social graph, Twitter, 11/24/2021 3:44:27 PM, 266902


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social graph_2021-11-23_21-04-00.xlsx
social graph_2021-11-23_21-04-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 24, 2021
Short Description:
social graph via NodeXL https://bit.ly/3l5rDZ3
@stanikulechov
@kylesamani
@balajis
@cdixon
@duckbyface
@cyberconnecthq
@tdatascience
@linkkilok
@supermatter216
@yumatrades

Top hashtags:
#dappradar
#dapps
#thegraph
#lunarshare
#datascience
#neo4j
#superm

Description:
Description
The graph represents a network of 2,117 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, 24 November 2021 at 05:06 UTC.

The requested start date was Wednesday, 24 November 2021 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, 16-hour, 46-minute period from Wednesday, 10 November 2021 at 01:13 UTC to Tuesday, 23 November 2021 at 18:00 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 : 2117
Unique Edges : 1200
Edges With Duplicates : 2878
Total Edges : 4078
Number of Edge Types : 5
Tweet : 310
Retweet : 1302
MentionsInRetweet : 1830
Replies to : 217
Mentions : 419
Self-Loops : 318
Reciprocated Vertex Pair Ratio : 0.00992234685073339
Reciprocated Edge Ratio : 0.01964972234088
Connected Components : 374
Single-Vertex Connected Components : 133
Maximum Vertices in a Connected Component : 565
Maximum Edges in a Connected Component : 1553
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.149108
Graph Density : 0.000522594569302603
Modularity : 0.574446
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,117 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, 24 November 2021 at 05:06 UTC.

The requested start date was Wednesday, 24 November 2021 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, 16-hour, 46-minute period from Wednesday, 10 November 2021 at 01:13 UTC to Tuesday, 23 November 2021 at 18:00 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:
[40] https://towardsdatascience.com/graph-machine-learning-with-python-pt-1-basics-metrics-and-algorithms-cc40972de113?source=social.tw
[11] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-to-insert-an-observablehq-graph-into-a-html-page-57a9f4546ecf%3Fsource%3Dsocial.tw
[11] https://mybroadband.co.za/news/government/422770-south-africas-social-grant-disaster-explained-in-one-graph.html
[6] https://towardsdatascience.com/making-fastrp-graph-embeddings-work-for-you-f7344a535dc3?source=social.tw
[6] https://okt.to/ZL2bkW
[5] https://towardsdatascience.com/construct-a-biomedical-knowledge-graph-with-nlp-1f25eddc54a0?source=social.tw
[4] https://www.frontiersin.org/articles/10.3389/fphy.2021.787185/abstract
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-neural-networks-through-the-lens-of-differential-geometry-and-algebraic-topology-3a7c3c22d5f%3Fsource%3Dsocial.tw
[4] https://twitter.com/KyleSamani/status/1458773558557954051
[4] https://www.theblockcrypto.com/post/124510/web3-social-infrastructure-startup-cyberconnect-raises-10-million-in-seed-funding

Top URLs in Tweet in G2:
[4] https://www.theblockcrypto.com/post/124510/web3-social-infrastructure-startup-cyberconnect-raises-10-million-in-seed-funding
[2] https://twitter.com/cyberconnecthq/status/1460695882752421889
[1] https://twitter.com/jamie247/status/1439868571098681348?s=20
[1] https://twitter.com/mable_jiang/status/1460783640879714305
[1] https://twitter.com/CyberConnectHQ/status/1461515457974849538
[1] https://twitter.com/cdixon/status/1458785312231116802
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/j4u2JeUYaRJfHfWENGWqmBiKAJlMaZDoZbwN3_xXaUE
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://twitter.com/Cybertino_Lab/status/1460710055418875906
[1] https://twitter.com/WilsonWei777/status/1460675642932940800

Top URLs in Tweet in G3:
[3] https://mybroadband.co.za/news/government/422770-south-africas-social-grant-disaster-explained-in-one-graph.html?utm_source=newsletter
[2] https://twitter.com/CommonsTreasury/status/1461286312732942339
[2] https://www.pythonforbeginners.com/data-structures/graph-in-python
[2] http://Marginality.io
[2] http://Health.io
[2] http://Health.ly
[2] https://www.oracle.com/autonomous-database/free-trial/?source=:so:tw:or:dg:odb:::RC_WWMK210920P00067:&SC=:so:tw:or:dg:odb:::RC_WWMK210920P00067:&pcode=WWMK210920P00067
[1] https://lunarcrush.com/s/Wy7yVm
[1] https://lunarcrush.com/s/AyaMxR
[1] https://lunarcrush.com/s/aNaoaY

Top URLs in Tweet in G4:
[1] https://twitter.com/mathieuvonrohr/status/1458742818155819009

Top URLs in Tweet in G5:
[40] https://towardsdatascience.com/graph-machine-learning-with-python-pt-1-basics-metrics-and-algorithms-cc40972de113?source=social.tw
[11] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-to-insert-an-observablehq-graph-into-a-html-page-57a9f4546ecf%3Fsource%3Dsocial.tw
[6] https://okt.to/ZL2bkW
[6] https://towardsdatascience.com/making-fastrp-graph-embeddings-work-for-you-f7344a535dc3?source=social.tw
[5] https://towardsdatascience.com/construct-a-biomedical-knowledge-graph-with-nlp-1f25eddc54a0?source=social.tw
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-neural-networks-through-the-lens-of-differential-geometry-and-algebraic-topology-3a7c3c22d5f%3Fsource%3Dsocial.tw
[2] https://towardsdatascience.com/fraud-detection-with-graph-analytics-2678e817b69e?source=social.tw
[2] https://towardsdatascience.com/graph-neural-networks-through-the-lens-of-differential-geometry-and-algebraic-topology-3a7c3c22d5f?source=social.tw
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fat-its-core-hows-a-graph-database-different-from-a-relational-8297ca99cb8f%3Fsource%3Dsocial.tw
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fcreate-a-similarity-graph-from-node-properties-with-neo4j-2d26bb9d829e%3Fsource%3Dsocial.tw

Top URLs in Tweet in G6:
[1] https://twitter.com/kylesamani/status/1458773558557954051

Top URLs in Tweet in G8:
[1] https://twitter.com/ivan_bezdomny/status/1461584213308751876

Top URLs in Tweet in G9:
[2] https://darkstar.mirror.xyz/jQPCNL3XvdzfZFUvgk1kaupkl5GJD7OrBH5GgrD3FaY
[2] https://twitter.com/joshelman/status/1458466576449953799?s=20
[1] https://twitter.com/kylesamani/status/1458773558557954051
[1] https://twitter.com/jessepollak/status/1458785784069337092

Top Domains
Top Domains in Tweet in Entire Graph:
[58] twitter.com
[56] towardsdatascience.com
[32] medium.com
[27] lunarcrush.com
[16] co.za
[15] okt.to
[6] blogspot.com
[5] arxiv.org
[5] mirror.xyz
[4] co.uk

Top Domains in Tweet in G2:
[12] twitter.com
[4] theblockcrypto.com
[2] mirror.xyz
[1] cyberconnect.me
[1] scuttlebutt.nz
[1] medium.com

Top Domains in Tweet in G3:
[26] lunarcrush.com
[21] twitter.com
[6] blogspot.com
[5] co.za
[2] symplur.com
[2] co.uk
[2] pythonforbeginners.com
[2] facebook.com
[2] arxiv.org
[2] marginality.io

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

Top Domains in Tweet in G5:
[55] towardsdatascience.com
[21] medium.com
[15] okt.to
[2] neo4j.com

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

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[4] twitter.com
[2] mirror.xyz

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[65] dappradar
[65] dapps
[26] thegraph
[26] lunarshare
[15] datascience
[15] neo4j
[10] superm
[8] jopping2infinity
[8] supermthefuture
[8] baekhyun



Top Hashtags in Tweet in G2:
[3] cyberconnect
[3] nft
[2] luminescence
[1] web3
[1] scn1
[1] bcn1
[1] metaversegames
[1] nfts
[1] nftcommunity
[1] metaverse

Top Hashtags in Tweet in G3:
[26] thegraph
[26] lunarshare
[2] web3
[2] database
[2] analysts
[2] developers
[2] autonomousdb
[1] scary
[1] social
[1] network

Top Hashtags in Tweet in G5:
[15] neo4j
[13] datascience
[6] spring
[6] java
[6] socialgraph
[4] dataviz
[4] programming
[4] html
[4] web
[4] observablehq

Top Hashtags in Tweet in G10:
[65] dappradar
[65] dapps
[1] topblockchaindapp
[1] waxgaming
[1] social
[1] blockchain
[1] metaverse

Top Words
Top Words in Tweet in Entire Graph:
[1663] social
[1582] graph
[439] one
[307] more
[292] need
[268] care
[265] know
[255] everything
[244] tory
[243] plans

Top Words in Tweet in G1:
[238] gets
[237] everything
[237] need
[237] know
[237] tory
[237] social
[237] care
[237] plans
[237] one
[237] graph

Top Words in Tweet in G2:
[206] social
[195] graph
[128] cyberconnecthq
[98] cyberconnect
[87] kylesamani
[75] metaverse
[75] company
[72] one
[72] crypto
[68] theory

Top Words in Tweet in G3:
[279] social
[189] graph
[42] needs
[42] power
[30] tm
[28] score
[27] galaxy
[26] activity
[26] 100
[26] altrank

Top Words in Tweet in G4:
[97] social
[96] try
[96] imagine
[96] discourse
[96] recklessness
[96] irresponsibility
[96] uncooperative
[96] behaviour
[96] backwardness
[95] tiagomramalho

Top Words in Tweet in G5:
[150] graph
[111] tdatascience
[40] machine
[40] learning
[40] python
[40] pt
[40] basics
[40] metrics
[40] algorithms
[38] animadurkar

Top Words in Tweet in G6:
[85] social
[85] graph
[80] stanikulechov
[43] web3
[39] allow
[39] users
[38] network
[37] aave
[37] building
[37] broadcast

Top Words in Tweet in G7:
[140] tanggal
[140] november
[70] social
[70] graph
[70] 5ecretnumber
[70] spotify
[70] kemarin
[70] tiba2
[70] naik
[70] drastis

Top Words in Tweet in G8:
[71] social
[71] graph
[69] defi
[69] matrix
[69] 2020s
[69] 2010s
[69] once
[69] assets
[69] held
[69] digital

Top Words in Tweet in G9:
[82] social
[67] graph
[61] network
[58] cdixon
[55] one
[54] services
[53] users
[52] good
[52] core
[51] thread

Top Words in Tweet in G10:
[65] thank
[65] cck_ventures
[65] sweet
[65] graph
[65] featuring
[65] #dappradar's
[65] stats
[65] weekly
[65] top
[65] wax_io

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[740] social,graph
[265] one,graph
[261] social,care
[237] everything,need
[237] need,know
[237] know,tory
[237] tory,social
[237] care,plans
[237] plans,one
[237] graph,millionaire

Top Word Pairs in Tweet in G1:
[237] everything,need
[237] need,know
[237] know,tory
[237] tory,social
[237] social,care
[237] care,plans
[237] plans,one
[237] one,graph
[237] graph,millionaire
[237] millionaire,gets

Top Word Pairs in Tweet in G2:
[195] social,graph
[68] one,theory
[68] theory,metaverse
[68] metaverse,company
[68] company,controls
[68] controls,social
[68] graph,strongest
[68] strongest,influence
[67] kylesamani,one
[44] decentralized,social

Top Word Pairs in Tweet in G3:
[91] social,graph
[39] graph,needs
[30] tm,power
[26] social,activity
[26] activity,galaxy
[26] galaxy,score
[26] 100,altrank
[26] grt,#thegraph
[26] #thegraph,#lunarshare
[23] social,mentions

Top Word Pairs in Tweet in G4:
[96] try,imagine
[96] imagine,discourse
[96] discourse,recklessness
[96] recklessness,irresponsibility
[96] irresponsibility,uncooperative
[96] uncooperative,behaviour
[96] behaviour,social
[96] social,backwardness
[95] tiagomramalho,try
[95] backwardness,li

Top Word Pairs in Tweet in G5:
[57] tdatascience,graph
[40] graph,machine
[40] machine,learning
[40] learning,python
[40] python,pt
[40] pt,basics
[40] basics,metrics
[40] metrics,algorithms
[38] algorithms,animadurkar
[27] graph,neural

Top Word Pairs in Tweet in G6:
[85] social,graph
[38] allow,users
[37] aave,building
[37] building,social
[37] graph,allow
[37] users,network
[37] network,broadcast
[37] broadcast,content
[37] content,without
[37] without,web2

Top Word Pairs in Tweet in G7:
[70] social,graph
[70] graph,5ecretnumber
[70] 5ecretnumber,spotify
[70] spotify,kemarin
[70] kemarin,tiba2
[70] tiba2,naik
[70] naik,drastis
[70] drastis,tanggal
[70] tanggal,15
[70] 15,november

Top Word Pairs in Tweet in G8:
[71] social,graph
[69] defi,matrix
[69] matrix,2020s
[69] 2020s,social
[69] graph,2010s
[69] 2010s,once
[69] once,assets
[69] assets,held
[69] held,digital
[69] digital,wallets

Top Word Pairs in Tweet in G9:
[64] social,graph
[51] good,thread
[51] thread,letting
[51] letting,users
[51] users,social
[51] graph,switch
[51] switch,services
[51] services,taking
[51] taking,network
[51] network,one

Top Word Pairs in Tweet in G10:
[65] thank,cck_ventures
[65] cck_ventures,sweet
[65] sweet,graph
[65] graph,featuring
[65] featuring,#dappradar's
[65] #dappradar's,stats
[65] stats,weekly
[65] weekly,top
[65] top,wax_io
[65] wax_io,#dapps

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@fromstevehowell
@cyberconnecthq
@tdatascience
@tiagomramalho
@stanikulechov
@kylesamani
@5ecretnumber
@balajis
@snprotector
@cck_ventures

Top Mentioned in G1:
@fromstevehowell

Top Mentioned in G2:
@cyberconnecthq
@kylesamani
@bullcryptonews1
@smartcryptonew1
@mable_jiang
@wilsonwei777
@treasurelandnft
@projectgalaxyhq
@sky9capital
@multicoincap

Top Mentioned in G4:
@tiagomramalho
@lukamesin

Top Mentioned in G5:
@tdatascience
@animadurkar
@mmbronstein
@alod83
@neo4j
@nsmith_piano
@springframework
@p_brunenberg
@lina_faik
@esmktdigital

Top Mentioned in G6:
@stanikulechov
@0xjim
@nogoodtwts
@mvwi
@cdixon

Top Mentioned in G7:
@5ecretnumber
@snprotector

Top Mentioned in G8:
@balajis
@stanikulechov

Top Mentioned in G9:
@cdixon
@valaafshar
@kylesamani
@neuroswish
@stanikulechov
@jessepollak

Top Mentioned in G10:
@cck_ventures
@wax_io
@alienworlds

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@chidambara09
@independent
@rosenchild
@thehill
@gr8musicvenues
@guardian
@ansisegle
@christinejameis
@rt_himachal

Top Tweeters in G1:
@gr8musicvenues
@christinejameis
@otivar55
@stop1984
@golwgymor
@lalitapetila
@parsifel43
@imoanalothutchy
@kevinrns
@merrymichaelw

Top Tweeters in G2:
@davidpremier
@metaplexbot
@dabogda
@felixgoldberg1
@jamie247
@resa_bunda
@emelyncastro8
@thequietcrypt
@nicolasflamelx
@lendyb15

Top Tweeters in G3:
@suriyasubraman
@grodaeu
@gerryoat_bot
@generativist
@studentslcs
@olualege
@thetechjournal
@y0urberry
@fernand0
@gastronomy

Top Tweeters in G4:
@tinido
@spacefromgreece
@0xjoao
@wtv_a_li_en_
@andrw100
@vascolmatos
@joaogalamba
@ehke_
@der_kalle
@soshizinde

Top Tweeters in G5:
@rosenchild
@fabriciosx
@ml_tweet_bot
@100daysof2020
@azuerbot
@pythonexpertbot
@hubbucket
@ayirpelle
@dirac7
@blkhwk0ps

Top Tweeters in G6:
@mikeabundo
@nullpackets
@0xkobeth
@_fallenangel00
@4100rvys
@chainyoda
@nachothome
@sjcrypto
@myster_eeee
@yumatrades

Top Tweeters in G7:
@ndess_5
@sitinai93971158
@salapoyo
@510syf
@qkayrocinante
@cmryxx
@scsarammeun
@dalidalyoxo
@janahnuyy
@galsn8

Top Tweeters in G8:
@laughingmantwit
@tcrpartybot
@carlomrtz
@_anshuumaan_
@ivan_bezdomny
@degenkingk
@rdickinson
@qimp3g
@sohilgupta
@hoffmang

Top Tweeters in G9:
@ssagwuna
@valaafshar
@euginhocortez
@samlogic_
@haq_optimist
@arvindsaraswat
@xincognitoxxx
@digitaltrendsn1
@richardkimphd
@alphaseeker21

Top Tweeters in G10:
@alito85
@jose_mi86
@kggr3ogxpuveqxx
@adamoogee
@crypto_hunterrr
@malith1992
@wax_io
@quatemoc1975
@pasindu722
@picas_sol