social graph, Twitter, 12/2/2020 3:25:32 PM, 242547


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social graph_2020-12-01_21-01-00.xlsx
social graph_2020-12-01_21-01-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2020
Short Description:
social graph via NodeXL https://bit.ly/3g7rpgg
@salhaj
@nenecharts
@pnudlac
@neo4j
@mathieu_kf
@trendsinai
@lflopezcalva
@pnud
@ronald_vanloon
@kdnuggets

Top hashtags:
#covid19
#graphforthought
#sindemia
#diabetes
#machinelearning
#سیاست_نہیں_جان_بچاؤ

Description:
Description
The graph represents a network of 1,348 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, 02 December 2020 at 05:02 UTC.

The requested start date was Wednesday, 02 December 2020 at 01:01 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, 4-hour, 1-minute period from Wednesday, 18 November 2020 at 02:25 UTC to Tuesday, 01 December 2020 at 06:26 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 : 1348
Unique Edges : 788
Edges With Duplicates : 1487
Total Edges : 2275
Number of Edge Types : 5
Replies to : 171
Retweet : 642
MentionsInRetweet : 828
Mentions : 405
Tweet : 229
Self-Loops : 235
Reciprocated Vertex Pair Ratio : 0.00880704563650921
Reciprocated Edge Ratio : 0.0174603174603175
Connected Components : 315
Single-Vertex Connected Components : 100
Maximum Vertices in a Connected Component : 211
Maximum Edges in a Connected Component : 754
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.335786
Graph Density : 0.000693925835850191
Modularity : 0.570864
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,348 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, 02 December 2020 at 05:02 UTC.

The requested start date was Wednesday, 02 December 2020 at 01:01 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, 4-hour, 1-minute period from Wednesday, 18 November 2020 at 02:25 UTC to Tuesday, 01 December 2020 at 06:26 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.latinamerica.undp.org/content/rblac/es/home/presscenter/director-s-graph-for-thought/a-perfect-storm---the-syndemic-of-chronic-disease--social-inequa.html
[29] https://elifesciences.org/articles/58145
[12] https://neo4j.com/graph-data-science-for-dummies/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=graph-data-science-for-dummies-httpgaggl0dn16w-2769435
[10] https://neo4j.com/blog/understanding-graphs-and-graph-data-science/?ref=social-blog
[7] https://neo4j.com/whitepapers/forrester-wave-graph-data-platforms/?ref=social-
[7] https://neo4j.com/blog/understanding-graphs-and-graph-data-science/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=understanding-graphs-and-graph-data-science-httpgaggl8sjisz-2777627
[7] https://www.ilkleygrammarschool.com/students-publish-anti-bullying-book/
[6] https://graph.org/Cuantos-Maradonas-hay-11-27-2
[5] https://www.latinamerica.undp.org/content/rblac/en/home/presscenter/director-s-graph-for-thought/a-perfect-storm---the-syndemic-of-chronic-disease--social-inequa.html
[4] https://www.businessinsider.com/nielsen-unveils-id-graph-for-post-cookie-audience-measurement-2020-11?itm_source=twitter&itm_medium=social&itm_content=briefing_em&itm_campaign=11-20-2020

Top URLs in Tweet in G2:
[3] https://www.linkedin.com/pulse/do-you-want-help-us-disrupt-news-monitoring-business-using-virgin/
[2] https://www.businessinsider.com/nielsen-unveils-id-graph-for-post-cookie-audience-measurement-2020-11?itm_source=twitter&itm_medium=social&itm_content=briefing_em&itm_campaign=11-20-2020
[2] https://prince-canuma.medium.com/what-are-graph-neural-networks-and-how-you-can-use-it-to-solve-real-world-problems-181bae09ccfb
[2] https://linknet-news.com/2020/11/26/tree-pods-and-seaside-bedrooms-social-distancing-within-the-maldives/
[1] https://www.ncbi.nlm.nih.gov/pubmed/33192721?dopt=Abstract
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fevolution-of-graph-computation-and-machine-learning-3211e8682c83%3Fsource%3Dsocial.tw
[1] https://twitter.com/CNBC/status/1329062432451518465
[1] https://twitter.com/djbaskin/status/1329098469496090624
[1] https://link.engage.social:443/linkz/o8et1c7za23535rtfbe/t6/pUUzWiz?utm_source=EngageSocial&utm_medium=Social&utm_campaign=Twitter&utm_term=255
[1] https://www.latinamerica.undp.org/content/rblac/es/home/presscenter/director-s-graph-for-thought/a-perfect-storm---the-syndemic-of-chronic-disease--social-inequa.html

Top URLs in Tweet in G3:
[30] https://www.latinamerica.undp.org/content/rblac/es/home/presscenter/director-s-graph-for-thought/a-perfect-storm---the-syndemic-of-chronic-disease--social-inequa.html
[5] https://www.latinamerica.undp.org/content/rblac/en/home/presscenter/director-s-graph-for-thought/a-perfect-storm---the-syndemic-of-chronic-disease--social-inequa.html
[3] https://bit.ly/3nphqFt?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[1] https://twitter.com/PNUDLAC/status/1328714759550738432
[1] https://www.latinamerica.undp.org/content/rblac/en/home/presscenter/director-s-graph-for-thought/a-perfect-storm---the-syndemic-of-chronic-disease--social-inequa.html#.X7V-UamZF_4.twitter
[1] https://www.latinamerica.undp.org/content/rblac/en/home/presscenter/director-s-graph-for-thought/a-perfect-storm---the-syndemic-of-chronic-disease--social-inequa.html#.X7V_1ebGYUo.twitter

Top URLs in Tweet in G4:
[12] https://neo4j.com/graph-data-science-for-dummies/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=graph-data-science-for-dummies-httpgaggl0dn16w-2769435
[10] https://neo4j.com/blog/understanding-graphs-and-graph-data-science/?ref=social-blog
[7] https://neo4j.com/whitepapers/forrester-wave-graph-data-platforms/?ref=social-
[7] https://neo4j.com/blog/understanding-graphs-and-graph-data-science/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=understanding-graphs-and-graph-data-science-httpgaggl8sjisz-2777627
[4] https://neo4j.com/whitepapers/gartner-knowledge-graph-artificial-intelligence-applications/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=gartner-research-how-to-build-knowledge-graphs-that-enable-ai-d-2746926
[4] https://towardsdatascience.com/introduction-to-graph-mining-and-analytics-fac18515ea3e?source=social.tw
[3] https://neo4j.com/whitepapers/gartner-knowledge-graph-artificial-intelligence-applications/?ref=social-camp
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=241858
[2] https://neo4j.com/blog/graph-powered-recommendations-hybrid-scoring-graph-data-science/?ref=social-blog
[2] https://neo4j.com/blog/5-minute-interview-graph-databases-for-dummies-dr-jim-webber-rik-van-bruggen/?ref=social-blog

Top URLs in Tweet in G6:
[1] https://twitter.com/slhamlet/status/1329126570250813440
[1] https://twitter.com/pujagupta23781/status/1329088848702259203

Top URLs in Tweet in G7:
[29] https://elifesciences.org/articles/58145

Top URLs in Tweet in G9:
[1] https://twitter.com/ThomasConnors/status/1329470319753564161
[1] https://twitter.com/ThomasConnors/status/1322020345021374469
[1] https://docs.microsoft.com/en-us/graph/social-intel-concept-overview

Top URLs in Tweet in G10:
[2] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html

Top Domains
Top Domains in Tweet in Entire Graph:
[73] neo4j.com
[39] undp.org
[34] twitter.com
[29] elifesciences.org
[9] medium.com
[7] ilkleygrammarschool.com
[7] nodexlgraphgallery.org
[6] graph.org
[5] businessinsider.com
[5] towardsdatascience.com

Top Domains in Tweet in G2:
[18] twitter.com
[3] medium.com
[3] engage.social
[3] linkedin.com
[3] linknet-news.com
[2] businessinsider.com
[2] neo4j.com
[1] nih.gov
[1] undp.org
[1] socialsamosa.com

Top Domains in Tweet in G3:
[37] undp.org
[3] bit.ly
[1] twitter.com

Top Domains in Tweet in G4:
[71] neo4j.com
[5] towardsdatascience.com
[5] nodexlgraphgallery.org
[2] medium.com
[2] race.io
[2] immigration.ly
[1] humanagency.org
[1] afternic.com
[1] gender.io
[1] dan.com

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

Top Domains in Tweet in G7:
[29] elifesciences.org

Top Domains in Tweet in G9:
[2] twitter.com
[1] microsoft.com

Top Domains in Tweet in G10:
[2] kdnuggets.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[74] covid19
[50] graphforthought
[35] sindemia
[34] diabetes
[28] machinelearning
[28] سیاست_نہیں_جان_بچاؤ
[24] graphdatascience
[23] neo4j
[21] ideas4action
[20] disparidades



Top Hashtags in Tweet in G2:
[5] stock
[2] machinelearning
[2] datascience
[2] graph
[2] msnbc
[2] daily
[1] pubmed
[1] autism
[1] emnlp2020
[1] socialmedia

Top Hashtags in Tweet in G3:
[66] covid19
[47] graphforthought
[35] sindemia
[31] diabetes
[21] ideas4action
[19] disparidades
[18] pandemia
[16] alc
[15] obesidad
[9] desigualdad

Top Hashtags in Tweet in G4:
[24] graphdatascience
[22] neo4j
[11] graphanalytics
[9] graphalgorithms
[8] graphdatabases
[8] graphdatabase
[8] datascience
[5] knowledgegraphs
[5] connecteddata
[5] covid19

Top Hashtags in Tweet in G5:
[4] 郑乃馨
[4] bonbongirls303
[4] nene
[4] เนเน่

Top Hashtags in Tweet in G6:
[1] googleplex

Top Hashtags in Tweet in G7:
[1] ants

Top Hashtags in Tweet in G8:
[28] سیاست_نہیں_جان_بچاؤ

Top Hashtags in Tweet in G10:
[25] machinelearning
[2] ai
[2] iot
[2] bigdata
[2] artificialintelligence
[2] cloud
[2] ml
[2] mi
[2] digital
[2] datascience

Top Words
Top Words in Tweet in Entire Graph:
[765] graph
[748] social
[331] 00
[183] 11
[182] 2020
[175] date
[129] data
[129] look
[120] media
[119] mobility

Top Words in Tweet in G1:
[109] mobility
[108] tale
[108] two
[108] indias
[108] look
[108] examining
[108] intergenerational
[108] fate
[108] professionals
[107] mathieu_kf

Top Words in Tweet in G2:
[110] graph
[101] social
[33] media
[13] more
[11] news
[10] see
[9] network
[9] year
[9] data
[8] networks

Top Words in Tweet in G3:
[66] #covid19
[52] lflopezcalva
[47] #graphforthought
[35] #sindemia
[34] nuevo
[31] #diabetes
[30] interactúa
[30] adversamente
[30] otras
[30] condiciones

Top Words in Tweet in G4:
[124] graph
[59] data
[51] neo4j
[41] social
[35] graphs
[35] science
[35] needs
[35] power
[25] tm
[24] #graphdatascience

Top Words in Tweet in G5:
[328] 00
[174] date
[174] 11
[174] 2020
[87] nene
[87] social
[87] graph
[87] weibo
[87] 硬糖少女303
[87] 郑乃馨

Top Words in Tweet in G6:
[20] social
[18] graph
[12] shipping
[12] requiring
[12] login
[11] unexpected
[11] consequences
[11] work
[11] fortunately
[11] team

Top Words in Tweet in G7:
[30] tracking
[29] antrax
[29] software
[29] package
[29] social
[29] insects
[29] published
[29] elife
[28] danielkronauer

Top Words in Tweet in G8:
[28] #سیاست_نہیں_جان_بچاؤ
[28] collective
[28] responsibility
[28] bring
[28] down
[28] corona
[28] graph
[28] daily
[28] basis
[28] practicing

Top Words in Tweet in G9:
[17] everything
[17] based
[17] called
[17] 'microsoft
[17] graph'
[17] formed
[17] 'hundreds
[17] millions
[17] users
[17] microsoft

Top Words in Tweet in G10:
[25] graph
[25] #machinelearning
[25] identify
[25] hate
[25] speech
[25] online
[25] social
[25] networks
[25] kdnuggets
[25] pantelis

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[253] social,graph
[175] 2020,00
[174] 11,2020
[155] 00,00
[108] tale,two
[108] two,indias
[108] indias,look
[108] look,examining
[108] examining,intergenerational
[108] intergenerational,mobility

Top Word Pairs in Tweet in G1:
[108] tale,two
[108] two,indias
[108] indias,look
[108] look,examining
[108] examining,intergenerational
[108] intergenerational,mobility
[108] mobility,fate
[108] fate,professionals
[107] mathieu_kf,tale

Top Word Pairs in Tweet in G2:
[30] social,graph
[27] social,media
[6] open,graph
[6] social,distancing
[4] social,networks
[4] year,graph
[4] media,platforms
[4] look,graph
[4] #stock,market
[3] knowledge,graph

Top Word Pairs in Tweet in G3:
[34] nuevo,#graphforthought
[30] #graphforthought,lflopezcalva
[30] interactúa,adversamente
[30] adversamente,otras
[30] otras,condiciones
[27] #sindemia,pues
[27] pues,interactúa
[27] condiciones,salud
[27] covid,19
[22] ir,allá

Top Word Pairs in Tweet in G4:
[43] graph,data
[39] social,graph
[35] data,science
[34] graph,needs
[25] tm,power
[23] graphs,graph
[22] understanding,graphs
[19] science,amy
[19] amy,holder
[19] holder,amyhodler

Top Word Pairs in Tweet in G5:
[174] 11,2020
[174] 2020,00
[154] 00,00
[87] nene,social
[87] social,graph
[87] graph,date
[87] weibo,硬糖少女303
[87] 硬糖少女303,郑乃馨
[83] nenecharts,nene
[39] 00,04

Top Word Pairs in Tweet in G6:
[15] social,graph
[11] unexpected,consequences
[11] consequences,requiring
[11] requiring,social
[11] graph,login
[11] login,work
[11] work,fortunately
[11] fortunately,team
[11] team,shipping
[10] nicolelazzaro,unexpected

Top Word Pairs in Tweet in G7:
[29] antrax,software
[29] software,package
[29] package,tracking
[29] tracking,social
[29] social,insects
[29] insects,published
[29] published,elife
[28] danielkronauer,antrax

Top Word Pairs in Tweet in G8:
[28] #سیاست_نہیں_جان_بچاؤ,collective
[28] collective,responsibility
[28] responsibility,bring
[28] bring,down
[28] down,corona
[28] corona,graph
[28] graph,daily
[28] daily,basis
[28] basis,practicing
[28] practicing,social

Top Word Pairs in Tweet in G9:
[17] everything,based
[17] based,called
[17] called,'microsoft
[17] 'microsoft,graph'
[17] graph',formed
[17] formed,'hundreds
[17] 'hundreds,millions
[17] millions,users
[17] users,microsoft
[17] microsoft,365

Top Word Pairs in Tweet in G10:
[25] graph,#machinelearning
[25] #machinelearning,identify
[25] identify,hate
[25] hate,speech
[25] speech,online
[25] online,social
[25] social,networks
[25] networks,kdnuggets
[25] kdnuggets,pantelis
[25] pantelis,elinas

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@mathieu_kf
@nenecharts
@lflopezcalva
@neo4j
@elife
@danielkronauer
@shanzayahmd
@kdnuggets
@ronald_vanloon

Top Mentioned in G1:
@mathieu_kf
@daniel_laurison

Top Mentioned in G2:
@onimission
@postcardmania

Top Mentioned in G3:
@lflopezcalva
@pnudlac
@pnud
@asteiner
@dougundp
@pnudargentina
@p
@undp
@pnudecuador
@pnudpanama

Top Mentioned in G4:
@neo4j
@amyhodler
@markhneedham
@tdatascience
@forrester
@nyuhanna
@techideasgen
@omarsar0
@enzozaw
@hussainhaidry

Top Mentioned in G5:
@nenecharts

Top Mentioned in G6:
@nicolelazzaro
@facebook
@google
@nordictrack
@whatsapp
@jimmarous
@brettking
@mikulaja
@jasonhenrichs
@psb_dc

Top Mentioned in G7:
@elife
@danielkronauer

Top Mentioned in G8:
@shanzayahmd

Top Mentioned in G9:
@wolfiechristl
@asharangappa_
@carmensunion589
@mbta
@t4mass
@massaflcio
@tridersunion
@massclu

Top Mentioned in G10:
@kdnuggets
@ronald_vanloon
@amuellerml
@richardsocher
@rsalakhu

Top Tweeters
Top Tweeters in Entire Graph:
@nobby15
@thehill
@rosenchild
@mai_suwisa27
@businessinsider
@bernieupstateny
@andrewmorrisuk
@bexxmodd
@ssxman2
@bbcnews

Top Tweeters in G1:
@sinemetuvivere
@sane_voices
@barbariancap
@nadjanadika
@sloganmurugan
@pachchakkili
@ambedkarquote
@imcomrade
@rfitz77
@shudraism

Top Tweeters in G2:
@bernieupstateny
@patesalo_e
@pleasureethics
@realbristolnews
@shelly2161
@antisoocialkid
@skotchdavis
@deirdresm
@ppcsemseo
@badc0da

Top Tweeters in G3:
@viralvideovlogs
@antonietagabela
@sergioantillano
@corellaleo3
@shab302611
@la_network
@nikkifirewall
@johnypanama
@undp
@jennyponceg

Top Tweeters in G4:
@rosenchild
@bexxmodd
@ml_tweet_bot
@dailymailuk
@fmfrancoise
@salhaj
@epuujee
@grjenkin
@nvsdata
@trendsinai

Top Tweeters in G5:
@mai_suwisa27
@meevphyy
@ronger_erer
@continewgame_
@marklek4
@mygifttt
@black_prim1995
@cat71171
@uuus2994
@janjungnaja3

Top Tweeters in G6:
@robotbrush
@spirosmargaris
@leimer
@psb_dc
@google
@jimmarous
@brianroemmele
@antonhand
@jaypalter
@brettking

Top Tweeters in G7:
@dynamicssiam
@tedpavlic
@debivort
@sjmgarnier
@elife
@pestresources
@balintzkacsoh
@gtheraulaz
@christokita
@drstrangeant

Top Tweeters in G8:
@wadood_e
@mushaimm
@saifurrehman_m
@e_maan_
@shanzayahmd
@ayeshaa239
@farhan_jt
@laila19b
@chandiajamil
@01arifshahzad

Top Tweeters in G9:
@nobby15
@kimpy123
@gadflyquebec
@maggieday55
@pro4tlzz
@juliebhunt
@axman643
@nezumi_youjo
@mbta
@bkrivatsy

Top Tweeters in G10:
@andrewmorrisuk
@ssxman2
@hubofml
@tristanbergh
@jayeshmthakur
@cdwgwagov
@e_nterdiscipl
@thomashilbig2
@ronald_vanloon
@max_lyashko


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