social graph, Twitter, 2/6/2020 11:31:47 PM, 220614


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social graph_2020-02-06_11-31-12.xlsx
social graph_2020-02-06_11-31-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 06, 2020
Short Description:
social graph via NodeXL http://bit.ly/383WRqI
@sb19alexa
@foldablehuman
@kpopradar_blip
@johnarnoldfndtn
@neo4j
@patio11
@gncd_thailand17
@halvorz
@fullfact
@bloomingbomin

Top hashtags:
#fact
#graphdatabase
#neo4j
#socialmedia
#thingsyoucandowithsymplursignals

Description:
Description
The graph represents a network of 1,582 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 Thursday, 06 February 2020 at 19:31 UTC.

The requested start date was Thursday, 06 February 2020 at 13:44 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, 21-hour, 32-minute period from Thursday, 23 January 2020 at 16:03 UTC to Thursday, 06 February 2020 at 13:35 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 : 1582
Unique Edges : 2265
Edges With Duplicates : 390
Total Edges : 2655
Number of Edge Types : 4
Tweet : 150
MentionsInRetweet : 2033
Replies to : 132
Mentions : 340
Self-Loops : 150
Reciprocated Vertex Pair Ratio : 0.0144483362521891
Reciprocated Edge Ratio : 0.028485110056107
Connected Components : 258
Single-Vertex Connected Components : 84
Maximum Vertices in a Connected Component : 342
Maximum Edges in a Connected Component : 1011
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 1.985181
Graph Density : 0.00092637683106357
Modularity : 0.748561
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 1,582 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 Thursday, 06 February 2020 at 19:31 UTC.

The requested start date was Thursday, 06 February 2020 at 13:44 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, 21-hour, 32-minute period from Thursday, 23 January 2020 at 16:03 UTC to Thursday, 06 February 2020 at 13:35 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:
[22] https://neo4j.com/blog/https-neo4j-com-blog-neo4j-graph-database-4-0-ga-release/?ref=social-blog
[22] https://neo4j.com/blog/calling-all-nodes-join-us-for-global-graph-celebration-day-on-april-15-2020/?ref=social-blog
[11] https://www.socialblabla.com/que-es-el-social-graph-y-por-que-es-importante-2.html
[10] https://neo4j.com/blog/neo4j-graph-database-4-0-ga-release/?ref=social-blog
[7] https://www.socialblabla.com/que-es-el-social-graph-y-por-que-es-importante-2.html?utm_source=dlvr.it&utm_medium=twitter
[6] https://neo4j.com/blog/calling-all-nodes-join-us-for-global-graph-celebration-day-on-april-15-2020/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=calling-all-nodes-join-us-for-global-graph-celebration-day-ap-2345268
[5] https://arxiv.org/abs/1902.06673
[4] https://neo4j.com/blog/5-minute-interview-kyle-mcnamara/?ref=social-blog
[3] https://www.synthesio.com/blog/social-media-usage-graph/?utm_medium=social
[3] media&utm_source=twitter.com&utm_campaign=socialmediausage

Top URLs in Tweet in G4:
[11] https://www.socialblabla.com/que-es-el-social-graph-y-por-que-es-importante-2.html
[5] https://www.socialblabla.com/que-es-el-social-graph-y-por-que-es-importante-2.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.youtube.com/watch?v=ZCj2wuKBBu4

[2] https://www.highcharts.com/docs/chart-and-series-types/networkgraph
[2] https://neo4j.com/blog/calling-all-nodes-join-us-for-global-graph-celebration-day-on-april-15-2020/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=calling-all-nodes-join-us-for-global-graph-celebration-day-ap-2345268
[1] https://www.youtube.com/watch?v=ZhfjiPX5Vlc

[1] https://ieeexplore.ieee.org/document/8390809
[1] http://dlvr.it/RNdBX9
[1] https://cloudcomputersguide.com/nike-a-social-graph-at-scale-with-amazon-neptune/
[1] http://cs.SI

Top URLs in Tweet in G5:
[2] https://threadreaderapp.com/thread/1222874623055974401.html

Top URLs in Tweet in G6:
[22] https://neo4j.com/blog/https-neo4j-com-blog-neo4j-graph-database-4-0-ga-release/?ref=social-blog
[21] https://neo4j.com/blog/calling-all-nodes-join-us-for-global-graph-celebration-day-on-april-15-2020/?ref=social-blog
[10] https://neo4j.com/blog/neo4j-graph-database-4-0-ga-release/?ref=social-blog
[4] https://neo4j.com/blog/5-minute-interview-kyle-mcnamara/?ref=social-blog
[4] https://neo4j.com/blog/calling-all-nodes-join-us-for-global-graph-celebration-day-on-april-15-2020/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=calling-all-nodes-join-us-for-global-graph-celebration-day-ap-2345268
[2] https://neo4j.com/blog/graphcast-graph-databases-will-change-your-freakin-life/?ref=social-blog
[1] https://neo4j.com/blog/graph-databases-for-beginners-wait-what-do-you-mean-by-graph/?ref=social-blog
[1] https://neo4j.com/blog/graph-theory-opioid-epidemic-datacon/?ref=social-blog
[1] https://neo4j.com/blog/5-minute-interview-jennifer-reif-developer-relations-engineer-neo4j/?ref=social-blog
[1] https://neo4j.com/case-studies/caterpillar/?ref=social-camp

Top URLs in Tweet in G8:
[1] https://fullfact.org/health/deaths-in-the-UK-graph/

Top URLs in Tweet in G9:
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=220266
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199548
[1] http://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=138241&utm_content=buffer00ebb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.weforum.org/agenda/2019/10/social-media-use-by-generation

Top URLs in Tweet in G10:
[2] https://www.kpop-radar.com/GoldenChild
[1] https://www.kpop-radar.com/SUPERJUNIOR

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[20] fact
[19] graphdatabase
[12] neo4j
[11] socialmedia
[10] thingsyoucandowithsymplursignals
[9] graphdatabases
[8] buidl
[7] neo4jcommunity
[7] sendcrisis
[6] globalgraphcelebrationday



Top Hashtags in Tweet in G1:
[2] sb19_sharingtheblessing
[2] atinfini3andbeyond

Top Hashtags in Tweet in G4:
[3] socialmedia
[3] marketing
[2] dataviz
[2] network
[2] graphdatabases
[1] aws
[1] thisismyarchitecture
[1] graphdb
[1] nike
[1] recommendationengine

Top Hashtags in Tweet in G6:
[12] graphdatabase
[11] neo4j
[7] neo4jcommunity
[6] globalgraphcelebrationday
[4] graphdatabases
[4] connecteddata
[2] graphcast
[1] opioidepidemic
[1] nlp
[1] graphalgorithms

Top Hashtags in Tweet in G7:
[3] agora

Top Hashtags in Tweet in G9:
[3] smartcity
[3] iot
[3] bigdata
[2] ai
[1] 5g
[1] cybersecurity
[1] smartcities
[1] robotics
[1] machinelearning
[1] artificialintelligence

Top Hashtags in Tweet in G10:
[2] goldenchild
[1] superjunior

Top Words
Top Words in Tweet in Entire Graph:
[979] Words in Sentiment List#1: Positive
[358] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[31146] Non-categorized Words
[32483] Total Words
[956] graph
[536] social
[371] 15
[362] sb19alexa
[344] top

Top Words in Tweet in G1:
[362] sb19alexa
[338] graph
[337] top
[335] relation
[335] posted
[335] earlier
[335] divided
[335] total
[335] retweets
[335] mentions

Top Words in Tweet in G2:
[138] lady
[138] youtube
[138] one
[138] commenter
[138] stalking
[138] keeping
[137] foldablehuman
[137] meticulousl

Top Words in Tweet in G3:
[105] kpopradar_blip
[105] gncd_thailand17
[105] gncdupdates
[105] arabgoldenchild
[105] goldenchildtr
[105] bloomingbomin
[71] believeingolcha
[71] choi_sungyoon
[71] gncd_tren
[34] official_gncd

Top Words in Tweet in G4:
[90] social
[87] graph
[16] importante
[14] media
[11] network
[10] good
[10] more
[10] networks
[7] use
[7] people

Top Words in Tweet in G5:
[144] data
[73] think
[72] having
[72] vital
[72] addressing
[72] social
[72] problems
[72] graph
[71] johnarnoldfndtn
[70] maternal

Top Words in Tweet in G6:
[152] neo4j
[95] graph
[38] database
[34] celebration
[34] day
[33] calling
[33] nodes
[33] join
[33] global
[33] april

Top Words in Tweet in G7:
[17] graph
[15] social
[6] twitter
[4] very
[4] eriktorenberg
[4] building
[3] network
[3] #agora
[3] big
[3] lessin

Top Words in Tweet in G8:
[34] uk
[34] 2011
[33] fact
[33] checked
[33] graph
[33] social
[33] media
[33] showing
[33] deaths
[33] rising

Top Words in Tweet in G9:
[10] mikequindazzi
[9] gt
[8] social
[5] nodexl
[5] graph
[4] network
[4] analysis
[4] process
[4] investigating
[4] structures

Top Words in Tweet in G10:
[11] sjofficial
[11] elfsujumexico
[11] bruneielf
[11] sjunitedph
[11] sj_feat_elf
[11] lovehyuk8568
[11] heenimth
[11] suju__spain
[11] elfriendkh
[10] kpopradar_blip

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[335] relation,graph
[335] graph,posted
[335] posted,earlier
[335] earlier,divided
[335] divided,total
[335] total,retweets
[335] retweets,mentions
[335] mentions,jan
[335] jan,25
[335] 25,31

Top Word Pairs in Tweet in G1:
[335] relation,graph
[335] graph,posted
[335] posted,earlier
[335] earlier,divided
[335] divided,total
[335] total,retweets
[335] retweets,mentions
[335] mentions,jan
[335] jan,25
[335] 25,31

Top Word Pairs in Tweet in G2:
[138] lady,youtube
[138] youtube,one
[138] one,commenter
[138] commenter,stalking
[138] stalking,keeping
[137] foldablehuman,lady
[137] keeping,meticulousl

Top Word Pairs in Tweet in G3:
[105] gncd_thailand17,gncdupdates
[105] gncdupdates,arabgoldenchild
[105] arabgoldenchild,goldenchildtr
[105] goldenchildtr,bloomingbomin
[71] kpopradar_blip,gncd_thailand17
[71] bloomingbomin,believeingolcha
[71] believeingolcha,choi_sungyoon
[71] choi_sungyoon,gncd_tren
[34] kpopradar_blip,official_gncd
[34] official_gncd,hi_goldenness

Top Word Pairs in Tweet in G4:
[41] social,graph
[16] graph,importante
[12] social,media
[8] social,networks
[4] open,graph
[4] nike,social
[4] graph,scale
[4] scale,amazon
[4] amazon,neptune
[4] social,network

Top Word Pairs in Tweet in G5:
[72] data,think
[72] think,having
[72] having,data
[72] data,vital
[72] vital,addressing
[72] addressing,social
[72] social,problems
[72] problems,graph
[71] johnarnoldfndtn,data
[70] graph,maternal

Top Word Pairs in Tweet in G6:
[38] neo4j,graph
[38] graph,database
[34] graph,celebration
[34] celebration,day
[33] calling,nodes
[33] nodes,join
[33] join,global
[33] global,graph
[33] day,april
[33] april,15

Top Word Pairs in Tweet in G7:
[10] social,graph
[3] social,network
[3] lessin,rsg
[3] rsg,villageglobal
[3] villageglobal,eriktorenberg
[2] graph,based
[2] twitter,social
[2] graph,tweet
[2] eriktorenberg,substack
[2] substack,imagine

Top Word Pairs in Tweet in G8:
[33] fact,checked
[33] checked,graph
[33] graph,social
[33] social,media
[33] media,showing
[33] showing,deaths
[33] deaths,uk
[33] uk,rising
[33] rising,2011
[33] 2011,correct

Top Word Pairs in Tweet in G9:
[4] social,network
[4] network,analysis
[4] analysis,process
[4] process,investigating
[4] investigating,social
[4] social,structures
[4] structures,use
[4] use,networks
[4] networks,graph
[4] graph,theory

Top Word Pairs in Tweet in G10:
[11] sjofficial,elfsujumexico
[11] elfsujumexico,bruneielf
[11] bruneielf,sjunitedph
[11] sjunitedph,sj_feat_elf
[11] sj_feat_elf,lovehyuk8568
[11] lovehyuk8568,heenimth
[11] heenimth,suju__spain
[11] suju__spain,elfriendkh
[10] kpopradar_blip,sjofficial
[10] elfriendkh,yuli_h

Top Replied-To
Top Replied-To in Entire Graph:
@kevinreuning
@alacon
@lessin
@menandersoter
@cohen_goes_ham
@shainanc
@duv36
@corbydavidson
@johnkoepi
@checkmatestate

Top Replied-To in G1:
@sb19alexa

Top Replied-To in G5:
@financecyprus
@lbyron

Top Replied-To in G6:
@hadleybeeman

Top Replied-To in G7:
@lessin
@menandersoter
@lenazun
@thezeblin
@theshawwn
@vgr
@gumbyplus

Top Replied-To in G10:
@gncd_thailand17
@sjofficial
@official_gncd

Top Mentioned
Top Mentioned in Entire Graph:
@sb19alexa
@foldablehuman
@kpopradar_blip
@gncdupdates
@arabgoldenchild
@goldenchildtr
@bloomingbomin
@gncd_thailand17
@believeingolcha
@choi_sungyoon

Top Mentioned in G1:
@sb19alexa
@sb19official
@vintageclouds_

Top Mentioned in G2:
@foldablehuman

Top Mentioned in G3:
@kpopradar_blip
@gncd_thailand17
@gncdupdates
@arabgoldenchild
@goldenchildtr
@bloomingbomin
@believeingolcha
@choi_sungyoon
@official_gncd

Top Mentioned in G5:
@johnarnoldfndtn

Top Mentioned in G6:
@neo4j
@jimwebber
@askkerush
@lancewalter
@kylemcna
@graph_aware
@jocelyn_neo4j
@kevinmonk
@mattstibbs

Top Mentioned in G7:
@eriktorenberg
@rsg
@villageglobal
@sonyasupposedly
@visakanv
@substack
@juliagalef
@webdevmason
@rivatez
@vgr

Top Mentioned in G8:
@fullfact

Top Mentioned in G9:
@mikequindazzi
@listenshahid
@veenaproerp
@smartecocity
@opendataglobal
@ronald_vanloon
@knmt_ai
@paula_piccard
@ar_lover_atsu
@fisher85m

Top Mentioned in G10:
@elfsujumexico
@bruneielf
@sjunitedph
@sj_feat_elf
@lovehyuk8568
@heenimth
@suju__spain
@elfriendkh
@kpopradar_blip
@sjofficial

Top Tweeters
Top Tweeters in Entire Graph:
@cyberdomain
@roblwilson
@evankirstel
@twitlertwit
@threadreaderapp
@n7irl
@gojira007x
@fleming77
@saveusrepublic2
@_silversmith

Top Tweeters in G1:
@mapofthesoul07
@gandalang23
@bigtasa
@aurum_ph
@aleshelin
@ganda1123
@isla_ten
@worstadmirer007
@johnnythorfish
@marjoroooie

Top Tweeters in G2:
@n7irl
@gojira007x
@thatoneguy2440
@hannahchapter1
@alexagudelo10
@lisaquestions
@lightrider
@cubsbane
@cjmilesiv
@neworrder

Top Tweeters in G3:
@nannie_1995
@ployity
@dongbangfinite
@p_pnlp_96
@yunschajun
@l_pailin
@atthasad
@lk_inspirit
@userblink_fanbp
@baizu87

Top Tweeters in G4:
@cyberdomain
@rulesbenitez
@adriansysnet
@douchebagstrat
@8020es
@simplicitly
@manuelmaita
@realadamhorne
@gruponube
@trinity_13

Top Tweeters in G5:
@threadreaderapp
@weldtowrite
@cryptocoinage
@hermetec
@houmanitarian
@whet
@realkunalashah
@dv99999
@antlerboy
@adamscrabble

Top Tweeters in G6:
@openmarketingtv
@jadp
@neo4j
@glory_of
@avimimoun
@luiy
@markhneedham
@hadleybeeman
@pouncey17
@thebjirn

Top Tweeters in G7:
@visakanv
@vgr
@zooko
@eigenrobot
@_tamarawinter
@matthew_d_green
@theannagat
@meaningness
@patio11
@sarahdoingthing

Top Tweeters in G8:
@roblwilson
@fleming77
@sandradunn1955
@heggietbk
@rachelmann123
@ribblevalleysue
@lowerformofwit
@andreww66619812
@ka8895
@andystubbington

Top Tweeters in G9:
@evankirstel
@wef
@smartecocity
@paula_piccard
@ronald_vanloon
@asia_suzuki
@mikequindazzi
@veenaproerp
@hubofml
@antgrasso

Top Tweeters in G10:
@lovehyuk8568
@sjismyoxygen
@elfriendkh
@sjunitedph
@haekyute
@sakurau81815982
@franc_sk
@haru_rain16
@bruneielf
@shyfly_hoony02


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