social graph, Twitter, 10/12/2022 3:53:26 AM, 282660


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social graph_2022-10-11_20-48-00.xlsx
social graph_2022-10-11_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 12, 2022
Short Description:
social graph via NodeXL https://bit.ly/3Mrbbi1
@lensprotocol
@unboxblock
@rss3_
@vikrammjeet
@stanikulechov
@zerion_io
@cyberconnecthq
@port3network
@pushprotocol
@deepdiver_web3

Top hashtags:
#link3
#ml
#graph
#machinelearning
#bigdata
#barchart
#information
#stem

Description:
Description
The graph represents a network of 2,334 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, 12 October 2022 at 03:49 UTC.

The requested start date was Wednesday, 12 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, 17-hour, 18-minute period from Wednesday, 28 September 2022 at 00:19 UTC to Tuesday, 11 October 2022 at 17:37 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 : 2334
Unique Edges : 1511
Edges With Duplicates : 3272
Total Edges : 4783
Number of Edge Types : 5
Retweet : 1396
MentionsInRetweet : 2002
Tweet : 588
Mentions : 538
Replies to : 259
Self-Loops : 600
Reciprocated Vertex Pair Ratio : 0.00767754318618042
Reciprocated Edge Ratio : 0.0152380952380952
Connected Components : 446
Single-Vertex Connected Components : 181
Maximum Vertices in a Connected Component : 750
Maximum Edges in a Connected Component : 2029
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.127485
Graph Density : 0.000482074009103761
Modularity : 0.53639
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 2,334 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, 12 October 2022 at 03:49 UTC.

The requested start date was Wednesday, 12 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, 17-hour, 18-minute period from Wednesday, 28 September 2022 at 00:19 UTC to Tuesday, 11 October 2022 at 17:37 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:
[49] https://rss3.io/
[48] https://www.kanaloco.jp/news/social/article-942351.html
[36] 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
[7] https://cointelegraph.com/news/what-is-lens-protocol-and-how-does-it-work
[6] https://deso.com/
[4] https://memgraph.com/blog/how-to-visualize-a-social-network-in-python-with-a-graph-database
[4] https://towardsdatascience.com/graph-neural-networks-with-pyg-on-node-classification-link-prediction-and-anomaly-detection-14aa38fe1275?source=social.tw
[4] https://zerion.io/blog/zerion-integrates-lens-protocols-web3-social-graph/
[3] https://networks.skewed.de/net/flickr_aminer
[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 G1:
[3] https://zerion.io/blog/zerion-integrates-lens-protocols-web3-social-graph/
[2] https://cointelegraph.com/news/what-is-lens-protocol-and-how-does-it-work
[2] https://twitter.com/i/spaces/1PlJQpBdnVvGE
[1] https://mirror.xyz/lensprotocol.eth/pIzwjs9uhH8eSS1Bx0K1r-3iHEgLlBt6ruPXcEJe0S0
[1] https://rss3.io/
[1] https://levychain.substack.com/p/the-creators-ultimate-guide-to-web3?r=62qb9&utm_campaign=post&utm_medium=web
[1] https://www.youtube.com/watch?v=TSQv6iE6-IA&ab_channel=DappUniversity

[1] https://app.superfluid.finance/
[1] https://twitter.com/Vaibhav_SOCLLY/status/1579734463281778688
[1] https://twitter.com/cointelegraph/status/1578337737467645953

Top URLs in Tweet in G2:
[1] https://www.youtube.com/watch?v=5xLVCsbV018&feature=youtu.be

[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c

Top URLs in Tweet in G3:
[5] https://cointelegraph.com/news/what-is-lens-protocol-and-how-does-it-work
[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
[3] https://networks.skewed.de/net/flickr_aminer
[2] http://www.cs.cmu.edu/~dunja/LinkKDD2004/Maitrayee-Mukherjee-LinkKDD-2004.pdf
[2] https://networks.skewed.de/net/myspace_aminer
[2] http://Government.ly
[1] http://earnmoneyinsource.blogspot.com/2022/09/chapter-6-ads-social-graph-during-roll.html
[1] https://techcrunch.com/2022/09/29/meta-says-ad-free-instagram-client-the-og-app-breaks-its-rules/
[1] 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
[1] https://twitter.com/chrischirp/status/1575407007758270464

Top URLs in Tweet in G4:
[2] https://discord.com/invite/qMAKZ6DV?event=1025633725544927332
[2] https://medium.com/@HashKeyDID/hashkey-did-partners-with-relation-lab-exploring-the-web3-social-graph-11aada575b0
[1] https://foresightnews.pro/article/detail/15399
[1] https://www.coindesk.com/sponsored-content/semantic-sbts-encode-social-relationships-on-web3/
[1] https://twitter.com/relationlabs/status/1576076666547236864
[1] https://t.me/BNBChainZH
[1] https://www.port3.io
[1] https://smartliquidity.info/2022/09/27/relation-integrates-platon-network/
[1] https://lens.xyz/
[1] https://twitter.com/i/spaces/1rmxPkLoPLqJN

Top URLs in Tweet in G5:
[5] https://deso.com/
[1] https://signup.deso.org/
[1] https://www.youtube.com/watch?v=F2wcx9Pq-vc

[1] https://www.businessinsider.com/explainer-what-exactly-is-the-social-graph-2012-3
[1] https://www.openprosper.com/deso-scan/blocks
[1] https://twitter.com/desoprotocol/status/1577802320464658432
[1] https://signup.deso.com/learn
[1] https://twitter.com/desoprotocol/status/1579146152351789057

Top URLs in Tweet in G6:
[3] https://memgraph.com/blog/how-to-visualize-a-social-network-in-python-with-a-graph-database
[1] https://memgraph.com/
[1] https://okt.to/qSHFKG

Top URLs in Tweet in G8:
[48] https://www.kanaloco.jp/news/social/article-942351.html
[1] https://exdeaths-japan.org/graph/weekly_cause/

Top URLs in Tweet in G9:
[48] https://rss3.io/

Top Domains
Top Domains in Tweet in Entire Graph:
[62] twitter.com
[49] rss3.io
[48] kanaloco.jp
[39] oracle.com
[12] medium.com
[10] cointelegraph.com
[7] deso.com
[6] skewed.de
[5] memgraph.com
[4] mirror.xyz

Top Domains in Tweet in G1:
[6] twitter.com
[3] ethglobal.com
[3] zerion.io
[2] cointelegraph.com
[1] mirror.xyz
[1] rss3.io
[1] substack.com
[1] youtube.com
[1] superfluid.finance
[1] superfun.social

Top Domains in Tweet in G2:
[1] youtube.com
[1] mirror.xyz

Top Domains in Tweet in G3:
[20] twitter.com
[7] medium.com
[7] cointelegraph.com
[6] skewed.de
[2] techcrunch.com
[2] mirror.xyz
[2] nature.com
[2] cmu.edu
[2] government.ly
[1] blogspot.com

Top Domains in Tweet in G4:
[2] discord.com
[2] twitter.com
[2] medium.com
[1] foresightnews.pro
[1] coindesk.com
[1] t.me
[1] port3.io
[1] smartliquidity.info
[1] lens.xyz
[1] zerion.io

Top Domains in Tweet in G5:
[6] deso.com
[2] twitter.com
[1] deso.org
[1] youtube.com
[1] businessinsider.com
[1] openprosper.com

Top Domains in Tweet in G6:
[4] memgraph.com
[1] okt.to

Top Domains in Tweet in G8:
[48] kanaloco.jp
[1] exdeaths-japan.org

Top Domains in Tweet in G9:
[48] rss3.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[224] link3
[213] ml
[156] graph
[145] machinelearning
[144] bigdata
[143] barchart
[143] information
[143] stem
[72] lensprotocol
[57] web3



Top Hashtags in Tweet in G1:
[14] web3
[4] descentralización
[1] blockchain
[1] zelcore
[1] did
[1] onpolygon
[1] rugged
[1] classicweb2
[1] socialnft
[1] nft

Top Hashtags in Tweet in G2:
[222] link3

Top Hashtags in Tweet in G3:
[5] web3
[3] social
[3] lensprotocol
[3] metoo
[2] hashkey
[2] patterns
[2] research
[2] datamining
[2] graph
[2] memgraph

Top Hashtags in Tweet in G4:
[62] lensprotocol
[37] web3
[18] did
[13] platon
[10] relation_party
[9] nft
[8] hashkey
[2] sbt
[2] semanticsbt
[2] relation

Top Hashtags in Tweet in G5:
[1] crypto
[1] web3
[1] nft

Top Hashtags in Tweet in G6:
[4] memgraph
[4] python
[3] docker
[3] flask
[3] d3js
[1] graphdatascience
[1] supplychain

Top Hashtags in Tweet in G8:
[1] 医クラ

Top Hashtags in Tweet in G9:
[1] link3

Top Words
Top Words in Tweet in Entire Graph:
[2381] social
[1734] graph
[582] media
[449] codes
[448] invite
[327] follow
[325] network
[299] cyberconnect
[291] web3
[286] decentralized

Top Words in Tweet in G1:
[343] social
[234] graph
[136] lensprotocol
[134] lens
[86] take
[78] stanikulechov
[75] profile
[74] one
[74] blockchain
[72] follow

Top Words in Tweet in G2:
[444] codes
[444] invite
[238] social
[232] graph
[227] cyberconnect
[223] network
[223] link3
[222] follow
[222] giving
[222] away

Top Words in Tweet in G3:
[452] social
[331] graph
[97] î
[84] web3
[75] decentralized
[72] protocol
[68] cyberconnect
[66] media
[45] content
[44] map

Top Words in Tweet in G4:
[165] social
[157] graph
[72] port3network
[71] decentralized
[70] partners
[64] zerion_io
[63] lensprotocol
[62] #lensprotocol
[62] ready
[62] composable

Top Words in Tweet in G5:
[194] social
[81] media
[80] desoprotocol
[65] back
[63] taking
[52] graph
[44] online
[43] decentralized
[42] sites
[42] presence

Top Words in Tweet in G6:
[80] temporal
[70] graph
[69] use
[45] neo4j
[42] social
[41] networks
[40] thread
[40] limits
[40] domains
[40] much

Top Words in Tweet in G7:
[63] pioneers
[61] pinetworknews1
[54] without
[54] code
[54] referral
[53] sign
[53] very
[53] needing
[53] interesting
[53] see

Top Words in Tweet in G8:
[48] 神奈川新聞
[48] 情報操作の典型例
[48] 2022年10月8日
[48] 国内死者
[48] 予測を最大4万人超過
[48] koichi_kawakami
[48] 土
[48] medical_for_all
[47] 予測中央値を抜くことで事態
[47] bb45_colorado

Top Words in Tweet in G9:
[94] whitepaper
[94] rss3
[47] hodl
[47] holders
[47] go
[47] nft
[47] token
[47] 2000
[47] gt
[46] rss3_

Top Words in Tweet in G10:
[40] country
[40] majority
[40] taxes
[40] slashing
[40] brits
[40] vast
[40] cutting
[40] spending
[40] wildly
[40] unpopular

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1185] social,graph
[560] social,media
[448] invite,codes
[231] graph,network
[225] decentralized,social
[224] codes,follow
[224] cyberconnect,social
[224] network,invite
[224] #link3,cyberconnect
[224] codes,giving

Top Word Pairs in Tweet in G1:
[230] social,graph
[68] profile,social
[68] follow,lens
[67] secured,blockchain
[67] lens,equals
[67] lot,profile
[67] graph,secured
[67] blockchain,one
[67] equals,lot
[67] one,take

Top Word Pairs in Tweet in G2:
[444] invite,codes
[232] social,graph
[222] cyberconnect,social
[222] graph,network
[222] #link3,cyberconnect
[222] link3,invite
[222] codes,giving
[222] network,invite
[222] giving,away
[222] away,link3

Top Word Pairs in Tweet in G3:
[247] social,graph
[67] î,î
[59] decentralized,social
[53] social,media
[44] social,map
[42] graph,protocol
[34] web3,social
[31] first,decentralized
[29] graph,needs
[25] control,social

Top Word Pairs in Tweet in G4:
[154] social,graph
[63] decentralized,social
[62] lensprotocol,#lensprotocol
[62] composable,decentralized
[62] #lensprotocol,composable
[62] graph,ready
[62] zerion_io,partners
[62] partners,lensprotocol
[61] definews_info,zerion_io
[49] web3,social

Top Word Pairs in Tweet in G5:
[81] social,media
[63] taking,back
[52] social,graph
[42] online,presence
[42] web2,social
[41] entire,online
[41] media,sites
[41] presence,taking
[41] long,web2
[41] controlled,entire

Top Word Pairs in Tweet in G6:
[40] much,use
[40] find,much
[40] power,limits
[40] thread,power
[40] limits,temporal
[40] use,numerous
[40] temporal,graph
[40] temporal,graphs
[40] networks,temporal
[40] numerous,domains

Top Word Pairs in Tweet in G7:
[55] pinetworknews1,pioneers
[53] needing,referral
[53] sign,without
[53] code,very
[53] interesting,see
[53] referral,code
[53] without,needing
[53] pioneers,sign
[53] very,interesting
[11] trust,graph

Top Word Pairs in Tweet in G8:
[48] medical_for_all,koichi_kawakami
[48] 土,神奈川新聞
[48] 国内死者,予測を最大4万人超過
[48] 情報操作の典型例,国内死者
[48] 2022年10月8日,土
[48] koichi_kawakami,情報操作の典型例
[48] 予測を最大4万人超過,2022年10月8日
[47] 神奈川新聞,予測中央値を抜くことで事態
[47] bb45_colorado,medical_for_all

Top Word Pairs in Tweet in G9:
[47] hodl,whitepaper
[47] whitepaper,token
[47] 2000,rss3
[47] holders,hodl
[47] token,holders
[47] rss3,whitepaper
[47] gt,2000
[47] nft,gt
[47] whitepaper,nft
[47] rss3,go

Top Word Pairs in Tweet in G10:
[40] wildly,unpopular
[40] taxes,slashing
[40] cutting,taxes
[40] vast,majority
[40] spending,wildly
[40] slashing,spending
[40] majority,country
[40] country,brits
[40] unpopular,vast
[39] brits,polledâ

Top Replied-To
Top Replied-To in Entire Graph:
@stanikulechov
@asicbmf
@lensprotocol
@zkgraph
@lastcontrarian
@mischat
@cryptoclash1
@goodwinmj
@defiantnews
@priapusgluteus

Top Replied-To in G1:
@stanikulechov
@lensprotocol
@mischat
@jspeiser
@punk7642
@a16zcrypto
@chriscantino
@brad_or_bradley
@dabit3
@carlypreilly

Top Replied-To in G4:
@startup_space1
@smart_nft_news

Top Replied-To in G5:
@cryptoweathrman
@whoisanku
@talentprotocol
@desoprotocol
@dylanjaggerlee
@daokwondo
@cburniske
@messaricrypto
@_interestingguy
@inspectorstin

Top Replied-To in G7:
@pinetworknews1
@lugg04

Top Replied-To in G8:
@medical_for_all

Top Replied-To in G10:
@goodwinmj

Top Mentioned
Top Mentioned in Entire Graph:
@unboxblock
@lensprotocol
@desoprotocol
@stanikulechov
@port3network
@parcaebot
@zerion_io
@definews_info
@pinetworknews1
@koichi_kawakami

Top Mentioned in G1:
@lensprotocol
@stanikulechov
@0xkofi
@blokhash
@aaveaave
@zelcore_io
@0xpolygon
@pohdao
@sismo_eth
@dabit3

Top Mentioned in G2:
@unboxblock
@cyberconnecthq
@link3to

Top Mentioned in G3:
@matteocellini
@michaelguimarin

Top Mentioned in G4:
@port3network
@zerion_io
@lensprotocol
@definews_info
@utopia_web3
@startup_space1
@relationlabs
@myaptid
@platon_network
@defi_eagle

Top Mentioned in G5:
@desoprotocol
@chisomdickson9
@desofyapp
@wearestori
@znmead
@investindigital
@nadertheory
@placeholdervc
@usediamond
@whoisanku

Top Mentioned in G6:
@montsgarg
@neo4j
@memgraphdb

Top Mentioned in G7:
@pinetworknews1
@pi_networkindia

Top Mentioned in G8:
@koichi_kawakami
@bb45_colorado
@medical_for_all

Top Mentioned in G9:
@rss3_
@unboxblock
@lensprotocol

Top Mentioned in G10:
@bestforbritain
@goodwinmj

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@ecodaren
@citrus_kyoto
@indiatoday
@wildwalkerwoman
@strawberryng
@bassaces1
@bb45_colorado
@jimmyroybloom
@xeronbot

Top Tweeters in G1:
@theweb3bot
@pythonroboto
@santisiri
@polygon
@julinparrilla2
@toothchad
@0x
@patriots
@dabit3
@0xblock0

Top Tweeters in G2:
@profitfinance07
@pitannnosuko
@cryptzen
@airdropman828
@tum4y2
@michigan409
@gre_hei
@emcrypto2
@knightofking2
@bankeradao

Top Tweeters in G3:
@strawberryng
@jimmyroybloom
@roccodallas
@gwennelsonuk
@dd_fafa_
@gerryoat_bot
@crypto_news24
@jaynekitsch
@stephenpiment
@dd_wen_

Top Tweeters in G4:
@emelyncastro8
@a901105
@orpia_marygrace
@yonalinn
@bettyyabut
@pamer_dominador
@jhelaiii0708
@leila5_2
@rhomjr
@me_yrez

Top Tweeters in G5:
@teejaybaba
@franviro80
@nagardashingu
@nmcholakov
@cburniske
@benmagelsen
@messaricrypto
@daokwondo
@cyberneticseman
@_interestingguy

Top Tweeters in G6:
@ssxman2
@ayirpelle
@junjudapi
@kirkdborne
@jasonseyi
@dynamicssiam
@jadp
@farisdi10p
@neo4j
@30daysofcode

Top Tweeters in G7:
@okere_eberechi
@abdullerhmato
@johnnyben101
@meordrickshoem1
@onppekamazi
@sr_yudo
@stfoo3
@bengti0112
@gimyongcheol7
@828jonas

Top Tweeters in G8:
@ecodaren
@citrus_kyoto
@bb45_colorado
@jinja_origin
@yamabukinosato
@waterlilyk16
@hayatama1975
@_tommy_mitokon_
@leonguardiangel
@noble2064

Top Tweeters in G9:
@torlak78
@hendarferiansy1
@haikukoten
@_senendenz
@markrss3
@racheltseng4
@sangjenar1
@vikrammjeet
@sangsang521
@no_feet_bird

Top Tweeters in G10:
@hullfair
@therightarticle
@mimij9
@patrickandrews
@111meeuwis
@kathyroddy
@chrisrbarry
@se25a
@colinmcalliste3
@meejahoar


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