lrainie, Twitter, 1/20/2022 3:44:53 AM, 270320


FAQ | Problem?

lrainie_2022-01-19_19-42-12.xlsx
lrainie_2022-01-19_19-42-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 20, 2022
Short Description:
lrainie via NodeXL https://bit.ly/33O8wN9
@lrainie
@kmmunger
@wilbertnamanya
@danbuk4
@pewresearch
@katmatsa
@be4ngos
@michaeldimock
@carlmalamud
@pewinternet

Top hashtags:
#socialmedia
#gigeconomy
#journalism
#wesgov214
#jrm327

Description:
Description
The graph represents a network of 163 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, 20 January 2022 at 03:42 UTC.

The requested start date was Thursday, 20 January 2022 at 01:01 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 10-day, 14-hour, 21-minute period from Thursday, 06 January 2022 at 11:21 UTC to Monday, 17 January 2022 at 01:42 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 : 163
Unique Edges : 97
Edges With Duplicates : 314
Total Edges : 411
Number of Edge Types : 5
Tweet : 28
Retweet : 134
MentionsInRetweet : 179
Mentions : 65
Replies to : 5
Self-Loops : 30
Reciprocated Vertex Pair Ratio : 0.04
Reciprocated Edge Ratio : 0.0769230769230769
Connected Components : 16
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 138
Maximum Edges in a Connected Component : 378
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 3.028906
Graph Density : 0.00787699765204878
Modularity : 0.352418
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 163 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, 20 January 2022 at 03:42 UTC.

The requested start date was Thursday, 20 January 2022 at 01:01 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 10-day, 14-hour, 21-minute period from Thursday, 06 January 2022 at 11:21 UTC to Monday, 17 January 2022 at 01:42 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:
[14] https://twitter.com/lrainie/status/1481700336851165185
[5] https://www.pewresearch.org/fact-tank/2022/01/06/three-in-ten-americans-now-read-e-books/
[4] https://www.pewresearch.org/fact-tank/2022/01/13/share-of-those-65-and-older-who-are-tech-users-has-grown-in-the-past-decade/
[2] https://www.pewresearch.org/2022/01/05/trust-in-america-do-americans-trust-the-news-media/
[2] https://www.youtube.com/watch?v=TNQsmPf24go&feature=youtu.be

[2] https://www.pewresearch.org/fact-tank/2021/12/14/for-many-americans-views-of-offensive-speech-arent-necessarily-clear-cut/?utm_content=buffer03e5c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/lrainie/status/1482692643138289674
[1] https://pewtrusts.wd5.myworkdayjobs.com/CenterExternal
[1] https://historycoalition.org/2022/01/12/archivist-of-the-us-david-ferriero-announces-retirement/
[1] https://www.pewresearch.org/politics/2021/04/22/republicans-and-democrats-move-further-apart-in-views-of-voting-access/

Top URLs in Tweet in G1:
[1] https://twitter.com/lrainie/status/1481700336851165185

Top URLs in Tweet in G2:
[5] https://www.pewresearch.org/fact-tank/2022/01/06/three-in-ten-americans-now-read-e-books/
[3] https://www.pewresearch.org/fact-tank/2022/01/13/share-of-those-65-and-older-who-are-tech-users-has-grown-in-the-past-decade/
[1] https://www.pewresearch.org/fact-tank/2022/01/14/some-gender-disparities-widened-in-the-u-s-workforce-during-the-pandemic/
[1] https://www.pewresearch.org/politics/quiz/political-typology/
[1] https://www.pewresearch.org/fact-tank/2022/01/05/americans-at-the-ends-of-the-ideological-spectrum-are-the-most-active-in-national-politics/
[1] https://www.pewresearch.org/fact-tank/2021/12/14/for-many-americans-views-of-offensive-speech-arent-necessarily-clear-cut/?utm_content=buffer03e5c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://www.pewinternet.org/2016/11/17/gig-work-online-selling-and-home-sharing/
[1] https://www.pewresearch.org/internet/fact-sheet/internet-broadband/
[1] https://twitter.com/pewinternet/status/1481680945161719813
[1] https://pewtrusts.wd5.myworkdayjobs.com/CenterExternal

Top URLs in Tweet in G3:
[1] https://pewrsr.ch/3t2xcMF
[1] https://www.pewresearch.org/fact-tank/2021/12/14/for-many-americans-views-of-offensive-speech-arent-necessarily-clear-cut/?utm_content=buffer03e5c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/3eU9Noi
[1] https://pewrsr.ch/33boMrM

Top URLs in Tweet in G4:
[2] https://www.pewresearch.org/2022/01/05/trust-in-america-do-americans-trust-the-news-media/
[1] https://www.youtube.com/watch?v=VdH7G9I30No&list=PLZ9z-Af5ISaswq9yoHM32olz4-AITb1Dl&index=5


Top URLs in Tweet in G5:
[2] https://www.youtube.com/watch?v=TNQsmPf24go&feature=youtu.be

[1] https://www.pewresearch.org/fact-tank/2021/07/22/wide-partisan-divide-on-whether-voting-is-a-fundamental-right-or-a-privilege-with-responsibilities/
[1] https://www.pewresearch.org/politics/2021/04/22/republicans-and-democrats-move-further-apart-in-views-of-voting-access/
[1] https://www.pewresearch.org/fact-tank/2022/01/13/share-of-those-65-and-older-who-are-tech-users-has-grown-in-the-past-decade/

Top URLs in Tweet in G6:
[9] https://twitter.com/lrainie/status/1481700336851165185
[1] https://twitter.com/lrainie/status/1481697275793620996
[1] https://twitter.com/lrainie/status/1482692643138289674

Top URLs in Tweet in G7:
[1] https://twitter.com/lrainie/status/1479137702670917635

Top URLs in Tweet in G8:
[1] https://www.pewresearch.org/internet/2020/06/30/power-dynamics-play-a-key-role-in-problems-and-innovation/

Top URLs in Tweet in G9:
[1] https://twitter.com/lrainie/status/1481700336851165185

Top URLs in Tweet in G10:
[1] https://twitter.com/lrainie/status/1481700336851165185

Top Domains
Top Domains in Tweet in Entire Graph:
[21] pewresearch.org
[19] twitter.com
[5] pewrsr.ch
[3] youtube.com
[1] myworkdayjobs.com
[1] historycoalition.org
[1] pewforum.org
[1] sicss.io
[1] pewinternet.org

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[14] pewresearch.org
[3] twitter.com
[2] pewrsr.ch
[1] pewinternet.org
[1] myworkdayjobs.com
[1] historycoalition.org
[1] pewforum.org
[1] sicss.io

Top Domains in Tweet in G3:
[3] pewrsr.ch
[1] pewresearch.org

Top Domains in Tweet in G4:
[2] pewresearch.org
[1] youtube.com

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

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

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

Top Domains in Tweet in G8:
[1] pewresearch.org

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[32] socialmedia
[2] gigeconomy
[1] journalism
[1] wesgov214
[1] jrm327



Top Hashtags in Tweet in G1:
[1] socialmedia

Top Hashtags in Tweet in G2:
[29] socialmedia
[1] gigeconomy

Top Hashtags in Tweet in G3:
[1] socialmedia

Top Hashtags in Tweet in G4:
[1] journalism

Top Hashtags in Tweet in G5:
[1] socialmedia
[1] gigeconomy

Top Hashtags in Tweet in G6:
[1] jrm327
[1] wesgov214

Top Words
Top Words in Tweet in Entire Graph:
[121] media
[99] social
[84] those
[70] lrainie
[52] years
[49] pewresearch
[47] misinformation
[47] few
[44] co
[44] become

Top Words in Tweet in G1:
[88] social
[88] media
[45] those
[44] misinformation
[44] become
[44] problem
[44] past
[44] few
[44] years
[44] probably

Top Words in Tweet in G2:
[32] lrainie
[32] share
[31] older
[31] use
[31] those
[31] 65
[29] #socialmedia
[29] grew
[29] fourfold
[29] 2010

Top Words in Tweet in G3:
[22] pewresearch
[20] book
[19] lrainie
[12] trust
[12] growing
[10] bunch
[10] headlines
[10] reading
[10] data
[10] readers

Top Words in Tweet in G4:
[14] trust
[13] news
[12] katmatsa
[12] lrainie
[11] media
[7] americans
[6] pewjournalism
[5] listen
[5] discussing
[5] findings

Top Words in Tweet in G5:
[5] lrainie
[4] pewresearch
[4] pewinternet
[3] use
[3] voting
[2] 65
[2] democrats
[2] republicans
[2] 2021
[2] survey

Top Words in Tweet in G6:
[2] think
[2] use

Top Words in Tweet in G7:
[9] format
[9] books
[8] book
[8] continues
[8] grow
[8] critical
[8] law
[8] protect
[8] ability
[8] libraries

Top Words in Tweet in G9:
[2] old
[2] people
[2] really
[2] getting
[2] social
[2] media
[2] explains
[2] lot
[2] growth
[2] misinformation

Top Words in Tweet in G10:
[2] demographics
[2] destiny
[2] content
[2] recommendation
[2] algorithm
[2] edition
[2] kind
[2] amusing
[2] thought
[2] way

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[95] social,media
[44] misinformation,become
[44] become,problem
[44] problem,social
[44] media,past
[44] past,few
[44] few,years
[44] years,probably
[44] probably,those
[44] those,damn

Top Word Pairs in Tweet in G1:
[88] social,media
[44] misinformation,become
[44] become,problem
[44] problem,social
[44] media,past
[44] past,few
[44] few,years
[44] years,probably
[44] probably,those
[44] those,damn

Top Word Pairs in Tweet in G2:
[30] those,65
[30] 65,older
[29] share,those
[29] older,use
[29] use,#socialmedia
[29] #socialmedia,grew
[29] grew,fourfold
[29] fourfold,2010
[29] 2010,proportion
[29] proportion,users

Top Word Pairs in Tweet in G3:
[10] lrainie,bunch
[10] bunch,headlines
[10] headlines,pewresearch
[10] pewresearch,book
[10] book,reading
[10] reading,data
[10] data,book
[10] book,readers
[10] readers,growing
[10] growing,print

Top Word Pairs in Tweet in G4:
[11] trust,news
[11] news,media
[10] katmatsa,lrainie
[6] americans,trust
[5] media,listen
[5] listen,katmatsa
[5] lrainie,discussing
[5] discussing,findings
[4] pewjournalism,americans
[2] summarizing,decade's

Top Word Pairs in Tweet in G5:
[2] 2021,pewresearch
[2] pewresearch,survey
[2] internet,work
[2] work,glad
[2] glad,asked
[2] asked,zackhonarvar
[2] zackhonarvar,ptetlock
[2] ptetlock,pewinternet
[2] pewinternet,ajblum
[2] ajblum,bannerite

Top Word Pairs in Tweet in G7:
[8] book,format
[8] format,books
[8] books,continues
[8] continues,grow
[8] grow,critical
[8] critical,law
[8] law,protect
[8] protect,ability
[8] ability,libraries
[8] libraries,lend

Top Word Pairs in Tweet in G9:
[2] old,people
[2] people,really
[2] really,getting
[2] getting,social
[2] social,media
[2] media,explains
[2] explains,lot
[2] lot,growth
[2] growth,misinformation
[2] misinformation,recent

Top Word Pairs in Tweet in G10:
[2] demographics,destiny
[2] destiny,content
[2] content,recommendation
[2] recommendation,algorithm
[2] algorithm,edition
[2] edition,kind
[2] kind,amusing
[2] amusing,thought
[2] thought,way

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@lrainie
@pewresearch
@kmmunger
@katmatsa
@pewinternet
@annemariebridy
@michaeldimock
@pewjournalism
@johngramlich
@carrolldoherty

Top Mentioned in G1:
@kmmunger
@lrainie

Top Mentioned in G2:
@lrainie
@pewresearch
@pewinternet
@mtfaverio
@carrolldoherty
@johngramlich
@katmatsa
@misteramp
@dferriero
@nathankalmoe

Top Mentioned in G3:
@pewresearch
@lrainie
@michaeldimock
@katmatsa
@ruthigielnik
@rakeshkochhar
@hshartig
@b_radj_ones

Top Mentioned in G4:
@katmatsa
@lrainie
@pewjournalism
@pewresearch
@shangwood
@kimberarias
@galenstocking

Top Mentioned in G5:
@lrainie
@pewresearch
@pewinternet
@zackhonarvar
@ptetlock
@ajblum
@bannerite
@katmatsa
@danbuk4
@ronhall46

Top Mentioned in G7:
@annemariebridy

Top Mentioned in G8:
@pewresearch
@emily_vogels
@lrainie
@jannaq

Top Mentioned in G9:
@decustecu

Top Mentioned in G10:
@rsbutner

Top Tweeters
Top Tweeters in Entire Graph:
@tradermarcocost
@bannerite
@ansisegle
@geoff9cow
@craignewman
@dihuang
@margymaclibrary
@imnotowned
@razarumi
@ronhall46

Top Tweeters in G1:
@ansisegle
@benedictevans
@dc2ca
@bmbaumgartner
@garrett_wollman
@grumpy_demo
@brendannyhan
@futuristpaul
@traiandoc
@justmeanybody

Top Tweeters in G2:
@razarumi
@thesiliconhill
@njerusamuel
@sociojen
@ypramudya
@creddingvye
@nathanallenwade
@carlmalamud
@ade_oshineye
@ra

Top Tweeters in G3:
@tradermarcocost
@craignewman
@dihuang
@alexisceule
@pewresearch
@sushobhan
@beaftermath
@jeremytenre
@comprof1
@pollsandvotes

Top Tweeters in G4:
@juliaangelenpr
@hccommentator1
@qklaten
@shangwood
@gregbarila
@pewjournalism
@newslitproject
@rachelweisel
@michaelbarthel
@mremez

Top Tweeters in G5:
@bannerite
@geoff9cow
@ronhall46
@danbuk4
@walterdgreason
@pewinternet
@johngramlich
@zackhonarvar
@ajblum
@ptetlock

Top Tweeters in G6:
@imnotowned
@alexyablon
@czuegner
@brace
@jakemgrumbach
@heikkisairanen
@dana_pull
@rpdotasha
@efranklinfowler
@stevekolowich

Top Tweeters in G7:
@margymaclibrary
@tceles_b_hsup
@annemariebridy
@0xcede
@cmfrancoise
@dewill90
@farbthink
@libskrat

Top Tweeters in G8:
@be4ngos
@jannaq
@emily_vogels

Top Tweeters in G9:
@tomdrabowicz
@decustecu

Top Tweeters in G10:
@cchelberg
@rsbutner