social graph, Twitter, 8/17/2022 9:12:09 AM, 280205


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social graph_2022-08-16_20-48-00.xlsx
social graph_2022-08-16_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 17, 2022
Short Description:
social graph via NodeXL https://bit.ly/3zZREQ8
@relationlabs
@luckybiqwin
@degencamp
@now_cars
@lensprotocol
@crypto_ga_arena
@cyberconnecthq
@princesspromos_
@b_a_d_hood
@desoprotocol

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

Description:
Description
The graph represents a network of 7,366 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, 17 August 2022 at 04:11 UTC.

The requested start date was Wednesday, 17 August 2022 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, 37-minute period from Wednesday, 03 August 2022 at 00:24 UTC to Tuesday, 16 August 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 : 7366
Unique Edges : 6857
Edges With Duplicates : 13883
Total Edges : 20740
Number of Edge Types : 5
Replies to : 237
Mentions : 584
Retweet : 6611
MentionsInRetweet : 12923
Tweet : 385
Self-Loops : 401
Reciprocated Vertex Pair Ratio : 0.00194145758661888
Reciprocated Edge Ratio : 0.0038753912654643
Connected Components : 359
Single-Vertex Connected Components : 125
Maximum Vertices in a Connected Component : 6041
Maximum Edges in a Connected Component : 18861
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.904666
Graph Density : 0.000247333715633323
Modularity : 0.3817
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 7,366 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, 17 August 2022 at 04:11 UTC.

The requested start date was Wednesday, 17 August 2022 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, 37-minute period from Wednesday, 03 August 2022 at 00:24 UTC to Tuesday, 16 August 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:
[5288] https://reurl.cc/1Znb6Y
[327] https://link3.to/badhood
[133] https://5fcuc-3aaaa-aaaam-qabea-cai.raw.ic0.app
[27] https://docs.oracle.com/en/solutions/oci-adb-graph-analytics/index.html?source=:so:ch:or:awr::::&SC=:so:ch:or:awr::::&pcode=
[8] https://hackernoon.com/exploring-the-social-graph-value-web3-implementation-with-current-protocols-and-its-future
[6] https://boi.to/3S0S7cV
[5] https://www.newyorker.com/culture/cultural-comment/tiktok-and-the-fall-of-the-social-media-giants
[5] https://medium.com/oracledevs/getting-started-with-oracle-graph-server-and-client-43e458253fec
[4] https://thedefiant.io/lens-web3-social-media-polygon/
[4] https://towardsdatascience.com/customize-your-ggplot2-bar-graph-5-ways-to-instantly-improve-your-r-data-visualizations-f9c11dfe0163?source=social.tw

Top URLs in Tweet in G1:
[2717] https://reurl.cc/1Znb6Y
[2] https://relationlabs.ai/#/one
[1] https://urlzs.com/ypmkN
[1] https://relationlabs.ai/
[1] https://www.youtube.com/watch?v=it_bdB3AYBk


Top URLs in Tweet in G2:
[2569] https://reurl.cc/1Znb6Y
[1] https://relationlabs.ai/

Top URLs in Tweet in G3:
[327] https://link3.to/badhood

Top URLs in Tweet in G4:
[4] https://thedefiant.io/lens-web3-social-media-polygon/
[4] https://medium.com/@degencamp/from-the-perspective-of-social-graph-to-dig-what-web-3-0-is-doing-e0d34dd27422
[2] https://lens.xyz/
[2] https://twitter.com/hackernoon/status/1557924870406770691
[1] https://masknetwork.medium.com/with-lens-protocol-mask-network-invite-everyone-to-join-a-decentralized-non-custodial-social-3a50b5f6cb02
[1] https://link3.to/magipop
[1] https://cryptoslate.com/lens-protocol-a-composable-decentralized-social-graph-for-a-web3-ready-community/?amp=1
[1] https://www.youtube.com/watch?v=YNMRzO58jnU&feature=youtu.be

[1] https://tweetedtimes.com/OlZenSoft
[1] https://www.lensfrens.xyz/zebulive.lens

Top URLs in Tweet in G5:
[133] https://5fcuc-3aaaa-aaaam-qabea-cai.raw.ic0.app
[1] https://discord.gg/z9Waaswdtw

Top URLs in Tweet in G6:
[2] https://www.calnewport.com/blog/2022/08/01/tiktoks-poison-pill/
[2] https://hackernoon.com/exploring-the-social-graph-value-web3-implementation-with-current-protocols-and-its-future?source=rss
[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] http://www.edtech.how/
[1] http://www.facebook.com/educationaltechnologyllc
[1] https://open.spotify.com/episode/0qAIFnsS23SIRI3bcc6DBc?si=f7d218084d054c5b
[1] https://twitter.com/randfish/status/1554905611640262656?s=20
[1] https://twitter.com/profsamperry/status/1554784164481843204
[1] https://twitter.com/iamdcinvestor/status/1554945704652685312
[1] https://www.fanto.io:443/

Top URLs in Tweet in G7:
[6] https://hackernoon.com/exploring-the-social-graph-value-web3-implementation-with-current-protocols-and-its-future
[4] https://towardsdatascience.com/customize-your-ggplot2-bar-graph-5-ways-to-instantly-improve-your-r-data-visualizations-f9c11dfe0163?source=social.tw
[4] https://towardsdatascience.com/graph-neural-networks-beyond-weisfeiler-lehman-and-vanilla-message-passing-bc8605fa59a?source=social.tw
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-machine-learning-icml-2022-252f39865c70%3Fsource%3Dsocial.tw
[2] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html
[1] https://programmatic.solutions/b2uv2w/what-are-the-pitfalls-for-using-elasticsearch-as-a-nosql-db-for-a-social-applica
[1] https://towardsdatascience.com/graph-neural-networks-in-python-c310c7c18c83?source=social.tw
[1] https://medium.com/meson-network/port3-network-meson-network-supporting-the-gateway-to-web3-social-graph-5672b34bf68b
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fcustomize-your-ggplot2-bar-graph-5-ways-to-instantly-improve-your-r-data-visualizations-f9c11dfe0163%3Fsource%3Dsocial.tw
[1] https://hackernoon.com/exploring-the-social-graph-value-web3-implementation-with-current-protocols-and-its-future?source=rss

Top URLs in Tweet in G8:
[2] https://www.tiktok.com/@wearestori/video/7113836541805481221?_t=8Uk9cjJqvTh&_r=1
[1] https://link.medium.com/c8gp8WNROrb
[1] https://twitter.com/niftyinvest/status/1558131461202386944
[1] https://daodao.io/d/setu_deso?invite=DTxqxTHX
[1] https://diamondapp.com/
[1] https://storiapp.co/

Top URLs in Tweet in G10:
[1] https://twitter.com/ft/status/1557782049305526273

Top Domains
Top Domains in Tweet in Entire Graph:
[5288] reurl.cc
[331] link3.to
[133] ic0.app
[40] twitter.com
[28] medium.com
[27] oracle.com
[11] hackernoon.com
[9] towardsdatascience.com
[8] social-camp.com
[6] boi.to

Top Domains in Tweet in G1:
[2717] reurl.cc
[3] relationlabs.ai
[1] urlzs.com
[1] youtube.com

Top Domains in Tweet in G2:
[2569] reurl.cc
[1] relationlabs.ai

Top Domains in Tweet in G3:
[327] link3.to

Top Domains in Tweet in G4:
[7] medium.com
[4] link3.to
[4] thedefiant.io
[2] lens.xyz
[2] twitter.com
[1] cryptoslate.com
[1] youtube.com
[1] tweetedtimes.com
[1] lensfrens.xyz
[1] hackernoon.com

Top Domains in Tweet in G5:
[133] ic0.app
[1] discord.gg

Top Domains in Tweet in G6:
[18] twitter.com
[3] medium.com
[3] hackernoon.com
[2] calnewport.com
[2] newyorker.com
[2] skewed.de
[2] afternic.com
[2] brandbucket.com
[1] edtech.how
[1] facebook.com

Top Domains in Tweet in G7:
[9] towardsdatascience.com
[7] hackernoon.com
[5] medium.com
[2] kdnuggets.com
[1] programmatic.solutions
[1] okt.to
[1] gabriellazcano.com
[1] meetup.com
[1] cryptonewsz.com
[1] twitter.com

Top Domains in Tweet in G8:
[2] tiktok.com
[1] medium.com
[1] twitter.com
[1] daodao.io
[1] diamondapp.com
[1] storiapp.co

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[178] ml
[145] machinelearning
[104] graph
[103] barchart
[103] information
[91] bigdata
[88] stem
[55] cyberconnect
[46] data
[37] ai



Top Hashtags in Tweet in G1:
[2] relation
[2] web3
[1] nft
[1] relationone

Top Hashtags in Tweet in G4:
[54] cyberconnect
[7] web3
[4] 30daysofweb3
[3] lens
[2] infura
[2] byte
[2] definews
[2] socialgraph
[2] did
[2] datastorage

Top Hashtags in Tweet in G5:
[3] ic
[1] nft
[1] icp
[1] ulas

Top Hashtags in Tweet in G6:
[3] socialmedia
[2] web3
[2] trump
[1] cyberconnect
[1] link3
[1] cryptocurrency
[1] nftcommumity
[1] nftcommunity
[1] chainworld
[1] socialfi

Top Hashtags in Tweet in G7:
[175] ml
[145] machinelearning
[103] barchart
[103] graph
[103] information
[91] bigdata
[88] stem
[46] data
[33] ai
[32] python

Top Hashtags in Tweet in G8:
[20] ulas
[3] socialgraph
[2] did
[2] social
[2] p2e
[2] instagram
[2] tiktok
[1] web3
[1] socialfi
[1] nfts

Top Words
Top Words in Tweet in Entire Graph:
[5328] 100
[5323] follow
[5316] relationlabs
[5305] 50
[5301] join
[5292] 150
[5290] discord
[2772] hours
[2752] 24
[2752] proofs

Top Words in Tweet in G1:
[2741] relationlabs
[2734] follow
[2734] 50
[2720] join
[2718] 100
[2717] 150
[2717] discord
[2578] relation
[2557] one
[2552] login

Top Words in Tweet in G2:
[2570] join
[2569] 150
[2569] jt
[2569] 24
[2569] hours
[2569] 100
[2569] follow
[2569] relationlabs
[2569] discord
[2569] proofs

Top Words in Tweet in G3:
[327] excited
[327] announce
[327] profile
[327] link3to
[327] built
[327] thanks
[326] b_a_d_hood
[309] cyberconnecthqðÿ
[309] theâ
[19] cyberconnecthq

Top Words in Tweet in G4:
[299] social
[241] graph
[145] decentralized
[132] protocol
[102] lensprotocol
[90] cyberconnecthq
[62] lens
[60] helps
[57] partnership
[54] #cyberconnect

Top Words in Tweet in G5:
[140] social
[140] graph
[138] ratels_wallet
[138] decentralized
[135] dapp
[133] experience
[130] icplink
[129] excited
[129] announce
[129] partner

Top Words in Tweet in G6:
[181] social
[173] graph
[31] media
[29] needs
[29] power
[20] tm
[18] people
[18] more
[18] network
[17] content

Top Words in Tweet in G7:
[194] optimism
[185] social
[175] #ml
[149] media
[149] sadness
[145] #machinelearning
[143] text
[143] recent
[143] tweets
[143] review

Top Words in Tweet in G8:
[81] social
[66] content
[46] desoprotocol
[39] take
[38] online
[38] identity
[38] community
[38] one
[38] site
[34] 100

Top Words in Tweet in G9:
[154] seo
[154] tags
[77] tip
[77] forget
[77] use
[77] open
[77] graph
[77] optimize
[77] meta
[77] used

Top Words in Tweet in G10:
[58] ft
[45] care
[36] series
[36] graphs
[36] jburnmurdoch
[36] piece
[36] tell
[36] worrying
[36] compelling
[36] story

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5305] follow,relationlabs
[5288] relationlabs,join
[5288] join,discord
[5287] 100,follow
[2753] hours,100
[2751] 150,jt
[2751] jt,24
[2751] 24,hours
[2751] discord,proofs
[2751] proofs,50

Top Word Pairs in Tweet in G1:
[2734] follow,relationlabs
[2717] 100,follow
[2717] relationlabs,join
[2717] join,discord
[2556] relation,one
[2552] login,relation
[2535] 50,login
[2533] 150,24hrs
[2533] 24hrs,100
[2533] discord,50

Top Word Pairs in Tweet in G2:
[2569] 150,jt
[2569] jt,24
[2569] 24,hours
[2569] hours,100
[2569] 100,follow
[2569] follow,relationlabs
[2569] relationlabs,join
[2569] join,discord
[2569] discord,proofs
[2569] proofs,50

Top Word Pairs in Tweet in G3:
[327] excited,announce
[327] announce,profile
[327] profile,link3to
[327] link3to,built
[326] b_a_d_hood,excited
[309] built,cyberconnecthqðÿ
[309] cyberconnecthqðÿ,thanks
[309] thanks,theâ
[18] built,cyberconnecthq
[18] cyberconnecthq,thanks

Top Word Pairs in Tweet in G4:
[229] social,graph
[143] decentralized,social
[89] graph,protocol
[60] protocol,helps
[53] cyberconnecthq,partnership
[53] partnership,xwg_games
[53] xwg_games,#cyberconnect
[53] #cyberconnect,decentralized
[52] smartbscnews,cyberconnecthq
[52] helps,devel

Top Word Pairs in Tweet in G5:
[140] social,graph
[138] decentralized,social
[129] excited,announce
[129] announce,partner
[129] partner,icplink
[129] icplink,experience
[129] experience,dapp
[129] dapp,decentralized
[129] graph,share
[128] ratels_wallet,excited

Top Word Pairs in Tweet in G6:
[103] social,graph
[29] social,media
[27] graph,needs
[20] tm,power
[9] open,graph
[8] machine,learning
[7] social,network
[6] graph,tags
[6] web3,social
[6] power,ai

Top Word Pairs in Tweet in G7:
[149] social,media
[143] text,recent
[143] recent,tweets
[143] tweets,review
[143] review,social
[143] media,emotional
[143] emotional,sentiment
[143] sentiment,tag
[129] tag,monitor
[124] #ml,analysis

Top Word Pairs in Tweet in G8:
[38] online,identity
[38] identity,take
[38] take,content
[38] content,community
[38] community,one
[38] one,site
[30] social,graph
[28] today,control
[28] control,online
[27] desoprotocol,today

Top Word Pairs in Tweet in G9:
[77] seo,tip
[77] tip,forget
[77] forget,use
[77] use,open
[77] open,graph
[77] graph,tags
[77] tags,optimize
[77] optimize,seo
[77] seo,meta
[77] meta,tags

Top Word Pairs in Tweet in G10:
[36] series,graphs
[36] graphs,jburnmurdoch
[36] jburnmurdoch,piece
[36] piece,ft
[36] ft,tell
[36] tell,worrying
[36] worrying,compelling
[36] compelling,story
[36] story,familiar
[36] familiar,many

Top Replied-To
Top Replied-To in Entire Graph:
@sivavaid
@lensprotocol
@cryptocityspot7
@kylesamani
@elierlick
@randfish
@cryptowolfchat
@devoureromen
@dan_abramov
@defiantnews

Top Replied-To in G1:
@crypto_lab1

Top Replied-To in G4:
@lensprotocol
@dan_abramov
@defiantnews
@jmj
@appleseed_iii
@svonava
@tochixyz
@stocktrader1990
@gregyounger
@calmrat

Top Replied-To in G5:
@unicornblock

Top Replied-To in G6:

Top Replied-To in G8:
@mishadavinci
@sbf_ftx
@desoprotocol
@shivsakhuja
@adeldmeyer
@badrbellaj
@ulas_network

Top Mentioned
Top Mentioned in Entire Graph:
@relationlabs
@princesspromos_
@crypto_ga_arena
@link3to
@b_a_d_hood
@ratels_wallet
@icplink
@cyberconnecthq
@lensprotocol

Top Mentioned in G1:
@relationlabs
@crypto_ga_arena
@princesspromos_
@crypto_lab1
@opensea
@boredapeyc
@furrincrypto
@polkaworld_org

Top Mentioned in G2:
@relationlabs
@princesspromos_

Top Mentioned in G3:
@link3to
@b_a_d_hood
@cyberconnecthq

Top Mentioned in G4:
@lensprotocol
@cyberconnecthq
@xwg_games
@smartbscnews
@magipop_dao
@venicemusic
@zebu_live
@dabit3
@rainbowdotme
@phantom

Top Mentioned in G5:
@ratels_wallet
@icplink
@infinity_swap
@ulas_network

Top Mentioned in G6:
@matteocellini
@chainworld_
@sanawustin

Top Mentioned in G7:
@tdatascience
@parcaebot
@fikafuntimes
@mmbronstein
@martstats
@networkmeson
@port3network
@kdnuggets
@rmarkdown
@ronald_vanloon

Top Mentioned in G8:
@desoprotocol
@ulas_network
@investindigital
@setuforcreators
@reddit
@arbitrum
@sbf_ftx
@wearestori
@daodao_io
@tigerbob49

Top Mentioned in G9:
@csaba_kissi

Top Mentioned in G10:
@jburnmurdoch
@ft
@secretnhsceo
@ianbirrell

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@odio_nao
@chidambara09
@xaelbot
@javascriptd
@vonrosenchild
@fabriciosx
@fadlunrahman
@rvp
@dataaugmented

Top Tweeters in G1:
@sechsgefahrten
@vahgames
@akuanakbaik_2
@saipulsg8
@mstanacc_
@eeuno
@aselolebigwin
@beeshashaa
@luckyduckmeat
@satxisfy

Top Tweeters in G2:
@fadlunrahman
@percumha
@imluckyriego1
@ebyct
@irmayuli_1
@navalentines
@tukangseblakwin
@nfny63
@felixccia
@0xbubu

Top Tweeters in G3:
@dwiuget
@brizpaint
@eisenhiem143
@eithanjames1214
@anhkiet63990556
@chidaohebeiji
@giang99573461
@niaoge520
@cryptoinajacus
@mosesopeyem

Top Tweeters in G4:
@emelyncastro8
@dan_abramov
@jpinder
@orpia_marygrace
@dabit3
@aiza_magdaraog
@pelavarre
@defi_dad
@tokong22
@leila5_2

Top Tweeters in G5:
@alon14091
@babycrypto14
@jenykim1111
@buzzboyccc
@aravind75154890
@dominhan_86
@mvrhov1
@tranvanduc98
@tam77896650
@nnim25555854

Top Tweeters in G6:
@dataaugmented
@jhamby
@friedrichhayek
@nealschaffer
@shiningnyu
@veritatem2021
@yaakov_h
@gerryoat_bot
@scomma
@businesson_line

Top Tweeters in G7:
@chidambara09
@xaelbot
@javascriptd
@vonrosenchild
@fabriciosx
@rvp
@rahul05ranjan
@goaidev
@education_24x7
@ssxman2

Top Tweeters in G8:
@paoloigna1
@stephenpkendal
@reddit
@adeldmeyer
@aleeemeg
@nagardashingu
@beitmenotyou
@sbf_ftx
@nimacapital
@bkatcap

Top Tweeters in G9:
@rhjofficial
@ramonaeid
@wajsadaf
@csaba_kissi
@ahmedkiwi
@malikobansa
@educatedsavage
@_umersaeed
@guillempascual
@philstewart5

Top Tweeters in G10:
@ft
@fnafilms
@iceman_ex
@se25a
@cordeliaappleb1
@gillditch55
@sarasiobhan
@kmirandalondon
@jlsinc
@da1sy_alexander