pew internet, Twitter, 6/25/2020 6:51:32 AM, 229868


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pew internet_2020-06-24_19-20-51.xlsx
pew internet_2020-06-24_19-20-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 25, 2020
Short Description:
pew internet via NodeXL https://bit.ly/2AZPZzD
@pewtrusts
@politicalfarm
@km_dewit
@pewstates
@bethany_france2
@_pronto_
@fried_chimken
@ebenezer_slim
@cboo1385
@laurilinnea

Top hashtags:
#coronavirus
#covid19
#onlinemarketing
#420friendly
#michigan

Description:
Description
The graph represents a network of 157 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, 25 June 2020 at 02:20 UTC.

The requested start date was Thursday, 25 June 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, 8-hour, 8-minute period from Thursday, 11 June 2020 at 15:13 UTC to Tuesday, 23 June 2020 at 23:21 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 : 157
Unique Edges : 96
Edges With Duplicates : 120
Total Edges : 216
Number of Edge Types : 5
Tweet : 40
Replies to : 21
MentionsInRetweet : 65
Mentions : 39
Retweet : 51
Self-Loops : 41
Reciprocated Vertex Pair Ratio : 0.0254237288135593
Reciprocated Edge Ratio : 0.0495867768595041
Connected Components : 53
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 17
Maximum Edges in a Connected Component : 39
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.535312
Graph Density : 0.00494038869835048
Modularity : 0.593729
NodeXL Version : 1.0.1.436
Data Import : The graph represents a network of 157 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, 25 June 2020 at 02:20 UTC.

The requested start date was Thursday, 25 June 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, 8-hour, 8-minute period from Thursday, 11 June 2020 at 15:13 UTC to Tuesday, 23 June 2020 at 23:21 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:
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/29/whos-not-online-in-america-today?utm_campaign=trends_atf________&utm_source=twitter_trusts&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[3] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[2] https://www.edsurge.com/news/2020-06-16-covid-19-has-widened-the-homework-gap-into-a-full-fledged-learning-gap
[2] https://ibdi.it/il-chi-cosa-perche-e-come-del-digital-marketing/
[1] https://www.edsurge.com/news/2020-06-16-covid-19-has-widened-the-homework-gap-into-a-full-fledged-learning-gap?utm_campaign=Newsletters&utm_source=sendgrid&utm_medium=email
[1] http://www.engagingcities.org/p/4119273489/2020/06/23/who-s-not-online-in-america-today-the-pew-charitable-trusts?utm_medium=social&utm_source=twitter
[1] https://ibdi.it/fare-soldi-online-le-5-opprtunita-principali-di-vendita-online-per-qualsiasi-imprenditore/
[1] https://www.twitch.tv/optionalnickel4
[1] https://streamlabs.com/optionalnickel41/p/home/
[1] https://www.pewresearch.org/internet/2018/03/01/social-media-use-in-2018/

Top URLs in Tweet in G1:
[2] https://ibdi.it/il-chi-cosa-perche-e-come-del-digital-marketing/
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[1] https://www.edsurge.com/news/2020-06-16-covid-19-has-widened-the-homework-gap-into-a-full-fledged-learning-gap
[1] http://trends.e-strategyblog.com/2018/10/26/internet-social-smartphone-adoption-37-countries/30035?utm_source=dynamic&utm_medium=Social%20Media&utm_campaign=e-Strategy%20Trends&utm_content=Internet%2C%20Social%20%26%20Smartphone%20Adoption%20In%2037%20Countries%20%5BTABLE%5D
[1] http://libraries.pewinternet.org/2012/04/04/the-rise-of-e-reading/
[1] https://www.pewresearch.org/internet/2018/03/01/social-media-use-in-2018/
[1] https://www.twitch.tv/optionalnickel4
[1] https://streamlabs.com/optionalnickel41/p/home/
[1] https://ibdi.it/fare-soldi-online-le-5-opprtunita-principali-di-vendita-online-per-qualsiasi-imprenditore/
[1] http://www.engagingcities.org/p/4119273489/2020/06/23/who-s-not-online-in-america-today-the-pew-charitable-trusts?utm_medium=social&utm_source=twitter

Top URLs in Tweet in G2:
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/29/whos-not-online-in-america-today?utm_campaign=trends_atf________&utm_source=twitter_trusts&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/02/how-states-are-expanding-broadband-access?utm_campaign=governing_brd________&utm_source=twitter_states&utm_medium=social&utm_content=report_statessuccess____photo_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2019/state-broadband-policy-explorer
[1] https://twitter.com/jeffschweers/status/1272510542092152832

Top URLs in Tweet in G3:
[1] https://www.pewresearch.org/internet/2018/04/09/bots-in-the-twittersphere/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[7] coronavirus
[5] covid19
[2] onlinemarketing
[2] 420friendly
[1] michigan
[1] thestartupcollaborative
[1] gadgetgenie
[1] certifiedcell
[1] opendata
[1] access



Top Hashtags in Tweet in G1:
[2] 420friendly
[2] onlinemarketing
[1] progressworks
[1] protection
[1] ci3342
[1] socialmedialearning
[1] guadagnoonline
[1] opendata
[1] access
[1] equity

Top Hashtags in Tweet in G2:
[7] coronavirus
[5] covid19
[1] broadband
[1] copolitics

Top Words
Top Words in Tweet in Entire Graph:
[117] pew
[95] internet
[41] research
[27] access
[24] center
[16] used
[16] study
[15] done
[14] justify
[14] controlling

Top Words in Tweet in G1:
[28] pew
[27] internet
[12] research
[10] online
[8] users
[8] access
[7] homework
[6] center
[5] home
[5] black

Top Words in Tweet in G2:
[18] access
[15] internet
[12] pandemic
[11] pewtrusts
[11] km_dewit
[10] broadband
[7] #coronavirus
[7] solution
[6] expert
[5] communities

Top Words in Tweet in G3:
[14] study
[14] used
[14] justify
[14] controlling
[14] free
[14] speech
[14] done
[14] pew
[14] research
[14] center

Top Words in Tweet in G4:
[24] pew
[10] lasers
[10] sharks
[8] under
[8] sea
[8] internet
[8] cables
[8] tend
[8] fiber
[8] optic

Top Words in Tweet in G6:
[9] internet
[8] ghana
[8] today
[8] 42
[8] think
[8] growing
[8] use
[8] positive
[8] effect
[8] morality

Top Words in Tweet in G7:
[2] probably
[2] doesn
[2] gets

Top Words in Tweet in G8:
[9] pew
[3] internet
[3] morons
[3] hikarurose
[3] picturemadps4
[3] chrizmo_
[3] imanmeat
[3] uh_meerski
[2] tsamitier

Top Words in Tweet in G9:
[7] internet
[5] eu
[3] cara
[3] uma
[3] minha
[2] desenho
[2] pro
[2] mais
[2] cirúrgico
[2] maiconkusterkkk

Top Words in Tweet in G10:
[2] streaming

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[39] pew,research
[35] pew,pew
[23] research,center
[18] internet,access
[15] done,pew
[14] study,used
[14] used,justify
[14] justify,controlling
[14] controlling,free
[14] free,speech

Top Word Pairs in Tweet in G1:
[12] pew,research
[6] research,center
[6] internet,access
[5] internet,users
[3] pew,pew
[3] according,pew
[3] homework,gap
[3] households,school
[3] school,age
[3] age,children

Top Word Pairs in Tweet in G2:
[11] internet,access
[7] #coronavirus,pandemic
[6] access,broadband
[6] broadband,expert
[6] expert,km_dewit
[5] isn,universal
[5] universal,one
[5] one,size
[5] size,fits
[5] fits,solution

Top Word Pairs in Tweet in G3:
[14] study,used
[14] used,justify
[14] justify,controlling
[14] controlling,free
[14] free,speech
[14] speech,done
[14] done,pew
[14] pew,research
[14] research,center
[13] politicalfarm,study

Top Word Pairs in Tweet in G4:
[16] pew,pew
[8] under,sea
[8] sea,internet
[8] internet,cables
[8] cables,tend
[8] tend,fiber
[8] fiber,optic
[8] optic,eg
[8] eg,lasers
[8] lasers,pew

Top Word Pairs in Tweet in G6:
[8] ghana,today
[8] today,42
[8] 42,think
[8] think,growing
[8] growing,internet
[8] internet,use
[8] use,positive
[8] positive,effect
[8] effect,morality
[8] morality,29

Top Word Pairs in Tweet in G7:
[2] probably,doesn

Top Word Pairs in Tweet in G8:
[6] pew,pew
[3] pew,internet
[3] internet,morons
[3] morons,hikarurose
[3] hikarurose,picturemadps4
[3] picturemadps4,chrizmo_
[3] chrizmo_,imanmeat
[3] imanmeat,uh_meerski
[2] tsamitier,pew

Top Word Pairs in Tweet in G9:
[2] desenho,pro
[2] pro,cara
[2] cara,mais
[2] mais,cirúrgico
[2] cirúrgico,internet
[2] internet,maiconkusterkkk
[2] maiconkusterkkk,deu
[2] deu,trabalho
[2] trabalho,ent
[2] ent,larga

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@politicalfarm
@pewtrusts
@km_dewit
@_pronto_
@ebenezer_slim
@hikarurose
@picturemadps4
@chrizmo_
@imanmeat
@uh_meerski

Top Mentioned in G2:
@pewtrusts
@km_dewit
@pewstates

Top Mentioned in G3:
@politicalfarm

Top Mentioned in G4:
@_pronto_

Top Mentioned in G5:
@jickup
@bffein
@amyresnick
@saintorange
@moorehn
@ericfraz

Top Mentioned in G6:
@ebenezer_slim

Top Mentioned in G7:
@siryonkee
@epitome____
@apandahvevo
@hazbinhotel
@silvahound

Top Mentioned in G8:
@hikarurose
@picturemadps4
@chrizmo_
@imanmeat
@uh_meerski
@tsamitier

Top Mentioned in G9:
@maiconkusterkkk
@sonecawa

Top Mentioned in G10:
@watchmixer
@mixerretweet

Top Tweeters
Top Tweeters in Entire Graph:
@winegirl73
@jchapman1729
@jeanneloberg
@muckzuckerburg
@druid999s
@youranoncentral
@jennykim
@whysharksmatter
@hpluckrose
@cathyyoung63

Top Tweeters in G1:
@jchapman1729
@muckzuckerburg
@bookofjoe
@thedailynumbers
@ibdiit
@l__ip
@noapp4pedagogy
@iamthemaulik
@silverbulletllc
@nscrutables

Top Tweeters in G2:
@jennykim
@cindyfitch1
@profciara
@userexperienceu
@pewtrusts
@pewstates
@madelineoldbrk
@monicahvinluan
@cjoycemqf
@nicolearnoldnc

Top Tweeters in G3:
@winegirl73
@jeanneloberg
@druid999s
@pennywe58587121
@storfer_herman
@coll61490833
@bwalter47700082
@jabrooker66
@kimepp33
@janeleehunz

Top Tweeters in G4:
@sxcsoho
@svenuckermann
@_pronto_
@offethhacker
@pjbrand4
@joshrichard_net
@_p0pr0ck5_
@notharaku

Top Tweeters in G5:
@amyresnick
@moorehn
@bffein
@ericfraz
@jickup
@saintorange
@bethany_france2
@xbtboston

Top Tweeters in G6:
@khingaroma
@bradesmund1
@jcarter_d
@efo_kofi1
@ebenezer_slim
@yo_barnie
@kobi_bedi

Top Tweeters in G7:
@silvahound
@epitome____
@apandahvevo
@markee_man
@siryonkee
@fried_chimken
@hazbinhotel

Top Tweeters in G8:
@hikarurose
@tsamitier
@picturemadps4
@chrizmo_
@uh_meerski
@imanmeat

Top Tweeters in G9:
@maiconkusterkkk
@edwardy_pew
@saipuu
@sonecawa

Top Tweeters in G10:
@watchmixer
@mixerretweet
@cboo1385
@cobracrumbcake