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social graph_2022-01-18_21-04-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 19, 2022
Short Description:
social graph via NodeXL https://bit.ly/3Ai06tx
@cyberconnecthq
@ennezeta
@add_hawk
@bowenddex
@ceramicnetwork
@aaveaave
@commonbrittonic
@987_charles
@iaincolledge
@somemikesena

Top hashtags:
#machinelearning
#ai
#python
#datascience
#bigdata
#analytics
#iot
#iiot

Description:
Description
The graph represents a network of 1,233 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, 19 January 2022 at 05:05 UTC.

The requested start date was Wednesday, 19 January 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, 56-minute period from Wednesday, 05 January 2022 at 01:42 UTC to Tuesday, 18 January 2022 at 17:38 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 : 1233
Unique Edges : 912
Edges With Duplicates : 888
Total Edges : 1800
Number of Edge Types : 5
Tweet : 225
Retweet : 337
MentionsInRetweet : 510
Mentions : 512
Replies to : 216
Self-Loops : 228
Reciprocated Vertex Pair Ratio : 0.0096830985915493
Reciprocated Edge Ratio : 0.019180470793374
Connected Components : 338
Single-Vertex Connected Components : 106
Maximum Vertices in a Connected Component : 106
Maximum Edges in a Connected Component : 275
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.623974
Graph Density : 0.000755074203979313
Modularity : 0.66087
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,233 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, 19 January 2022 at 05:05 UTC.

The requested start date was Wednesday, 19 January 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, 56-minute period from Wednesday, 05 January 2022 at 01:42 UTC to Tuesday, 18 January 2022 at 17:38 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://aws.amazon.com/blogs/machine-learning/graph-based-recommendation-system-with-neptune-ml-an-illustration-on-social-network-link-prediction-challenges/
[12] https://towardsdatascience.com/graph-machine-learning-with-python-part-3-unsupervised-learning-aa2854fe0ff2?source=social.tw
[6] https://www.frontiersin.org/articles/10.3389/fphy.2022.830805/abstract
[5] https://www.dynapic.co/
[3] https://blogs.sap.com/2022/01/06/unleash-the-power-of-unified-apis-through-sap-graph/?source=social-Global-SAPdevs-TWITTER-MarketingCampaign-Developers-unspecified-spr-6167825655&campaigncode=CRM-XB21-MKT-DGEALL&sprinklrid=6167825655
[2] http://Race.io
[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&
[2] https://dev.to/awadelrahman/tutorial-graph-neural-networks-for-social-networks-using-pytorch-2kf
[2] https://dataemia.com/2022/01/15/graph-based-recommendation-system-with-neptune-ml-an-illustration-on-social-network-link-prediction-challenges/
[2] https://dataemia.com/2022/01/15/graph-based-recommendation-system-with-neptune-ml-an-illustration-on-social-network-link-prediction-challenges-2/

Top URLs in Tweet in G1:
[10] https://aws.amazon.com/blogs/machine-learning/graph-based-recommendation-system-with-neptune-ml-an-illustration-on-social-network-link-prediction-challenges/
[2] https://networks.skewed.de/net/myspace_aminer
[2] https://dataemia.com/2022/01/15/graph-based-recommendation-system-with-neptune-ml-an-illustration-on-social-network-link-prediction-challenges/
[2] https://dataemia.com/2022/01/15/graph-based-recommendation-system-with-neptune-ml-an-illustration-on-social-network-link-prediction-challenges-2/
[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&
[2] http://Race.io
[1] https://www.theblockcrypto.com/post/124510/web3-social-infrastructure-startup-cyberconnect-raises-10-million-in-seed-funding
[1] https://twitter.com/sammybauch/status/1478115596223066112
[1] https://twitter.com/eljojo/status/1478035497951936522
[1] https://twitter.com/lianafaye/status/1478599846617497600

Top URLs in Tweet in G4:
[2] https://github.com/ceramicstudio/datamodels/tree/main/packages/social-connections
[1] https://twitter.com/atlantis0x/status/1479899897512042500
[1] https://galaxy.eco/galaxyid/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c
[1] https://twitter.com/ProjectGalaxyHQ/status/1481528947296780288
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://mirror.xyz/cyberlab.eth/434yOD6TBEI7iea3MBAW3MrqQ-SyME8IPTT2ZEkshz4
[1] https://twitter.com/ceramicnetwork/status/1479105583714160645?s=20
[1] https://twitter.com/OrbisClub/status/1482407445393719302?t=78VqwXeRfptDZqDaJBexjA&s=19
[1] https://self.id/
[1] https://dns.xyz:443/

Top URLs in Tweet in G7:
[6] https://www.frontiersin.org/articles/10.3389/fphy.2022.830805/abstract
[3] https://towardsdatascience.com/graph-machine-learning-with-python-part-3-unsupervised-learning-aa2854fe0ff2?source=social.tw
[2] https://ramseyelbasheer.io/2022/01/12/graph-based-recommendation-system-with-neptune-ml-an-illustration-on-social-network-link-prediction-challenges/
[1] https://www.gotruvay.com
[1] https://medium.com/front-end-weekly/how-to-create-stacked-area-chart-with-javascript-bc220ed57009?source=rss----c539d790d38a---4&utm_campaign=how-to-create-stacked-area-chart-with-javascript&utm_medium=social_link&utm_source=missinglettr

Top URLs in Tweet in G9:
[1] https://twitter.com/desoprotocol/status/1475508729374203907?s=20

Top URLs in Tweet in G10:
[9] https://towardsdatascience.com/graph-machine-learning-with-python-part-3-unsupervised-learning-aa2854fe0ff2?source=social.tw
[2] https://okt.to/7Zf0DW
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fknowledge-graph-embedding-a-simplified-version-e6b0a03d373d%3Fsource%3Dsocial.tw
[2] 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://okt.to/KTrqAy
[1] https://neo4j.com/case-studies/japanese-auto-manufacturer/?ref=social-camp
[1] https://okt.to/qxNBzm
[1] https://okt.to/ncDGoL
[1] https://okt.to/wNgF9q
[1] https://okt.to/TINCBa

Top Domains
Top Domains in Tweet in Entire Graph:
[37] twitter.com
[14] amazon.com
[14] towardsdatascience.com
[7] frontiersin.org
[7] okt.to
[7] medium.com
[5] dynapic.co
[5] linkedin.com
[4] dataemia.com
[4] skewed.de

Top Domains in Tweet in G1:
[14] twitter.com
[12] amazon.com
[5] linkedin.com
[4] skewed.de
[4] dataemia.com
[2] lunarcrush.com
[2] afternic.com
[2] race.io
[1] theblockcrypto.com
[1] billiondollarstartupideas.com

Top Domains in Tweet in G4:
[5] twitter.com
[2] mirror.xyz
[2] github.com
[2] youtube.com
[1] galaxy.eco
[1] self.id
[1] dns.xyz

Top Domains in Tweet in G7:
[6] frontiersin.org
[3] towardsdatascience.com
[2] ramseyelbasheer.io
[1] gotruvay.com
[1] medium.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[9] towardsdatascience.com
[7] okt.to
[4] medium.com
[1] neo4j.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[29] machinelearning
[27] ai
[26] python
[23] datascience
[21] bigdata
[21] analytics
[21] iot
[21] iiot
[21] pytorch
[16] superm



Top Hashtags in Tweet in G1:
[3] ai
[3] ml
[2] thegraph
[2] crypto
[2] aws
[1] mlkeyconcepts
[1] pandemic
[1] sunshineworldwideschool
[1] schoolsofgoa
[1] nuturingathinkinggeneration

Top Hashtags in Tweet in G4:
[8] socialconnections
[1] letscyberconnect
[1] oldfriendsreunion
[1] web3

Top Hashtags in Tweet in G7:
[26] machinelearning
[24] python
[22] ai
[21] bigdata
[21] analytics
[21] datascience
[21] iot
[21] iiot
[21] pytorch
[2] 100daysofcode

Top Hashtags in Tweet in G10:
[6] neo4j
[2] automotive
[2] knowledgegraph
[2] embeddeddatabase
[2] graphdatabase
[1] cypher
[1] innovation
[1] digitaltwin
[1] vertexai
[1] ai

Top Words
Top Words in Tweet in Entire Graph:
[739] social
[664] graph
[179] media
[140] wordle
[82] thing
[82] system
[81] best
[79] design
[71] bit
[70] twitter

Top Words in Tweet in G1:
[167] social
[151] graph
[35] needs
[34] power
[32] network
[29] media
[23] tm
[17] system
[17] recommendation
[16] based

Top Words in Tweet in G2:
[139] wordle
[69] cleverest
[69] bit
[69] social
[69] media
[69] presence
[69] best
[69] thing
[69] graphic
[69] design

Top Words in Tweet in G3:
[5] graph
[4] bloke_social
[4] nigethugrug
[3] stephen1010102
[3] somechewlip
[3] rec777777
[3] bromhome
[3] bellagio_bound
[3] roarbro
[3] quisitive6

Top Words in Tweet in G4:
[67] social
[55] graph
[28] cyberconnecthq
[24] protocol
[23] web3
[18] ceramicnetwork
[17] check
[16] part
[14] official
[14] projectgalaxyhq

Top Words in Tweet in G5:
[3] graph
[2] deanmthomson
[2] social
[2] dointhebiz1
[2] kushty9
[2] carmic3
[2] isthisab0t
[2] pjnichols
[2] omisan63879530
[2] scotfax

Top Words in Tweet in G6:
[54] proof
[27] 2022
[27] decentralized
[27] id
[27] system
[27] watch
[27] list
[27] collab_land_
[27] discord
[27] gleamapp

Top Words in Tweet in G7:
[32] recommendation
[26] #machinelearning
[25] system
[25] neptune
[24] #python
[22] #ai
[21] #bigdata
[21] #analytics
[21] #datascience
[21] #iot

Top Words in Tweet in G8:
[46] job
[23] spain
[23] government
[23] increased
[23] jobs
[23] each
[23] private
[23] sector
[23] created
[23] crisis

Top Words in Tweet in G9:
[32] social
[21] graph
[14] cdixon
[11] key
[11] content
[11] likes
[11] comments
[10] desoprotocol
[10] big
[10] reason

Top Words in Tweet in G10:
[25] graph
[20] learning
[11] machine
[10] tdatascience
[9] python
[9] part
[9] unsupervised
[9] animadurkar
[7] neo4j
[6] #neo4j

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[306] social,graph
[171] social,media
[69] cleverest,bit
[69] bit,wordle
[69] wordle,social
[69] media,presence
[69] presence,best
[69] best,thing
[69] thing,wordle
[69] wordle,graphic

Top Word Pairs in Tweet in G1:
[76] social,graph
[34] graph,needs
[26] social,media
[23] tm,power
[21] social,network
[14] graph,based
[14] based,recommendation
[14] recommendation,system
[14] system,neptune
[14] neptune,ml

Top Word Pairs in Tweet in G2:
[69] cleverest,bit
[69] bit,wordle
[69] wordle,social
[69] social,media
[69] media,presence
[69] presence,best
[69] best,thing
[69] thing,wordle
[69] wordle,graphic
[69] graphic,design

Top Word Pairs in Tweet in G3:
[3] roarbro,quisitive6
[3] fridgeboris,michael80789776
[3] fibbymcfibface,rupert_lescott
[3] rupert_lescott,joelbaccas
[3] joelbaccas,randykite
[3] randykite,andrewknight226
[3] andrewknight226,nigethugrug
[3] nigethugrug,free_wales
[3] free_wales,mralignit
[3] suastusa,petraspics66

Top Word Pairs in Tweet in G4:
[55] social,graph
[24] graph,protocol
[18] web3,social
[14] official,projectgalaxyhq
[14] projectgalaxyhq,integrated
[14] integrated,api
[14] api,part
[14] part,social
[14] protocol,family
[14] family,check

Top Word Pairs in Tweet in G5:
[2] dointhebiz1,kushty9
[2] kushty9,carmic3
[2] carmic3,isthisab0t
[2] isthisab0t,pjnichols
[2] pjnichols,omisan63879530
[2] omisan63879530,scotfax
[2] scotfax,olongmarvin
[2] olongmarvin,incubatorman
[2] incubatorman,mossway

Top Word Pairs in Tweet in G6:
[27] 2022,decentralized
[27] decentralized,id
[27] id,system
[27] system,watch
[27] watch,list
[27] list,collab_land_
[27] collab_land_,proof
[27] proof,discord
[27] discord,gleamapp
[27] gleamapp,proof

Top Word Pairs in Tweet in G7:
[25] recommendation,system
[25] system,neptune
[22] #ai,#machinelearning
[21] neptune,#bigdata
[21] #bigdata,#analytics
[21] #analytics,#datascience
[21] #datascience,#ai
[21] #machinelearning,#iot
[21] #iot,#iiot
[21] #iiot,#pytorch

Top Word Pairs in Tweet in G8:
[23] spain,government
[23] government,increased
[23] increased,jobs
[23] jobs,each
[23] each,private
[23] private,sector
[23] sector,job
[23] job,created
[23] created,crisis
[23] crisis,boost

Top Word Pairs in Tweet in G9:
[21] social,graph
[11] likes,comments
[10] desoprotocol,cdixon
[10] cdixon,key
[10] key,social
[10] graph,big
[10] big,reason
[10] reason,storing
[10] storing,social
[10] social,content

Top Word Pairs in Tweet in G10:
[11] machine,learning
[9] graph,machine
[9] learning,python
[9] python,part
[9] part,unsupervised
[9] unsupervised,learning
[9] learning,animadurkar
[6] tdatascience,graph
[5] knowledge,graph
[3] graph,database

Top Replied-To
Top Replied-To in Entire Graph:
@cyberconnecthq
@benedictevans
@gmoneynft
@stillawake
@bimbolabisi
@eric_young_1
@nigel_farage
@str8sh00tr_uk
@thefactroom
@yuser

Top Replied-To in G3:
@thefactroom
@crikeyolson
@stephenmedlock5
@teagueroger

Top Replied-To in G4:
@cyberconnecthq
@benedictevans
@baptistegreve
@altryne
@ceramicnetwork
@backaes
@austingriffith
@divine_economy

Top Replied-To in G5:
@deanmthomson
@dointhebiz1

Top Replied-To in G9:
@cdixon
@belfortnft
@julespolonetsky
@neolti
@droskill
@desoprotocol
@levie
@moxie
@data4style

Top Mentioned
Top Mentioned in Entire Graph:
@add_hawk
@collab_land_
@gleamapp
@bowenddex
@p
@cyberconnecthq
@dlacalle_ia
@gp_pulipaka
@ceramicnetwork
@projectgalaxyhq

Top Mentioned in G1:
@kytahl
@graph_snows

Top Mentioned in G2:
@add_hawk

Top Mentioned in G3:
@bloke_social
@nigethugrug
@stephen1010102
@somechewlip
@rec777777
@bromhome
@bellagio_bound
@roarbro
@quisitive6
@shearerrab

Top Mentioned in G4:
@cyberconnecthq
@ceramicnetwork
@projectgalaxyhq
@opensea
@zhimao_liu
@tryshowtime
@memprotocol
@epnsproject
@bowenddex
@collab_land_

Top Mentioned in G5:
@kushty9
@carmic3
@isthisab0t
@pjnichols
@omisan63879530
@scotfax
@olongmarvin
@incubatorman
@mossway
@macnahgalla

Top Mentioned in G6:
@collab_land_
@gleamapp
@bowenddex
@p
@poapxyz
@projectgalaxyhq
@cyberconnecthq

Top Mentioned in G7:
@gp_pulipaka
@gotruvay
@yvesmulkers
@ds_vault
@eibrahim

Top Mentioned in G8:
@dlacalle_ia
@_combarro_

Top Mentioned in G9:
@cdixon
@desoprotocol
@levie
@moxie
@graphprotocol

Top Mentioned in G10:
@tdatascience
@animadurkar
@neo4j
@rohithteja15

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@xaelbot
@ipythonistabot
@rosenchild
@morolswediu
@chilhon2016lap
@jhamby
@2351onthelist
@coderretweet
@isthisab0t

Top Tweeters in G1:
@dataaugmented
@dataemia
@masmazcom
@kytahl
@cakotz
@biancawelds
@sn_fk_n
@steve_e
@aichatter
@mcmillen

Top Tweeters in G2:
@jhamby
@nootcrossing
@meankaiser
@aerocles
@rinhugs
@amalgamary
@tweetledee2b
@bahepa
@nirebryce
@noiknows

Top Tweeters in G3:
@rolo_tamasi
@andrewknight226
@carogersno1
@rec777777
@ann06957684
@robertsessford1
@iaincolledge
@roarbro
@bellagio_bound
@michael80789776

Top Tweeters in G4:
@benedictevans
@androolloyd
@owocki
@afdudley0
@ameensol
@altryne
@disruptionjoe
@tryshowtime
@divine_economy
@austingriffith

Top Tweeters in G5:
@2351onthelist
@isthisab0t
@georgegalloway
@edglasgow59
@iromg
@macnahgalla
@stevesayersone
@carmic3
@scotfax
@agentp22

Top Tweeters in G6:
@cybercodetwins
@alfiansyah_near
@torlak78
@gleamapp
@0xcjoke
@sdy0917
@farhanmhmmd07
@alexhau12
@lov3rcrypto
@poapxyz

Top Tweeters in G7:
@chidambara09
@xaelbot
@ipythonistabot
@morolswediu
@coderretweet
@hubofml
@azuerbot
@serverlessfan
@codewithtwitchi
@thecuriousluke

Top Tweeters in G8:
@marialilb
@godivaciones
@sabatofan
@libardopez
@pietercleppe
@bellatorhispani
@pjv1968
@loliguty
@danyelath13
@sassenvanelsloo

Top Tweeters in G9:
@sohilgupta
@julespolonetsky
@alextcone
@cdixon
@droskill
@data4style
@levie
@moxie
@cloutpunk_
@belfortnft

Top Tweeters in G10:
@rosenchild
@mdrechsler
@jadp
@neo4j
@uxdjb
@amarghuman
@tdatascience
@esmktdigital
@esmarketingdigi
@alex57712284


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