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pew internet_2022-10-12_18-56-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 13, 2022
Short Description:
pew internet via NodeXL https://bit.ly/3RZcF4h
@wonghermine
@surfingpunk
@c_coolidge
@pewstates
@meeshchannel
@major_major987
@pewresearch
@fulanosays
@godless_doc
@schaffer_cliff

Top hashtags:
#pickmeup
#coti
#djed
#cardanocommunity
#diw2022
#digitalequitynow

Description:
Description
The graph represents a network of 169 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, 13 October 2022 at 01:56 UTC.

The requested start date was Thursday, 13 October 2022 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, 13-hour, 24-minute period from Thursday, 29 September 2022 at 05:00 UTC to Wednesday, 12 October 2022 at 18:25 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 : 169
Unique Edges : 66
Edges With Duplicates : 175
Total Edges : 241
Number of Edge Types : 5
Tweet : 30
Retweet : 78
MentionsInRetweet : 79
Replies to : 21
Mentions : 33
Self-Loops : 30
Reciprocated Vertex Pair Ratio : 0.00826446280991736
Reciprocated Edge Ratio : 0.0163934426229508
Connected Components : 49
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 58
Maximum Edges in a Connected Component : 115
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.850715
Graph Density : 0.00429698506621584
Modularity : 0.497301
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 169 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, 13 October 2022 at 01:56 UTC.

The requested start date was Thursday, 13 October 2022 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, 13-hour, 24-minute period from Thursday, 29 September 2022 at 05:00 UTC to Wednesday, 12 October 2022 at 18:25 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:
[3] https://www.pewresearch.org/internet/2022/08/10/teens-social-media-and-technology-2022/
[2] https://www.pewresearch.org/internet/wp-content/uploads/sites/9/2021/04/PI_2021.04.07_Social-Media-Use_FINAL.pdf
[2] https://playtv.brightcove.com/watch/player/27612/stream?assetType=movies&playlist_id=35&utm_campaign=Bambu
[1] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/
[1] https://lakegeorgelibrary.sals.edu/
[1] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2022/07/how-do-speed-infrastructure-access-and-adoption-inform-broadband-policy?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____stattile_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/09/20/the-next-step-in-building-the-future-of-broadband?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____linkcard_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/06/28/which-states-have-dedicated-broadband-offices-task-forces-agencies-or-funds?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____linkcard_&utm_term=___
[1] https://www.google.com/imgres?imgurl=https://www.pewresearch.org/internet/wp-content/uploads/sites/9/2021/06/PI_21.06.16_EthicalAI_featured.png&imgrefurl=https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/&tbnid=bpFq0G3PULo4NM&vet=1&docid=cGB20-xRJanOSM&w=1400&h=788&source=sh/x/im
[1] https://www.pewresearch.org/internet/2016/08/15/the-hashtag-blacklivesmatter-emerges-social-activism-on-twitter/

Top URLs in Tweet in G2:
[2] https://playtv.brightcove.com/watch/player/27612/stream?assetType=movies&playlist_id=35&utm_campaign=Bambu
[1] https://www.pewresearch.org/fact-tank/2021/07/16/home-broadband-adoption-computer-ownership-vary-by-race-ethnicity-in-the-u-s/?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[1] https://www.fevo.com/blog/icymi-pew-research-teen-social-media-use?utm_campaign=2022-social&utm_source=fevo&utm_medium=twitter&utm_content=20220930-weekly-link-roundup-innaugural-launch
[1] https://techcrunch.com/2022/08/11/teens-abandoned-facebook-pew-study/
[1] https://techxplore.com/news/2022-02-facebook-slump-reignites-debate-younger.html
[1] https://medium.com/ironkeel/facebook-has-got-terribly-boring-and-mediocre-72f2a4af2a8
[1] https://www.nytimes.com/2021/06/28/technology/facebook-internet-access.html
[1] https://www.indiatoday.in/trending-news/story/brace-yourself-because-here-comes-the-golgappa-shake-viral-video-disgusts-internet-2007742-2022-10-03?utm_source=rss
[1] https://www.indiatoday.in/india/story/pm-modi-drives-car-sweden-remotely-india-mobile-congress-5g-rollout-internet-jio-reliance-2007093-2022-10-01?utm_source=rss
[1] https://www.pewresearch.org/internet/2022/08/10/teens-social-media-and-technology-2022/

Top URLs in Tweet in G4:
[1] https://www.pewresearch.org/internet/2022/08/10/teens-social-media-and-technology-2022/
[1] https://www.pewresearch.org/topic/internet-technology/platforms-services/social-media/twitter/
[1] https://www.pewresearch.org/internet/2014/02/20/mapping-twitter-topic-networks-from-polarized-crowds-to-community-clusters/
[1] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/

Top URLs in Tweet in G5:
[1] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2022/07/how-do-speed-infrastructure-access-and-adoption-inform-broadband-policy?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____stattile_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/06/28/which-states-have-dedicated-broadband-offices-task-forces-agencies-or-funds?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____linkcard_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/09/20/the-next-step-in-building-the-future-of-broadband?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____linkcard_&utm_term=___

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[59] pickmeup
[14] coti
[14] djed
[14] cardanocommunity
[3] diw2022
[2] digitalequitynow
[2] streaming
[2] todayonplay
[2] streamingfirststrategy
[1] visityourlocallibrary



Top Hashtags in Tweet in G1:
[58] pickmeup

Top Hashtags in Tweet in G2:
[2] streaming
[2] todayonplay
[2] streamingfirststrategy
[1] hispanicheritagemonth
[1] digitalequity
[1] visityourlocallibrary
[1] yourlibrary
[1] pickmeup

Top Hashtags in Tweet in G3:
[14] coti
[14] djed
[14] cardanocommunity
[1] treasury
[1] stake
[1] cardano
[1] stablecoin

Top Hashtags in Tweet in G5:
[3] diw2022
[2] digitalequitynow
[1] internetforall

Top Words
Top Words in Tweet in Entire Graph:
[119] pew
[105] internet
[72] americans
[61] used
[60] survey
[60] bill
[60] crypto
[60] explain
[59] #pickmeup
[59] 1995

Top Words in Tweet in G1:
[59] americans
[59] explain
[59] internet
[59] pew
[59] crypto
[59] used
[58] gates
[58] survey
[58] struggled
[58] monday

Top Words in Tweet in G2:
[31] pew
[19] internet
[13] research
[7] americans
[6] according
[5] study
[4] online
[4] marketing
[4] percent
[3] more

Top Words in Tweet in G3:
[28] soon
[14] announcement
[14] happen
[14] #coti
[14] coti
[14] #djed
[14] enterprise
[14] major
[14] #cardanocommunity
[14] gonna

Top Words in Tweet in G4:
[6] twitter
[6] pewresearch
[4] pew
[4] center
[4] research
[3] larckeningxuruo
[3] elonmusk
[2] look
[2] topic
[2] report

Top Words in Tweet in G5:
[12] access
[7] high
[7] speed
[6] internet
[5] americans
[5] lack
[5] millions
[4] pewstates
[4] government
[3] still

Top Words in Tweet in G6:
[2] over

Top Words in Tweet in G7:
[3] pew
[2] apex

Top Words in Tweet in G9:
[3] opiniã
[3] pew
[3] internet
[3] ctercermundista
[3] pepe
[3] cancelar
[2] ej
[2] tus
[2] hacen
[2] amo

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[60] americans,used
[59] pew,survey
[59] 14,americans
[59] policy,#pickmeup
[59] internet,pew
[59] #pickmeup,1995
[59] crypto,policy
[59] bill,gates
[59] struggled,explain
[59] explain,internet

Top Word Pairs in Tweet in G1:
[59] americans,used
[58] pew,survey
[58] survey,14
[58] monday,crypto
[58] bill,gates
[58] #pickmeup,1995
[58] struggled,explain
[58] internet,pew
[58] explain,internet
[58] gates,struggled

Top Word Pairs in Tweet in G2:
[11] pew,research
[9] pew,pew
[3] according,pew
[3] research,study
[2] using,web
[2] 85,americans
[2] percent,those
[2] percent,americans
[2] part,legal
[2] services,online

Top Word Pairs in Tweet in G3:
[14] announcement,soon
[14] #djed,soon
[14] #coti,major
[14] enterprise,announcement
[14] gonna,happen
[14] coti,#cardanocommunity
[14] soon,gonna
[14] soon,#djed
[14] major,enterprise
[14] #cardanocommunity,currency

Top Word Pairs in Tweet in G4:
[4] research,center
[4] pew,research
[4] center,pewresearch
[3] larckeningxuruo,twitter
[3] elonmusk,larckeningxuruo
[2] twitter,pewresearch
[2] pewresearch,report

Top Word Pairs in Tweet in G5:
[7] high,speed
[6] speed,internet
[5] millions,americans
[3] access,essential
[3] lack,sufficient
[3] sufficient,access
[3] essential,modern
[3] life,millions
[3] still,lack
[3] americans,still

Top Word Pairs in Tweet in G7:
[2] pew,pew

Top Word Pairs in Tweet in G9:
[3] pepe,pew
[2] relevancia,centraron
[2] chiste,ej
[2] internet,chiste
[2] pew,literalmente
[2] dijeron,querã
[2] cancelar,pepe
[2] date,cuenta
[2] ej,dijeron
[2] poca,gente

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@wonghermine
@surfingpunk
@pewresearch
@pewstates
@larckeningxuruo
@twitter
@netinclusion
@quickbear
@yashar
@pew_wav

Top Mentioned in G1:
@wonghermine

Top Mentioned in G3:
@surfingpunk

Top Mentioned in G4:
@pewresearch
@larckeningxuruo
@twitter

Top Mentioned in G5:
@pewstates
@netinclusion

Top Mentioned in G6:
@augustaandarta
@ukrainefreedom5
@mtracey

Top Mentioned in G7:
@akataishoo
@baka_general
@gids_gg
@xkai_xkai

Top Mentioned in G8:
@jasontron
@dianemgoldstein

Top Mentioned in G9:
@ctercermundista
@slifante

Top Mentioned in G10:
@einie_n
@beatthecult

Top Tweeters
Top Tweeters in Entire Graph:
@askplaystation
@jimmyroybloom
@c_coolidge
@tweetspamela
@therealgloria
@dontelamonte
@yashar
@quickbear
@larckeningxuruo
@mzhemingway

Top Tweeters in G1:
@dontelamonte
@hodl42
@thinkingcrypto1
@jillrgunter
@cryptoecongames
@cerrellybrelly
@gregofjones
@cryptoalaska
@frk0196
@gcosteloe

Top Tweeters in G2:
@jimmyroybloom
@srossmktg
@cdrobney96
@squallluis
@queerlybee
@boozelee86
@lil_pablo9
@yaniesunny
@n8overflows
@iamiragrace

Top Tweeters in G3:
@wolfofcrypto89
@plan_abc_xyz
@cryptomadness10
@chrisfryers67
@belk_tre
@cotihyp3
@svennn24
@robert38658759
@steadyflow888
@surfingpunk

Top Tweeters in G4:
@c_coolidge
@larckeningxuruo
@pewresearch
@elonmusk
@twitter
@hahn_agency

Top Tweeters in G5:
@therealgloria
@basiccomposite
@pewtrusts
@pewstates
@netinclusion

Top Tweeters in G6:
@mtracey
@augustaandarta
@major_major987
@byebye1266
@ukrainefreedom5

Top Tweeters in G7:
@meeshchannel
@baka_general
@xkai_xkai
@akataishoo
@gids_gg

Top Tweeters in G8:
@dianemgoldstein
@jasontron
@schaffer_cliff
@drugpeaceusa

Top Tweeters in G9:
@slifante
@ctercermundista
@fulanosays
@macana_5

Top Tweeters in G10:
@godless_doc
@beatthecult
@einie_n
@ricardo35205434


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