social graph, Twitter, 6/22/2022 4:16:53 AM, 278523


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social graph_2022-06-21_20-48-00.xlsx
social graph_2022-06-21_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 22, 2022
Short Description:
social graph via NodeXL https://bit.ly/3A2ocu6
@lensprotocol
@blakeaburge
@ethglobal
@elonmusk
@cyberconnecthq
@yb_effect
@pujaohlhaver
@alexanderchopan
@gwendol22982585
@avantgardesv1

Top hashtags:
#lens
#web3
#palmare
#cyberconnect
#sographdotxyz
#抽選
#amazonギフト券

Description:
Description
The graph represents a network of 1,724 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, 22 June 2022 at 03:49 UTC.

The requested start date was Wednesday, 22 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, 16-hour, 5-minute period from Wednesday, 08 June 2022 at 01:18 UTC to Tuesday, 21 June 2022 at 17:23 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 : 1724
Unique Edges : 1331
Edges With Duplicates : 1859
Total Edges : 3190
Number of Edge Types : 5
Retweet : 826
MentionsInRetweet : 1290
Replies to : 251
Mentions : 541
Tweet : 282
Self-Loops : 285
Reciprocated Vertex Pair Ratio : 0.0101988781234064
Reciprocated Edge Ratio : 0.0201918223119637
Connected Components : 356
Single-Vertex Connected Components : 131
Maximum Vertices in a Connected Component : 401
Maximum Edges in a Connected Component : 1161
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.708797
Graph Density : 0.000666901872172989
Modularity : 0.597252
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,724 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, 22 June 2022 at 03:49 UTC.

The requested start date was Wednesday, 22 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, 16-hour, 5-minute period from Wednesday, 08 June 2022 at 01:18 UTC to Tuesday, 21 June 2022 at 17:23 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:
[15] https://grape.art/
[10] https://briansunter.com/graph/#/page/logseq-social
[10] https://towardsdatascience.com/accelerating-and-scaling-temporal-graph-networks-on-the-graphcore-ipu-c15ac309b765?source=social.tw
[10] https://apps.apple.com/jp/app/id1611490041
[9] https://www.linkedin.com/pulse/why-you-should-connect-your-car-companys-data-graph-braunmiller/?trackingId=b35elC1EHCIFnc%2B2bTpYsw%3D%3D
[9] https://towardsdatascience.com/how-to-design-the-most-powerful-graph-neural-network-3d18b07a6e66?source=social.tw
[9] https://link3.to/trustfi
[8] https://towardsdatascience.com/graphgps-navigating-graph-transformers-c2cc223a051c?source=social.tw
[7] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fproandroiddev.com%2Fcreating-graph-in-jetpack-compose-312957b11b2%3Fsource%3Dsocial.tw
[6] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraphgps-navigating-graph-transformers-c2cc223a051c%3Fsource%3Dsocial.tw

Top URLs in Tweet in G2:
[1] http://docs.lens.xyz/
[1] https://cultivator.cc/
[1] https://teletype.in/@web3shit/social-graph-protocols
[1] https://teletype.in/@web3shit/build-web3-0-social-graph-lets-cyberconnect
[1] https://twitter.com/LensProtocol/status/1537838790877888514
[1] https://lens.xyz/
[1] https://dappradar.com/polygon/social/lens-protocol
[1] https://orbis.club/
[1] https://code4rena.com/reports/2022-02-aave-lens/
[1] https://twitter.com/LensProtocol/status/1526918065409216512?s=20&t=DOj9JsNtUKyP-D_LD7C9Ag

Top URLs in Tweet in G3:
[5] https://www.linkedin.com/pulse/why-you-should-connect-your-car-companys-data-graph-braunmiller/?trackingId=b35elC1EHCIFnc%2B2bTpYsw%3D%3D
[4] https://briansunter.com/graph/#/page/logseq-social
[2] https://news.ycombinator.com/item?id=31721927
[2] https://elgg.org/
[2] https://networks.skewed.de/net/livejournal_aminer
[2] http://Health.io
[1] https://towardsai.net/p/l/extracting-communities-from-social-graph-network?utm_source=twitter&utm_medium=social&utm_campaign=rop-content-recycle
[1] https://tigergraph.com/graph-for-all/
[1] https://info.tigergraph.com/forrester-tei-social
[1] https://twitter.com/RND_de/status/1534797442964721664

Top URLs in Tweet in G4:
[9] https://link3.to/trustfi
[2] https://iosgvc.medium.com/build-web3-0-social-graph-lets-cyberconnect-43a64882c8da
[1] https://medium.com/@PalmareOfficial/palmare-strategic-partnership-with-treasureland-eb1134b991c9
[1] https://cyberconnect.me/
[1] https://lens.xyz/
[1] https://app.cyberconnect.me/address/0x83372e06debbe498C1162742d9314E7464dc04A3
[1] https://app.cyberconnect.me/

Top URLs in Tweet in G5:
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.relationlabs.ai%2Ftokenpocket-%25EF%25B8%258F-relation-empower-the-web3-ecosystem-and-enrich-social-graph-data-dcb4f2e41bad

Top URLs in Tweet in G7:
[1] https://showcase.ethglobal.com/hackmoney2022/postthread-o665n
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fnews.verida.io%2Fannouncing-the-verida-graph-hack-bounty-winners-8c123749b987

Top URLs in Tweet in G8:
[10] https://towardsdatascience.com/accelerating-and-scaling-temporal-graph-networks-on-the-graphcore-ipu-c15ac309b765?source=social.tw
[9] https://towardsdatascience.com/how-to-design-the-most-powerful-graph-neural-network-3d18b07a6e66?source=social.tw
[8] https://towardsdatascience.com/graphgps-navigating-graph-transformers-c2cc223a051c?source=social.tw
[6] https://towardsdatascience.com/introduction-to-nosql-graph-databases-fb2feac7a36?source=social.tw
[5] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraphgps-navigating-graph-transformers-c2cc223a051c%3Fsource%3Dsocial.tw
[4] https://towardsdatascience.com/why-graph-modeling-frameworks-are-the-future-of-unsupervised-learning-2092b089caff?source=social.tw
[2] https://towardsdatascience.com/a-new-computational-fabric-for-graph-neural-networks-280ea7e3ed1a?source=social.tw
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fa-new-computational-fabric-for-graph-neural-networks-280ea7e3ed1a%3Fsource%3Dsocial.tw
[1] https://help.twitter.com/articles/20169199

Top URLs in Tweet in G9:
[1] https://play.google.com/store/apps/details?id=xyz.poapmeet.poapmeet
[1] https://akasha.org/blog/2022/03/22/we-need-to-talk-about-the-social-graph/

Top URLs in Tweet in G10:
[1] https://www.sograph.xyz/

Top Domains
Top Domains in Tweet in Entire Graph:
[43] twitter.com
[39] towardsdatascience.com
[22] medium.com
[16] grape.art
[13] briansunter.com
[11] linkedin.com
[10] social-camp.com
[10] apple.com
[9] link3.to
[7] youtube.com

Top Domains in Tweet in G2:
[3] twitter.com
[2] lens.xyz
[2] teletype.in
[1] cultivator.cc
[1] dappradar.com
[1] orbis.club
[1] code4rena.com
[1] hashnode.dev

Top Domains in Tweet in G3:
[16] twitter.com
[6] linkedin.com
[5] briansunter.com
[4] skewed.de
[2] tigergraph.com
[2] medium.com
[2] relationlabs.ai
[2] ycombinator.com
[2] elgg.org
[2] health.io

Top Domains in Tweet in G4:
[9] link3.to
[3] medium.com
[3] cyberconnect.me
[1] lens.xyz

Top Domains in Tweet in G5:
[1] medium.com

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

Top Domains in Tweet in G8:
[39] towardsdatascience.com
[7] medium.com
[1] twitter.com

Top Domains in Tweet in G9:
[1] google.com
[1] akasha.org

Top Domains in Tweet in G10:
[1] sograph.xyz

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[52] lens
[44] web3
[41] palmare
[40] cyberconnect
[21] sographdotxyz
[20] 抽選
[20] amazonギフト券
[16] superm
[16] web3graph
[14] ヲタみん



Top Hashtags in Tweet in G2:
[9] web3
[4] decentralized
[3] gummys
[3] permissionless
[3] social
[2] cryptos
[2] phaver
[2] lens
[1] socialfi
[1] dappradarsignals

Top Hashtags in Tweet in G3:
[5] socialmedia
[5] auomotive
[5] manufacturing
[5] iot
[5] graphanalytics
[5] oracle
[3] web3
[2] graph
[2] ldmexpert
[2] pauljordan

Top Hashtags in Tweet in G4:
[50] lens
[41] palmare
[40] cyberconnect
[9] trustfi
[9] link3
[8] web3
[2] socialfi
[1] sportfi
[1] dapps
[1] polygon

Top Hashtags in Tweet in G5:
[4] relation
[4] web3
[3] relationlabs
[2] linkkey
[1] tokenpocket
[1] social

Top Hashtags in Tweet in G7:
[3] graphhack2022

Top Hashtags in Tweet in G8:
[2] ai
[2] machinelearning

Top Hashtags in Tweet in G10:
[21] sographdotxyz
[3] web3
[3] dao
[1] socialfi

Top Words
Top Words in Tweet in Entire Graph:
[1323] graph
[1250] social
[358] data
[267] people
[241] way
[226] using
[214] big
[206] easy
[201] fan
[200] representations

Top Words in Tweet in G1:
[198] people
[198] graph
[198] big
[198] fan
[198] visual
[198] representations
[198] data
[198] using
[198] 'people
[198] graph'

Top Words in Tweet in G2:
[171] social
[134] graph
[79] lensprotocol
[65] lens
[42] everyone
[39] protocol
[38] taking
[37] really
[37] first
[37] conference

Top Words in Tweet in G3:
[198] social
[163] graph
[35] power
[33] data
[29] network
[29] media
[29] needs
[25] tm
[16] twitter
[16] open

Top Words in Tweet in G4:
[158] social
[145] graph
[61] cyberconnecthq
[60] web3
[56] decentralized
[50] blockworks_
[50] thrilled
[50] welcome
[50] lensprotocol
[50] partner

Top Words in Tweet in G5:
[95] social
[65] graph
[60] relation
[58] relationlabs
[56] ic
[54] web3
[42] thecryptoblade
[33] data
[28] components
[21] value

Top Words in Tweet in G6:
[88] social
[45] platform
[44] tiktok
[44] exec
[44] facebook
[44] ve
[44] built
[44] algorithms
[44] based
[44] graph

Top Words in Tweet in G7:
[6] social
[5] 3k
[4] graph
[4] graphprotocol
[3] announcing
[3] verida
[3] #graphhack2022
[3] bounty
[3] winners
[3] congratulations

Top Words in Tweet in G8:
[70] graph
[45] tdatascience
[33] networks
[24] mmbronstein
[14] computational
[14] fabric
[14] neural
[13] graphgps
[13] navigating
[13] transformers

Top Words in Tweet in G9:
[25] social
[23] graph
[17] pujaohlhaver
[17] way
[16] desoc
[16] public
[16] panopticon
[15] general
[15] misconception
[15] intended

Top Words in Tweet in G10:
[23] port3network
[21] day
[21] finally
[21] come
[21] starmen
[21] re
[21] thrilled
[21] launch
[21] #sographdotxyz
[21] landing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[680] social,graph
[198] people,graph
[198] graph,big
[198] big,fan
[198] fan,visual
[198] visual,representations
[198] representations,data
[198] data,using
[198] using,'people
[198] 'people,graph'

Top Word Pairs in Tweet in G1:
[198] people,graph
[198] graph,big
[198] big,fan
[198] fan,visual
[198] visual,representations
[198] representations,data
[198] data,using
[198] using,'people
[198] 'people,graph'
[198] graph',easy

Top Word Pairs in Tweet in G2:
[123] social,graph
[36] term,social
[36] graph,really
[36] really,started
[36] started,taking
[36] taking,facebook's
[36] facebook's,first
[36] first,f8
[36] f8,conference
[36] conference,2007

Top Word Pairs in Tweet in G3:
[105] social,graph
[29] social,media
[29] graph,needs
[25] tm,power
[18] social,network
[10] decentralized,social
[9] open,graph
[7] data,social
[6] lens,protocol
[6] media,platforms

Top Word Pairs in Tweet in G4:
[144] social,graph
[56] decentralized,social
[56] web3,social
[50] blockworks_,thrilled
[50] thrilled,welcome
[50] welcome,lensprotocol
[50] lensprotocol,partner
[50] partner,#lens
[50] #lens,web3
[49] digital_diary1,blockworks_

Top Word Pairs in Tweet in G5:
[48] social,graph
[41] thecryptoblade,relationlabs
[20] relation,labs
[17] value,explorer
[16] data,ownership
[15] explorer,web3
[14] multi,chain
[14] web3,social
[14] ic,one
[14] one,ic

Top Word Pairs in Tweet in G6:
[44] tiktok,exec
[44] exec,facebook
[44] facebook,social
[44] social,platform
[44] platform,ve
[44] ve,built
[44] built,algorithms
[44] algorithms,based
[44] based,social
[44] social,graph

Top Word Pairs in Tweet in G7:
[3] announcing,verida
[3] verida,#graphhack2022
[3] #graphhack2022,bounty
[3] bounty,winners
[3] winners,congratulations
[3] congratulations,social
[3] social,3k
[3] 3k,verifirearm
[3] verifirearm,health
[3] health,wellness

Top Word Pairs in Tweet in G8:
[14] computational,fabric
[14] fabric,graph
[14] graph,neural
[14] neural,networks
[14] networks,mmbronstein
[13] graphgps,navigating
[13] navigating,graph
[13] graph,transformers
[13] transformers,michael
[13] michael,galkin

Top Word Pairs in Tweet in G9:
[22] social,graph
[15] general,misconception
[15] misconception,desoc
[15] desoc,intended
[15] intended,make
[15] make,visible
[15] visible,social
[15] graph,public
[15] public,panopticon
[15] panopticon,way

Top Word Pairs in Tweet in G10:
[21] day,finally
[21] finally,come
[21] come,starmen
[21] starmen,re
[21] re,thrilled
[21] thrilled,launch
[21] launch,#sographdotxyz
[21] #sographdotxyz,landing
[21] landing,fasten
[21] fasten,seatbelt

Top Replied-To
Top Replied-To in Entire Graph:
@thecryptoblade
@lensprotocol
@themegaventures
@elonmusk
@relationlabs
@albiverse
@defiantnews
@jor6s
@web3graph
@logseq

Top Replied-To in G2:
@lensprotocol
@elonmusk
@mio_mind
@billionzchinny
@skylinedigital
@phaverapp
@davidesilverman
@eatsleepcrypto
@mr_trick

Top Replied-To in G4:
@bishengkegs

Top Replied-To in G5:
@thecryptoblade
@themegaventures
@relationlabs
@magnetic_nft_
@cryptogemmouse

Top Replied-To in G7:
@ethglobal
@optimism
@blackjcksparrow
@joshyysmartt

Top Replied-To in G8:
@butterfield09m2

Top Replied-To in G9:
@provenauthority
@hopprotocol
@sheldrake
@anastasiau

Top Mentioned
Top Mentioned in Entire Graph:
@blakeaburge
@lensprotocol
@cyberconnecthq
@relationlabs
@blockworks_
@digital_diary1
@palmareofficial
@ekmokaya
@tdatascience
@treasurelandnft

Top Mentioned in G1:
@blakeaburge

Top Mentioned in G2:
@lensprotocol
@yb_effect
@mikkoikola
@parktwtwt
@elonmusk
@twitter
@jmhorp
@paulg
@cyberconnecthq
@aaveaave

Top Mentioned in G3:
@serjhunt_ark
@macieklaskus

Top Mentioned in G4:
@cyberconnecthq
@blockworks_
@lensprotocol
@digital_diary1
@palmareofficial
@treasurelandnft
@smartbscnews
@mua_muadao
@smartcryptonew1
@trustfiorg

Top Mentioned in G5:
@relationlabs
@glopinoli
@odiprtma
@qwee
@linkkeyofficial
@toykinng
@pinpop1234
@shrimpwen
@southverse

Top Mentioned in G6:
@ekmokaya

Top Mentioned in G7:
@graphprotocol
@junonetwork
@stakeeasy
@loop_finance
@kado_money
@fanfuryofficial
@coinhall_org
@howl_social
@pupmos
@junojuicer

Top Mentioned in G8:
@tdatascience
@mmbronstein
@crisbodnar
@ffabffrasca
@maximelabonne
@sei_shinagawa
@joseperezjr01

Top Mentioned in G9:
@pujaohlhaver
@vitalikbuterin
@superphiz
@evmavericks
@brightidproject
@oniondao_eth
@rocket_pool
@gitpoap
@glenweyl
@kevkillerke

Top Mentioned in G10:
@port3network
@boomapporg

Top Tweeters
Top Tweeters in Entire Graph:
@vonrosenchild
@msmwatchdog2013
@fabriciosx
@olisaosega
@guardian
@batistagii
@waweru
@education_24x7
@ds41744
@005e5n

Top Tweeters in G1:
@batistagii
@ds41744
@openmarketingtv
@jaisuryan
@rehanahmed_92
@babybabymamie
@yvesmulkers
@shabbirghewalla
@zafar196718
@rscool67

Top Tweeters in G2:
@thevunderkind
@zshahan3
@crypto_execute
@teslaownerssv
@blockchannel
@tiktok_us
@weberj502
@mr_trick
@oliphantisfinne
@all_that_ash601

Top Tweeters in G3:
@hntweets
@angsuman
@pleasureethics
@winsontang
@lisapatb
@ibtimes_india
@dd_fafa_
@crisrosales
@pearsonified
@chubchubkun

Top Tweeters in G4:
@theweb3bot
@a901105
@tokong22
@bettyyabut
@khris_tineeee
@leila5_2
@mgmg05573779
@m_kathyg
@john02700
@canitanruth

Top Tweeters in G5:
@themegaventures
@johnhick23
@babycrypto14
@mahatab1230
@ross
@prince10732285
@mvrhov1
@ardakalandra
@rv
@juliawong48

Top Tweeters in G6:
@waweru
@005e5n
@mwirigi
@potentash
@konemoheavy
@wholemarsblog
@teh_red
@mishbosslady__
@ndegwastephen
@kelvinmwendwa_

Top Tweeters in G7:
@joshyysmartt
@loop_finance
@opensea
@ethglobal
@1inch
@skynetlabs
@graphprotocol
@filecoin
@ensdomains
@chainlink

Top Tweeters in G8:
@vonrosenchild
@education_24x7
@morioka
@halfeatenmind
@black_dragon123
@joseperezjr01
@eldarsilver
@tdatascience
@sei_shinagawa
@omr_saeed

Top Tweeters in G9:
@sheldrake
@glenweyl
@vitalikbuterin
@anthonyleezhang
@otwoji
@dystopiabreaker
@benhamley
@superphiz
@freo_420
@bitsikka

Top Tweeters in G10:
@hoseinpjonar
@sultanamimi7
@kaziarnahid
@adhe89121766
@shahanhossain6
@shirifa1205a
@airdroparie
@wkey93
@brownsames
@yoza68504257


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