social graph, Twitter, 9/19/2019 2:30:04 PM, 210298


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social graph_2019-09-19_07-15-30.xlsx
social graph_2019-09-19_07-15-30.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 19, 2019
Short Description:
social graph via NodeXL http://bit.ly/30bFcwA
@social_molly
@was3210
@kdnuggets
@nodexl
@smr_foundation
@spirosmargaris
@santchiweb
@getsocial_now
@douglasmharley3
@neo4j

Top hashtags:
#neo4j
#machinelearning
#hatespeech
#ai
#alc
#socialmedia
#fintech
#iot

Description:
Description
The graph represents a network of 1,144 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 Thursday, 19 September 2019 at 14:15 UTC.

The requested start date was Thursday, 19 September 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 20-hour, 11-minute period from Thursday, 05 September 2019 at 00:11 UTC to Wednesday, 18 September 2019 at 20:22 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 : 1144
Unique Edges : 1788
Edges With Duplicates : 295
Total Edges : 2083
Number of Edge Types : 3
Replies to : 116
Mentions : 1761
Tweet : 206
Self-Loops : 206
Reciprocated Vertex Pair Ratio : 0.0165094339622642
Reciprocated Edge Ratio : 0.0324825986078886
Connected Components : 246
Single-Vertex Connected Components : 88
Maximum Vertices in a Connected Component : 281
Maximum Edges in a Connected Component : 643
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.231374
Graph Density : 0.00131845407435959
Modularity : 0.752548
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[56] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html
[31] https://3box.io/login
[15] https://www.9now.com.au/the-ashes-test-cricket?ocid=Social-WWOS
[14] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed:+kdnuggets-data-mining-analytics+(KDnuggets:+Data+Mining+and+Analytics)
[12] https://courses.researchingsocialmedia.com/courses/social-media-digital-humanities-methods-approaches-for-social-scientists
[9] https://neo4j.com/blog/15-rules-native-graph-database/?ref=social-blog
[7] https://neo4j.com/blog/nodes-2019-announcing-52-talks-from-leading-graph-experts/?ref=social-blog
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209887
[5] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html?utm_source=dlvr.it&utm_medium=twitter
[4] https://neo4j.com/blog/15-rules-native-graph-database/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=its-all-in-the-relationships-15-rules-of-a-native-graph-databa-2136880

Top URLs in Tweet in G1:
[11] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=195916
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208772
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=174090
[2] http://nodexlgraphgallery.org/Pages/Graph.as
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=206126
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=206131
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=195081
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=178587
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208019

Top URLs in Tweet in G2:
[8] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html
[5] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html?utm_source=dlvr.it&utm_medium=twitter
[3] https://neo4j.com/blog/15-rules-native-graph-database/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=its-all-in-the-relationships-15-rules-of-a-native-graph-databa-2136880
[3] https://neo4j.com/blog/nodes-2019-announcing-52-talks-from-leading-graph-experts/?ref=social-blog
[2] https://www.reddit.com/r/ethereum/comments/d39wko/3box_followers_your_open_social_graph/?utm_source=dlvr.it&utm_medium=twitter
[2] https://techcrunch.com/2019/09/16/get-popcorn-for-ios-13s-privacy-pop-ups-of-creepy-facebook-data-grabs/
[2] https://neo4j.com/blog/nodes-2019-announcing-52-talks-from-leading-graph-experts/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=nodes-2019-announcing-52-online-talks-from-leading-graph-expert-2148044
[1] https://uk.finance.yahoo.com/news/huge-healthcare-and-living-costs-keeps-us-as-one-of-worlds-worst-places-to-live-080009645.html?soc_src=social-sh&soc_trk=tw
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=591a58e0-cf6b-11e9-a87b-7f19cd611bfc&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0wOC0zMS91LXMtdW5sZWFzaGVzLW1pbGl0YXJ5LXRvLWZpZ2h0LWZha2UtbmV3cy1kaXNpbmZvcm1hdGlvbg==
[1] https://thenextweb.com/tech/2019/06/11/most-popular-social-media-networks-year-animated/

Top URLs in Tweet in G3:
[2] http://www.kpop-radar.com/AOA
[2] http://www.kpop-radar.com/BTS
[1] https://www.kpop-radar.com/SHINee
[1] https://kpop-radar.com/X1
[1] http://www.kpop-radar.com/THEBOYZ
[1] http://www.kpop-radar.com/VICTON
[1] https://www.kpop-radar.com/GOT7
[1] http://www.kpop-radar.com/X1
[1] http://www.kpop-radar.com/BLACKPINK

Top URLs in Tweet in G4:
[3] http://www.latinamerica.undp.org/content/rblac/es/home/presscenter/director-s-graph-for-thought/siempre-civico--nunca-incivico--censura-en-los-medios-y-organiza.html
[2] http://www.latinamerica.undp.org/content/rblac/en/home/presscenter/director-s-graph-for-thought/siempre-civico--nunca-incivico--censura-en-los-medios-y-organiza.html
[1] http://www.latinamerica.undp.org/content/rblac/en/home/presscenter/director-s-graph-for-thought/the-wisdom-in-our-words--protecting-indigenous-languages-in-lati.html
[1] http://www.latinamerica.undp.org/content/rblac/es/home/presscenter/director-s-graph-for-thought/the-wisdom-in-our-words--protecting-indigenous-languages-in-lati.html
[1] https://bit.ly/2lL9QKT?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=

Top URLs in Tweet in G5:
[33] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html
[13] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed:+kdnuggets-data-mining-analytics+(KDnuggets:+Data+Mining+and+Analytics)
[1] https://www.dataleadersbrief.com/go/r/0/a/11341905/e/339029?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G7:
[31] https://3box.io/login
[2] https://medium.com/3box/3box-followers-your-open-social-graph-1f5e42c50afd
[2] https://link.medium.com/YoEwmLmEWZ
[1] https://twitter.com/wizardofdapps/status/1173679924630020096

Top URLs in Tweet in G8:
[9] https://neo4j.com/blog/15-rules-native-graph-database/?ref=social-blog
[4] https://neo4j.com/blog/nodes-2019-announcing-52-talks-from-leading-graph-experts/?ref=social-blog
[3] https://neo4j.com/blog/intelligent-recommendation-framework/?ref=social-blog
[2] https://neo4j.com/blog/deepwalk-implementing-graph-embeddings-in-neo4j/?ref=social-blog
[2] https://neo4j.com/blog/deepwalk-implementing-graph-embeddings-in-neo4j/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=deepwalk-implementing-graph-embeddings-in-neo4j-httpgagglx-2139944
[1] https://neo4j.com/blog/graphcast-intro-graph-databases/?ref=social-blog
[1] https://neo4j.com/blog/how-graphs-enhance-artificial-intelligence/?ref=social-blog
[1] https://neo4j.com/blog/network-automation-graph-inventory-topology-webinar/?ref=social-blog
[1] https://neo4j.com/blog/nodes-2019-announcing-52-talks-from-leading-graph-experts/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=nodes-2019-announcing-52-online-talks-from-leading-graph-expert-2148044
[1] https://neo4j.com/blog/15-rules-native-graph-database/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=its-all-in-the-relationships-15-rules-of-a-native-graph-databa-2136880

Top URLs in Tweet in G10:
[12] https://courses.researchingsocialmedia.com/courses/social-media-digital-humanities-methods-approaches-for-social-scientists

Top Domains
Top Domains in Tweet in Entire Graph:
[79] kdnuggets.com
[45] nodexlgraphgallery.org
[37] neo4j.com
[31] 3box.io
[19] twitter.com
[15] com.au
[12] kpop-radar.com
[12] researchingsocialmedia.com
[7] undp.org
[5] engage.social

Top Domains in Tweet in G1:
[37] nodexlgraphgallery.org
[11] kdnuggets.com
[1] wikipedia.org
[1] facebook.com

Top Domains in Tweet in G2:
[16] kdnuggets.com
[10] neo4j.com
[6] twitter.com
[5] engage.social
[2] reddit.com
[2] techcrunch.com
[1] yahoo.com
[1] bloomberg.com
[1] thenextweb.com
[1] wikipedia.org

Top Domains in Tweet in G3:
[11] kpop-radar.com

Top Domains in Tweet in G4:
[7] undp.org
[1] bit.ly

Top Domains in Tweet in G5:
[46] kdnuggets.com
[1] dataleadersbrief.com

Top Domains in Tweet in G7:
[31] 3box.io
[4] medium.com
[1] twitter.com

Top Domains in Tweet in G8:
[27] neo4j.com
[1] confluent.io

Top Domains in Tweet in G10:
[12] researchingsocialmedia.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[43] neo4j
[39] machinelearning
[25] hatespeech
[23] ai
[20] alc
[17] socialmedia
[15] fintech
[15] iot
[15] graphforthought
[15] indigenouslanguages



Top Hashtags in Tweet in G1:
[23] ai
[15] iot
[14] fintech
[11] machinelearning
[8] bigdata
[7] finserv
[7] robotics
[7] futureofwork
[7] hatespeech
[7] socialnetworks

Top Hashtags in Tweet in G2:
[7] machinelearning
[6] neo4j
[4] hatespeech
[3] nativegraphdatabase
[3] connecteddata
[2] socialmedia
[2] connecteddatawhat
[2] datascience
[2] azure
[1] tech

Top Hashtags in Tweet in G4:
[20] alc
[15] graphforthought
[15] indigenouslanguages
[10] lac
[6] lenguasindigenas
[4] díadelademocracia
[2] cso
[2] internationaldayofdemocracy
[2] ods16
[2] diainternacionaldelademocracia

Top Hashtags in Tweet in G5:
[14] machinelearning
[14] hatespeech
[1] graphdatabases
[1] socialnetworks
[1] fintech

Top Hashtags in Tweet in G7:
[2] rt

Top Hashtags in Tweet in G8:
[37] neo4j
[11] connecteddata
[11] graphdb
[7] ml
[7] nativegraphdatabase
[6] spark
[6] graphalgorithms
[5] deepwalk
[5] graphembeddings
[5] artificialintelligence

Top Hashtags in Tweet in G10:
[12] socialmedia
[12] phdchat

Top Words
Top Words in Tweet in Entire Graph:
[497] Words in Sentiment List#1: Positive
[294] Words in Sentiment List#2: Negative
[71] Words in Sentiment List#3: Angry/Violent
[20239] Non-categorized Words
[21030] Total Words
[742] social
[566] graph
[177] networks
[106] network
[104] online

Top Words in Tweet in G1:
[38] mikequindazzi
[33] nodexl
[28] social
[26] graph
[24] top
[23] #ai
[18] hashtags
[18] gt
[15] #iot
[14] #fintech

Top Words in Tweet in G2:
[101] graph
[93] social
[29] networks
[23] online
[20] identify
[19] gt
[17] learning
[16] machine
[16] hate
[16] speech

Top Words in Tweet in G3:
[22] kpopradar_blip
[13] 아티스트
[12] seungwoo__th
[12] x1_k1r
[12] leeeunsang_th
[12] kimyohanth
[11] 페이지
[11] s
[11] artist
[11] page

Top Words in Tweet in G4:
[78] lflopezcalva
[75] social
[41] organización
[32] organization
[31] institutional
[26] 2000
[23] way
[23] citizens
[23] democratically
[23] influence

Top Words in Tweet in G5:
[55] graph
[52] identify
[52] online
[51] social
[51] networks
[38] machine
[38] learning
[38] hate
[38] speech
[36] kdnuggets

Top Words in Tweet in G6:
[32] kpopradar_blip
[32] victon1109
[32] victonpt
[32] victonph
[32] victonph1109
[32] victonxglobal
[32] vxgshop
[32] vic7on1109
[32] newworld_victon
[32] victon_th

Top Words in Tweet in G7:
[42] social
[40] 3boxdb
[35] graph
[34] follow
[32] friends
[32] ethereum
[32] free
[32] play
[32] 1
[32] log

Top Words in Tweet in G8:
[34] #neo4j
[27] graph
[20] neo4j
[15] talks
[12] data
[11] #connecteddata
[11] baffled
[11] stupefied
[11] amazed
[11] #graphdb

Top Words in Tweet in G9:
[33] social
[33] app
[33] users
[32] add
[32] features
[32] under
[32] day
[32] engage
[32] retain
[32] acquire

Top Words in Tweet in G10:
[118] social
[71] sna
[59] researchers
[59] use
[59] network
[59] analysis
[59] process
[59] investigating
[59] structures
[59] through

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[170] social,graph
[96] social,networks
[96] social,network
[82] online,social
[72] network,analysis
[70] hate,speech
[69] process,investigating
[69] investigating,social
[69] social,structures
[68] machine,learning

Top Word Pairs in Tweet in G1:
[18] top,hashtags
[13] social,network
[11] nodexl,mikequindazzi
[10] #ai,#iot
[8] network,analysis
[8] process,investigating
[8] investigating,social
[8] social,structures
[8] structures,through
[7] gt,gt

Top Word Pairs in Tweet in G2:
[31] social,graph
[20] social,networks
[17] online,social
[16] machine,learning
[16] hate,speech
[15] graph,machine
[15] learning,identify
[15] identify,hate
[15] speech,online
[8] social,network

Top Word Pairs in Tweet in G3:
[11] 아티스트,페이지
[11] s,artist
[11] artist,page
[11] youtube,m
[11] m,v
[11] v,viewcount
[11] viewcount,social
[11] social,graph
[10] page,https
[10] https,t

Top Word Pairs in Tweet in G4:
[41] organización,social
[32] social,organization
[23] organization,way
[23] way,citizens
[23] citizens,democratically
[23] democratically,influence
[23] influence,policy
[23] policy,outcomes
[23] outcomes,institutional
[22] lflopezcalva,social

Top Word Pairs in Tweet in G5:
[51] online,social
[51] social,networks
[38] graph,machine
[38] machine,learning
[38] learning,identify
[38] identify,hate
[38] hate,speech
[38] speech,online
[34] kdnuggets,graph
[14] graph,#machinelearning

Top Word Pairs in Tweet in G6:
[32] kpopradar_blip,victon1109
[32] victon1109,victonpt
[32] victonpt,victonph
[32] victonph,victonph1109
[32] victonph1109,victonxglobal
[32] victonxglobal,vxgshop
[32] vxgshop,vic7on1109
[32] vic7on1109,newworld_victon
[32] newworld_victon,victon_th
[32] victon_th,limsejun

Top Word Pairs in Tweet in G7:
[35] social,graph
[32] follow,friends
[32] friends,ethereum
[32] ethereum,free
[32] free,social
[32] graph,play
[32] play,1
[32] 1,log
[31] 3boxdb,follow
[31] log,2

Top Word Pairs in Tweet in G8:
[11] #neo4j,#connecteddata
[11] baffled,stupefied
[11] stupefied,amazed
[11] amazed,#neo4j
[11] #neo4j,#graphdb
[11] #graphdb,content
[11] content,talks
[11] talks,crazy
[11] crazy,good
[11] good,never

Top Word Pairs in Tweet in G9:
[32] add,social
[32] social,features
[32] features,app
[32] app,under
[32] under,day
[32] day,engage
[32] engage,retain
[32] retain,acquire
[32] acquire,users
[32] users,friend

Top Word Pairs in Tweet in G10:
[59] researchers,use
[59] use,social
[59] social,network
[59] network,analysis
[59] analysis,sna
[59] sna,process
[59] process,investigating
[59] investigating,social
[59] social,structures
[59] structures,through

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@lflopezcalva
@kpopradar_blip
@was3210
@3boxdb
@kdnuggets
@victonpt
@victonph
@victonph1109
@victonxglobal
@vxgshop

Top Mentioned in G1:
@mikequindazzi
@ronald_vanloon
@nodexl
@wef
@spirosmargaris
@santchiweb
@chidambara09
@evankirstel
@forbes
@paula_piccard

Top Mentioned in G2:
@pyconil

Top Mentioned in G3:
@kpopradar_blip
@x1_k1r
@leeeunsang_th
@kimyohanth
@seungwoo__th
@wooseok_family
@x1paraguay
@x1peru
@kimyohanbrasil
@x1global101

Top Mentioned in G4:
@lflopezcalva
@pnudpanama
@vdeminstitute
@pnudlac
@pnudargentina

Top Mentioned in G5:
@kdnuggets
@bobehayes
@neo4j
@spirosmargaris

Top Mentioned in G6:
@kpopradar_blip
@victon1109
@victonpt
@victonph
@victonph1109
@victonxglobal
@vxgshop
@vic7on1109
@newworld_victon
@victon_th

Top Mentioned in G7:
@3boxdb
@pooltogether_
@wizardofdapps
@heyaliceapp
@disruptbanksy
@ethereumjoseph
@poktnetwork
@linkdrophq
@trailmarks
@ethdotai

Top Mentioned in G8:
@neo4j
@rvanbruggen
@jocelyn_neo4j
@amidani
@amyhodler
@bwmerkl
@kafkastreams
@mdavidallen
@ryguyrg
@elisaoyj

Top Mentioned in G9:
@getsocial_now

Top Mentioned in G10:
@was3210
@nodexl

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@cyberdomain
@nosqldigest
@gamergeeknews
@evankirstel
@chidambara09
@libreinfo
@copyofone
@fintechna

Top Tweeters in G1:
@arkangelscrap
@sectest9
@nosqldigest
@gamergeeknews
@evankirstel
@chidambara09
@fintechna
@ramikantari
@santchiweb
@marshacollier

Top Tweeters in G2:
@libreinfo
@chandanrtcs
@chuckbaggett
@muckzuckerburg
@datascience__
@douchebagstrat
@crypto__mak
@soazure
@therealhrdlicka
@lopezunwired

Top Tweeters in G3:
@junnapa22
@jidrid0096
@parinee61137008
@doublebb007
@got7_ina
@mars_kr4ever
@forever_shinee
@yhnmel
@shineearg
@x1borntobefact

Top Tweeters in G4:
@josecdiez
@andres_barahona
@aceron_cdmx
@camilodeza
@salhaj
@lennimontiel
@germanome
@arrucha
@pochonavaro
@juanfdolondono

Top Tweeters in G5:
@_steve3_
@ssxman2
@bernardo_pirola
@acertijo
@msmigot
@vestedventures
@renato_umeton
@thecuriousluke
@elcavalos
@rosycoaching

Top Tweeters in G6:
@yinglighty
@windae
@go__gogoo
@wdl_hchan
@jinhyukss
@sinbology
@vinceberd19
@tathy077
@athenabomi
@sejunvct

Top Tweeters in G7:
@dantelex
@disruptbanksy
@cryptoaggregate
@antiprosynth
@twigwam
@abcoathup
@mkriak
@vanessagrellet_
@pedrouid
@pet3rpan_

Top Tweeters in G8:
@jadp
@neo4j
@solyarisoftware
@czds
@emileifrem
@jimwebber
@darthvader42
@ryguyrg
@elisaoyj
@mattcasters

Top Tweeters in G9:
@sherbah46958042
@crousillamespul
@parvez1
@tobhar4arsenal
@akinrelereanth1
@kathe_vsquez
@oluizfernando
@danny_jr731
@billmal071
@josephjeevanand

Top Tweeters in G10:
@academicchatter
@adnanrasool
@praxsozi
@melanielybarger
@nansinguzaj
@real_person_dh
@was3210
@walejay
@alexfenton
@srmooreresearch


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