind
[14] behind,ethnic
[14] ethnic,racial
[14] racial,groups
[14] groups,gaining
[14] gaining,reliable
[14] reliable,internet
[14] internet,access
[14] access,having

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@juddlegum
@nealkwatra
@wendysiegelman
@manohladargis
@helloitsthao
@keithkrueger
@nbcnews
@alecstapp
@nytimesbusiness
@rcapinc

Top Mentioned in G1:
@juddlegum

Top Mentioned in G3:
@nealkwatra

Top Mentioned in G4:
@wendysiegelman
@ceciliakang

Top Mentioned in G5:
@manohladargis

Top Mentioned in G6:
@realdonaldtrump
@west1fsu1
@joebiden
@leslieforlife
@parscale
@itchy_bonez
@santiagoevies
@secpompeo
@senwarren

Top Mentioned in G7:
@keithkrueger
@cosn

Top Mentioned in G8:
@helloitsthao

Top Mentioned in G9:
@alecstapp

Top Mentioned in G10:
@nbcnews

Top Tweeters
Top Tweeters in Entire Graph:
@rojname_com
@robinsnewswire
@qbankendy
@awelab1956
@_silversmith
@juarezelone
@amyayers16
@lavanguardia
@annoula64
@davidpsdem

Top Tweeters in G1:
@_silversmith
@amyayers16
@davidpsdem
@knight201701
@digyoursoul
@maxinesykes
@lizl_genealogy
@pamunplugged
@moniquedhooghe
@virgo119

Top Tweeters in G2:
@rojname_com
@robinsnewswire
@juarezelone
@rojname_english
@carollei4
@wachinunow
@victor_asal
@desvirtuoso
@llodocom
@2healthylife

Top Tweeters in G3:
@christ0pherwade
@remixtures
@kasokim
@isaacisaginger
@alexanotherone
@mmasnick
@empirereportny
@swansonerik
@ramonferrandis
@ai4pete

Top Tweeters in G4:
@awelab1956
@cruellaisdevine
@objkshn
@kellyjohnsonhas
@srwatheist
@hushes
@larochecs
@heathr
@adriana1o5
@kimimischke

Top Tweeters in G5:
@flipcritic
@thesickness85
@glenn__kenny
@jshawhan
@the_hoyk
@faithpennick
@jowrotethis
@zacestrada
@eninarothe
@wes_internet

Top Tweeters in G6:
@leslieforlife
@colorado_right
@huskernewman
@realdonaldtrump
@west1fsu1
@marmacuspatriot
@lynnbardon
@chuckcallesto
@hillaryclinton
@nowitsbribery

Top Tweeters in G7:
@s_bearden
@devorahheitner
@learningfirst
@tec_center
@circlejtp
@cosn
@krishagel
@keithkrueger
@toddvercoe
@dsusd_innovate

Top Tweeters in G8:
@sassafras_knob
@billpostmus
@riskographer2
@barbaren7
@paulabuermele
@apunchableguy
@spaceforcenet
@stephenjonesmia
@murugen61
@ulyssesshoffman

Top Tweeters in G9:
@brucehallsports
@carlfranzen
@timandraharknes
@texhewson
@alrumaykiyaa
@youeconomist
@petemarcus
@alecstapp
@jrhuddles
@castrotech

Top Tweeters in G10:
@qbankendy
@michaelorndoff
@jadaateawaffle
@annie5133
@nbcnews
@masky_jay_hoody
@ccnn35555922
@zino54
@mchastang84
@janemittens


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