social graph, Twitter, 10/5/2022 7:06:02 AM, 282359


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social graph_2022-10-04_20-48-00.xlsx
social graph_2022-10-04_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 05, 2022
Short Description:
social graph via NodeXL https://bit.ly/3CdkMVb
@lensprotocol
@theweb3bot
@kindeckapp
@bloomstarbms
@wearestori
@hasdaabhinav
@torah1network
@adamdavidson
@rss3_
@magusz_art

Top hashtags:
#ml
#web3
#graph
#machinelearning
#barchart
#information
#stem
#bigdata

Description:
Description
The graph represents a network of 2,061 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, 05 October 2022 at 03:49 UTC.

The requested start date was Wednesday, 05 October 2022 at 00:01 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, 24-minute period from Wednesday, 21 September 2022 at 01:18 UTC to Tuesday, 04 October 2022 at 17:42 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 : 2061
Unique Edges : 1427
Edges With Duplicates : 3129
Total Edges : 4556
Number of Edge Types : 5
Tweet : 486
Mentions : 413
Replies to : 251
Retweet : 1294
MentionsInRetweet : 2112
Self-Loops : 496
Reciprocated Vertex Pair Ratio : 0.00738150738150738
Reciprocated Edge Ratio : 0.0146548399537216
Connected Components : 441
Single-Vertex Connected Components : 179
Maximum Vertices in a Connected Component : 653
Maximum Edges in a Connected Component : 2443
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.204264
Graph Density : 0.000610741321726186
Modularity : 0.527377
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 2,061 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, 05 October 2022 at 03:49 UTC.

The requested start date was Wednesday, 05 October 2022 at 00:01 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, 24-minute period from Wednesday, 21 September 2022 at 01:18 UTC to Tuesday, 04 October 2022 at 17:42 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:
[50] https://rss3.io/
[21] https://blogs.oracle.com/database/post/explore-oracle-graph-at-oracle-cloudworld?source=:so:ch:or:dg::::RC_WWMK220913P00038:&SC=:so:ch:or:dg::::RC_WWMK220913P00038:&pcode=WWMK220913P00038
[10] https://web5.bio/
[6] https://learn.oracle.com/ols/event/oracle-partnercast-analyzing-relationships-and-patterns-in-data-with-graph-studio-in-autonomous-database/89350/110319/169595
[4] https://zerion.io/blog/zerion-integrates-lens-protocols-web3-social-graph/
[4] https://medium.com/@HashKeyDID/hashkey-did-partners-with-relation-lab-exploring-the-web3-social-graph-11aada575b0
[4] https://www.youtube.com/watch?v=gz_Jzd5NrNM&t=3s

[4] https://github.com/nickytonline/connect-four/issues/2
[3] https://lens.xyz/
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fflattening-a-4-d-cube-onto-your-desk-a4730312d91c%3Fsource%3Dsocial.tw

Top URLs in Tweet in G2:
[3] https://zerion.io/blog/zerion-integrates-lens-protocols-web3-social-graph/
[3] https://ethglobal.com/showcase/frenly-vpc1w
[1] https://mirror.xyz/lensprotocol.eth/pIzwjs9uhH8eSS1Bx0K1r-3iHEgLlBt6ruPXcEJe0S0
[1] https://rss3.io/
[1] https://claim.lens.xyz/
[1] https://www.youtube.com/watch?v=TSQv6iE6-IA&ab_channel=DappUniversity

[1] https://mobile.twitter.com/web3academy_/status/1568268030790213633
[1] https://bogota.ethglobal.com/
[1] https://twitter.com/i/broadcasts/1rmxPkZvXnZJN
[1] https://lens.xyz/

Top URLs in Tweet in G3:
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fwhy-graph-modeling-frameworks-are-the-future-of-unsupervised-learning-2092b089caff%3Fsource%3Dsocial.tw
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fflattening-a-4-d-cube-onto-your-desk-a4730312d91c%3Fsource%3Dsocial.tw
[2] https://decent.land/
[2] https://techcrunch.com/2022/09/16/singapore-knn3-social-graph-database-web3/
[2] http://www.cs.cmu.edu/~dunja/LinkKDD2004/Maitrayee-Mukherjee-LinkKDD-2004.pdf
[2] https://networks.skewed.de/net/myspace_aminer
[2] https://healthio.notion.site/healthio/d4b845ff9ce741b885131c487f1855dd
[2] http://Government.ly
[1] https://www.sciencedirect.com/science/article/abs/pii/S0957417422017882
[1] https://twitter.com/0xPARC/status/1569497500071137280

Top URLs in Tweet in G4:
[4] https://medium.com/@HashKeyDID/hashkey-did-partners-with-relation-lab-exploring-the-web3-social-graph-11aada575b0
[4] https://www.youtube.com/watch?v=gz_Jzd5NrNM&t=3s

[2] https://twitter.com/polkaworld_org/status/1573613465989959682
[1] https://www.port3.io
[1] https://cyberconnect.me/
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://lens.xyz/
[1] https://twitter.com/i/spaces/1rmxPkLoPLqJN
[1] https://zerion.io/blog/zerion-integrates-lens-protocols-web3-social-graph/
[1] https://openleverage.finance/

Top URLs in Tweet in G7:
[49] https://rss3.io/

Top URLs in Tweet in G8:
[21] https://blogs.oracle.com/database/post/explore-oracle-graph-at-oracle-cloudworld?source=:so:ch:or:dg::::RC_WWMK220913P00038:&SC=:so:ch:or:dg::::RC_WWMK220913P00038:&pcode=WWMK220913P00038
[6] https://learn.oracle.com/ols/event/oracle-partnercast-analyzing-relationships-and-patterns-in-data-with-graph-studio-in-autonomous-database/89350/110319/169595
[3] https://www.oracle.com/cloudworld/database/?source=:ow:o:p:mt:::RC_WWMK220428P00033C0001:WD22_DTB_EV_CO30_M8901_SO015YO18_DO1264_AO01_RO001&intcmp=:ow:o:p:mt:::RC_WWMK220428P00033C0001:WD22_DTB_EV_CO30_M8901_SO015YO18_DO1264_AO01_RO001
[1] https://blogs.oracle.com/database/post/explore-oracle-graph-at-oracle-cloudworld

Top URLs in Tweet in G10:
[1] https://signup.deso.org/
[1] https://screenrant.com/deso-blockchain-revolutionize-social-media-how/
[1] https://signup.deso.org/learn
[1] https://deso.com/
[1] https://twitter.com/desoprotocol/status/1573714818510503936
[1] https://twitter.com/desoprotocol/status/1525154103571058689

Top Domains
Top Domains in Tweet in Entire Graph:
[64] twitter.com
[50] rss3.io
[31] oracle.com
[16] medium.com
[10] web5.bio
[5] youtube.com
[4] lens.xyz
[4] mirror.xyz
[4] zerion.io
[4] yahoo.com

Top Domains in Tweet in G2:
[4] ethglobal.com
[3] zerion.io
[2] lens.xyz
[2] twitter.com
[1] mirror.xyz
[1] rss3.io
[1] youtube.com
[1] lensfrens.xyz

Top Domains in Tweet in G3:
[27] twitter.com
[9] medium.com
[3] techcrunch.com
[2] decent.land
[2] yahoo.com
[2] cmu.edu
[2] skewed.de
[2] nature.com
[2] notion.site
[2] government.ly

Top Domains in Tweet in G4:
[5] medium.com
[4] youtube.com
[3] twitter.com
[1] port3.io
[1] cyberconnect.me
[1] mirror.xyz
[1] lens.xyz
[1] zerion.io
[1] openleverage.finance
[1] smartliquidity.info

Top Domains in Tweet in G7:
[49] rss3.io

Top Domains in Tweet in G8:
[31] oracle.com

Top Domains in Tweet in G10:
[2] deso.org
[2] twitter.com
[1] screenrant.com
[1] deso.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[135] ml
[132] web3
[107] graph
[100] machinelearning
[100] barchart
[100] information
[100] stem
[100] bigdata
[62] lensprotocol
[56] did



Top Hashtags in Tweet in G2:
[7] web3
[4] descentralización
[1] blockchain
[1] nft
[1] polygon
[1] phaverfrens

Top Hashtags in Tweet in G3:
[5] web3
[2] nft
[2] thesis
[2] group
[2] patterns
[2] social
[2] networks
[2] research
[2] datamining
[2] graph

Top Hashtags in Tweet in G4:
[66] web3
[62] lensprotocol
[55] platon
[47] cyberconnect
[46] hashkey
[4] nft
[3] relation
[2] decentralized
[2] did
[2] hashkeydid

Top Hashtags in Tweet in G6:
[49] web3
[49] decentralized
[49] did
[1] nft
[1] lens
[1] poap
[1] distributed

Top Hashtags in Tweet in G8:
[135] ml
[102] graph
[100] machinelearning
[100] barchart
[100] information
[100] stem
[100] bigdata
[22] oraclegraph
[22] autonomousdatabase
[13] news

Top Hashtags in Tweet in G10:
[4] breakfree
[3] mainnet2022
[1] web3

Top Words
Top Words in Tweet in Entire Graph:
[1855] social
[1294] graph
[504] decentralized
[391] web3
[305] media
[300] lensprotocol
[277] know
[266] many
[263] part
[249] tax

Top Words in Tweet in G1:
[245] know
[245] part
[245] nyt's
[245] tax
[245] reporting
[245] many
[245] company's
[245] successes
[245] tied
[245] fraud

Top Words in Tweet in G2:
[183] social
[159] lensprotocol
[138] decentralized
[109] content
[107] web3
[99] cultivatordao
[98] open
[97] first
[95] introducing
[95] dao

Top Words in Tweet in G3:
[413] social
[320] graph
[97] web3
[85] cyberconnect
[74] decentralized
[68] protocol
[52] map
[47] data
[46] users
[46] first

Top Words in Tweet in G4:
[327] social
[242] decentralized
[235] graph
[132] cyberconnecthq
[131] partnership
[130] openleverage
[128] relationlabs
[109] partners
[93] thrilled
[85] share

Top Words in Tweet in G5:
[196] profile
[131] lens
[67] social
[66] based
[66] web3
[66] lensprotocol
[65] web
[65] footprints
[64] bloomstarbms
[2] name

Top Words in Tweet in G6:
[49] constructing
[49] #web3
[49] native
[49] application
[49] requires
[49] #decentralized
[49] message
[49] name
[49] #did
[49] ens

Top Words in Tweet in G7:
[96] rss3
[96] whitepaper
[48] token
[48] holders
[48] hodl
[48] nft
[48] gt
[48] 2000
[48] go
[47] rss3_

Top Words in Tweet in G8:
[189] optimism
[135] #ml
[135] analysis
[135] text
[135] recent
[135] tweets
[135] review
[135] social
[135] media
[135] emotional

Top Words in Tweet in G9:
[40] cutting
[40] taxes
[40] slashing
[40] spending
[40] wildly
[40] unpopular
[40] vast
[40] majority
[40] country
[40] brits

Top Words in Tweet in G10:
[54] social
[33] desoprotocol
[24] graph
[23] decentralized
[23] media
[16] already
[16] back
[16] content
[15] haven't
[15] make

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[869] social,graph
[320] decentralized,social
[280] social,media
[245] know,part
[245] part,nyt's
[245] nyt's,tax
[245] tax,reporting
[245] reporting,many
[245] many,company's
[245] company's,successes

Top Word Pairs in Tweet in G1:
[245] know,part
[245] part,nyt's
[245] nyt's,tax
[245] tax,reporting
[245] reporting,many
[245] many,company's
[245] company's,successes
[245] successes,tied
[245] tied,fraud
[244] adamdavidson,know

Top Word Pairs in Tweet in G2:
[100] web3,social
[95] introducing,cultivatordao
[95] cultivatordao,first
[95] first,web3
[95] social,dao
[95] dao,designed
[95] designed,open
[95] open,decentralized
[95] decentralized,content
[95] content,moderation

Top Word Pairs in Tweet in G3:
[220] social,graph
[63] decentralized,social
[53] graph,protocol
[52] social,map
[41] first,decentralized
[34] web3,social
[30] graph,needs
[29] social,media
[26] social,networks
[23] social,connections

Top Word Pairs in Tweet in G4:
[235] social,graph
[196] decentralized,social
[130] partnership,openleverage
[83] cyberconnecthq,thrilled
[83] thrilled,share
[83] share,latest
[83] latest,partnership
[83] openleverage,cyberconnect
[83] cyberconnect,decentralized
[82] erc20_news,cyberconnecthq

Top Word Pairs in Tweet in G5:
[130] lens,profile
[65] profile,lens
[65] profile,social
[65] social,web
[65] web,profile
[65] profile,based
[65] based,web3
[65] web3,footprints
[65] footprints,lensprotocol
[64] bloomstarbms,lens

Top Word Pairs in Tweet in G6:
[49] constructing,#web3
[49] #web3,native
[49] native,application
[49] application,requires
[49] requires,#decentralized
[49] #decentralized,message
[49] message,name
[49] name,#did
[49] #did,ens
[49] ens,social

Top Word Pairs in Tweet in G7:
[48] rss3,whitepaper
[48] whitepaper,token
[48] token,holders
[48] holders,hodl
[48] hodl,whitepaper
[48] whitepaper,nft
[48] nft,gt
[48] gt,2000
[48] 2000,rss3
[48] rss3,go

Top Word Pairs in Tweet in G8:
[135] #ml,analysis
[135] analysis,text
[135] text,recent
[135] recent,tweets
[135] tweets,review
[135] review,social
[135] social,media
[135] media,emotional
[135] emotional,sentiment
[135] sentiment,tag

Top Word Pairs in Tweet in G9:
[40] cutting,taxes
[40] taxes,slashing
[40] slashing,spending
[40] spending,wildly
[40] wildly,unpopular
[40] unpopular,vast
[40] vast,majority
[40] majority,country
[40] country,brits
[40] brits,polled

Top Word Pairs in Tweet in G10:
[23] social,media
[23] social,graph
[20] decentralized,social
[15] haven't,already
[15] already,make
[15] make,sure
[15] sure,claim
[15] claim,decentralized
[15] media,profile
[15] profile,doing

Top Replied-To
Top Replied-To in Entire Graph:
@asicbmf
@lensprotocol
@stanikulechov
@goodwinmj
@johnmu
@abc
@cryptoclash1
@daochemist
@defiantnews
@lastcontrarian

Top Replied-To in G2:
@lensprotocol
@stanikulechov
@patriots
@brantlymillegan
@marlene_apolo
@notthreadguy
@santisiri
@brad_or_bradley
@dabit3

Top Replied-To in G4:
@smart_nft_news
@relationlabs

Top Replied-To in G9:
@goodwinmj

Top Replied-To in G10:
@inspectorstin
@benmagelsen
@_interestingguy
@messaricrypto
@jbrukh
@nadertheory

Top Mentioned
Top Mentioned in Entire Graph:
@adamdavidson
@lensprotocol
@cyberconnecthq
@openleverage
@relationlabs
@erc20_news
@zerion_io
@bloomstarbms
@definews_info
@hashkeydid

Top Mentioned in G1:
@adamdavidson

Top Mentioned in G2:
@lensprotocol
@ethglobal
@pohdao
@sismo_eth
@santisiri
@rehashweb3
@stanikulechov
@lenstubexyz
@defi_dad
@pushprotocol

Top Mentioned in G3:
@matteocellini
@michaelguimarin

Top Mentioned in G4:
@cyberconnecthq
@openleverage
@relationlabs
@erc20_news
@zerion_io
@lensprotocol
@definews_info
@hashkeydid
@platon_network
@defi_eagle

Top Mentioned in G5:
@bloomstarbms
@lensprotocol

Top Mentioned in G6:
@torah1network

Top Mentioned in G7:
@rss3_
@lensprotocol

Top Mentioned in G8:
@parcaebot
@oracledatabase
@oracleemeaps
@oracleexadata

Top Mentioned in G9:
@bestforbritain
@goodwinmj

Top Mentioned in G10:
@desoprotocol
@ethereum
@bruceqburke
@chisomdickson9
@investindigital
@messaricrypto
@saypien_
@mattersw3b
@d0dianne
@nadertheory

Top Tweeters
Top Tweeters in Entire Graph:
@matthewtwihard
@chidambara09
@kat4obama
@phillip92321
@bannerite
@givemepie360
@indiatoday
@katcapps
@wildwalkerwoman
@goaidev

Top Tweeters in G1:
@matthewtwihard
@kat4obama
@phillip92321
@bannerite
@givemepie360
@katcapps
@deesbarbara
@changetocindy
@terpsichore_los
@masky_jay_hoody

Top Tweeters in G2:
@santisiri
@monnaiecryptofr
@francescociull4
@elmalandr0
@julinparrilla2
@oliphantisfinne
@notthreadguy
@patriots
@dabit3
@relzdrops0x

Top Tweeters in G3:
@dragoncobolt
@shiningnyu
@gwennelsonuk
@dd_fafa_
@gerryoat_bot
@timcohn
@stephenpiment
@dd_wen_
@puppywangjiajia
@beritmiriam

Top Tweeters in G4:
@theweb3bot
@emelyncastro8
@a901105
@yonalinn
@orpia_marygrace
@bettyyabut
@jhelaiii0708
@pamer_dominador
@tokong22
@leila5_2

Top Tweeters in G5:
@thamelarey
@iconicifeanyi1
@gbolahan_i
@mud_ass_ir_umar
@shayo_mide
@trev_niel
@steveisgud
@ahmedndanusa
@icaptuch
@_alpha_paul

Top Tweeters in G6:
@torah1network
@mdlimon26565781
@maidabansilal
@fahim017799
@engggyw8mjkuxwn
@farhad36925
@wpjckvzmkxcc9uf
@ahmed_shiyon
@bornosahrukh
@mary_shikder

Top Tweeters in G7:
@hendarferiansy1
@torlak78
@wegoham4trey
@haikukoten
@sunnwangie
@_senendenz
@markrss3
@racheltseng4
@sangjenar1
@sangsang521

Top Tweeters in G8:
@chidambara09
@godfrey_g_
@ricardo_ik_ahau
@pyscalellc
@greentechdon
@manifattura40
@brainroaring
@blackpeopledata
@xthebigdatabotx
@readtechhere

Top Tweeters in G9:
@hullfair
@therightarticle
@mimij9
@patrickandrews
@111meeuwis
@kathyroddy
@chrisrbarry
@se25a
@colinmcalliste3
@meejahoar

Top Tweeters in G10:
@teejaybaba
@bruceqburke
@theweb3pulse
@jbrukh
@messaricrypto
@benmagelsen
@nimacapital
@_interestingguy
@znmead
@investindigital


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