social graph, Twitter, 2/15/2023 5:00:20 AM, 289498


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social graph_2023-02-14_20-48-00.xlsx
social graph_2023-02-14_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 15, 2023
Short Description:
social graph via NodeXL https://bit.ly/3K75hn6
@lensprotocol
@messaricrypto
@cyberconnecthq
@zeldalaw007
@relationlabs
@bnbchain
@protocol_review
@coinmarketcap
@leonidasnft
@aaveaave

Top hashtags:
#web3
#social
#opengraph
#wordpress
#seo
#plugin
#preview
#marketing

Description:
Description
The graph represents a network of 5,574 Twitter users whose recent tweets contained "social graph", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 04:51 UTC.

The tweets in the network were tweeted over the 2886-day, 8-hour, 40-minute period from Sunday, 22 March 2015 at 16:19 UTC to Wednesday, 15 February 2023 at 00:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 5574
Unique Edges : 3038
Edges With Duplicates : 9670
Total Edges : 12708
Number of Edge Types : 9
Retweet : 3411
MentionsInRetweet : 4579
Replies to : 1294
MentionsInReplyTo : 1963
Tweet : 801
Quote : 108
Mentions : 465
MentionsInQuote : 45
MentionsInQuoteReply : 42
Self-Loops : 1448
Reciprocated Vertex Pair Ratio : 0.0331937335194664
Reciprocated Edge Ratio : 0.0642546164239604
Connected Components : 867
Single-Vertex Connected Components : 318
Maximum Vertices in a Connected Component : 2114
Maximum Edges in a Connected Component : 5724
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.305411
Graph Density : 0.000214428953580912
Modularity : 0.519225
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,574 Twitter users whose recent tweets contained "social graph", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 04:51 UTC.

The tweets in the network were tweeted over the 2886-day, 8-hour, 40-minute period from Sunday, 22 March 2015 at 16:19 UTC to Wednesday, 15 February 2023 at 00:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[135] https://wordpress.org/plugins/presenta-open-graph/
[21] https://medium.com/m/global-identity-2?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-neural-networks-as-gradient-flows-4dae41fb2e8a%3Fsource%3Dsocial.tw
[21] https://keet.io/
[20] https://connected.cc.me/
[17] https://tortle.ninja/
[15] https://memgraph.com/blog/how-to-visualize-a-social-network-in-python-with-a-graph-database
[15] https://www.presenta.cc/blog/wordpress-open-graph-1.1-what-s-new
[12] https://twitter.com/_ericblanc/status/1625528515188736003/photo/1
[10] https://medium.com/@first.vip/first-vip-project-analysis-social-graph-lens-protocol-b523d56f1d7f
[8] https://escapingflatland.substack.com/p/first-we-shape-our-social-graph-then

Top URLs in Tweet in G1:
[3] https://messari.io/report/decentralized-social-protocol-map?utm_source=twitter_messaricrypto&utm_medium=organic_social&utm_campaign=desoc_protocol_map
[2] https://twitter.com/efipm/status/1623373098723512333/photo/1
[2] https://twitter.com/0xsurferboy/status/1621116437967548418/photo/1
[2] https://twitter.com/ViabtcCapital/status/1615274187173814273/photo/1
[2] https://twitter.com/ViabtcCapital/status/1615274181154967559/photo/1
[1] https://twitter.com/MessariCrypto/status/1624528733083414528/photo/1
[1] https://twitter.com/MessariCrypto/status/1621252206459772928/photo/1
[1] https://twitter.com/MessariCrypto/status/1621252184984920064/photo/1
[1] https://twitter.com/MessariCrypto/status/1621252170619445249/photo/1
[1] https://twitter.com/MessariCrypto/status/1624906218069426176/photo/1

Top URLs in Tweet in G2:
[6] https://medium.com/@first.vip/first-vip-project-analysis-social-graph-lens-protocol-b523d56f1d7f
[5] https://mirror.xyz/0xc9f6977cF31F9deCdD2c24DF92aa621e4259469B/nyT-qRLF8kaVD9M-O4FG9HILxLLG1VLcxoxYMEVX0Xo
[3] https://twitter.com/CatarinoThi/status/1616651185426923525/photo/1
[2] https://twitter.com/dhof/status/1617901856818368512/photo/1
[2] https://lenster.xyz/u/tenderize
[2] https://www.lens.xyz/
[2] https://twitter.com/btc0x_eth/status/1614933609160527872/photo/1
[2] https://zk.money/balance
[2] https://zk.money/earn
[2] https://twitter.com/easya_app/status/1583809043759783936/photo/1

Top URLs in Tweet in G3:
[15] https://memgraph.com/blog/how-to-visualize-a-social-network-in-python-with-a-graph-database
[6] https://techable.jp/archives/192400
[5] https://www.socialblabla.com/que-es-el-social-graph-y-por-que-es-importante-2.html
[4] https://twitter.com/mohits_seo/status/1625158176281870338/photo/1
[4] https://twitter.com/Woshigigan/status/1619541984083062784/photo/1
[4] https://twitter.com/juhani/status/1621060167419953154/photo/1
[4] https://twitter.com/iLaYna00sLyVANi/status/1619759251660111872/photo/1
[4] https://twitter.com/Nwesnh/status/1615767240489549824/photo/1
[4] https://blog.aginto.com/tiktoks-interest-graph-and-how-its-changed-social-media-marketing-forever/
[4] https://twitter.com/Rishabh_Singla/status/1622197717282992129/photo/1

Top URLs in Tweet in G4:
[20] https://connected.cc.me/
[6] https://twitter.com/CyberConnectHQ/status/1625267032001241090
[2] https://link3.to/e/rae3t0
[2] https://twitter.com/CyberConnectHQ/status/1625261201885110272
[1] https://link3.to/e/5HhGB7
[1] https://twitter.com/BuidlerDAO/status/1625417658492665857/photo/1
[1] https://twitter.com/BNBCHAIN/status/1625479978384240640
[1] https://opensea.io/collection/link3-mystery-box
[1] https://twitter.com/CyberConnectHQ/status/1615514773399166976?s=20&t=IC0k2R_dGT3m8ceAIfCOaQ
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c

Top URLs in Tweet in G5:
[4] https://twitter.com/PJM_vocal/status/1616472738033733633/photo/1

Top URLs in Tweet in G6:
[5] https://rolodex.shovel.company/
[4] https://twitter.com/TwitterDev/status/1621026986784337922
[2] https://movetodon.org/
[2] https://twitter.com/orta/status/1621055897480077312
[1] https://www.movetodon.org
[1] https://twitter.com/ecairn/status/1621191791017078784/photo/1
[1] https://engatica.com/blog/updated-50-most-powerful-ai-influencers-in-2022?contentId=621876196f56fd5ee1a60e55?utm_source=linkedin&utm_medium=50-outstanding-ai-in-business&utm_campaign=social-blast
[1] https://twitter.com/Eli_Krumova/status/1605894285206949888/photo/1
[1] https://openfollow.me/

Top URLs in Tweet in G7:
[3] https://blog.relationlabs.ai/relation-ambassador-program-join-the-disruptive-revolution-of-web3-0-social-graph-99793f4a1f88
[1] https://twitter.com/DeonErda/status/1615561745044766722
[1] https://twitter.com/relationlabs/status/1621408046646960128/photo/1
[1] https://medium.com/m/global-identity-2?redirectUrl=https%3A%2F%2Fblog.relationlabs.ai%2Fopen-call-for-relation-community-name-mascot-design-ideas-91f567ccc7ea%3Fsource%3Dsocial.tw
[1] https://twitter.com/relationlabs/status/1622873069563027456/photo/1
[1] https://t.me/MegaVentures
[1] https://twitter.com/relationlabs/status/1537314876867063809/video/1
[1] https://twitter.com/huobi_incubator/status/1516007295247085573/photo/1
[1] https://twitter.com/DeonErda/status/1615561745044766722/photo/1
[1] https://twitter.com/relationlabs/status/1623647594789621760

Top URLs in Tweet in G9:
[1] https://review.mirror.xyz/IRnxxEaQVblaA5OjGpJ3T9XlvqbydzCiDfCYg54jLOo

Top URLs in Tweet in G10:
[1] https://coinmarketcap.com/community/articles/30819
[1] https://twitter.com/real_polygene/status/1624370060801503234/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[918] twitter.com
[135] wordpress.org
[54] medium.com
[21] keet.io
[21] towardsdatascience.com
[20] cc.me
[20] memgraph.com
[17] tortle.ninja
[16] substack.com
[15] mirror.xyz

Top Domains in Tweet in G1:
[40] twitter.com
[3] messari.io
[1] diamondapp.com
[1] nostr.directory
[1] pwc.com

Top Domains in Tweet in G2:
[73] twitter.com
[7] mirror.xyz
[7] medium.com
[4] zk.money
[3] lenster.xyz
[3] lens.xyz
[2] lens.dev
[2] opensea.io
[1] zerion.io
[1] discord.com

Top Domains in Tweet in G3:
[139] twitter.com
[20] memgraph.com
[11] medium.com
[6] techable.jp
[5] socialblabla.com
[5] google.com
[5] linkedin.com
[4] link3.to
[4] mastodon.social
[4] substack.com

Top Domains in Tweet in G4:
[35] twitter.com
[20] cc.me
[10] link3.to
[3] mirror.xyz
[2] github.com
[1] opensea.io
[1] google.com
[1] t.me
[1] magic.store

Top Domains in Tweet in G5:
[4] twitter.com

Top Domains in Tweet in G6:
[8] twitter.com
[5] shovel.company
[3] movetodon.org
[1] engatica.com
[1] openfollow.me

Top Domains in Tweet in G7:
[8] twitter.com
[4] relationlabs.ai
[1] medium.com
[1] t.me

Top Domains in Tweet in G9:
[1] mirror.xyz

Top Domains in Tweet in G10:
[1] coinmarketcap.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[220] web3
[173] social
[172] opengraph
[171] wordpress
[160] seo
[156] plugin
[152] preview
[139] marketing
[135] image
[135] automation



Top Hashtags in Tweet in G1:
[5] socialmedia
[5] blockchain
[5] desco
[4] socialfi
[4] stepn
[2] nostr
[1] build
[1] altcoin
[1] trending
[1] galxe

Top Hashtags in Tweet in G2:
[41] lensprotocol
[10] lens
[8] web3
[3] lensverse
[3] arweave
[3] quainetwork
[1] smurfsociaty
[1] poweredbypolygon
[1] aave
[1] socialfi

Top Hashtags in Tweet in G3:
[24] memgraph
[14] python
[12] docker
[12] flask
[12] nebulagraph
[11] d3js
[10] social
[10] graph
[9] socialmedia
[8] bigdata

Top Hashtags in Tweet in G4:
[105] web3
[102] nft
[39] connected2023
[6] cyberconnect
[4] bnbchain
[3] w3st
[2] crypto
[1] cpdesoc
[1] cpcryptoecosystem
[1] cpinfrastructure

Top Hashtags in Tweet in G6:
[2] ai
[1] influencers
[1] artificialintelligence
[1] aisec
[1] aiethics
[1] technology
[1] emergingtech
[1] leaders
[1] marketing
[1] business

Top Hashtags in Tweet in G7:
[97] web3
[1] ambassador
[1] 4everland

Top Hashtags in Tweet in G10:
[97] cmccommunity
[97] decentralized
[1] crypto
[1] coinmarketcap
[1] socialfi
[1] web3

Top Words
Top Words in Tweet in Entire Graph:
[5086] social
[3829] graph
[1245] media
[727] index
[708] decentralized
[622] messaricrypto
[592] data
[528] lens
[453] protocol
[452] more

Top Words in Tweet in G1:
[844] social
[564] messaricrypto
[376] media
[369] traditional
[365] created
[365] creator
[364] entrants
[364] monetization
[364] disjointed
[363] moat

Top Words in Tweet in G2:
[639] social
[435] graph
[299] lensprotocol
[264] protocol
[256] lens
[155] decentralized
[119] one
[107] aaveaave
[105] composable
[101] web3

Top Words in Tweet in G3:
[444] social
[435] graph
[80] data
[78] network
[60] media
[53] more
[46] protocol
[43] needs
[42] power
[41] lens

Top Words in Tweet in G4:
[415] social
[320] graph
[276] solana
[237] join
[178] cyberconnecthq
[136] bnbchain
[127] cyberconnect
[114] more
[114] learn
[106] win

Top Words in Tweet in G5:
[717] index
[241] dior
[240] power
[240] brand
[239] sales
[239] name
[239] graph
[239] park
[239] social
[239] media

Top Words in Tweet in G6:
[153] social
[153] graph
[130] free
[125] february
[124] programs
[124] service
[124] announcement
[124] until
[124] transport
[124] public

Top Words in Tweet in G7:
[140] relation
[132] relationlabs
[97] #web3
[96] data
[95] promising
[95] player
[95] strategically
[95] value
[95] harness
[95] partnering

Top Words in Tweet in G8:
[105] social
[104] product
[104] old
[104] linkedin
[104] generation
[104] uses
[104] years
[104] captive
[104] lots
[104] date

Top Words in Tweet in G9:
[103] social
[102] exciting
[102] project
[102] changing
[102] team
[102] led
[102] decentralized
[102] built
[102] lens
[102] protocols

Top Words in Tweet in G10:
[99] social
[98] graph
[97] need
[97] #decentralized
[97] #cmccommunity
[97] infinite
[97] spotlight
[97] coinmarketcap
[97] web3
[97] possibilities

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2310] social,graph
[1223] social,media
[603] decentralized,social
[398] traditional,social
[396] messaricrypto,traditional
[395] creator,monetization
[395] disjointed,creator
[395] entrants,disjointed
[394] moat,entrants
[394] impenetrable,moat

Top Word Pairs in Tweet in G1:
[376] social,media
[365] traditional,social
[364] creator,monetization
[364] disjointed,creator
[364] entrants,disjointed
[363] both,impenetrable
[363] media,created
[363] impenetrable,moat
[363] messaricrypto,traditional
[363] created,both

Top Word Pairs in Tweet in G2:
[424] social,graph
[135] decentralized,social
[132] lens,protocol
[124] graph,protocol
[97] launching,social
[96] beginning,deso
[96] aaveaave,launching
[96] protocol,beginning
[96] one,huggee
[96] huggee,aaveaave

Top Word Pairs in Tweet in G3:
[214] social,graph
[56] social,media
[45] social,network
[40] graph,needs
[30] tm,power
[24] lens,protocol
[19] social,networks
[15] decentralized,social
[14] interest,graph
[14] graph,data

Top Word Pairs in Tweet in G4:
[318] social,graph
[106] learn,more
[103] more,#web3
[102] join,win
[102] port3network,alongside
[102] community,learn
[102] chinese,community
[102] win,port3
[102] graph,join
[102] join,port3network

Top Word Pairs in Tweet in G5:
[239] lucky,graph
[239] index,park
[239] power,index
[239] jimin,name
[239] index,sales
[239] sales,index
[239] park,jimin
[239] media,index
[239] itself,brand
[239] index,power

Top Word Pairs in Tweet in G6:
[153] social,graph
[124] transport,social
[124] 9th,run
[124] run,free
[124] programs,transport
[124] february,9th
[124] public,service
[124] service,announcement
[124] free,programs
[124] until,february

Top Word Pairs in Tweet in G7:
[95] harness,data
[95] partnering,relationlabs
[95] #web3,relation
[95] relationlabs,harness
[95] value,#web3
[95] data,value
[95] relation,promising
[95] strategically,partnering
[95] promising,player
[94] huobi_incubator,strategically

Top Word Pairs in Tweet in G8:
[104] 20,years
[104] linkedin,date
[104] captive,social
[104] lots,spam
[104] uses,captive
[104] old,lots
[104] date,product
[104] years,old
[104] spam,older
[104] product,20

Top Word Pairs in Tweet in G9:
[102] lens,exciting
[102] decentralized,social
[102] led,team
[102] social,media
[102] team,built
[102] changing,protocols
[102] built,industry
[102] project,led
[102] exciting,decentralized
[102] industry,changing

Top Word Pairs in Tweet in G10:
[98] social,graph
[97] spotlight,need
[97] possibilities,web3
[97] #decentralized,social
[97] web3,games
[97] need,#decentralized
[97] graph,infinite
[97] #cmccommunity,spotlight
[97] infinite,possibilities
[96] games,messagi

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@lensprotocol
@nikitabier
@cyberconnecthq
@noahpinion
@tunguz
@learnweb3dao
@spignal
@defiantnews
@andrewztan

Top Replied-To in G1:
@lensprotocol
@desoprotocol

Top Replied-To in G2:
@lensprotocol
@learnweb3dao
@usediversehq
@stanikulechov
@ljin18
@alchemylearn
@akirtovskis
@barrutko
@0xfoobar
@bayc9797

Top Replied-To in G4:
@cyberconnecthq
@link3to
@bnbchain
@ryansadams

Top Replied-To in G6:
@marshallk
@lizwindsor10
@dominiq
@shanselman
@eli_krumova
@thricegreatalex

Top Replied-To in G7:
@relationlabs

Top Mentioned
Top Mentioned in Entire Graph:
@messaricrypto
@lensprotocol
@pjm_vocal
@cyberconnecthq
@bnbchain
@migueldeicaza
@relationlabs
@aaveaave
@aliaksandrh
@port3network

Top Mentioned in G1:
@messaricrypto
@lensprotocol
@farcaster_xyz
@spling_labs
@desoprotocol
@saypien_
@cyberconnecthq
@efipm
@viabtccapital
@lensterxyz

Top Mentioned in G2:
@lensprotocol
@aaveaave
@sandeepnailwal
@stanikulechov
@messaricrypto
@smurfssociety
@digital_diary1
@woonetwork
@crypto_mckenna
@maranscrypto

Top Mentioned in G3:
@phasmantistes
@iamjayakumars
@feministwar5
@gerhardmatthew1
@matteocellini
@oblomov

Top Mentioned in G4:
@cyberconnecthq
@bnbchain
@port3network
@solana
@messaricrypto
@lattice_fund
@delphi_digital
@link3to
@axelarcore
@raca_3

Top Mentioned in G5:
@pjm_vocal

Top Mentioned in G6:
@migueldeicaza
@mattietk
@sageiear
@joinengatica
@getengati
@bookhaki
@shanselman
@ecairn
@eli_krumova
@thricegreatalex

Top Mentioned in G7:
@relationlabs
@huobi_incubator
@4everland_org
@themegaventures
@santryhuang
@sepana_io
@lensprotocol
@christafarious
@orbwagmi

Top Mentioned in G8:
@aliaksandrh
@humanguild

Top Mentioned in G9:
@protocol_review
@lensprotocol
@0xpolygon

Top Mentioned in G10:
@coinmarketcap
@cyberconnecthq
@bsc_daily

Top Tweeters
Top Tweeters in Entire Graph:
@remindme_ofthis
@manaloviring
@vonrosenchild
@ligayaloyola
@thehill
@3wombats
@jmramos1701d
@radiolondres6
@digestwordpress
@uhiiman

Top Tweeters in G1:
@akwyz
@dez_blanchfield
@masud_basheer
@betamoroney
@chidinmaobasi9
@cryptoelitenews
@sallyeaves
@ipakistani10
@chainlinkgod
@aldemanus

Top Tweeters in G2:
@gamerey43
@trustlesstooth
@dabit3
@kiarakira_
@bayc9797
@defi_dad
@alizarodrigo
@tkthelegend
@salvadorchaos
@paul__brainy

Top Tweeters in G3:
@uhiiman
@suriyasubraman
@roccodallas
@davidcranmerun1
@acloza
@mbindwane
@xenocryptsite
@drmatthewhardy
@ymi56o2gtcrsnkb
@gerryoat_bot

Top Tweeters in G4:
@ryansadams
@0xhowhy
@cryptonews
@telomerazzz
@bsc_daily
@htun59879572
@mdafaz26
@imanina_ismail
@cryptobrave2022
@selanikliitrk

Top Tweeters in G5:
@ligayaloyola
@pairrylland
@outroxmoonlight
@nuchpinkiepie
@neoppun_iya13
@zfkhg6yud6jkkbi
@rys8wmwvlu52af5
@talaalao
@filtersvminkook
@1013tteok

Top Tweeters in G6:
@judgedewie
@trumpy303
@techmemechatter
@jinxeptor
@stinsontimothy
@inside_cupboard
@eli_krumova
@epistemophagy
@chrisshort
@nholzschuch

Top Tweeters in G7:
@themegaventures
@zeldalaw007
@sadgggat_2000
@tam77896650
@noriwts
@spidermonkeyllc
@cryptolowest
@deloris888
@retweeticp
@vera_bezymnaya

Top Tweeters in G8:
@emilylemily123
@aliaksandrh
@basketman1011
@konoka0917
@ki_0205
@watabearisa1
@humanguild
@yun001_y
@newref
@jkgmgwnpmgjmpmh

Top Tweeters in G9:
@littleone508
@asma_zahara
@snsd_tiffanyh
@maru_yuzu1210
@yantikha_dwi
@dickerinbu77
@irene_rv92
@bonvilla2
@rodel_victoria
@0526atsuki

Top Tweeters in G10:
@coinmarketcap
@gofit4fabulous
@prettycure0
@joselo1_2
@saraguzman685
@budisatriani007
@nassrr441
@twaimz_is_bae
@uraura0202
@chandanshah341


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