social graph, Twitter, 5/11/2022 8:49:58 AM, 276098


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social graph_2022-05-10_20-48-00.xlsx
social graph_2022-05-10_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 11, 2022
Short Description:
social graph via NodeXL https://bit.ly/3L8JDvr
@relationlabs
@theweb3bot
@deflqueen
@lensprotocol
@elonmusk
@cyberconnecthq
@tselentino
@animadurkar
@web3graph
@usediamond

Top hashtags:
#web3
#prize
#giveaway
#win
#web3graph
#抽選
#amazonギフト券
#nft
#ml
#anupamkher

Description:
Description
The graph represents a network of 2,902 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, 11 May 2022 at 03:50 UTC.

The requested start date was Wednesday, 11 May 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, 18-hour, 4-minute period from Wednesday, 27 April 2022 at 00:02 UTC to Tuesday, 10 May 2022 at 18:06 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 : 2902
Unique Edges : 1523
Edges With Duplicates : 3991
Total Edges : 5514
Number of Edge Types : 5
Replies to : 306
Mentions : 954
Retweet : 1751
MentionsInRetweet : 2167
Tweet : 336
Self-Loops : 352
Reciprocated Vertex Pair Ratio : 0.00797077382929259
Reciprocated Edge Ratio : 0.0158154859967051
Connected Components : 430
Single-Vertex Connected Components : 150
Maximum Vertices in a Connected Component : 975
Maximum Edges in a Connected Component : 2313
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.11706
Graph Density : 0.000360506880989492
Modularity : 0.536799
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,902 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, 11 May 2022 at 03:50 UTC.

The requested start date was Wednesday, 11 May 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, 18-hour, 4-minute period from Wednesday, 27 April 2022 at 00:02 UTC to Tuesday, 10 May 2022 at 18:06 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:
[233] https://gleam.io/rKeP4/relation-1000-medals-to-give-away
[37] https://towardsdatascience.com/graph-machine-learning-with-python-part-4-supervised-semi-supervised-learning-d66878161b79?source=social.tw
[23] https://gleam.io/avBXd/relation-800-lucky-medals-to-give-away
[9] https://towardsdatascience.com/understanding-graph-embeddings-with-neo4j-and-emblaze-7e2d6ef56b8c?source=social.tw
[9] https://ja.wordpress.org/plugins/still-be-combine-social-photos/
[8] https://towardsdatascience.com/graph-neural-networks-beyond-weisfeiler-lehman-and-vanilla-message-passing-bc8605fa59a?source=social.tw
[7] https://apps.apple.com/jp/app/id1611490041
[6] https://old.gigaom.com/2014/05/15/forget-the-social-graph-pay-attention-to-the-work-graph/
[6] https://towardsdatascience.com/getting-started-graph-database-neo4j-df6ebc9ccb5b?source=social.tw
[5] https://diamondapp.com/

Top URLs in Tweet in G1:
[228] https://gleam.io/rKeP4/relation-1000-medals-to-give-away
[22] https://gleam.io/avBXd/relation-800-lucky-medals-to-give-away
[1] https://relationlabs.ai/#/home
[1] https://relationlabs.ai/
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.relationlabs.ai%2Frelation-joins-huobi-incubator-a-concerted-effort-to-promote-web3-social-graph-infrastructure-a3fb83024ae
[1] https://gleam.io/Fhrao/relation-1000-medals-to-give-away
[1] https://link.medium.com/yJ7NfshMjpb
[1] https://medium.com/relationlabs-blog/relation-joins-huobi-incubator-a-concerted-effort-to-promote-web3-social-graph-infrastructure-a3fb83024ae

Top URLs in Tweet in G2:
[5] https://diamondapp.com/
[2] https://members.delphidigital.io/media/lens-protocol-the-user-owned-open-social-graph-enabling-composable-social-applications
[1] https://members.delphidigital.io/reports/lens-protocol-the-user-owned-open-social-graph-enabling-composable-social-applications/
[1] https://twitter.com/AlexMasmej/status/1520962931520770048
[1] https://www.shorturl.at/jrzEW
[1] https://digitalnative.substack.com/p/mad-realities-and-the-rise-of-user?s=r&utm_source=Reading+List&utm_campaign=850089e76b-EMAIL_CAMPAIGN_9_13_2020_12_27_COPY_01&utm_medium=email&utm_term=0_325454c9ab-850089e76b-513896090
[1] https://twitter.com/elonmusk/status/1519469891455234048
[1] https://www.daodao.io/one-pager.pdf
[1] https://twitter.com/washingtonpost/status/1519806103210668034
[1] https://daodao.io/one-pager.pdf

Top URLs in Tweet in G3:
[4] https://old.gigaom.com/2014/05/15/forget-the-social-graph-pay-attention-to-the-work-graph/
[3] https://graph.bunnypa.ws/
[3] https://tweetedtimes.com/media/gigaom/all
[3] http://Health.ly
[3] https://networks.skewed.de/net/myspace_aminer
[2] https://twitter.com/elonmusk/status/1519735033950470144
[2] http://Health.io
[2] http://Gender.ly
[2] https://networks.skewed.de/net/livejournal_aminer
[1] https://ambcrypto.com/can-higher-low-be-the-next-probability-for-the-graph-grt-investors/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G4:
[1] https://linktr.ee/web3graph

Top URLs in Tweet in G6:
[3] https://www.youtube.com/watch?v=i-ShR0S7K2g&feature=youtu.be

[1] https://twitter.com/NextDotID/status/1524058827381166080
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://link3.to/
[1] https://twitter.com/CyberConnectHQ/status/1523884669267107841
[1] https://mirror.xyz/m7e.eth/wX-SOoxdrQmTl09cTRDK4VHHOp5nudgY4bPeu5zCdfc
[1] https://www.metajam.studio/project/cyberconnect
[1] https://twitter.com/i/spaces/1djGXPdwWDkGZ
[1] https://graph.cyberconnect.me/
[1] https://link3.to/cyberconnect

Top URLs in Tweet in G7:
[36] https://towardsdatascience.com/graph-machine-learning-with-python-part-4-supervised-semi-supervised-learning-d66878161b79?source=social.tw
[9] https://towardsdatascience.com/understanding-graph-embeddings-with-neo4j-and-emblaze-7e2d6ef56b8c?source=social.tw
[8] https://towardsdatascience.com/graph-neural-networks-beyond-weisfeiler-lehman-and-vanilla-message-passing-bc8605fa59a?source=social.tw
[6] https://towardsdatascience.com/getting-started-graph-database-neo4j-df6ebc9ccb5b?source=social.tw
[4] https://towardsdatascience.com/why-graph-modeling-frameworks-are-the-future-of-unsupervised-learning-2092b089caff?source=social.tw
[3] https://towardsdatascience.com/graph-visualisation-basics-with-python-part-ii-directed-graph-with-networkx-5c1cd5564daa?source=social.tw
[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
[2] https://towardsdatascience.com/beyond-graph-neural-networks-with-pyneuralogic-c1e6502c46f7?source=social.tw
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fintroduction-to-nosql-graph-databases-fb2feac7a36%3Fsource%3Dsocial.tw
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-neural-networks-beyond-weisfeiler-lehman-and-vanilla-message-passing-bc8605fa59a%3Fsource%3Dsocial.tw

Top URLs in Tweet in G9:
[1] https://twitter.com/Ginikachukwuu/status/1522065680094355456
[1] https://twitter.com/eronsjohnson/status/1520154402774196224

Top URLs in Tweet in G10:
[1] https://medium.com/@Web3_Graph/web3graph-a-open-graph-protocol-specifically-for-the-web3-0-era-3e4951549a96
[1] https://web3graph.io
[1] https://twitter.com/web3graph/status/1519306726931001348
[1] https://docsend.com/view/834jpyexb56nczmz
[1] https://t.me/Web3Graphchat

Top Domains
Top Domains in Tweet in Entire Graph:
[258] gleam.io
[69] towardsdatascience.com
[60] twitter.com
[19] medium.com
[9] wordpress.org
[8] apple.com
[7] social-camp.com
[6] skewed.de
[6] gigaom.com
[6] esri.com

Top Domains in Tweet in G1:
[251] gleam.io
[3] medium.com
[2] relationlabs.ai

Top Domains in Tweet in G2:
[5] diamondapp.com
[5] twitter.com
[3] delphidigital.io
[2] daodao.io
[1] shorturl.at
[1] substack.com
[1] economist.com
[1] pewresearch.org

Top Domains in Tweet in G3:
[21] twitter.com
[6] skewed.de
[5] esri.com
[4] gigaom.com
[4] tweetedtimes.com
[3] bunnypa.ws
[3] health.ly
[2] washingtonpost.com
[2] health.io
[2] gender.ly

Top Domains in Tweet in G4:
[1] linktr.ee

Top Domains in Tweet in G6:
[4] youtube.com
[3] twitter.com
[3] cyberconnect.me
[2] mirror.xyz
[2] link3.to
[1] metajam.studio
[1] medium.com

Top Domains in Tweet in G7:
[68] towardsdatascience.com
[13] medium.com

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

Top Domains in Tweet in G10:
[1] medium.com
[1] web3graph.io
[1] twitter.com
[1] docsend.com
[1] t.me

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[896] web3
[342] prize
[290] giveaway
[290] win
[22] web3graph
[14] 抽選
[14] amazonギフト券
[12] nft
[11] ml
[10] anupamkher



Top Hashtags in Tweet in G1:
[745] web3
[333] prize
[281] giveaway
[281] win
[3] huobi
[1] relation

Top Hashtags in Tweet in G2:
[1] web3
[1] ficosoli
[1] apartheid
[1] tesla
[1] twitter

Top Hashtags in Tweet in G3:
[1] altcoins
[1] news
[1] news1
[1] social
[1] machinelearning
[1] python
[1] ai
[1] snappartnersummit
[1] snapchat
[1] web3

Top Hashtags in Tweet in G4:
[123] web3

Top Hashtags in Tweet in G5:
[1] buildforcrypto

Top Hashtags in Tweet in G6:
[5] ethshanghaihackathon
[3] web3
[1] web3buidl
[1] ethereum
[1] ethshanghai
[1] graph
[1] knn3
[1] decentralized
[1] contest
[1] letscyberconnect

Top Hashtags in Tweet in G7:
[4] machinelearning
[4] python
[1] neuralnetwork
[1] ai
[1] unsupervisedlearning

Top Hashtags in Tweet in G10:
[21] web3graph
[6] web3
[2] erc20
[1] social
[1] nfa
[1] nft
[1] 1000xgem
[1] bsc
[1] bscgems
[1] mirror

Top Words
Top Words in Tweet in Entire Graph:
[3060] social
[2237] graph
[1795] relationlabs
[1038] friends
[998] more
[896] #web3
[768] connections
[755] 000
[747] quickly
[746] mapping

Top Words in Tweet in G1:
[1775] social
[1774] relationlabs
[1032] graph
[1011] friends
[745] #web3
[740] more
[739] quickly
[738] mapping
[738] 50
[738] 000

Top Words in Tweet in G2:
[137] graph
[130] social
[90] lensprotocol
[64] lens
[60] portable
[57] move
[56] profile
[55] agree
[55] powered
[54] pro

Top Words in Tweet in G3:
[212] social
[210] graph
[33] media
[28] power
[25] network
[24] data
[24] content
[24] more
[24] needs
[19] arcgis

Top Words in Tweet in G4:
[126] more
[123] web3graph
[123] next
[123] generation
[123] event
[123] driven
[123] social
[123] graphs
[123] #web3
[123] provides

Top Words in Tweet in G5:
[240] nfts
[120] day
[120] 87
[120] underrated
[120] see
[120] jpegs
[120] buidlers
[120] know
[120] true
[120] potential

Top Words in Tweet in G6:
[93] social
[75] graph
[58] cyberconnecthq
[51] web3
[30] decentralized
[19] protocol
[16] cyberconnect
[13] users
[12] together
[11] building

Top Words in Tweet in G7:
[120] graph
[110] learning
[97] tdatascience
[80] supervised
[46] part
[42] python
[40] semi
[40] animadurkar
[36] machine
[34] modeling

Top Words in Tweet in G8:
[49] graph
[48] realitygirlzine
[48] social
[47] lespauljunior3
[47] one
[46] cass
[46] review
[46] gids
[46] sobering
[46] internet

Top Words in Tweet in G9:
[38] social
[27] media
[11] people
[10] man
[9] things
[6] one
[5] money
[5] young
[5] men
[5] going

Top Words in Tweet in G10:
[42] data
[32] web3graph
[21] #web3graph
[17] mining
[17] provided
[17] users
[17] integrate
[17] database
[17] according
[17] protocol

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1560] social,graph
[752] social,connections
[748] graph,more
[746] mapping,social
[745] more,50
[745] 50,000
[745] 000,social
[745] connections,quickly
[745] quickly,reaching
[745] reaching,#web3

Top Word Pairs in Tweet in G1:
[1028] social,graph
[738] mapping,social
[738] graph,more
[738] more,50
[738] 50,000
[738] 000,social
[738] social,connections
[738] connections,quickly
[738] quickly,reaching
[738] reaching,#web3

Top Word Pairs in Tweet in G2:
[74] social,graph
[55] powered,lens
[54] pro,tip
[54] tip,agree
[54] agree,frontend's
[54] frontend's,policy
[54] policy,powered
[54] lens,profile
[54] profile,portable
[54] portable,move

Top Word Pairs in Tweet in G3:
[112] social,graph
[29] social,media
[24] graph,needs
[13] tm,power
[9] decentralized,social
[9] arcgis,knowledge
[8] graph,social
[7] social,network
[7] graph,protocol
[7] social,networks

Top Word Pairs in Tweet in G4:
[123] web3graph,next
[123] next,generation
[123] generation,event
[123] event,driven
[123] driven,social
[123] social,graphs
[123] graphs,#web3
[123] #web3,provides
[123] provides,more
[123] more,sophisticated

Top Word Pairs in Tweet in G5:
[120] day,87
[120] 87,nfts
[120] nfts,underrated
[120] underrated,see
[120] see,jpegs
[120] jpegs,buidlers
[120] buidlers,know
[120] know,true
[120] true,potential
[120] potential,nfts

Top Word Pairs in Tweet in G6:
[73] social,graph
[19] decentralized,social
[18] graph,protocol
[12] web3,social
[9] cyberconnecthq,building
[9] graph,infrastructure
[9] cyberconnecthq,decentralized
[7] building,social
[7] ownership,social
[6] social,networks

Top Word Pairs in Tweet in G7:
[70] tdatascience,graph
[42] python,part
[40] part,supervised
[40] supervised,semi
[40] semi,supervised
[40] supervised,learning
[40] learning,animadurkar
[36] graph,machine
[36] machine,learning
[36] learning,python

Top Word Pairs in Tweet in G8:
[47] realitygirlzine,graph
[46] lespauljunior3,realitygirlzine
[46] graph,cass
[46] cass,review
[46] review,gids
[46] gids,sobering
[46] internet,enabled
[46] enabled,social
[46] social,mania
[46] mania,one

Top Word Pairs in Tweet in G9:
[25] social,media
[3] thing,social
[2] making,money
[2] money,social
[2] media,business
[2] business,spending
[2] spending,sizable
[2] sizable,amount
[2] amount,time
[2] pressure,social

Top Word Pairs in Tweet in G10:
[17] mining,data
[17] data,provided
[17] provided,users
[17] users,integrate
[17] integrate,data
[17] data,database
[17] database,according
[17] according,#web3graph
[17] #web3graph,protocol
[17] protocol,thus

Top Replied-To
Top Replied-To in Entire Graph:
@cyberconnecthq
@elonmusk
@globalcrypto12
@gelliottmorris
@lensprotocol
@paulg
@_nighthawk69_
@cryptoverse_co
@pnkintern
@defiantnews

Top Replied-To in G1:
@globalcrypto12
@cryptoverse_co
@relationlabs
@my_bukky
@athena_defi

Top Replied-To in G2:
@elonmusk
@lensprotocol
@paulg
@stanikulechov
@divine_economy
@cooopahtroopa
@ratwell0x
@gsus19207360
@balajis
@28282930393727k

Top Replied-To in G6:
@cyberconnecthq
@nextdotid
@chinwuba017
@zlexdl
@nftscan_com
@chamathsintern
@alexmasmej

Top Replied-To in G8:
@lespauljunior3
@realitygirlzine
@lily_the_empath

Top Replied-To in G9:
@a_frayed_mind
@johnrad15

Top Mentioned
Top Mentioned in Entire Graph:
@relationlabs
@deflqueen
@nischalshetty
@tdatascience
@lensprotocol
@cyberconnecthq
@realitygirlzine
@lespauljunior3
@animadurkar

Top Mentioned in G1:
@relationlabs
@huobi_incubator
@slothicp
@2025anon
@huyenthoai21
@warutploy
@irina_korkunova
@the_swop
@david52995388

Top Mentioned in G2:
@lensprotocol
@elonmusk
@desoprotocol
@13molon
@stanikulechov
@livepeer
@daodao_io
@apecoin
@daodao
@investindigital

Top Mentioned in G3:
@jembendell
@malcolm1818
@serjhunt_ark
@oraclepartners

Top Mentioned in G4:
@deflqueen

Top Mentioned in G5:
@nischalshetty

Top Mentioned in G6:
@cyberconnecthq
@knn3network
@metajamstudio
@rss3_
@realmasknetwork
@realyofficial
@ethshanghai2022
@showmenft
@anouchka_1995
@0xgokce

Top Mentioned in G7:
@tdatascience
@animadurkar
@mmbronstein
@nsmith_piano
@joseperezjr01
@gustavsourek
@john46089424
@steeve__huang
@maximelabonne

Top Mentioned in G8:
@realitygirlzine
@lespauljunior3
@philscribe
@snugglepajamas

Top Mentioned in G9:
@thomassowell
@johnrad15
@platonist
@danielcarlson
@cardkillah
@mak158marc
@thehill
@laurentdarl
@pablohoggs
@mazipita

Top Mentioned in G10:
@web3graph
@aj_cryptoo
@deflqueen
@thecryptomist
@cloudflare
@ensdomains
@medium
@reddit
@steemit
@ralvero

Top Tweeters
Top Tweeters in Entire Graph:
@mobiquotes
@sosgur82
@vonrosenchild
@thehill
@ml_tweet_bot
@education_24x7
@ssxman2
@bigtickhk
@nicochan33
@gonewiththewin7

Top Tweeters in G1:
@bigtickhk
@ambertwemlow
@mamaknyaabang
@iam_yang09
@give_novluck80
@eloisacervant25
@ahksoglu
@theweb3bot
@forealkei
@p35tisidabigwin

Top Tweeters in G2:
@gonewiththewin7
@tmzedg
@dandrezner
@realstevecox
@jessiejaneduff
@skipmav
@magaawe
@lorimillertx1
@maga__patriot
@whisty111

Top Tweeters in G3:
@mobiquotes
@roccodallas
@nazmulmarketer1
@news18dotcom
@blogtech12
@marspioneer
@faris
@marvincuche
@shelly2161
@gerryoat_bot

Top Tweeters in G4:
@alamgena
@deflqueen
@iamzquad05
@vidisant1
@thesunbird01
@arifan_nep
@iambeliever17
@cryptoe11137451
@shifa_009
@aprejohan

Top Tweeters in G5:
@tarakbabu_999
@lokesh_925
@karunakarpspk45
@agrajeetk
@rahul__mb
@nischalshetty
@sandeep75093900
@malikshakir789
@srkianfaraz
@sagarkhatale

Top Tweeters in G6:
@x_ujangkemod
@alex
@youtube
@alexmasmej
@sedotwconlineid
@kylesamani
@showtime_xyz
@param_eth
@statusbrew
@rtifany18

Top Tweeters in G7:
@vonrosenchild
@ml_tweet_bot
@ssxman2
@hubbucket
@blkhwk0ps
@junjudapi
@grjenkin
@chieftops
@edrc30
@dd_fafa_

Top Tweeters in G8:
@aukletqd
@noebah
@dianjo
@joanblanewater
@ctkelly6
@virtuallyearth
@semprestatame
@lespauljunior3
@kghcarol
@slipstream60

Top Tweeters in G9:
@thehill
@chemicalbrodar
@khanofkhans11_
@onemotolani
@ugwunnaejikem
@pablohoggs
@baddest_cash
@laurentdarl
@duchesskk
@mak158marc

Top Tweeters in G10:
@reddit
@medium
@cloudflare
@steemit
@michaelchek2
@thecryptomist
@ralvero
@hdairou08
@ensdomains
@aj_cryptoo


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