lrainie, Twitter, 3/26/2020 4:32:42 AM, 223736


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lrainie_2020-03-25_19-14-50.xlsx
lrainie_2020-03-25_19-14-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 26, 2020
Short Description:
lrainie via NodeXL https://bit.ly/2Jhmw4A
@lrainie
@gijn
@zoovu
@cacpgt
@dokeefe
@alec_h_tyson
@pewresearch
@pewinternet
@monicaranders
@johngramlich

Top hashtags:
#coronavirus
#ddj
#cdc
#coronavirusoutbreak
#workfromhome
#onlinelearning
#digitaldivide
#digital

Description:
Description
The graph represents a network of 62 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, 26 March 2020 at 02:14 UTC.

The requested start date was Thursday, 26 March 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 11-day, 23-hour, 36-minute period from Thursday, 12 March 2020 at 16:02 UTC to Tuesday, 24 March 2020 at 15:38 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 : 62
Unique Edges : 77
Edges With Duplicates : 40
Total Edges : 117
Number of Edge Types : 4
MentionsInRetweet : 73
Mentions : 28
Tweet : 13
Replies to : 3
Self-Loops : 13
Reciprocated Vertex Pair Ratio : 0.0945945945945946
Reciprocated Edge Ratio : 0.172839506172839
Connected Components : 5
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 58
Maximum Edges in a Connected Component : 113
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.107482
Graph Density : 0.0214172395557906
Modularity : 0.343122
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 62 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, 26 March 2020 at 02:14 UTC.

The requested start date was Thursday, 26 March 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 11-day, 23-hour, 36-minute period from Thursday, 12 March 2020 at 16:02 UTC to Tuesday, 24 March 2020 at 15:38 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:
[4] https://www.pewresearch.org/?post_type=fact-tank&p=360151
[4] https://twitter.com/lrainie/status/1239645712209641481
[2] https://www.pewresearch.org/fact-tank/2019/08/09/democrats-and-republicans-role-scientists-policy-debates/
[2] https://www.pewresearch.org/fact-tank/2020/03/12/as-coronavirus-spreads-which-u-s-workers-have-paid-sick-leave-and-which-dont/
[2] https://www.journalism.org/?p=79622
[2] https://gijn.org/2020/03/12/data-journalism-top-10-covid-19-data-viz-brazil-presidents-tweets-beach-erosion-indias-influencers-london-by-bike-syllabi/
[1] http://www.pewresearch.org/fact-tank/2016/02/18/the-never-been-married-are-biggest-users-of-online-dating/
[1] https://www.pewresearch.org/?post_type=fact-tank&p=360396
[1] https://www.pewresearch.org/?post_type=fact-tank&p=359885
[1] https://www.pewsocialtrends.org/?p=26104

Top URLs in Tweet in G1:
[2] https://www.pewresearch.org/?post_type=fact-tank&p=360151
[2] https://www.journalism.org/?p=79622
[2] https://www.pewresearch.org/fact-tank/2020/03/12/as-coronavirus-spreads-which-u-s-workers-have-paid-sick-leave-and-which-dont/
[2] https://www.pewresearch.org/fact-tank/2019/08/09/democrats-and-republicans-role-scientists-policy-debates/
[1] http://www.pewresearch.org/fact-tank/2016/02/18/the-never-been-married-are-biggest-users-of-online-dating/
[1] https://www.pewresearch.org/fact-tank/2018/10/26/nearly-one-in-five-teens-cant-always-finish-their-homework-because-of-the-digital-divide/
[1] https://www.pewresearch.org/?post_type=fact-tank&p=359885
[1] https://www.pewresearch.org/?post_type=fact-tank&p=360396
[1] https://www.pewsocialtrends.org/?p=26104

Top URLs in Tweet in G2:
[2] https://gijn.org/2020/03/12/data-journalism-top-10-covid-19-data-viz-brazil-presidents-tweets-beach-erosion-indias-influencers-london-by-bike-syllabi/
[1] https://twitter.com/pewmethods/status/1240396561030565892
[1] https://pewrsr.ch/2vePEpC
[1] https://pewrsr.ch/2TWMVcC
[1] https://pewrsr.ch/2U78He3
[1] https://pewrsr.ch/39Ovlyw
[1] https://www.people-press.org/2020/03/18/u-s-public-sees-multiple-threats-from-the-coronavirus-and-concerns-are-growing/
[1] https://www.pewresearch.org/?post_type=fact-tank&p=360151

Top URLs in Tweet in G3:
[1] http://pewrsr.ch/2JirZar
[1] https://www.pewresearch.org/?post_type=fact-tank&p=360151

Top URLs in Tweet in G4:
[4] https://twitter.com/lrainie/status/1239645712209641481

Top URLs in Tweet in G5:
[1] https://www.people-press.org/2020/03/18/u-s-public-sees-multiple-threats-from-the-coronavirus-and-concerns-are-growing/#racial-ethnic-differences-in-personal-health-concerns-from-coronavirus
[1] http://www.pewinternet.org/2018/05/31/teens-social-media-technology-2018/
[1] https://www.pewresearch.org/pathways-2020/COVIDCONF_a/main_source_of_election_news/us_adults

Top URLs in Tweet in G6:
[1] https://www.pewforum.org/2019/10/17/in-u-s-decline-of-christianity-continues-at-rapid-pace/

Top URLs in Tweet in G7:
[1] https://pewrsr.ch/2xC3rHJ?utm_content=121345733&utm_medium=social&utm_source=twitter&hss_channel=tw-39749802

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6] coronavirus
[3] ddj
[2] cdc
[2] coronavirusoutbreak
[1] workfromhome
[1] onlinelearning
[1] digitaldivide
[1] digital
[1] article



Top Hashtags in Tweet in G1:
[2] coronavirus
[1] ddj
[1] cdc
[1] coronavirusoutbreak

Top Hashtags in Tweet in G2:
[2] ddj
[1] cdc
[1] coronavirusoutbreak
[1] coronavirus

Top Hashtags in Tweet in G4:
[1] digitaldivide
[1] workfromhome
[1] onlinelearning

Top Hashtags in Tweet in G5:
[3] coronavirus

Top Hashtags in Tweet in G7:
[1] digital
[1] article

Top Words
Top Words in Tweet in Entire Graph:
[35] Words in Sentiment List#1: Positive
[20] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[2150] Non-categorized Words
[2205] Total Words
[50] lrainie
[42] homework
[42] data
[40] digital
[39] schools

Top Words in Tweet in G1:
[33] lrainie
[32] homework
[32] coronavirus
[31] data
[31] schools
[31] digital
[30] close
[30] due
[30] students
[30] face

Top Words in Tweet in G2:
[10] data
[9] pewresearch
[9] lrainie
[6] schools
[6] homework
[5] digital
[5] religion
[4] close
[4] due
[4] coronavirus

Top Words in Tweet in G3:
[5] lrainie
[3] homework
[2] americans
[2] online
[2] dating
[2] app
[2] 58
[2] american
[2] 8th
[2] graders

Top Words in Tweet in G5:
[3] #coronavirus
[2] adults
[2] share
[2] news
[2] cbs
[2] abc

Top Words in Tweet in G7:
[2] 96
[2] adults
[2] rely
[2] digital
[2] resources
[2] making
[2] life
[2] decision
[2] brands
[2] retailers

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[36] digital,homework
[36] homework,gap
[35] schools,close
[35] close,due
[35] due,coronavirus
[35] coronavirus,students
[35] students,face
[35] face,digital
[35] gap,roundup
[35] roundup,data

Top Word Pairs in Tweet in G1:
[30] schools,close
[30] close,due
[30] due,coronavirus
[30] coronavirus,students
[30] students,face
[30] face,digital
[30] digital,homework
[30] homework,gap
[30] gap,roundup
[30] roundup,data

Top Word Pairs in Tweet in G2:
[4] lrainie,schools
[4] schools,close
[4] close,due
[4] due,coronavirus
[4] coronavirus,students
[4] students,face
[4] face,digital
[4] digital,homework
[4] homework,gap
[4] gap,roundup

Top Word Pairs in Tweet in G3:
[2] lrainie,58
[2] 58,american
[2] american,8th
[2] 8th,graders
[2] graders,use
[2] use,internet
[2] internet,homework
[2] homework,day
[2] day,brookeauxier
[2] brookeauxier,monicaranders

Top Word Pairs in Tweet in G7:
[2] 96,adults
[2] adults,rely
[2] rely,digital
[2] digital,resources
[2] resources,making
[2] making,life
[2] life,decision
[2] decision,brands
[2] brands,retailers
[2] retailers,meet

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

Top Replied-To in G2:
@lrainie

Top Replied-To in G5:
@johngramlich

Top Mentioned
Top Mentioned in Entire Graph:
@lrainie
@pewresearch
@pewinternet
@facttank
@monicaranders
@johngramlich
@brookeauxier
@gijn
@pew

Top Mentioned in G1:
@lrainie
@facttank
@pewinternet
@pewresearch
@johngramlich
@alec_h_tyson
@pew
@monicaranders
@emily_vogels

Top Mentioned in G2:
@pewresearch
@lrainie
@pewinternet
@gijn
@pewreligion
@cacpgt
@pewmethods

Top Mentioned in G3:
@lrainie
@brookeauxier
@monicaranders
@pewresearch

Top Mentioned in G5:
@pewinternet
@lrainie

Top Mentioned in G6:
@nuzzel
@lrainie

Top Mentioned in G7:
@zoovu
@lrainie

Top Tweeters
Top Tweeters in Entire Graph:
@dropoutnation
@donalikihot
@vulgareconomics
@twitaco
@c_wjack
@pewresearch
@jorgealfredo1
@everydayetiquet
@mingz22
@yeahitslex

Top Tweeters in G1:
@dropoutnation
@vulgareconomics
@twitaco
@c_wjack
@jorgealfredo1
@everydayetiquet
@mingz22
@pennbat
@facttank
@pgehred

Top Tweeters in G2:
@donalikihot
@pewresearch
@yeahitslex
@gijn
@pewinternet
@pewreligion
@alec_h_tyson
@pewmethods
@cacpgt
@candyassliberal

Top Tweeters in G3:
@monicaranders
@brookeauxier
@km_dewit
@emily_vogels

Top Tweeters in G4:
@jassaskott
@abronsgrandson
@marthafuentes
@librarianbrandy

Top Tweeters in G5:
@johngramlich
@civicnetworks

Top Tweeters in G6:
@dokeefe
@nuzzel

Top Tweeters in G7:
@ddonlan
@zoovu