social graph, Twitter, 10/6/2021 4:13:09 AM, 263821


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social graph_2021-10-05_21-04-00.xlsx
social graph_2021-10-05_21-04-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 06, 2021
Short Description:
social graph via NodeXL https://bit.ly/3uKJCHx
@drandrewb
@tdatascience
@graphprotocol
@callin_bull
@sdw
@neo4j
@davidvorick
@pool_pm
@gerimonsen1
@social_seer

Top hashtags:
#100daysofcode
#datascience
#avax
#seo
#graphdatascience
#day99
#day100
#gds
#neo4j

Description:
Description
The graph represents a network of 1,285 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, 06 October 2021 at 04:05 UTC.

The requested start date was Wednesday, 06 October 2021 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, 16-hour, 59-minute period from Wednesday, 22 September 2021 at 01:00 UTC to Tuesday, 05 October 2021 at 18:00 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 : 1285
Unique Edges : 676
Edges With Duplicates : 1184
Total Edges : 1860
Number of Edge Types : 5
Tweet : 244
Retweet : 515
MentionsInRetweet : 598
Replies to : 203
Mentions : 300
Self-Loops : 251
Reciprocated Vertex Pair Ratio : 0.0183930300096805
Reciprocated Edge Ratio : 0.0361216730038023
Connected Components : 347
Single-Vertex Connected Components : 99
Maximum Vertices in a Connected Component : 117
Maximum Edges in a Connected Component : 233
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.896682
Graph Density : 0.000637598942991866
Modularity : 0.593777
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,285 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, 06 October 2021 at 04:05 UTC.

The requested start date was Wednesday, 06 October 2021 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, 16-hour, 59-minute period from Wednesday, 22 September 2021 at 01:00 UTC to Tuesday, 05 October 2021 at 18:00 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:
[18] https://www.semrush.com/blog/open-graph/
[17] https://pool.pm/
[15] https://towardsdatascience.com/analyzing-travel-logs-of-digital-nomads-with-neo4j-graph-data-science-b7a13d6ba544?source=social.tw
[10] https://towardsdatascience.com/a-very-simple-guide-of-knowledge-graph-for-health-data-scientists-bb8cefc1db31?source=social.tw
[9] https://www.semrush.com/blog/open-graph/?utm_source=dlvr.it&utm_medium=twitter
[7] https://inspiretothrive.com/adding-open-graph-tags-to-your-header-for-social-media-optimization/
[7] https://medium.com/m/global-identity?redirectUrl=https://towardsdatascience.com/lets-talk-about-graph-neural-network-python-libraries-a0b23ec983b0%3Fsource%3Dsocial.tw
[7] https://www.thegatewaypundit.com/2021/09/going-arizona-recently-processed-67300-voter-identities-social-security-administration-58-no-match-found/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[5] https://okt.to/y1NmAL
[4] https://medium.com/m/global-identity?redirectUrl=https://towardsdatascience.com/creating-a-community-specific-reputation-score-for-users-of-web3-platform-mirror-xyz-14d494a25ea8%3Fsource%3Dsocial.tw

Top URLs in Tweet in G2:
[9] https://www.semrush.com/blog/open-graph/?utm_source=dlvr.it&utm_medium=twitter
[9] https://www.semrush.com/blog/open-graph/
[3] https://networks.skewed.de/net/flickr_aminer
[2] https://networks.skewed.de/net/livejournal_aminer
[1] https://twitter.com/acoyne/status/1440162537698258952
[1] https://twitter.com/cbcwhatonearth/status/1440696136981889030
[1] https://twitter.com/ONS/status/1440964048028422146
[1] https://twitter.com/balajis/status/1440746442847449098
[1] http://www.bing.com/
[1] https://bing.com/covid/local/laos?form=WSHCOV&vert=graph

Top URLs in Tweet in G3:
[14] https://towardsdatascience.com/analyzing-travel-logs-of-digital-nomads-with-neo4j-graph-data-science-b7a13d6ba544?source=social.tw
[10] https://towardsdatascience.com/a-very-simple-guide-of-knowledge-graph-for-health-data-scientists-bb8cefc1db31?source=social.tw
[7] https://medium.com/m/global-identity?redirectUrl=https://towardsdatascience.com/lets-talk-about-graph-neural-network-python-libraries-a0b23ec983b0%3Fsource%3Dsocial.tw
[5] https://okt.to/y1NmAL
[4] https://medium.com/m/global-identity?redirectUrl=https://towardsdatascience.com/creating-a-community-specific-reputation-score-for-users-of-web3-platform-mirror-xyz-14d494a25ea8%3Fsource%3Dsocial.tw
[3] https://towardsdatascience.com/inductive-learning-for-product-assortment-graph-completion-a44306da5c42?source=social.tw
[2] https://towardsdatascience.com/fuse-graph-neural-networks-with-semantic-reasoning-to-produce-complimentary-predictions-33a238d555c0?source=social.tw
[2] https://medium.com/m/global-identity?redirectUrl=https://towardsdatascience.com/network-visualizations-with-grandstack-a07deb0a0c3a%3Fsource%3Dsocial.tw
[2] https://towardsdatascience.com/build-your-first-graph-neural-network-model-to-predict-traffic-speed-in-20-minutes-b593f8f838e5?source=social.tw
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-representation-learning-dd64106c9763%3Fsource%3Dsocial.tw

Top URLs in Tweet in G4:
[1] https://twitter.com/graphprotocol/status/1442539544486760456
[1] https://www.youtube.com/watch?v=T3LOyB2oJu8&feature=youtu.be

[1] https://medium.com/@amexicotte/the-role-of-the-graph-in-the-web3-data-economy-955a901af99b?source=social.tw

Top URLs in Tweet in G5:
[1] https://www.nytimes.com/2021/09/22/upshot/murder-rise-2020.html

Top URLs in Tweet in G6:
[1] https://twitter.com/jesselehrich/status/1443688128271708164

Top URLs in Tweet in G7:
[1] https://riftapp.hns.siasky.net/
[1] https://twitter.com/signalapp/status/1442354759009247232

Top URLs in Tweet in G8:
[1] https://twitter.com/DLeonhardt/status/1442456189661589506
[1] https://www1.nyc.gov/site/doh/covid/covid-19-data-totals.page

Top URLs in Tweet in G9:
[17] https://pool.pm/
[1] https://pool.pm/5a532a00879f64e1c97333686477dd6722ac61f06e0d34a65d3f996e.FacelessPainter0781

Top Domains
Top Domains in Tweet in Entire Graph:
[54] twitter.com
[32] towardsdatascience.com
[32] semrush.com
[28] medium.com
[18] pool.pm
[7] inspiretothrive.com
[7] neo4j.com
[7] thegatewaypundit.com
[6] okt.to
[5] skewed.de

Top Domains in Tweet in G2:
[19] semrush.com
[15] twitter.com
[5] skewed.de
[2] bing.com
[2] cardanocube.io
[1] lunarcrush.com
[1] globalvoices.org
[1] arxiv.org
[1] prestashop.com
[1] mastodon.social

Top Domains in Tweet in G3:
[31] towardsdatascience.com
[21] medium.com
[7] neo4j.com
[6] okt.to

Top Domains in Tweet in G4:
[1] twitter.com
[1] youtube.com
[1] medium.com

Top Domains in Tweet in G5:
[1] nytimes.com

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

Top Domains in Tweet in G7:
[1] siasky.net
[1] twitter.com

Top Domains in Tweet in G8:
[1] twitter.com
[1] nyc.gov

Top Domains in Tweet in G9:
[18] pool.pm

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[12] 100daysofcode
[9] datascience
[8] avax
[8] seo
[6] graphdatascience
[5] day99
[5] day100
[5] gds
[4] neo4j
[3] opengraph



Top Hashtags in Tweet in G2:
[3] seo
[2] search
[2] datascience
[1] วัคซีนไฟเซอร์
[1] unfinishedlive
[1] galaxyscore
[1] the
[1] basic
[1] hedera
[1] chronotech

Top Hashtags in Tweet in G3:
[6] graphdatascience
[6] datascience
[5] gds
[4] neo4j
[2] finserv
[2] machinelearning
[1] graphcast
[1] scalability
[1] graphdatabases
[1] aura

Top Hashtags in Tweet in G7:
[1] skynetcommunityupdate

Top Hashtags in Tweet in G9:
[1] cnft

Top Words
Top Words in Tweet in Entire Graph:
[912] graph
[746] social
[199] media
[157] science
[129] really
[128] public
[124] important
[124] everyone
[123] mean
[121] show

Top Words in Tweet in G1:
[118] really
[117] hope
[117] show
[117] graph
[117] medical
[117] school
[117] class
[117] mean
[117] everyone
[117] important

Top Words in Tweet in G2:
[120] social
[117] graph
[35] media
[24] open
[22] create
[19] eye
[19] catching
[19] snippets
[17] network
[11] user

Top Words in Tweet in G3:
[58] graph
[52] tdatascience
[46] data
[26] science
[26] neo4j
[23] graphs
[18] tomaz
[18] bratanic
[17] travel
[16] social

Top Words in Tweet in G4:
[45] defi
[45] nfts
[45] social
[45] media
[45] blockchain
[45] need
[45] information
[45] portrayed
[45] front
[45] end

Top Words in Tweet in G5:
[90] find
[45] obviously
[45] murder
[45] rate
[45] dreadful
[45] thing
[45] ways
[45] reduce
[45] graph
[44] callin_bull

Top Words in Tweet in G6:
[31] facebook
[31] push
[30] take
[30] away
[30] social
[30] graph
[30] monopolist
[30] ability
[30] unsteerable
[30] algorithmic

Top Words in Tweet in G7:
[26] social
[24] skynet
[13] follow
[13] users
[13] graph
[13] decentralized
[13] messaging
[12] rift
[12] search
[12] riftdweb

Top Words in Tweet in G8:
[11] graph
[4] people
[3] makes
[3] higher
[3] scores
[2] nothing
[2] special
[2] going
[2] shadow
[2] docket

Top Words in Tweet in G9:
[16] long
[16] due
[16] finally
[16] supports
[16] open
[16] graph
[16] twitter
[16] cards
[16] asset
[16] means

Top Words in Tweet in G10:
[52] ง
[39] ท
[15] ให
[14] ได
[13] ความค
[13] ด
[13] รห
[13] สผ
[13] านม
[13] อถ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[308] social,graph
[193] social,media
[118] show,graph
[117] hope,show
[117] graph,medical
[117] medical,school
[117] school,class
[117] class,mean
[117] mean,really
[117] really,everyone

Top Word Pairs in Tweet in G1:
[117] hope,show
[117] show,graph
[117] graph,medical
[117] medical,school
[117] school,class
[117] class,mean
[117] mean,really
[117] really,everyone
[117] everyone,important
[117] important,science

Top Word Pairs in Tweet in G2:
[44] social,graph
[33] social,media
[21] open,graph
[19] graph,create
[19] create,eye
[19] eye,catching
[19] catching,social
[19] media,snippets
[5] social,distancing
[5] graph,network

Top Word Pairs in Tweet in G3:
[27] graph,data
[26] data,science
[20] neo4j,graph
[18] tomaz,bratanic
[15] analyzing,travel
[15] travel,logs
[15] logs,digital
[15] digital,nomads
[15] nomads,neo4j
[15] science,tomaz

Top Word Pairs in Tweet in G4:
[45] defi,nfts
[45] nfts,social
[45] social,media
[45] media,blockchain
[45] blockchain,need
[45] need,information
[45] information,portrayed
[45] portrayed,front
[45] front,end
[42] graphprotocol,defi

Top Word Pairs in Tweet in G5:
[45] obviously,murder
[45] murder,rate
[45] rate,dreadful
[45] dreadful,thing
[45] thing,find
[45] find,ways
[45] ways,reduce
[45] reduce,find
[45] find,graph
[44] callin_bull,obviously

Top Word Pairs in Tweet in G6:
[30] take,away
[30] away,social
[30] social,graph
[30] graph,monopolist
[30] monopolist,facebook
[30] facebook,ability
[30] ability,push
[30] push,unsteerable
[30] unsteerable,algorithmic
[30] algorithmic,feed

Top Word Pairs in Tweet in G7:
[13] social,graph
[12] rift,search
[12] search,riftdweb
[12] riftdweb,allows
[12] allows,find
[12] find,discover
[12] discover,follow
[12] follow,skynet
[12] skynet,users
[12] users,using

Top Word Pairs in Tweet in G8:
[3] higher,scores
[2] nothing,special
[2] special,going
[2] going,shadow
[2] shadow,docket
[2] docket,republicans
[2] republicans,facts
[2] facts,otherwise
[2] otherwise,graph
[2] pandemic,over

Top Word Pairs in Tweet in G9:
[16] long,due
[16] due,finally
[16] finally,supports
[16] supports,open
[16] open,graph
[16] graph,twitter
[16] twitter,cards
[16] cards,asset
[16] asset,means
[15] pool_pm,long

Top Word Pairs in Tweet in G10:
[39] ท,ง
[13] ความค,ด
[13] ด,รห
[13] รห,สผ
[13] สผ,านม
[13] านม,อถ
[13] อถ,อให
[13] อให,ไปได
[13] ไปได,ไง
[13] ไง,ข

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@drandrewb
@tdatascience
@graphprotocol
@callin_bull
@sdw
@pool_pm
@hhwu
@scomma
@riftdweb
@danrose999

Top Mentioned in G1:
@drandrewb

Top Mentioned in G2:
@pavtalk
@bruzuhq
@pistakkiomktg

Top Mentioned in G3:
@tdatascience
@hhwu
@neo4j
@rohithteja15
@andrewhong5297
@weihaohello
@marcobrambi
@ly_kof
@jocelyn_neo4j
@steeve__huang

Top Mentioned in G4:
@graphprotocol
@impranavm_
@hashingitoutpod
@cawfree
@crypto_coin888
@alexmexicotte
@theklineventure

Top Mentioned in G5:
@callin_bull

Top Mentioned in G6:
@sdw

Top Mentioned in G7:
@riftdweb
@skynetlabs
@davidvorick

Top Mentioned in G8:
@kbandersen
@dleonhardt
@senwhitehouse
@cherylrofer
@nytimes
@edbott
@anneapplebaum
@lkumar31
@inthenameofsaf1
@krudethoughts

Top Mentioned in G9:
@pool_pm

Top Mentioned in G10:
@scomma

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@aaroncuddeback
@rosenchild
@reuters
@100xcode
@coder_487
@estarianne
@radlein
@cwharlow
@frazzling

Top Tweeters in G1:
@frazzling
@jsinvr
@meredithheron
@j0ann3
@67capt_canuck
@maverickcalgary
@godnojoe
@schalaasha
@maxkingsleyeh
@heatherdcoleman

Top Tweeters in G2:
@8020es
@nealschaffer
@rejectionking
@marketingrdv
@mikeblazerx
@inmarketingoz
@hyperplanes
@gerryoat_bot
@bigapplemedia
@neoconmaudit

Top Tweeters in G3:
@chidambara09
@rosenchild
@fabriciosx
@machinelearnflx
@hubbucket
@datascience__
@junjudapi
@imaasai
@neo4j
@klunkysql

Top Tweeters in G4:
@steffanoferrari
@lost_inchains
@defi_png_avax
@crypto_herald
@do6wkg7o
@johngea90557473
@almutasemalhaj
@beljawski
@andry_riyatno91
@crypto_coin888

Top Tweeters in G5:
@estarianne
@cwharlow
@mumbly_joe
@makarov__
@zefirotorna
@otdderamin
@misandryalex
@navinpokala
@ladambell
@krisarmstrong1

Top Tweeters in G6:
@doney
@olivierlacan
@tonyarnold
@simon_harper
@nathos
@semikami
@sdw
@tzeejay
@rebeccaslatkin
@_mchristensen

Top Tweeters in G7:
@crypto92672216
@rickmanelius
@wellhat
@proffaustus
@duncanaitken
@harold31
@tamal31489337
@jameswcraven
@skynetlabs
@gmisystem

Top Tweeters in G8:
@nytimes
@social_seer
@edbott
@cherylrofer
@drericding
@karenvaites
@aslavitt
@gerimonsen1
@kbandersen
@anneapplebaum

Top Tweeters in G9:
@vvisenu
@rajapokemon19
@bmore710
@1080lt
@smaugpool
@sushi_yakimandu
@marshallchow
@_babycrypto
@feedergastro
@pool_pm

Top Tweeters in G10:
@jinggala_pg28
@dearwhitepearl
@hachanajee
@icysbrani
@kangxzp
@scomma
@wiennat
@teerapapc
@iamnatting
@tanxseo


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