social graph, Twitter, 11/23/2022 4:54:24 AM, 284821


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social graph_2022-11-22_20-48-00.xlsx
social graph_2022-11-22_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 23, 2022
Short Description:
social graph via NodeXL https://bit.ly/3tRGavd
@naval
@bestforbritain
@lensprotocol
@basitmahmood91
@rpnickson
@sachinchanda6
@crypto___baby
@desoprotocol
@themetav3rse
@stanikulechov

Top hashtags:
#cyberconnect
#ayesha
#some
#meded
#telemednow
#digitalhealth

Description:
Description
The graph represents a network of 3,784 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, 23 November 2022 at 04:50 UTC.

The requested start date was Wednesday, 23 November 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 6-day, 20-hour, 37-minute period from Tuesday, 15 November 2022 at 21:08 UTC to Tuesday, 22 November 2022 at 17:45 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 : 3784
Unique Edges : 1743
Edges With Duplicates : 5249
Total Edges : 6992
Number of Edge Types : 5
Retweet : 2477
MentionsInRetweet : 3099
Tweet : 427
Replies to : 356
Mentions : 633
Self-Loops : 438
Reciprocated Vertex Pair Ratio : 0.00615700359158543
Reciprocated Edge Ratio : 0.0122386537480877
Connected Components : 560
Single-Vertex Connected Components : 255
Maximum Vertices in a Connected Component : 774
Maximum Edges in a Connected Component : 1546
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 2.633241
Graph Density : 0.000273980794239725
Modularity : 0.557105
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,784 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, 23 November 2022 at 04:50 UTC.

The requested start date was Wednesday, 23 November 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 6-day, 20-hour, 37-minute period from Tuesday, 15 November 2022 at 21:08 UTC to Tuesday, 22 November 2022 at 17:45 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:
[10] https://datasci.social/@estebanmoro/109370591683609825
[10] https://www.symplur.com/healthcare-social-graph-score/
[8] http://volweb2.utk.edu/~gavrila/postdoc_ad.html
[7] https://medium.com/@popsteam/the-graph-grt-staking-guide-d8392814de39
[4] https://thegraph.com/docs/en/
[4] https://twitter.com/naval/status/1594017314927566848
[4] https://towardsdatascience.com/fastgraphml-a-low-code-framework-to-accelerate-the-graph-machine-learning-model-development-9a43863299f?source=social.tw
[3] https://debirdify.pruvisto.org/
[3] https://github.com/timhutton/twitter-archive-parser
[3] https://gov.gitcoin.co/t/decentralized-social-graph-as-an-oracle-powered-by-the-wisdom-of-the-crowd-for-the-era-of-plurality/11927

Top URLs in Tweet in G3:
[4] https://towardsdatascience.com/fastgraphml-a-low-code-framework-to-accelerate-the-graph-machine-learning-model-development-9a43863299f?source=social.tw
[3] https://debirdify.pruvisto.org/
[3] https://twitter.com/naval/status/1594017314927566848
[2] https://twitter.com/marcan42/status/1592349100942725122
[2] https://datasci.social/@estebanmoro/109370591683609825
[2] http://Gender.ly
[1] https://twitter.com/CarrieCnh12/status/1592210880712015873
[1] https://www.youtube.com/watch?v=B6ODpo7jf-w

[1] https://graph.bunnypa.ws/
[1] https://mutsu.me/blog/archives/501?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G4:
[1] https://fil-bangalore.io/
[1] https://www.lens.xyz
[1] https://www.lens.xyz/
[1] https://twitter.com/naval/status/1594017314927566848
[1] https://thedefiant.io/lens-web3-social-graph-live
[1] https://docs.lens.xyz/docs/overview
[1] https://lu.ma/PolygonGuildLucknow
[1] https://twitter.com/PolygonDaily/status/1586751062903607296

Top URLs in Tweet in G8:
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://cyberconnect.me
[1] https://link3.to/cryptofood
[1] https://cyberconnect.me/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[41] cyberconnect
[13] ayesha
[11] some
[9] meded
[9] telemednow
[9] digitalhealth
[9] clinicalinformatics
[9] patientadvocacy
[6] sappartners
[5] web3



Top Hashtags in Tweet in G3:
[6] sappartners
[3] socialmedia
[2] social
[2] digifinexairdrop
[2] memgraph
[2] web3
[2] polygon
[2] lens
[2] solidity
[2] ethereum

Top Hashtags in Tweet in G4:
[1] filbangalore
[1] web3social
[1] web3
[1] aave
[1] centralizemenot
[1] nft
[1] soulbound
[1] sbt

Top Hashtags in Tweet in G8:
[41] cyberconnect
[3] link3
[1] web3
[1] tbw2022

Top Words
Top Words in Tweet in Entire Graph:
[3610] graph
[2286] social
[1267] twitter
[1082] showing
[899] built
[867] network
[825] follow
[793] hard
[785] effects
[779] friend

Top Words in Tweet in G1:
[1547] graph
[774] follow
[774] network
[773] effects
[773] twitter
[772] incredibly
[772] friend
[772] naval
[772] break
[772] built

Top Words in Tweet in G2:
[1048] showing
[551] social
[549] bestforbritain
[526] graph
[525] security
[524] low
[524] benefits
[524] effect
[524] side
[524] unintended

Top Words in Tweet in G3:
[311] graph
[307] social
[130] twitter
[63] nft
[58] seen
[57] state
[56] cryptocurrency
[35] data
[32] mastodon
[31] sap

Top Words in Tweet in G4:
[89] lensprotocol
[81] social
[80] lens
[53] graph
[47] build
[46] future
[45] decentralised
[44] dapps
[43] devrel
[42] drive

Top Words in Tweet in G5:
[110] one
[110] country
[110] nets
[110] proud
[110] hunt
[110] comprehensive
[110] live
[110] anywhere
[110] jeremy
[110] safety

Top Words in Tweet in G6:
[200] hour
[100] according
[100] start
[100] advantage
[100] graph
[100] take
[100] during
[100] next
[100] usually
[100] down

Top Words in Tweet in G7:
[237] protocol
[170] social
[164] lens
[88] graph
[79] web3
[79] stanikulechov
[78] thesis
[78] crypto_mckenna
[77] built
[77] novel

Top Words in Tweet in G8:
[82] social
[74] graph
[68] cyberconnecthq
[59] link3to
[45] decentralized
[41] #cyberconnect
[38] strategic
[38] reached
[38] mirgamefi
[38] partnership

Top Words in Tweet in G9:
[75] graph
[75] social
[63] twitter
[61] data
[61] followers
[60] lists
[59] warning
[59] download
[59] contain
[59] followees

Top Words in Tweet in G10:
[51] social
[51] graph
[44] twitter
[44] mastodon
[42] holes
[42] thing
[42] annoying
[42] tearing
[42] cstross
[42] great

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1096] social,graph
[785] network,effects
[782] follow,graph
[779] friend,graph
[778] twitter,built
[777] graph,friend
[777] built,follow
[776] break,twitter
[776] incredibly,hard
[776] effects,incredibly

Top Word Pairs in Tweet in G1:
[773] network,effects
[773] follow,graph
[772] graph,friend
[772] built,follow
[772] break,twitter
[772] twitter,built
[772] friend,graph
[772] incredibly,hard
[772] effects,incredibly
[772] hard,break

Top Word Pairs in Tweet in G2:
[525] social,security
[524] graph,showing
[524] showing,low
[524] effect,showing
[524] low,social
[524] side,effect
[524] security,benefits
[524] benefits,unintended
[524] unintended,side
[523] bestforbritain,graph

Top Word Pairs in Tweet in G3:
[236] social,graph
[56] seen,social
[56] twitter,seen
[56] state,cryptocurrency
[56] nft,twitter
[56] cryptocurrency,nft
[21] social,media
[12] graph,needs
[12] business,process
[11] twitter,social

Top Word Pairs in Tweet in G4:
[51] social,graph
[46] lensprotocol,lens
[42] fabriguespe,devrel
[42] future,fabriguespe
[42] build,dapps
[42] decentralised,future
[42] devrel,engineer
[42] dapps,drive
[42] drive,decentralised
[42] engineer,lensprotocol

Top Word Pairs in Tweet in G5:
[110] one,comprehensive
[110] anywhere,world
[110] country,one
[110] proud,live
[110] nets,anywhere
[110] comprehensive,safety
[110] jeremy,hunt
[110] live,country
[110] safety,nets
[110] hunt,proud

Top Word Pairs in Tweet in G6:
[100] according,graph
[100] hour,take
[100] hour,next
[100] next,hour
[100] take,advantage
[100] slow,down
[100] down,during
[100] during,hour
[100] advantage,start
[100] usually,slow

Top Word Pairs in Tweet in G7:
[158] lens,protocol
[88] social,graph
[79] web3,social
[78] graph,protocol
[78] social,thesis
[77] protocol,novel
[77] protocol,web3
[77] novel,social
[77] thesis,lens
[77] protocol,built

Top Word Pairs in Tweet in G8:
[73] social,graph
[44] decentralized,social
[39] cyberconnecthq,link3to
[38] strategic,partnership
[38] link3to,mirgamefi
[38] mirgamefi,reached
[38] reached,strategic
[38] #cyberconnect,decentralized
[38] partnership,#cyberconnect
[37] defi_eagle,cyberconnecthq

Top Word Pairs in Tweet in G9:
[75] social,graph
[59] download,contain
[59] lists,followers
[59] graph,lists
[59] followers,followees
[59] twitter,data
[59] contain,social
[59] warning,twitter
[59] data,download
[58] marcan42,warning

Top Word Pairs in Tweet in G10:
[51] social,graph
[42] mastodon,migration
[42] thing,great
[42] migration,holes
[42] holes,tearing
[42] graph,twitter
[42] great,mastodon
[42] annoying,thing
[42] tearing,social
[41] cstross,annoying

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@vgr
@w1nt3r_eth
@mattblaze
@rachael_swindon
@adamsinger
@pizza_bug
@apenwarr
@remcotensen
@realgeorgehotz

Top Replied-To in G1:
@naval

Top Replied-To in G2:
@bestforbritain

Top Replied-To in G4:
@dwr
@rafathebuilder
@raphbaph
@aetiology
@anne_schmeltzer
@lefterisjp
@reptar258
@evan_van_ness
@mosquitocapital
@zeneca_33

Top Replied-To in G7:
@troopfinance
@ishanb22

Top Replied-To in G8:
@link3to
@bnbchain
@cyberconnecthq

Top Replied-To in G9:
@rainofterra
@nirbheek
@atax1a

Top Replied-To in G10:
@mattblaze
@mattdel83
@cstross
@marypcbuk
@janakj

Top Mentioned
Top Mentioned in Entire Graph:
@naval
@bestforbritain
@basitmahmood91
@hyunjinandme08
@lensprotocol
@desoprotocol
@stanikulechov
@crypto_mckenna
@rpnickson
@cyberconnecthq

Top Mentioned in G1:
@naval
@hadiazouni

Top Mentioned in G2:
@bestforbritain

Top Mentioned in G3:
@ldragoon
@neilperkin
@kurt
@crisidev
@dbelson
@feustey
@hikari_no_yume
@michaelguimarin
@edsaperia

Top Mentioned in G4:
@lensprotocol
@fabriguespe
@huddle01com
@aaveaave
@ya7ya
@farcaster_xyz
@0xpolygon
@dilliquid
@crypto_mckenna
@stanikulechov

Top Mentioned in G5:
@basitmahmood91
@dr_d_robertson
@bestforbritain

Top Mentioned in G6:
@hyunjinandme08

Top Mentioned in G7:
@stanikulechov
@crypto_mckenna
@lensprotocol
@aaveaave
@huddle01com
@fabriguespe
@alphanoncestaff
@ethglobal
@crypto__anik
@hasufl

Top Mentioned in G8:
@cyberconnecthq
@link3to
@mirgamefi
@defi_eagle
@galxe
@crypto___baby
@l
@axelarcore
@raca_3
@bsc_daily

Top Mentioned in G9:
@marcan42
@atax1a
@itisfinch
@altluu
@nirbheek
@melissa_mayb
@rainofterra
@mothcompute

Top Mentioned in G10:
@cstross
@petestrzok
@mattblaze
@mattdel83
@airlineflyer
@bibbleco
@opsveracity49th

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@roblwilson
@vonrosenchild
@dondekojo
@wildwalkerwoman
@guardian
@_ninipeaches
@shoq
@llama_strudel
@frances_coppola

Top Tweeters in G1:
@dondekojo
@ericmoo91919605
@phatboislym
@gabymenta
@afanumawuko
@alextackie
@weldtowrite
@cartha_of_cfc
@zerojuls
@diddybop1

Top Tweeters in G2:
@roblwilson
@marciaj64
@forumeditor
@tamtamsworld
@philipjtaylor1
@saffiya_khan1
@andypeacock999
@birdonthewire3
@raphaeldogg
@fascinatorfun

Top Tweeters in G3:
@nanashrew
@robotbeat
@hongpong
@cedrictillman
@dafloh
@librus107
@ldragoon
@lyndonhood
@curiousiguana
@andrewwatson

Top Tweeters in G4:
@amidgley
@francescociull4
@reddit
@dynamicbrands
@hackteen
@aetiology
@dabit3
@lefterisjp
@funghibull
@profitfinance07

Top Tweeters in G5:
@wildwalkerwoman
@frances_coppola
@fiona_fionnagal
@golwgymor
@chiller
@sharpeleven
@boogwinchester
@piyakhanna
@paul_trembath
@catethetwaate

Top Tweeters in G6:
@lovelylixie__
@hannajoona
@i_am_kari31
@wmrochen
@mongmongmy
@hyunjinandme08
@httpeachyy
@ssvenus_
@adelhejda
@ccutie251

Top Tweeters in G7:
@hasufl
@chandra819061
@crypto_mckenna
@theumk_
@stanikulechov
@lord45300368
@call_me_meyyyy
@poupee999
@crypto_dolfin
@ethglobal

Top Tweeters in G8:
@gohsuket
@a901105
@orpia_marygrace
@crypto___baby
@bettyyabut
@cristinabereb15
@rryte21
@rhomjr
@me_yrez
@alizarodrigo

Top Tweeters in G9:
@ezhanyan
@allicedimello
@lisaquestions
@hvillealrailfan
@dohbee
@amenohabakirii
@foxgrrl
@sarklor
@debbiegoldsmith
@aloperuby

Top Tweeters in G10:
@johnnydee62
@jwomack
@gabe55gabe
@mrpshropshire
@ppiixx
@marypcbuk
@owenblacker
@nothingsmonstrd
@kat_missouri
@garage_floor


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