lrainie, Twitter, 7/9/2020 5:22:26 AM, 230395


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lrainie_2020-07-08_19-37-12.xlsx
lrainie_2020-07-08_19-37-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 09, 2020
Short Description:
lrainie via NodeXL https://bit.ly/3gGNJw2
@lrainie
@aba_summit
@tnp
@deepnews_ai
@brookeauxier
@pewresearch
@devorahheitner
@alexanderrusso
@jannaq
@igfusa

Top hashtags:
#7/4/2020 12:00:00 AM
#0.5
#AM
#covid19
#coronavirusoutbreak
#blacklivesmatter

Description:
Description
The graph represents a network of 135 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, 09 July 2020 at 02:37 UTC.

The requested start date was Thursday, 09 July 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, 0-hour, 56-minute period from Friday, 26 June 2020 at 16:14 UTC to Tuesday, 07 July 2020 at 17:11 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 : 135
Unique Edges : 241
Edges With Duplicates : 334
Total Edges : 575
Number of Edge Types : 5
Mentions : 228
MentionsInRetweet : 222
Replies to : 11
Retweet : 88
Tweet : 26
Self-Loops : 26
Reciprocated Vertex Pair Ratio : 0.0849673202614379
Reciprocated Edge Ratio : 0.156626506024096
Connected Components : 6
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 130
Maximum Edges in a Connected Component : 570
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.831352
Graph Density : 0.0183526810392482
Modularity : 0.37873
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 135 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, 09 July 2020 at 02:37 UTC.

The requested start date was Thursday, 09 July 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, 0-hour, 56-minute period from Friday, 26 June 2020 at 16:14 UTC to Tuesday, 07 July 2020 at 17:11 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:
[21] https://www.pewresearch.org/internet/2020/06/30/experts-predict-more-digital-innovation-by-2030-aimed-at-enhancing-democracy/?utm_content=buffer9f017&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.elon.edu/u/imagining/surveys/future-of-civic-innovation-2020/
[3] https://twitter.com/lrainie/status/1277980974744309760
[2] https://www.pewresearch.org/fact-tank/2020/06/30/unemployment-rate-is-higher-than-officially-recorded-more-so-for-women-and-certain-other-groups/
[2] https://twitter.com/SolomonMg/status/1277226059646337025
[2] https://www.pewresearch.org/internet/2020/06/30/experts-predict-more-digital-innovation-by-2030-aimed-at-enhancing-democracy/
[2] https://twitter.com/ISOCDC/status/1276546308451393539
[1] https://www.commonsensemedia.org/kids-action/publications/closing-the-k-12-digital-divide-in-the-age-of-distance-learning
[1] https://pewrsr.ch/3bSMzuQ
[1] https://pewrsr.ch/2PneQkF

Top URLs in Tweet in G1:
[21] https://www.pewresearch.org/internet/2020/06/30/experts-predict-more-digital-innovation-by-2030-aimed-at-enhancing-democracy/?utm_content=buffer9f017&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://twitter.com/SolomonMg/status/1277226059646337025
[2] https://www.pewresearch.org/fact-tank/2020/06/30/unemployment-rate-is-higher-than-officially-recorded-more-so-for-women-and-certain-other-groups/
[2] https://twitter.com/lrainie/status/1277980974744309760
[2] https://twitter.com/ISOCDC/status/1276546308451393539
[1] https://twitter.com/JannaQ/status/1277760622592061440
[1] https://www.pewresearch.org/internet/2020/06/30/innovations-these-experts-predict-by-2030/
[1] https://www.pewresearch.org/internet/2020/06/30/power-dynamics-play-a-key-role-in-problems-and-innovation/
[1] https://pewrsr.ch/3bSMzuQ
[1] https://pewrsr.ch/2Vhw7yN

Top URLs in Tweet in G2:
[4] https://www.elon.edu/u/imagining/surveys/future-of-civic-innovation-2020/
[1] https://pewrsr.ch/2NAwbp2
[1] https://pewrsr.ch/31mQbDO
[1] https://pewrsr.ch/31pjQfz
[1] https://pewrsr.ch/3dIQXNY
[1] https://pewrsr.ch/3eIl0Xc
[1] https://pewrsr.ch/2VBU6Zr
[1] https://pewrsr.ch/38lvtFv
[1] https://pewrsr.ch/2NS4Te2
[1] https://twitter.com/lrainie/status/1277968292225769478

Top URLs in Tweet in G3:
[1] https://www.commonsensemedia.org/kids-action/publications/closing-the-k-12-digital-divide-in-the-age-of-distance-learning
[1] https://www.pewresearch.org/internet/2020/06/30/experts-predict-more-digital-innovation-by-2030-aimed-at-enhancing-democracy/

Top URLs in Tweet in G5:
[1] https://www.youtube.com/playlist?list=PLRPT_LZai_HBs5w3d6yVK2pLho-2s8xzG


Top URLs in Tweet in G6:
[1] https://www.deepnews.ai/matter-of-facts-24/

Top URLs in Tweet in G7:
[1] https://twitter.com/lrainie/status/1277969881225297922
[1] https://twitter.com/lrainie/status/1277979956446924800
[1] https://twitter.com/lrainie/status/1277978147938422788
[1] https://twitter.com/lrainie/status/1277968638771728389
[1] https://twitter.com/lrainie/status/1277980974744309760

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[9] 7/4/2020 12:00:00 AM
[9] 0.5
[9] AM
[4] covid19
[3] coronavirusoutbreak
[2] blacklivesmatter
[2] thenewsprojectlive
[1] connectallstudents
[1] news
[1] privateequity



Top Hashtags in Tweet in G1:
[4] 7/4/2020 12:00:00 AM
[4] 0.5
[4] AM
[3] coronavirusoutbreak
[3] covid19
[2] blacklivesmatter
[1] socialmedia
[1] news
[1] igfusa

Top Hashtags in Tweet in G2:
[5] 7/4/2020 12:00:00 AM
[5] 0.5
[5] AM
[1] covid19

Top Hashtags in Tweet in G3:
[1] connectallstudents

Top Hashtags in Tweet in G5:
[2] thenewsprojectlive

Top Hashtags in Tweet in G7:
[1] privateequity
[1] nonprofits

Top Words
Top Words in Tweet in Entire Graph:
[62] pewresearch
[57] report
[50] lrainie
[43] imagineinternet
[38] experts
[35] future
[34] social
[29] innovation
[28] more
[27] jannaq

Top Words in Tweet in G1:
[36] pewresearch
[29] report
[27] imagineinternet
[19] future
[19] more
[16] lrainie
[15] social
[14] americans
[12] civic
[11] republicans

Top Words in Tweet in G2:
[28] experts
[26] report
[24] pewresearch
[21] lrainie
[20] jannaq
[18] predict
[18] democracy
[18] top
[16] innovation
[16] imagineinternet

Top Words in Tweet in G3:
[9] alexanderrusso
[9] mlevine_jgcc
[9] lrainie
[9] brookeauxier
[8] devorahheitner
[7] monicaranders
[7] jordosh
[7] mattwallaert
[7] techethicist
[6] molapus

Top Words in Tweet in G4:
[2] lrainie

Top Words in Tweet in G5:
[2] brianstelter
[2] joining
[2] list
[2] previous
[2] #thenewsprojectlive
[2] guests
[2] nshapiro
[2] elizwgreen
[2] meredithdclark

Top Words in Tweet in G6:
[2] writers
[2] sorting
[2] weeds
[2] misinfo
[2] internet
[2] week
[2] fact
[2] check

Top Words in Tweet in G7:
[2] maybe

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[37] pewresearch,imagineinternet
[33] imagineinternet,report
[15] civic,innovation
[15] social,civic
[12] artificial,intelligence
[12] report,predict
[11] see,coming
[11] coming,democracy
[11] democracy,top
[11] top,tech

Top Word Pairs in Tweet in G1:
[24] pewresearch,imagineinternet
[23] imagineinternet,report
[8] social,civic
[7] civic,innovation
[7] artificial,intelligence
[6] read,scores
[6] scores,predictions
[6] predictions,future
[6] future,reforms
[6] reforms,artificial

Top Word Pairs in Tweet in G2:
[13] pewresearch,imagineinternet
[10] imagineinternet,report
[10] see,coming
[10] coming,democracy
[10] democracy,top
[10] top,tech
[10] tech,experts
[10] experts,quoted
[10] quoted,elonuniversity
[10] elonuniversity,pewresearch

Top Word Pairs in Tweet in G3:
[9] alexanderrusso,mlevine_jgcc
[7] lrainie,monicaranders
[7] monicaranders,jordosh
[7] jordosh,mattwallaert
[7] mattwallaert,techethicist
[6] devorahheitner,alexanderrusso
[6] jennyradesky,lrainie
[5] mlevine_jgcc,jennyradesky
[5] techethicist,belathram
[5] belathram,kayfbutterfield

Top Word Pairs in Tweet in G5:
[2] brianstelter,joining
[2] joining,list
[2] list,previous
[2] previous,#thenewsprojectlive
[2] #thenewsprojectlive,guests
[2] guests,nshapiro
[2] nshapiro,elizwgreen
[2] elizwgreen,meredithdclark

Top Word Pairs in Tweet in G6:
[2] writers,sorting
[2] sorting,weeds
[2] weeds,misinfo
[2] misinfo,internet
[2] internet,week
[2] week,fact
[2] fact,check

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pewresearch
@lrainie
@imagineinternet
@jannaq
@brookeauxier
@pewinternet
@fred27559894
@elonuniversity
@zephoria
@bradtem

Top Mentioned in G1:
@pewresearch
@imagineinternet
@lrainie
@pewinternet
@jannaq
@facttank
@igfusa
@alec_h_tyson
@glantzings
@edyson

Top Mentioned in G2:
@pewresearch
@jannaq
@lrainie
@imagineinternet
@elonuniversity
@fred27559894
@zephoria
@bradtem
@ethanz
@dsearls

Top Mentioned in G3:
@alexanderrusso
@mlevine_jgcc
@lrainie
@brookeauxier
@monicaranders
@jordosh
@mattwallaert
@techethicist
@devorahheitner
@jennyradesky

Top Mentioned in G4:
@lrainie
@cmdr_hadfield
@hesterpeirce
@sopnendu
@audreyt
@abdulaziz_qtr
@adam3us
@vitalikbuterin
@pzilgalvis
@sheila_warren

Top Mentioned in G5:
@brianstelter
@nshapiro
@elizwgreen
@meredithdclark
@tnp
@jeffja
@jeffjarvis
@larry_irving
@lrainie
@davidfolkenflik

Top Mentioned in G6:
@deepnews_ai
@tommy
@tommyshane
@juliacarriew
@mickbrownwriter
@ars_gravitatis
@rebheilweil
@ceciliakang
@sheeraf
@scobie

Top Tweeters
Top Tweeters in Entire Graph:
@washingtonpost
@brianstelter
@digiphile
@startribune
@saucedbysally
@exiledsurfer
@jeffjarvis
@hondanhon
@meredithdclark
@alexanderrusso

Top Tweeters in G1:
@washingtonpost
@digiphile
@popashere
@wizzardmx
@worldunivandsch
@facttank
@susannahfox
@mrgunn
@rosehorowitz31
@kingaveee

Top Tweeters in G2:
@hondanhon
@pewresearch
@_critic10_
@ravinaproject
@stoweboyd
@kellblog
@hrheingold
@ethanz
@elonuniversity
@dsearls

Top Tweeters in G3:
@saucedbysally
@alexanderrusso
@kingscuprun27
@yifatleder
@rubenharris
@mattwallaert
@devorahheitner
@jordosh
@vaactiveangels
@molapus

Top Tweeters in G4:
@adam3us
@cmdr_hadfield
@fundstrat
@vitalikbuterin
@glenweyl
@brianbehlendorf
@pzilgalvis
@abdulaziz_qtr
@audreyt
@kris_hk

Top Tweeters in G5:
@brianstelter
@startribune
@jeffjarvis
@meredithdclark
@niemanlab
@larry_irving
@davidfolkenflik
@eramshaw
@elizwgreen
@kdoctor

Top Tweeters in G6:
@juliacarriew
@sheeraf
@scobie
@tommy
@ars_gravitatis
@mickbrownwriter
@ceciliakang
@deepnews_ai
@rebheilweil
@tommyshane

Top Tweeters in G7:
@exiledsurfer
@authenticchacha
@dave_l_jones
@stalfel
@editornhays