social graph, Twitter, 2/2/2022 8:45:45 PM, 271183


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social graph_2022-02-01_21-04-00.xlsx
social graph_2022-02-01_21-04-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 02, 2022
Short Description:
social graph via NodeXL https://bit.ly/3L110jj
@iamvivaan45
@better_totell
@steve_sailer
@rahulgandhi
@aunindyoc
@cyberconnecthq
@solana
@ormaxmedia
@janehk
@terajits

Top hashtags:
#tejasswiprakash
#climatechange
#抽選
#amazonギフト券
#superm
#平原綾香
#小清水亜美
#covid
#sapbtp

Description:
Description
The graph represents a network of 2,250 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, 02 February 2022 at 05:06 UTC.

The requested start date was Wednesday, 02 February 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, 26-minute period from Wednesday, 19 January 2022 at 01:35 UTC to Tuesday, 01 February 2022 at 18:01 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 : 2250
Unique Edges : 1298
Edges With Duplicates : 3001
Total Edges : 4299
Number of Edge Types : 5
Tweet : 280
Retweet : 1454
MentionsInRetweet : 1999
Replies to : 159
Mentions : 407
Self-Loops : 287
Reciprocated Vertex Pair Ratio : 0.0020185708518369
Reciprocated Edge Ratio : 0.0040290088638195
Connected Components : 375
Single-Vertex Connected Components : 145
Maximum Vertices in a Connected Component : 447
Maximum Edges in a Connected Component : 1138
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.515929
Graph Density : 0.00049048960031619
Modularity : 0.567051
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,250 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, 02 February 2022 at 05:06 UTC.

The requested start date was Wednesday, 02 February 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, 26-minute period from Wednesday, 19 January 2022 at 01:35 UTC to Tuesday, 01 February 2022 at 18:01 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:
[26] https://towardsdatascience.com/predictions-and-hopes-for-geometric-graph-ml-in-2022-aa3b8b79f5cc?source=social.tw
[17] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fpredictions-and-hopes-for-geometric-graph-ml-in-2022-aa3b8b79f5cc%3Fsource%3Dsocial.tw
[7] https://www.youtube.com/watch?v=Dj2rLHzX4Zk&feature=youtu.be

[5] http://Doctor.ai
[4] https://aws.amazon.com/blogs/machine-learning/graph-based-recommendation-system-with-neptune-ml-an-illustration-on-social-network-link-prediction-challenges/
[4] https://blogs.sap.com/2022/01/18/part-5-use-sap-graph-with-your-own-data/?source=social-Global-TWITTER-MarketingCampaign-Developers-unspecified-spr-6229698027-account_name&campaigncode=CRM-XB22-MKT-DGEALL&sprinklrid=6229698027
[4] https://www.unz.com/isteve/black-lives-matters-bloody-toll-on-black-people/
[3] https://networks.skewed.de/net/livejournal_aminer
[3] https://www.youtube.com/watch?v=8FwoXSje9EA&feature=youtu.be

[3] https://www.dailymail.co.uk/news/article-10416377/Covid-Australia-Graph-reveals-Omicron-stat-proving-Australia-WINNING-war-against-virus.html?ito=social-twitter_dailymailAU

Top URLs in Tweet in G4:
[1] https://mirror.xyz/cyberlab.eth/J9dopHDCRw2UNXkIKmen1Rj0BwDP2bgwygVSCLt-4Nc
[1] https://sol.cyberconnect.me/plaza
[1] https://www.twitch.tv/whalesfriend
[1] https://discord.com/invite/greatape

Top URLs in Tweet in G5:
[1] https://www.unz.com/isteve/black-lives-matters-bloody-toll-on-black-people/

Top URLs in Tweet in G6:
[4] https://aws.amazon.com/blogs/machine-learning/graph-based-recommendation-system-with-neptune-ml-an-illustration-on-social-network-link-prediction-challenges/
[3] https://www.dailymail.co.uk/news/article-10416377/Covid-Australia-Graph-reveals-Omicron-stat-proving-Australia-WINNING-war-against-virus.html?ito=social-twitter_dailymailAU
[3] https://networks.skewed.de/net/livejournal_aminer
[2] https://twitter.com/iandaos/status/1484189622934466563
[2] https://arxiv.org/abs/2201.10751
[1] https://twitter.com/tetranode/status/1483617731970695170
[1] https://arc.dev/remote-jobs/j/dpq2i9qlqx?utm_source=twitter&utm_medium=tweet&utm_campaign=bot&utm_content=crawledJobs&utm_term=devjobs
[1] https://www.socialblabla.com/que-es-el-social-graph-y-por-que-es-importante.html?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://twitter.com/jesselee46/status/1483793582528073734
[1] https://artillry.co/artillry-intelligence/augment-my-town-the-rise-of-geolocal-ar/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G8:
[26] https://towardsdatascience.com/predictions-and-hopes-for-geometric-graph-ml-in-2022-aa3b8b79f5cc?source=social.tw
[17] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fpredictions-and-hopes-for-geometric-graph-ml-in-2022-aa3b8b79f5cc%3Fsource%3Dsocial.tw
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-theory-center-of-a-tree-a64b63f9415d%3Fsource%3Dsocial.tw
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fan-intro-to-graph-theory-centrality-measurements-and-networkx-1c2e580adf37%3Fsource%3Dsocial.tw
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-neural-networks-a-learning-journey-since-2008-part-2-22dbf7a3b0d%3Fsource%3Dsocial.tw
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-ml-in-2022-where-are-we-now-f7f8242599e0%3Fsource%3Dsocial.tw
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Ftutorial-on-variational-graph-auto-encoders-da9333281129%3Fsource%3Dsocial.tw
[1] https://www.linkedin.com/slink?code=dTK9nnG4

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[443] tejasswiprakash
[23] climatechange
[20] 抽選
[20] amazonギフト券
[16] superm
[14] 平原綾香
[14] 小清水亜美
[12] covid
[11] sapbtp
[10] jopping2infinity



Top Hashtags in Tweet in G1:
[247] tejasswiprakash
[1] letsmaketejasswiwin

Top Hashtags in Tweet in G3:
[196] tejasswiprakash
[1] tejatroop

Top Hashtags in Tweet in G4:
[1] ama
[1] solana

Top Hashtags in Tweet in G6:
[4] ai
[4] ml
[3] neo4j
[3] innovation
[3] categorycreation
[3] graphdatabase
[3] thegraph
[2] programming
[2] socialmedia
[2] nfts

Top Hashtags in Tweet in G8:
[2] machinelearning
[2] ai
[2] datascience
[2] neuralnetworks

Top Words
Top Words in Tweet in Entire Graph:
[1745] graph
[1184] social
[611] google
[443] solana
[443] #tejasswiprakash
[367] search
[347] india
[344] iamvivaan45
[321] media
[281] twitter

Top Words in Tweet in G1:
[559] google
[332] graph
[322] search
[322] india
[320] iamvivaan45
[247] #tejasswiprakash
[237] hai
[237] searching
[236] past
[236] hour

Top Words in Tweet in G2:
[189] rahulgandhi
[189] graph
[189] social
[188] checked
[188] twitter
[188] follower
[188] blade
[188] coincidence
[188] mother
[187] aunindyoc

Top Words in Tweet in G3:
[196] graph
[196] #tejasswiprakash
[172] ppl
[172] saying
[172] teja
[172] fixed
[172] dude
[172] grow
[172] check
[172] social

Top Words in Tweet in G4:
[438] solana
[156] cyberconnecthq
[144] cyberconnect
[144] social
[144] graph
[141] let's
[141] portable
[140] time
[140] bringing
[139] cyberconne

Top Words in Tweet in G5:
[161] graph
[161] cdc
[161] count
[161] homicide
[161] victims
[161] race
[161] month
[161] 1999
[161] floyd
[161] effect

Top Words in Tweet in G6:
[206] social
[202] graph
[35] media
[32] needs
[31] power
[27] network
[25] tm
[24] data
[16] sap
[15] people

Top Words in Tweet in G7:
[243] peer
[162] chat
[81] looking
[81] founders
[81] building
[81] web3
[81] apps
[81] group
[81] token
[81] gated

Top Words in Tweet in G8:
[52] graph
[50] tdatascience
[46] ml
[46] mmbronstein
[45] geometric
[41] 2022
[40] predictions
[40] hopes
[26] petarv_93
[5] excellent

Top Words in Tweet in G9:
[2] graph

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[391] social,graph
[346] google,search
[346] search,graph
[346] graph,india
[319] social,media
[260] past,hour
[260] hour,google
[260] india,koi
[260] koi,aaspaas
[260] aaspaas,nhi

Top Word Pairs in Tweet in G1:
[322] google,search
[322] search,graph
[322] graph,india
[236] past,hour
[236] hour,google
[236] india,koi
[236] koi,aaspaas
[236] aaspaas,nhi
[236] nhi,hai
[236] hai,hamare

Top Word Pairs in Tweet in G2:
[188] checked,rahulgandhi
[188] rahulgandhi,twitter
[188] twitter,follower
[188] follower,graph
[188] graph,social
[188] social,blade
[188] blade,coincidence
[188] coincidence,mother
[187] aunindyoc,checked

Top Word Pairs in Tweet in G3:
[172] ppl,saying
[172] saying,teja
[172] teja,fixed
[172] fixed,dude
[172] dude,grow
[172] grow,check
[172] check,social
[172] social,media
[172] media,graph
[172] graph,engagements

Top Word Pairs in Tweet in G4:
[144] social,graph
[141] cyberconnect,solana
[141] portable,social
[140] let's,cyberconnect
[140] solana,time
[140] time,portable
[140] graph,solana
[140] solana,bringing
[140] bringing,solana
[139] cyberconnecthq,let's

Top Word Pairs in Tweet in G5:
[161] graph,cdc
[161] cdc,count
[161] count,homicide
[161] homicide,victims
[161] victims,race
[161] race,month
[161] month,1999
[161] 1999,floyd
[161] floyd,effect
[161] effect,explosion

Top Word Pairs in Tweet in G6:
[86] social,graph
[34] social,media
[31] graph,needs
[25] tm,power
[14] social,network
[8] sap,graph
[8] power,big
[8] big,data
[8] data,social
[7] graph,data

Top Word Pairs in Tweet in G7:
[162] peer,peer
[81] looking,founders
[81] founders,building
[81] building,web3
[81] web3,chat
[81] chat,apps
[81] apps,peer
[81] peer,group
[81] group,chat
[81] chat,token

Top Word Pairs in Tweet in G8:
[46] graph,ml
[45] geometric,graph
[41] ml,2022
[40] predictions,hopes
[40] hopes,geometric
[39] 2022,mmbronstein
[26] mmbronstein,petarv_93
[24] tdatascience,predictions
[15] mmbronstein,tdatascience
[5] excellent,write

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@iamvivaan45
@rahulgandhi
@aunindyoc
@better_totell
@steve_sailer
@cyberconnecthq
@solana
@ormaxmedia
@janehk
@tdatascience

Top Mentioned in G1:
@iamvivaan45
@ormaxmedia
@better_totell

Top Mentioned in G2:
@rahulgandhi
@aunindyoc
@bhavikakapoor5
@priyankagandhi

Top Mentioned in G3:
@better_totell
@iamvivaan45

Top Mentioned in G4:
@cyberconnecthq
@solana
@bonfida
@projectgalaxyhq
@cyberconnect
@apurbah344
@quackynaut
@dailyrach
@billkoroi321
@the_merov1ngian

Top Mentioned in G5:
@steve_sailer

Top Mentioned in G6:
@forest0leaf

Top Mentioned in G7:
@janehk

Top Mentioned in G8:
@tdatascience
@mmbronstein
@petarv_93
@vineettiruvadi
@st3llasia
@kevinclarity
@achuthasubhash
@theomitsa
@srdas
@bosisiostefano

Top Mentioned in G9:
@tokyo_tom
@erikpar51701323
@noelturner194
@enigma_2626
@3ghtweets
@1_tmf_
@abrashashapirus
@michael_d_crow
@terranceandphi1
@jaggermickoz

Top Mentioned in G10:
@chefalex
@grubsweatcheers
@hiebzky
@kehler_karen
@1xedwards
@jemmscee2
@dianemariereid
@drjaydrno
@boredof_bs
@nsvalley

Top Tweeters
Top Tweeters in Entire Graph:
@animatorspal
@rosenchild
@jfsebastian146
@s_total_s2
@indianexpress
@sosmcwin
@bolderthanmost
@manchuriandevil
@nikhil_p_b
@bassaces1

Top Tweeters in G1:
@sachins10360364
@hinafan1
@leeminho_girl
@sj37538363
@piya86835291
@mohita_saxena
@bhasin_back
@syedmehreen8
@pinkynandi1
@jay49754431

Top Tweeters in G2:
@nikhil_p_b
@lalitpagal
@avinash09kumar
@ivig100
@basu_smarajit
@indosecular
@impressionsas
@juneymb
@coolcalmstrom
@hmsenahopayega

Top Tweeters in G3:
@enjoymylf
@tejuqueen4
@navita805182571
@shreyie248
@aizrahh
@sweetymahure
@minu_rigio
@kaursai63241302
@limbubinta
@kanyanambaru

Top Tweeters in G4:
@vrhiphop
@ditaengo_
@bogymen
@dailyrach
@nmkenji
@kelisha_hijump
@mehrshad1982
@rafa85111860
@kasoutuu
@torlak78

Top Tweeters in G5:
@zoom81
@realcanuck7
@falconhunternra
@enopoletus
@possdoug
@whittymike
@chinakillsdoct1
@erica4ou
@europesperance
@tmraye

Top Tweeters in G6:
@renissance_1
@colbycosh
@arxivml
@jitende09815920
@forest0leaf
@dailymailau
@cartwright_four
@peterfrankopan
@aichatter
@shaunghosh

Top Tweeters in G7:
@elmalandr0
@vivekomon
@kieran_eth
@ch4irmanm4o
@mistermambanoir
@radnftv
@rahulchhabra07
@uriklarman
@evelinalavrova
@holy_abimz

Top Tweeters in G8:
@rosenchild
@botsecx
@ilovebooks786
@ayirpelle
@hrs1985
@junjudapi
@manifattura40
@ceobillionaire
@domingonarvaez1
@suhnyllakler

Top Tweeters in G9:
@adevotedyogi
@jenninemorgan
@tokyo_tom
@friendsoscience
@dunvirkin
@jaggermickoz
@gillesnfio
@kctaz
@martindn1001
@noelturner194

Top Tweeters in G10:
@jeffreyluscombe
@christellar
@dianemariereid
@jemmscee2
@jennarndt
@drjaydrno
@barbaragirouard
@ayyrieslmao
@lizsimmie
@grubsweatcheers


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