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pew internet_2020-09-16_19-28-24.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2020
Short Description:
pew internet via NodeXL https://bit.ly/3c4Rk60
@my2meows
@itsdanbull
@doitformama
@citizen_gaia
@never_rattled
@texastipi
@nau_aml
@pewstates
@pew_itz
@jeixten

Top hashtags:
#internet
#broadband
#covid19
#ut
#pewresearch
#mobilefriendly
#seoconversion
#dronesesh

Description:
Description
The graph represents a network of 179 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 September 2020 at 02:28 UTC.

The requested start date was Thursday, 17 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 13-day, 18-hour, 38-minute period from Thursday, 03 September 2020 at 02:57 UTC to Wednesday, 16 September 2020 at 21:35 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 : 179
Unique Edges : 162
Edges With Duplicates : 78
Total Edges : 240
Number of Edge Types : 5
Tweet : 27
Replies to : 20
Mentions : 75
Retweet : 38
MentionsInRetweet : 80
Self-Loops : 27
Reciprocated Vertex Pair Ratio : 0.0174418604651163
Reciprocated Edge Ratio : 0.0342857142857143
Connected Components : 49
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 51
Maximum Edges in a Connected Component : 71
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.779037
Graph Density : 0.00549243613081414
Modularity : 0.672014
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 179 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 September 2020 at 02:28 UTC.

The requested start date was Thursday, 17 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 13-day, 18-hour, 38-minute period from Thursday, 03 September 2020 at 02:57 UTC to Wednesday, 16 September 2020 at 21:35 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.pewresearch.org/internet/2017/07/11/online-harassment-2017/
[2] https://www.pewresearch.org/internet/2020/08/19/most-americans-think-social-media-sites-censor-political-viewpoints/
[1] https://www.vox.com/recode/2020/9/10/21426810/internet-access-covid-19-chattanooga-municipal-broadband-fcc
[1] https://www.pewresearch.org/internet/fact-sheet/internet-broadband/
[1] https://www.facebook.com/events/324891991946889
[1] https://twitter.com/txtdrberseragam/status/1303972356163907584
[1] https://twitter.com/Nate_Cohn/status/1291068182615273472

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:
[2] 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
[1] https://twitch.tv/emjaey
[1] https://www.instagram.com/accounts/login/?next=/p/CE6b7cxAyeS/%3Figshid%3D1camqoaccnzfj
[1] https://www.pewresearch.org/internet/2020/08/19/most-americans-think-social-media-sites-censor-political-viewpoints/?utm_source=Pew+Research+Center&utm_campaign=476178c65e-Weekly_2020_08_22&utm_medium=email&utm_term=0_3e953b9b70-476178c65e-399500129
[1] https://twitter.com/txtdrberseragam/status/1303972356163907584

Top URLs in Tweet in G4:
[1] https://www.pewresearch.org/internet/fact-sheet/internet-broadband/

Top URLs in Tweet in G6:
[1] https://www.facebook.com/events/324891991946889

Top URLs in Tweet in G7:
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/

Top URLs in Tweet in G8:
[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 G10:
[1] https://www.cwilabs.org/low-income-workers-digital-opportunity/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4] internet
[3] broadband
[2] covid19
[1] ut
[1] pewresearch
[1] mobilefriendly
[1] seoconversion
[1] dronesesh
[1] nightflight
[1] tech



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

Top Hashtags in Tweet in G6:
[1] ut
[1] covid19
[1] pewresearch

Top Hashtags in Tweet in G10:
[3] broadband
[3] internet
[1] whatsworking

Top Words
Top Words in Tweet in Entire Graph:
[73] pew
[59] internet
[44] research
[16] back
[12] go
[12] well
[12] good
[11] kids
[11] watching
[11] tv

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:
[19] pew
[15] research
[15] internet
[8] center
[5] media
[4] social
[4] americans
[4] according
[4] 10
[3] sites

Top Words in Tweet in G3:
[11] kids
[11] go
[11] back
[11] watching
[11] tv
[11] once
[11] novelty
[11] internet
[11] wears
[11] mark

Top Words in Tweet in G4:
[6] alisonbaker01
[6] brun0_t0mas
[6] bbolander
[6] pew
[6] research
[6] discussed
[6] ongoing
[6] reports
[6] digital
[6] divide

Top Words in Tweet in G5:
[2] pretty_tae13
[2] aintyaheard
[2] actuallyaero
[2] chamenijennifer
[2] cobiecutie
[2] forgetting
[2] internet
[2] dictionaries

Top Words in Tweet in G6:
[4] technology
[2] thursday
[2] 17
[2] pew's
[2] director
[2] internet
[2] research
[2] lee
[2] rainie
[2] give

Top Words in Tweet in G8:
[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 G9:
[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 G10:
[3] workingnation
[3] a2
[3] access
[3] #broadband
[3] #internet
[3] twenty
[3] seven
[3] percent
[3] americans
[3] lack

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[35] pew,research
[11] pew,pew
[11] kids,go
[11] go,back
[11] back,watching
[11] watching,tv
[11] tv,once
[11] once,novelty
[11] novelty,internet
[11] internet,wears

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:
[14] pew,research
[8] research,center
[4] social,media
[3] media,sites
[3] according,pew
[2] media,bias
[2] americans,think
[2] think,social
[2] center,survey
[2] constant,internet

Top Word Pairs in Tweet in G3:
[11] kids,go
[11] go,back
[11] back,watching
[11] watching,tv
[11] tv,once
[11] once,novelty
[11] novelty,internet
[11] internet,wears
[11] wears,mark
[11] mark,words

Top Word Pairs in Tweet in G4:
[6] alisonbaker01,brun0_t0mas
[6] brun0_t0mas,bbolander
[6] bbolander,pew
[6] pew,research
[6] research,discussed
[6] discussed,ongoing
[6] ongoing,reports
[6] reports,digital
[6] digital,divide
[6] divide,many

Top Word Pairs in Tweet in G5:
[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:
[2] thursday,17
[2] 17,pew's
[2] pew's,director
[2] director,internet
[2] internet,technology
[2] technology,research
[2] research,lee
[2] lee,rainie
[2] rainie,give
[2] give,talk

Top Word Pairs in Tweet in G8:
[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 G9:
[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 G10:
[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:
@itsdanbull
@brun0_t0mas
@bbolander
@ajkandy
@alisonbaker01
@pewstates
@_homoduplex
@nicolenonya
@nydbagredux
@meetmckayla

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

Top Mentioned in G3:
@itsdanbull

Top Mentioned in G4:
@brun0_t0mas
@bbolander
@ajkandy
@alisonbaker01

Top Mentioned in G5:
@aintyaheard
@actuallyaero
@chamenijennifer
@cobiecutie
@jeixten
@pretty_tae13

Top Mentioned in G6:
@texastipi
@pewinternet
@utaustin
@utexasmoody
@utischool
@austinforum

Top Mentioned in G7:
@americangeorge3
@addictedtobiden
@mitchmidnight
@politics_polls

Top Mentioned in G8:
@pewstates

Top Mentioned in G9:
@nau_aml
@nauesports
@nau

Top Mentioned in G10:
@cwilabs
@workingnation
@juliaonjobs

Top Tweeters
Top Tweeters in Entire Graph:
@atviassist
@twitlertwit
@emccoy_writer
@balihai2
@jennykim
@my2meows
@robin5362
@jennygadget
@popsugar
@voter1vote

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

Top Tweeters in G2:
@sincalchewy
@iamacanuck
@ourladysknight
@ruler13
@thoughtfulnz
@tekamakii
@firdhapew
@polycotscoop
@rusminnh
@jrw_in_the_keys

Top Tweeters in G3:
@itsdanbull
@xonxinxun
@ashtinlarold
@gallaetha_matt
@the_azalan
@shendoodles
@liex59
@shayblade104
@bentwe7
@chrisg_7217

Top Tweeters in G4:
@emccoy_writer
@jennygadget
@bbolander
@starbroken1980
@ajkandy
@tesfangirrl
@thrashdrag
@alisonbaker01
@brun0_t0mas

Top Tweeters in G5:
@jeixten
@cobiecutie
@pew_itz
@actuallyaero
@aintyaheard
@pretty_tae13
@chamenijennifer

Top Tweeters in G6:
@utaustin
@pewinternet
@utexasmoody
@austinforum
@utischool
@texastipi

Top Tweeters in G7:
@politics_polls
@countercupcake
@mitchmidnight
@never_rattled
@addictedtobiden
@americangeorge3

Top Tweeters in G8:
@jennykim
@rolandb3
@sondracosgrove
@pewstates
@sylviacbrown

Top Tweeters in G9:
@nau
@college_esports
@nau_aml
@nauesports
@dana_lenard

Top Tweeters in G10:
@workingnation
@opptyatwork
@juliaonjobs
@workforceincl
@cwilabs


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