social graph, Twitter, 10/1/2020 9:10:15 AM, 236442


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social graph_2020-09-30_21-01-01.xlsx
social graph_2020-09-30_21-01-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 01, 2020
Short Description:
social graph via NodeXL https://bit.ly/3l2Fmx1
@fox_claire
@neo4j
@salhaj
@codegnuts
@tdatascience
@codernotesbot
@hubofml
@allisonpearson
@jr33rpm
@fmfrancoise

Top hashtags:
#fiverr
#neo4j
#graphics_designer
#new
#nodes2020
#machinelearning
#graphdatabase
#covid

Description:
Description
The graph represents a network of 2,062 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, 01 October 2020 at 04:02 UTC.

The requested start date was Wednesday, 30 September 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 10-minute period from Wednesday, 16 September 2020 at 00:07 UTC to Tuesday, 29 September 2020 at 23:18 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 : 2062
Unique Edges : 1280
Edges With Duplicates : 1820
Total Edges : 3100
Number of Edge Types : 5
Retweet : 791
MentionsInRetweet : 1018
Mentions : 663
Tweet : 344
Replies to : 284
Self-Loops : 351
Reciprocated Vertex Pair Ratio : 0.0112903225806452
Reciprocated Edge Ratio : 0.0223285486443381
Connected Components : 453
Single-Vertex Connected Components : 135
Maximum Vertices in a Connected Component : 466
Maximum Edges in a Connected Component : 1054
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.457315
Graph Density : 0.000442610938631676
Modularity : 0.616327
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 2,062 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, 01 October 2020 at 04:02 UTC.

The requested start date was Wednesday, 30 September 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 10-minute period from Wednesday, 16 September 2020 at 00:07 UTC to Tuesday, 29 September 2020 at 23:18 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:
[41] https://www.fiverr.com/share/pm03y
[11] https://analyticsindiamag.com/social-media-platforms-graph-machine-learning/
[10] https://neo4j.com/blog/introducing-graph-databases-for-dummies/?ref=social-blog
[9] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fmachine-learning-tasks-on-graphs-7bc8f175119a%3Fsource%3Dsocial.tw
[6] https://www.unomaha.edu/college-of-communication-fine-arts-and-media/communication/community-engagement/social-media-lab.php
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235617
[5] https://neo4j.com/blog/introducing-graph-databases-for-dummies/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=introducing-graph-databases-for-dummies-httpgaggl7kdpob-2680015
[5] https://neo4j.com/nodes-2020/?ref=social-&utm_source=promos&utm_medium=social
[5] https://www.9news.com.au/national/the-graph-that-shows-why-2020-has-been-year-from-hell-for-australians/1405a7a5-ba03-4ad9-93e1-9945ae309e12?ocid=Social-9News
[4] https://neo4j.com/blog/combating-money-laundering-graph-data-visualizations/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=combating-money-laundering-graph-data-visualizations-httpgag-2680030

Top URLs in Tweet in G1:
[1] https://twitter.com/MrHarryCole/status/1307983396870795264

Top URLs in Tweet in G2:
[41] https://www.fiverr.com/share/pm03y
[2] https://www.highcharts.com/docs/chart-and-series-types/networkgraph
[2] https://www.jmir.org/2020/9/e18062/
[1] https://avoidboringpeople.substack.com/p/theres-more-to-communities-than-facebook
[1] https://www.9news.com.au/national/the-graph-that-shows-why-2020-has-been-year-from-hell-for-australians/1405a7a5-ba03-4ad9-93e1-9945ae309e12?ocid=social-Nine
[1] https://finance.yahoo.com/news/crowdstrike-announces-integration-servicenow-graph-131500827.html?soc_src=social-sh&soc_trk=tw
[1] https://www.atb.com/company/insights/the-owl/manufacturing-up-again-in-july/
[1] https://demographicntel.syd1.qualtrics.com/jfe/form/SV_9RfNOzSLgkKzqEl?Q_CHL=social&Q_SocialSource=twitter
[1] https://twitter.com/TheELongWave/status/1306607336396595202
[1] https://www.sciencedirect.com/science/article/abs/pii/S095741742030779X

Top URLs in Tweet in G3:
[9] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fmachine-learning-tasks-on-graphs-7bc8f175119a%3Fsource%3Dsocial.tw
[5] https://analyticsindiamag.com/social-media-platforms-graph-machine-learning/
[4] https://towardsdatascience.com/how-to-draw-a-bar-graph-for-your-scientific-paper-with-python-a6c2a5e6bcd7?source=social.tw
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fmanifold-learning-2-99a25eeb677d%3Fsource%3Dsocial.tw
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235781
[3] https://www.latinamerica.undp.org/content/rblac/es/home/presscenter/director-s-graph-for-thought/inclusion-requires-capacity---the-role-of-social-registries-in-e.html
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Flevelup.gitconnected.com%2Fknowledge-graph-app-in-15min-c76b94bb53b3%3Fsource%3Dsocial.tw
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fwhat-is-a-graph-database-249cd7fdf24d%3Fsource%3Dsocial.tw
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fdata-scientists-the-five-graph-algorithms-that-you-should-know-30f454fa5513%3Fsource%3Dsocial.tw
[1] https://sirota.substack.com/p/the-labor-day-graph-that-says-it

Top URLs in Tweet in G4:
[10] https://neo4j.com/blog/introducing-graph-databases-for-dummies/?ref=social-blog
[5] https://neo4j.com/nodes-2020/?ref=social-&utm_source=promos&utm_medium=social
[5] https://neo4j.com/blog/introducing-graph-databases-for-dummies/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=introducing-graph-databases-for-dummies-httpgaggl7kdpob-2680015
[4] https://neo4j.com/blog/chaos-engineering-neo4j-graphconnect/?ref=social-blog
[4] https://neo4j.com/blog/combating-money-laundering-graph-data-visualizations/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=combating-money-laundering-graph-data-visualizations-httpgag-2680030
[3] https://neo4j.com/blog/combating-money-laundering-graph-data-visualizations/?ref=social-blog
[3] https://neo4j.com/blog/chaos-engineering-neo4j-graphconnect/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=chaos-engineering-with-neo4j-httpgagglh5tqiq-2689709
[2] https://neo4j.com/blog/graph-data-science-5-minute-interview-alicia-frame/?ref=social-blog
[2] https://neo4j.com/whitepapers/graph-database-security-visual-overview/?ref=social-camp
[2] https://go.neo4j.com/graphs-for-cyber-security.-lp.html?ref=social-camp

Top URLs in Tweet in G9:
[1] https://podcasts.apple.com/gb/podcast/16-minutes-news-by-a16z/id1474431037?i=1000491746568
[1] http://a16z.com/2020/09/18/16mins-tiktok-seeing-like-an-algorithm-friendly-design-creativity-network-effects-video/
[1] https://podcasts.apple.com/fr/podcast/tiktok-beyond-the-algorithm-question-the-future-of-product/id842818711?i=1000491904599?i=1000491904599
[1] https://podcasts.apple.com/us/podcast/tiktok-beyond-the-algorithm-question-the-future-of-product/id842818711?i=1000491904599?i=1000491904599
[1] https://open.spotify.com/episode/68zU6sxA2ylr2877y1uomc?si=yzN-elsDRfKOZeLZwTOtDQ
[1] https://a16z.com/2020/09/18/16mins-tiktok-seeing-like-an-algorithm-friendly-design-creativity-network-effects-video/
[1] https://www.eugenewei.com/blog/2020/8/3/tiktok-and-the-sorting-hat
[1] https://twitter.com/ianjohnlee/status/1306378164470296578

Top URLs in Tweet in G10:
[1] https://www.brightid.org/

Top Domains
Top Domains in Tweet in Entire Graph:
[80] twitter.com
[67] neo4j.com
[41] fiverr.com
[30] medium.com
[14] com.au
[12] nodexlgraphgallery.org
[11] analyticsindiamag.com
[6] linkedin.com
[6] unomaha.edu
[5] dynatrace.com

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[60] twitter.com
[41] fiverr.com
[4] dynatrace.com
[3] engage.social
[2] sciencedirect.com
[2] medium.com
[2] highcharts.com
[2] jmir.org
[1] substack.com
[1] com.au

Top Domains in Tweet in G3:
[25] medium.com
[5] analyticsindiamag.com
[4] towardsdatascience.com
[4] nodexlgraphgallery.org
[4] undp.org
[1] substack.com
[1] twitter.com
[1] technologyreview.com
[1] experfy.com

Top Domains in Tweet in G4:
[65] neo4j.com

Top Domains in Tweet in G9:
[3] apple.com
[2] a16z.com
[1] spotify.com
[1] eugenewei.com
[1] twitter.com

Top Domains in Tweet in G10:
[1] brightid.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[42] fiverr
[41] neo4j
[41] graphics_designer
[39] new
[29] nodes2020
[26] machinelearning
[23] graphdatabase
[21] covid
[17] graph
[16] 9news



Top Hashtags in Tweet in G2:
[42] fiverr
[41] graphics_designer
[3] graph
[2] socialmedia
[2] dataviz
[2] network
[1] alberta
[1] sales
[1] bcm114
[1] utah

Top Hashtags in Tweet in G3:
[14] nodes2020
[11] machinelearning
[11] registros
[10] graph
[10] 100daysofcode
[10] protecciónsocial
[7] américalatina
[7] caribe
[6] ai
[6] deeplearning

Top Hashtags in Tweet in G4:
[38] neo4j
[22] graphdatabase
[15] nodes2020
[11] knowledgegraphs
[10] chaosengineering
[9] graphdatascience
[8] neo4jbloom
[7] aml
[6] datascience
[6] connecteddata

Top Hashtags in Tweet in G7:
[39] new
[1] covid19ireland

Top Hashtags in Tweet in G8:
[1] thesocialdilemma

Top Hashtags in Tweet in G9:
[1] tiktok
[1] facebook
[1] tech

Top Words
Top Words in Tweet in Entire Graph:
[1274] graph
[956] social
[284] again
[284] future
[280] fox_claire
[279] irresponsible
[279] scenario
[278] 'what
[278] if'
[278] speculation

Top Words in Tweet in G1:
[277] graph
[277] irresponsible
[277] 'what
[277] if'
[277] speculation
[277] again
[277] future
[277] scenario
[277] projections
[277] contested

Top Words in Tweet in G2:
[178] social
[155] graph
[63] media
[46] make
[46] looking
[43] level
[42] design
[42] #fiverr
[41] #graphics_designer
[41] cover

Top Words in Tweet in G3:
[69] graph
[31] tdatascience
[23] social
[23] learning
[18] machine
[18] neo4j
[16] database
[15] graphs
[14] benito
[14] gerónimo

Top Words in Tweet in G4:
[70] graph
[66] neo4j
[38] #neo4j
[22] databases
[22] #graphdatabase
[21] introducing
[19] dummies
[17] knowledge
[17] jimwebber
[17] rvanbruggen

Top Words in Tweet in G5:
[2] stevenm95164330
[2] xbasslichtie
[2] swanage123
[2] baz__17
[2] sammyboy1610
[2] daviec66
[2] audiokid3
[2] countofdown
[2] theeurogirl
[2] spending

Top Words in Tweet in G6:
[2] block

Top Words in Tweet in G7:
[78] many
[78] social
[40] contacts
[39] #new
[39] ronan_glynn
[39] graph
[39] highlights
[39] importance
[39] keeping
[38] zaraking

Top Words in Tweet in G8:
[51] sweden
[50] destroyed
[31] social
[25] covid
[25] replaced
[25] immigration
[25] favorite
[25] headline
[25] reporters
[24] chrchristensen

Top Words in Tweet in G9:
[28] social
[27] graph
[15] tokens
[14] personal
[13] interest
[13] people
[12] ianjohnlee
[11] crypto
[10] biggest
[10] thing

Top Words in Tweet in G10:
[22] social
[19] brightidproject
[18] brightid
[17] identity
[17] people
[16] lao
[16] proud
[16] support
[16] network
[16] allows

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[278] graph,irresponsible
[278] irresponsible,'what
[278] 'what,if'
[278] if',speculation
[278] speculation,again
[278] again,future
[278] future,scenario
[278] scenario,projections
[278] projections,contested
[277] fox_claire,graph

Top Word Pairs in Tweet in G1:
[277] graph,irresponsible
[277] irresponsible,'what
[277] 'what,if'
[277] if',speculation
[277] speculation,again
[277] again,future
[277] future,scenario
[277] scenario,projections
[277] projections,contested
[276] fox_claire,graph

Top Word Pairs in Tweet in G2:
[61] social,media
[48] social,graph
[41] looking,#graphics_designer
[41] #graphics_designer,make
[41] make,social
[41] media,cover
[41] cover,graphics
[41] graphics,design
[41] design,level
[41] level,two

Top Word Pairs in Tweet in G3:
[18] machine,learning
[16] graph,database
[14] benito,gerónimo
[14] gerónimo,marcos
[14] marcos,hadoxn
[14] database,catalyzer
[11] #registros,sociales
[10] neo4j,check
[10] check,benito
[10] hadoxn,chief

Top Word Pairs in Tweet in G4:
[21] graph,databases
[19] introducing,graph
[19] databases,dummies
[17] knowledge,graph
[15] #nodes2020,october
[15] october,20
[14] #graphdatabase,#neo4j
[12] 2019,talk
[12] talk,janos
[12] janos,szendi

Top Word Pairs in Tweet in G5:
[2] stevenm95164330,xbasslichtie
[2] xbasslichtie,swanage123
[2] swanage123,baz__17
[2] baz__17,sammyboy1610
[2] sammyboy1610,daviec66
[2] daviec66,audiokid3
[2] audiokid3,countofdown
[2] countofdown,theeurogirl

Top Word Pairs in Tweet in G7:
[40] social,contacts
[39] #new,many
[39] many,many
[39] many,social
[39] contacts,ronan_glynn
[39] ronan_glynn,graph
[39] graph,highlights
[39] highlights,importance
[39] importance,keeping
[39] keeping,social

Top Word Pairs in Tweet in G8:
[25] sweden,destroyed
[25] destroyed,covid
[25] covid,replaced
[25] replaced,immigration
[25] immigration,destroyed
[25] destroyed,sweden
[25] sweden,favorite
[25] favorite,headline
[25] headline,reporters
[24] chrchristensen,sweden

Top Word Pairs in Tweet in G9:
[14] personal,tokens
[13] social,graph
[12] interest,graph
[10] biggest,thing
[10] thing,people
[10] people,mostly
[10] mostly,vcs
[10] vcs,missing
[10] missing,personal
[10] tokens,more

Top Word Pairs in Tweet in G10:
[16] lao,proud
[16] proud,support
[16] support,brightidproject
[16] brightidproject,brightid
[16] brightid,social
[16] social,identity
[16] identity,network
[16] network,allows
[16] allows,people
[16] people,prove

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@fox_claire
@neo4j
@ronan_glynn
@zaraking
@tdatascience
@chrchristensen
@kpopradar_blip
@rebeca6169
@profnfenton
@brightidproject

Top Mentioned in G1:
@fox_claire

Top Mentioned in G2:
@postcardmania
@promotionpvtltd

Top Mentioned in G3:
@tdatascience
@neo4j
@hadoxn
@pnudlac
@davidsirota
@sudeepkumarpat9
@lflopezcalva
@jasmin_virdi
@unburied_miner
@mmbronstein

Top Mentioned in G4:
@neo4j
@jimwebber
@rvanbruggen
@graph_aware
@st3llasia
@luannem
@nuraini
@its_campus
@hadoxn
@anutan76

Top Mentioned in G5:
@xbasslichtie
@swanage123
@baz__17
@sammyboy1610
@daviec66
@audiokid3
@countofdown
@theeurogirl
@angloscot2
@stevenm95164330

Top Mentioned in G6:
@mattp1949
@show_sharp
@jamesrider3
@r_hartman
@bridgetholmstro
@asinister
@ricksheatcool
@ammocrypta
@tokyo_tom
@mark_a_lunn

Top Mentioned in G7:
@ronan_glynn
@zaraking
@virginmedianews

Top Mentioned in G8:
@chrchristensen
@tamaleaver

Top Mentioned in G9:
@ianjohnlee
@eugenewei
@willmcinnes
@a16z
@smc90
@ycaseau
@newsa16z
@futuresamy
@alexmasmej
@seedclubhq

Top Mentioned in G10:
@brightidproject
@thelaoofficial
@vinaytaylor
@brynosaurus
@christophera
@w3c
@w3c_ccg
@rwotevents
@bford
@trustlessstate

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersec_feeds
@inquirerdotnet
@gambiste1
@thehill
@rosenchild
@magicdmw
@codernotesbot
@businessinsider

Top Tweeters in G1:
@magicdmw
@heidiec5
@grancake
@pjpaton
@wisteriawitch
@annbank41695841
@fatfei_
@maturefinancier
@awakenowready
@geoffreyclewes

Top Tweeters in G2:
@quorumcall
@semilocon
@tggleeson
@visakanv
@ainewsfeed
@lymanstoneky
@ninecomau
@tzhonggbot
@badc0da
@spideyterry

Top Tweeters in G3:
@sectest9
@rosenchild
@codernotesbot
@xaelbot
@ajgma
@100xcode
@cybersecurityn8
@codegnuts
@redianbot
@nlognbot

Top Tweeters in G4:
@cybersec_feeds
@datasciencebot_
@its_campus
@neo4j
@pouncey17
@sharafakinremi
@simhabala
@nuraini
@arrasz
@kcet72

Top Tweeters in G5:
@2351onthelist
@theeurogirl
@sunshineonleith
@keithrsteele
@bellesareblue
@kat_bee_123
@tedditchburnnnp
@proud2bscotbrit
@ladysandison
@barnsh

Top Tweeters in G6:
@tokyo_tom
@asinister
@no2wind
@oscarswild1
@nooil4pacifists
@jamesrider3
@manifesto2000
@zsrenn
@deborahdiltz
@insane_voice

Top Tweeters in G7:
@clicky_here
@virginmedianews
@wiamhey
@noonanjoe
@aislingcahill
@bergro30
@brookvillebandb
@evelyn74415780
@robbiedmusic
@fionnulamac

Top Tweeters in G8:
@inpoco
@milenaac
@torikh
@michaelcozens
@volxfahradler
@danielwiklander
@dtzb
@docdre
@grundbult
@adriaramaral

Top Tweeters in G9:
@jjj5819
@tcrpartybot
@mikeabundo
@willmcinnes
@smc90
@courtines
@adrian06661136
@mbeaudroit
@alexmasmej
@a16z

Top Tweeters in G10:
@twigwam
@lightcoin
@jaybny
@trustlessstate
@christophera
@resilience_me
@w3c
@livethelifetv
@newnormal_earth
@tklocanas


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