lrainie, Twitter, 6/17/2021 3:06:09 AM, 257096


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lrainie_2021-06-16_19-42-12.xlsx
lrainie_2021-06-16_19-42-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 17, 2021
Short Description:
lrainie via NodeXL https://bit.ly/3cLqEc0
@lrainie
@pewresearch
@pchamard
@evasmartai
@bimedotcom
@datadotorg
@pewinternet
@lrai
@sueurahn
@jamescwitte

Top hashtags:
#broadband
#ethicalai
#ai
#datadrivesimpact
#smartphones
#digitaldivides
#socialmedia
#ethics

Description:
Description
The graph represents a network of 221 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, 17 June 2021 at 02:42 UTC.

The requested start date was Thursday, 17 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, 6-hour, 25-minute period from Thursday, 03 June 2021 at 12:53 UTC to Wednesday, 16 June 2021 at 19:19 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 : 221
Unique Edges : 303
Edges With Duplicates : 609
Total Edges : 912
Number of Edge Types : 5
Retweet : 175
MentionsInRetweet : 347
Mentions : 343
Replies to : 10
Tweet : 37
Self-Loops : 37
Reciprocated Vertex Pair Ratio : 0.0774647887323944
Reciprocated Edge Ratio : 0.143790849673203
Connected Components : 10
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 198
Maximum Edges in a Connected Component : 876
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.376206
Graph Density : 0.00944055944055944
Modularity : 0.301176
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 221 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, 17 June 2021 at 02:42 UTC.

The requested start date was Thursday, 17 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, 6-hour, 25-minute period from Thursday, 03 June 2021 at 12:53 UTC to Wednesday, 16 June 2021 at 19:19 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:
[30] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[16] https://zoom.us/webinar/register/WN_92XPVhhYR0aHYtZJFv_x4g
[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/
[4] https://www.pewresearch.org/topic/internet-technology/
[4] https://twitter.com/lrainie/status/1405166515754786819
[3] https://twitter.com/lrainie/status/1400551346340782084
[3] https://twitter.com/lrainie/status/1400559188196171777
[3] https://twitter.com/lrainie/status/1400560467962118150
[2] https://www.elon.edu/u/imagining/surveys/xii-2021/ethical-ai-design-2030/

Top URLs in Tweet in G1:
[11] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[5] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/
[4] https://www.pewresearch.org/topic/internet-technology/
[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/
[1] https://www.pewresearch.org/internet/datasets/
[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/fact-tank/2021/06/01/facts-about-americans-and-facebook/?utm_content=buffer92ac2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.pewresearch.org/publications/?programs=data-labs#recent-publications
[1] https://twitter.com/griverorz/status/1393256964738752517

Top URLs in Tweet in G2:
[3] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[2] https://www.elon.edu/u/imagining/surveys/xii-2021/ethical-ai-design-2030/
[2] https://isoc.live/14172/
[1] https://docs.google.com/forms/d/e/1FAIpQLSc0wbnG6-swr0u_0dnqKSA8TPAKkJMGFyxjSDvRLDGHcon87g/viewform?org=982&lvl=100&ite=8558&lea=1840125&ctr=0&par=1&trk=&utm_content=bufferc11dc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/3fMKmVB
[1] https://pewrsr.ch/3fBZ2Im
[1] https://bit.ly/3z1aQvt
[1] https://pewrsr.ch/3zfwUT5
[1] https://pewrsr.ch/3w9CJzD
[1] https://pewrsr.ch/3gq09tW

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/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[1] https://pewrsr.ch/3g4G25G
[1] https://www.pewresearch.org/fact-tank/2021/06/01/facts-about-americans-and-facebook/?utm_content=buffer92ac2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://zoom.us/webinar/register/WN_92XPVhhYR0aHYtZJFv_x4g?utm_content=buffer07f30&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/lrainie/status/1405171230970351624
[1] https://zoom.us/webinar/register/WN_92XPVhhYR0aHYtZJFv_x4g?utm_source=AdaptiveMailer&utm_medium=email&utm_campaign=21-06-07%20Ethical%20AI%20event%20invitation%20-%20canvas%20respondents&org=982&lvl=100&ite=8648&lea=1855205&ctr=0&par=1&trk=
[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:
[13] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/

Top URLs in Tweet in G5:
[15] https://zoom.us/webinar/register/WN_92XPVhhYR0aHYtZJFv_x4g
[2] https://twitter.com/lrainie/status/1405165681537081346
[2] https://www.pewresearch.org/internet/2021/06/16/experts-doubt-ethical-ai-design-will-be-broadly-adopted-as-the-norm-within-the-next-decade/
[1] https://twitter.com/DataDotOrg/status/1400118613953089536
[1] https://twitter.com/lrainie/status/1405167524942172160
[1] https://twitter.com/lrainie/status/1405167388711084033
[1] https://twitter.com/pewinternet/status/1404831838397505540
[1] https://www.pewresearch.org/internet/2021/06/03/mobile-technology-and-home-broadband-2021/

Top URLs in Tweet in G6:
[3] https://twitter.com/lrainie/status/1400559188196171777

Top URLs in Tweet in G7:
[2] https://twitter.com/lrainie/status/1400551346340782084

Top URLs in Tweet in G8:
[1] https://twitter.com/SyracuseUNews/status/1405232216884531200
[1] https://twitter.com/pewinternet/status/1405169192811307010

Top URLs in Tweet in G9:
[1] https://twitter.com/lrainie/status/1400560467962118150

Top URLs in Tweet in G10:
[2] https://twitter.com/lrainie/status/1405166515754786819
[1] https://twitter.com/lrainie/status/1400553921614123013
[1] https://twitter.com/lrainie/status/1400552819258703877

Top Domains
Top Domains in Tweet in Entire Graph:
[58] pewresearch.org
[40] twitter.com
[20] zoom.us
[19] pewrsr.ch
[2] elon.edu
[2] cdc.gov
[2] isoc.live
[1] nytimes.com
[1] pewtrusts.org
[1] foreignaffairs.com

Top Domains in Tweet in G1:
[35] pewresearch.org
[13] twitter.com
[12] pewrsr.ch
[2] cdc.gov
[1] zoom.us
[1] nytimes.com
[1] pewtrusts.org
[1] vox.com
[1] foreignaffairs.com

Top Domains in Tweet in G2:
[6] pewrsr.ch
[3] pewresearch.org
[2] zoom.us
[2] elon.edu
[2] twitter.com
[2] isoc.live
[1] google.com
[1] bit.ly

Top Domains in Tweet in G3:
[4] pewresearch.org
[4] twitter.com
[2] zoom.us
[1] pewrsr.ch
[1] infotoday.com

Top Domains in Tweet in G4:
[13] pewresearch.org

Top Domains in Tweet in G5:
[15] zoom.us
[6] twitter.com
[3] pewresearch.org

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

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

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[33] broadband
[29] ethicalai
[11] ai
[9] datadrivesimpact
[6] smartphones
[5] digitaldivides
[2] socialmedia
[2] ethics
[2] igfusa2021
[2] igfusa



Top Hashtags in Tweet in G1:
[18] broadband
[3] ethicalai
[3] ai
[2] smartphones
[1] digitaldivides
[1] facebook
[1] socialmedia
[1] privacy
[1] ethics

Top Hashtags in Tweet in G2:
[12] broadband
[4] digitaldivides
[3] smartphones
[2] igfusa2021
[2] igfusa
[1] ethicalai

Top Hashtags in Tweet in G3:
[6] ai
[6] ethicalai
[1] facebook
[1] internetlibrarian
[1] cildc
[1] socialmedia
[1] broadband
[1] opendata

Top Hashtags in Tweet in G4:
[13] ethicalai
[1] ai
[1] ethics
[1] research

Top Hashtags in Tweet in G5:
[9] datadrivesimpact
[6] ethicalai
[2] broadband
[1] smartphones

Top Hashtags in Tweet in G8:
[1] ethical
[1] ai

Top Hashtags in Tweet in G10:
[1] teachjmc

Top Words
Top Words in Tweet in Entire Graph:
[138] lrainie
[106] pewresearch
[84] report
[68] ai
[64] home
[51] pewinternet
[50] design
[49] ethical
[46] americans
[40] next

Top Words in Tweet in G1:
[30] pewresearch
[28] home
[28] americans
[27] lrainie
[26] report
[26] adults
[20] ai
[19] people
[18] #broadband
[15] imagineinternet

Top Words in Tweet in G2:
[45] lrainie
[37] pewresearch
[26] home
[21] report
[16] broadband
[14] 34
[14] lower
[14] income
[14] users
[14] trouble

Top Words in Tweet in G3:
[27] pewinternet
[27] lrainie
[18] pewresearch
[13] panel
[12] discussion
[9] broadband
[8] more
[8] research
[8] smartphone
[7] adults

Top Words in Tweet in G4:
[14] bimedotcom
[13] experts
[13] doubt
[13] #ethicalai
[13] design
[13] broadly
[13] adopted
[13] norm
[13] within
[13] next

Top Words in Tweet in G5:
[34] lrainie
[33] report
[32] ethical
[31] ai
[24] datadotorg
[23] design
[20] june
[20] 16
[20] mikhailovdanil
[19] next

Top Words in Tweet in G6:
[2] buen
[2] material
[2] alumni
[2] prince
[2] mawessel
[2] hernanborre
[2] julio_fuoco

Top Words in Tweet in G7:
[5] pew's
[5] longitudinal
[5] research
[5] invaluable
[5] take
[5] note
[5] tech
[5] folks
[4] cydharrell

Top Words in Tweet in G8:
[2] lrainie
[2] early
[2] developments
[2] ai
[2] overwhelmingly
[2] great
[2] importance
[2] value
[2] society
[2] continue

Top Words in Tweet in G9:
[4] data
[4] lee
[3] wikisteff

Top Words in Tweet in G10:
[2] idc

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[39] ethical,ai
[38] next,decade
[33] ai,design
[31] home,#broadband
[30] panel,discussion
[28] june,16
[27] major,disadvantage
[23] design,next
[23] home,broadband
[22] report,ethical

Top Word Pairs in Tweet in G1:
[16] home,#broadband
[13] major,disadvantage
[11] pewresearch,imagineinternet
[10] imagineinternet,report
[8] ethics,ai
[7] majorities,americans
[7] americans,think
[7] think,those
[7] those,without
[7] without,home

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:
[12] panel,discussion
[7] major,disadvantage
[7] pewresearch,director
[7] director,pewinternet
[7] pewinternet,research
[7] research,lrainie
[7] lrainie,join
[7] join,panel
[7] discussion,hosted
[7] hosted,pewresearch

Top Word Pairs in Tweet in G4:
[13] experts,doubt
[13] doubt,#ethicalai
[13] #ethicalai,design
[13] design,broadly
[13] broadly,adopted
[13] adopted,norm
[13] norm,within
[13] within,next
[13] next,decade
[12] bimedotcom,experts

Top Word Pairs in Tweet in G5:
[30] ethical,ai
[23] ai,design
[19] next,decade
[18] design,next
[17] june,16
[16] report,ethical
[14] pewresearch's,report
[12] panel,discussion
[12] lrainie,mikhailovdanil
[10] drturnerlee,quickresolute

Top Word Pairs in Tweet in G6:
[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 G7:
[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 G8:
[2] early,developments
[2] developments,ai
[2] ai,overwhelmingly
[2] overwhelmingly,great
[2] great,importance
[2] importance,value
[2] value,society
[2] society,continue
[2] continue,provide

Top Word Pairs in Tweet in G9:
[4] data,lee
[3] wikisteff,data

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

Top Mentioned in G1:
@pewresearch
@lrainie
@imagineinternet
@pewinternet
@pewglobal
@johngramlich
@sueurahn
@datadotorg
@quickresolute
@mikhailovdanil

Top Mentioned in G2:
@lrainie
@pewresearch
@imagineinternet
@kim_c_parker
@pewinternet
@clemstrategy
@dustinrloup
@linkedin
@cfair1
@datadotorg

Top Mentioned in G3:
@pewinternet
@lrainie
@pewresearch
@datadotorg
@colleenamcclain
@digitalliberty
@imagineinternet
@l
@mishateplitskiy

Top Mentioned in G4:
@bimedotcom
@lrai
@lrainie
@jannaq
@emily_vogels
@pewresearch
@nigewillson
@nicochan33
@andi_staub
@mvollmer1

Top Mentioned in G5:
@pewresearch
@lrainie
@datadotorg
@mikhailovdanil
@drturnerlee
@quickresolute
@ethanz
@uyistewart
@jannaq
@pewinternet

Top Mentioned in G6:
@mawessel
@hernanborre
@julio_fuoco
@alxprince
@princeconsul

Top Mentioned in G7:
@cydharrell

Top Mentioned in G8:
@lrainie
@pewinternet
@syracuseunews
@ischoolsu
@leemcknight

Top Mentioned in G9:
@wikisteff

Top Tweeters
Top Tweeters in Entire Graph:
@rosenchild
@ml_tweet_bot
@nicochan33
@rwang0
@hubbucket
@rldi_lamy
@appliedsoft
@corona_ssyt
@maperez324
@lldzne

Top Tweeters in G1:
@jeffjarvis
@observa73524977
@post_liberal
@luke_stark
@foreignaffairs
@shelisrael
@iethics
@sfmnemonic
@pewstates
@amywebb

Top Tweeters in G2:
@rosenchild
@hubbucket
@appliedsoft
@corona_ssyt
@tomdrabowicz
@urfagundem
@teragramus
@jricole
@kitson
@sondracosgrove

Top Tweeters in G3:
@maperez324
@lldzne
@stem_nastics
@techmemechatter
@jag_____
@searinglyaaron
@stoweboyd
@dallasleebridge
@fortmyersdem
@pewinternet

Top Tweeters in G4:
@nicochan33
@rldi_lamy
@fabriziobustama
@alternative200
@mvollmer1
@corix_jc
@andi_staub
@nigewillson
@gaiapluto
@pchamard

Top Tweeters in G5:
@thesiliconhill
@ethanz
@perryhewitt
@elonuniversity
@drturnerlee
@datakind
@jimrosenberg
@jannaq
@eloncomm
@aiethicswatch

Top Tweeters in G6:
@alxprince
@hernanborre
@princeconsul
@mawessel
@julio_fuoco

Top Tweeters in G7:
@intentionaut
@cydharrell
@dawnahukanna
@finokoye
@atuin_express

Top Tweeters in G8:
@rwang0
@ischoolsu
@syracuseunews
@leemcknight

Top Tweeters in G9:
@wikisteff
@jasminchill
@kcarruthers
@kaylehatt

Top Tweeters in G10:
@gravadersdagar
@drsturg
@emrahgoker
@buzzcut_barbie