social graph, Twitter, 5/28/2020 2:59:25 AM, 228394


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social graph_2020-05-26_21-11-44.xlsx
social graph_2020-05-26_21-11-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 28, 2020
Short Description:
social graph via NodeXL https://bit.ly/2zAu0yc
@bambiinabts
@shobz
@dougcameron51
@matthuang
@lorenzoromani
@raja19
@horrdorr
@balajis
@toadmeister
@benkentish

Top hashtags:
#osint
#neo4j
#covid19
#connecteddata
#graphdatabases
#wikidata
#graphcast
#graphdatabase

Description:
Description
The graph represents a network of 2,767 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, 27 May 2020 at 04:12 UTC.

The requested start date was Wednesday, 27 May 2020 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, 21-hour, 11-minute period from Wednesday, 13 May 2020 at 01:21 UTC to Tuesday, 26 May 2020 at 22:33 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 : 2767
Unique Edges : 1233
Edges With Duplicates : 3037
Total Edges : 4270
Number of Edge Types : 5
Retweet : 1430
MentionsInRetweet : 1612
Tweet : 304
Replies to : 333
Mentions : 591
Self-Loops : 315
Reciprocated Vertex Pair Ratio : 0.0107615894039735
Reciprocated Edge Ratio : 0.0212940212940213
Connected Components : 542
Single-Vertex Connected Components : 154
Maximum Vertices in a Connected Component : 388
Maximum Edges in a Connected Component : 773
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 1.976302
Graph Density : 0.000319068789506321
Modularity : 0.583672
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 2,767 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, 27 May 2020 at 04:12 UTC.

The requested start date was Wednesday, 27 May 2020 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, 21-hour, 11-minute period from Wednesday, 13 May 2020 at 01:21 UTC to Tuesday, 26 May 2020 at 22:33 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:
[30] https://www.wired.com/story/inside-the-nsas-secret-tool-for-mapping-your-social-network/
[8] https://neo4j.com/blog/graph-etl-basics/?ref=social-blog
[8] https://ped.ro/blog/generating-open-graph-images
[7] https://neo4j.com/blog/graph-powered-recommendations-how-smart-recommendations-drive-value/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graph-powered-recommendations-how-smart-recommendations-drive-v-2502622
[7] https://neo4j.com/blog/graph-etl-basics/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graph-databases-for-beginners-the-basics-of-graph-etl-httpga-2502606
[7] https://neo4j.com/blog/graph-powered-recommendations-instantly-evaluating-relationships/?ref=social-blog
[6] https://neo4j.com/blog/graphcast-graphs4good-covid-19-knowledge-graph/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graphcast-graphs4good-knowledge-graph-to-fight-covid-19-http-2518589
[6] https://neo4j.com/blog/graph-powered-recommendations-instantly-evaluating-relationships/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graph-powered-recommendations-instantly-evaluating-relationship-2509201
[6] https://sidebar.io/out?url=https://ped.ro/blog/generating-open-graph-images
[6] https://neo4j.com/blog/graphcast-graphs4good-covid-19-knowledge-graph/?ref=social-blog

Top URLs in Tweet in G2:
[1] https://threadreaderapp.com/thread/1261659156282556417.html

Top URLs in Tweet in G3:
[9] https://www.wired.com/story/inside-the-nsas-secret-tool-for-mapping-your-social-network/
[5] https://neo4j.com/blog/graph-etl-basics/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graph-databases-for-beginners-the-basics-of-graph-etl-httpga-2502606
[5] https://neo4j.com/blog/graph-powered-recommendations-how-smart-recommendations-drive-value/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graph-powered-recommendations-how-smart-recommendations-drive-v-2502622
[5] https://neo4j.com/blog/graph-powered-recommendations-instantly-evaluating-relationships/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graph-powered-recommendations-instantly-evaluating-relationship-2509201
[4] https://ped.ro/blog/generating-open-graph-images
[4] https://neo4j.com/blog/graphcast-graphs4good-covid-19-knowledge-graph/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graphcast-graphs4good-knowledge-graph-to-fight-covid-19-http-2518589
[4] http://www.techmeme.com/200525/p14#a200525p14
[3] https://sidebar.io/out?url=https://ped.ro/blog/generating-open-graph-images
[3] https://www.postcardmania.com/blog/how-we-rebounded-our-leads-and-sales-from-covid-19/?ctcampaign=333&campaign=social+media+post&adgroup=organic+social&ad_description=organic+social+post
[2] https://www.unrealengine.com/en-US/blog/epic-online-services-featuring-epic-account-and-game-services

Top URLs in Tweet in G6:
[1] https://medium.com/@lorenzoromani/who-where-whomwith-wwww-a-facial-recognition-tool-for-image-based-data-gathering-and-graph-dd8f2b13c279

Top URLs in Tweet in G9:
[1] https://twitter.com/mattysino/status/1260058803677966336

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[60] osint
[40] neo4j
[28] covid19
[28] connecteddata
[17] graphdatabases
[15] wikidata
[14] graphcast
[9] graphdatabase
[9] knowledgegraph
[9] recommendations



Top Hashtags in Tweet in G3:
[5] covid19
[5] socialdistancing
[5] neo4j
[4] graphdatabases
[4] coronavirusupdates
[4] flattenthecurve
[4] togetherathome
[4] connecteddata
[3] graphcast
[2] coronavirus

Top Hashtags in Tweet in G6:
[60] osint
[2] facerecognition

Top Hashtags in Tweet in G7:
[1] stayhomesavelives

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[388] graph
[388] next
[388] shall
[387] friday
[387] update
[387] top
[387] social
[387] 50
[387] week
[387] position

Top Words in Tweet in G2:
[213] looking
[213] social
[213] network
[213] graph
[213] dam
[213] hashtag
[213] cluster
[213] indicates
[213] lot
[212] shobz

Top Words in Tweet in G3:
[186] graph
[175] social
[30] distancing
[20] media
[19] more
[18] data
[17] people
[17] covid
[15] see
[14] networks

Top Words in Tweet in G4:
[63] treasury
[63] graph
[63] exposes
[63] stupidity
[63] politicians
[63] spread
[63] fear
[63] public
[63] debt
[63] justify

Top Words in Tweet in G5:
[124] feed
[124] social
[62] tiktok's
[62] success
[62] rooted
[62] favoring
[62] algorithmic
[62] over
[62] work
[62] create

Top Words in Tweet in G6:
[63] face
[61] clustering
[60] social
[60] media
[60] #osint
[59] lorenzoromani
[59] mining
[59] data
[59] gephi
[59] elasticsearch

Top Words in Tweet in G7:
[50] anyone
[50] tempted
[50] break
[50] social
[50] distancing
[50] rule
[50] over
[50] weekend
[50] please
[50] look

Top Words in Tweet in G9:
[50] social
[46] balajis
[46] publish
[46] something
[46] media
[46] quickly
[46] determine
[46] popular
[46] whether
[46] true

Top Words in Tweet in G10:
[46] benkentish
[39] schools
[37] different
[37] reopening
[37] people
[36] main
[36] conclusion
[36] options
[36] less
[36] relevant

Top Word Pairs
Top Word Pairs in Tweet in G2:
[387] looking,social
[387] social,network
[387] network,graph
[387] graph,dam
[387] dam,hashtag
[387] hashtag,cluster
[387] cluster,indicates
[387] indicates,lot
[387] shobz,looking
[387] lot,coordinated

Top Word Pairs in Tweet in G3:
[213] social,graph
[213] social,distancing
[213] social,media
[213] social,networks
[213] covid,19
[213] social,images
[213] dynamically,generating
[213] generating,social
[212] book,excerpt
[212] excerpt,looks

Top Word Pairs in Tweet in G4:
[63] treasury,graph
[29] graph,exposes
[19] exposes,stupidity
[12] stupidity,politicians
[12] politicians,spread
[9] spread,fear
[8] fear,public
[8] public,debt
[8] debt,justify
[8] justify,austerity

Top Word Pairs in Tweet in G5:
[63] tiktok's,success
[63] success,rooted
[63] rooted,favoring
[63] favoring,algorithmic
[63] algorithmic,feed
[63] feed,over
[63] over,social
[63] social,feed
[63] feed,work
[63] work,create

Top Word Pairs in Tweet in G6:
[62] face,clustering
[62] social,media
[62] mining,data
[62] data,social
[62] media,face
[62] clustering,gephi
[62] gephi,elasticsearch
[62] elasticsearch,here's
[62] here's,guide
[62] guide,#osint

Top Word Pairs in Tweet in G7:
[61] anyone,tempted
[60] tempted,break
[59] break,social
[59] social,distancing
[59] distancing,rule
[59] rule,over
[59] over,weekend
[59] weekend,please
[59] please,look
[59] look,graph

Top Word Pairs in Tweet in G8:

Top Word Pairs in Tweet in G9:
[] publish,something
[] something,social
[] social,media
[] media,quickly
[] quickly,determine
[] determine,popular
[] popular,whether
[] whether,true
[] balajis,publish
[] lot,crypto

Top Word Pairs in Tweet in G10:
[46] main,conclusion
[46] conclusion,different
[46] different,options
[46] options,reopening
[46] reopening,schools
[46] schools,less
[46] less,relevant
[46] relevant,need
[45] need,people
[3] benkentish,main

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@bambiinabts
@shobz
@dougcameron51
@matthuang
@lorenzoromani
@raja19
@benkentish
@balajis
@toadmeister
@whelanhealth

Top Mentioned in G1:
@bambiinabts
@bts_twt

Top Mentioned in G2:
@shobz

Top Mentioned in G3:
@jeremyceriales

Top Mentioned in G4:
@dougcameron51

Top Mentioned in G5:
@matthuang

Top Mentioned in G6:
@lorenzoromani

Top Mentioned in G7:
@raja19
@cwmtafmorgannwg
@drliza_revivepx

Top Mentioned in G8:
@tokyo_tom
@ceist8
@jc_craze
@climatedepot
@insane_voice
@ancistroneura
@swcrisis
@ianrowley677
@dancady
@rulebylogic

Top Mentioned in G9:
@balajis
@avsa

Top Mentioned in G10:
@benkentish
@johntheduncan

Top Tweeters
Top Tweeters in Entire Graph:
@atviassist
@moonbootica
@threadreaderapp
@revolution_fr
@evankirstel
@aaroncuddeback
@derekjohnbryant
@thehill
@thomasclone
@dailymirror

Top Tweeters in G1:
@linnie_myname
@usmc40471
@fvevita
@capmkterine
@pernile2017
@kr55064279indah
@dunlopbaby
@panterka30k
@andreaarmy9
@ssibadogil

Top Tweeters in G2:
@threadreaderapp
@shobz
@alvina91
@waqasahmed0
@manopatano
@majidurrehman
@habbash
@angryredd
@flyingtastic
@my55cents

Top Tweeters in G3:
@douchebagstrat
@vanuatutech
@itiddly
@coyotesings
@nksagar
@ochakolate
@quephird
@toyertoys
@garou_hidalgo
@jessyseonoob

Top Tweeters in G4:
@cunningham_cch
@leel06lee
@ladypoop2
@gailcoastie
@petergalvin1_l
@camybobany
@davidr8203
@btckr
@korstraw
@phillippring

Top Tweeters in G5:
@joehas
@gammatrader09
@levipeniche
@johnbonini
@lorisxiv
@marialelepipedo
@mekhail_baihaqi
@lingheshganes
@twitmeserifi
@gasull

Top Tweeters in G6:
@websecurityit
@kas_stoner
@rdsweb
@jayeshmthakur
@_fl01
@angryegyptianx
@_twitwork
@shakirasecurity
@1mentat
@animarief

Top Tweeters in G7:
@hollymei7
@tinab216
@jesslmatthews96
@drhethweth
@ioanbellin
@nurseeiri
@oldgreyheron
@justhairman
@docdai
@cwmtafmorgannwg

Top Tweeters in G8:
@tokyo_tom
@gillesnfio
@climatedepot
@oscarswild1
@dawntj90
@insane_voice
@eloarefab
@kctaz
@heisenburgal2o3
@atomskssanakan

Top Tweeters in G9:
@sinzubaba
@asemota
@xchixm
@lope_64
@youngclassydude
@laughingmantwit
@k0lade
@daxtouronegro
@abiola_usman
@uchennaanson

Top Tweeters in G10:
@moonbootica
@derekjohnbryant
@golwgymor
@kingsmeadmrt
@labgrassroots
@dawnhfoster
@thehoff102
@ljwnorth
@thatjoelfella
@mfish_9


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