social graph, Twitter, 10/27/2021 11:34:22 AM, 264903


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social graph_2021-10-26_21-04-00.xlsx
social graph_2021-10-26_21-04-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 27, 2021
Short Description:
social graph via NodeXL https://bit.ly/3jGDzQ7
@allergic2masks
@stanikulechov
@fiskantes
@subsocialchain
@cryptocowboyog
@tdatascience
@charlesarthur
@natasa_mf
@digitalspacelab
@origin_trail

Top hashtags:
#thegraph
#lunarshare
#social
#wordpress
#smg
#premium

Description:
Description
The graph represents a network of 1,128 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, 27 October 2021 at 04:05 UTC.

The requested start date was Wednesday, 27 October 2021 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, 17-hour, 12-minute period from Wednesday, 13 October 2021 at 00:46 UTC to Tuesday, 26 October 2021 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 : 1128
Unique Edges : 804
Edges With Duplicates : 691
Total Edges : 1495
Number of Edge Types : 5
MentionsInRetweet : 391
Replies to : 189
Retweet : 272
Tweet : 286
Mentions : 357
Self-Loops : 290
Reciprocated Vertex Pair Ratio : 0.022883295194508
Reciprocated Edge Ratio : 0.0447427293064877
Connected Components : 381
Single-Vertex Connected Components : 146
Maximum Vertices in a Connected Component : 51
Maximum Edges in a Connected Component : 89
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.037217
Graph Density : 0.000703241518624101
Modularity : 0.648336
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,128 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, 27 October 2021 at 04:05 UTC.

The requested start date was Wednesday, 27 October 2021 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, 17-hour, 12-minute period from Wednesday, 13 October 2021 at 00:46 UTC to Tuesday, 26 October 2021 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:
[13] https://www.micahlerner.com/2021/10/13/tao-facebooks-distributed-data-store-for-the-social-graph.html
[11] http://smg.co
[9] https://wptavern.com/branded-social-images-a-new-plugin-for-generating-per-post-open-graph-images?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=branded-social-images-a-new-plugin-for-generating-per-post-open-graph-images
[9] https://wptavern.com/branded-social-images-a-new-plugin-for-generating-per-post-open-graph-images?utm_source=rss&utm_medium=rss&utm_campaign=branded-social-images-a-new-plugin-for-generating-per-post-open-graph-images
[8] https://towardsdatascience.com/structuring-text-with-graph-representations-41dd4f2a3ab3?source=social.tw
[7] http://www.msn.com/en-in/news/newsindia/abnormal-change-in-weather-keeps-experts-guessing-winter-likely-to-arrive-early-this-year/ar-AAPYLwX?ocid=st
[7] https://www.eugenewei.com/blog/2021/9/29/and-you-will-know-us-by-the-company-we-keep
[7] https://wptavern.com/branded-social-images-a-new-plugin-for-generating-per-post-open-graph-images
[6] https://towardsdatascience.com/graph-neural-networks-a-learning-journey-since-2008-python-deep-walk-29c3e31432f?source=social.tw
[4] https://towardsdatascience.com/social-network-analysis-from-theory-to-applications-with-python-d12e9a34c2c7

Top URLs in Tweet in G1:
[11] http://smg.co
[9] https://wptavern.com/branded-social-images-a-new-plugin-for-generating-per-post-open-graph-images?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=branded-social-images-a-new-plugin-for-generating-per-post-open-graph-images
[5] https://www.micahlerner.com/2021/10/13/tao-facebooks-distributed-data-store-for-the-social-graph.html
[4] https://wptavern.com/branded-social-images-a-new-plugin-for-generating-per-post-open-graph-images?utm_source=rss&utm_medium=rss&utm_campaign=branded-social-images-a-new-plugin-for-generating-per-post-open-graph-images
[3] https://networks.skewed.de/net/livejournal_aminer
[2] https://twitter.com/exitthelemming/status/1450220610450337794
[2] https://rssfeeds.cloudsite.builders/2021/10/21/wptavern-branded-social-images-a-new-plugin-for-generating-per-post-open-graph-images/
[2] https://wptavern.com/branded-social-images-a-new-plugin-for-generating-per-post-open-graph-images
[2] https://networks.skewed.de/net/myspace_aminer
[1] https://twitter.com/illandancient/status/1448042423322652676

Top URLs in Tweet in G3:
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.coinbase.com%2Fcoinbase-nft-is-coming-soon-join-the-waitlist-today-for-early-access-cc7bac29fd72%3Fsource%3Dsocial.tw
[1] https://www.eugenewei.com/blog/2021/9/29/and-you-will-know-us-by-the-company-we-keep

Top URLs in Tweet in G4:
[8] https://towardsdatascience.com/structuring-text-with-graph-representations-41dd4f2a3ab3?source=social.tw
[6] https://towardsdatascience.com/graph-neural-networks-a-learning-journey-since-2008-python-deep-walk-29c3e31432f?source=social.tw
[4] https://towardsdatascience.com/social-network-analysis-from-theory-to-applications-with-python-d12e9a34c2c7
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fconstruct-a-biomedical-knowledge-graph-with-nlp-1f25eddc54a0%3Fsource%3Dsocial.tw
[2] https://towardsdatascience.com/construct-a-biomedical-knowledge-graph-with-nlp-1f25eddc54a0?source=social.tw
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fstructuring-text-with-graph-representations-41dd4f2a3ab3%3Fsource%3Dsocial.tw
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-neural-networks-a-learning-journey-since-2008-deep-walk-e424e716070a%3Fsource%3Dsocial.tw

Top URLs in Tweet in G5:
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=264607
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=264499

Top URLs in Tweet in G6:
[1] https://twitter.com/Fiskantes/status/1452194639331663874
[1] https://twitter.com/AaveAave/status/1451132329523613697
[1] https://twitter.com/aaveaave/status/1451132329523613697

Top URLs in Tweet in G7:
[1] https://twitter.com/MarkZilla17/status/1445929415851061255

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[36] thegraph
[27] lunarshare
[13] social
[12] wordpress
[11] smg
[11] premium
[11] brandable
[11] domain
[11] sale
[11] media



Top Hashtags in Tweet in G1:
[33] thegraph
[25] lunarshare
[13] social
[11] smg
[11] premium
[11] brandable
[11] domain
[11] sale
[11] media
[11] ghost

Top Hashtags in Tweet in G4:
[4] socialnetwork
[4] python
[2] deeplearning
[1] 100daysofcode
[1] ai
[1] analytics
[1] artificialintelligence
[1] coding
[1] data
[1] datascience

Top Hashtags in Tweet in G5:
[2] ipres2021
[2] ipres2022
[2] nodexl
[1] gephi
[1] sna
[1] socialnetworks
[1] research
[1] methodology
[1] anthropology
[1] sociology

Top Hashtags in Tweet in G10:
[1] defi
[1] tribeone
[1] nfts
[1] nftartwork
[1] nftartists

Top Words
Top Words in Tweet in Entire Graph:
[859] social
[757] graph
[94] media
[93] data
[90] network
[78] open
[76] images
[68] based
[52] shared
[49] people

Top Words in Tweet in G1:
[320] social
[174] graph
[40] images
[36] shared
[35] links
[35] grt
[35] 100
[34] activity
[34] galaxy
[34] score

Top Words in Tweet in G2:
[2] started
[2] never

Top Words in Tweet in G3:
[20] graph
[19] social
[16] based
[16] very
[15] illuminating
[15] uk
[15] labour
[15] shortages
[15] ukandeu
[15] ons

Top Words in Tweet in G4:
[30] graph
[27] tdatascience
[10] tomaz
[10] bratanic
[10] nlp
[10] construct
[10] biomedical
[10] knowledge
[9] structuring
[9] text

Top Words in Tweet in G5:
[28] network
[17] social
[16] analysis
[12] article
[10] nodexl
[9] looking
[9] forward
[9] hosting
[9] workshop
[9] networks

Top Words in Tweet in G6:
[26] social
[23] graph
[19] web3
[16] coming
[15] stanikulechov
[5] fiskantes
[3] need
[2] zhusu
[2] still
[2] option

Top Words in Tweet in G7:
[20] social
[20] graph
[19] subsocialchain
[11] open
[11] decentralized
[11] features
[11] built
[11] permissionless
[11] api
[11] shared

Top Words in Tweet in G8:
[15] paper
[15] networks
[14] ethereum
[14] non
[14] fungible
[14] tokens
[14] graph
[14] based
[14] analysis
[14] erc

Top Words in Tweet in G9:
[2] oecd_social
[2] oecd
[2] oecd_stat
[2] graph
[2] much

Top Words in Tweet in G10:
[2] crypto_dep
[2] tribeonedefi
[2] chainlink
[2] moonrivernw
[2] polkadot
[2] kusamanetwork
[2] polkastarter
[2] roseonfinance
[2] unoreinsure

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[264] social,graph
[89] social,media
[52] open,graph
[41] social,network
[39] social,activity
[39] galaxy,score
[39] 100,altrank
[39] social,mentions
[38] activity,galaxy
[37] graph,images

Top Word Pairs in Tweet in G1:
[58] social,graph
[34] social,activity
[34] activity,galaxy
[34] galaxy,score
[34] 100,altrank
[34] social,mentions
[33] social,engagements
[33] social,contributors
[33] social,dominance
[33] shared,links

Top Word Pairs in Tweet in G3:
[15] very,illuminating
[15] illuminating,graph
[15] graph,uk
[15] uk,labour
[15] labour,shortages
[15] shortages,ukandeu
[15] ukandeu,based
[15] based,ons
[15] ons,data
[15] data,health

Top Word Pairs in Tweet in G4:
[10] tomaz,bratanic
[10] construct,biomedical
[10] biomedical,knowledge
[10] knowledge,graph
[9] structuring,text
[9] text,graph
[9] graph,representations
[9] representations,diogo
[9] diogo,nunes
[7] bratanic,shares

Top Word Pairs in Tweet in G5:
[16] network,analysis
[15] social,network
[9] looking,forward
[9] forward,hosting
[9] hosting,workshop
[9] workshop,networks
[9] networks,clusters
[9] clusters,influencers
[9] influencers,social
[9] analysis,nodexl

Top Word Pairs in Tweet in G6:
[21] social,graph
[16] web3,social
[16] graph,coming
[15] stanikulechov,web3
[2] zhusu,still
[2] still,need
[2] need,web3
[2] web3,option
[2] option,lets
[2] lets,users

Top Word Pairs in Tweet in G7:
[20] social,graph
[11] subsocialchain,open
[11] open,decentralized
[11] decentralized,social
[11] graph,features
[11] features,built
[11] built,permissionless
[11] permissionless,api
[11] api,shared
[11] shared,network

Top Word Pairs in Tweet in G8:
[14] paper,networks
[14] networks,ethereum
[14] ethereum,non
[14] non,fungible
[14] fungible,tokens
[14] tokens,graph
[14] graph,based
[14] based,analysis
[14] analysis,erc
[14] erc,721

Top Word Pairs in Tweet in G10:
[2] crypto_dep,tribeonedefi
[2] tribeonedefi,chainlink
[2] chainlink,moonrivernw
[2] moonrivernw,polkadot
[2] polkadot,kusamanetwork
[2] kusamanetwork,polkastarter
[2] polkastarter,roseonfinance
[2] roseonfinance,unoreinsure

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@tdatascience
@subsocialchain
@stanikulechov
@ukandeu
@gallardo_ortega
@swissdegen
@emnlpmeeting
@theshubhanshu
@alexsiman
@oracledatabase

Top Mentioned in G1:
@zildragons
@carstenpoetter
@lalizjane1

Top Mentioned in G2:
@takethatct
@dsrole
@richienrg
@ine69206804
@housekeep3r
@niklast20
@kstateturk
@keigh_see
@jrjhealey
@whitey900

Top Mentioned in G3:
@ukandeu
@gallardo_ortega
@origin_trail
@coinbase
@charlesarthur
@yeticoolers
@traegergrills
@terminix
@scottslawn
@tesla

Top Mentioned in G4:
@tdatascience
@bosisiostefano
@strat_ai
@ai_maimi
@k41_2009

Top Mentioned in G5:
@digitalspacelab
@verukita1
@natasa_mf
@euanc
@joshuatj
@lljohnston
@mickylindlar
@ipres2021
@sarah_dpc
@bertrandcaron

Top Mentioned in G6:
@stanikulechov
@fiskantes
@subsocialchain
@zhusu

Top Mentioned in G7:
@subsocialchain
@alexsiman
@substrate_io

Top Mentioned in G8:
@swissdegen
@degendata
@epfl

Top Mentioned in G9:
@oecd
@oecd_stat
@mmpiatkowski
@economyinformal
@oecd_social
@oecd_centre
@oecdeconomy
@soc_protection
@wbg_splabor
@eu_social

Top Mentioned in G10:
@tribeonedefi
@chainlink
@moonrivernw
@polkadot
@kusamanetwork
@polkastarter
@roseonfinance
@unoreinsure
@skyhigh_2
@crypto_dep

Top Tweeters
Top Tweeters in Entire Graph:
@_redfrog
@rosenchild
@ipythonistabot
@jilevin
@jfsebastian146
@ml_tweet_bot
@bassaces1
@laura78703
@telegraph
@staronline

Top Tweeters in G1:
@pm_girl
@marypcbuk
@rssfeedscloud
@arxivml
@tzhonggbot
@cackerman1
@lobsters
@andybudd
@deembe_
@tinacook

Top Tweeters in G2:
@takethatct
@keigh_see
@mcfunny
@laikaandyuri
@alex_on_a14
@lcs_big_mike
@chris_f_carson
@kmtildsley
@cappsie
@ale_battini

Top Tweeters in G3:
@bassaces1
@johnrentoul
@charlesarthur
@redmarvelgirl21
@marsupilamima2
@richardemmins
@johnwilkinspsyc
@furryduffer
@helenbranton1
@wallaceuofe

Top Tweeters in G4:
@rosenchild
@ipythonistabot
@codewithtwitchi
@blkhwk0ps
@dd_wen_
@benny_de
@lafillederouba
@tdatascience
@bhagirathl
@ramsescoraspe

Top Tweeters in G5:
@malikmu97362955
@euanc
@lljohnston
@shawnmjones
@marc_smith
@joshuatj
@sreceiver
@nodexl
@torstenreimer
@sarah_dpc

Top Tweeters in G6:
@fiskantes
@freddmannen
@l0gykal
@stanikulechov
@fxfsupreme
@ana_yanakieva
@100aave
@zhusu
@crypto_bunker
@be_de_ce

Top Tweeters in G7:
@brad_laurie
@thexatam
@sattys5
@dontothemoon
@subsocialchain
@kutivaaa
@palmatoshi
@patanostra
@nuttapat_chu
@jcmuppet

Top Tweeters in G8:
@whitechocohashy
@izzzaya
@epfl
@urbanmarcin
@daikanyamag
@maddies_co
@digitalartdeal1
@degendata
@swissdegen
@futurenowart

Top Tweeters in G9:
@mmpiatkowski
@eu_social
@oecd_centre
@oecd
@oecd_social
@gl6cqrn2wzotbyz
@sp_gateway
@wbg_splabor
@sharpedon
@oecdeconomy

Top Tweeters in G10:
@cryptobcl
@polkadot
@crypto_dep
@chainlink
@roseonfinance
@polkastarter
@paid_network
@kusamanetwork
@unoreinsure
@tribeonedefi


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