lrainie, Twitter, 9/30/2021 2:45:12 AM, 263265


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lrainie_2021-09-29_19-42-12.xlsx
lrainie_2021-09-29_19-42-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 30, 2021
Short Description:
lrainie via NodeXL https://bit.ly/3F0Tm5k
@lrainie
@robyncaplan
@thomasrtroland
@pewresearch
@bregmanps
@courtneysurveys
@pewinternet
@ginasue
@james_e_bell
@mina0771

Top hashtags:
#climatechange
#covid19
#multilateral
#globalwarming
#techfail
#elonimedia
#privacy

Description:
Description
The graph represents a network of 65 Twitter users whose tweets in the requested range contained "lrainie", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 30 September 2021 at 02:42 UTC.

The requested start date was Thursday, 30 September 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 8-day, 8-hour, 40-minute period from Friday, 17 September 2021 at 11:59 UTC to Saturday, 25 September 2021 at 20:40 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 : 65
Unique Edges : 60
Edges With Duplicates : 121
Total Edges : 181
Number of Edge Types : 5
Retweet : 53
MentionsInRetweet : 63
Tweet : 28
Replies to : 8
Mentions : 29
Self-Loops : 28
Reciprocated Vertex Pair Ratio : 0.0506329113924051
Reciprocated Edge Ratio : 0.0963855421686747
Connected Components : 12
Single-Vertex Connected Components : 10
Maximum Vertices in a Connected Component : 53
Maximum Edges in a Connected Component : 168
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.994332
Graph Density : 0.0199519230769231
Modularity : 0.298129
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 65 Twitter users whose tweets in the requested range contained "lrainie", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 30 September 2021 at 02:42 UTC.

The requested start date was Thursday, 30 September 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 8-day, 8-hour, 40-minute period from Friday, 17 September 2021 at 11:59 UTC to Saturday, 25 September 2021 at 20:40 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 : lrainie
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:
[10] https://twitter.com/lrainie/status/1440364432618446849
[2] https://twitter.com/lrainie/status/1438849762044829700
[2] https://www.pewresearch.org/fact-tank/2021/09/20/10-facts-about-americans-and-coronavirus-vaccines/?utm_content=buffer40c52&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.pewresearch.org/science/2021/09/15/majority-in-u-s-says-public-health-benefits-of-covid-19-restrictions-worth-the-costs-even-as-large-shares-also-see-downsides/?utm_content=bufferac6ff&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.pewresearch.org/fact-tank/2021/09/27/support-for-black-lives-matter-declined-after-george-floyd-protests-but-has-remained-unchanged-since/
[1] https://www.pewresearch.org/politics/2021/09/23/biden-loses-ground-with-the-public-on-issues-personal-traits-and-job-approval/
[1] https://www.pewresearch.org/fact-tank/2021/09/24/unvaccinated-americans-are-at-higher-risk-from-covid-19-but-express-less-concern-than-vaccinated-adults/
[1] https://thewhyaxis.substack.com/p/we-are-entering-a-new-era-of-political
[1] https://www.pewresearch.org/fact-tank/2021/03/23/10-facts-about-americans-and-coronavirus-vaccines/
[1] https://read.macmillan.com/lp/fight/

Top URLs in Tweet in G1:
[1] https://www.pewresearch.org/science/2021/09/15/majority-in-u-s-says-public-health-benefits-of-covid-19-restrictions-worth-the-costs-even-as-large-shares-also-see-downsides/?utm_content=bufferac6ff&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.pewresearch.org/fact-tank/2021/09/21/who-doesnt-read-books-in-america/
[1] https://www.pewresearch.org/fact-tank/2021/09/20/10-facts-about-americans-and-coronavirus-vaccines/?utm_content=buffer40c52&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.pewresearch.org/fact-tank/2021/07/20/56-of-americans-support-more-regulation-of-major-technology-companies/
[1] https://www.washingtonpost.com/technology/2021/09/20/secret-tech-acquisitions-ftc/?tid=ss_tw
[1] https://www.pewresearch.org/internet/2019/11/15/americans-and-privacy-concerned-confused-and-feeling-lack-of-control-over-their-personal-information/
[1] https://www.washingtonpost.com/politics/2021/09/16/why-democrats-are-rallying-around-creating-new-ftc-privacy-bureau-police-big-tech/?tid=ss_tw
[1] https://www.pewresearch.org/fact-tank/2021/09/27/support-for-black-lives-matter-declined-after-george-floyd-protests-but-has-remained-unchanged-since/
[1] https://www.pewresearch.org/politics/2021/09/23/biden-loses-ground-with-the-public-on-issues-personal-traits-and-job-approval/
[1] https://www.pewresearch.org/fact-tank/2021/09/24/unvaccinated-americans-are-at-higher-risk-from-covid-19-but-express-less-concern-than-vaccinated-adults/

Top URLs in Tweet in G2:
[1] https://pewrsr.ch/2XPhdEa
[1] https://pewrsr.ch/3C8mvt6
[1] https://pewrsr.ch/3nEvCh3
[1] https://pewrsr.ch/3nUM5xN
[1] https://pewrsr.ch/3CuyXU3
[1] https://www.pewresearch.org/science/2021/09/15/majority-in-u-s-says-public-health-benefits-of-covid-19-restrictions-worth-the-costs-even-as-large-shares-also-see-downsides/?utm_content=bufferac6ff&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/3knIl5R
[1] https://pewrsr.ch/3zuSiCK
[1] https://www.pewresearch.org/fact-tank/2021/09/20/10-facts-about-americans-and-coronavirus-vaccines/?utm_content=buffer40c52&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/3C6i2Ho

Top URLs in Tweet in G3:
[8] https://twitter.com/lrainie/status/1440364432618446849
[2] https://twitter.com/lrainie/status/1438849762044829700
[1] https://read.macmillan.com/lp/fight/

Top URLs in Tweet in G4:
[1] https://pewrsr.ch/2XmosTM

Top URLs in Tweet in G5:
[1] https://www.washingtonpost.com/politics/2021/09/18/facebook-has-an-invisible-system-that-shelters-powerful-rule-breakers-so-do-other-online-platforms/

Top URLs in Tweet in G6:
[1] https://twitter.com/lrainie/status/1440364432618446849

Top Domains
Top Domains in Tweet in Entire Graph:
[12] twitter.com
[11] pewresearch.org
[10] pewrsr.ch
[3] washingtonpost.com
[1] substack.com
[1] macmillan.com

Top Domains in Tweet in G1:
[9] pewresearch.org
[2] washingtonpost.com
[1] substack.com
[1] twitter.com

Top Domains in Tweet in G2:
[9] pewrsr.ch
[2] pewresearch.org

Top Domains in Tweet in G3:
[10] twitter.com
[1] macmillan.com

Top Domains in Tweet in G4:
[1] pewrsr.ch

Top Domains in Tweet in G5:
[1] washingtonpost.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2] climatechange
[2] covid19
[1] multilateral
[1] globalwarming
[1] techfail
[1] elonimedia
[1] privacy



Top Hashtags in Tweet in G1:
[1] covid19
[1] privacy
[1] climatechange
[1] elonimedia

Top Hashtags in Tweet in G2:
[1] climatechange
[1] multilateral
[1] globalwarming
[1] techfail
[1] covid19

Top Words
Top Words in Tweet in Entire Graph:
[40] lrainie
[36] adults
[27] read
[27] book
[26] 23
[26] year
[25] whole
[25] haven
[25] americans
[24] part

Top Words in Tweet in G1:
[31] adults
[23] year
[23] lrainie
[22] 23
[22] haven
[22] read
[22] book
[22] whole
[22] part
[22] past

Top Words in Tweet in G2:
[8] americans
[7] pewresearch
[7] lrainie
[4] share
[3] pewscience
[3] good
[3] adults
[3] news
[3] more
[3] 23

Top Words in Tweet in G3:
[2] high
[2] enough
[2] sad
[2] books
[2] people

Top Words in Tweet in G4:
[9] lrainie
[9] americans
[8] govt
[8] data
[7] debate
[7] grows
[7] over
[7] privacy
[7] policies
[7] enforcement

Top Words in Tweet in G5:
[2] tarletong
[2] become
[2] henryfarrell
[2] washingtonpost

Top Words in Tweet in G6:
[4] kids
[3] books
[3] 10
[2] paradoxically
[2] found
[2] one
[2] best
[2] ways
[2] increase
[2] book

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[25] 23,adults
[24] adults,haven
[24] haven,read
[24] read,book
[24] book,whole
[24] whole,part
[24] part,past
[24] past,year
[24] year,whether
[24] whether,print

Top Word Pairs in Tweet in G1:
[22] 23,adults
[22] adults,haven
[22] haven,read
[22] read,book
[22] book,whole
[22] whole,part
[22] part,past
[22] past,year
[22] year,whether
[22] whether,print

Top Word Pairs in Tweet in G2:
[5] lrainie,pewresearch
[2] publics,surveyed
[2] social,media
[2] 23,adults
[2] pewresearch,pewscience

Top Word Pairs in Tweet in G4:
[7] lrainie,debate
[7] debate,grows
[7] grows,over
[7] over,govt
[7] govt,privacy
[7] privacy,policies
[7] policies,enforcement
[7] enforcement,here's
[7] here's,pewinternet
[7] pewinternet,data

Top Word Pairs in Tweet in G6:
[2] paradoxically,found
[2] found,one
[2] one,best
[2] best,ways
[2] ways,increase
[2] increase,book
[2] book,reading
[2] reading,kids
[2] kids,before
[2] before,kids

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@lrainie
@pewresearch
@pewinternet
@johngramlich
@tarletong
@pewscience
@crasshlive
@cambridge_uni
@un
@henryfarrell

Top Mentioned in G1:
@lrainie
@pewresearch
@johngramlich
@pewinternet
@crasshlive
@cambridge_uni
@jmhorowitz78
@courtneysurveys
@robyncaplan
@tarletong

Top Mentioned in G2:
@pewresearch
@lrainie
@pewscience
@un
@pewinternet

Top Mentioned in G4:
@lrainie
@pewinternet
@pewresearch

Top Mentioned in G5:
@tarletong
@henryfarrell
@washingtonpost
@lrainie

Top Mentioned in G6:
@georgemhayward4

Top Tweeters
Top Tweeters in Entire Graph:
@mariacabadas
@washingtonpost
@dcarsoncpa
@bregmanps
@ta_morris
@shantaclair
@kidsbookbot
@pewresearch
@un
@alexsimonelis

Top Tweeters in G1:
@shantaclair
@alexsimonelis
@philcooke
@missmaryjane03
@vandernomics50
@cborgono
@johngramlich
@johnbrzezinski1
@crasshlive
@bettegray

Top Tweeters in G2:
@dcarsoncpa
@bregmanps
@pewresearch
@un
@commentscurator
@guidegroup
@pewscience
@richtpau
@courtneysurveys
@james_e_bell

Top Tweeters in G3:
@omaromalleykhan
@ashlynnnramirez
@snirody
@michaelrabby
@thisis_jml
@dellavolpe
@rickwaynewrites
@mremeryfairfax
@1hilaryjlk
@afanadorcarrie

Top Tweeters in G4:
@mariacabadas
@ta_morris
@scottmacleod
@pewinternet
@harbinbook
@tallsystemscorp
@griverorz

Top Tweeters in G5:
@washingtonpost
@henryfarrell
@robyncaplan
@tarletong
@thomasrtroland

Top Tweeters in G6:
@kidsbookbot
@georgemhayward4


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