social graph, Twitter, 7/1/2020 6:06:37 AM, 230071


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social graph_2020-06-30_21-15-18.xlsx
social graph_2020-06-30_21-15-18.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 01, 2020
Short Description:
social graph via NodeXL https://bit.ly/2NH7rLV
@tdatascience
@benedictevans
@muktabh
@philipjcowley
@mmbronstein
@neo4j
@tiagoooliveira
@ml_tweet_bot
@grrosegr
@avichal

Top hashtags:
#covid
#covid19
#neo4j
#ai
#graphdatabase
#socialmedia
#latam
#socialdistancing

Description:
Description
The graph represents a network of 2,098 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 July 2020 at 04:16 UTC.

The requested start date was Wednesday, 01 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 13-day, 21-hour, 49-minute period from Wednesday, 17 June 2020 at 01:42 UTC to Tuesday, 30 June 2020 at 23:31 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 : 2098
Unique Edges : 1342
Edges With Duplicates : 2055
Total Edges : 3397
Number of Edge Types : 5
Replies to : 301
Tweet : 280
Retweet : 930
MentionsInRetweet : 1330
Mentions : 556
Self-Loops : 288
Reciprocated Vertex Pair Ratio : 0.014792899408284
Reciprocated Edge Ratio : 0.0291545189504373
Connected Components : 475
Single-Vertex Connected Components : 154
Maximum Vertices in a Connected Component : 264
Maximum Edges in a Connected Component : 839
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.983347
Graph Density : 0.000467779791640243
Modularity : 0.615083
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 2,098 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 July 2020 at 04:16 UTC.

The requested start date was Wednesday, 01 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 13-day, 21-hour, 49-minute period from Wednesday, 17 June 2020 at 01:42 UTC to Tuesday, 30 June 2020 at 23:31 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:
[59] https://towardsdatascience.com/expressive-power-of-graph-neural-networks-and-the-weisefeiler-lehman-test-b883db3c7c49?source=social.tw
[22] https://towardsdatascience.com/graph-data-structure-cheat-sheet-for-coding-interviews-a38aadf8aa87?source=social.tw
[21] https://twitter.com/kashanacauley/status/1275943280606208000
[18] https://towardsdatascience.com/benchmarking-graph-neural-networks-d644e0bf54d5?source=social.tw
[11] https://towardsdatascience.com/understanding-the-building-blocks-of-graph-neural-networks-intro-56627f0719d5?source=social.tw
[10] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fexpressive-power-of-graph-neural-networks-and-the-weisefeiler-lehman-test-b883db3c7c49%3Fsource%3Dsocial.tw
[10] https://neo4j.com/graph-powered-machine-learning-manning-book/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=graph-powered-machine-learning-neo4j-graph-database-platform-h-2545842
[9] http://www.covid.gov.pk
[6] https://towardsdatascience.com/embedding-models-for-knowledge-graph-completion-a66d4c01d588?source=social.tw
[5] https://neo4j.com/whitepapers/gartner-covid-19-data-management-analytics-report/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=gartner-research-covid-19-demands-urgent-use-of-graph-data-mana-2562442

Top URLs in Tweet in G1:
[4] https://www.postcardmania.com/blog/how-we-rebounded-our-leads-and-sales-from-covid-19/?ctcampaign=333&campaign=social+media+post&adgroup=organic+social&ad_description=organic+social+post
[3] https://www.wpbeginner.com/wp-themes/how-to-add-facebook-open-graph-meta-data-in-wordpress-themes/
[3] https://github.com/abduallahmohamed/Social-STGCNN
[2] https://www.highcharts.com/docs/chart-and-series-types/networkgraph
[1] https://www.hrvac.org/donate
[1] https://www.unrealengine.com/en-US/blog/epic-online-services-featuring-epic-account-and-game-services
[1] https://twitter.com/ChurchfieldJE/status/1273282306720047108
[1] https://www.latinamerica.undp.org/content/rblac/es/home/presscenter/director-s-graph-for-thought/covid-19-and-job-losses--the-need-to-invest-in-inclusive-and-res.html
[1] https://twitter.com/hillaryclinton/status/1273300986162040833
[1] https://www.tobem.com/cyberwar/exponential-random-graph-models-for-social-networks-structural-analysis-in-the-social-sciences/

Top URLs in Tweet in G2:
[1] http://tweetedtimes.com/v/2412

Top URLs in Tweet in G3:
[58] https://towardsdatascience.com/expressive-power-of-graph-neural-networks-and-the-weisefeiler-lehman-test-b883db3c7c49?source=social.tw
[21] https://towardsdatascience.com/graph-data-structure-cheat-sheet-for-coding-interviews-a38aadf8aa87?source=social.tw
[18] https://towardsdatascience.com/benchmarking-graph-neural-networks-d644e0bf54d5?source=social.tw
[11] https://towardsdatascience.com/understanding-the-building-blocks-of-graph-neural-networks-intro-56627f0719d5?source=social.tw
[9] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fexpressive-power-of-graph-neural-networks-and-the-weisefeiler-lehman-test-b883db3c7c49%3Fsource%3Dsocial.tw
[6] https://towardsdatascience.com/embedding-models-for-knowledge-graph-completion-a66d4c01d588?source=social.tw
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fbenchmarking-graph-neural-networks-d644e0bf54d5%3Fsource%3Dsocial.tw
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-databases-whats-the-big-deal-ec310b1bc0ed%3Fsource%3Dsocial.tw
[2] https://deepai.org/publication/relational-learning-analysis-of-social-politics-using-knowledge-graph-embedding
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fthe-data-fabric-for-machine-learning-part-1-b-deep-learning-on-graphs-309316774fe7%3Fsource%3Dsocial.tw

Top URLs in Tweet in G4:
[1] https://twitter.com/GouriVignesh/status/1275722888151273475

Top URLs in Tweet in G6:
[1] https://twitter.com/the_female_lead/status/1276888359596699653

Top URLs in Tweet in G7:
[21] https://twitter.com/kashanacauley/status/1275943280606208000

Top URLs in Tweet in G9:
[10] https://neo4j.com/graph-powered-machine-learning-manning-book/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=graph-powered-machine-learning-neo4j-graph-database-platform-h-2545842
[5] https://neo4j.com/whitepapers/gartner-covid-19-data-management-analytics-report/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=gartner-research-covid-19-demands-urgent-use-of-graph-data-mana-2562442
[3] https://neo4j.com/blog/graph-powered-recommendations-developing-and-deploying-recommendations/?ref=social-blog
[3] https://neo4j.com/whitepapers/graph-database-unlimited-scalability-visual-overview/?ref=social-camp
[3] https://neo4j.com/blog/rethink-your-master-data-the-limits-of-relational-databases/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=rethink-your-master-data-the-limits-of-relational-databases-n-2562282
[2] https://neo4j.com/connections/life-sciences-healthcare/?ref=social-
[2] https://neo4j.com/blog/graphcast-graphs4good-covid-19-knowledge-graph/?ref=social-blog
[2] https://twitter.com/Forchielli/status/1273184407759749125
[2] https://neo4j.com/blog/rethink-your-master-data-modern-master-data-management/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=rethink-your-master-data-modern-master-data-management-neo4j-2555495
[2] https://neo4j.com/blog/improving-patient-outcomes-algorithms-graphconnect/?ref=social-blog&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=improving-patient-outcomes-with-graph-algorithms-httpgaggll-2556114

Top Domains
Top Domains in Tweet in Entire Graph:
[117] towardsdatascience.com
[83] twitter.com
[51] neo4j.com
[33] medium.com
[9] gov.pk
[7] undp.org
[7] arxiv.org
[5] co.uk
[4] postcardmania.com
[4] github.com

Top Domains in Tweet in G1:
[29] twitter.com
[4] medium.com
[4] postcardmania.com
[3] wpbeginner.com
[3] github.com
[3] blogspot.com
[2] arxiv.org
[2] blackjoomla.com
[2] highcharts.com
[2] dhlsmartrucking.com

Top Domains in Tweet in G2:
[1] tweetedtimes.com

Top Domains in Tweet in G3:
[114] towardsdatascience.com
[19] medium.com
[2] deepai.org
[1] cs.si
[1] arxiv.org

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[21] twitter.com

Top Domains in Tweet in G9:
[51] neo4j.com
[2] towardsdatascience.com
[2] twitter.com
[2] medium.com
[2] linkedin.com
[1] hostrecyclers.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[59] covid
[43] covid19
[21] neo4j
[18] ai
[13] graphdatabase
[10] socialmedia
[10] latam
[10] socialdistancing
[9] connecteddata
[9] coronavirusupdates



Top Hashtags in Tweet in G1:
[8] covid19
[5] socialmedia
[3] seo
[2] open_graph
[2] seo_metadata
[2] smm
[2] wearadamnmask
[2] bloggers
[2] dataviz
[2] network

Top Hashtags in Tweet in G3:
[4] graph
[4] deeplearning
[1] knowledgegraph
[1] computation
[1] data
[1] datadriven
[1] ai
[1] tensorflow
[1] keras
[1] python

Top Hashtags in Tweet in G4:
[4] postponeneetandjee
[2] noexamsincovid
[1] postponejeeneet

Top Hashtags in Tweet in G6:
[1] loveher

Top Hashtags in Tweet in G8:
[57] covid
[1] wearmasks
[1] staysafestayhome

Top Hashtags in Tweet in G9:
[21] neo4j
[14] ai
[13] graphdatabase
[9] connecteddata
[7] graphtechnology
[6] recommendations
[5] machinelearning
[5] frauddetection
[4] covid19
[3] graphalgorithms

Top Words
Top Words in Tweet in Entire Graph:
[1429] graph
[905] social
[249] people
[218] more
[210] over
[202] distancing
[201] cases
[163] share
[161] economic
[155] values

Top Words in Tweet in G1:
[169] graph
[164] social
[27] distancing
[25] data
[24] media
[20] people
[19] open
[17] facebook
[16] more
[13] network

Top Words in Tweet in G2:
[146] values
[144] graph
[142] people
[142] over
[142] economic
[142] share
[141] philipjcowley
[141] sharing
[141] cons
[141] mps

Top Words in Tweet in G3:
[139] graph
[129] tdatascience
[106] neural
[105] networks
[68] expressive
[68] power
[68] lehman
[68] test
[67] mmbronstein
[61] weisefeiler

Top Words in Tweet in G4:
[69] drrpnishank
[69] graph
[65] time
[60] cases
[60] steep
[60] high
[60] think
[60] feasible
[58] more
[53] today

Top Words in Tweet in G5:
[72] zoom
[69] social
[69] graph
[69] use
[68] big
[68] part
[68] friction
[68] removed
[68] don
[68] need

Top Words in Tweet in G6:
[63] one
[62] holy
[62] much
[62] more
[62] right
[62] woman
[62] gdp
[62] part
[62] measurement
[62] measure

Top Words in Tweet in G7:
[53] graph
[53] social
[50] dannyodwyer
[50] feels
[50] talk
[50] conservative
[50] americans
[50] basic
[50] services
[3] public_citizen

Top Words in Tweet in G8:
[57] lovely
[57] followers
[57] sent
[57] graph
[57] re
[57] #covid
[57] cases
[57] rising
[57] rapidly
[57] know

Top Words in Tweet in G9:
[108] graph
[62] powered
[58] machine
[58] learning
[52] essential
[52] excerpts
[52] alessandronegro
[52] manningbooks
[52] download
[52] book

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[217] social,graph
[202] social,distancing
[143] mps,touch
[143] touch,voters
[143] economic,values
[143] values,graph
[143] graph,share
[142] people,sharing
[142] sharing,cons
[142] cons,mps

Top Word Pairs in Tweet in G1:
[39] social,graph
[27] social,distancing
[23] social,media
[17] open,graph
[10] graph,social
[8] meta,data
[7] social,distance
[6] mask,social
[6] add,facebook
[6] facebook,open

Top Word Pairs in Tweet in G2:
[142] economic,values
[141] people,sharing
[141] sharing,cons
[141] cons,mps
[141] mps,touch
[141] touch,voters
[141] voters,over
[141] over,economic
[141] values,graph
[141] graph,share

Top Word Pairs in Tweet in G3:
[105] neural,networks
[102] graph,neural
[68] expressive,power
[68] power,graph
[68] lehman,test
[67] test,mmbronstein
[61] networks,weisefeiler
[61] weisefeiler,lehman
[56] tdatascience,expressive
[23] graph,data

Top Word Pairs in Tweet in G4:
[60] cases,graph
[60] graph,steep
[60] steep,high
[60] high,think
[60] think,feasible
[60] feasible,time
[53] today,more
[53] more,20k
[53] 20k,cases
[38] harsh16962868,drrpnishank

Top Word Pairs in Tweet in G5:
[69] social,graph
[68] big,part
[68] part,friction
[68] removed,don
[68] don,need
[68] need,account
[68] account,app
[68] app,social
[68] graph,use
[67] friction,zoom

Top Word Pairs in Tweet in G6:
[62] holy,much
[62] much,more
[62] more,right
[62] right,woman
[62] woman,gdp
[62] gdp,one
[62] one,part
[62] part,measurement
[62] measurement,measure
[62] measure,happiness

Top Word Pairs in Tweet in G7:
[50] graph,feels
[50] feels,talk
[50] talk,conservative
[50] conservative,americans
[50] americans,basic
[50] basic,social
[50] social,services
[49] dannyodwyer,graph

Top Word Pairs in Tweet in G8:
[57] lovely,followers
[57] followers,sent
[57] sent,graph
[57] graph,re
[57] re,#covid
[57] #covid,cases
[57] cases,rising
[57] rising,rapidly
[57] rapidly,know
[57] know,many

Top Word Pairs in Tweet in G9:
[62] graph,powered
[58] machine,learning
[54] powered,machine
[52] learning,essential
[52] essential,excerpts
[52] excerpts,alessandronegro
[52] alessandronegro,manningbooks
[52] manningbooks,download
[52] download,book
[52] book,excerpt

Top Replied-To
Top Replied-To in Entire Graph:
@drrpnishank
@realdonaldtrump
@jpohhhh
@projectlincoln
@kayvz
@capt_amarinder
@benedictevans
@dleonhardt
@danqz
@public_citizen

Top Replied-To in G2:
@politicoteacher
@philipjcowley
@holden
@p_surridge

Top Replied-To in G4:
@drrpnishank
@hrdministry
@cpblr
@narendramodi
@zakka_jacob
@anchoranandn
@bsybjp

Top Replied-To in G5:
@benedictevans

Top Replied-To in G7:
@public_citizen
@aslavitt

Top Replied-To in G10:
@hatgineal

Top Mentioned
Top Mentioned in Entire Graph:
@philipjcowley
@tdatascience
@mmbronstein
@benedictevans
@drrpnishank
@juliabradbury
@colinmcfarlane
@alessandronegro
@manningbooks
@dannyodwyer

Top Mentioned in G1:
@basche42
@consultingvet

Top Mentioned in G2:
@philipjcowley
@ukandeu
@proftimbale
@aron_cheung
@anandmenon1
@dralanwager

Top Mentioned in G3:
@tdatascience
@mmbronstein
@vijaypradwi
@nhudinhtuan
@giuseppe_futia
@faviovaz
@floberga
@labs_paragon
@rightrelevance
@deep__ai

Top Mentioned in G4:
@drrpnishank
@harsh16962868
@narendramodi
@strictphilo
@hrdministry
@dg_nta
@pranath45605403
@ashwani56239822
@pmoindia
@nsui

Top Mentioned in G5:
@benedictevans
@zoom_us

Top Mentioned in G6:
@juliabradbury

Top Mentioned in G7:
@dannyodwyer
@momstinfoilhat
@public_citizen

Top Mentioned in G8:
@colinmcfarlane

Top Mentioned in G9:
@alessandronegro
@manningbooks
@neo4j
@enzozaw
@lancewalter
@i_am_rocha
@nav_mathur
@amyhodler
@tdatascience
@aliciaframe1

Top Mentioned in G10:
@katlarue7
@jj2freedom
@kathmarval
@boastira
@th3m3m3m4k3r
@kayvonpaul
@opertinicy
@ianfmusgrave
@doritmi
@macbaird13

Top Tweeters
Top Tweeters in Entire Graph:
@cyberdomain
@cloudwanderer3
@john1966olsen
@rosenchild
@timothioussmith
@lizditz
@business
@curiocat13
@jeanettacsheehy
@mdfineart

Top Tweeters in G1:
@cyberdomain
@rebeccabardess
@anjwaaii
@blockchannel
@herbscribner
@andythered83
@tzhonggbot
@blepharon
@studentslcs
@smfixers

Top Tweeters in G2:
@cloudwanderer3
@lostindisco
@teh_red
@john_self
@rthonbwooster
@factsreason
@roorooyes4
@markbishopuk
@sandbagger59
@xeccar

Top Tweeters in G3:
@rosenchild
@411emilio
@justbementalist
@hubbucket
@igorcarron
@jameschurchman
@grjenkin
@dolhani
@danielscarvalho
@alexey_r

Top Tweeters in G4:
@chitrabathaminc
@narendramodi
@nsui
@drrpnishank
@pmoindia
@zakka_jacob
@anchoranandn
@cpblr
@natwarsamandsar
@hrdministry

Top Tweeters in G5:
@asemota
@tobby_cuz
@benedictevans
@ahunsi_
@miniver
@bluebrain
@mzunigap
@bartb1067
@kachwanya
@stephenpiment

Top Tweeters in G6:
@manx_maid
@madamoisellebon
@miketiffy53
@cm_bagot
@sonsrap10
@discoverthee
@auntie_carolg
@johnarro
@karenlbailey1
@showbizmillie

Top Tweeters in G7:
@peter_freeman
@mirrorspotato
@branrags
@cardinalrodent
@adlubescence
@_brunobrs
@dannyodwyer
@cdude9590
@adamofamole
@aslavitt

Top Tweeters in G8:
@mary_markssngr
@nhousteau
@10mindq
@f_roberto1
@pennyyo79
@twingles321
@saracurlywurly
@thygeekgoddess
@kdhcharley
@courtilini14

Top Tweeters in G9:
@andrewmorrisuk
@ricardo_ik_ahau
@thecuriousluke
@akdm_bot
@hubofml
@techrepublic
@drahmadbazzi
@ml_tweet_bot
@tiagoooliveira
@jadp

Top Tweeters in G10:
@_mamadeb
@doritmi
@beckyjohnson222
@nosciencedenial
@doubledumas
@monstercoyliar
@frankdelia7
@cobraeldiablo
@pjmoore1958
@mcfunny


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