social graph, Twitter, 12/14/2022 10:20:14 AM, 286237


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social graph_2022-12-13_20-48-00.xlsx
social graph_2022-12-13_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 14, 2022
Short Description:
social graph via NodeXL https://bit.ly/3FvBjFo
@corleonescrypto
@lensprotocol
@crypto___baby
@patrickalphac
@kindeckapp
@binance
@stanikulechov
@alphainsiders
@roginjohn03
@cyberconnecthq

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

Description:
Description
The graph represents a network of 2,612 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, 14 December 2022 at 04:50 UTC.

The requested start date was Wednesday, 14 December 2022 at 01:01 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, 30-minute period from Wednesday, 30 November 2022 at 01:12 UTC to Tuesday, 13 December 2022 at 17:43 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 : 2612
Unique Edges : 1686
Edges With Duplicates : 3136
Total Edges : 4822
Number of Edge Types : 5
Retweet : 1411
MentionsInRetweet : 1982
Tweet : 446
Replies to : 324
Mentions : 659
Self-Loops : 454
Reciprocated Vertex Pair Ratio : 0.0087719298245614
Reciprocated Edge Ratio : 0.0173913043478261
Connected Components : 474
Single-Vertex Connected Components : 178
Maximum Vertices in a Connected Component : 1022
Maximum Edges in a Connected Component : 2501
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.901958
Graph Density : 0.00042155845542155
Modularity : 0.580581
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,612 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, 14 December 2022 at 04:50 UTC.

The requested start date was Wednesday, 14 December 2022 at 01:01 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, 30-minute period from Wednesday, 30 November 2022 at 01:12 UTC to Tuesday, 13 December 2022 at 17:43 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:
[10] https://memgraph.com/blog/how-to-visualize-a-social-network-in-python-with-a-graph-database
[6] https://arxiv.org/abs/2212.04481
[6] https://towardsdatascience.com/graphs-with-python-overview-and-best-libraries-a92aa485c2f8?source=social.tw
[5] https://towardsdatascience.com/graph-analytics-in-identifying-enduring-effects-of-pandemics-5225faacfe0e?source=social.tw
[5] https://medium.com/m/global-identity-2?redirectUrl=https%3A%2F%2Fblog.nrwl.io%2Fnx-15-3-standalone-projects-vite-task-graph-and-more-3ed23f7827ed%3Fsource%3Dsocial.tw
[4] https://towardsdatascience.com/large-scale-knowledge-graph-completion-on-ipu-4cf386dfa826?source=social.tw
[4] https://towardsdatascience.com/an-introduction-to-graph-partitioning-algorithms-and-community-detection-29e7c962d10e?source=social.tw
[4] https://towardsdatascience.com/denoising-diffusion-generative-models-in-graph-ml-c496af5811c5?source=social.tw
[3] https://link3.to/cryptofood
[3] https://towardsdatascience.com/towards-geometric-deep-learning-iv-chemical-precursors-of-gnns-11273d74125?source=social.tw

Top URLs in Tweet in G2:
[2] https://medium.com/@KindeckApp/how-web3-is-creating-a-decentralized-social-graph-5d6d87687b93
[2] https://www.lens.xyz/
[2] https://devfolio.co/projects/lenstok-2bcd
[2] https://defi-planet.com/2022/12/understanding-lens-protocol-a-web3-social-graph-on-polygon/
[1] https://twitter.com/KindeckApp/status/1596156268057608192
[1] https://medium.com/@first.vip/first-vip-project-analysis-social-graph-lens-protocol-b523d56f1d7f
[1] https://www.youtube.com/watch?v=oBL-mhy69h8

[1] https://phaver.app.link/nassuba
[1] https://twitter.com/M6Labs/status/1600077710067257344
[1] https://lenster.xyz/

Top URLs in Tweet in G3:
[8] https://memgraph.com/blog/how-to-visualize-a-social-network-in-python-with-a-graph-database
[2] https://networks.skewed.de/net/flickr_aminer
[2] http://eepurl.com/ifvCcP
[2] https://twitter.com/nanduanilal/status/1601253647345913856
[2] https://www.brandbucket.com/names/race.ly?source=ext
[2] https://www.afternic.com:443/forsale/government.io?utm_source=TDFS_DASLNC&utm_medium=DASLNC&utm_campaign=TDFS_DASLNC&traffic_type=TDFS_DASLNC&traffic_id=daslnc&
[2] http://Health.ly
[1] https://twitter.com/MichaelGuimarin/status/1597318788227092480
[1] https://www.jwz.org/blog/2022/11/psa-do-not-use-services-that-hate-the-internet/?s=09
[1] https://digitaleditions.telegraph.co.uk/data/1170/reader/reader.html?social

Top URLs in Tweet in G4:
[3] https://link3.to/cryptofood
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://link3.to/northlane
[1] https://hackmd.io/@farcasterxyz/HkcscxJ8i
[1] https://link3.to/cartman
[1] https://link3.to/movewallet

Top URLs in Tweet in G5:
[1] https://www.youtube.com/watch?v=E_iJb-ynqzI&feature=youtu.be

[1] https://wikidata-truthy.demo.openlinksw.com/sparql?default-graph-uri=http%3A%2F%2Fwww.wikidata.org%2F&query=SELECT+DISTINCT+%3Fthing+%3Ftwitter+%3FtwitterPage+%3Fmastodon+%3FmastodonPage%0D%0AWHERE+%7B%0D%0A++++++++++++++++%3Fthing+wdt%3AP2002+%3Ftwitter+%3B+wdt%3AP4033+%3Fmastodon+.%0D%0A++++++++++++++++BIND+%28IRI%28CONCAT%28%27https%3A%2F%2Ftwitter.com%2F%27%2C%3Ftwitter%29+%29+AS+%3FtwitterPage%29%0D%0A++++++++++++++++BIND+%28IRI%28CONCAT%28%27https%3A%2F%2Fmastodon.social%2F%27%2C%27%40%27%2C%3Fmastodon%29+%29+AS+%3FmastodonPage%29%0D%0A++++++++++++++++%0D%0A%7D+%0D%0AORDER+BY+ASC%28%3Ftwitter%29&format=text%2Fhtml&timeout=0&signal_void=on
[1] https://linkeddata.uriburner.com/sparql?default-graph-uri=&query=DEFINE+get%3Aaccept+%22application%2Factivity%2Bjson%22%0D%0ADEFINE+get%3Asoft+%22soft%22%0D%0A%0D%0A%23+DEFINE+get%3Asoft+%22soft%22+%0D%0ASELECT+%28SAMPLE%28%3Fs%29+AS+%3FEntityID%29+%0D%0A+++++++%28COUNT%28*%29+AS+%3Fcount%29+%0D%0A+++++++%28%3Fo+AS+%3FEntityTypeID%29+%0D%0AFROM+%3Chttps%3A%2F%2Fmastodon.social%2Fusers%2Fkidehen%2Fstatuses%2F109469456176756543%3E%0D%0AWHERE+%7B+%0D%0A++++++++%3Fs+a+%3Fo+.+%0D%0A++++++++FILTER+%28CONTAINS%28STR%28%3Fo%29%2C%22schema.org%22%29%29%0D%0A++++++++FILTER+%28isIRI%28%3Fs%29%29%0D%0A++++++++FILTER+%28isIRI%28%3Fo%29%29%0D%0A++++++%7D+%0D%0AGROUP+BY+%3Fo+%0D%0AORDER+BY+DESC+%28%3Fcount%29+%0D%0ALIMIT+50+%0D%0A%0D%0A%0D%0A%0D%0A&should-sponge=&format=text%2Fx-html%2Btr&timeout=30000
[1] https://linkeddata.uriburner.com/sparql?default-graph-uri=&query=DEFINE+get%3Aaccept+%22application%2Frss%2Bxml%22%0D%0ADEFINE+get%3Asoft+%22soft%22%0D%0A%0D%0A%23+DEFINE+get%3Asoft+%22soft%22+%0D%0ASELECT+%28SAMPLE%28%3Fs%29+AS+%3FEntityID%29+%0D%0A+++++++%28COUNT%28*%29+AS+%3Fcount%29+%0D%0A+++++++%28%3Fo+AS+%3FEntityTypeID%29+%0D%0AFROM+%3Chttps%3A%2F%2Fmastodon.social%2F%40kidehen%3E%0D%0AWHERE+%7B+%0D%0A++++++++%3Fs+a+%3Fo+.+%0D%0A++++++++FILTER+%28CONTAINS%28STR%28%3Fo%29%2C%22schema.org%22%29%29%0D%0A++++++++FILTER+%28isIRI%28%3Fs%29%29%0D%0A++++++++FILTER+%28isIRI%28%3Fo%29%29%0D%0A++++++%7D+%0D%0AGROUP+BY+%3Fo+%0D%0AORDER+BY+DESC+%28%3Fcount%29+%0D%0ALIMIT+50+%0D%0A%0D%0A%0D%0A%0D%0A&should-sponge=&format=text%2Fx-html%2Btr&timeout=30000
[1] https://twitter.com/WhaleSharkETH/status/1597818666716114950

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[61] machinelearning
[45] ml
[41] graph
[38] barchart
[38] information
[38] stem
[38] bigdata
[32] web3
[16] sappartners
[15] mexc



Top Hashtags in Tweet in G2:
[12] web3
[6] retroactive
[6] airdrop
[6] lens
[3] polygon
[2] alphainsiders
[1] aave
[1] socialfi
[1] brise
[1] syscoin

Top Hashtags in Tweet in G3:
[9] memgraph
[8] python
[8] docker
[8] flask
[8] d3js
[5] social
[5] web3
[4] news
[4] es
[3] crypto

Top Hashtags in Tweet in G4:
[6] cyberconnect
[5] link3
[1] lens
[1] lensprotocol
[1] farcaster
[1] socialfi
[1] web3
[1] socialgraph
[1] mw
[1] buidl

Top Hashtags in Tweet in G5:
[4] wikidata
[3] fediverse
[2] rss
[2] hyperlink
[2] sparql
[2] virtuosordbms
[1] mastodon
[1] knowledgegraph
[1] semanticweb
[1] web30

Top Hashtags in Tweet in G10:
[7] mexc
[3] mexcglobal
[2] binance
[1] cex
[1] bybit

Top Words
Top Words in Tweet in Entire Graph:
[2767] social
[2039] graph
[1422] lens
[800] protocol
[746] web3
[543] networks
[496] backed
[495] guide
[492] transforming
[492] brightest

Top Words in Tweet in G1:
[924] lens
[920] social
[465] protocol
[461] graph
[461] web3
[459] guide
[459] corleonescrypto
[458] brightest
[458] transforming
[458] airdrop

Top Words in Tweet in G2:
[397] social
[307] graph
[274] lens
[255] lensprotocol
[182] decentralized
[154] composable
[140] lets
[136] access
[134] luck
[134] try

Top Words in Tweet in G3:
[280] graph
[278] social
[64] ø
[34] media
[34] protocol
[31] data
[31] needs
[31] ù
[31] twitter
[30] power

Top Words in Tweet in G4:
[234] ãƒ
[90] social
[82] graph
[62] cyberconnecthq
[52] link3to
[33] galxe
[32] crypto___baby
[24] web3
[18] œäººæ
[18] lâ

Top Words in Tweet in G5:
[37] social
[35] graph
[19] elonmusk
[17] twitter
[13] one
[11] continue
[10] followers
[9] content
[7] using
[7] mastodon

Top Words in Tweet in G6:
[69] davetroy
[56] yes
[56] messages
[56] everyone
[56] knows
[56] reply
[56] become
[56] public
[56] easily
[56] guys

Top Words in Tweet in G7:
[63] wish
[63] meeting
[63] graph
[63] social
[63] youâ
[63] luck
[63] hope
[63] ready
[63] go
[63] re

Top Words in Tweet in G8:
[105] social
[53] graph
[53] composable
[52] lens
[52] decentralized
[51] developers
[51] next
[51] generation
[51] make
[51] enabling

Top Words in Tweet in G9:
[142] protocol
[102] social
[101] lens
[51] graph
[50] web3
[50] stanikulechov
[48] thesis
[47] novel
[47] built
[46] crypto_mckenna

Top Words in Tweet in G10:
[88] social
[59] graph
[33] web3
[32] users
[32] sharing
[30] monetize
[30] establish
[28] referrals
[28] formation
[28] community

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1500] social,graph
[705] lens,protocol
[657] web3,social
[552] protocol,web3
[520] social,networks
[492] networks,backed
[492] graph,transforming
[492] backed,brightest
[492] transforming,social
[491] guide,lens

Top Word Pairs in Tweet in G1:
[465] lens,protocol
[461] protocol,web3
[461] social,graph
[458] backed,brightest
[458] graph,transforming
[458] web3,social
[458] social,networks
[458] networks,backed
[458] guide,lens
[458] lens,airdrop

Top Word Pairs in Tweet in G2:
[298] social,graph
[171] decentralized,social
[147] composable,decentralized
[142] lensprotocol,composable
[140] graph,lets
[136] lens,lensprotocol
[134] receive,access
[134] try,luck
[134] access,lens
[134] luck,receive

Top Word Pairs in Tweet in G3:
[176] social,graph
[31] social,media
[30] ø,ø
[28] graph,needs
[20] tm,power
[18] ù,ø
[16] open,graph
[16] ø,ù
[15] lens,protocol
[12] graph,protocol

Top Word Pairs in Tweet in G4:
[180] ãƒ,ãƒ
[82] social,graph
[18] ç,åœ
[18] graph,protocolã
[18] galxe,link3to
[18] web3,social
[18] ãƒ,æ
[18] ªã,ãƒ
[18] ãƒ,ðÿœÿ
[18] crypto___baby,2å

Top Word Pairs in Tweet in G5:
[25] social,graph
[6] mastodon,server
[6] portable,social
[5] server,going
[5] few,followers
[5] checkmark,twitter
[5] anything,gain
[5] continue,collect
[5] gain,continue
[5] going,cost

Top Word Pairs in Tweet in G6:
[56] become,public
[56] reply,guys
[56] messages,œsecureâ
[56] easily,become
[56] knows,messages
[56] œsecureâ,easily
[56] everyone,knows
[56] yes,reply
[56] public,obviously
[56] guys,everyone

Top Word Pairs in Tweet in G7:
[63] youâ,re
[63] wish,luck
[63] social,meeting
[63] hope,youâ
[63] meeting,graph
[63] re,ready
[63] go,social
[63] luck,hope
[63] graph,wish
[62] orangebowl,go

Top Word Pairs in Tweet in G8:
[53] social,graph
[51] generation,social
[51] next,generation
[51] make,next
[51] lens,protocol
[51] composable,social
[51] enabling,developers
[51] graph,enabling
[51] decentralized,composable
[51] developers,make

Top Word Pairs in Tweet in G9:
[94] lens,protocol
[51] social,graph
[49] web3,social
[48] social,thesis
[47] protocol,novel
[47] built,stanikulechov
[47] thesis,lens
[47] novel,social
[47] protocol,web3
[47] graph,protocol

Top Word Pairs in Tweet in G10:
[59] social,graph
[30] web3,social
[30] users,establish
[30] establish,monetize
[30] graph,sharing
[28] referrals,users
[28] community,formation
[28] monetize,web3
[28] social,referrals
[27] leveraged,social

Top Replied-To
Top Replied-To in Entire Graph:
@tomhfh
@link3to
@elonmusk
@binance
@lensprotocol
@whacknicholson
@callmelatasha
@phaverapp
@cryptojack
@carnage4life

Top Replied-To in G2:
@lensprotocol
@callmelatasha
@phaverapp
@dabit3
@binance
@ladidaix
@patrickalphac
@questbookapp
@ttrader242
@christafarious

Top Replied-To in G3:

Top Replied-To in G4:
@link3to
@stackatron
@camillionaire_m
@cyberconnecthq

Top Replied-To in G5:
@elonmusk
@truepersonsma
@mtaibbi
@ensmaxisnft
@theckman
@jason
@mscylycemurdock
@stargoylelex
@0x796
@b_radf

Top Replied-To in G8:
@konnektrhq

Top Replied-To in G10:
@cryptojack
@binance
@_tokenhunter
@bscgemsalert
@monsterscoins
@henry_vuquangdu
@officialyibi
@chinapumpwxc
@digifinex
@cryptogems223

Top Mentioned
Top Mentioned in Entire Graph:
@corleonescrypto
@lensprotocol
@alphainsiders
@davetroy
@orangebowl
@cyberconnecthq
@stanikulechov
@patrickalphac
@crypto_mckenna
@link3to

Top Mentioned in G1:
@corleonescrypto

Top Mentioned in G2:
@lensprotocol
@alphainsiders
@corleonescrypto
@phaverapp
@dilliquid
@rishibradoo
@0xpolygon
@callmelatasha
@firstvip61
@stanikulechov

Top Mentioned in G3:
@matteocellini
@michaelguimarin

Top Mentioned in G4:
@cyberconnecthq
@link3to
@galxe
@crypto___baby
@l
@dazuck
@ceramicnetwork
@3boxlabs
@davidlsneider

Top Mentioned in G5:
@elonmusk
@joinmastodon
@desoprotocol
@kidehen
@whalesharketh
@bluesky
@twitter
@wearestori
@jason
@davidsacks

Top Mentioned in G6:
@davetroy

Top Mentioned in G7:
@orangebowl

Top Mentioned in G8:
@patrickalphac
@lensprotocol
@alphainsiders

Top Mentioned in G9:
@stanikulechov
@crypto_mckenna
@lensprotocol
@aaveaave

Top Mentioned in G10:
@hookedprotocol
@binance
@earnalliance
@nfts_hunt
@bitgertbrise
@og_predict
@vrjam_
@medievalempires
@pineprotocol
@omeeio

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@vonrosenchild
@ungubunugu1274
@adekleine
@ksp_libs
@irishtimes
@ml_tweet_bot
@anthropic
@redboybroken
@janattheocean

Top Tweeters in G1:
@iamtejumorlah
@ik_kirei
@masud_basheer
@rc_julin_lens
@baby_kawhi
@sumomonlee
@ryuhyun
@rekt_flipper
@adityapraven
@itsodhiambo_

Top Tweeters in G2:
@mylifeasj
@ladidaix
@callmelatasha
@polygon
@acecool101
@dabit3
@defi_dad
@tkthelegend
@rastab18
@ryansadams

Top Tweeters in G3:
@m157q_news_rss
@first_issues
@roccodallas
@gauravsabnis
@uradn
@gerryoat_bot
@dukestjournal
@matalaz
@jpanzer
@iamstan

Top Tweeters in G4:
@crypto___baby
@suji_yan
@kikuuuuu1
@guzupbekova
@castig
@rahulku079
@10nen1ken
@unic2016
@camillionaire_m
@o0nft

Top Tweeters in G5:
@aidjr
@415holgate
@aniyomechan
@egonwillighagen
@heritage
@kidehen
@crlamke
@_filtv_
@igb
@gartmartin9

Top Tweeters in G6:
@ungubunugu1274
@adekleine
@ksp_libs
@janattheocean
@gyggy
@eclectelectric
@caz5697
@textifyer59
@dio7genes
@trotdarrow

Top Tweeters in G7:
@olewtv
@hutchersonya
@christinatippen
@mtomdem
@sportsjunkie94
@samrobertswx
@amerine1000
@memoytortas
@denzell_of_nsh
@braves_jacob

Top Tweeters in G8:
@jeffalomaniac
@yumatrades
@chainyoda
@ghanshy30561424
@benjaminjwhitby
@kazani351
@patrickalphac
@withmetallica
@mostoddsoul
@bartezz19

Top Tweeters in G9:
@iswagmi
@germakaveli
@b1_blank
@_iamvalentino
@crypto_mckenna
@nicocapital
@htun59879572
@stanikulechov
@ryanrsj27
@traxmehul

Top Tweeters in G10:
@binance
@cina656
@iedawobetoreal
@smartcryptonew1
@whalesmetaverse
@bitrueofficial
@bscgemsalert
@digifinex
@sergio87200178
@cryptogems223


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