social graph, Twitter, 6/8/2022 11:49:50 AM, 277879


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social graph_2022-06-07_20-48-00.xlsx
social graph_2022-06-07_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 08, 2022
Short Description:
social graph via NodeXL https://bit.ly/3mt5Ev7
@lensprotocol
@ianrunkle
@debridgefinance
@this0499154500
@relationlabs
@asharib_4
@jimmyhumania
@cyberconnecthq
@sheldrake
@beconomy_hq

Top hashtags:
#web3
#web3graph
#暽選
#amazonギフト券
#ダズビー

Description:
Description
The graph represents a network of 2,972 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, 08 June 2022 at 03:50 UTC.

The requested start date was Wednesday, 08 June 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, 17-hour, 13-minute period from Wednesday, 25 May 2022 at 00:45 UTC to Tuesday, 07 June 2022 at 17:58 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 : 2972
Unique Edges : 2126
Edges With Duplicates : 4197
Total Edges : 6323
Number of Edge Types : 5
Tweet : 339
Retweet : 1928
MentionsInRetweet : 3072
Replies to : 308
Mentions : 676
Self-Loops : 355
Reciprocated Vertex Pair Ratio : 0.00646328852119959
Reciprocated Edge Ratio : 0.0128435653737478
Connected Components : 386
Single-Vertex Connected Components : 155
Maximum Vertices in a Connected Component : 860
Maximum Edges in a Connected Component : 2823
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.099943
Graph Density : 0.00044089273927916
Modularity : 0.559255
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,972 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, 08 June 2022 at 03:50 UTC.

The requested start date was Wednesday, 08 June 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, 17-hour, 13-minute period from Wednesday, 25 May 2022 at 00:45 UTC to Tuesday, 07 June 2022 at 17:58 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:
[29] https://towardsdatascience.com/how-to-explore-a-dataset-of-images-with-graph-theory-fd339c696d99?source=social.tw
[11] https://apps.apple.com/jp/app/id1611490041
[8] https://relationlabs.ai/#/home
[7] https://towardsdatascience.com/how-to-boost-your-gnn-356f70086991?source=social.tw
[6] https://towardsdatascience.com/construct-a-knowledge-graph-on-the-neo4j-cloud-f8094e7bdbec?source=social.tw
[5] https://towardsdatascience.com/graph-attention-networks-in-python-975736ac5c0c?source=social.tw
[5] https://pubmed.ncbi.nlm.nih.gov/29507933/
[5] https://finance.yahoo.com/news/solana-users-now-access-chain-164500450.html
[5] https://graph.bunnypa.ws/
[5] https://www.socialmediatoday.com/news/meta-releases-new-facebook-graph-and-marketing-api-updates-including-new-d/624513/

Top URLs in Tweet in G2:
[1] https://docs.lens.xyz/docs/overview
[1] https://lenster.xyz/posts/0x2e09-0x06
[1] https://twitter.com/brad_or_bradley/status/1529283953697468416
[1] https://twitter.com/bensparks_/status/1532088644617613318
[1] https://eda.hashnode.dev/web3-social-and-building-withlens-protocol
[1] https://www.lensfrens.xyz/kinchasa.lens
[1] https://www.lensfrens.xyz/duonglinhairdrop.lens
[1] https://akasha.org/blog/2022/03/22/we-need-to-talk-about-the-social-graph/
[1] https://www.protocol.com/policy/mccourt-wood-decentralized-social-media
[1] https://twitter.com/superphiz/status/1532074292921257985

Top URLs in Tweet in G4:
[5] https://www.socialmediatoday.com/news/meta-releases-new-facebook-graph-and-marketing-api-updates-including-new-d/624513/
[5] https://relationlabs.ai/#/home
[2] https://twitter.com/geeweb3/status/1528472779850391554
[2] https://tokeninsight.com/zh/research/analysts-pick/decentralized-social-graph-the-infrastructure-for-web3-social-network
[2] https://networks.skewed.de/net/flickr_aminer
[1] https://cryptoslate.com/lens-protocol-a-composable-decentralized-social-graph-for-a-web3-ready-community/
[1] http://arxiv.org/abs/2205.12179v1
[1] https://dy.si/VMtVZ
[1] https://dy.si/PQCcF
[1] https://dy.si/qVsrUc2

Top URLs in Tweet in G6:
[1] https://www.lensfrens.xyz/debridge.lens
[1] https://relationlabs.ai/#/home

Top URLs in Tweet in G7:
[1] https://link.medium.com/AYDUAla1Eqb

Top URLs in Tweet in G8:
[1] https://twitter.com/huobi_incubator/status/1532740701548584961
[1] https://twitter.com/web3graph/status/1533051253818740736

Top URLs in Tweet in G9:
[29] https://towardsdatascience.com/how-to-explore-a-dataset-of-images-with-graph-theory-fd339c696d99?source=social.tw
[7] https://towardsdatascience.com/how-to-boost-your-gnn-356f70086991?source=social.tw
[6] https://towardsdatascience.com/construct-a-knowledge-graph-on-the-neo4j-cloud-f8094e7bdbec?source=social.tw
[5] https://towardsdatascience.com/graph-attention-networks-in-python-975736ac5c0c?source=social.tw
[4] https://towardsdatascience.com/solving-a-stardew-valley-routing-problem-with-graph-theory-python-fd4471077b3a?source=social.tw
[4] https://towardsdatascience.com/analyze-and-visualize-urls-with-network-graph-ee3ad5338b69?source=social.tw
[2] https://towardsdatascience.com/predictions-and-hopes-for-geometric-graph-ml-in-2022-aa3b8b79f5cc?source=social.tw
[1] https://okt.to/rHaG7k
[1] https://okt.to/F2jqnl
[1] https://okt.to/6Jqo9M

Top URLs in Tweet in G10:
[1] https://github.com/deso-protocol/core
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://www.youtube.com/watch?v=0zEgmHEAq14&feature=youtu.be

[1] https://link3.to/bovineverse
[1] https://twitter.com/CyberConnectHQ/status/1530176209656721408
[1] https://twitter.com/cyberconnecthq/status/1529096809389633536
[1] https://collaborateandelevate.com/
[1] https://adamlevy.io/2022/05/26/exploring-how-crypto-and-web3-will-change-social-media-forever/

Top Domains
Top Domains in Tweet in Entire Graph:
[57] towardsdatascience.com
[52] twitter.com
[11] social-camp.com
[11] apple.com
[9] medium.com
[8] mirror.xyz
[8] relationlabs.ai
[8] okt.to
[8] socialmediatoday.com
[6] nih.gov

Top Domains in Tweet in G2:
[8] twitter.com
[4] lensfrens.xyz
[3] lenster.xyz
[2] lens.xyz
[1] hashnode.dev
[1] akasha.org
[1] protocol.com
[1] nodexlgraphgallery.org
[1] opensea.io
[1] d.center

Top Domains in Tweet in G4:
[26] twitter.com
[6] socialmediatoday.com
[5] relationlabs.ai
[4] medium.com
[4] skewed.de
[3] dy.si
[3] tweetedtimes.com
[3] tokeninsight.com
[2] arxiv.org
[2] instagram.com

Top Domains in Tweet in G6:
[1] lensfrens.xyz
[1] relationlabs.ai

Top Domains in Tweet in G7:
[1] medium.com

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

Top Domains in Tweet in G9:
[57] towardsdatascience.com
[8] okt.to
[1] medium.com

Top Domains in Tweet in G10:
[2] twitter.com
[1] github.com
[1] mirror.xyz
[1] youtube.com
[1] link3.to
[1] collaborateandelevate.com
[1] adamlevy.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[53] web3
[16] web3graph
[15] 暽選
[15] amazonギフト券
[14] ダズビー
[14] 高釞麻釜佳
[14] メメモリrt_41
[14] ヘッドセット
[12] machinelearning
[10] superm



Top Hashtags in Tweet in G1:
[2] justiceforjohnnydepp

Top Hashtags in Tweet in G2:
[8] web3
[7] buidl
[3] nft
[2] blockchain
[2] nftcommunity
[2] defi
[1] aave
[1] 暽選
[1] amazonギフト券
[1] crypto

Top Hashtags in Tweet in G4:
[7] web3
[3] nft
[2] nftcommunity
[2] eth
[2] facebook
[2] socialmedia
[2] deeplearning
[1] bharat
[1] backenddeveloper
[1] hiring

Top Hashtags in Tweet in G5:
[1] onchain

Top Hashtags in Tweet in G7:
[3] relationlabs
[1] relation

Top Hashtags in Tweet in G8:
[15] web3graph
[14] web3
[10] cryptos
[7] w3g
[7] crypto

Top Hashtags in Tweet in G9:
[8] graphdatascience
[8] datascience
[8] machinelearning
[1] neo4j

Top Hashtags in Tweet in G10:
[8] web3
[1] layer3
[1] cyberconnect
[1] metasense
[1] news

Top Words
Top Words in Tweet in Entire Graph:
[2560] social
[1720] graph
[1182] media
[753] having
[753] maybe
[726] hands
[725] oh
[725] elaine
[724] possibly
[723] bredehoft

Top Words in Tweet in G1:
[725] social
[725] media
[724] elaine
[724] having
[723] oh
[723] bredehoft
[723] wringing
[723] hands
[723] jurors
[723] possibly

Top Words in Tweet in G2:
[422] social
[336] graph
[304] lensprotocol
[269] lens
[133] protocol
[108] open
[102] web
[102] aaveaave
[101] work
[99] mikkoikola

Top Words in Tweet in G3:
[196] bar
[196] graph
[195] swipewright
[195] supposed
[195] sex
[195] spectrum
[195] looks
[195] enlarge
[195] keep
[195] scrolling

Top Words in Tweet in G4:
[194] social
[169] graph
[45] media
[28] data
[19] web3
[19] content
[19] more
[18] protocol
[18] network
[17] decentralized

Top Words in Tweet in G5:
[264] social
[134] lensprotocol
[134] graph
[130] media
[126] take
[126] trad
[126] facebook
[126] twitter
[126] tiktok_us
[126] being

Top Words in Tweet in G6:
[124] social
[122] lens
[122] protocol
[122] revolutionizing
[122] concept
[122] media
[122] empowering
[122] creators
[122] forming
[122] user

Top Words in Tweet in G7:
[115] social
[82] relation
[82] web3
[77] graph
[69] relationlabs
[49] cryptocityspot7
[46] data
[37] labs
[27] ic
[26] value

Top Words in Tweet in G8:
[39] web3graph
[28] social
[22] graph
[16] ng
[15] event
[15] #web3graph
[14] driven
[14] web3
[14] #web3
[10] dapps

Top Words in Tweet in G9:
[58] graph
[49] tdatascience
[30] theory
[29] explore
[29] dataset
[29] images
[29] anthony_cvn
[15] insights
[13] guide
[13] embeddings

Top Words in Tweet in G10:
[75] social
[58] graph
[44] protocol
[43] cyberconnecthq
[35] decentralized
[23] data
[22] ownership
[14] web3
[14] returning
[12] honored

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1174] social,media
[1005] social,graph
[723] oh,elaine
[723] elaine,bredehoft
[723] bredehoft,wringing
[723] wringing,hands
[723] hands,jurors
[723] jurors,possibly
[723] possibly,having
[723] having,exposed

Top Word Pairs in Tweet in G1:
[725] social,media
[723] oh,elaine
[723] elaine,bredehoft
[723] bredehoft,wringing
[723] wringing,hands
[723] hands,jurors
[723] jurors,possibly
[723] possibly,having
[723] having,exposed
[723] exposed,social

Top Word Pairs in Tweet in G2:
[323] social,graph
[103] open,social
[100] lensprotocol,open
[100] graph,protocol
[99] mikkoikola,lensprotocol
[97] protocol,web
[97] web,many
[97] many,heard
[97] heard,lens
[97] lens,lens

Top Word Pairs in Tweet in G3:
[195] supposed,sex
[195] sex,spectrum
[195] spectrum,looks
[195] looks,bar
[195] bar,graph
[195] graph,enlarge
[195] enlarge,keep
[195] keep,scrolling
[195] scrolling,activists
[195] activists,insist

Top Word Pairs in Tweet in G4:
[100] social,graph
[43] social,media
[14] decentralized,social
[11] graph,social
[9] facebook,graph
[9] marketing,api
[8] lens,protocol
[8] graph,protocol
[8] meta,releases
[8] releases,facebook

Top Word Pairs in Tweet in G5:
[134] social,graph
[130] social,media
[126] lensprotocol,take
[126] take,trad
[126] trad,social
[126] media,facebook
[126] facebook,twitter
[126] twitter,tiktok_us
[126] tiktok_us,being
[126] being,web3's

Top Word Pairs in Tweet in G6:
[122] lens,protocol
[122] protocol,revolutionizing
[122] revolutionizing,concept
[122] concept,social
[122] social,media
[122] media,empowering
[122] empowering,creators
[122] creators,forming
[122] forming,user
[122] user,owned

Top Word Pairs in Tweet in G7:
[64] social,graph
[49] cryptocityspot7,relationlabs
[36] relation,labs
[20] long,term
[18] web3,social
[17] committed,being
[17] value,explorer
[17] graph,data
[16] social,networks
[13] data,ownership

Top Word Pairs in Tweet in G8:
[20] social,graph
[14] event,driven
[14] driven,social
[12] graph,web3
[12] web3graph,web3graph
[10] #web3graph,#web3
[10] #web3,#cryptos
[9] web3graph,event
[6] ng,social
[6] web,dapps

Top Word Pairs in Tweet in G9:
[30] graph,theory
[29] explore,dataset
[29] dataset,images
[29] images,graph
[29] theory,anthony_cvn
[26] tdatascience,explore
[13] graph,embeddings
[10] tried,extract
[10] extract,features
[10] features,insights

Top Word Pairs in Tweet in G10:
[58] social,graph
[38] graph,protocol
[35] decentralized,social
[22] data,ownership
[20] cyberconnecthq,decentralized
[14] protocol,returning
[14] returning,data
[12] honored,backer
[12] backer,cyberconnecthq
[11] metasense_dao,honored

Top Replied-To
Top Replied-To in Entire Graph:
@cryptocityspot7
@web3graph
@stalkerscrypto
@lensprotocol
@cyberconnecthq
@elonmusk
@glenweyl
@identitywoman
@chamathsintern
@therealcritiq

Top Replied-To in G1:
@salveogvm

Top Replied-To in G2:
@lensprotocol
@mikkoikola
@stanikulechov
@0xchristina
@solderneer
@jeshli
@carnage4life
@wonathanjong
@graphprotocol
@what_the_func

Top Replied-To in G3:
@fledfromnowhere

Top Replied-To in G7:
@cryptocityspot7
@stalkerscrypto

Top Replied-To in G8:
@web3graph
@huobi_incubator

Top Replied-To in G10:
@cyberconnecthq
@therealcritiq

Top Mentioned
Top Mentioned in Entire Graph:
@ianrunkle
@lensprotocol
@swipewright
@twitter
@facebook
@tiktok_us
@olimpiocrypto
@debridgefinance
@mikkoikola
@aaveaave

Top Mentioned in G1:
@ianrunkle

Top Mentioned in G2:
@lensprotocol
@aaveaave
@mikkoikola
@what_the_func
@stanikulechov
@edatweets_
@geeweb3
@lensterxyz
@olimpiocrypto
@facebook

Top Mentioned in G3:
@swipewright

Top Mentioned in G4:
@lunarroot
@bkingsnft
@0xstefang
@kitcod_official
@serjhunt_ark
@sebkraemer
@cryptowithr
@iamjayakumars
@mdf_365

Top Mentioned in G5:
@lensprotocol
@facebook
@twitter
@tiktok_us
@olimpiocrypto
@mikkoikola
@debridgefinance
@constitutiondao
@snapshotlabs
@poolynft

Top Mentioned in G6:
@debridgefinance
@lensprotocol

Top Mentioned in G7:
@relationlabs
@dotbithq
@4everland_org
@dy
@zj
@guh
@themiracleboy0
@edyhead
@langitberwarna
@emaanal763

Top Mentioned in G8:
@spectre01011
@tranduclongitbk
@ying82225534
@web3graph
@spheronhq
@amoochlife
@prime4win_23
@mandomagagada
@besandejannie
@marriii7

Top Mentioned in G9:
@tdatascience
@anthony_cvn
@khuyentran16
@dgg32
@maximelabonne
@neo4j
@mmbronstein
@petarv_93
@aaronholtn4j
@danielcfng

Top Mentioned in G10:
@cyberconnecthq
@wilsonwei777
@metasense_dao
@cryptocoinshow
@link3to
@bovineverse
@ryanli_me
@layer3xyz
@debridgefinance
@levychain

Top Tweeters
Top Tweeters in Entire Graph:
@vonrosenchild
@fabriciosx
@asher_wolf
@bolderthanmost
@ml_tweet_bot
@wgarnews
@whirledcitizen_
@ricardo_ik_ahau
@discord
@mlas

Top Tweeters in G1:
@pixiedust5135
@itsyeid
@mackette52
@rajngc
@neaner069
@aulstrue
@angelofmusic27
@muddyinpb
@ralphscenic
@jjryan48045824

Top Tweeters in G2:
@syahmirafsan
@m1guelpf
@se_7777777_en
@ggomez52
@currykhoo
@criptoairdrop9
@quansai
@cryptomaestro
@dabit3
@iamsupermassive

Top Tweeters in G3:
@blaugast
@wasteoftym
@ferrino100
@gspellchecker
@conceptualjames
@bucmon21
@jo_usa_
@tamarainphilly
@geoffcaldwell
@ebonydodonnell

Top Tweeters in G4:
@chicgibson
@lunarroot
@dataemia
@ritaresarian
@delong
@gerryoat_bot
@sebkraemer
@michaelkasdan
@thickluna__
@arxivml

Top Tweeters in G5:
@cryptoelitenews
@tiktok_us
@acecool101
@entmarvis
@eaxy_gcfr
@bamozone18
@scottbeale
@youngabstract
@profitfinance07
@lhordkrane

Top Tweeters in G6:
@bogymen
@beast_fatton
@sandy143jindal
@flog2499_2
@parami520
@zeryldz20
@alborz5467
@dmitriy60526123
@saeful29566990
@pwlp7im5bb0csbd

Top Tweeters in G7:
@johnhick23
@iec_ghram
@jhon_2390
@themiracleboy0
@kambon12345
@lusifar62
@langitberwarna
@badsha77889900
@cryptoso_1
@crishtophernag

Top Tweeters in G8:
@being_wizone
@_bxvx
@reysantoscrypto
@mallegold
@sunoo_sai
@wheni_am64
@cnkcmb
@enthukazuha
@artbe11a
@nzballet

Top Tweeters in G9:
@vonrosenchild
@fabriciosx
@ricardo_ik_ahau
@pyscalellc
@tallcedarofleb
@citizenofthewo4
@black_dragon123
@neo4j
@burnaboyfan77
@chriseolive

Top Tweeters in G10:
@theweb3bot
@yourinfodaily4
@torlak78
@aravind75154890
@cryptozyte_news
@animocabrands
@cryptocoinshow
@syed_besharat
@philhedayatnia
@markcrypto23


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