social graph, Twitter, 2/16/2022 5:51:15 AM, 271716


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social graph_2022-02-15_21-04-00.xlsx
social graph_2022-02-15_21-04-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 16, 2022
Short Description:
social graph via NodeXL https://bit.ly/3oRqh5X
@lensprotocol
@stanikulechov
@quetc_
@alexmasmej
@aaveaave
@tryshowtime
@jkey_eth
@cyberconnecthq
@jason_kint
@nimacapital

Top hashtags:
#refugees
#web3
#ml
#aave
#ai
#neuralnetworks
#nfts
#postdoc
#superm

Description:
Description
The graph represents a network of 2,082 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, 16 February 2022 at 05:06 UTC.

The requested start date was Wednesday, 16 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, 15-hour, 45-minute period from Wednesday, 02 February 2022 at 01:39 UTC to Tuesday, 15 February 2022 at 17:24 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 : 2082
Unique Edges : 1104
Edges With Duplicates : 2403
Total Edges : 3507
Number of Edge Types : 5
Mentions : 475
Tweet : 313
Replies to : 206
Retweet : 1117
MentionsInRetweet : 1396
Self-Loops : 318
Reciprocated Vertex Pair Ratio : 0.00954773869346734
Reciprocated Edge Ratio : 0.0189148830263813
Connected Components : 410
Single-Vertex Connected Components : 167
Maximum Vertices in a Connected Component : 670
Maximum Edges in a Connected Component : 1546
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.383557
Graph Density : 0.000463689360902655
Modularity : 0.565213
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,082 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, 16 February 2022 at 05:06 UTC.

The requested start date was Wednesday, 16 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, 15-hour, 45-minute period from Wednesday, 02 February 2022 at 01:39 UTC to Tuesday, 15 February 2022 at 17:24 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] https://twitter.com/LensProtocol/status/1490782690651656197
[10] https://twitter.com/LensProtocol/status/1490782692786515970
[10] https://dy.si/w84xMJ
[9] https://lens.dev/
[8] https://decrypt.co/92359/defi-project-aave-launches-social-media-platform-polygon
[6] https://aws.amazon.com/blogs/machine-learning/graph-based-recommendation-system-with-neptune-ml-an-illustration-on-social-network-link-prediction-challenges/
[6] https://arxiv.org/abs/2202.05129
[6] https://towardsai.net/p/l/extracting-communities-from-social-graph-network
[5] https://towardsdatascience.com/fastflows-flow-based-models-for-molecular-graph-generation-a8327bb9bee1?source=social.tw
[5] https://www.youtube.com/watch?v=TuGsfC6IQBY&feature=youtu.be


Top URLs in Tweet in G1:
[2] https://lens.dev/
[2] https://decrypt.co/92359/defi-project-aave-launches-social-media-platform-polygon
[2] https://twitter.com/LensProtocol/status/1490782690651656197
[1] https://lens.dev/garden
[1] https://www.youtube.com/watch?v=LG9uYoxFxtw

[1] https://twitter.com/LensProtocol/status/1490782692786515970
[1] https://docs.lens.dev/docs/primer
[1] https://twitter.com/Cooopahtroopa/status/1474167795923316744?s=20

Top URLs in Tweet in G2:
[1] https://twitter.com/EdTubb/status/1493233058266374148
[1] https://www.nytimes.com/interactive/2018/06/03/technology/facebook-device-partners-users-friends-data.html
[1] https://twitter.com/jason_kint/status/1490172478152495105

Top URLs in Tweet in G3:
[6] https://twitter.com/LensProtocol/status/1490782690651656197
[6] https://arxiv.org/abs/2202.05129
[5] https://twitter.com/LensProtocol/status/1490782692786515970
[5] https://lens.dev/
[4] https://decrypt.co/92359/defi-project-aave-launches-social-media-platform-polygon
[3] https://thedefiant.io/lens-web3-social-media-polygon/
[2] https://www.graphicwallet.com/portfolios/pulse-chain-social-media-kit-1/?feed_id=23232&_unique_id=61fa6b67d952f
[2] https://twitter.com/AaveAave/status/1490783195767447561
[2] https://mirror.xyz/lensprotocol.eth/YG9iFIs2emVFRtj3JqY95Dk6opNqM0aC9YoM-Ppp5as
[2] https://arxiv.org/abs/2202.03392

Top URLs in Tweet in G4:
[1] https://twitter.com/LensProtocol/status/1490782690651656197
[1] https://twitter.com/LensProtocol/status/1490782692786515970
[1] https://lens.dev/

Top URLs in Tweet in G5:
[3] https://twitter.com/LensProtocol/status/1490782690651656197
[3] https://cryptocoin.news/news/defi-news/aave-devs-launch-decentralized-social-media-protocol-70844/
[3] https://twitter.com/LensProtocol/status/1490782692786515970
[1] https://twitter.com/LensProtocol/status/1490782692786515970?s=20
[1] https://twitter.com/parth_valecha/status/1492587060452016129
[1] https://twitter.com/i/spaces/1OyKADbWmwgxb?s=20
[1] https://www.panewslab.com/zh/articledetails/1644370292279407.html
[1] https://twitter.com/aaveaave/status/1490783195767447561?s=21
[1] https://www.coindesk.com/tech/2022/02/07/defis-aave-launches-web-3-social-media-platform-lens/
[1] https://twitter.com/LensProtocol/status/1490782718984171524

Top URLs in Tweet in G6:
[1] https://books.google.com/ngrams/graph?content=enemy&year_start=1800&year_end=2019&corpus=26&smoothing=3&direct_url=t1%3B%2Cenemy%3B%2Cc0

Top URLs in Tweet in G9:
[2] https://sol.cyberconnect.me/plaza
[2] https://galaxy.eco/CyberConnect
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://mirror.xyz/cyberlab.eth/J9dopHDCRw2UNXkIKmen1Rj0BwDP2bgwygVSCLt-4Nc
[1] https://twitter.com/lensprotocol/status/1490782692786515970
[1] https://twitter.com/lensprotocol/status/1490782690651656197
[1] https://www.hoo.live/
[1] https://podcasts.apple.com/us/podcast/51-with-mable-jiang-presented-by-multicoin-capital/id1540917284?i=1000549254489

Top Domains
Top Domains in Tweet in Entire Graph:
[61] twitter.com
[16] dy.si
[13] medium.com
[11] lens.dev
[10] okt.to
[10] social-camp.com
[9] decrypt.co
[8] arxiv.org
[7] youtube.com
[6] amazon.com

Top Domains in Tweet in G1:
[4] lens.dev
[4] twitter.com
[2] decrypt.co
[1] youtube.com

Top Domains in Tweet in G2:
[2] twitter.com
[1] nytimes.com

Top Domains in Tweet in G3:
[26] twitter.com
[8] arxiv.org
[6] dy.si
[5] lnr.app
[5] lens.dev
[5] decrypt.co
[4] thedefiant.io
[2] graphicwallet.com
[2] adactio.com
[2] okt.to

Top Domains in Tweet in G4:
[2] twitter.com
[1] lens.dev

Top Domains in Tweet in G5:
[12] twitter.com
[3] cryptocoin.news
[1] panewslab.com
[1] coindesk.com
[1] lens.dev

Top Domains in Tweet in G6:
[1] google.com

Top Domains in Tweet in G9:
[2] mirror.xyz
[2] cyberconnect.me
[2] galaxy.eco
[2] twitter.com
[1] hoo.live
[1] apple.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[24] refugees
[20] web3
[15] ml
[13] aave
[12] ai
[12] neuralnetworks
[11] nfts
[11] postdoc
[10] superm
[10] machinelearning



Top Hashtags in Tweet in G1:
[3] nft
[1] firstlook
[1] dao

Top Hashtags in Tweet in G3:
[10] aave
[9] web3
[6] nfts
[6] polygon
[5] thegraph
[5] defi
[5] blockchain
[4] cryptonews
[4] instagram
[3] google

Top Hashtags in Tweet in G4:
[1] web3

Top Hashtags in Tweet in G5:
[7] web3
[4] poweredbypolygon
[3] aave
[3] lensprotocol
[3] nfts
[2] polygon
[2] socialmedia
[2] defi
[1] deso
[1] cryptonews

Top Hashtags in Tweet in G9:
[2] solana
[1] riptide
[1] solananfts

Top Words
Top Words in Tweet in Entire Graph:
[1418] social
[1196] graph
[703] protocol
[504] lens
[495] composable
[412] decentralized
[366] lensprotocol
[306] permissionless
[295] over
[282] media

Top Words in Tweet in G1:
[340] lensprotocol
[330] decentralized
[321] composable
[284] permissionless
[264] protocol
[261] lens
[219] everything
[219] excited
[217] today
[217] changes

Top Words in Tweet in G2:
[203] graph
[202] social
[201] jason_kint
[201] data
[199] facebook
[198] tried
[197] see
[197] suggest
[197] turn
[197] over

Top Words in Tweet in G3:
[222] social
[187] graph
[43] lens
[42] protocol
[39] based
[37] decentralized
[31] media
[31] web3
[29] aave
[27] platform

Top Words in Tweet in G4:
[309] protocol
[195] social
[163] lens
[153] web3
[152] composable
[150] open
[149] stanikulechov
[148] media
[144] anyone
[142] breaking

Top Words in Tweet in G5:
[89] social
[77] graph
[69] protocol
[67] aaveaave
[54] launching
[51] one
[51] huggee
[51] beginning
[51] deso
[50] sandeepnailwal

Top Words in Tweet in G6:
[74] major
[74] conflicts
[74] over
[74] last
[74] 200
[74] years
[74] commonality
[74] heralded
[74] rise
[74] use

Top Words in Tweet in G7:
[2] scientist

Top Words in Tweet in G9:
[41] social
[32] graph
[31] solana
[23] cyberconnecthq
[14] cyberconnect
[13] web3
[11] connect
[11] user
[10] decentralized
[10] projectgalaxyhq

Top Words in Tweet in G10:
[32] social
[27] graph
[25] desoprotocol
[22] key
[5] deso
[5] first
[5] kind
[5] allows
[5] users
[5] economically

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[839] social,graph
[467] lens,protocol
[342] composable,decentralized
[304] permissionless,composable
[276] social,media
[226] today,everything
[226] everything,changes
[226] changes,re
[226] re,excited
[226] excited,introduce

Top Word Pairs in Tweet in G1:
[316] composable,decentralized
[283] permissionless,composable
[255] lens,protocol
[217] today,everything
[217] everything,changes
[217] changes,re
[217] re,excited
[217] excited,introduce
[217] introduce,lens
[216] protocol,permissionless

Top Word Pairs in Tweet in G2:
[202] social,graph
[197] see,facebook
[197] facebook,tried
[197] tried,suggest
[197] suggest,data
[197] data,turn
[197] turn,over
[197] over,social
[196] jason_kint,see
[196] graph,downlo

Top Word Pairs in Tweet in G3:
[104] social,graph
[34] lens,protocol
[31] decentralized,social
[29] social,media
[20] based,social
[17] graph,based
[16] smart,contracts
[16] contracts,based
[15] open,source
[13] protocol,open

Top Word Pairs in Tweet in G4:
[159] lens,protocol
[147] social,media
[143] open,composable
[142] breaking,aave
[142] aave,fam
[142] fam,launched
[142] launched,lens
[142] protocol,open
[142] composable,web3
[142] web3,social

Top Word Pairs in Tweet in G5:
[77] social,graph
[57] graph,protocol
[54] launching,social
[53] aaveaave,launching
[51] one,huggee
[51] huggee,aaveaave
[51] protocol,beginning
[51] beginning,deso
[50] sandeepnailwal,one
[49] deso,decentral

Top Word Pairs in Tweet in G6:
[74] major,conflicts
[74] conflicts,over
[74] over,last
[74] last,200
[74] 200,years
[74] years,commonality
[74] commonality,heralded
[74] heralded,rise
[74] rise,use
[74] use,word

Top Word Pairs in Tweet in G9:
[30] social,graph
[11] cyberconnect,solana
[10] decentralized,social
[10] event,14
[10] 14,connect
[10] connect,cyberconnecthq
[10] cyberconnecthq,user
[10] user,follow
[10] follow,participants
[10] participants,year

Top Word Pairs in Tweet in G10:
[27] social,graph
[22] key,social
[21] desoprotocol,key
[5] deso,first
[5] first,kind
[5] kind,allows
[5] allows,users
[5] users,economically
[5] economically,put
[5] put,social

Top Replied-To
Top Replied-To in Entire Graph:
@lensprotocol
@stanikulechov
@alanlyons33
@epolynya
@typepad
@divine_economy
@zachcoelius
@foobazzler
@garybasin
@yosariantwo

Top Replied-To in G1:
@lensprotocol
@zigakairos
@crypto_texan
@kimdotcom

Top Replied-To in G2:
@thebax33
@jason_kint

Top Replied-To in G4:
@stanikulechov
@shl0ms
@thebitcoinspot
@wijuwiju0x

Top Replied-To in G7:
@rossgilroy

Top Replied-To in G8:
@jimdtweet

Top Replied-To in G9:
@burntfinance
@emmie

Top Mentioned
Top Mentioned in Entire Graph:
@lensprotocol
@jason_kint
@stanikulechov
@johndefeo
@aaveaave
@developer_dao
@sandeepnailwal
@desoprotocol
@cyberconnecthq
@agisilaos_k

Top Mentioned in G1:
@lensprotocol
@developer_dao
@aave
@defiantnews
@jeremyolken
@iamsupermassive
@stanikulechov
@decryptmedia
@polygon
@desoprotocol

Top Mentioned in G2:
@jason_kint
@brucewilson
@nickconfessore
@gabrieldance
@laforgia_
@eyalo365

Top Mentioned in G3:
@nbmroomofafrica
@serjhunt_ark

Top Mentioned in G4:
@stanikulechov
@lensprotocol
@the3d_
@fiskantes
@defispartan
@nilsedison
@wearenewt
@shl0ms
@developer_dao
@aaveaave

Top Mentioned in G5:
@aaveaave
@sandeepnailwal
@lensprotocol
@0xpolygon
@stanikulechov
@justinkan
@withmattkim
@panewscn
@a
@icodrops

Top Mentioned in G6:
@johndefeo

Top Mentioned in G7:
@godfly__
@cern_lxxl
@praisehisname50
@wolfpak561
@dirk_fasshauer
@duyajek_viminov
@a_damned_smith
@secularsandwich
@bentdepraved
@tertiusiv

Top Mentioned in G8:
@stormsignalsa
@militant_gnomes
@pauladamsalber1
@johndublin10
@canadianworker2
@rln_nelson
@wlbeeton
@halbrow68884227
@0sundance
@ejwwest

Top Mentioned in G9:
@cyberconnecthq
@solana
@projectgalaxyhq
@memprotocol
@tryshowtime
@alexmasmej
@hoodotlive
@ariannasimpson
@a16z
@syndicatedao

Top Mentioned in G10:
@desoprotocol

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@xaelbot
@cybersecurityn8
@manmet80
@evankirstel
@givemepie360
@velocity2121
@cotey_mary
@coderretweet
@strawberryng

Top Tweeters in G1:
@pitoloco2021
@bz99999
@papayatop
@disruptbanksy
@joonian
@notsofast
@krishaamer
@polygon
@xavieriturralde
@iiiitsandrea

Top Tweeters in G2:
@manmet80
@givemepie360
@cotey_mary
@sexygirl798
@roripierpont1
@deepvard
@elkehollings
@multijo1
@kimpy123
@avonan

Top Tweeters in G3:
@strawberryng
@webnowcompany
@suriyasubraman
@dumbwire
@gerryoat_bot
@arxivml
@tzhonggbot
@saurabh
@cryptscp
@myrabra73685553

Top Tweeters in G4:
@cryptotrapgxd
@monnaiecryptofr
@cryptoelitenews
@jilm
@nullpackets
@fes_sr
@0xdefi419
@bitcoin4bernie
@juliatzen
@chizhao

Top Tweeters in G5:
@evankirstel
@jfjabbo
@thomaspower
@davecraige
@dinisguarda
@lifemademe
@sarbjeetjohal
@glengilmore
@naaichrathore
@dhinchcliffe

Top Tweeters in G6:
@mtrushmore2016
@wavehit
@ddavisonnc
@donnareiter6
@castoropollux2
@racerbluegold
@jackied23444532
@philomathyjen
@evasiu21
@halselromona

Top Tweeters in G7:
@takethatdarwin
@zapher134
@zypisfy
@janetb172
@doubledumas
@cern_lxxl
@greekvikingx
@ah_science
@leanneaf
@kester_lowers

Top Tweeters in G8:
@rmack2x
@dickmackintosh
@robmeekel
@oscarswild1
@rln_nelson
@keithamccluskey
@noelturner194
@barbarajdurkin
@thedisproof
@ejwwest

Top Tweeters in G9:
@tcrpartybot
@mayazi
@julieta_saylor
@alexmasmej
@a16z
@torlak78
@tryshowtime
@ariannasimpson
@tomiandriano1
@solana

Top Tweeters in G10:
@rookstockpicker
@neolti
@njasarevic
@dereneda
@3desocial
@diegorobot1
@donna12613699
@dylanjaggerlee
@znmead
@africuz1


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