lrainie, Twitter, 5/14/2020 6:15:32 AM, 226704


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lrainie_2020-05-13_19-37-12.xlsx
lrainie_2020-05-13_19-37-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 14, 2020
Short Description:
lrainie via NodeXL https://bit.ly/3fWBv34
@lrainie
@danbuk4
@geoff9cow
@cacpgt
@qwantcom
@pewtrusts
@dominikbatorski
@pewinternet
@pewresearch
@profcarroll

Top hashtags:
#privacy
#socialmedia
#broadband
#homeworkgap
#coronavirus
#digitaldivide
#coronavirusoutbreak

Description:
Description
The graph represents a network of 131 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, 14 May 2020 at 02:37 UTC.

The requested start date was Thursday, 14 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 9-day, 21-hour, 38-minute period from Thursday, 30 April 2020 at 16:07 UTC to Sunday, 10 May 2020 at 13:45 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 : 131
Unique Edges : 98
Edges With Duplicates : 307
Total Edges : 405
Number of Edge Types : 5
Retweet : 120
MentionsInRetweet : 172
Tweet : 25
Mentions : 77
Replies to : 11
Self-Loops : 26
Reciprocated Vertex Pair Ratio : 0.0393258426966292
Reciprocated Edge Ratio : 0.0756756756756757
Connected Components : 12
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 105
Maximum Edges in a Connected Component : 365
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.262819
Graph Density : 0.0108631826189078
Modularity : 0.308831
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 131 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, 14 May 2020 at 02:37 UTC.

The requested start date was Thursday, 14 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 9-day, 21-hour, 38-minute period from Thursday, 30 April 2020 at 16:07 UTC to Sunday, 10 May 2020 at 13:45 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:
[6] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/?utm_content=buffere65d2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.pewresearch.org/internet/2020/05/08/dating-and-relationships-in-the-digital-age/?utm_content=bufferca60f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://twitter.com/lrainie/status/1257390860121112578
[4] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/
[4] https://www.pewresearch.org/fact-tank/2020/05/04/how-americans-see-digital-privacy-issues-amid-the-covid-19-outbreak/
[3] https://www.pewresearch.org/fact-tank/2020/04/28/millennials-overtake-baby-boomers-as-americas-largest-generation/
[3] https://www.youtube.com/watch?v=LsX6qm6XGis&feature=youtu.be

[2] https://twitter.com/copyeditors/status/1258003841037021184
[2] https://twitter.com/lrainie/status/1258792655745683458
[2] https://twitter.com/lrainie/status/1257761075967262720

Top URLs in Tweet in G1:
[5] https://www.pewresearch.org/internet/2020/05/08/dating-and-relationships-in-the-digital-age/?utm_content=bufferca60f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/?utm_content=buffere65d2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.pewresearch.org/fact-tank/2020/05/04/how-americans-see-digital-privacy-issues-amid-the-covid-19-outbreak/
[3] https://www.pewresearch.org/fact-tank/2020/04/28/millennials-overtake-baby-boomers-as-americas-largest-generation/
[2] https://twitter.com/copyeditors/status/1258003841037021184
[1] https://www.pewresearch.org/fact-tank/2020/04/30/from-virtual-parties-to-ordering-food-how-americans-are-using-the-internet-during-covid-19/
[1] https://www.pewresearch.org/fact-tank/2020/04/08/five-facts-about-fox-news/?utm_content=buffera5e29&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.pewresearch.org/fact-tank/2020/05/05/financial-and-health-impacts-of-covid-19-vary-widely-by-race-and-ethnicity/
[1] https://www.pewresearch.org/fact-tank/2020/04/24/most-democrats-who-are-looking-for-a-relationship-would-not-consider-dating-a-trump-voter/
[1] https://www.pewresearch.org/methods/u-s-survey-research/american-trends-panel/

Top URLs in Tweet in G2:
[3] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/
[2] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/?utm_content=buffere65d2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/2WPtPGU
[1] https://pewrsr.ch/3bk1YnL
[1] https://medium.com/pew-research-center-decoded/the-challenges-of-using-real-time-epidemiological-data-in-a-public-health-crisis-c7a6c2e9c950?utm_content=buffer3d125&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/3d1NwSj
[1] https://www.pewresearch.org/fact-tank/2020/04/08/five-facts-about-fox-news/?utm_content=buffera5e29&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/3fyHRFl
[1] https://pewrsr.ch/2YVW49C
[1] https://pewrsr.ch/3bm0rO1

Top URLs in Tweet in G3:
[3] https://www.youtube.com/watch?v=LsX6qm6XGis&feature=youtu.be


Top URLs in Tweet in G4:
[3] https://twitter.com/lrainie/status/1257390860121112578

Top URLs in Tweet in G5:
[2] https://twitter.com/lrainie/status/1257392088913784833
[2] https://twitter.com/lrainie/status/1257761075967262720
[1] https://twitter.com/lrainie/status/1255893507966930944
[1] https://twitter.com/lrainie/status/1257390860121112578
[1] https://twitter.com/lrainie/status/1258792065628069888

Top URLs in Tweet in G6:
[1] https://www.pewresearch.org/fact-tank/2020/05/04/how-americans-see-digital-privacy-issues-amid-the-covid-19-outbreak/

Top URLs in Tweet in G7:
[2] https://twitter.com/lrainie/status/1258792655745683458

Top URLs in Tweet in G8:
[1] https://twitter.com/lrainie/status/1257390860121112578

Top URLs in Tweet in G10:
[1] https://www.pewresearch.org/internet/2020/04/30/53-of-americans-say-the-internet-has-been-essential-during-the-covid-19-outbreak/

Top Domains
Top Domains in Tweet in Entire Graph:
[31] pewresearch.org
[15] twitter.com
[13] pewrsr.ch
[3] youtube.com
[1] pewsocialtrends.org
[1] pewtrusts.org
[1] medium.com

Top Domains in Tweet in G1:
[21] pewresearch.org
[6] pewrsr.ch
[2] twitter.com

Top Domains in Tweet in G2:
[8] pewresearch.org
[7] pewrsr.ch
[1] medium.com
[1] pewsocialtrends.org
[1] pewtrusts.org

Top Domains in Tweet in G3:
[3] youtube.com

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

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

Top Domains in Tweet in G6:
[1] pewresearch.org

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

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

Top Domains in Tweet in G10:
[1] pewresearch.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[11] privacy
[7] socialmedia
[6] broadband
[4] homeworkgap
[3] coronavirus
[3] digitaldivide
[2] coronavirusoutbreak
[2] ahmaudarbery
[2] covid19
[1] covid_19



Top Hashtags in Tweet in G1:
[8] privacy
[5] socialmedia
[5] broadband
[3] coronavirus
[2] digitaldivide
[1] homeworkgap
[1] covid19
[1] ahmaudarbery
[1] coronavirusoutbreak
[1] jobsreport

Top Hashtags in Tweet in G2:
[3] homeworkgap
[2] privacy
[2] socialmedia
[1] coronavirusoutbreak
[1] ahmaudarbery
[1] covid_19
[1] broadband
[1] covid
[1] covid19
[1] digitaldivide

Top Hashtags in Tweet in G5:
[1] inequalities

Top Hashtags in Tweet in G6:
[1] privacy

Top Hashtags in Tweet in G8:
[1] ownyourdata

Top Words
Top Words in Tweet in Entire Graph:
[110] Words in Sentiment List#1: Positive
[112] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[4111] Non-categorized Words
[4333] Total Words
[98] lrainie
[64] americans
[39] 19
[38] covid
[36] pewinternet

Top Words in Tweet in G1:
[59] lrainie
[42] americans
[26] pewinternet
[24] covid
[24] 19
[21] lower
[20] parents
[18] digital
[17] pewresearch
[17] face

Top Words in Tweet in G2:
[29] lrainie
[18] americans
[14] 19
[13] pewresearch
[13] covid
[13] outbreak
[11] digital
[10] facttank
[9] pewinternet
[9] amid

Top Words in Tweet in G3:
[3] thick
[3] vs
[3] thin
[3] skinned
[3] technology
[3] news
[3] financial
[3] market
[3] reaction
[3] vilile

Top Words in Tweet in G4:
[12] trust
[12] deficit
[12] tracing
[12] apps
[12] work
[12] trusted
[12] people
[11] profcarroll

Top Words in Tweet in G5:
[2] day
[2] funds

Top Words in Tweet in G6:
[4] data
[2] americans
[2] think
[2] benefit
[2] much
[2] collected
[2] companies
[2] government
[2] risks

Top Words in Tweet in G7:
[3] 30
[3] liars
[2] mrwillritter

Top Words in Tweet in G8:
[3] weâ
[3] re
[3] still
[3] moving
[3] wrong
[3] direction
[3] feel
[3] need
[3] surrender
[3] middle

Top Words in Tweet in G9:
[5] lrainie
[4] abbyhamblin
[4] pewresearch
[3] work
[3] access
[3] asked
[3] computer
[2] laptop
[2] cell
[2] phone

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[38] covid,19
[25] 19,outbreak
[20] lower,incomes
[19] child,face
[19] schoolwork,home
[18] many,parents
[18] parents,lower
[18] incomes,child
[18] face,digital
[18] digital,obstacles

Top Word Pairs in Tweet in G1:
[24] covid,19
[16] lower,incomes
[15] many,parents
[15] parents,lower
[15] incomes,child
[15] child,face
[15] face,digital
[15] digital,obstacles
[15] obstacles,trying
[15] trying,schoolwork

Top Word Pairs in Tweet in G2:
[13] covid,19
[11] 19,outbreak
[8] amid,covid
[8] lrainie,americans
[6] americans,see
[6] see,digital
[6] digital,privacy
[6] privacy,issues
[6] issues,amid
[6] outbreak,10

Top Word Pairs in Tweet in G3:
[3] thick,vs
[3] vs,thin
[3] thin,skinned
[3] skinned,technology
[3] technology,news
[3] news,financial
[3] financial,market
[3] market,reaction
[3] reaction,vilile
[3] vilile,cesifoti

Top Word Pairs in Tweet in G4:
[12] trust,deficit
[12] deficit,tracing
[12] tracing,apps
[12] apps,work
[12] work,trusted
[12] trusted,people
[11] profcarroll,trust

Top Word Pairs in Tweet in G5:
[2] day,funds

Top Word Pairs in Tweet in G6:
[2] americans,think
[2] think,benefit
[2] benefit,much
[2] much,data
[2] data,collected
[2] collected,companies
[2] companies,government
[2] government,risks
[2] risks,data

Top Word Pairs in Tweet in G7:
[3] 30,liars
[2] mrwillritter,30

Top Word Pairs in Tweet in G8:
[3] weâ,re
[3] re,still
[3] still,moving
[3] moving,wrong
[3] wrong,direction
[3] direction,feel
[3] feel,need
[3] need,surrender
[3] surrender,middle
[3] middle,ages

Top Word Pairs in Tweet in G9:
[4] lrainie,abbyhamblin
[4] abbyhamblin,pewresearch
[2] cell,phone
[2] access,computer

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@lrainie
@pewresearch
@pewinternet
@facttank
@profcarroll
@abbyhamblin
@monicaranders
@aerbrown
@r_fry1

Top Mentioned in G1:
@lrainie
@pewinternet
@pewresearch
@facttank
@r_fry1
@monicaranders
@pewreligion
@carrolldoherty
@brookeauxier
@emily_vogels

Top Mentioned in G2:
@lrainie
@pewresearch
@facttank
@pewinternet
@aerbrown
@emily_vogels
@misteramp
@monicaranders
@kim_c_parker

Top Mentioned in G3:
@vilile
@cesifoti
@lrainie
@danbuk4
@ze
@zeynep
@alexstamos
@tristanharris
@gchaslot
@oiioxford

Top Mentioned in G4:
@profcarroll

Top Mentioned in G6:
@cacpgt
@pewinternet
@brookeauxier
@lrainie

Top Mentioned in G7:
@mrwillritter

Top Mentioned in G8:
@salafel
@ownyourdatanow

Top Mentioned in G9:
@abbyhamblin
@pewresearch
@lrainie

Top Mentioned in G10:
@nuzzel
@lrainie

Top Tweeters
Top Tweeters in Entire Graph:
@hazelglasgow
@vedehimajumdar
@flugennock
@mayread3
@geoff9cow
@binderfaith1
@ballerinax
@btptechsearch
@scottygirl2014
@dallas4bernie

Top Tweeters in G1:
@btptechsearch
@scottygirl2014
@dallas4bernie
@ana_comneno
@technolibrary
@ericjunior
@cinshel
@isabellemirocha
@rrichard09
@catchthebaby

Top Tweeters in G2:
@pewresearch
@facttank
@pewtrusts
@tomdiemer
@johngramlich
@vandernomics50
@alanrycroft
@erickaledferd
@susan_franklin1
@monicaranders

Top Tweeters in G3:
@geoff9cow
@jason_kint
@danbuk4
@moonalice
@zeynep
@cccalum
@aza
@azeem
@superwuster
@vilile

Top Tweeters in G4:
@hazelglasgow
@vedehimajumdar
@mayread3
@binderfaith1
@ballerinax
@beenapatel
@profcarroll
@harehunterfield
@aquamarina_1
@siliconbeachhub

Top Tweeters in G5:
@alheri
@doniamae
@nicolasdoux
@theyadira
@tdwilliamsrome
@aragsan2
@kingjen
@owna

Top Tweeters in G6:
@bahserign
@brookeauxier
@cacpgt

Top Tweeters in G7:
@drewbiemer
@mrwillritter
@johnrloe

Top Tweeters in G8:
@flugennock
@ownyourdatanow
@salafel

Top Tweeters in G9:
@agamemnus_dev
@abbyhamblin

Top Tweeters in G10:
@dominikbatorski
@nuzzel