lrainie, Twitter, 9/9/2021 4:34:47 AM, 261557


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lrainie_2021-09-08_19-42-12.xlsx
lrainie_2021-09-08_19-42-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 09, 2021
Short Description:
lrainie via NodeXL https://bit.ly/3yWMwtx
@lrainie
@pewresearch
@colleenamcclain
@pewinternet
@cacpgt
@paulmbaker
@aiaevans
@nickriccardi
@davemc99ta
@sam_a_bell

Top hashtags:
#digitaldivides
#internet
#precariousbroadband
#digitaldivide
#zoomfatigue
#icymi
#future

Description:
Description
The graph represents a network of 70 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, 09 September 2021 at 02:42 UTC.

The requested start date was Thursday, 09 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 7-day, 3-hour, 16-minute period from Saturday, 28 August 2021 at 12:02 UTC to Saturday, 04 September 2021 at 15:18 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 : 70
Unique Edges : 49
Edges With Duplicates : 158
Total Edges : 207
Number of Edge Types : 5
Mentions : 43
Retweet : 61
MentionsInRetweet : 70
Tweet : 30
Replies to : 3
Self-Loops : 30
Reciprocated Vertex Pair Ratio : 0.0394736842105263
Reciprocated Edge Ratio : 0.0759493670886076
Connected Components : 15
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 52
Maximum Edges in a Connected Component : 188
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.060029
Graph Density : 0.0163561076604555
Modularity : 0.265409
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 70 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, 09 September 2021 at 02:42 UTC.

The requested start date was Thursday, 09 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 7-day, 3-hour, 16-minute period from Saturday, 28 August 2021 at 12:02 UTC to Saturday, 04 September 2021 at 15:18 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:
[17] https://www.pewresearch.org/internet/2021/09/01/the-internet-and-the-pandemic/
[4] https://twitter.com/lrainie/status/1433157429815136267
[3] https://twitter.com/lrainie/status/1433140086913261568
[3] 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/
[3] https://twitter.com/lrainie/status/1432813234608906243
[2] https://twitter.com/lrainie/status/1433122763422699527
[2] https://www.pewresearch.org/fact-tank/2021/08/19/some-digital-divides-persist-between-rural-urban-and-suburban-america/?utm_content=buffer053b7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.pewresearch.org/politics/2021/09/02/two-decades-later-the-enduring-legacy-of-9-11/
[1] https://www.pewforum.org/fact-sheet/public-opinion-on-abortion/
[1] https://www.pewresearch.org/fact-tank/2021/06/17/key-facts-about-the-abortion-debate-in-america/

Top URLs in Tweet in G1:
[13] https://www.pewresearch.org/internet/2021/09/01/the-internet-and-the-pandemic/
[1] https://www.pewresearch.org/politics/2021/09/02/two-decades-later-the-enduring-legacy-of-9-11/
[1] https://www.pewresearch.org/internet/2021/09/01/how-the-internet-and-technology-shaped-americans-personal-experiences-amid-covid-19/#in-their-own-words-americans-describe-how-they-have-used-technology-or-the-internet-in-new-or-different-ways-during-the-pandemic
[1] https://www.pewresearch.org/topic/internet-technology/
[1] https://www.pewresearch.org/fact-tank/2021/08/26/more-americans-now-say-they-prefer-a-community-with-big-houses-even-if-local-amenities-are-farther-away/
[1] https://www.pewresearch.org/methods/2021/08/25/how-call-in-options-affect-address-based-web-surveys/
[1] https://www.pewresearch.org/fact-tank/2021/08/19/some-digital-divides-persist-between-rural-urban-and-suburban-america/?utm_content=buffer053b7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.pewresearch.org/internet/2021/09/01/how-the-internet-and-technology-shaped-americans-personal-experiences-amid-covid-19/#in-their-own-words-americans-describe-how-they-have-used-technology-or-the-internet-in-new-or-different-ways-during-the-pandemic#a-quarter-of-americans-feel-less-close-to-close-family-members-than-before-pandemic-about-four-in-ten-say-the-same-about-friends-they-know-well#a-quarter-of-americans-feel-less-close-to-close-family-members-than-before-pandemic-about-four-in-ten-say-the-same-about-friends-they-know-well
[1] https://www.pewresearch.org/internet/2021/09/01/how-the-internet-and-technology-shaped-americans-personal-experiences-amid-covid-19/
[1] https://www.pewresearch.org/internet/2021/09/01/parents-their-children-and-school-during-the-pandemic/#parents-with-lower-incomes-more-likely-than-parents-with-higher-incomes-to-say-their-children-had-technology-related-difficulties-with-schoolwork#growing-share-of-adults-say-schools-should-provide-technology-to-all-students-in-order-to-complete-schoolwork-during-the-pandemic

Top URLs in Tweet in G2:
[2] https://www.pewresearch.org/internet/2021/09/01/the-internet-and-the-pandemic/
[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/
[1] https://pewrsr.ch/3DdKtEq
[1] https://www.pewresearch.org/fact-tank/2021/08/24/about-four-in-ten-americans-say-social-media-is-an-important-way-of-following-covid-19-vaccine-news/?utm_content=buffer9a22b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/3ytSdyE
[1] https://www.pewresearch.org/fact-tank/2021/08/19/some-digital-divides-persist-between-rural-urban-and-suburban-america/?utm_content=buffer053b7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/3kGtX7O
[1] https://pewrsr.ch/38u75mf
[1] https://pewrsr.ch/3BuM3Ai
[1] https://pewrsr.ch/38zCzaB

Top URLs in Tweet in G3:
[3] https://twitter.com/lrainie/status/1432813234608906243
[3] https://twitter.com/lrainie/status/1433157429815136267
[1] https://twitter.com/lrainie/status/1431592984831725574
[1] https://www.brookings.edu/techstream/designing-digital-services-for-equitable-access/
[1] https://twitter.com/lrainie/status/1433125744826359808
[1] https://twitter.com/lrainie/status/1433115495771869185
[1] https://twitter.com/lrainie/status/1433528543472914438
[1] https://twitter.com/lrainie/status/1433140086913261568

Top URLs in Tweet in G4:
[1] https://twitter.com/lrainie/status/1433140086913261568

Top URLs in Tweet in G5:
[2] https://www.pewresearch.org/internet/2021/09/01/the-internet-and-the-pandemic/
[1] https://twitter.com/lrainie/status/1433140086913261568
[1] https://twitter.com/lrainie/status/1433157429815136267
[1] https://twitter.com/lrainie/status/1433122763422699527

Top URLs in Tweet in G6:
[1] https://twitter.com/lrainie/status/1433122763422699527

Top URLs in Tweet in G7:
[1] https://twitter.com/lrainie/status/1433128020571828229

Top Domains
Top Domains in Tweet in Entire Graph:
[33] pewresearch.org
[18] twitter.com
[10] pewrsr.ch
[1] pewforum.org
[1] brookings.edu

Top Domains in Tweet in G1:
[25] pewresearch.org
[1] pewforum.org
[1] pewrsr.ch

Top Domains in Tweet in G2:
[9] pewrsr.ch
[6] pewresearch.org
[1] twitter.com

Top Domains in Tweet in G3:
[11] twitter.com
[1] brookings.edu

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

Top Domains in Tweet in G5:
[3] twitter.com
[2] pewresearch.org

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

Top Domains in Tweet in G7:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6] digitaldivides
[2] internet
[2] precariousbroadband
[2] digitaldivide
[2] zoomfatigue
[1] icymi
[1] future
[1] tech
[1] homeworkgap



Top Hashtags in Tweet in G1:
[6] digitaldivides
[1] digitaldivide
[1] homeworkgap
[1] zoomfatigue

Top Hashtags in Tweet in G2:
[2] internet
[1] icymi
[1] digitaldivide
[1] zoomfatigue

Top Hashtags in Tweet in G4:
[1] future
[1] tech

Top Hashtags in Tweet in G6:
[2] precariousbroadband

Top Words
Top Words in Tweet in Entire Graph:
[46] lrainie
[43] americans
[39] pewresearch
[35] pandemic
[26] internet
[25] during
[25] time
[23] more
[23] feel
[23] close

Top Words in Tweet in G1:
[29] pewresearch
[26] lrainie
[23] americans
[20] time
[20] feel
[19] pandemic
[19] close
[15] more
[14] less
[13] parents

Top Words in Tweet in G2:
[20] lrainie
[20] americans
[13] pandemic
[12] during
[12] internet
[10] pewinternet
[8] pewresearch
[8] important
[8] essential
[7] 90

Top Words in Tweet in G3:
[3] people
[2] used
[2] public
[2] parents
[2] more

Top Words in Tweet in G5:
[3] broadband
[3] users
[3] lower
[3] incomes
[3] particularly
[3] connection
[3] problems
[3] affordability
[3] concerns
[2] colleenamcclain

Top Words in Tweet in G6:
[2] usa
[2] #precariousbroadband

Top Words in Tweet in G7:
[2] interesting
[2] report
[2] digital
[2] habits
[2] during
[2] pandemic
[2] aside
[2] predictable
[2] impacts
[2] video

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[25] during,pandemic
[14] screen,time
[13] feel,less
[13] less,close
[13] internet,essential
[12] parents,kids
[12] covid,19
[12] broadband,users
[12] americans,internet
[11] update,screen

Top Word Pairs in Tweet in G1:
[11] during,pandemic
[11] screen,time
[11] feel,less
[11] less,close
[9] covid,19
[9] update,screen
[9] time,battleground
[9] battleground,families
[9] families,72
[9] 72,parents

Top Word Pairs in Tweet in G2:
[12] during,pandemic
[8] lrainie,pewinternet
[8] americans,internet
[8] internet,essential
[7] pewinternet,90
[7] 90,americans
[7] essential,important
[7] important,during
[7] pandemic,many
[7] many,mad

Top Word Pairs in Tweet in G5:
[3] broadband,users
[3] users,lower
[3] lower,incomes
[3] incomes,particularly
[3] particularly,connection
[3] connection,problems
[3] problems,affordability
[3] affordability,concerns
[2] colleenamcclain,broadband
[2] pewresearch,pewinternet

Top Word Pairs in Tweet in G6:
[2] usa,#precariousbroadband

Top Word Pairs in Tweet in G7:
[2] interesting,report
[2] report,digital
[2] digital,habits
[2] habits,during
[2] during,pandemic
[2] pandemic,aside
[2] aside,predictable
[2] predictable,impacts
[2] impacts,video
[2] video,calling

Top Replied-To
Top Replied-To in Entire Graph:
@lrainie

Top Replied-To in G2:
@lrainie

Top Mentioned
Top Mentioned in Entire Graph:
@lrainie
@pewresearch
@pewinternet
@imagineinternet
@colleenamcclain
@hshartig
@johngramlich
@gregsmith_polls
@gottfriedjeff
@carrolldoherty

Top Mentioned in G1:
@pewresearch
@lrainie
@pewinternet
@hshartig
@imagineinternet
@carrolldoherty
@gottfriedjeff
@gregsmith_polls
@johngramlich

Top Mentioned in G2:
@lrainie
@pewinternet
@pewresearch
@imagineinternet
@cacpgt
@colleenamcclain

Top Mentioned in G4:
@cabinetofficeuk
@ukintacademy

Top Mentioned in G5:
@colleenamcclain
@pewresearch
@pewinternet

Top Mentioned in G6:
@sutherla

Top Mentioned in G7:
@dionnelew

Top Tweeters
Top Tweeters in Entire Graph:
@metaquest
@grannynannynews
@beccanalia
@celestebyrne3
@whysharksmatter
@sequoia2001
@sherrodharris
@mojamesapted
@clancynewyork
@davemc99ta

Top Tweeters in G1:
@metaquest
@sequoia2001
@sherrodharris
@mojamesapted
@davemc99ta
@rhianna
@work_cooling
@jstewartresist
@nickriccardi
@ghayasm73

Top Tweeters in G2:
@grannynannynews
@celestebyrne3
@whysharksmatter
@iowhawk
@buddaprotocol
@pewresearch
@mediatedreality
@aram
@pewinternet
@paulmbaker

Top Tweeters in G3:
@clancynewyork
@howubenben
@steveakinsseo
@davidsharp84
@susannahfox
@seanmmcdonald
@sam_a_bell
@jvitak
@gordonmaples
@mlevine_jgcc

Top Tweeters in G4:
@cabinetofficeuk
@aiaevans
@ukintacademy

Top Tweeters in G5:
@johngmcnutt
@qofcan
@colleenamcclain

Top Tweeters in G6:
@sutherla
@inckerron

Top Tweeters in G7:
@beccanalia
@dionnelew


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