social graph, Twitter, 11/16/2022 11:57:14 AM, 284560


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social graph_2022-11-15_20-48-00.xlsx
social graph_2022-11-15_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 16, 2022
Short Description:
social graph via NodeXL https://bit.ly/3g47qDG
@crypto_mckenna
@stanikulechov
@joinmastodon
@lensprotocol
@elonmusk
@grafana
@aaronkrol
@defi_dad
@twitter
@arthur_mt_

Top hashtags:
#phlare
#cyberconnect
#ml
#graph
#decentralised
#machinelearning
#barchart

Description:
Description
The graph represents a network of 824 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, 16 November 2022 at 04:48 UTC.

The requested start date was Wednesday, 16 November 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 1-day, 16-hour, 55-minute period from Wednesday, 02 November 2022 at 01:02 UTC to Thursday, 03 November 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 : 824
Unique Edges : 585
Edges With Duplicates : 1203
Total Edges : 1788
Number of Edge Types : 5
Retweet : 589
MentionsInRetweet : 957
Tweet : 77
Replies to : 55
Mentions : 110
Self-Loops : 80
Reciprocated Vertex Pair Ratio : 0.000902527075812274
Reciprocated Edge Ratio : 0.0018034265103697
Connected Components : 99
Single-Vertex Connected Components : 30
Maximum Vertices in a Connected Component : 293
Maximum Edges in a Connected Component : 880
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.126317
Graph Density : 0.00163532659344808
Modularity : 0.533297
NodeXL Version : 1.0.1.507
Data Import : The graph represents a network of 824 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, 16 November 2022 at 04:48 UTC.

The requested start date was Wednesday, 16 November 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 1-day, 16-hour, 55-minute period from Wednesday, 02 November 2022 at 01:02 UTC to Thursday, 03 November 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:
[4] https://towardsdatascience.com/exploring-graph-cellular-automata-c9d22b4abe42?source=social.tw
[3] https://social.technet.microsoft.com/wiki/contents/articles/53583.power-automate-flow-calling-ms-graph-api.aspx
[2] https://networks.skewed.de/net/livejournal_aminer
[1] https://builtin.com/founders-entrepreneurship/stop-doomscrolling
[1] http://Gender.io
[1] https://web5.bio/
[1] https://next.id/
[1] https://twitter.com/soalexgoes/status/1585795494478913536
[1] https://twitter.com/realmasknetwork/status/1588150279349841920
[1] https://cyberconnect.me/

Top URLs in Tweet in G1:
[1] https://twitter.com/Crypto_McKenna/status/1587850082845691911?s=20&t=uGfq2z8J2MyvfnnPc6ANdw

Top URLs in Tweet in G3:
[1] https://twitter.com/soalexgoes/status/1585795494478913536
[1] https://open.substack.com/pub/on/p/the-problem-isnt-that-elon-musk-owns?r=15iqen&utm_campaign=post&utm_medium=email
[1] https://discuss.logseq.com/t/specification-for-public-graph-discovery-decentralized-social-network-on-logseq/8067/27?u=sindoc
[1] https://www.raphtory.com/
[1] https://scholar.google.com/citations?view_op=view_citation&hl=en&user=gkA7zvoAAAAJ&citation_for_view=gkA7zvoAAAAJ:RgznTc0nqo4C

Top URLs in Tweet in G4:
[1] https://grafana.com/blog/2022/11/02/announcing-grafana-phlare-oss-continuous-profiling-database/?mdm=social

Top URLs in Tweet in G5:
[1] https://www.lensfrens.xyz/teleyinex.lens

Top URLs in Tweet in G6:
[2] https://networks.skewed.de/net/livejournal_aminer
[1] https://twitter.com/omooretweets/status/1587463514104397826
[1] https://buff.ly/3FlQLFM
[1] https://www.lens.xyz/
[1] https://twitter.com/defi_dad/status/1587515344419274753
[1] https://rdcu.be/cYOzn
[1] https://rdcu.be/cYMoO
[1] http://www.cs.cmu.edu/~dunja/LinkKDD2004/Maitrayee-Mukherjee-LinkKDD-2004.pdf
[1] https://twitter.com/mimyungkk/status/1587587741306572806
[1] https://link.springer.com//article/10.1007/s00371-021-02244-w

Top URLs in Tweet in G8:
[1] https://cyberconnect.me/
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[46] phlare
[18] cyberconnect
[10] ml
[8] graph
[7] decentralised
[7] machinelearning
[7] barchart
[7] information
[7] stem
[7] bigdata



Top Hashtags in Tweet in G1:
[1] cplensprotocol

Top Hashtags in Tweet in G3:
[1] gdpr
[1] hashtag

Top Hashtags in Tweet in G4:
[46] phlare

Top Hashtags in Tweet in G5:
[1] web3
[1] blockchain
[1] hackathon
[1] crypto
[1] devs
[1] lens

Top Hashtags in Tweet in G6:
[2] social
[1] gamedev
[1] halloween
[1] dami
[1] patterns
[1] research
[1] datamining
[1] graph
[1] memgraph
[1] python

Top Hashtags in Tweet in G8:
[18] cyberconnect
[7] decentralised
[1] metaverse
[1] web3
[1] caduceus

Top Hashtags in Tweet in G10:
[1] solana
[1] nfts
[1] nft
[1] nftgiveaway
[1] nftgiveaways
[1] nftcommunity
[1] solanagiveaways

Top Words
Top Words in Tweet in Entire Graph:
[830] social
[811] protocol
[563] lens
[516] graph
[296] web3
[279] tâ
[275] crypto_mckenna
[271] built
[264] thesis
[261] stanikulechov

Top Words in Tweet in G1:
[777] protocol
[550] social
[529] lens
[277] graph
[270] crypto_mckenna
[261] web3
[257] thesis
[256] stanikulechov
[256] built
[255] novel

Top Words in Tweet in G2:
[120] server
[120] mastodon
[119] except
[119] twitter
[119] blue
[119] looks
[119] paying
[119] going
[119] checkmark
[119] hosting

Top Words in Tweet in G3:
[32] elonmusk
[21] twitter
[20] one
[18] intention
[18] year
[17] certify
[17] giving
[17] each
[17] 100
[17] more

Top Words in Tweet in G4:
[92] grafana
[46] highly
[46] announcing
[46] share
[46] source
[46] horizontally
[46] excited
[46] #phlare
[46] available
[46] database

Top Words in Tweet in G5:
[42] social
[31] lens
[29] graph
[24] lensprotocol
[22] ðÿœ
[17] protocol
[16] decentralized
[14] composable
[10] web3
[10] integration

Top Words in Tweet in G6:
[44] graph
[42] social
[15] twitter
[8] user
[7] network
[6] data
[5] needs
[5] power
[5] users
[4] nft

Top Words in Tweet in G7:
[23] iâ
[23] trouble
[23] social
[23] alternative
[23] being
[23] sites
[23] dennismy24
[23] inundated
[23] understand
[23] counter

Top Words in Tweet in G8:
[23] social
[22] graph
[19] cyberconnecthq
[18] #cyberconnect
[18] partnership
[17] caduceus_cmp
[13] decentralized
[12] protocol
[10] helpsâ
[10] metavers_worlds

Top Words in Tweet in G9:
[18] rise
[17] graph
[17] gender
[17] exponential
[16] royal
[16] referrals
[16] shocking
[16] hospital
[16] service
[16] children's

Top Words in Tweet in G10:
[26] price
[14] smart
[14] money
[13] stats
[13] received
[13] charts
[13] updates
[13] collection
[13] utilities
[13] crypto

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[531] lens,protocol
[423] social,graph
[274] web3,social
[273] graph,protocol
[264] crypto_mckenna,lens
[262] social,thesis
[260] protocol,novel
[260] thesis,lens
[260] built,stanikulechov
[260] novel,social

Top Word Pairs in Tweet in G1:
[519] lens,protocol
[277] social,graph
[261] web3,social
[259] crypto_mckenna,lens
[257] social,thesis
[255] protocol,novel
[255] protocol,built
[255] built,stanikulechov
[255] graph,protocol
[255] thesis,lens

Top Word Pairs in Tweet in G2:
[120] mastodon,server
[119] less,paying
[119] server,going
[119] paying,blue
[119] twitter,except
[119] blue,checkmark
[119] going,cost
[119] looks,hosting
[119] hosting,mastodon
[119] cost,less

Top Word Pairs in Tweet in G3:
[17] year,elonmusk
[17] 100,each
[17] giving,100
[17] intention,giving
[17] each,year
[17] one,more
[17] identity,one
[17] elonmusk,certify
[17] certify,identity
[16] henriverdier,intention

Top Word Pairs in Tweet in G4:
[46] share,open
[46] excited,share
[46] available,database
[46] announcing,grafana
[46] source,horizontally
[46] highly,available
[46] #phlare,excited
[46] grafana,#phlare
[46] open,source
[46] horizontally,scalable

Top Word Pairs in Tweet in G5:
[27] social,graph
[13] decentralized,social
[12] lensprotocol,ðÿœ
[12] composable,decentralized
[12] lens,protocol
[10] ðÿœ,lens
[10] realms,community
[10] opens,realms
[10] lens,composable
[10] integration,lensprotocol

Top Word Pairs in Tweet in G6:
[32] social,graph
[5] graph,needs
[4] seen,social
[4] twitter,seen
[4] state,cryptocurrency
[4] cryptocurrency,nft
[4] nft,twitter
[4] tm,power
[3] social,media
[3] follows,user

Top Word Pairs in Tweet in G7:
[23] iâ,counter
[23] being,inundated
[23] social,trouble
[23] sites,being
[23] understand,alternative
[23] counter,social
[23] alternative,sites
[23] trouble,understand
[23] dennismy24,iâ
[22] inundated,tâ

Top Word Pairs in Tweet in G8:
[22] social,graph
[18] cyberconnecthq,#cyberconnect
[18] partnership,cyberconnecthq
[13] decentralized,social
[12] graph,protocol
[11] caduceus_cmp,partnership
[11] #cyberconnect,decentralized
[10] metavers_worlds,caduceus_cmp
[10] protocol,helpsâ
[7] delighted,announce

Top Word Pairs in Tweet in G9:
[17] exponential,rise
[16] shows,exponential
[16] rise,referrals
[16] children's,hospital
[16] referrals,royal
[16] shocking,graph
[16] royal,children's
[16] graph,shows
[16] hospital,gender
[16] gender,service

Top Word Pairs in Tweet in G10:
[14] smart,money
[13] graph,crypto
[13] price,listed
[13] utilities,received
[13] crypto,price
[13] collection,stats
[13] received,updates
[13] tom,utilities
[13] stats,price
[13] price,charts

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@crypto_mckenna
@stanikulechov
@joinmastodon
@grafana
@elonmusk
@lensprotocol
@lnzyhou
@dennismy24
@cyberconnecthq
@caduceus_cmp

Top Mentioned in G1:
@crypto_mckenna
@stanikulechov
@aaveaave
@lensprotocol

Top Mentioned in G2:
@joinmastodon

Top Mentioned in G3:
@elonmusk
@henriverdier
@twitter
@brave
@brendaneich
@wilfredo_caro
@tumblr
@timbeiko
@bluechoochoo
@muskqu0tes

Top Mentioned in G4:
@grafana

Top Mentioned in G5:
@lensprotocol
@guildxyz
@crypto_mckenna
@stanikulechov
@phaverapp
@fabriguespe
@josy5251
@lensterxyz
@crypto_texan
@easya_app

Top Mentioned in G6:
@raypoetry

Top Mentioned in G7:
@lnzyhou
@dennismy24

Top Mentioned in G8:
@cyberconnecthq
@caduceus_cmp
@metavers_worlds

Top Mentioned in G9:
@lucit00405829

Top Mentioned in G10:
@thomasdao_

Top Tweeters
Top Tweeters in Entire Graph:
@aworldoutofmind
@suthernx
@jsnyder555
@zorro_7ru
@jlownlaw
@alsagone
@ghostdansing
@matbo2
@macsmart31
@thatvdovault

Top Tweeters in G1:
@stablesina
@dabit3
@nogoodtwts
@rsivakov
@ryanfoxeth
@ferenen
@gabscrypto
@loldefi
@hellodavidryan
@kazani351

Top Tweeters in G2:
@suthernx
@zorro_7ru
@jlownlaw
@ghostdansing
@genxjamerican
@mgmglobal
@lilygreenlily
@terrintokyo
@sorakime_
@whimchic

Top Tweeters in G3:
@alsagone
@clancynewyork
@cernovich
@brendaneich
@bluechoochoo
@jjfk1960thru63
@echarpantier
@tumblr
@mflavarini
@semprepelobr

Top Tweeters in G4:
@jacopen
@ripienaar
@dadideo
@marlex
@andrewiiop
@corn3rl0ve
@tvii
@markjmeier
@benjamin_ds
@_nlowe

Top Tweeters in G5:
@defi_dad
@mg
@teleyinex
@crypto_texan
@nextalphaa
@ethglobal
@reza_crypto99
@ravishankerdub1
@succex14
@mrstev3_hc

Top Tweeters in G6:
@jeremyhl
@f_fz
@raypoetry
@jemergence
@articlesbot21
@techideasgen
@jeffthedunker
@photo_graph_x
@netzschleuder
@arsydotorg

Top Tweeters in G7:
@aworldoutofmind
@matbo2
@thatvdovault
@carlyleblkwl18
@auntyalias
@lnzyhou
@kafka1057
@saintsswimmom
@gggthebuddhist
@majoad5

Top Tweeters in G8:
@a901105
@alizarodrigo
@aidannamper
@nia69453109
@h_bit2
@oen123
@livinuschukwue3
@mazidrubbi
@er_362
@jenniferjimena7

Top Tweeters in G9:
@conviction19c
@matthewgreenf11
@jeangenie22
@titchytiger
@lucit00405829
@missdelein2
@rosefashion191
@elliebeads25
@chanab24427700
@danielandrewsmp

Top Tweeters in G10:
@ammr84
@zinthu36182359
@sinjiabe
@ty_onthecomeup
@clarkyd0908
@niknik44444
@jackyjack55
@dgsq59
@nothh9895
@angelxana1


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