social graph, Twitter, 11/30/2022 4:59:30 AM, 285154


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social graph_2022-11-29_20-48-00.xlsx
social graph_2022-11-29_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 30, 2022
Short Description:
social graph via NodeXL https://bit.ly/3OOwMSD
@naval
@elonmusk
@lensprotocol
@robot1066
@lovingnfts
@cobie
@manbeachproject
@stanikulechov
@0xpooor
@desoprotocol

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

Description:
Description
The graph represents a network of 4,716 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, 30 November 2022 at 04:51 UTC.

The requested start date was Wednesday, 30 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 13-day, 16-hour, 13-minute period from Wednesday, 16 November 2022 at 01:35 UTC to Tuesday, 29 November 2022 at 17:48 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 : 4716
Unique Edges : 2736
Edges With Duplicates : 6236
Total Edges : 8972
Number of Edge Types : 5
Retweet : 2874
MentionsInRetweet : 3892
Tweet : 667
Replies to : 561
Mentions : 978
Self-Loops : 686
Reciprocated Vertex Pair Ratio : 0.0093841642228739
Reciprocated Edge Ratio : 0.0185938407902382
Connected Components : 795
Single-Vertex Connected Components : 363
Maximum Vertices in a Connected Component : 1882
Maximum Edges in a Connected Component : 4537
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 6.072882
Graph Density : 0.000232191668083292
Modularity : 0.571091
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,716 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, 30 November 2022 at 04:51 UTC.

The requested start date was Wednesday, 30 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 13-day, 16-hour, 13-minute period from Wednesday, 16 November 2022 at 01:35 UTC to Tuesday, 29 November 2022 at 17:48 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:
[12] http://volweb2.utk.edu/~gavrila/postdoc_ad.html
[10] https://www.symplur.com/healthcare-social-graph-score/
[10] https://datasci.social/@estebanmoro/109370591683609825
[7] https://medium.com/@popsteam/the-graph-grt-staking-guide-d8392814de39
[4] https://towardsdatascience.com/denoising-diffusion-generative-models-in-graph-ml-c496af5811c5?source=social.tw
[4] https://towardsdatascience.com/fastgraphml-a-low-code-framework-to-accelerate-the-graph-machine-learning-model-development-9a43863299f?source=social.tw
[4] https://fedifinder.glitch.me/
[4] https://talently.app/
[4] https://thegraph.com/docs/en/
[4] https://debirdify.pruvisto.org/

Top URLs in Tweet in G1:
[1] https://www.platformer.news/p/why-some-tech-ceos-are-rooting-for?publication_id=7976&post_id=87389087&isFreemail=false

Top URLs in Tweet in G2:
[4] https://talently.app/
[2] https://twitter.com/divine_economy/status/1597257289324724224
[1] https://www.youtube.com/watch?v=HABKbIrkFHs&t=20m22s&feature=youtu.be

[1] https://mirror.xyz/lensprotocol.eth/pIzwjs9uhH8eSS1Bx0K1r-3iHEgLlBt6ruPXcEJe0S0
[1] https://twitter.com/StaniKulechov/status/1592479687137456128
[1] https://lenster.xyz/u/silofinance.lens
[1] https://medium.com/encode-club/next-video-build-introduction-to-full-stack-web3-social-with-lens-protocol-and-next-js-77c5d6c9e6f3?source=friends_link&sk=27ffd9da4ca65cda8f9a48e619e5aafd
[1] https://fil-bangalore.io/
[1] https://lu.ma/PolygonGuildLucknow
[1] https://levychain.substack.com/p/the-creators-ultimate-guide-to-web3?r=62qb9&utm_campaign=post&utm_medium=web

Top URLs in Tweet in G3:
[3] https://debirdify.pruvisto.org/
[3] https://twitter.com/naval/status/1594017314927566848
[3] https://towardsdatascience.com/denoising-diffusion-generative-models-in-graph-ml-c496af5811c5?source=social.tw
[3] https://towardsdatascience.com/fastgraphml-a-low-code-framework-to-accelerate-the-graph-machine-learning-model-development-9a43863299f?source=social.tw
[2] https://twitter.com/marcan42/status/1592349100942725122
[2] https://datasci.social/@estebanmoro/109370591683609825
[2] https://www.eventbrite.com.au/e/linkurious-lunch-learn-melbourne-cbd-tickets-438837383427?aff=Social
[2] https://www.eventbrite.com.au/e/linkurious-lunch-learn-sydney-cbd-tickets-441432234697?aff=Social
[2] https://www.eventbrite.com.au/e/linkurious-lunch-learn-brisbane-cbd-tickets-443897408097?aff=Social
[2] http://Gender.ly

Top URLs in Tweet in G5:
[3] https://post.news/?r=
[1] https://wt.social/
[1] https://post.news/
[1] https://hive.one/c/bitcoin
[1] https://twitter.com/thesamparr/status/1595799536315793408
[1] https://twitter.com/macieklaskus/status/1591858523603931138?s=20&t=1vKFAWw1Pv3jqF-E1uF0jw
[1] https://news.harvard.edu/gazette/story/2022/11/is-there-method-to-musks-madness-on-twitter/
[1] https://mastodon.social/about
[1] https://toot.community/@jimmyrayreid/109363701865698404
[1] https://twitter.com/signalapp/status/1593678164319997953

Top URLs in Tweet in G7:
[3] https://listfollowers.com/
[1] https://twitter.com/mattblaze/status/1593655145161666560

Top URLs in Tweet in G8:
[2] https://cyberconnect.me/
[1] https://mirror.xyz/cyberlab.eth/J9dopHDCRw2UNXkIKmen1Rj0BwDP2bgwygVSCLt-4Nc
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://www.youtube.com/watch?v=N58t0bDVbws&feature=youtu.be

[1] https://cyberconnect.me
[1] https://link3.to/cryptofood

Top URLs in Tweet in G10:
[2] https://diamondapp.com/
[1] https://twitter.com/themetav3rse/status/1594734564815081474
[1] https://twitter.com/fame_ladies/status/1595613884312096768
[1] https://twitter.com/cb_doge/status/1591999600063582209?s=20&t=je_20pop1yPCZCJS0PEvZQ
[1] https://twitter.com/desoprotocol/status/1525154103571058689

Top Domains
Top Domains in Tweet in Entire Graph:
[88] twitter.com
[21] medium.com
[12] utk.edu
[12] sap.com
[11] post.news
[10] symplur.com
[10] datasci.social
[9] youtube.com
[9] mastodon.social
[8] towardsdatascience.com

Top Domains in Tweet in G1:
[1] platformer.news

Top Domains in Tweet in G2:
[5] twitter.com
[4] talently.app
[3] lens.xyz
[2] youtube.com
[2] medium.com
[1] mirror.xyz
[1] lenster.xyz
[1] fil-bangalore.io
[1] lu.ma
[1] substack.com

Top Domains in Tweet in G3:
[27] twitter.com
[10] sap.com
[6] com.au
[6] towardsdatascience.com
[4] post.news
[4] medium.com
[3] pruvisto.org
[3] mastodon.social
[3] sigmoid.social
[2] springer.com

Top Domains in Tweet in G5:
[4] post.news
[3] twitter.com
[1] wt.social
[1] hive.one
[1] harvard.edu
[1] mastodon.social
[1] toot.community
[1] smrfoundation.org

Top Domains in Tweet in G7:
[3] listfollowers.com
[1] twitter.com

Top Domains in Tweet in G8:
[3] cyberconnect.me
[2] mirror.xyz
[1] youtube.com
[1] link3.to

Top Domains in Tweet in G10:
[4] twitter.com
[2] diamondapp.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[43] cyberconnect
[36] ml
[28] graph
[25] machinelearning
[22] barchart
[22] information
[22] stem
[22] bigdata
[14] web3
[13] ayesha



Top Hashtags in Tweet in G2:
[2] lensprotocol
[2] infrastructure
[1] lensverse
[1] silotherisk
[1] filbangalore
[1] decentralisation
[1] web3social
[1] web3
[1] aave
[1] centralizemenot

Top Hashtags in Tweet in G3:
[9] sappartners
[5] web3
[4] graph
[3] data
[3] socialmedia
[3] mastodon
[3] hdmc
[3] neo4j
[2] social
[2] digifinexairdrop

Top Hashtags in Tweet in G5:
[1] bsd
[1] powermove
[1] atprotocol
[1] web5
[1] winamp
[1] mastodon

Top Hashtags in Tweet in G8:
[43] cyberconnect
[4] link3
[2] web3
[1] crypto
[1] sm
[1] tbw2022

Top Hashtags in Tweet in G10:
[1] nfts
[1] web3
[1] crypto

Top Words
Top Words in Tweet in Entire Graph:
[4293] graph
[3120] social
[1503] twitter
[1053] built
[1015] network
[877] follow
[869] hard
[823] effects
[815] friend
[813] break

Top Words in Tweet in G1:
[1614] graph
[810] twitter
[807] follow
[807] network
[806] effects
[805] friend
[805] incredibly
[805] naval
[805] hard
[805] built

Top Words in Tweet in G2:
[692] social
[596] protocol
[563] lens
[394] graph
[260] lensprotocol
[251] web3
[195] built
[190] stanikulechov
[178] thesis
[178] crypto_mckenna

Top Words in Tweet in G3:
[488] graph
[482] social
[188] twitter
[105] nft
[96] seen
[96] state
[93] cryptocurrency
[54] data
[46] web3
[46] sap

Top Words in Tweet in G4:
[546] showing
[300] social
[298] bestforbritain
[275] graph
[274] security
[273] low
[273] benefits
[273] effect
[273] side
[273] unintended

Top Words in Tweet in G5:
[98] social
[96] graph
[56] elonmusk
[38] twitter
[23] users
[17] identity
[15] account
[14] person
[14] one
[14] bluesky

Top Words in Tweet in G6:
[110] one
[110] country
[110] nets
[110] proud
[110] hunt
[110] comprehensive
[110] live
[110] anywhere
[110] jeremy
[110] safety

Top Words in Tweet in G7:
[77] social
[76] graph
[65] twitter
[45] mastodon
[43] annoying
[43] holes
[43] great
[43] tearing
[43] thing
[43] migration

Top Words in Tweet in G8:
[110] social
[100] graph
[88] cyberconnecthq
[72] link3to
[54] decentralized
[43] #cyberconnect
[39] reached
[39] strategic
[39] partnership
[39] mirgamefi

Top Words in Tweet in G9:
[204] hour
[102] according
[102] start
[102] advantage
[102] graph
[102] take
[102] during
[102] next
[102] usually
[102] down

Top Words in Tweet in G10:
[108] social
[99] content
[90] desoprotocol
[87] creators
[77] graph
[66] monetize
[65] one
[64] day
[62] world
[61] owned

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1706] social,graph
[822] network,effects
[817] follow,graph
[813] friend,graph
[812] twitter,built
[811] built,follow
[811] graph,friend
[810] incredibly,hard
[810] hard,break
[810] break,twitter

Top Word Pairs in Tweet in G1:
[806] network,effects
[806] follow,graph
[805] graph,friend
[805] built,follow
[805] break,twitter
[805] twitter,built
[805] friend,graph
[805] incredibly,hard
[805] effects,incredibly
[805] hard,break

Top Word Pairs in Tweet in G2:
[408] lens,protocol
[393] social,graph
[233] web3,social
[178] social,thesis
[178] graph,protocol
[177] protocol,novel
[177] thesis,lens
[177] crypto_mckenna,lens
[177] protocol,web3
[177] built,stanikulechov

Top Word Pairs in Tweet in G3:
[360] social,graph
[93] state,cryptocurrency
[93] cryptocurrency,nft
[93] twitter,seen
[93] nft,twitter
[93] seen,social
[34] social,media
[24] graph,needs
[21] decentralized,social
[20] web3,social

Top Word Pairs in Tweet in G4:
[274] social,security
[273] graph,showing
[273] showing,low
[273] effect,showing
[273] low,social
[273] side,effect
[273] security,benefits
[273] benefits,unintended
[273] unintended,side
[272] bestforbritain,graph

Top Word Pairs in Tweet in G5:
[76] social,graph
[13] account,portability
[13] accountability,users
[13] portability,person
[13] online,identity
[13] identity,owned
[13] person,online
[13] owned,corporations
[13] corporations,accountability
[12] bluesky,account

Top Word Pairs in Tweet in G6:
[110] comprehensive,safety
[110] nets,anywhere
[110] anywhere,world
[110] jeremy,hunt
[110] live,country
[110] safety,nets
[110] hunt,proud
[110] one,comprehensive
[110] proud,live
[110] country,one

Top Word Pairs in Tweet in G7:
[75] social,graph
[43] mastodon,migration
[43] thing,great
[43] migration,holes
[43] holes,tearing
[43] graph,twitter
[43] great,mastodon
[43] annoying,thing
[43] tearing,social
[42] cstross,annoying

Top Word Pairs in Tweet in G8:
[99] social,graph
[52] decentralized,social
[40] cyberconnecthq,link3to
[39] #cyberconnect,decentralized
[39] partnership,#cyberconnect
[39] strategic,partnership
[39] reached,strategic
[39] mirgamefi,reached
[39] link3to,mirgamefi
[38] defi_eagle,cyberconnecthq

Top Word Pairs in Tweet in G9:
[102] according,graph
[102] hour,take
[102] hour,next
[102] next,hour
[102] take,advantage
[102] slow,down
[102] down,during
[102] during,hour
[102] advantage,start
[102] usually,slow

Top Word Pairs in Tweet in G10:
[77] social,graph
[64] monetize,day
[63] day,one
[63] graph,content
[62] content,monetize
[61] world,creators
[61] creators,owned
[61] owned,social
[61] imagine,world
[60] one,depende

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@thestalwart
@realgeorgehotz
@vgr
@w1nt3r_eth
@mattblaze
@thatguyintech
@0xmert_
@cyberconnecthq
@karaswisher

Top Replied-To in G1:
@naval

Top Replied-To in G2:
@thatguyintech
@lensprotocol
@rafathebuilder
@dwr
@esclaponr
@w1nt3r_eth
@binance
@skplunkerin
@cpkcpk3
@rogie

Top Replied-To in G4:
@bestforbritain

Top Replied-To in G5:
@elonmusk
@karaswisher
@joshtpm
@davidclinchnews
@anildash
@mcfaul
@tylertringas
@pradyuprasad
@zdp189
@brian_armstrong

Top Replied-To in G7:
@mattblaze
@mattdel83
@greeneland
@v0max
@cstross
@marypcbuk
@janakj
@pranavdixit

Top Replied-To in G8:
@cyberconnecthq
@link3to
@bnbchain

Top Replied-To in G10:
@themetav3rse
@mattmickiewicz
@signalnoise
@jamiuwus

Top Mentioned
Top Mentioned in Entire Graph:
@naval
@bestforbritain
@lensprotocol
@stanikulechov
@crypto_mckenna
@basitmahmood91
@hyunjinandme08
@desoprotocol
@cyberconnecthq
@yanivgraph

Top Mentioned in G1:
@naval
@martinsfp
@hadiazouni

Top Mentioned in G2:
@lensprotocol
@stanikulechov
@crypto_mckenna
@huddle01com
@fabriguespe
@tripdefi
@dilliquid
@aaveaave
@yb_effect
@ya7ya

Top Mentioned in G3:
@neilperkin
@kurt
@crisidev
@dbelson
@feustey
@hikari_no_yume
@michaelguimarin
@edsaperia
@matteocellini

Top Mentioned in G4:
@bestforbritain

Top Mentioned in G5:
@elonmusk
@bluesky
@joinmastodon
@twitter
@joshtpm
@jordanbpeterson
@joshcrumb
@noam
@jack
@lucididy

Top Mentioned in G6:
@basitmahmood91
@dr_d_robertson
@bestforbritain

Top Mentioned in G7:
@cstross
@petestrzok
@mattblaze
@mattdel83
@sandofsky
@mechanical_monk
@clancynewyork
@theloopcast
@_alialkhatib
@airlineflyer

Top Mentioned in G8:
@cyberconnecthq
@link3to
@mirgamefi
@defi_eagle
@galxe
@crypto___baby
@l
@axelarcore
@raca_3
@bsc_daily

Top Mentioned in G9:
@hyunjinandme08

Top Mentioned in G10:
@desoprotocol
@wearestori
@investindigital
@themetav3rse
@dharmesh
@iamboredbecky
@rpnickson
@0xnordian

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@jurylady5
@roblwilson
@derekjohnbryant
@vonrosenchild
@dondekojo
@wildwalkerwoman
@guardian
@_ninipeaches
@godfrey_g_

Top Tweeters in G1:
@derekjohnbryant
@dondekojo
@sustain05
@ericmoo91919605
@phatboislym
@gabymenta
@afanumawuko
@alextackie
@weldtowrite
@cartha_of_cfc

Top Tweeters in G2:
@francescociull4
@rogie
@reddit
@matthew_d_green
@today_bigwin1
@oxbabiketu_w1n
@orb
@ariemah53103
@mikedemarais
@hackteen

Top Tweeters in G3:
@nanashrew
@robotbeat
@hongpong
@cedrictillman
@dafloh
@librus107
@gerryoat_bot
@urbster
@lyndonhood
@curiousiguana

Top Tweeters in G4:
@roblwilson
@forumeditor
@tamtamsworld
@philipjtaylor1
@fascinatorfun
@60sleigh
@viewvalley
@neighbour_kx
@girlfuturist
@evelyns51868235

Top Tweeters in G5:
@_ninipeaches
@jengrimes8
@aine
@yourpetcat
@nymphticha
@joshtpm
@eybertd
@anildash
@kcricehill
@stevestreza

Top Tweeters in G6:
@wildwalkerwoman
@frances_coppola
@fiona_fionnagal
@golwgymor
@chiller
@sharpeleven
@boogwinchester
@piyakhanna
@paul_trembath
@catethetwaate

Top Tweeters in G7:
@jurylady5
@johnnydee62
@jwomack
@gabe55gabe
@mrpshropshire
@ppiixx
@marypcbuk
@owenblacker
@nothingsmonstrd
@kat_missouri

Top Tweeters in G8:
@gohsuket
@a901105
@orpia_marygrace
@crypto___baby
@bettyyabut
@ellen_canto9
@cristinabereb15
@rryte21
@rhomjr
@me_yrez

Top Tweeters in G9:
@lovelylixie__
@hannajoona
@i_am_kari31
@wmrochen
@mongmongmy
@hyunjinandme08
@httpeachyy
@ssvenus_
@adelhejda
@ccutie251

Top Tweeters in G10:
@chriswalshaz
@denise13f
@tazethegod
@lehackjames
@wbulime
@signalnoise
@rookstockpicker
@beitmenotyou
@jamiuwus
@zorrogeep