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pew internet_2020-09-09_19-33-45.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 10, 2020
Short Description:
pew internet via NodeXL https://bit.ly/32eSjNT
@my2meows
@pew_4_prez
@shanicemye
@doitformama
@citizen_gaia
@never_rattled
@nau_aml
@pewstates
@jeixten
@pew_itz

Top hashtags:
#internet
#broadband
#dronesesh
#nightflight
#covid19
#tech
#digitalmarketing
#researchpaper

Description:
Description
The graph represents a network of 164 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 September 2020 at 02:33 UTC.

The requested start date was Thursday, 10 September 2020 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 12-day, 10-hour, 15-minute period from Friday, 28 August 2020 at 02:52 UTC to Wednesday, 09 September 2020 at 13:08 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 : 164
Unique Edges : 149
Edges With Duplicates : 40
Total Edges : 189
Number of Edge Types : 5
Replies to : 22
Mentions : 75
Tweet : 27
Retweet : 19
MentionsInRetweet : 46
Self-Loops : 27
Reciprocated Vertex Pair Ratio : 0.0141843971631206
Reciprocated Edge Ratio : 0.027972027972028
Connected Components : 50
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 56
Maximum Edges in a Connected Component : 76
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.080506
Graph Density : 0.00534939398473739
Modularity : 0.669886
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 164 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 September 2020 at 02:33 UTC.

The requested start date was Thursday, 10 September 2020 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 12-day, 10-hour, 15-minute period from Friday, 28 August 2020 at 02:52 UTC to Wednesday, 09 September 2020 at 13:08 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:
[4] https://twitch.tv/apryze
[3] https://www.pewresearch.org/internet/2018/04/09/bots-in-the-twittersphere/
[2] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[2] https://www.nytimes.com/2020/05/14/podcasts/13rabbit-hole-internet-PewDiePie-virus.html
[1] https://www.instagram.com/accounts/login/?next=/p/CE6b7cxAyeS/%3Figshid%3D1camqoaccnzfj
[1] https://twitch.tv/emjaey
[1] https://twitter.com/keepthepistol/status/1303371167223312384
[1] https://www.battlecreekenquirer.com/story/news/local/2020/09/08/mullis-america-has-adopted-tech-but-not-all-have-internet-access/5744091002/
[1] https://twitter.com/DoItForMaMa/status/1287358860555149312?s=20
[1] https://morningconsult.com/2019/05/06/ocasio-cortez-green-new-deal-leaves-door-open-nuclear/

Top URLs in Tweet in G1:
[1] https://twitter.com/DoItForMaMa/status/1287358860555149312?s=20
[1] https://morningconsult.com/2019/05/06/ocasio-cortez-green-new-deal-leaves-door-open-nuclear/

Top URLs in Tweet in G2:
[1] http://www.pewinternet.org/2012/04/04/the-rise-of-e-reading/
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[1] https://www.efekto.tv/noticias/importante-proteger-a-los-adultos-mayores-de-ataques-de-ciberdelincuentes/
[1] https://www.pewresearch.org/internet/2020/02/21/concerns-about-democracy-in-the-digital-age/
[1] https://www.pewresearch.org/fact-tank/2020/03/16/as-schools-close-due-to-the-coronavirus-some-u-s-students-face-a-digital-homework-gap/
[1] https://www.pewresearch.org/internet/2020/08/19/most-americans-think-social-media-sites-censor-political-viewpoints/
[1] https://twitter.com/dudareis62/status/1301702503147372547
[1] https://www.pewresearch.org/internet/2018/04/09/bots-in-the-twittersphere/
[1] https://www.battlecreekenquirer.com/story/news/local/2020/09/08/mullis-america-has-adopted-tech-but-not-all-have-internet-access/5744091002/
[1] https://twitter.com/keepthepistol/status/1303371167223312384

Top URLs in Tweet in G5:
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/

Top URLs in Tweet in G6:
[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_linkcard&utm_term=__emojilist

Top URLs in Tweet in G8:
[1] https://www.cwilabs.org/low-income-workers-digital-opportunity/

Top URLs in Tweet in G9:
[1] https://www.pewresearch.org/internet/2018/04/09/bots-in-the-twittersphere/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4] internet
[3] broadband
[1] dronesesh
[1] nightflight
[1] covid19
[1] tech
[1] digitalmarketing
[1] researchpaper
[1] whatsworking
[1] mc576



Top Hashtags in Tweet in G2:
[1] mc576
[1] digitalmarketing
[1] researchpaper
[1] internet
[1] covid19
[1] tech
[1] dronesesh
[1] nightflight

Top Hashtags in Tweet in G8:
[3] broadband
[3] internet
[1] whatsworking

Top Words
Top Words in Tweet in Entire Graph:
[67] pew
[49] internet
[30] research
[12] center
[9] high
[9] speed
[8] online
[8] according
[7] americans
[7] people

Top Words in Tweet in G1:
[3] deelymichael
[3] nicolenonya
[3] nydbagredux
[3] meetmckayla
[3] francamullerpaz
[3] mathemattic
[3] lonkleee
[3] leonthotsky2
[3] indiesindie
[2] my2meows

Top Words in Tweet in G2:
[20] pew
[16] internet
[11] research
[8] center
[5] according
[4] twitter
[4] age
[4] media
[3] over
[3] people

Top Words in Tweet in G3:
[2] pretty_tae13
[2] aintyaheard
[2] actuallyaero
[2] chamenijennifer
[2] cobiecutie
[2] forgetting
[2] internet
[2] dictionaries

Top Words in Tweet in G6:
[5] former
[5] coal
[5] miners
[5] western
[5] colorado
[5] trained
[5] lay
[5] fiber
[5] optic
[5] cable

Top Words in Tweet in G7:
[6] students
[5] games
[4] study
[4] pew
[4] internet
[4] research
[4] shows
[4] 70
[4] college
[4] play

Top Words in Tweet in G8:
[3] workingnation
[3] a2
[3] access
[3] #broadband
[3] #internet
[3] twenty
[3] seven
[3] percent
[3] americans
[3] lack

Top Words in Tweet in G9:
[2] research

Top Words in Tweet in G10:
[2] antifa

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[23] pew,research
[12] pew,pew
[12] research,center
[9] high,speed
[7] pew,internet
[6] speed,internet
[5] former,coal
[5] coal,miners
[5] miners,western
[5] western,colorado

Top Word Pairs in Tweet in G1:
[3] deelymichael,nicolenonya
[3] nicolenonya,nydbagredux
[3] nydbagredux,meetmckayla
[3] meetmckayla,francamullerpaz
[3] francamullerpaz,mathemattic
[3] mathemattic,lonkleee
[3] lonkleee,leonthotsky2
[3] leonthotsky2,indiesindie
[2] my2meows,deelymichael
[2] indiesindie,7ndi

Top Word Pairs in Tweet in G2:
[10] pew,research
[8] research,center
[3] social,media
[3] according,pew
[2] pew,internet
[2] use,internet
[2] media,bias

Top Word Pairs in Tweet in G3:
[2] pretty_tae13,aintyaheard
[2] aintyaheard,actuallyaero
[2] actuallyaero,chamenijennifer
[2] chamenijennifer,cobiecutie
[2] cobiecutie,forgetting
[2] forgetting,internet
[2] internet,dictionaries

Top Word Pairs in Tweet in G6:
[5] former,coal
[5] coal,miners
[5] miners,western
[5] western,colorado
[5] colorado,trained
[5] trained,lay
[5] lay,fiber
[5] fiber,optic
[5] optic,cable
[5] cable,helping

Top Word Pairs in Tweet in G7:
[4] study,pew
[4] pew,internet
[4] internet,research
[4] research,shows
[4] shows,70
[4] 70,college
[4] college,students
[4] students,play
[4] play,video
[4] video,games

Top Word Pairs in Tweet in G8:
[3] workingnation,a2
[3] a2,access
[3] access,#broadband
[3] #broadband,#internet
[3] #internet,twenty
[3] twenty,seven
[3] seven,percent
[3] percent,americans
[3] americans,lack
[3] lack,high

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pewstates
@nicolenonya
@nydbagredux
@meetmckayla
@francamullerpaz
@mathemattic
@lonkleee
@leonthotsky2
@indiesindie
@nau_aml

Top Mentioned in G1:
@nicolenonya
@nydbagredux
@meetmckayla
@francamullerpaz
@mathemattic
@lonkleee
@leonthotsky2
@indiesindie
@my2meows
@deelymichael

Top Mentioned in G3:
@aintyaheard
@actuallyaero
@chamenijennifer
@cobiecutie
@jeixten
@pretty_tae13

Top Mentioned in G4:
@shadyshroomz
@pew_4_prez
@themckenziest
@dillontartaro

Top Mentioned in G5:
@americangeorge3
@addictedtobiden
@mitchmidnight
@politics_polls

Top Mentioned in G6:
@pewstates

Top Mentioned in G7:
@nau_aml
@nauesports
@nau

Top Mentioned in G8:
@cwilabs
@workingnation
@juliaonjobs

Top Mentioned in G9:
@flswampboy
@cnnpolitics

Top Mentioned in G10:
@0pinion8d
@donaldjtrumpjr

Top Tweeters
Top Tweeters in Entire Graph:
@twitlertwit
@jchapman1729
@efektotv
@jennykim
@my2meows
@jedidahlincoln
@doitformama
@cnnpolitics
@sabrina68
@rolandb3

Top Tweeters in G1:
@twitlertwit
@my2meows
@doitformama
@sabrina68
@indiesindie
@occupycoscienza
@nicolenonya
@debhead06
@oprman
@cain_wtf

Top Tweeters in G2:
@jchapman1729
@efektotv
@thatssootoriii
@sincalchewy
@haveaconcern
@portocarrero54
@cboomervazquez
@hautepop
@iamacanuck
@sigmakushwaffle

Top Tweeters in G3:
@jeixten
@pew_itz
@actuallyaero
@aintyaheard
@pretty_tae13
@chamenijennifer
@cobiecutie

Top Tweeters in G4:
@shanicemye
@dillontartaro
@shadyshroomz
@themckenziest
@traumatizetramp
@pew_4_prez

Top Tweeters in G5:
@politics_polls
@countercupcake
@mitchmidnight
@never_rattled
@addictedtobiden
@americangeorge3

Top Tweeters in G6:
@jennykim
@rolandb3
@sondracosgrove
@pewstates
@sylviacbrown

Top Tweeters in G7:
@nau
@college_esports
@nau_aml
@nauesports
@dana_lenard

Top Tweeters in G8:
@workingnation
@opptyatwork
@juliaonjobs
@workforceincl
@cwilabs

Top Tweeters in G9:
@cnnpolitics
@flswampboy
@sirsmokesgreen1
@babakca

Top Tweeters in G10:
@anitadlivaditis
@0pinion8d
@sadhugold
@donaldjtrumpjr


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