lrainie, Twitter, 6/10/2021 3:33:13 AM, 256567


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lrainie_2021-06-09_19-42-12.xlsx
lrainie_2021-06-09_19-42-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 10, 2021
Short Description:
lrainie via NodeXL https://bit.ly/3ziaQqU
@lrainie
@pewresearch
@datadotorg
@pewinternet
@dynamicinaction
@colleenamcclain
@alexisceule
@mikhailovdanil
@japoushter
@johngramlich

Top hashtags:
#broadband
#datadrivesimpact
#facebook
#smartphones
#digitaldivides

Description:
Description
The graph represents a network of 108 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, 10 June 2021 at 02:42 UTC.

The requested start date was Thursday, 10 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 12-day, 3-hour, 21-minute period from Thursday, 27 May 2021 at 16:30 UTC to Tuesday, 08 June 2021 at 19:51 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 : 108
Unique Edges : 103
Edges With Duplicates : 431
Total Edges : 534
Number of Edge Types : 5
Retweet : 115
MentionsInRetweet : 218
Mentions : 171
Tweet : 22
Replies to : 8
Self-Loops : 22
Reciprocated Vertex Pair Ratio : 0.100529100529101
Reciprocated Edge Ratio : 0.182692307692308
Connected Components : 6
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 92
Maximum Edges in a Connected Component : 508
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.226676
Graph Density : 0.0179993077189339
Modularity : 0.227423
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 108 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, 10 June 2021 at 02:42 UTC.

The requested start date was Thursday, 10 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 12-day, 3-hour, 21-minute period from Thursday, 27 May 2021 at 16:30 UTC to Tuesday, 08 June 2021 at 19:51 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://zoom.us/webinar/register/WN_92XPVhhYR0aHYtZJFv_x4g
[10] https://www.pewresearch.org/fact-tank/2021/06/01/facts-about-americans-and-facebook/
[6] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[5] https://www.pewresearch.org/fact-tank/2021/06/03/34-of-lower-income-home-broadband-users-have-had-trouble-paying-for-their-service-amid-covid-19/
[3] https://twitter.com/lrainie/status/1400559188196171777
[3] https://twitter.com/lrainie/status/1400560467962118150
[2] https://twitter.com/lrainie/status/1400551346340782084
[2] https://twitter.com/lrainie/status/1399813606133403654
[1] https://pewrsr.ch/3taOYtk
[1] https://pewrsr.ch/3fL90Y8

Top URLs in Tweet in G1:
[10] https://www.pewresearch.org/fact-tank/2021/06/01/facts-about-americans-and-facebook/
[5] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[3] https://www.pewresearch.org/fact-tank/2021/06/03/34-of-lower-income-home-broadband-users-have-had-trouble-paying-for-their-service-amid-covid-19/
[2] https://twitter.com/lrainie/status/1399813606133403654
[1] https://www.pewresearch.org/topic/internet-technology/
[1] https://twitter.com/JohnHendel/status/1400424259445526532
[1] https://www.pewresearch.org/fact-tank/2021/05/05/americans-divided-on-whether-trump-should-be-permanently-banned-from-social-media/
[1] https://www.pewresearch.org/publications/?programs=data-labs#recent-publications
[1] https://twitter.com/griverorz/status/1393256964738752517
[1] https://www.pewresearch.org/internet/datasets/

Top URLs in Tweet in G2:
[1] https://twitter.com/pewscience/status/1400523943988060170
[1] https://pewrsr.ch/3wF0Aah
[1] https://pewrsr.ch/2TmOLak
[1] https://pewrsr.ch/33idNsF
[1] https://pewrsr.ch/3fMKmVB
[1] https://pewrsr.ch/3fBZ2Im
[1] https://bit.ly/3z1aQvt
[1] https://twitter.com/lrainie/status/1397562761245339654?s=20

Top URLs in Tweet in G3:
[2] https://www.pewresearch.org/fact-tank/2021/06/03/34-of-lower-income-home-broadband-users-have-had-trouble-paying-for-their-service-amid-covid-19/
[2] https://twitter.com/lrainie/status/1400560467962118150
[1] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[1] http://newsbreaks.infotoday.com/Spotlight/Pew-Research-Center-Looks-at-Where-We-Are-Now-147217.asp
[1] https://twitter.com/lrainie/status/1400557716553228290

Top URLs in Tweet in G4:
[17] https://zoom.us/webinar/register/WN_92XPVhhYR0aHYtZJFv_x4g
[1] https://twitter.com/DataDotOrg/status/1400118613953089536

Top URLs in Tweet in G5:
[3] https://twitter.com/lrainie/status/1400559188196171777

Top URLs in Tweet in G6:
[2] https://twitter.com/lrainie/status/1400551346340782084

Top URLs in Tweet in G7:
[1] https://twitter.com/lrainie/status/1400560467962118150

Top URLs in Tweet in G8:
[1] https://twitter.com/lrainie/status/1400553921614123013
[1] https://twitter.com/lrainie/status/1400552819258703877

Top Domains
Top Domains in Tweet in Entire Graph:
[32] pewresearch.org
[26] twitter.com
[17] zoom.us
[9] pewrsr.ch
[2] journalism.org
[1] infotoday.com
[1] bit.ly

Top Domains in Tweet in G1:
[29] pewresearch.org
[12] twitter.com
[4] pewrsr.ch
[2] journalism.org

Top Domains in Tweet in G2:
[5] pewrsr.ch
[2] twitter.com
[1] bit.ly

Top Domains in Tweet in G3:
[3] pewresearch.org
[3] twitter.com
[1] infotoday.com

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

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

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

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

Top Domains in Tweet in G8:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[32] broadband
[8] datadrivesimpact
[7] facebook
[6] smartphones
[5] digitaldivides
[5] ethicalai
[2] socialmedia
[2] twitter
[1] internetlibrarian
[1] cildc



Top Hashtags in Tweet in G1:
[17] broadband
[7] facebook
[2] smartphones
[2] twitter
[1] digitaldivides
[1] ethicalai
[1] socialmedia
[1] teenagers
[1] youtube

Top Hashtags in Tweet in G2:
[12] broadband
[4] digitaldivides
[3] smartphones
[1] ethicalai

Top Hashtags in Tweet in G3:
[1] internetlibrarian
[1] cildc
[1] socialmedia
[1] broadband
[1] opendata

Top Hashtags in Tweet in G4:
[8] datadrivesimpact
[3] ethicalai
[2] broadband
[1] smartphones

Top Hashtags in Tweet in G8:
[1] teachjmc

Top Words
Top Words in Tweet in Entire Graph:
[96] lrainie
[78] pewresearch
[64] home
[54] americans
[47] report
[36] adults
[32] #broadband
[31] ai
[30] broadband
[30] ethical

Top Words in Tweet in G1:
[34] pewresearch
[28] home
[28] americans
[23] adults
[23] lrainie
[18] facebook
[17] #broadband
[16] those
[15] major
[13] disadvantage

Top Words in Tweet in G2:
[36] lrainie
[33] pewresearch
[26] home
[17] americans
[17] report
[16] broadband
[15] users
[14] 10
[14] 34
[14] lower

Top Words in Tweet in G3:
[13] pewinternet
[10] smartphone
[10] broadband
[8] lrainie
[7] adults
[7] home
[7] major
[7] disadvantage
[6] more
[6] americans

Top Words in Tweet in G4:
[29] lrainie
[25] ai
[24] ethical
[20] join
[18] report
[18] drturnerlee
[18] mikhailovdanil
[17] ethanz
[17] uyistewart
[16] register

Top Words in Tweet in G5:
[2] buen
[2] material
[2] alumni
[2] prince
[2] mawessel
[2] hernanborre
[2] julio_fuoco

Top Words in Tweet in G6:
[5] pew's
[5] longitudinal
[5] research
[5] invaluable
[5] take
[5] note
[5] tech
[5] folks
[4] cydharrell

Top Words in Tweet in G7:
[4] data
[4] lee
[3] wikisteff

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[31] home,#broadband
[28] ethical,ai
[27] major,disadvantage
[23] home,broadband
[21] ai,design
[19] pewresearch,report
[18] 10,facts
[18] facebook,pewresearch
[18] pewresearch,studies
[16] june,16

Top Word Pairs in Tweet in G1:
[16] home,#broadband
[13] major,disadvantage
[10] 10,facts
[10] facebook,pewresearch
[10] pewresearch,studies
[9] social,media
[7] majorities,americans
[7] americans,think
[7] think,those
[7] those,without

Top Word Pairs in Tweet in G2:
[14] lrainie,34
[14] 34,lower
[14] lower,income
[14] income,home
[14] home,broadband
[14] broadband,users
[14] users,trouble
[14] trouble,paying
[14] paying,service
[14] service,amid

Top Word Pairs in Tweet in G3:
[7] major,disadvantage
[5] 15,adults
[5] adults,smartphone
[5] home,broadband
[5] more,pewinternet
[5] pewinternet,work
[5] work,outlining
[5] outlining,ways
[5] ways,americans
[5] americans,see

Top Word Pairs in Tweet in G4:
[22] ethical,ai
[15] ai,design
[15] lrainie,mikhailovdanil
[14] design,next
[14] next,decade
[13] june,16
[12] ethanz,uyistewart
[11] uyistewart,conversation
[11] drturnerlee,quickresolute
[10] conversation,lrainie

Top Word Pairs in Tweet in G5:
[2] buen,material
[2] material,alumni
[2] alumni,prince
[2] prince,mawessel
[2] mawessel,hernanborre
[2] hernanborre,julio_fuoco

Top Word Pairs in Tweet in G6:
[5] pew's,longitudinal
[5] longitudinal,research
[5] research,invaluable
[5] invaluable,take
[5] take,note
[5] note,tech
[5] tech,folks
[4] cydharrell,pew's

Top Word Pairs in Tweet in G7:
[4] data,lee
[3] wikisteff,data

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pewresearch
@lrainie
@pewinternet
@datadotorg
@drturnerlee
@mikhailovdanil
@ethanz
@uyistewart
@quickresolute
@jannaq

Top Mentioned in G1:
@pewresearch
@lrainie
@pewinternet
@pewscience
@datadotorg
@johngramlich
@mikhailovdanil
@drturnerlee
@ethanz
@uyistewart

Top Mentioned in G2:
@lrainie
@pewresearch
@datadotorg
@colleenamcclain
@pewinternet

Top Mentioned in G3:
@pewinternet
@lrainie
@colleenamcclain
@mishateplitskiy
@deeperlee

Top Mentioned in G4:
@lrainie
@pewresearch
@drturnerlee
@mikhailovdanil
@ethanz
@uyistewart
@quickresolute
@datadotorg
@jannaq
@elonuniversity

Top Mentioned in G5:
@mawessel
@hernanborre
@julio_fuoco
@alxprince
@princeconsul

Top Mentioned in G6:
@cydharrell

Top Mentioned in G7:
@wikisteff

Top Tweeters
Top Tweeters in Entire Graph:
@donnathorson
@foxnews
@appliedsoft
@failureofhuman1
@corona_ssyt
@allesundnix_
@lldzne
@wikisteff
@techmemechatter
@tomdrabowicz

Top Tweeters in G1:
@foxnews
@allesundnix_
@observa73524977
@threefourteen
@alexisceule
@facttank
@cbastepup
@missmaryjane03
@mattizcoop
@raylehr

Top Tweeters in G2:
@donnathorson
@appliedsoft
@failureofhuman1
@corona_ssyt
@tomdrabowicz
@danbuk4
@jricole
@kitson
@post_liberal
@sondracosgrove

Top Tweeters in G3:
@lldzne
@techmemechatter
@jag_____
@searinglyaaron
@dallasleebridge
@fortmyersdem
@perryhewitt
@pewinternet
@dudurudh
@bethnoveck

Top Tweeters in G4:
@thesiliconhill
@ethanz
@elonuniversity
@drturnerlee
@jannaq
@isocdc
@mikhailovdanil
@el
@quickresolute
@accelerateai

Top Tweeters in G5:
@alxprince
@hernanborre
@princeconsul
@mawessel
@julio_fuoco

Top Tweeters in G6:
@intentionaut
@cydharrell
@dawnahukanna
@finokoye
@atuin_express

Top Tweeters in G7:
@wikisteff
@jasminchill
@kcarruthers
@kaylehatt

Top Tweeters in G8:
@gravadersdagar
@drsturg