social graph, Twitter, 9/7/2022 10:44:42 AM, 281442


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social graph_2022-09-06_20-48-00.xlsx
social graph_2022-09-06_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 07, 2022
Short Description:
social graph via NodeXL https://bit.ly/3x28JYT
@port3network
@ljin18
@theweb3bot
@lensprotocol
@0xblock0
@bnbchain
@hi_im_nico
@farcaster_xyz
@jamiebeach
@desoprotocol

Top hashtags:
#web3
#nft
#ml
#graph
#machinelearning
#barchart
#information
#stem
#bigdata

Description:
Description
The graph represents a network of 2,063 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, 07 September 2022 at 03:49 UTC.

The requested start date was Wednesday, 07 September 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, 48-minute period from Wednesday, 24 August 2022 at 00:19 UTC to Tuesday, 06 September 2022 at 17:07 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 : 2063
Unique Edges : 1631
Edges With Duplicates : 2651
Total Edges : 4282
Number of Edge Types : 5
Retweet : 1179
MentionsInRetweet : 1960
Tweet : 377
Mentions : 513
Replies to : 253
Self-Loops : 391
Reciprocated Vertex Pair Ratio : 0.0093859992178334
Reciprocated Edge Ratio : 0.0185974428516079
Connected Components : 376
Single-Vertex Connected Components : 125
Maximum Vertices in a Connected Component : 556
Maximum Edges in a Connected Component : 1497
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.218639
Graph Density : 0.000606736491121336
Modularity : 0.587518
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 2,063 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, 07 September 2022 at 03:49 UTC.

The requested start date was Wednesday, 07 September 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, 48-minute period from Wednesday, 24 August 2022 at 00:19 UTC to Tuesday, 06 September 2022 at 17:07 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://stevekirsch.substack.com/p/this-one-graph-tells-you-everything
[12] https://towardsdatascience.com/graph-attention-networks-in-python-975736ac5c0c?source=social.tw
[10] https://stevekirsch.substack.com/p/this-one-graph-tells-you-everything?utm_source=substack&utm_medium=email
[9] https://5fcuc-3aaaa-aaaam-qabea-cai.raw.ic0.app
[8] https://towardsdatascience.com/build-a-simple-network-graph-app-using-streamlit-e6d65efbae88?source=social.tw
[8] https://towardsdatascience.com/introduction-to-nosql-graph-databases-fb2feac7a36?source=social.tw
[6] https://towardsdatascience.com/what-i-learned-about-graph-neural-networks-e17bb0d70a7f?source=social.tw
[6] https://towardsdatascience.com/maintain-a-companion-plant-knowledge-graph-in-google-sheets-and-neo4j-4142c0a5065b?source=social.tw
[5] https://towardsdatascience.com/how-to-boost-your-gnn-356f70086991?source=social.tw
[5] https://towardsdatascience.com/analyze-and-visualize-urls-with-network-graph-ee3ad5338b69?source=social.tw

Top URLs in Tweet in G1:
[1] https://t.me/BNBChainZH
[1] https://discord.com/invite/CrR9FmjS

Top URLs in Tweet in G2:
[1] https://dl.acm.org/doi/pdf/10.1145/2959100.2959190?cookieSet=1

Top URLs in Tweet in G4:
[7] https://stevekirsch.substack.com/p/this-one-graph-tells-you-everything
[2] https://fred.stlouisfed.org/graph/?g=Tdf8
[2] https://twitter.com/fr_hossain/status/1276289939223740416?s=46&t=pPzZes7cqWYrweNEalGljQ
[2] http://Health.io
[1] http://pworld.link/
[1] https://itsrio.org/pt/artigos/o-instagram-que-conhecemos-vai-acabar/
[1] https://www.tech-term.in/2018/01/28/graph-database/
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.vaticle.com%2Fintroducing-a-knowledge-graph-for-cyber-threat-intelligence-with-typedb-bdb559a92d2a%3Fsource%3Dsocial.tw
[1] https://www.google.com/imgres?imgurl=https://www.researchgate.net/profile/Nikolaos-Mavridis/publication/278697369/figure/fig5/AS:667042684354599@1536046777803/Social-graph-the-pattern-of-social-relationships-in-social-networks.ppm&imgrefurl=https://www.researchgate.net/figure/Social-graph-the-pattern-of-social-relationships-in-social-networks_fig5_278697369&tbnid=1VA_PxRGxVk6cM&vet=1&docid=v8CmcNwqYnGm6M&w=450&h=381&source=sh/x/im
[1] https://www.linkedin.com/feed/update/urn:li:share:6968720307595476992

Top URLs in Tweet in G5:
[2] https://mirror.xyz/dreamfly.eth/FFb5T8CnqK-LNW0oZI5Bmd8jSDILKtFo-lpgyneRAic
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://discord.com/invite/aVDqZthS
[1] https://twitter.com/Saypien_/status/1562821598008459267
[1] https://twitter.com/rambo76909093/status/1564202939769577475
[1] https://twitter.com/MsmetaHK/status/1565615704111722497
[1] https://medium.com/@msmetahk/partnership-with-relation-982b5729e7b
[1] https://cyberconnect.me/
[1] http://element.App
[1] https://blog.ceramic.network/building-the-social-graph-infrastructure-for-web3-0/amp/

Top URLs in Tweet in G6:
[3] https://lenstube.xyz/watch/0xb17c-0x0d
[3] https://thedefiant.io/lens-web3-social-media-polygon/
[2] https://lens.xyz/
[2] https://discord.com/invite/EEfXPQq4
[2] https://discord.com/invite/GgAAMJzBTK
[1] https://www.hifilabs.co/
[1] https://twitter.com/hifilabs/status/1561790939554844674?s=21&t=-LiRmafu2FcGSKLyn3LcaQ
[1] https://lens.xyz
[1] https://github.com/TheNuelgeek/New-lens-api-starter
[1] https://github.com/abidantriguero/lens-api-starter

Top URLs in Tweet in G7:
[12] https://towardsdatascience.com/graph-attention-networks-in-python-975736ac5c0c?source=social.tw
[8] https://towardsdatascience.com/build-a-simple-network-graph-app-using-streamlit-e6d65efbae88?source=social.tw
[8] https://towardsdatascience.com/introduction-to-nosql-graph-databases-fb2feac7a36?source=social.tw
[6] https://towardsdatascience.com/maintain-a-companion-plant-knowledge-graph-in-google-sheets-and-neo4j-4142c0a5065b?source=social.tw
[6] https://towardsdatascience.com/what-i-learned-about-graph-neural-networks-e17bb0d70a7f?source=social.tw
[5] https://towardsdatascience.com/how-to-boost-your-gnn-356f70086991?source=social.tw
[5] https://towardsdatascience.com/analyze-and-visualize-urls-with-network-graph-ee3ad5338b69?source=social.tw
[4] https://towardsdatascience.com/an-introduction-to-graph-partitioning-algorithms-and-community-detection-29e7c962d10e?source=social.tw
[2] https://towardsdatascience.com/self-supervised-learning-ssl-overview-8a7f24740e40?source=social.tw
[2] https://towardsdatascience.com/why-graph-modeling-frameworks-are-the-future-of-unsupervised-learning-2092b089caff?source=social.tw

Top URLs in Tweet in G8:
[3] https://diamondapp.com/
[1] https://daodao.io/d/setu_deso?invite=DTxqxTHX
[1] https://twitter.com/desoprotocol/status/1564655455539908609
[1] https://www.youtube.com/shorts/vMXTqgT3_nI?feature=share

[1] https://www.youtube.com/watch?v=bDappwUUWq8&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[60] towardsdatascience.com
[36] twitter.com
[35] substack.com
[12] discord.com
[11] medium.com
[10] social-camp.com
[9] ic0.app
[5] boi.to
[4] okt.to
[4] esri.com

Top Domains in Tweet in G1:
[1] t.me
[1] discord.com

Top Domains in Tweet in G2:
[1] acm.org

Top Domains in Tweet in G4:
[11] twitter.com
[11] substack.com
[3] medium.com
[3] esri.com
[2] theverge.com
[2] skewed.de
[2] stlouisfed.org
[2] health.io
[1] pworld.link
[1] itsrio.org

Top Domains in Tweet in G5:
[3] mirror.xyz
[3] twitter.com
[1] discord.com
[1] medium.com
[1] cyberconnect.me
[1] element.app
[1] ceramic.network

Top Domains in Tweet in G6:
[9] discord.com
[4] twitter.com
[3] lens.xyz
[3] vercel.app
[3] lenstube.xyz
[3] thedefiant.io
[2] github.com
[1] hifilabs.co
[1] cryptoslate.com
[1] 30daysofweb3.xyz

Top Domains in Tweet in G7:
[60] towardsdatascience.com
[3] okt.to
[3] medium.com
[2] memgraph.com

Top Domains in Tweet in G8:
[3] diamondapp.com
[2] youtube.com
[1] daodao.io
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[241] web3
[219] nft
[151] ml
[100] graph
[93] machinelearning
[93] barchart
[93] information
[93] stem
[93] bigdata
[57] cyberconnect



Top Hashtags in Tweet in G1:
[202] web3
[201] nft
[1] dao
[1] binancesmartchain
[1] binance
[1] bitcoin
[1] btc
[1] avax
[1] nftcommunity
[1] nfts

Top Hashtags in Tweet in G4:
[5] web3
[5] nft
[2] database
[2] seo
[2] socialmedia
[2] socialmediamarketing
[2] social
[2] tiktok
[2] graph
[2] ldmexpert

Top Hashtags in Tweet in G5:
[57] cyberconnect
[18] relation_party
[8] planft
[5] metaverse
[3] relation_insight
[1] ms
[1] relation
[1] nfts
[1] nftcommunity
[1] link3

Top Hashtags in Tweet in G6:
[20] web3
[19] starknet
[16] lensprotocol
[12] 30daysofweb3
[3] nft
[3] lenstube
[2] lens
[2] blockchain
[2] byte
[2] definews

Top Hashtags in Tweet in G7:
[3] memgraph
[3] graphacademy
[2] neo4j
[2] graphdatabase
[1] mage
[1] python
[1] docker
[1] flask
[1] d3js
[1] data

Top Hashtags in Tweet in G8:
[9] web3
[3] creatoreconomy
[1] nfts

Top Hashtags in Tweet in G10:
[24] zilliqa
[24] xcad
[24] zil
[24] score
[24] sco
[5] zwap
[5] graph
[5] grph
[5] gary
[5] dmz

Top Words
Top Words in Tweet in Entire Graph:
[2107] social
[1402] graph
[554] media
[442] join
[354] web3
[281] port3network
[273] more
[260] protocol
[248] community
[241] learn

Top Words in Tweet in G1:
[403] join
[270] social
[269] graph
[268] port3network
[202] community
[202] #web3
[202] port3
[201] alongside
[201] chinese
[201] learn

Top Words in Tweet in G2:
[255] social
[137] graph
[130] web3
[128] two
[121] ljin18
[121] first
[120] protocol
[120] starting
[119] discussions
[119] mostly

Top Words in Tweet in G3:
[253] social
[243] media
[125] interest
[124] stephsmithio
[124] content
[123] friends
[121] longer
[121] still
[121] follow
[7] graph

Top Words in Tweet in G4:
[176] social
[158] graph
[32] data
[25] power
[25] needs
[21] network
[20] tm
[18] more
[17] people
[15] media

Top Words in Tweet in G5:
[137] social
[130] graph
[105] decentralized
[99] partnership
[74] relationlabs
[63] data
[60] cyberconnecthq
[60] web3
[57] #cyberconnect
[56] dtoolsteam

Top Words in Tweet in G6:
[175] social
[128] graph
[59] lens
[59] protocol
[57] lensprotocol
[54] decentralized
[39] media
[39] web3
[27] composable
[25] zkgraph

Top Words in Tweet in G7:
[65] graph
[49] tdatascience
[25] offers
[21] using
[18] self
[16] network
[14] learn
[14] maximelabonne
[13] explains
[13] tried

Top Words in Tweet in G8:
[68] social
[36] graph
[21] content
[12] decentralized
[11] web2
[10] data
[10] agree
[9] owns
[9] #web3
[9] media

Top Words in Tweet in G9:
[126] hate
[74] groups
[52] hindutva
[52] speech
[50] aaaislamophobia
[31] social
[30] single
[30] largest
[30] source
[30] media

Top Words in Tweet in G10:
[24] top
[24] #zilliqa
[24] ecosystem
[24] social
[24] activity
[24] 23
[24] aug
[24] 2022
[24] xcademyofficial
[24] #xcad

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1025] social,graph
[421] social,media
[236] #web3,social
[222] web3,social
[216] learn,more
[212] join,port3network
[212] port3network,alongside
[212] alongside,chinese
[212] chinese,community
[212] community,learn

Top Word Pairs in Tweet in G1:
[269] social,graph
[201] join,port3network
[201] port3network,alongside
[201] alongside,chinese
[201] chinese,community
[201] community,learn
[201] learn,more
[201] more,#web3
[201] #web3,social
[201] graph,join

Top Word Pairs in Tweet in G2:
[134] social,graph
[130] web3,social
[120] first,starting
[119] discussions,web3
[119] social,mostly
[119] mostly,focus
[119] focus,two
[119] two,possible
[119] possible,approaches
[119] approaches,protocol

Top Word Pairs in Tweet in G3:
[123] social,interest
[122] social,media
[121] media,longer
[121] longer,social
[121] interest,media
[121] media,still
[121] still,follow
[121] follow,friends
[121] friends,content
[120] stephsmithio,social

Top Word Pairs in Tweet in G4:
[97] social,graph
[25] graph,needs
[20] tm,power
[12] social,media
[12] social,security
[11] death,master
[11] master,file
[10] social,network
[10] security,administration
[9] administration,death

Top Word Pairs in Tweet in G5:
[128] social,graph
[62] decentralized,social
[56] cyberconnecthq,partnership
[56] partnership,dtoolsteam
[56] dtoolsteam,#cyberconnect
[56] #cyberconnect,decentralized
[56] graph,protocol
[56] protocol,returning
[56] returning,data
[55] smartbscnews,cyberconnecthq

Top Word Pairs in Tweet in G6:
[121] social,graph
[49] decentralized,social
[43] lens,protocol
[34] social,media
[24] composable,decentralized
[22] user,owned
[19] #web3,social
[15] media,solutions
[15] solutions,today
[15] today,lens

Top Word Pairs in Tweet in G7:
[13] tried,extract
[13] extract,features
[13] features,insights
[13] insights,urls
[13] urls,found
[13] found,difficult
[13] difficult,learn
[12] maximelabonne,offers
[12] offers,guide
[12] guide,gnns

Top Word Pairs in Tweet in G8:
[34] social,graph
[11] web2,social
[9] #web3,social
[9] social,media
[8] content,social
[8] social,owns
[8] owns,social
[8] graph,collects
[8] collects,sells
[8] sells,data

Top Word Pairs in Tweet in G9:
[74] hate,groups
[52] hindutva,hate
[52] hate,speech
[50] aaaislamophobia,hindutva
[30] groups,single
[30] single,largest
[30] largest,source
[30] source,social
[30] social,media
[30] media,hate

Top Word Pairs in Tweet in G10:
[24] top,#zilliqa
[24] #zilliqa,ecosystem
[24] ecosystem,social
[24] social,activity
[24] activity,23
[24] 23,aug
[24] aug,2022
[24] 2022,xcademyofficial
[24] xcademyofficial,#xcad
[24] #xcad,xcad

Top Replied-To
Top Replied-To in Entire Graph:
@relationlabs
@zkgraph
@nft_drop_here_
@nbashaw
@stephsmithio
@rmcelhenney
@harrystebbings
@nikitabier
@estellesmithphd
@alephdao

Top Replied-To in G1:
@atta_protocol

Top Replied-To in G2:
@ikonoklast
@xamat
@karlhigley
@ljin18
@alexmasmej

Top Replied-To in G3:
@stephsmithio
@aaditsh

Top Replied-To in G5:
@metavers_worlds
@spaceshiplyna
@relationlabs
@cryptogalaxytw

Top Replied-To in G6:
@zkgraph
@defiantnews
@lensprotocol
@taschalabs
@beerandstonks
@genadrop
@jbrukh
@ssv_network
@insider0x
@handycrypto

Top Replied-To in G8:
@spunkytadpole
@moonshell__
@janehk
@liron
@leoleopsg30
@notthreadguy
@zssbecker
@punk6529

Top Mentioned
Top Mentioned in Entire Graph:
@port3network
@bnbchain
@ljin18
@stephsmithio
@relationlabs
@cassyokwy
@atta_protocol
@cyberconnecthq
@dtoolsteam
@smartbscnews

Top Mentioned in G1:
@port3network
@bnbchain
@cassyokwy
@atta_protocol
@ljin18

Top Mentioned in G2:
@ljin18
@alexmasmej
@eigenhector
@jure
@karlhigley
@xamat
@maxwolf__
@ikonoklast

Top Mentioned in G3:
@stephsmithio
@aaditsh
@_rachelbraun

Top Mentioned in G4:
@matteocellini
@fr_hossain
@seofixup

Top Mentioned in G5:
@relationlabs
@cyberconnecthq
@dtoolsteam
@smartbscnews
@msmetahk
@metavers_worlds
@noriwts
@opsumoclub
@palmareofficial
@planft_web3

Top Mentioned in G6:
@lensprotocol
@womenbuildweb3
@zkgraph
@tallycash
@hifilabs
@lenstubexyz
@twitter
@thenuelgeek
@perpprotocol
@lumpenanti

Top Mentioned in G7:
@tdatascience
@maximelabonne
@dgg32
@khuyentran16
@memgraphdb

Top Mentioned in G8:
@usediamond
@desoprotocol
@investindigital
@wearestori
@setuforcreators
@garyvee
@farcaster_xyz
@daodao_io
@zssbecker
@a16z

Top Mentioned in G9:
@aaaislamophobia
@icvaus

Top Mentioned in G10:
@xcademyofficial
@zilliqa
@cryptoeights
@zilswap
@zilstream
@de_monsters
@lunrtoken
@packageportal
@straitsx

Top Tweeters
Top Tweeters in Entire Graph:
@geonews_urdu
@chidambara09
@bliadhnaichean
@vonrosenchild
@calcaware
@ani
@godfrey_g_
@pradzworld
@ezhanyan
@thecuriousluke

Top Tweeters in G1:
@erikmanny2
@myitmedia
@da_cupid92
@juicceyy
@cacagents
@royalgemrose
@how_noww
@el_obino
@oliversimon3
@dagentle_

Top Tweeters in G2:
@ayirpelle
@pageman
@tcrpartybot
@veripsa5
@lucavancharli
@aite_lyds
@cryptoblckparty
@alexmasmej
@karlhigley
@rishibradoo

Top Tweeters in G3:
@jennykim
@kopanomashishi
@honeytellastory
@snebae
@em_aych
@gosocialsa
@cristianreano
@britranada
@ultraman_ginger
@meetdux

Top Tweeters in G4:
@ezhanyan
@roccodallas
@jansensadriaan
@gerryoat_bot
@_nosa_
@sethgoldstein
@wikipediachain
@vboykis
@dd_serena_
@fr_hossain

Top Tweeters in G5:
@emelyncastro8
@a901105
@yonalinn
@bellesszz
@0xmissufe05
@bettyyabut
@pamer_dominador
@jhelaiii0708
@tokong22
@leila5_2

Top Tweeters in G6:
@theweb3bot
@camiinthisthang
@theweb3pulse
@tiktok_us
@luisbetx9
@defi_dad
@beerandstonks
@alexcartaz
@jbrukh
@amoweo

Top Tweeters in G7:
@vonrosenchild
@tiagoooliveira
@neo4j
@alam_wealthkid
@tdatascience
@slider_hoos
@esmktdigital
@esmarketingdigi
@mcolebrook
@oneinfinitezero

Top Tweeters in G8:
@garyvee
@aleeemeg
@notthreadguy
@nagardashingu
@rickmanelius
@decryptmedia
@punk6529
@creatoreconbot
@a16z
@moonshell__

Top Tweeters in G9:
@being_syedfaraz
@yehlog
@abdulsaif09
@karikaalan1ce
@bust_hate
@myaa0
@urbanshrink
@justyoume6
@hatembazian
@pataaka41

Top Tweeters in G10:
@kisan4941
@jope191
@zilliqa
@dustinjones286
@harshit25733898
@cryptoeights
@zilliqaco
@liamsmitheroo
@william76623109
@kevin_sterk


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