#exchangestrong, Twitter, 4/19/2020 9:28:40 PM, 225226


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#exchangestrong_2020-04-19_05-02-03.xlsx
#exchangestrong_2020-04-19_05-02-03.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 19, 2020
Short Description:
#exchangestrong via NodeXL https://bit.ly/34LHwdG
@seekingseo4u
@chidambara09
@exchangeclub
@docassar
@grattongirl
@ingcolombo
@xcmuskogee
@exchangeclublh
@nicochan33
@mvollmer1

Top hashtags:
#exchangestrong
#ai
#iot
#bigdata
#exchangefits
#exchangeclub
#exchangefit

Description:
Description
The graph represents a network of 320 Twitter users whose tweets in the requested range contained "#exchangestrong", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 19 April 2020 at 12:02 UTC.

The requested start date was Sunday, 19 April 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 73-day, 18-hour, 32-minute period from Saturday, 01 February 2020 at 19:12 UTC to Wednesday, 15 April 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 : 320
Unique Edges : 1197
Edges With Duplicates : 3834
Total Edges : 5031
Number of Edge Types : 5
Retweet : 570
MentionsInRetweet : 3230
Mentions : 1187
Replies to : 20
Tweet : 24
Self-Loops : 91
Reciprocated Vertex Pair Ratio : 0.0403560830860534
Reciprocated Edge Ratio : 0.0775812892184826
Connected Components : 5
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 316
Maximum Edges in a Connected Component : 5028
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.075006
Graph Density : 0.0171728056426332
Modularity : 0.160518
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 320 Twitter users whose tweets in the requested range contained "#exchangestrong", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 19 April 2020 at 12:02 UTC.

The requested start date was Sunday, 19 April 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 73-day, 18-hour, 32-minute period from Saturday, 01 February 2020 at 19:12 UTC to Wednesday, 15 April 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 : #exchangestrong
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:
[36] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=220831
[27] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223455
[22] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218450
[16] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=222286
[16] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221842
[15] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223004
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224452
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219258
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223978
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223019

Top URLs in Tweet in G1:
[17] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=220831
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=222286
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223455
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218450
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221842
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223004
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219258
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224452
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223978
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223019

Top URLs in Tweet in G2:
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218450
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=220831
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223455
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221842
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223004
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219258
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=222286
[2] http://www.connectedaction.net/shop/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224452
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223019

Top URLs in Tweet in G3:
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=220831
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223455
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221842
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223004
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=222286
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224452
[2] https://twitter.com/maxbrooksauthor/status/1239624352305303552
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223019
[1] https://wfxl.com/news/local/lily-pad-sane-center-inc-in-need-of-suitcases-for-foster-children?fbclid=IwAR2KuddiAD6kgzIQ34YCZQsKvBWYrCqMZSGsdUB-zw3Ww2oTeMCKi6DD-SA
[1] http://buyexchange.org/programofservicebanners-1-1.aspx

Top URLs in Tweet in G4:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223455
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224452
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223978
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223004
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219258

Top URLs in Tweet in G5:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223455
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223978

Top URLs in Tweet in G7:
[1] https://myemail.constantcontact.com/Exchange-s-February-FYI.html?soid=1102534231567&aid=ig5d-dMxhGg

Top URLs in Tweet in G8:
[1] http://publicaffairs-sme.com/FamilyServingFamily/2020/03/30/exchange-grab-and-go-school-meals-nourish-spirits-throughout-military-communities-during-covid-19/
[1] https://www.facebook.com/owatonnaexchange/photos/a.678751072166030/3382675051773605/?type=3

Top Domains
Top Domains in Tweet in Entire Graph:
[167] nodexlgraphgallery.org
[5] scmp.com
[4] twitter.com
[3] bbc.com
[2] cmswire.com
[2] cnn.com
[2] technologynewschina.com
[2] iottechnews.com
[2] yahoo.com
[2] businessinsider.com

Top Domains in Tweet in G1:
[72] nodexlgraphgallery.org

Top Domains in Tweet in G2:
[48] nodexlgraphgallery.org
[5] scmp.com
[3] bbc.com
[2] connectedaction.net
[2] businessinsider.com
[2] co.uk
[2] techinasia.com
[2] iottechnews.com
[2] cmswire.com
[2] technologynewschina.com

Top Domains in Tweet in G3:
[32] nodexlgraphgallery.org
[3] twitter.com
[1] wfxl.com
[1] buyexchange.org
[1] nationalexchangeclub.org
[1] constantcontact.com
[1] zoom.us
[1] facebook.com

Top Domains in Tweet in G4:
[10] nodexlgraphgallery.org

Top Domains in Tweet in G5:
[5] nodexlgraphgallery.org

Top Domains in Tweet in G7:
[1] constantcontact.com

Top Domains in Tweet in G8:
[1] publicaffairs-sme.com
[1] facebook.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[275] exchangestrong
[100] ai
[71] iot
[49] bigdata
[48] exchangefits
[42] exchangeclub
[34] exchangefit
[24] data
[17] twitter
[13] datascience



Top Hashtags in Tweet in G1:
[91] exchangestrong
[33] ai
[27] iot
[26] bigdata
[25] exchangeclub
[20] exchangefits
[18] exchangefit
[11] twitter
[8] digital
[8] healthcare

Top Hashtags in Tweet in G2:
[105] exchangestrong
[60] ai
[38] iot
[21] data
[18] bigdata
[14] exchangefits
[13] exchangeclub
[12] exchangefit
[5] datascience
[4] twitter

Top Hashtags in Tweet in G3:
[61] exchangestrong
[14] exchangefits
[6] ai
[5] iot
[4] exchangecares
[4] exchangeclub
[4] exchangefit
[4] bigdata
[3] growexchange
[3] dontbeaspreader

Top Hashtags in Tweet in G4:
[9] exchangestrong

Top Hashtags in Tweet in G5:
[4] exchangestrong
[1] ai
[1] iot
[1] bigdata

Top Hashtags in Tweet in G7:
[2] exchangestrong
[1] wearblue
[1] preventionofchildabuse
[1] exchangecares

Top Hashtags in Tweet in G8:
[3] exchangestrong
[1] korea
[1] europe
[1] okinawa
[1] japan
[1] exchangeassoc
[1] owatonnaexchange
[1] steelecountyexchange

Top Words
Top Words in Tweet in Entire Graph:
[259] Words in Sentiment List#1: Positive
[235] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[12238] Non-categorized Words
[12732] Total Words
[599] seekingseo4u
[456] docassar
[396] chidambara09
[348] nodexl
[275] #exchangestrong

Top Words in Tweet in G1:
[295] seekingseo4u
[207] docassar
[182] chidambara09
[170] nodexl
[119] grattongirl
[104] exchangeclub
[96] uitsteln
[91] #exchangestrong
[79] xcmuskogee
[67] mjoehlerich

Top Words in Tweet in G2:
[137] docassar
[122] chidambara09
[112] seekingseo4u
[111] nodexl
[105] #exchangestrong
[84] grattongirl
[66] exchangeclub
[60] antgrasso
[60] #ai
[45] uitsteln

Top Words in Tweet in G3:
[72] docassar
[69] exchangeclub
[69] seekingseo4u
[64] chidambara09
[61] #exchangestrong
[54] xcmuskogee
[53] uitsteln
[47] mjoehlerich
[39] nodexl
[33] exchange

Top Words in Tweet in G4:
[78] seekingseo4u
[41] antgrasso
[28] docassar
[26] onreact
[25] artificial
[25] intelligence
[25] thenathanone
[24] today
[24] nicochan33
[23] lives

Top Words in Tweet in G5:
[32] seekingseo4u
[16] dahl_consult
[16] enricomolinari
[13] mikequindazzi
[13] evankirstel
[12] docassar
[11] nodexl
[10] chidambara09
[10] chinese
[10] rover

Top Words in Tweet in G6:
[13] seekingseo4u
[13] drspangenberg
[13] mvollmer1
[10] sallyeaves
[10] victoryabro
[10] jack_rgjk
[9] coronavirus
[6] stretching
[6] facebook
[6] limits

Top Words in Tweet in G7:
[8] dallas
[4] due
[4] county
[4] city
[4] directives
[4] currently
[4] effect
[4] club
[4] meetings
[4] suspended

Top Words in Tweet in G8:
[3] #exchangestrong
[2] members
[2] masks
[2] child

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[132] docassar,nodexl
[128] #exchangestrong,nodexl
[125] chidambara09,docassar
[105] xcmuskogee,exchangeclub
[102] seekingseo4u,docassar
[89] exchangeclub,mjoehlerich
[85] docassar,uitsteln
[83] nodexl,seekingseo4u
[73] uitsteln,xcmuskogee
[64] docassar,chidambara09

Top Word Pairs in Tweet in G1:
[65] docassar,nodexl
[60] chidambara09,docassar
[56] #exchangestrong,nodexl
[50] seekingseo4u,docassar
[48] xcmuskogee,exchangeclub
[43] docassar,uitsteln
[40] exchangeclub,mjoehlerich
[36] uitsteln,xcmuskogee
[34] nodexl,seekingseo4u
[33] seekingseo4u,coronavirus

Top Word Pairs in Tweet in G2:
[54] docassar,nodexl
[40] chidambara09,docassar
[33] #exchangestrong,#ai
[30] #exchangestrong,nodexl
[25] grattongirl,grattonboy
[23] #ai,#iot
[22] docassar,chidambara09
[21] docassar,uitsteln
[21] xcmuskogee,exchangeclub
[20] nodexl,docassar

Top Word Pairs in Tweet in G3:
[36] xcmuskogee,exchangeclub
[32] exchangeclub,mjoehlerich
[29] #exchangestrong,nodexl
[24] seekingseo4u,docassar
[22] mjoehlerich,leadersadam
[21] docassar,uitsteln
[21] nodexl,seekingseo4u
[19] uitsteln,xcmuskogee
[19] exchangedurham,xchanover
[18] chidambara09,uitsteln

Top Word Pairs in Tweet in G4:
[25] artificial,intelligence
[23] seekingseo4u,artificial
[23] intelligence,lives
[23] lives,today
[23] today,thenathanone
[23] thenathanone,nicochan33
[23] nicochan33,nonyabinis
[23] nonyabinis,onreact
[23] onreact,antgrasso
[23] antgrasso,ipfconline1

Top Word Pairs in Tweet in G5:
[13] mikequindazzi,evankirstel
[10] seekingseo4u,chinese
[10] chinese,rover
[10] rover,discovers
[10] discovers,itâ
[10] itâ,sitting
[10] sitting,39
[10] 39,ft
[10] ft,moon
[10] moon,dust

Top Word Pairs in Tweet in G6:
[10] drspangenberg,mvollmer1
[10] mvollmer1,sallyeaves
[10] sallyeaves,victoryabro
[10] victoryabro,jack_rgjk
[6] seekingseo4u,coronavirus
[6] coronavirus,stretching
[6] stretching,facebook
[6] facebook,limits
[6] limits,drspangenberg
[6] jack_rgjk,vanri

Top Word Pairs in Tweet in G7:
[4] due,dallas
[4] dallas,county
[4] county,city
[4] city,dallas
[4] dallas,directives
[4] directives,currently
[4] currently,effect
[4] effect,club
[4] club,meetings
[4] meetings,suspended

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@seekingseo4u
@docassar
@chidambara09
@grattongirl
@exchangeclub
@nodexl
@uitsteln
@xcmuskogee
@antgrasso
@mjoehlerich

Top Mentioned in G1:
@seekingseo4u
@docassar
@chidambara09
@grattongirl
@exchangeclub
@nodexl
@uitsteln
@xcmuskogee
@mjoehlerich
@mvollmer1

Top Mentioned in G2:
@docassar
@chidambara09
@seekingseo4u
@grattongirl
@nodexl
@antgrasso
@exchangeclub
@uitsteln
@grattonboy
@mvollmer1

Top Mentioned in G3:
@exchangeclub
@docassar
@chidambara09
@seekingseo4u
@xcmuskogee
@uitsteln
@mjoehlerich
@exchangedurham
@xchanover
@leadersadam

Top Mentioned in G4:
@seekingseo4u
@antgrasso
@onreact
@thenathanone
@docassar
@nicochan33
@nonyabinis
@ipfconline1
@bruce
@grattongirl

Top Mentioned in G5:
@seekingseo4u
@dahl_consult
@enricomolinari
@mikequindazzi
@evankirstel
@chidambara09
@docassar
@mvollmer1
@nodexl

Top Mentioned in G6:
@seekingseo4u
@drspangenberg
@mvollmer1
@sallyeaves
@victoryabro
@jack_rgjk
@vanri
@aaronauldde
@enricomolinari

Top Mentioned in G7:
@exchangeclub
@exchangeclublh

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@sectest9
@gamergeeknews
@chidambara09
@evankirstel
@deejayiwan
@cybersec_feeds
@lorimoreno
@ronaldclarke
@calcaware

Top Tweeters in G1:
@chidambara09
@deejayiwan
@lorimoreno
@calcaware
@marshacollier
@andrewmorrisuk
@akwyz
@data_nerd
@jonathanotcher1
@ssxman2

Top Tweeters in G2:
@marshawright
@trippbraden
@brucevh
@jvcrum
@lorishemek
@j082298
@havenlust
@kirkdborne
@ainewsfeed
@keithkeller

Top Tweeters in G3:
@gamergeeknews
@cybersec_feeds
@ronaldclarke
@taieb_bot
@mjoehlerich
@openmarketingtv
@markmichdomnic
@llnuxbot
@ricardo_ik_ahau
@tim_official

Top Tweeters in G4:
@nicochan33
@gezgintrk
@ipfconline1
@techpearce2
@alternative200
@edrc30
@technojeder
@robinheed
@thomashilbig2
@domsden1

Top Tweeters in G5:
@sectest9
@evankirstel
@vivmilano
@cybersecurityn8
@albertan48
@nvsdata
@antonie19031966
@ch
@worldtrendsinfo
@hazloe3

Top Tweeters in G6:
@stuartsimon
@urbansqr
@imnickhuber
@corix_jc
@corixpartners
@sallyeaves
@avimimoun
@transform_sec
@sulefati7
@jayroefren

Top Tweeters in G7:
@exchangeclublh
@markbholmes
@bonojl
@glew16

Top Tweeters in G8:
@a
@exchangeassoc
@cardashroll
@exnorthwillco


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