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pew internet_2021-06-02_19-25-04.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 03, 2021
Short Description:
pew internet via NodeXL https://bit.ly/3g9xOIh
@chizack
@lindsayaellis
@lorakolodny
@pewresearch
@jaimehe97190601
@leadlagreport
@skio147
@brucemctague
@km_dewit
@pewtrusts

Top hashtags:
#internet
#sanjoselocal
#sanjosetogether
#sanjose
#sanjoseca
#siliconvalley

Description:
Description
The graph represents a network of 152 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, 03 June 2021 at 02:25 UTC.

The requested start date was Thursday, 03 June 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, 5-hour, 12-minute period from Thursday, 20 May 2021 at 07:23 UTC to Wednesday, 02 June 2021 at 12:35 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 : 152
Unique Edges : 103
Edges With Duplicates : 87
Total Edges : 190
Number of Edge Types : 5
Replies to : 9
Tweet : 44
Mentions : 60
Retweet : 36
MentionsInRetweet : 41
Self-Loops : 44
Reciprocated Vertex Pair Ratio : 0
Reciprocated Edge Ratio : 0
Connected Components : 48
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 51
Maximum Edges in a Connected Component : 55
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.853768
Graph Density : 0.00470547228999651
Modularity : 0.563144
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 152 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, 03 June 2021 at 02:25 UTC.

The requested start date was Thursday, 03 June 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, 5-hour, 12-minute period from Thursday, 20 May 2021 at 07:23 UTC to Wednesday, 02 June 2021 at 12:35 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:
[6] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/
[2] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/
[2] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/?utm_source=join1440&utm_medium=email&utm_placement=newsletter
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[1] https://www.pewresearch.org/internet/2019/08/22/in-emerging-economies-smartphone-and-social-media-users-have-broader-social-networks/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.pewresearch.org/internet/fact-sheet/mobile/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.pcmag.com/news/daily-internet-use-is-the-norm-for-4-out-of-5-adults-in-the-us
[1] https://www.pewresearch.org/internet/2019/09/05/more-than-half-of-u-s-adults-trust-law-enforcement-to-use-facial-recognition-responsibly/
[1] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/?ref=refind
[1] http://SanJoseCommunity.com

Top URLs in Tweet in G2:
[3] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/
[2] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/
[2] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/?utm_source=join1440&utm_medium=email&utm_placement=newsletter
[1] https://www.pewresearch.org/internet/2019/10/28/2-internet-pioneers-imagine-the-next-50-years/
[1] https://twitter.com/stalbertgazette/status/1395858709733986307
[1] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.pewresearch.org/internet/fact-sheet/mobile/
[1] https://twitter.com/stltoday/status/1396601526358093826
[1] https://twitter.com/bjorkasmr/status/1396283928823189504
[1] https://www.pewresearch.org/internet/2013/03/29/why-pew-internet-does-not-regularly-report-statistics-for-asian-americans-and-their-technology-use/

Top URLs in Tweet in G3:
[1] https://www.insidehighered.com/sites/default/server_files/images/Pew1.jpg

Top URLs in Tweet in G4:
[1] https://www.pewinternet.org/?p=22366

Top URLs in Tweet in G5:
[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://www.pewresearch.org/internet/2018/12/10/artificial-intelligence-and-the-future-of-humans/

Top URLs in Tweet in G6:
[1] https://www.nytimes.com/2021/04/02/technology/biden-internet-plan.html?utm_campaign=governing_brd________&utm_source=twitter_trusts&utm_medium=social&utm_content=3rdparty_necessity____quotetweet_&utm_term=___quote

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2] internet
[2] sanjoselocal
[2] sanjosetogether
[2] sanjose
[2] sanjoseca
[2] siliconvalley
[2] santaclaravalley
[2] bayarea
[2] sanjosecommunity
[2] technology



Top Hashtags in Tweet in G2:
[2] technology
[2] internet
[2] sanjoselocal
[2] sanjosetogether
[2] sanjose
[2] sanjoseca
[2] siliconvalley
[2] santaclaravalley
[2] bayarea
[2] sanjosecommunity

Top Words
Top Words in Tweet in Entire Graph:
[66] pew
[37] internet
[33] research
[29] important
[29] things
[28] 2010
[28] '20
[28] three
[28] happened
[28] first

Top Words in Tweet in G2:
[36] pew
[26] research
[20] internet
[16] center
[13] see
[10] cancel
[8] americans
[8] more
[7] culture
[6] calls

Top Words in Tweet in G3:
[28] 2010
[28] '20
[28] three
[28] important
[28] things
[28] happened
[28] first
[28] gop
[28] opinions
[28] higher

Top Words in Tweet in G4:
[2] users

Top Words in Tweet in G5:
[5] pewresearch
[4] used
[4] 2018
[4] piece
[4] something
[4] think
[4] far
[4] many
[4] forget
[4] much

Top Words in Tweet in G6:
[3] time
[3] come
[3] federal
[3] government
[3] take
[3] more
[3] active
[3] role
[3] expanding
[3] broadband

Top Words in Tweet in G7:
[2] understand
[2] internet

Top Words in Tweet in G8:
[2] pepe
[2] pew
[2] nunca
[2] pedo

Top Words in Tweet in G9:
[3] 2019
[3] pew
[3] research
[3] survey
[3] found
[3] 44
[3] adults
[3] incomes
[3] below
[3] 30

Top Words in Tweet in G10:
[2] pew

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[29] pew,research
[28] 2010,'20
[28] '20,three
[28] three,important
[28] important,things
[28] things,happened
[28] happened,first
[28] first,gop
[28] gop,opinions
[28] opinions,higher

Top Word Pairs in Tweet in G2:
[22] pew,research
[14] research,center
[7] cancel,culture
[6] see,censorship
[6] censorship,punishment
[5] americans,cancel
[5] see,calls
[5] calls,accountability
[5] accountability,others
[5] others,see

Top Word Pairs in Tweet in G3:
[28] 2010,'20
[28] '20,three
[28] three,important
[28] important,things
[28] things,happened
[28] happened,first
[28] first,gop
[28] gop,opinions
[28] opinions,higher
[28] higher,ed

Top Word Pairs in Tweet in G5:
[4] used,pewresearch
[4] pewresearch,2018
[4] 2018,piece
[4] piece,something
[4] something,think
[4] think,far
[4] far,many
[4] many,forget
[4] forget,much
[4] much,good

Top Word Pairs in Tweet in G6:
[3] time,come
[3] come,federal
[3] federal,government
[3] government,take
[3] take,more
[3] more,active
[3] active,role
[3] role,expanding
[3] expanding,broadband
[3] broadband,access

Top Word Pairs in Tweet in G8:
[2] pepe,pew

Top Word Pairs in Tweet in G9:
[3] 2019,pew
[3] pew,research
[3] research,survey
[3] survey,found
[3] found,44
[3] 44,adults
[3] adults,incomes
[3] incomes,below
[3] below,30
[3] 30,000

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@lindsayaellis
@pewresearch
@brucemctague
@km_dewit
@leadlagreport
@pewtrusts
@imphoenixgamin1
@bibliotecajedi
@faketakedump
@hebmacman

Top Mentioned in G1:
@hebmacman
@moshepupik1
@veronicatalbot9
@resist_dwp
@e_neko_san
@pady_ofurniture
@toprantking
@adhamsa70052369
@artspeakcentral
@hummusologist

Top Mentioned in G3:
@lindsayaellis

Top Mentioned in G4:
@equality_every1
@raka_bhaskara
@jacobyurri
@genghisjon1

Top Mentioned in G5:
@pewresearch
@brucemctague

Top Mentioned in G6:
@km_dewit
@pewtrusts

Top Mentioned in G7:
@imphoenixgamin1

Top Mentioned in G8:
@bibliotecajedi

Top Mentioned in G9:
@leadlagreport

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@robinsnewswire
@jjj5819
@samhainnight
@cblazblaz
@emccoy_writer
@artificialbra1n
@nshrubs
@taritac
@savtah8

Top Tweeters in G1:
@savtah8
@veronicatalbot9
@scripteladora
@artspeakcentral
@nudiustertian_1
@resist_dwp
@p3ng1z
@pady_ofurniture
@bluegreenberg
@hebmacman

Top Tweeters in G2:
@robinsnewswire
@carrdiganbutton
@uberfactsebooks
@fwade
@jjvors
@9wireless
@crlamke
@sanjosevoice
@lsimonetta
@chrisprener

Top Tweeters in G3:
@missb62
@jjj5819
@samhainnight
@cblazblaz
@nshrubs
@taritac
@erupton
@audiblevideo
@m_older
@danielleiat

Top Tweeters in G4:
@lorakolodny
@jacobyurri
@equality_every1
@mathewgamble3
@raka_bhaskara
@genghisjon1

Top Tweeters in G5:
@artificialbra1n
@pewresearch
@charlesdoprado
@brucemctague
@vincethenero

Top Tweeters in G6:
@prison_health
@pewtrusts
@nextcentcit
@km_dewit

Top Tweeters in G7:
@lulu_pew
@skio147
@imphoenixgamin1

Top Tweeters in G8:
@bibliotecajedi
@jaimehe97190601
@yosoymensajero

Top Tweeters in G9:
@eloquencepeak
@leadlagreport
@elvrother

Top Tweeters in G10:
@danniellllyy
@karuzen2