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pew internet_2021-06-30_19-25-04.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 01, 2021
Short Description:
pew internet via NodeXL https://bit.ly/3hr2GV2
@brian_riedl
@basedbabyyoda
@stratorob
@sam42867090
@iainljbrown
@bot_innovation
@mpbarry_law
@candidate7153
@hashem2
@davidbrin

Top hashtags:
#ai
#teamericsson
#innovation
#artificialintelligence
#datascience

Description:
Description
The graph represents a network of 878 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, 01 July 2021 at 02:26 UTC.

The requested start date was Thursday, 01 July 2021 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, 21-hour, 26-minute period from Thursday, 17 June 2021 at 00:22 UTC to Wednesday, 30 June 2021 at 21:49 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 : 878
Unique Edges : 328
Edges With Duplicates : 1492
Total Edges : 1820
Number of Edge Types : 5
Retweet : 698
MentionsInRetweet : 897
Mentions : 117
Tweet : 91
Replies to : 17
Self-Loops : 94
Reciprocated Vertex Pair Ratio : 0.0103950103950104
Reciprocated Edge Ratio : 0.0205761316872428
Connected Components : 98
Single-Vertex Connected Components : 58
Maximum Vertices in a Connected Component : 501
Maximum Edges in a Connected Component : 1001
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.001966
Graph Density : 0.00126232782601694
Modularity : 0.456265
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 878 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, 01 July 2021 at 02:26 UTC.

The requested start date was Thursday, 01 July 2021 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, 21-hour, 26-minute period from Thursday, 17 June 2021 at 00:22 UTC to Wednesday, 30 June 2021 at 21:49 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:
[76] https://gadgets.ndtv.com/internet/news/ethical-ai-adopt-adoption-2030-next-decade-concern-research-pew-centre-elon-university-2470356
[16] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[7] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[7] https://twinybots.ch/
[4] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[4] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[4] https://www.pewresearch.org/internet/2021/06/16/1-worries-about-developments-in-ai/
[3] https://www.pewresearch.org/internet/2021/06/16/4-could-a-quantum-leap-someday-aid-ethical-ai/
[3] https://www.twitch.tv/c8sun
[3] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality

Top URLs in Tweet in G1:
[1] https://www.pewresearch.org/politics/2020/10/15/differences-in-how-democrats-and-republicans-behave-on-twitter/
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/

Top URLs in Tweet in G2:
[67] https://gadgets.ndtv.com/internet/news/ethical-ai-adopt-adoption-2030-next-decade-concern-research-pew-centre-elon-university-2470356
[1] https://hukum.blog/ext/57/https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/

Top URLs in Tweet in G3:
[8] https://gadgets.ndtv.com/internet/news/ethical-ai-adopt-adoption-2030-next-decade-concern-research-pew-centre-elon-university-2470356
[7] https://twinybots.ch/
[6] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[3] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[2] https://www.pewresearch.org/internet/2021/06/16/2-hopes-about-developments-in-ethical-ai/
[2] https://www.vox.com/recode/22463131/pew-broadband-internet-income-inequality
[1] https://www.twitch.tv/bennileafre
[1] https://www.robinspost.com/news/technology-news/1382151-internet-news-pew-s-broadband-access-initiative-aims-to-achieve-universal-high-speed-internet-connectivity-the-pew-charitable-trusts.html
[1] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/?utm_source=AdaptiveMailer&utm_medium=email&utm_campaign=21-06-16%20Future%20of%20the%20Internet%20-%20Ethical%20AI%20GEN%20DISTRIBUTION&org=982&lvl=100&ite=8684&lea=1863651&ctr=0&par=1&trk=
[1] https://www.pewresearch.org/internet/2021/06/16/ethical-ai-design-about-this-canvassing-of-experts/

Top URLs in Tweet in G4:
[1] https://amp.theguardian.com/uk-news/2016/apr/11/british-muslims-strong-sense-of-belonging-poll-homosexuality-sharia-law

Top URLs in Tweet in G6:
[1] https://elpais.com/television/2021-06-19/bugs-bunny-abraza-sus-origenes-para-hablar-al-presente.html?utm_source=Twitter&ssm=TW_CM#Echobox=1624281392

Top URLs in Tweet in G7:
[1] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/

Top URLs in Tweet in G8:
[3] https://www.elon.edu/u/news/2021/06/16/new-pew-imagining-the-internet-report-raises-concerns-about-artificial-intelligence/
[1] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[1] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/?utm_content=buffer8d09b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G9:
[2] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[1] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/?utm_content=170000708&utm_medium=social&utm_source=twitter&hss_channel=tw-135238866
[1] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[1] https://www.eventbrite.com/e/present-trends-and-visions-of-the-future-an-igf-usa-preview-event-tickets-159456483635

Top URLs in Tweet in G10:
[1] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/

Top Domains
Top Domains in Tweet in Entire Graph:
[78] ndtv.com
[53] pewresearch.org
[13] dy.si
[7] twinybots.ch
[4] twitch.tv
[4] twitter.com
[3] vox.com
[3] elon.edu
[2] elpais.com
[1] thechosenones.finance

Top Domains in Tweet in G1:
[2] pewresearch.org

Top Domains in Tweet in G2:
[67] ndtv.com
[1] hukum.blog

Top Domains in Tweet in G3:
[20] pewresearch.org
[12] dy.si
[10] ndtv.com
[7] twinybots.ch
[2] vox.com
[1] twitch.tv
[1] robinspost.com
[1] stanford.edu
[1] twitter.com

Top Domains in Tweet in G4:
[1] theguardian.com

Top Domains in Tweet in G6:
[1] elpais.com

Top Domains in Tweet in G7:
[1] pewresearch.org

Top Domains in Tweet in G8:
[3] elon.edu
[2] pewresearch.org

Top Domains in Tweet in G9:
[4] pewresearch.org
[1] eventbrite.com

Top Domains in Tweet in G10:
[1] pewresearch.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[88] ai
[13] teamericsson
[11] innovation
[9] artificialintelligence
[8] datascience
[8] machinelearning
[5] security
[5] cybersecurity
[5] unisys
[5] a



Top Hashtags in Tweet in G2:
[69] ai
[5] security
[5] cybersecurity
[5] unisys
[5] datascience
[5] machinelearning
[4] innovation
[4] data
[4] womenintech
[4] iot

Top Hashtags in Tweet in G3:
[12] teamericsson
[7] innovation
[2] internet
[1] news
[1] responsibleai
[1] ethicalai
[1] aiethics
[1] ai
[1] artificialintelligence
[1] futureofai

Top Hashtags in Tweet in G7:
[1] artificialintelligence
[1] ai
[1] datascience
[1] 100daysofcode
[1] python
[1] machinelearning
[1] bigd

Top Hashtags in Tweet in G8:
[5] a
[2] ai
[1] ethicalai

Top Hashtags in Tweet in G9:
[3] fact
[3] igfusa2021

Top Hashtags in Tweet in G10:
[10] ai

Top Words
Top Words in Tweet in Entire Graph:
[507] still
[507] twitter
[502] population
[501] creates
[501] 90
[501] tweets
[501] matters
[501] leading
[501] indicator
[500] brian_riedl

Top Words in Tweet in G1:
[501] population
[501] creates
[501] 90
[501] tweets
[501] twitter
[501] still
[501] matters
[501] leading
[501] indicator
[500] brian_riedl

Top Words in Tweet in G2:
[75] ethical
[74] design
[74] broadly
[74] adopted
[74] within
[74] next
[74] decade
[69] #ai
[63] stratorob
[52] mpbarry_law

Top Words in Tweet in G3:
[58] pew
[34] internet
[33] research
[26] users
[25] adults
[24] center
[21] ai
[19] ethical
[17] broadband
[17] experts

Top Words in Tweet in G4:
[2] dat

Top Words in Tweet in G5:
[94] 10
[94] usd
[47] people
[47] live
[47] day
[47] less
[47] according
[47] pew
[47] research
[47] 150

Top Words in Tweet in G6:
[14] elmer
[14] lleva
[14] escopeta
[14] tras
[14] tachado
[14] acosador
[14] mofeta
[14] pepe
[14] pew
[14] invitada

Top Words in Tweet in G7:
[12] experts
[12] doubt
[12] ethical
[12] ai
[12] design
[12] broadly
[12] adopted
[12] norm
[12] within
[12] next

Top Words in Tweet in G8:
[10] elon
[8] pew
[7] imagining
[7] internet
[7] report
[7] raises
[7] concerns
[5] university
[5] today
[5] #a

Top Words in Tweet in G9:
[8] pewresearch
[5] americans
[5] pew
[4] year
[4] internet
[3] #fact
[3] 57
[3] make
[3] less
[3] 30k

Top Words in Tweet in G10:
[20] center
[10] 68
[10] #ai
[10] experts
[10] polled
[10] pew
[10] research
[10] elon
[10] university
[10] imagining

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[501] population,creates
[501] creates,90
[501] 90,tweets
[501] tweets,twitter
[501] twitter,still
[501] still,matters
[501] matters,leading
[501] leading,indicator
[500] brian_riedl,population
[500] indicator,outsi

Top Word Pairs in Tweet in G1:
[501] population,creates
[501] creates,90
[501] 90,tweets
[501] tweets,twitter
[501] twitter,still
[501] still,matters
[501] matters,leading
[501] leading,indicator
[500] brian_riedl,population
[500] indicator,outsi

Top Word Pairs in Tweet in G2:
[74] design,broadly
[74] broadly,adopted
[74] within,next
[74] next,decade
[68] ethical,#ai
[67] #ai,design
[67] adopted,within
[63] stratorob,ethical
[52] decade,mpbarry_law
[51] mpbarry_law,bot_innovation

Top Word Pairs in Tweet in G3:
[30] pew,research
[24] research,center
[18] ethical,ai
[14] broadly,adopted
[14] within,next
[14] next,decade
[13] non,broadband
[13] broadband,users
[13] users,interested
[13] interested,having

Top Word Pairs in Tweet in G5:
[47] 10,people
[47] people,live
[47] live,10
[47] 10,usd
[47] usd,day
[47] day,less
[47] less,according
[47] according,pew
[47] pew,research
[47] research,150

Top Word Pairs in Tweet in G6:
[14] elmer,lleva
[14] lleva,escopeta
[14] escopeta,tras
[14] tras,tachado
[14] tachado,acosador
[14] acosador,mofeta
[14] mofeta,pepe
[14] pepe,pew
[14] pew,invitada
[14] invitada,grupo

Top Word Pairs in Tweet in G7:
[12] experts,doubt
[12] doubt,ethical
[12] ethical,ai
[12] ai,design
[12] design,broadly
[12] broadly,adopted
[12] adopted,norm
[12] norm,within
[12] within,next
[12] next,decade

Top Word Pairs in Tweet in G8:
[7] pew,imagining
[7] imagining,internet
[7] report,raises
[7] raises,concerns
[5] elon,university
[5] university,today
[5] today,elon
[5] elon,pew
[5] internet,report
[5] concerns,#a

Top Word Pairs in Tweet in G9:
[3] #fact,57
[3] 57,americans
[3] americans,make
[3] make,less
[3] less,30k
[3] 30k,year
[3] year,access
[3] access,high
[3] high,speed
[3] speed,internet

Top Word Pairs in Tweet in G10:
[10] 68,#ai
[10] #ai,experts
[10] experts,polled
[10] polled,pew
[10] pew,research
[10] research,center
[10] center,elon
[10] elon,university
[10] university,imagining
[10] imagining,internet

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@brian_riedl
@stratorob
@mpbarry_law
@bot_innovation
@hashem2
@sam42867090
@iainljbrown
@sytaylor
@ingledewstephen
@dgwbirch

Top Mentioned in G1:
@brian_riedl

Top Mentioned in G2:
@stratorob
@mpbarry_law
@bot_innovation
@hashem2
@sytaylor
@ingledewstephen
@dgwbirch
@iainljbrown
@hashem25
@twinybots

Top Mentioned in G4:
@jagertwee
@zonietdanalsnog
@michielvandijke
@buzztruus
@roses35918648
@jaapwessel
@coopzor
@vanranstmarc
@sebbenthem
@jokebruis38

Top Mentioned in G5:
@sam42867090
@axieinfinity

Top Mentioned in G6:
@el_pais

Top Mentioned in G7:
@iainljbrown

Top Mentioned in G8:
@saqibali_ca
@elonuniversity
@pewinternet
@jennicurtin
@bakerinstitute
@danwallach

Top Mentioned in G9:
@pewresearch
@igfusa
@pewtrusts
@realbobj

Top Mentioned in G10:
@rikefranke

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@paoloigna1
@robinsnewswire
@cybersec_feeds
@chidambara09
@femtech_
@xaelbot
@codedailybot
@bexxmodd
@sudeepkhatri

Top Tweeters in G1:
@lulu_graezinski
@mtrushmore2016
@gormogons
@cbinflux
@rell_lauren
@clarenceonyeks
@varadmehta
@garthgodsman
@mcarsonaos
@friedrichhayek

Top Tweeters in G2:
@sectest9
@paoloigna1
@cybersec_feeds
@chidambara09
@femtech_
@sudeepkhatri
@discovertech3
@gezgintrk
@ipythonistabot
@bot_innovation

Top Tweeters in G3:
@robinsnewswire
@benjancewicz
@stanleyepstein
@enkiv2
@fortivus
@jobinindia
@whotfispetey
@enderton_justin
@9wireless
@dratrejophd

Top Tweeters in G4:
@obraeckenssieck
@ger2591
@sjaak_jacq
@010wijk11
@cr1t1calth1nk3r
@aoecoin
@jokebruis38
@knorretje008
@meeuwissen_pvv
@jagertwee

Top Tweeters in G5:
@sirshibaninja
@pairmobile
@miccolosolis
@gabusch
@kebunbun
@darksweaters
@calivilleslug
@artbyg4
@axieinfinity
@gvd_jossel

Top Tweeters in G6:
@el_pais
@marialuzfv
@tonio1081
@lpcprof
@jc_campos666
@starlinrobinson
@aacamerano
@unetealdesorden
@13jlucia
@seggal65

Top Tweeters in G7:
@xaelbot
@codedailybot
@thedeveloperbot
@hubofml
@morolswediu
@coderretweet
@_funbot
@cameliaclement
@steffanoferrari
@iainljbrown

Top Tweeters in G8:
@bexxmodd
@artificialbra1n
@discriminantbot
@thoheller
@saqibali_ca
@pewinternet
@elonuniversity
@bakerinstitute
@danwallach
@jennicurtin

Top Tweeters in G9:
@pewresearch
@pewtrusts
@jbeoc
@rbtewksbury
@realbobj
@isocdc
@igfusa
@alturacs
@dustinrloup

Top Tweeters in G10:
@beccanalia
@pyscalellc
@fchasteland
@interpretaatioo
@henryliu_fit
@rikefranke
@baulier
@whbrown1862
@zeyneptheturk