social graph, Twitter, 11/19/2020 5:11:41 AM, 241858


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social graph_2020-11-18_21-01-01.xlsx
social graph_2020-11-18_21-01-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 19, 2020
Short Description:
social graph via NodeXL https://bit.ly/3kM2uzg
@neo4j
@nenecharts
@hussainhaidry
@salhaj
@omarsar0
@nvsdata
@rosenchild
@angloscot2
@tdatascience
@dailymailuk

Top hashtags:
#graphforthought
#neo4j
#datascience
#diabetes
#graphdatascience
#covid19
#graphdatabase

Description:
Description
The graph represents a network of 1,560 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, 19 November 2020 at 05:02 UTC.

The requested start date was Wednesday, 18 November 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, 22-hour, 52-minute period from Wednesday, 04 November 2020 at 01:58 UTC to Wednesday, 18 November 2020 at 00:51 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 : 1560
Unique Edges : 881
Edges With Duplicates : 1588
Total Edges : 2469
Number of Edge Types : 5
Retweet : 717
MentionsInRetweet : 896
Tweet : 260
Mentions : 375
Replies to : 221
Self-Loops : 266
Reciprocated Vertex Pair Ratio : 0.0101892285298399
Reciprocated Edge Ratio : 0.0201729106628242
Connected Components : 368
Single-Vertex Connected Components : 107
Maximum Vertices in a Connected Component : 420
Maximum Edges in a Connected Component : 1053
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 4.043815
Graph Density : 0.000570714297462213
Modularity : 0.580645
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,560 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, 19 November 2020 at 05:02 UTC.

The requested start date was Wednesday, 18 November 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, 22-hour, 52-minute period from Wednesday, 04 November 2020 at 01:58 UTC to Wednesday, 18 November 2020 at 00:51 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:
[13] 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
[9] https://neo4j.com/whitepapers/forrester-wave-graph-data-platforms/?ref=social-
[8] https://neo4j.com/whitepapers/graph-database-operational-flexibility-visual-overview/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=visual-overview-why-intelligent-applications-need-a-graph-datab-2762749
[6] https://towardsdatascience.com/if-you-are-a-fan-of-dark-netflix-series-here-is-a-graph-database-for-fun-4b9c17f50c5?source=social.tw
[6] https://neo4j.com/graph-data-science-for-dummies/?ref=social-camp&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graph-data-science-for-dummies-httpgaggloop4v4-2738714
[6] https://towardsdatascience.com/graph-embeddings-for-social-media-how-to-profile-and-cluster-millions-of-users-a34be8c216c3?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[5] 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://neo4j.com/whitepapers/TDWI-7-steps-analytics-graph-databases/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=tdwi-checklist-report-seven-steps-to-complementing-your-analyti-2734058
[4] http://Health.io
[3] https://neo4j.com/connections/graph-architecture-integrations/?ref=social-

Top URLs in Tweet in G1:
[2] https://betalist.com/startups/airlane?utm_campaign=startup-76716&utm_medium=atom&utm_source=newsfeed
[2] https://briefly.co/anchor/Data_science/story/graph-embeddings-for-social-media-how-to-profile-and-cluster-millions-of-users?f=gravlax&utm_source=Twitter&utm_medium=autotweet&utm_content=unhighlighted&utm_campaign=Data_science
[1] https://www.websystemer.no/graph-embeddings-for-social-media-how-to-profile-and-cluster-millions-of-users/
[1] https://towardsdatascience.com/graph-embeddings-for-social-media-how-to-profile-and-cluster-millions-of-users-a34be8c216c3?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[1] https://towardsdatascience.com/graph-embeddings-for-social-media-how-to-profile-and-cluster-millions-of-users-a34be8c216c3?source=rss----7f60cf5620c9---4
[1] https://wego.social/post/2224719_i-mean-look-at-this-graph-for-wisconsin-i-039-ll-zoom-in-just-so-you-can-see-the.html
[1] https://twitter.com/mwiik/status/1309315426883698689
[1] https://twitter.com/freep/status/1324061057640550400
[1] https://twitter.com/LGSentinel/status/1312048645441642496
[1] https://twitter.com/leedrutman/status/1324058971842531328

Top URLs in Tweet in G4:
[4] http://Health.io
[2] http://Gender.ly
[1] https://www.niemanlab.org/2020/11/an-ai-tool-can-distinguish-between-a-conspiracy-theory-and-a-true-conspiracy/
[1] http://Health.ly
[1] http://Race.io
[1] https://www.afternic.com/forsale/government.io?utm_source=TDFS_DASLNC&utm_medium=DASLNC&utm_campaign=TDFS_DASLNC&traffic_type=TDFS_DASLNC&traffic_id=daslnc&
[1] http://Immigration.ly
[1] http://www.afternic.com/forsale/government.io?utm_source=TDFS_DASLNC&utm_medium=DASLNC&utm_campaign=TDFS_DASLNC&traffic_type=TDFS_DASLNC&traffic_id=daslnc&
[1] http://Immigration.io
[1] http://humanagency.org

Top URLs in Tweet in G5:
[13] 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
[9] https://neo4j.com/whitepapers/forrester-wave-graph-data-platforms/?ref=social-
[8] https://neo4j.com/whitepapers/graph-database-operational-flexibility-visual-overview/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=visual-overview-why-intelligent-applications-need-a-graph-datab-2762749
[6] https://towardsdatascience.com/if-you-are-a-fan-of-dark-netflix-series-here-is-a-graph-database-for-fun-4b9c17f50c5?source=social.tw
[6] https://neo4j.com/graph-data-science-for-dummies/?ref=social-camp&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graph-data-science-for-dummies-httpgaggloop4v4-2738714
[5] https://neo4j.com/whitepapers/TDWI-7-steps-analytics-graph-databases/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=tdwi-checklist-report-seven-steps-to-complementing-your-analyti-2734058
[3] https://neo4j.com/case-studies/boston-scientific/?ref=social-camp
[3] https://neo4j.com/whitepapers/knowledge-graph-tech-executive-survey-highlights/?ref=social-camp
[3] https://neo4j.com/graph-data-science-for-dummies/?ref=social-camp
[3] https://neo4j.com/connections/graph-architecture-integrations/?ref=social-

Top URLs in Tweet in G8:
[1] https://joe.link/368449F

Top URLs in Tweet in G9:
[1] https://www.youtube.com/watch?v=tmtK2thXOUs&feature=youtu.be

[1] https://twitter.com/maggieatlas/status/1328257243251318784
[1] https://www.youtube.com/watch?v=c-D4Eu4a3Fk&feature=youtu.be

[1] https://www.youtube.com/watch?v=eIA1lQBqH1s&feature=youtu.be


Top URLs in Tweet in G10:
[4] 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
[2] https://bit.ly/3nphqFt?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[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

Top Domains
Top Domains in Tweet in Entire Graph:
[87] neo4j.com
[35] twitter.com
[15] towardsdatascience.com
[6] undp.org
[5] medium.com
[4] health.io
[4] youtube.com
[4] arxiv.org
[3] github.com
[3] overcast.fm

Top Domains in Tweet in G1:
[18] twitter.com
[2] betalist.com
[2] towardsdatascience.com
[2] briefly.co
[2] seattle.gov
[2] engage.social
[2] stackoverflow.com
[1] websystemer.no
[1] wego.social
[1] cepal.org

Top Domains in Tweet in G4:
[4] health.io
[2] afternic.com
[2] gender.ly
[1] niemanlab.org
[1] health.ly
[1] race.io
[1] immigration.ly
[1] immigration.io
[1] humanagency.org
[1] arxiv.org

Top Domains in Tweet in G5:
[87] neo4j.com
[7] towardsdatascience.com
[3] co.uk
[3] medium.com
[2] nodexlgraphgallery.org
[1] gag.gl
[1] linkedin.com
[1] twitter.com
[1] github.com

Top Domains in Tweet in G8:
[1] joe.link

Top Domains in Tweet in G9:
[3] youtube.com
[1] twitter.com

Top Domains in Tweet in G10:
[5] undp.org
[2] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[28] graphforthought
[25] neo4j
[24] datascience
[24] diabetes
[22] graphdatascience
[19] covid19
[12] graphdatabase
[12] graphalgorithms
[10] ncds
[8] ai



Top Hashtags in Tweet in G1:
[4] datascience
[4] marketing
[2] digitalmarketing
[2] artificialintelligence
[2] programming
[2] data
[2] science
[2] socialmedia
[2] contentmarketing
[2] affiliatemarketing

Top Hashtags in Tweet in G2:
[7] bonbongirls303
[7] nene
[4] 郑乃馨
[4] เนเน่
[3] 郑乃馨
[3] เนเน่

Top Hashtags in Tweet in G5:
[25] neo4j
[22] graphdatascience
[15] datascience
[12] graphalgorithms
[12] graphdatabase
[8] graphtechnology
[8] knowledgegraphs
[8] ai
[7] knowledgegraph
[7] drivine

Top Hashtags in Tweet in G10:
[27] graphforthought
[24] diabetes
[11] covid19
[10] ncds
[6] sindemia
[3] obesidad
[3] alc
[3] salud
[2] enfermedades
[2] ideas4action

Top Words
Top Words in Tweet in Entire Graph:
[974] graph
[869] social
[483] 00
[344] 11
[314] 2020
[308] date
[246] media
[210] data
[167] 07
[154] nene

Top Words in Tweet in G1:
[110] graph
[109] social
[34] media
[14] twitter
[14] those
[12] data
[12] more
[11] people
[9] users
[8] make

Top Words in Tweet in G2:
[482] 00
[337] 11
[306] date
[306] 2020
[167] 07
[153] nene
[153] social
[153] graph
[153] weibo
[146] nenecharts

Top Words in Tweet in G3:
[92] demonetisation
[92] diwas
[92] ye
[92] har
[92] saal
[92] aane
[92] waala
[92] din
[92] hai
[92] jab

Top Words in Tweet in G4:
[121] graph
[98] machine
[98] learning
[92] data
[87] structured
[87] continue
[87] enable
[87] interesting
[87] applications
[87] field

Top Words in Tweet in G5:
[125] graph
[75] neo4j
[55] data
[25] #neo4j
[25] science
[24] book
[22] #graphdatascience
[22] database
[22] research
[22] archives

Top Words in Tweet in G7:
[41] again
[40] yorker
[40] stupidity
[40] people
[40] complaining
[40] cuomo
[40] closing
[40] bars
[40] mind
[40] boggling

Top Words in Tweet in G8:
[25] social
[23] election
[23] network
[23] analysis
[22] vs
[21] joebiden
[21] realdonaldtrump
[20] during
[20] day
[20] nov

Top Words in Tweet in G9:
[33] social
[32] media
[30] spread
[30] team
[16] graph
[15] trying
[15] music
[15] well
[15] techie
[15] infosys

Top Words in Tweet in G10:
[27] #graphforthought
[26] lflopezcalva
[24] #diabetes
[17] nuevo
[16] transmisibles
[14] enfermedades
[13] prevalencia
[12] pnudlac
[12] factores
[11] #covid19

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[328] social,graph
[306] 11,2020
[238] social,media
[237] 2020,00
[204] 00,00
[153] nene,social
[153] graph,date
[146] nenecharts,nene
[145] 00,07
[136] weibo,硬糖少女303

Top Word Pairs in Tweet in G1:
[32] social,media
[31] social,graph
[6] graph,social
[5] graph,embeddings
[5] embeddings,social
[5] media,profile
[5] profile,cluster
[5] cluster,millions
[5] millions,users
[4] women,more

Top Word Pairs in Tweet in G2:
[306] 11,2020
[236] 2020,00
[204] 00,00
[153] nene,social
[153] social,graph
[153] graph,date
[146] nenecharts,nene
[145] 00,07
[136] weibo,硬糖少女303
[136] 硬糖少女303,郑乃馨

Top Word Pairs in Tweet in G3:
[92] demonetisation,diwas
[92] diwas,ye
[92] ye,har
[92] har,saal
[92] saal,aane
[92] aane,waala
[92] waala,din
[92] din,hai
[92] hai,jab
[92] jab,iit

Top Word Pairs in Tweet in G4:
[98] machine,learning
[87] graph,structured
[87] structured,data
[87] data,continue
[87] continue,enable
[87] enable,interesting
[87] interesting,applications
[87] applications,field
[87] field,machine
[86] omarsar0,graph

Top Word Pairs in Tweet in G5:
[37] graph,data
[25] data,science
[22] graph,database
[19] science,dummies
[17] dummies,book
[14] knowledge,graphs
[13] neo4j,graph
[13] neo4j,archives
[12] copy,graph
[12] leader,graph

Top Word Pairs in Tweet in G7:
[40] yorker,stupidity
[40] stupidity,people
[40] people,complaining
[40] complaining,cuomo
[40] cuomo,closing
[40] closing,bars
[40] bars,again
[40] again,mind
[40] mind,boggling
[40] boggling,one

Top Word Pairs in Tweet in G8:
[23] social,network
[23] network,analysis
[20] analysis,joebiden
[20] joebiden,vs
[20] vs,realdonaldtrump
[20] realdonaldtrump,during
[20] during,election
[20] election,day
[20] day,nov
[20] nov,drone

Top Word Pairs in Tweet in G9:
[30] social,media
[15] trying,spread
[15] spread,music
[15] music,social
[15] media,well
[15] well,team
[15] team,techie
[15] techie,graph
[15] graph,infosys
[15] infosys,professional

Top Word Pairs in Tweet in G10:
[17] nuevo,#graphforthought
[16] #graphforthought,lflopezcalva
[13] lflopezcalva,prevalencia
[13] prevalencia,enfermedades
[13] enfermedades,transmisibles
[13] transmisibles,#diabetes
[12] #diabetes,factores
[10] pnudlac,nuevo
[10] being,middle
[10] middle,income

Top Replied-To
Top Replied-To in Entire Graph:
@foran_richard
@clarecraigpath
@hillbrad
@noahpinion
@alexmasmej
@roguerad
@jamie_jk
@briebriejoy
@rrobertn
@anna78018122

Top Replied-To in G6:
@paulmar84283926

Top Replied-To in G8:
@sidiq_solihin
@nowcomeonnow

Top Replied-To in G9:
@rumrunnersuk
@kurtwaz
@kitten_roses
@hduneff
@crooks41127084
@gretagraceband
@lowwav_page
@choppedwoodband
@lywinners
@longdeaded

Top Mentioned
Top Mentioned in Entire Graph:
@nenecharts
@hussainhaidry
@omarsar0
@neo4j
@charlesnotjoe
@lflopezcalva
@joebiden
@realdonaldtrump
@asharangappa_

Top Mentioned in G1:
@claraexplores
@domkent

Top Mentioned in G2:
@nenecharts

Top Mentioned in G3:
@hussainhaidry

Top Mentioned in G4:
@omarsar0
@niemanreports
@techideasgen
@jagunnels

Top Mentioned in G5:
@neo4j
@tdatascience
@dailymailuk
@forrester
@nyuhanna
@iashrapov
@doctor_cerulean
@aliciaframe1
@joedepeau
@david_analytics

Top Mentioned in G6:
@ayrshirebog
@dexterc57968627
@blondiesa
@pauljcolvin
@sandyrogerson1
@lucy_ande
@bobbofitz
@2351onthelist
@jim1jas
@darksideodunoon

Top Mentioned in G7:
@charlesnotjoe

Top Mentioned in G8:
@joebiden
@realdonaldtrump
@ismailfahmi
@teamtrump
@trumpwarroom
@warroompandemic

Top Mentioned in G9:
@youtube
@sallymcmanus
@gedkearney
@billshortenmp
@labourunionsuk
@bowenchris
@gorgeousdunny1
@nowimjoey

Top Mentioned in G10:
@lflopezcalva
@pnudlac
@pnudpanama
@pnudparaguay

Top Tweeters
Top Tweeters in Entire Graph:
@evankirstel
@homegypsy
@rosenchild
@mai_suwisa27
@2351onthelist
@reuters
@ronaldclarke
@santchiweb
@citizentvkenya
@pqpolitics

Top Tweeters in G1:
@stackdevjobs
@sabzsgizo
@visakanv
@jodiem
@zoelondondj
@gerryoat_bot
@bryceweiner
@ballpointmf1
@cubanalaf
@mwiik

Top Tweeters in G2:
@mai_suwisa27
@meevphyy
@jmachys
@nnsns77
@continewgame_
@marklek4
@black_prim1995
@jelly_lip09
@d_pmeto
@liliatommm

Top Tweeters in G3:
@nikhil_p_b
@waseemqadiri
@d33p_crj
@dilawartalkies
@bremsstrahlunng
@daaktardush
@tasha__2o1o
@atlasdanced
@alam_nuri
@salonimunot

Top Tweeters in G4:
@santchiweb
@ml_tweet_bot
@jorgitomacumba
@projektxpand
@silentseawolf
@justusnatuhwera
@drahmadbazzi
@nersonu
@ritmonegro
@tallcedarofleb

Top Tweeters in G5:
@rosenchild
@bulldog665
@dailymailuk
@hubofml
@friday_js_bot
@salhaj
@datasciencebot_
@74oldgal
@epuujee
@nvsdata

Top Tweeters in G6:
@2351onthelist
@blondiesa
@theeurogirl
@ayrshirebog
@sunshineonleith
@gamelandamazing
@brackens1
@carmic3
@planet_pedro
@pauljcolvin

Top Tweeters in G7:
@marialynn3
@mslunarose30
@abb3rz07
@universalga_me
@sufferinsapphic
@itz_dj_doe32
@cluuuuuur
@givemekbbq
@amanda_m_helms
@justinmiracle87

Top Tweeters in G8:
@alvinyudistira
@l0stcactus
@beybexxss9668
@realdonaldtrump
@irvnurnaningsih
@nabanmudrik
@jhonganalsuw
@logic_editor
@zmintuan
@teamtrump

Top Tweeters in G9:
@maggieatlas
@gorgeousdunny1
@sallymcmanus
@youtube
@nawthernbelle
@labourunionsuk
@gedkearney
@i_mcgroober
@nowimjoey
@beezybeats954

Top Tweeters in G10:
@rtpanama
@josecdiez
@glassmanamanda
@pnud
@pnudlac
@pnudecuador
@pnud_mexico
@silviamorimoto
@lucianamermet
@pnudchile


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