social graph, Twitter, 12/7/2022 10:35:06 AM, 285705


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social graph_2022-12-06_20-48-00.xlsx
social graph_2022-12-06_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 07, 2022
Short Description:
social graph via NodeXL https://bit.ly/3W0IxYv
@corleonescrypto
@lensprotocol
@taurusbsc88
@elonmusk
@chindu_grey
@yanivgraph
@graphprotocol
@kindeckapp
@marionawfal
@mondragonpalace

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

Description:
Description
The graph represents a network of 2,889 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 December 2022 at 04:49 UTC.

The requested start date was Wednesday, 07 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, 58-minute period from Wednesday, 23 November 2022 at 01:08 UTC to Tuesday, 06 December 2022 at 18:06 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 : 2889
Unique Edges : 1777
Edges With Duplicates : 3632
Total Edges : 5409
Number of Edge Types : 5
Tweet : 496
Retweet : 1648
MentionsInRetweet : 2245
Replies to : 363
Mentions : 657
Self-Loops : 513
Reciprocated Vertex Pair Ratio : 0.0113012592831773
Reciprocated Edge Ratio : 0.0223499361430396
Connected Components : 539
Single-Vertex Connected Components : 225
Maximum Vertices in a Connected Component : 1355
Maximum Edges in a Connected Component : 3163
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.987562
Graph Density : 0.000375385093328501
Modularity : 0.56138
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,889 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 December 2022 at 04:49 UTC.

The requested start date was Wednesday, 07 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, 58-minute period from Wednesday, 23 November 2022 at 01:08 UTC to Tuesday, 06 December 2022 at 18:06 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:
[14] https://memgraph.com/blog/how-to-visualize-a-social-network-in-python-with-a-graph-database
[7] https://towardsdatascience.com/denoising-diffusion-generative-models-in-graph-ml-c496af5811c5?source=social.tw
[5] http://volweb2.utk.edu/~gavrila/postdoc_ad.html
[4] https://talently.app/
[3] https://towardsdatascience.com/graphs-with-python-overview-and-best-libraries-a92aa485c2f8?source=social.tw
[3] https://towardsdatascience.com/towards-geometric-deep-learning-iv-chemical-precursors-of-gnns-11273d74125?source=social.tw
[3] https://towardsdatascience.com/graph-machine-learning-icml-2022-252f39865c70?source=social.tw
[3] https://twitter.com/divine_economy/status/1597257289324724224
[3] https://post.news/?r=
[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&

Top URLs in Tweet in G2:
[4] https://talently.app/
[2] https://twitter.com/divine_economy/status/1597257289324724224
[1] https://mirror.xyz/lensprotocol.eth/pIzwjs9uhH8eSS1Bx0K1r-3iHEgLlBt6ruPXcEJe0S0
[1] https://twitter.com/M6Labs/status/1600077710067257344
[1] https://twitter.com/scott_lew_is/status/1599194399077851138
[1] https://fil-bangalore.io/
[1] https://form.waitlistpanda.com/go/FDPtEKZ1O0rHO6EOCVnj?ref=j1MR60RS9w1uRXP2Bjpb
[1] https://medium.com/@P00LS/pencil-drop-15-lens-protocol-8269b70226af
[1] https://twitter.com/KindeckApp/status/1596156268057608192
[1] https://twitter.com/StaniKulechov/status/1592479687137456128

Top URLs in Tweet in G3:
[14] https://memgraph.com/blog/how-to-visualize-a-social-network-in-python-with-a-graph-database
[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] https://networks.skewed.de/net/flickr_aminer
[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&
[1] https://sigmoid.social/@hal/109389647341556477
[1] https://deepscienceventures.com/content/the-outcomes-graph-2
[1] https://www.socialmediatoday.com/news/social-media-tiktok-is-entertainment/637087/
[1] https://nos.nl/artikel/2453705-minder-huurwoningen-met-slecht-energielabel-maar-tempo-verduurzaming-moet-omhoog

Top URLs in Tweet in G4:
[3] https://post.news/?r=
[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://twitter.com/nptacek/status/1519088301818404865
[1] https://post.news/
[1] https://news.harvard.edu/gazette/story/2022/11/is-there-method-to-musks-madness-on-twitter/

Top URLs in Tweet in G5:
[1] https://twitter.com/yanivgraph/status/1595441020354940935

Top URLs in Tweet in G7:
[1] https://mirror.xyz/cyberlab.eth/J9dopHDCRw2UNXkIKmen1Rj0BwDP2bgwygVSCLt-4Nc
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://link3.to/cartman
[1] https://link3.to/movewallet
[1] https://cyberconnect.me/
[1] https://www.youtube.com/watch?v=N58t0bDVbws&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[54] twitter.com
[18] sap.com
[16] medium.com
[16] towardsdatascience.com
[15] memgraph.com
[6] trib.al
[6] youtube.com
[6] post.news
[6] com.au
[5] utk.edu

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

Top Domains in Tweet in G3:
[18] twitter.com
[15] memgraph.com
[6] com.au
[6] medium.com
[4] skewed.de
[3] ambcrypto.com
[2] sigmoid.social
[2] socialmediatoday.com
[2] substack.com
[2] co.uk

Top Domains in Tweet in G4:
[4] post.news
[1] openlinksw.com
[1] twitter.com
[1] harvard.edu

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G7:
[2] mirror.xyz
[2] link3.to
[1] cyberconnect.me
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[54] ml
[50] machinelearning
[47] graph
[39] barchart
[39] information
[39] stem
[39] bigdata
[21] sappartners
[20] web3
[18] memgraph



Top Hashtags in Tweet in G2:
[6] retroactive
[6] airdrop
[6] lens
[2] lensprotocol
[2] infrastructure
[1] filbangalore
[1] nft
[1] web3
[1] lensverse
[1] silotherisk

Top Hashtags in Tweet in G3:
[18] memgraph
[11] python
[11] docker
[11] flask
[11] d3js
[5] graph
[4] web3
[4] social
[4] news
[4] es

Top Hashtags in Tweet in G4:
[3] wikidata
[1] bsd
[1] powermove

Top Hashtags in Tweet in G5:
[1] zerotodapp
[1] ethindia

Top Hashtags in Tweet in G7:
[2] link3
[2] cyberconnect
[1] mw
[1] buidl
[1] movelang
[1] crypto
[1] web3
[1] sm

Top Hashtags in Tweet in G9:
[9] mexc
[2] mexcglobal
[1] binance
[1] bybit

Top Words
Top Words in Tweet in Entire Graph:
[3052] social
[2198] graph
[1581] lens
[1050] protocol
[942] web3
[699] networks
[574] guide
[573] backed
[569] transforming
[569] brightest

Top Words in Tweet in G1:
[1130] lens
[1124] social
[570] protocol
[564] graph
[564] web3
[562] corleonescrypto
[560] guide
[559] brightest
[559] transforming
[559] airdrop

Top Words in Tweet in G2:
[576] social
[397] protocol
[379] lens
[336] graph
[206] lensprotocol
[206] web3
[131] built
[130] stanikulechov
[120] thesis
[119] novel

Top Words in Tweet in G3:
[351] graph
[350] social
[78] twitter
[47] nft
[45] state
[45] seen
[41] cryptocurrency
[38] web3
[37] data
[34] protocol

Top Words in Tweet in G4:
[56] social
[54] graph
[30] elonmusk
[26] twitter
[8] joshtpm
[7] people
[7] seems
[6] davidclinchnews
[6] actually
[6] sure

Top Words in Tweet in G5:
[83] graph
[80] substreams
[80] network
[80] data
[80] firehose
[79] don
[79] yanivgraph
[79] integrates
[79] file
[79] think

Top Words in Tweet in G6:
[59] wish
[59] meeting
[59] graph
[59] social
[59] luck
[59] hope
[59] ready
[59] go
[59] re
[58] orangebowl

Top Words in Tweet in G7:
[59] social
[56] graph
[41] cyberconnecthq
[30] link3to
[26] galxe
[26] や
[25] protocolについてメモ
[25] 2大web3
[25] ー
[25] などのクレデンシャルデータ関連製品が人気

Top Words in Tweet in G8:
[55] davetroy
[55] yes
[55] messages
[55] everyone
[55] knows
[55] reply
[55] secure
[55] become
[55] public
[55] easily

Top Words in Tweet in G9:
[16] social
[11] hook
[10] graph
[9] #mexc
[8] users
[8] sharing
[6] hookedprotocol
[6] community
[6] web3
[5] monetize

Top Words in Tweet in G10:
[40] rates
[38] look
[38] highest
[38] unemployment
[38] learn
[38] rate
[38] 30s
[38] suicide
[38] prevention
[38] longer

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1626] social,graph
[878] lens,protocol
[795] web3,social
[700] protocol,web3
[600] social,networks
[569] networks,backed
[569] graph,transforming
[569] backed,brightest
[569] transforming,social
[568] guide,lens

Top Word Pairs in Tweet in G1:
[570] lens,protocol
[564] protocol,web3
[564] social,graph
[559] lens,airdrop
[559] backed,brightest
[559] web3,social
[559] guide,lens
[559] airdrop,guide
[559] graph,transforming
[559] social,networks

Top Word Pairs in Tweet in G2:
[336] social,graph
[270] lens,protocol
[177] web3,social
[122] protocol,web3
[120] social,thesis
[119] protocol,novel
[119] novel,social
[119] protocol,built
[119] thesis,lens
[119] built,stanikulechov

Top Word Pairs in Tweet in G3:
[235] social,graph
[41] state,cryptocurrency
[41] cryptocurrency,nft
[41] twitter,seen
[41] nft,twitter
[41] seen,social
[30] social,media
[27] graph,needs
[20] tm,power
[18] web3,social

Top Word Pairs in Tweet in G4:
[44] social,graph
[5] social,media
[4] mastodon,server
[3] those,agree
[3] graph,upfront
[3] live,run
[3] giving,preference
[3] share,social
[3] twitter,except
[3] queries,blog

Top Word Pairs in Tweet in G5:
[80] graph,network
[80] substreams,firehose
[79] don,think
[79] data,sources
[79] network,integrates
[79] networks,file
[79] integrates,substreams
[79] firehose,networks
[79] sources,oracle
[79] yanivgraph,graph

Top Word Pairs in Tweet in G6:
[59] hope,re
[59] wish,luck
[59] social,meeting
[59] meeting,graph
[59] re,ready
[59] go,social
[59] luck,hope
[59] graph,wish
[58] orangebowl,go

Top Word Pairs in Tweet in G7:
[56] social,graph
[25] 2大web3,social
[25] galxe,や
[25] protocolについてメモ,φ
[25] ー,cyberconnecthq
[25] cyberconnecthq,では現在ユーザー数no
[25] graph,protocolについてメモ
[25] や,link3to
[25] φ,ー
[25] link3to,などのクレデンシャルデータ関連製品が人気

Top Word Pairs in Tweet in G8:
[55] easily,become
[55] become,public
[55] public,obviously
[55] messages,secure
[55] guys,everyone
[55] secure,easily
[55] knows,messages
[55] yes,reply
[55] everyone,knows
[55] reply,guys

Top Word Pairs in Tweet in G9:
[10] social,graph
[6] web3,social
[4] formation,highly
[4] graph,sharing
[4] referrals,users
[4] social,referrals
[4] users,establish
[4] establish,monetize
[4] community,formation
[4] highly,leveraged

Top Word Pairs in Tweet in G10:
[38] rates,highest
[38] highest,rate
[38] learn,prevention
[38] prevention,longer
[38] rate,30s
[38] look,suicide
[38] 30s,unemployment
[38] longer,look
[38] suicide,rates
[37] unemployment,hig

Top Replied-To
Top Replied-To in Entire Graph:
@thestalwart
@lensprotocol
@elonmusk
@phaverapp
@carnage4life
@thatguyintech
@0xmert_
@derekmorr
@apotheon
@mattyglesias

Top Replied-To in G2:
@lensprotocol
@kostaszrk
@billionzchinny
@cpkcpk3
@konnektrhq
@binance
@paveldcr
@esclaponr
@rogie
@phaverapp

Top Replied-To in G4:
@elonmusk
@realgeorgehotz
@joshtpm
@davidclinchnews
@anildash
@mcfaul
@stargoylelex
@0x796
@b_radf
@drjbhattacharya

Top Replied-To in G5:
@questbookapp

Top Replied-To in G7:
@phaverapp
@cyberconnecthq

Top Replied-To in G9:
@ibcig
@superexet
@sdramadan4
@cryptoeights
@pinewsupdates
@binance
@lookonchain
@bybit_official
@smartcryptonew1

Top Mentioned
Top Mentioned in Entire Graph:
@corleonescrypto
@lensprotocol
@stanikulechov
@crypto_mckenna
@yanivgraph
@orangebowl
@davetroy
@tripdefi
@cyberconnecthq
@timharford

Top Mentioned in G1:
@corleonescrypto

Top Mentioned in G2:
@lensprotocol
@stanikulechov
@crypto_mckenna
@tripdefi
@dilliquid
@huddle01com
@fabriguespe
@yb_effect
@cascadesz
@curatedx1

Top Mentioned in G3:
@matteocellini
@iamjayakumars
@michaelguimarin
@rj_howes

Top Mentioned in G4:
@elonmusk
@twitter
@joshtpm
@joinmastodon
@davidclinchnews
@noam
@realgeorgehotz
@kidehen
@davidsacks
@xacrify

Top Mentioned in G5:
@yanivgraph
@lensprotocol
@pushprotocol
@graphprotocol
@sriharshag6
@divyamagwl
@gaganagarwal77
@fabriguespe
@linkdotoff
@buidlerstribe

Top Mentioned in G6:
@orangebowl

Top Mentioned in G7:
@cyberconnecthq
@link3to
@galxe
@crypto___baby
@l
@lensprotocol
@solana
@saskasandholm
@yadeedya2291

Top Mentioned in G8:
@davetroy

Top Mentioned in G9:
@hookedprotocol
@hookedprotocoll
@officialyibi
@hridoydas234
@acalanetwork
@trustwallet
@bandprotocol
@isafepal
@dydx
@anchor_protocol

Top Mentioned in G10:
@proflappleby

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@derekjohnbryant
@vonrosenchild
@s_total_s2
@ungubunugu1274
@adekleine
@godfrey_g_
@ml_tweet_bot
@shoq
@inpoco

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

Top Tweeters in G2:
@rogie
@today_bigwin1
@oxbabiketu_w1n
@orb
@ariemah53103
@ceceps99win
@drewwilson
@defi_dad
@noviarianto8
@himawarinadine

Top Tweeters in G3:
@m157q_news_rss
@roccodallas
@gauravsabnis
@uradn
@janeruffino
@gerryoat_bot
@dukestjournal
@urbster
@pmcg
@iamstan

Top Tweeters in G4:
@jengrimes8
@joshtpm
@anildash
@415holgate
@karaswisher
@conceptualjames
@davidclinchnews
@gammacounter
@egonwillighagen
@heritage

Top Tweeters in G5:
@pukupuyotai
@alchan3ad
@pany1galanis
@cm_knb
@briiitelord
@margibmusic
@bitcoinukpr
@zeldalaw007
@spencernoon
@mexegld

Top Tweeters in G6:
@hutchersonya
@christinatippen
@mtomdem
@sportsjunkie94
@samrobertswx
@amerine1000
@memoytortas
@denzell_of_nsh
@braves_jacob
@jacobgross_732

Top Tweeters in G7:
@crypto___baby
@kikuuuuu1
@yellgon_norfolk
@0xmozee4
@guzupbekova
@solana
@unic2016
@mohsendidehban
@hopper255
@bit_king1

Top Tweeters in G8:
@ungubunugu1274
@adekleine
@janattheocean
@gyggy
@eclectelectric
@caz5697
@textifyer59
@dio7genes
@trotdarrow
@aunty__em

Top Tweeters in G9:
@satoshiflipper
@binance
@traderrocko
@smartcryptonew1
@bitrueofficial
@hridoydas234
@bybit_official
@luncdao
@lunaclassichq
@traderjoe_xyz

Top Tweeters in G10:
@nuwandiss
@allwillbewell54
@tonyr2011
@lovebillybragg
@institutehpe
@daverackliff
@braziermary
@rathfelder
@leoschilbach
@proflappleby


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