social graph, Twitter, 12/16/2020 3:41:06 PM, 243517


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social graph_2020-12-15_21-01-00.xlsx
social graph_2020-12-15_21-01-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 16, 2020
Short Description:
social graph via NodeXL https://bit.ly/3mr642E
@nenecharts
@salhaj
@neo4j
@fahdathkazi
@ediz1975
@codexeditor
@pnudlac
@benkentish
@flancian
@mathieu_kf

Top hashtags:
#neo4j
#datascience
#graphtechnology
#graphdatascience
#graphdatabases
#graphcast
#covid19

Description:
Description
The graph represents a network of 1,196 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, 16 December 2020 at 05:02 UTC.

The requested start date was Wednesday, 16 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, 18-hour, 5-minute period from Wednesday, 02 December 2020 at 01:41 UTC to Tuesday, 15 December 2020 at 19:47 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 : 1196
Unique Edges : 784
Edges With Duplicates : 844
Total Edges : 1628
Number of Edge Types : 5
Tweet : 208
Retweet : 345
MentionsInRetweet : 430
Mentions : 409
Replies to : 236
Self-Loops : 210
Reciprocated Vertex Pair Ratio : 0.0205761316872428
Reciprocated Edge Ratio : 0.0403225806451613
Connected Components : 320
Single-Vertex Connected Components : 90
Maximum Vertices in a Connected Component : 122
Maximum Edges in a Connected Component : 359
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.604088
Graph Density : 0.000694084885462
Modularity : 0.628044
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,196 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, 16 December 2020 at 05:02 UTC.

The requested start date was Wednesday, 16 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, 18-hour, 5-minute period from Wednesday, 02 December 2020 at 01:41 UTC to Tuesday, 15 December 2020 at 19:47 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:
[8] https://neo4j.com/blog/graph-data-platforms-from-napkin-sketch-to-category-leader/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graph-data-platforms-from-a-napkin-sketch-to-a-category-leader-2794308
[7] https://neo4j.com/blog/evolving-your-application-of-gds-technology/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=evolving-your-application-of-gds-technology-httpgaggl1dwdal-2808669
[6] https://neo4j.com/whitepapers/brief-intro-graph-data-platforms/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=white-paper-a-brief-introduction-to-graph-data-platforms-http-2792082
[6] https://go.neo4j.com/neo4j-graph-powered-machine-learning-an-interview-with-dr.-alessandro-negro-lp.html?ref=social-camp
[5] https://neo4j.com/blog/graphcast-the-emil-update/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graphcast-the-emil-update-httpgagglbjonmd-2809826
[5] https://techcrunch.com/2013/01/24/my-precious-social-graph/
[5] https://dl.acm.org/doi/pdf/10.1145/3340531.3412046?cookieSet=1
[4] https://neo4j.com/blog/the-neo4j-bi-connector-how-it-works/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=the-neo4j-bi-connector-how-it-works-neo4j-graph-database-plat-2792439
[4] https://neo4j.com/blog/graphcast-the-emil-update/?ref=social-blog
[4] https://neo4j.com/whitepapers/forrester-wave-graph-data-platforms/?ref=social-camp&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=the-forrester-wave-graph-data-platforms-neo4j-httpgaggln-2791325

Top URLs in Tweet in G1:
[2] https://neo4j.com/whitepapers/brief-intro-graph-data-platforms/?ref=social-team
[2] https://neo4j.com/blog/new-certification-exam-neo4j-4-0/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=new-certification-exam-available-neo4j-40-certification-http-2794212
[2] https://neo4j.com/whitepapers/forrester-wave-graph-data-platforms/?ref=social-camp&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=the-forrester-wave-graph-data-platforms-neo4j-httpgaggln-2791325
[2] https://neo4j.com/whitepapers/brief-intro-graph-data-platforms/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=white-paper-a-brief-introduction-to-graph-data-platforms-http-2792082
[2] https://neo4j.com/blog/5-minute-interview-seyed-hossein-ahmadinejad/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=identity-and-access-management-5-minute-interview-with-seyed-ho-2792426
[2] https://neo4j.com/blog/the-neo4j-bi-connector-how-it-works/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=the-neo4j-bi-connector-how-it-works-neo4j-graph-database-plat-2792439
[2] https://neo4j.com/blog/5-minute-interview-varun-bhandary/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=simplifying-data-visualization-5-minute-interview-with-varun-bh-2795842
[2] https://neo4j.com/blog/graph-data-platforms-from-napkin-sketch-to-category-leader/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graph-data-platforms-from-a-napkin-sketch-to-a-category-leader-2794308
[2] http://Government.ly
[1] https://knoph.cc/2020/11/16/quick-and-easy-breadth-first-search/

Top URLs in Tweet in G5:
[7] https://neo4j.com/blog/evolving-your-application-of-gds-technology/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=evolving-your-application-of-gds-technology-httpgaggl1dwdal-2808669
[6] https://neo4j.com/blog/graph-data-platforms-from-napkin-sketch-to-category-leader/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graph-data-platforms-from-a-napkin-sketch-to-a-category-leader-2794308
[5] https://go.neo4j.com/neo4j-graph-powered-machine-learning-an-interview-with-dr.-alessandro-negro-lp.html?ref=social-camp
[5] https://neo4j.com/blog/graphcast-the-emil-update/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graphcast-the-emil-update-httpgagglbjonmd-2809826
[4] https://neo4j.com/blog/graphcast-the-emil-update/?ref=social-blog
[4] https://neo4j.com/whitepapers/brief-intro-graph-data-platforms/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=white-paper-a-brief-introduction-to-graph-data-platforms-http-2792082
[3] https://neo4j.com/blog/graph-data-platforms-from-napkin-sketch-to-category-leader/?ref=social-blog
[3] https://neo4j.com/blog/5-minute-interview-varun-bhandary/?ref=social-blog
[3] https://neo4j.com/whitepapers/financial-fraud-detection-graph-data-science/?ref=social-camp
[3] https://neo4j.com/blog/the-neo4j-bi-connector-security/?ref=social-blog

Top URLs in Tweet in G8:
[1] https://maps.howie2020.tech/pennsylvania-social
[1] https://maps.howie2020.tech/dayton-ohio-social
[1] https://maps.howie2020.tech/houston-social
[1] https://maps.howie2020.tech/texas-social
[1] https://maps.howie2020.tech/connecticut-socialCopy1

Top URLs in Tweet in G9:
[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
[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
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=242547
[1] https://go.neo4j.com/neo4j-graph-powered-machine-learning-an-interview-with-dr.-alessandro-negro-lp.html?ref=social-camp

Top URLs in Tweet in G10:
[5] https://dl.acm.org/doi/pdf/10.1145/3340531.3412046?cookieSet=1
[1] https://vimeo.com/490063779
[1] https://speakerdeck.com/knmnyn/fang-leveraging-social-context-for-fake-news-detection-using-graph-representation
[1] https://docs.google.com/forms/d/e/1FAIpQLSctcgFqihvO6Fc9NB_tnJaPQv6TF-EYun77Ro4dmBuN0rGnoQ/viewform?usp=send_form

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[21] neo4j
[14] datascience
[13] graphtechnology
[13] graphdatascience
[11] graphdatabases
[10] graphcast
[10] covid19
[9] graphdatabase
[7] graph
[7] connecteddata



Top Hashtags in Tweet in G1:
[2] sohel
[2] graphdatabases
[2] knowledgegraph
[2] nosql
[2] neo4j
[1] social
[1] graphs
[1] biggbosstelugu4
[1] proudamazonian
[1] rivalpeak

Top Hashtags in Tweet in G3:
[3] 郑乃馨
[3] bonbongirls303
[3] nene
[3] เนเน่

Top Hashtags in Tweet in G5:
[17] neo4j
[13] datascience
[13] graphtechnology
[13] graphdatascience
[10] graphcast
[9] graphdatabase
[8] graphdatabases
[7] connecteddata
[7] forresterwave
[6] ml

Top Hashtags in Tweet in G9:
[6] covid19
[6] graphforthought
[4] ideas4action
[4] américalatina
[4] caribe
[3] sindemia
[2] pandemia
[2] machinelearning
[1] syndemic
[1] chronic

Top Hashtags in Tweet in G10:
[5] social
[5] fakenews
[5] detection
[5] graph
[1] opentoall
[1] paper
[1] reading
[1] dtu

Top Words
Top Words in Tweet in Entire Graph:
[771] graph
[667] social
[196] 00
[193] 2020
[192] 12
[188] date
[159] media
[110] show
[105] data
[104] 18

Top Words in Tweet in G1:
[130] graph
[124] social
[29] data
[26] power
[25] needs
[19] media
[19] tm
[13] network
[10] big
[9] people

Top Words in Tweet in G2:
[88] spread
[88] social
[88] media
[88] team
[44] trying
[44] well
[44] techie
[44] graph
[44] infosys
[44] professional

Top Words in Tweet in G3:
[196] 00
[188] date
[188] 12
[188] 2020
[103] 18
[94] nene
[94] social
[94] graph
[94] weibo
[94] 硬糖少女303

Top Words in Tweet in G4:
[104] show
[52] again
[52] excellent
[52] video
[52] councils
[52] mislead
[52] residents
[52] outside
[52] ltns
[52] graph

Top Words in Tweet in G5:
[77] graph
[52] neo4j
[30] data
[17] #neo4j
[17] technology
[13] #datascience
[13] #graphtechnology
[13] #graphdatascience
[12] database
[10] featuring

Top Words in Tweet in G6:
[35] graph
[35] exact
[35] opposite
[35] see
[35] less
[35] weeks
[35] before
[35] restrictions
[35] eased
[35] allow

Top Words in Tweet in G8:
[14] party
[13] graph
[12] green
[12] social
[11] twitter
[10] green_maps
[8] includes
[8] parties
[8] clickable
[8] facebook

Top Words in Tweet in G9:
[7] pnudlac
[6] #covid19
[6] #graphforthought
[6] lflopezcalva
[5] transmisibles
[5] graph
[4] #ideas4action
[4] prevalencia
[4] algunas
[4] principales

Top Words in Tweet in G10:
[9] ngnvnhng
[9] fang
[6] leveraging
[6] context
[6] using
[6] representation
[5] preslav_nakov
[5] #social
[5] #fakenews
[5] #detection

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[265] social,graph
[188] 12,2020
[157] social,media
[102] 2020,00
[94] nene,social
[94] graph,date
[94] weibo,硬糖少女303
[94] 硬糖少女303,郑乃馨
[91] nenecharts,nene
[86] 2020,18

Top Word Pairs in Tweet in G1:
[54] social,graph
[25] graph,needs
[19] social,media
[19] tm,power
[10] power,big
[10] big,data
[10] data,social
[9] social,network
[7] graph,data
[7] open,graph

Top Word Pairs in Tweet in G2:
[88] social,media
[44] trying,spread
[44] media,well
[44] well,team
[44] team,techie
[44] techie,graph
[44] graph,infosys
[44] infosys,professional
[44] professional,digital
[44] digital,marketing

Top Word Pairs in Tweet in G3:
[188] 12,2020
[102] 2020,00
[94] nene,social
[94] social,graph
[94] graph,date
[94] weibo,硬糖少女303
[94] 硬糖少女303,郑乃馨
[91] nenecharts,nene
[86] 2020,18
[51] 00,00

Top Word Pairs in Tweet in G4:
[52] again,show
[52] show,excellent
[52] excellent,video
[52] video,councils
[52] councils,mislead
[52] mislead,residents
[52] residents,outside
[52] outside,ltns
[52] ltns,graph
[52] graph,show

Top Word Pairs in Tweet in G5:
[22] graph,data
[11] graph,database
[9] data,science
[9] white,paper
[9] #graphcast,featuring
[9] featuring,chat
[9] ceo,founder
[9] founder,emil
[9] emil,eifrem
[9] eifrem,future

Top Word Pairs in Tweet in G6:
[35] graph,exact
[35] exact,opposite
[35] opposite,see
[35] see,less
[35] less,weeks
[35] weeks,before
[35] before,restrictions
[35] restrictions,eased
[35] eased,allow
[34] benkentish,graph

Top Word Pairs in Tweet in G8:
[12] green,party
[12] party,social
[12] social,graph
[8] graph,includes
[8] parties,clickable
[8] clickable,facebook
[7] release,green
[7] includes,local
[7] local,parties
[7] facebook,groups

Top Word Pairs in Tweet in G9:
[4] prevalencia,algunas
[4] algunas,principales
[4] principales,enfermedades
[4] enfermedades,transmisibles
[4] transmisibles,#américalatina
[4] #américalatina,#caribe
[4] #caribe,dejado
[3] abordar,#covid19
[3] #covid19,sindemia
[3] sindemia,invita

Top Word Pairs in Tweet in G10:
[6] fang,leveraging
[5] ngnvnhng,preslav_nakov
[5] leveraging,#social
[5] #social,context
[5] context,#fakenews
[5] #fakenews,#detection
[5] #detection,using
[5] using,#graph
[5] #graph,representation
[5] representation,ngnvnhng

Top Replied-To
Top Replied-To in Entire Graph:
@peteraanzee
@graph_crypto_1
@michaelgingras
@dcoolican
@joshcarpenter
@jwangark
@cjmobbs
@zenekbembenek
@lyonwj
@dominateeye

Top Replied-To in G2:
@chinazamci
@marrriayyy
@katieroecarr
@bellemysterium
@djwhizpk
@angelo123nasso
@skinnellijnr
@d00mtrax
@shonylll
@bg_eastside

Top Replied-To in G5:
@brunowinck
@dr_kvj
@codexeditor
@mesirii

Top Replied-To in G7:
@dorotheabaur

Top Replied-To in G8:
@lucredenouncer
@dominateeye

Top Mentioned
Top Mentioned in Entire Graph:
@nenecharts
@ediz1975
@benkentish
@neo4j
@green_maps
@linda72135856
@gopleader
@szaster
@ngnvnhng

Top Mentioned in G1:
@oleajeperpetuo

Top Mentioned in G2:
@youtube
@casualcheater
@thegreatleslie_
@djteebee
@subtitlesmusic
@ytsingers
@harry_styles
@rickygervais
@reesew
@ncmnetwork

Top Mentioned in G3:
@nenecharts

Top Mentioned in G4:
@ediz1975

Top Mentioned in G5:
@neo4j
@bwmerkl
@amyhodler
@enzozaw
@codexeditor
@markhneedham
@jimwebber
@tomgeudens
@bachmanm
@nav_mathur

Top Mentioned in G6:
@benkentish

Top Mentioned in G7:
@carissaveliz
@azeem
@timleberecht
@johnchavens
@martinkreeves
@gpetriglieri
@ruchowdh
@tabithagold
@damewendydbe
@timberners_lee

Top Mentioned in G8:
@green_maps
@not
@notalexnoyle
@uxmonty
@jus
@c
@christinaeolso1
@delilahfortexas
@dbcgreentx
@mamaearthangry

Top Mentioned in G9:
@pnudlac
@lflopezcalva
@neo4j
@pnud
@mathieu_kf
@opsoms
@salhaj
@nenecharts
@trendsinai
@ronald_vanloon

Top Mentioned in G10:
@ngnvnhng
@knmnyn
@preslav_nakov
@cikm2020
@ponguru
@pres
@wing_nus
@acmcikm
@nishthahuja

Top Tweeters
Top Tweeters in Entire Graph:
@xaelbot
@mai_suwisa27
@salomnm
@twitchsie
@irritatedwoman
@j_sutherland2
@groovesdc
@smilypapiking
@entwistletx
@aibexint

Top Tweeters in G1:
@queenofthewilis
@gerryoat_bot
@suminomamonimus
@thecity2
@tomandlorenzo
@gastronomy
@neoconmaudit
@coldacid_ebooks
@larsiusprime
@raptros_

Top Tweeters in G2:
@ytsingers
@rickygervais
@nickelodeon
@djabsolute876
@bg_eastside
@djwhizpk
@arianagrande
@djteebee
@applemusic
@spotify

Top Tweeters in G3:
@mai_suwisa27
@meevphyy
@nnsns77
@ronger_erer
@continewgame_
@marklek4
@black_prim1995
@janjungnaja3
@cat71171
@uuus2994

Top Tweeters in G4:
@ossien1
@megbenitez
@deanyb71
@itjustme1965
@pauldddaughters
@jmroberts343jmr
@mayosoutheast
@naglekieron
@anthony196026
@savetaxi

Top Tweeters in G5:
@entwistletx
@thecuriousluke
@epuujee
@visakanv
@oognxslojbenwj2
@popasmedia
@jadp
@neo4j
@brunowinck
@jd_addy

Top Tweeters in G6:
@j_sutherland2
@iamhamesh
@lbc
@wicardossa1957
@vdweller
@malsimons
@shelaghfogarty
@jr1991jr
@celeryvase
@lauriandavies

Top Tweeters in G7:
@johnchavens
@gpetriglieri
@zhaliyou
@azeem
@timleberecht
@ruchowdh
@twainus
@animaanandkumar
@tabithagold
@damewendydbe

Top Tweeters in G8:
@turbokitty
@themariefonseca
@jus
@mathemattic
@de
@lucredenouncer
@notalexnoyle
@mamaearthangry
@c
@dbcgreentx

Top Tweeters in G9:
@aibexint
@salhaj
@trendsinai
@ronald_vanloon
@kdnuggets
@opsoms
@pnud
@daniel_laurison
@pnudlac
@pnudsv

Top Tweeters in G10:
@_thinkbot
@feedkoko
@ponguru
@preslav_nakov
@knmnyn
@wing_nus
@vishakha__a
@cikm2020
@jiviteshjn
@nishthahuja


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