social graph, Twitter, 4/1/2020 7:56:29 AM, 224154


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social graph_2020-03-31_21-01-26.xlsx
social graph_2020-03-31_21-01-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 01, 2020
Short Description:
social graph via NodeXL https://bit.ly/39tV0eF
@salujamah
@realdonaldtrump
@jburnmurdoch
@sardesairajdeep
@lexkareaus
@erictopol
@narendramodi
@jonflan
@evenbev
@mikelesliewfaa

Top hashtags:
#covid19
#lockdown
#coronavirus
#flattenthecurve
#chinesevirus19
#pandemic

Description:
Description
The graph represents a network of 5,812 Twitter users whose tweets in the requested range contained "social graph", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 01 April 2020 at 04:02 UTC.

The requested start date was Wednesday, 01 April 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 13-day, 18-hour, 54-minute period from Wednesday, 18 March 2020 at 00:04 UTC to Tuesday, 31 March 2020 at 18:59 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 : 5812
Unique Edges : 6236
Edges With Duplicates : 319
Total Edges : 6555
Number of Edge Types : 4
Tweet : 727
MentionsInRetweet : 4089
Mentions : 1094
Replies to : 645
Self-Loops : 727
Reciprocated Vertex Pair Ratio : 0.00795193497084291
Reciprocated Edge Ratio : 0.0157784011220196
Connected Components : 1163
Single-Vertex Connected Components : 415
Maximum Vertices in a Connected Component : 639
Maximum Edges in a Connected Component : 1200
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.703157
Graph Density : 0.000168889650037195
Modularity : 0.893961
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 5,812 Twitter users whose tweets in the requested range contained "social graph", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 01 April 2020 at 04:02 UTC.

The requested start date was Wednesday, 01 April 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 13-day, 18-hour, 54-minute period from Wednesday, 18 March 2020 at 00:04 UTC to Tuesday, 31 March 2020 at 18:59 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 : social graph
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:
[32] https://www.coe.int/en/web/european-social-charter/-/social-rights-of-children-families-and-migrants-in-danger-across-europe-latest-annual-conclusions-from-the-european-committee-of-social-rights
[23] https://www.dailymail.co.uk/news/article-8137835/Graph-Governments-scientific-experts-social-distancing-best-way-beat-virus.html
[12] https://www.nytimes.com/interactive/2020/03/25/opinion/coronavirus-trump-reopen-america.html?action=click&module=Opinion&pgtype=Homepage
[12] https://healthweather.us/
[8] https://www.visualcapitalist.com/visualizing-social-media-use-by-generation/
[7] https://www.nytimes.com/interactive/2020/03/25/opinion/coronavirus-trump-reopen-america.html
[6] https://twitter.com/MikaelThalen/status/1243281598037913600
[6] https://twitter.com/jkwan_md/status/1242102057244528642
[5] http://rs.businesscommunity.it/snap.php?u=https%3A%2F%2Fwww.ninjamarketing.it%2F2020%2F03%2F04%2Ffuturo-social-media%2F&i=https://www.ninjamarketing.it/wp-content/uploads/2020/02/graph-1.png&t=Il+decennio+%C3%A8+cominciato%3A+che+futuro+ci+aspetta+sui+social+media%3F
[5] https://twitter.com/lindayueh/status/1244203389325582336

Top URLs in Tweet in G1:
[8] https://www.visualcapitalist.com/visualizing-social-media-use-by-generation/
[6] https://www.dailymail.co.uk/news/article-8137835/Graph-Governments-scientific-experts-social-distancing-best-way-beat-virus.html
[5] https://www.nytimes.com/interactive/2020/03/25/opinion/coronavirus-trump-reopen-america.html
[5] https://twitter.com/lindayueh/status/1244203389325582336
[5] http://rs.businesscommunity.it/snap.php?u=https%3A%2F%2Fwww.ninjamarketing.it%2F2020%2F03%2F04%2Ffuturo-social-media%2F&i=https://www.ninjamarketing.it/wp-content/uploads/2020/02/graph-1.png&t=Il+decennio+%C3%A8+cominciato%3A+che+futuro+ci+aspetta+sui+social+media%3F
[3] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[3] https://itunes.apple.com/app/apple-store/id384101264?pt=300983&ct=social-shares-in-app&mt=8
[3] https://arxiv.org/abs/2002.11927
[2] https://www.joomshaper.com/blog/social-snippet-open-graph
[2] https://www.technologyreview.com/s/615370/coronavirus-pandemic-social-distancing-18-months/

Top URLs in Tweet in G5:
[1] https://www.google.com/imgres?imgurl=https://imgcdn.cna.com.tw/Eng/WebEngPhotos/1024/2020/20200302/2499x2800_33186344117.jpg&imgrefurl=https://focustaiwan.tw/society/202003025001&tbnid=O3RS3-mdrT0sCM&vet=1&docid=ElsXTUNDENRXgM&w=1024&h=1147&q=covid+19+symptoms+world+health+organisation+graph&source=sh/x/im
[1] https://www.dailymail.co.uk/news/article-8137835/Graph-Governments-scientific-experts-social-distancing-best-way-beat-virus.html

Top URLs in Tweet in G6:
[5] https://www.economist.com/graphic-detail/2020/03/22/many-britons-are-not-taking-social-distancing-for-covid-19-seriously
[1] https://twitter.com/jburnmurdoch/status/1240633058673315840

Top URLs in Tweet in G7:
[2] https://twitter.com/jeremycyoung/status/1239975682643357696
[1] https://www.nytimes.com/interactive/2020/03/25/opinion/coronavirus-trump-reopen-america.html
[1] https://coronavirus.jhu.edu/map.html
[1] https://twitter.com/realDonaldTrump/status/1242956568842457095
[1] https://covidactnow.org/
[1] https://twitter.com/JasonWhitely/status/1241858518291972103

Top URLs in Tweet in G8:
[1] https://twitter.com/ArvindKejriwal/status/1243146993754497026
[1] https://twitter.com/ballebaz/status/1241050810290556929
[1] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[170] covid19
[149] lockdown
[136] coronavirus
[52] flattenthecurve
[50] chinesevirus19
[34] pandemic
[33] socialdistancing
[32] covid_19
[32] socialrights
[27] neo4j



Top Hashtags in Tweet in G1:
[30] covid19
[16] coronavirus
[11] flattenthecurve
[8] socialdistancing
[7] covid_19
[6] covidー19
[6] stayhome
[6] millennials
[6] social
[4] coronavirusoutbreak

Top Hashtags in Tweet in G5:
[143] lockdown
[1] corinnavirus
[1] covid2019
[1] corvid19uk
[1] coronavirus
[1] wednesdaywisdom

Top Hashtags in Tweet in G7:
[30] coronavirus
[30] pandemic
[3] lockdown21
[1] covid19
[1] trumplieskill
[1] fridayfeeling
[1] trump2020landslide
[1] jaredkushner
[1] covid19testing

Top Hashtags in Tweet in G8:
[1] masks4all
[1] stayathome
[1] stayhome
[1] coronaviruslockdown
[1] coronavirusoutbreak
[1] coronavid19
[1] tamilnadulockdown
[1] tamilnews
[1] tamilnadu
[1] flattenthecurve

Top Hashtags in Tweet in G9:
[1] coronavirus

Top Words
Top Words in Tweet in Entire Graph:
[2601] Words in Sentiment List#1: Positive
[2791] Words in Sentiment List#2: Negative
[12] Words in Sentiment List#3: Angry/Violent
[119837] Non-categorized Words
[125229] Total Words
[3517] graph
[3008] social
[1670] distancing
[507] stay
[447] see

Top Words in Tweet in G1:
[434] social
[425] graph
[252] distancing
[56] people
[52] cases
[46] media
[44] shows
[41] more
[41] curve
[32] 19

Top Words in Tweet in G2:
[346] graph
[344] mikelesliewfaa
[340] dallas
[340] county
[340] press
[340] conference
[340] today
[340] outlines
[340] nothing
[340] demand

Top Words in Tweet in G3:
[208] graph
[205] photo
[204] hi
[204] come
[204] attention
[204] covid
[204] 19
[204] tally
[204] info
[204] left

Top Words in Tweet in G4:
[410] stay
[205] alert
[205] africa
[205] coronavirus
[205] multiply
[205] keep
[205] social
[205] distance
[205] away
[205] places

Top Words in Tweet in G5:
[143] under
[143] 50s
[143] taking
[143] #lockdown
[143] seriously
[143] think
[143] immune
[143] failing
[143] understand
[142] thatginamiller

Top Words in Tweet in G6:
[270] death
[268] log
[266] days
[152] graph
[139] erictopol
[137] ft
[136] theeconomist
[135] curves
[135] true
[135] scale

Top Words in Tweet in G7:
[77] graph
[48] social
[33] distancing
[32] result
[32] shows
[30] tsunami
[30] suffering
[30] projected
[30] realdonaldtrump's
[30] approach

Top Words in Tweet in G8:
[78] given
[76] kejriwal
[76] disease
[75] yesterday
[75] food
[75] poor
[75] fed
[75] deaths
[75] many
[75] viral

Top Words in Tweet in G9:
[119] social
[67] facebook
[67] data
[66] dna
[66] privateers
[66] predators
[66] think
[66] cambridge
[66] analytica
[66] intimate

Top Words in Tweet in G10:
[115] time
[114] south
[114] korea
[114] dampened
[114] epidemic
[114] usa
[114] climbing
[114] straight
[114] see
[114] graph

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1658] social,distancing
[397] covid,19
[358] dallas,county
[340] graph,dallas
[340] county,press
[340] press,conference
[340] conference,today
[340] today,outlines
[340] outlines,nothing
[340] nothing,demand

Top Word Pairs in Tweet in G1:
[250] social,distancing
[45] social,media
[29] social,graph
[29] covid,19
[25] graph,shows
[17] flatten,curve
[14] distancing,measures
[14] social,distance
[13] graph,social
[13] graph,showing

Top Word Pairs in Tweet in G2:
[340] graph,dallas
[340] dallas,county
[340] county,press
[340] press,conference
[340] conference,today
[340] today,outlines
[340] outlines,nothing
[340] nothing,demand
[339] mikelesliewfaa,graph
[339] demand,hospit

Top Word Pairs in Tweet in G3:
[204] hi,come
[204] come,attention
[204] attention,covid
[204] covid,19
[204] 19,tally
[204] tally,info
[204] info,graph
[204] graph,left
[204] left,photo
[204] photo,edited

Top Word Pairs in Tweet in G4:
[205] stay,alert
[205] alert,africa
[205] africa,coronavirus
[205] coronavirus,multiply
[205] multiply,keep
[205] keep,social
[205] social,distance
[205] distance,stay
[205] stay,away
[205] away,places

Top Word Pairs in Tweet in G5:
[143] under,50s
[143] 50s,taking
[143] taking,#lockdown
[143] #lockdown,seriously
[143] seriously,think
[143] think,immune
[143] immune,failing
[143] failing,understand
[142] thatginamiller,under
[11] 50,completely

Top Word Pairs in Tweet in G6:
[136] erictopol,graph
[135] graph,theeconomist
[135] theeconomist,death
[135] death,curves
[135] curves,true
[135] true,log
[135] log,scale
[135] scale,days
[135] days,5th
[135] 5th,death

Top Word Pairs in Tweet in G7:
[33] social,distancing
[32] graph,shows
[30] tsunami,suffering
[30] suffering,graph
[30] shows,projected
[30] projected,result
[30] result,realdonaldtrump's
[30] realdonaldtrump's,approach
[30] approach,#coronavirus
[30] #coronavirus,#pandemic

Top Word Pairs in Tweet in G8:
[75] yesterday,kejriwal
[75] kejriwal,given
[75] given,food
[75] food,poor
[75] poor,fed
[75] fed,deaths
[75] deaths,many
[75] many,viral
[75] viral,disease
[75] disease,made

Top Word Pairs in Tweet in G9:
[66] dna,privateers
[66] privateers,predators
[66] predators,think
[66] think,cambridge
[66] cambridge,analytica
[66] analytica,intimate
[66] intimate,personal
[66] personal,data
[66] data,facebook
[66] facebook,social

Top Word Pairs in Tweet in G10:
[114] south,korea
[114] korea,dampened
[114] dampened,epidemic
[114] epidemic,usa
[114] usa,climbing
[114] climbing,straight
[114] straight,see
[114] see,graph
[114] graph,time
[114] time,abandon

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@lindayueh
@hillaryclinton
@mitchellvii
@jewtastic
@govmikedewine
@paulkrugman
@govmurphy
@robinhanson
@erictopol

Top Replied-To in G5:
@mikegalsworthy
@bethrigby
@aimeepaterson
@beaniemacintosh
@spikedonline
@t_mackintosh
@realjavedbashir

Top Replied-To in G6:
@paulkrugman
@erictopol
@docmranney
@simonjhix
@curiousmaroon
@tuppygloss
@the1stimmortal
@kurteichenwald
@charlesfitz
@lalehkhalili

Top Replied-To in G7:
@realdonaldtrump
@hillaryclinton
@sardesairajdeep
@steph93065
@mistinguettegr1
@pib_india
@crazy_as_f
@annvandersteel
@phump72
@inquisitor1124

Top Replied-To in G8:
@carolecadwalla
@harry_stevens
@pmoindia
@mohfw_india
@ronnytodgers

Top Replied-To in G9:
@richlightshed

Top Mentioned
Top Mentioned in Entire Graph:
@mikelesliewfaa
@floydshivambu
@manilabulletin
@thatginamiller
@ft
@erictopol
@theeconomist
@jbur
@jonflan
@doranimated

Top Mentioned in G2:
@mikelesliewfaa

Top Mentioned in G3:
@manilabulletin
@mattysino

Top Mentioned in G4:
@floydshivambu

Top Mentioned in G5:
@thatginamiller
@atatimelikethis
@bethrigby
@newstem61
@sunpoches
@mikegalsworthy
@joannablythman
@beaniemacintosh
@jowilliams293
@bbchughpym

Top Mentioned in G6:
@erictopol
@ft
@theeconomist
@jbur
@jburnmurdoch
@jvpls
@graph
@paulkrugman
@behrooz_hm
@pippan15

Top Mentioned in G7:
@realdonaldtrump
@bill_auclair
@joebiden
@cnn
@steph93065
@wotusisme
@justintrudeau
@davidagstone
@lexkareaus
@pib_india

Top Mentioned in G8:
@dharmendrawords
@pmoindia
@who
@washingtonpost
@sunnybaath05
@carolecadwalla
@sachinpachorkar
@narendramodi
@mohfw_india
@monacochick

Top Mentioned in G9:
@facebook
@sfpelosi
@alyssamgoard

Top Mentioned in G10:
@jonflan

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@alllibertynews
@jurylady5
@marcodacostafx
@souljahsingh
@solutioneer72
@cagney1991
@chidambara09
@5fec93919a544d3
@yojudenz

Top Tweeters in G1:
@pulpnews
@paulstewartii
@derangedradio
@m157q_news_rss
@bizcommunityit
@shonepatrol
@sherripizza
@hautecouturenjh
@preueth
@douchebagstrat

Top Tweeters in G2:
@marcodacostafx
@ubathediplomat
@muumidou
@snapbaeks
@squirrel_ma
@bartzebest
@jaybanks22
@mrwildstyle
@caotk
@jjmanring

Top Tweeters in G3:
@5fec93919a544d3
@manilabulletin
@ashdect
@johnnychandria
@thereisanocean
@kathysaysss
@getnashtee
@jazmasigan_2
@behopeda1
@_celestialkim

Top Tweeters in G4:
@mpho_pitsi_sa
@mxo1
@2felas
@tanzieotsile
@mostapi
@tebza_kale
@barbiliscious
@mytouchrecords
@gm_mhlongo
@spokmathambo

Top Tweeters in G5:
@sandradunn1955
@manatrue
@thestephenralph
@curiocat13
@den_fabrizi
@lopcute
@beamabeorg
@natalie91231732
@mrsnickyclark
@jerryfurmanto

Top Tweeters in G6:
@alllibertynews
@ft
@theeconomist
@ayirpelle
@connorofkane
@themistocles_w
@rhh
@fnafilms
@imbolc22
@cd_fuller

Top Tweeters in G7:
@jilevin
@docrocktex26
@jrbkjrbk
@steph93065
@cnn
@janesepmeier
@pib_india
@evenbev
@treesb59abv
@itsilverback

Top Tweeters in G8:
@kundanpathakk
@washingtonpost
@jsingh2252
@rajeevs27545206
@rwac48
@kusumanjalising
@phindu1947
@himansh72125945
@alopkeshroy
@mbrmark

Top Tweeters in G9:
@solutioneer72
@ungubunugu1274
@lllwry
@sueglashauser
@cunningham_cch
@tates5a
@knight201701
@deepvard
@dianesatx
@deejay90192

Top Tweeters in G10:
@cagney1991
@suekhi
@marcvegan
@skepmi
@carolk47
@mhduff61
@monicarivpin
@speakupjulia
@humanwhohears
@palomastovall


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