social graph, Twitter, 3/18/2021 1:18:50 AM, 250816


FAQ | Problem?

social graph_2021-03-16_21-01-00.xlsx
social graph_2021-03-16_21-01-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 18, 2021
Short Description:
social graph via NodeXL https://bit.ly/3cHePD8
@nenecharts
@jordanbpeterson
@neo4j
@tdatascience
@zrasool06
@secou
@teachertoolkit
@thattallguy
@discovertech3
@squidiauk

Top hashtags:
#neo4j
#networkanalysis
#graphtheory
#graph
#graphdatascience
#graphcast

Description:
Description
The graph represents a network of 1,483 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, 17 March 2021 at 04:02 UTC.

The requested start date was Wednesday, 17 March 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, 17-hour, 16-minute period from Wednesday, 03 March 2021 at 00:42 UTC to Tuesday, 16 March 2021 at 17:58 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 : 1483
Unique Edges : 806
Edges With Duplicates : 1688
Total Edges : 2494
Number of Edge Types : 5
Retweet : 772
MentionsInRetweet : 861
Tweet : 248
Mentions : 401
Replies to : 212
Self-Loops : 255
Reciprocated Vertex Pair Ratio : 0.0193081255028158
Reciprocated Edge Ratio : 0.0378847671665351
Connected Components : 355
Single-Vertex Connected Components : 92
Maximum Vertices in a Connected Component : 205
Maximum Edges in a Connected Component : 747
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.016914
Graph Density : 0.000576484002682675
Modularity : 0.519326
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 1,483 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, 17 March 2021 at 04:02 UTC.

The requested start date was Wednesday, 17 March 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, 17-hour, 16-minute period from Wednesday, 03 March 2021 at 00:42 UTC to Tuesday, 16 March 2021 at 17:58 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:
[17] https://neo4j.com/blog/new-certification-exam-available-neo4j-graph-data-science/?ref=social-blog
[13] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250738
[9] https://go.neo4j.com/WBR210317GDSItaly_Registration.html?ref=social-
[7] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[7] https://towardsdatascience.com/implementing-hidden-morkov-model-for-pos-tagging-using-neo4j-graph-7129e57aa9b7?source=social.tw
[6] https://neo4j.com/blog/graphcast-introduction-to-graph-theory-what-is-a-graph/?ref=social-blog
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250682
[6] https://neo4j.com/blog/graph-in-the-auto-industry-the-5-minute-interview-with-elena-kohlwey/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graph-in-the-auto-industry-the-5-minute-interview-with-elena-ko-2938039
[6] https://neo4j.com/blog/new-certification-exam-available-neo4j-graph-data-science/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=new-certification-exam-available-neo4j-graph-data-science-http-2924418
[6] https://www.capgemini.com/be-en/our-company/our-corporate-social-responsibility-program/diversity/female-role-models-at-capgemini-belgium/?utm_source=linkedin&utm_medium=capgemini+belgium&utm_term=7cd9a258-acc9-4f74-aedd-41d7df20f920&utm_content=&utm_campaign=

Top URLs in Tweet in G2:
[5] https://neo4j.com/blog/new-certification-exam-available-neo4j-graph-data-science/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=new-certification-exam-available-neo4j-graph-data-science-http-2924418
[5] https://neo4j.com/blog/graph-in-the-auto-industry-the-5-minute-interview-with-elena-kohlwey/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graph-in-the-auto-industry-the-5-minute-interview-with-elena-ko-2938039
[4] https://neo4j.com/blog/graphcast-introduction-to-graph-theory-what-is-a-graph/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graphcast-introduction-to-graph-theory-what-is-a-graph-neo-2924414
[2] https://www.meetup.com/Krakow-Graph-Academy/events/276811515/
[2] https://tinyurl.com/yyfearky?utm_sq=gl71igfp5d&utm_source=twitter&utm_medium=social&utm_campaign=michgoogle&utm_content=edtechposts
[2] https://neo4j.com/between-two-nodes/peter-hinssen/?ref=social-event&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=peter-hinssen-neo4j-graph-database-platform-httpgaggl6xiz-2927005
[2] https://neo4j.com/blog/enterprise-master-data-management/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=top-10-use-cases-master-data-management-neo4j-graph-database-2924416
[2] https://neo4j.com/blog/top-10-use-cases-data-lineage/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=top-10-use-cases-data-lineage-neo4j-graph-database-platform-h-2925689
[2] 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
[1] http://socialgyan.net/top-15-most-popular-social-networking-sites-and-apps/

Top URLs in Tweet in G3:
[1] https://www.academia.edu/38169140/Parasite_stress_and_pathogen_avoidance_relate_to_distinct_dimensions_of_political_ideology_across_30_nations

Top URLs in Tweet in G5:
[13] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250738
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250682
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250683

Top URLs in Tweet in G6:
[6] https://towardsdatascience.com/implementing-hidden-morkov-model-for-pos-tagging-using-neo4j-graph-7129e57aa9b7?source=social.tw
[3] https://neo4j.com/blog/new-certification-exam-available-neo4j-graph-data-science/?ref=social-blog
[3] https://towardsdatascience.com/introduction-to-graph-models-for-clickstream-data-c2bc44da90bb?source=social.tw
[3] https://towardsdatascience.com/how-to-visualize-a-social-network-in-python-with-a-graph-database-flask-docker-d3-js-af451db57330?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[2] https://towardsdatascience.com/hyperdimension-hypothesis-testing-multiscale-graph-correlation-and-distance-correlation-119f2c2c6c18?source=social.tw
[2] https://towardsdatascience.com/how-to-visualize-a-social-network-in-python-with-a-graph-database-flask-docker-d3-js-af451db57330?source=social.tw
[1] https://neo4j.com/blog/graph-in-the-auto-industry-the-5-minute-interview-with-elena-kohlwey/?ref=social-blog
[1] https://towardsdatascience.com/how-to-visualize-a-social-network-in-python-with-a-graph-database-flask-docker-d3-js-af451db57330
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Ftraversing-the-land-of-graph-computing-and-databases-5cbf8e8ad66b%3Fsource%3Dsocial.tw

Top URLs in Tweet in G7:
[13] https://neo4j.com/blog/new-certification-exam-available-neo4j-graph-data-science/?ref=social-blog
[9] https://go.neo4j.com/WBR210317GDSItaly_Registration.html?ref=social-
[7] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[6] https://neo4j.com/blog/graphcast-introduction-to-graph-theory-what-is-a-graph/?ref=social-blog
[4] https://neo4j.com/blog/graph-in-the-auto-industry-the-5-minute-interview-with-elena-kohlwey/?ref=social-blog
[4] https://go.neo4j.com/de-210317-neo4j-live-demo-graph-algorithms-apac.html?ref=social-
[3] https://neo4j.com/blog/top-10-use-cases-data-lineage/?ref=social-blog
[1] https://neo4j.com/press-releases/announcing-neo4j-aura-enterprise/?ref=social-
[1] https://towardsdatascience.com/implementing-hidden-morkov-model-for-pos-tagging-using-neo4j-graph-7129e57aa9b7?source=social.tw
[1] https://neo4j.com/blog/5-minute-interview-richard-wu-george-zhang/?ref=social-blog

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[33] neo4j
[22] networkanalysis
[18] graphtheory
[18] graph
[18] graphdatascience
[14] graphcast
[13] makeschoolssafe
[12] clubhouse
[12] graphdatabases
[10] osint



Top Hashtags in Tweet in G1:
[3] nene郑乃馨
[3] เนเน่

Top Hashtags in Tweet in G2:
[3] neo4j
[2] python
[2] codeeveryday
[2] netdevops
[2] graph
[2] graphdatabases
[2] jamboard
[2] graphcast
[1] sowk35021
[1] socialmediaapps

Top Hashtags in Tweet in G5:
[22] networkanalysis
[13] makeschoolssafe
[6] teacher5oclockclub
[3] eddchat
[3] sltchat
[1] nodexl

Top Hashtags in Tweet in G6:
[10] graphtheory
[10] osint
[2] graphdatascience
[2] neo4j
[1] automotive
[1] getmoreinsights
[1] coolerdata
[1] data
[1] deeplearning
[1] statistics

Top Hashtags in Tweet in G7:
[26] neo4j
[15] graph
[14] graphdatascience
[11] graphcast
[9] ml
[9] datascience
[8] graphdatabases
[6] graphtheory
[6] automotive
[5] graphs

Top Words
Top Words in Tweet in Entire Graph:
[1233] graph
[1021] 03
[1003] social
[784] 2021
[750] date
[648] 19
[510] 30
[375] nene
[375] weibo
[375] 硬糖少女303

Top Words in Tweet in G1:
[1019] 03
[750] date
[750] 2021
[644] 19
[508] 30
[375] nene
[375] social
[375] graph
[375] weibo
[375] 硬糖少女303

Top Words in Tweet in G2:
[108] graph
[95] social
[19] media
[18] data
[13] people
[13] 10
[11] facebook
[11] network
[10] use
[8] database

Top Words in Tweet in G3:
[67] more
[67] evidence
[67] clarification
[67] parasite
[67] load
[67] conservatism
[67] relationship
[67] graph
[67] represents
[67] effect

Top Words in Tweet in G4:
[3] government
[2] syedasaba12
[2] ranamasoodali1
[2] humasajjadshah
[2] sheebaali15
[2] 786pak92
[2] javiqbal09
[2] yasminarshad6
[2] shak_gujjar
[2] ghazaala23

Top Words in Tweet in G5:
[22] social
[22] media
[22] #networkanalysis
[20] teachertoolkit
[13] #makeschoolssafe
[13] safer
[13] schools
[13] campaign
[13] neunion
[6] #teacher5oclockclub

Top Words in Tweet in G6:
[43] graph
[30] correlation
[27] tdatascience
[18] flask
[18] database
[15] hyperdimension
[15] hypothesis
[15] testing
[15] multiscale
[15] distance

Top Words in Tweet in G7:
[78] graph
[63] neo4j
[51] data
[26] #neo4j
[24] science
[18] 17
[18] 00
[18] register
[18] technology
[17] #graph

Top Words in Tweet in G8:
[2] ons
[2] graph
[2] occupancy
[2] hospitals
[2] social

Top Words in Tweet in G9:
[46] web
[46] graph
[24] design
[23] social
[23] supporters
[23] being
[23] reward
[22] thattallguy

Top Words in Tweet in G10:
[20] social
[19] graph
[13] boop
[10] jmj
[8] 2nd
[8] tier
[7] based
[7] one
[7] immediate
[6] game

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[750] 03,2021
[644] social,graph
[644] 2021,19
[508] 19,30
[375] nene,social
[375] graph,date
[375] weibo,硬糖少女303
[375] 硬糖少女303,郑乃馨
[372] nenecharts,nene
[136] date,04

Top Word Pairs in Tweet in G1:
[750] 03,2021
[644] 2021,19
[508] 19,30
[375] nene,social
[375] social,graph
[375] graph,date
[375] weibo,硬糖少女303
[375] 硬糖少女303,郑乃馨
[372] nenecharts,nene
[136] date,04

Top Word Pairs in Tweet in G2:
[36] social,graph
[19] social,media
[11] social,network
[8] graph,database
[7] neo4j,graph
[4] database,platform
[3] social,networking
[3] graph,databases
[3] knowledge,graph
[3] data,social

Top Word Pairs in Tweet in G3:
[67] more,evidence
[67] evidence,clarification
[67] clarification,parasite
[67] parasite,load
[67] load,conservatism
[67] conservatism,relationship
[67] relationship,graph
[67] graph,represents
[67] represents,effect
[66] jordanbpeterson,more

Top Word Pairs in Tweet in G4:
[2] syedasaba12,ranamasoodali1
[2] ranamasoodali1,humasajjadshah
[2] humasajjadshah,sheebaali15
[2] sheebaali15,786pak92
[2] 786pak92,javiqbal09
[2] javiqbal09,yasminarshad6
[2] yasminarshad6,shak_gujjar
[2] shak_gujjar,ghazaala23

Top Word Pairs in Tweet in G5:
[22] social,media
[22] media,#networkanalysis
[19] teachertoolkit,social
[13] #networkanalysis,#makeschoolssafe
[13] #makeschoolssafe,safer
[13] safer,schools
[13] schools,campaign
[13] campaign,neunion
[6] #networkanalysis,#teacher5oclockclub
[6] #teacher5oclockclub,community

Top Word Pairs in Tweet in G6:
[15] hyperdimension,hypothesis
[15] hypothesis,testing
[15] testing,multiscale
[15] multiscale,graph
[15] graph,correlation
[15] correlation,distance
[15] distance,correlation
[15] correlation,mingzhi
[15] mingzhi,yu
[15] ivan,despot

Top Word Pairs in Tweet in G7:
[24] graph,data
[24] data,science
[16] neo4j,graph
[11] graph,theory
[10] #graphdatascience,#neo4j
[9] live,demo
[9] demo,graph
[9] graph,algorithms
[9] algorithms,playground
[9] playground,asia

Top Word Pairs in Tweet in G9:
[23] web,social
[23] social,graph
[23] graph,web
[23] web,supporters
[23] supporters,graph
[23] graph,being
[23] being,reward
[23] reward,design
[22] thattallguy,web

Top Word Pairs in Tweet in G10:
[19] social,graph
[6] jmj,game
[6] game,changer
[6] changer,going
[6] going,casual
[6] casual,fun
[6] fun,app
[6] app,expands
[6] expands,immediate
[6] immediate,social

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@nenecharts
@jordanbpeterson
@neo4j
@tdatascience
@thattallguy
@teachertoolkit
@garrytan
@econnaturalist
@brendenbeck

Top Mentioned in G1:
@nenecharts

Top Mentioned in G2:
@masonwong
@mariodgabriele
@michgoogle

Top Mentioned in G3:
@jordanbpeterson

Top Mentioned in G4:
@ranamasoodali1
@humasajjadshah
@sheebaali15
@786pak92
@javiqbal09
@yasminarshad6
@shak_gujjar
@ghazaala23
@zrasool06
@syedasaba12

Top Mentioned in G5:
@teachertoolkit
@neunion
@schoolexamsuk
@viv
@safeedforall_uk
@parents_utd
@longcovidkids
@alisongeorge10
@care_excellence
@joanna_brady

Top Mentioned in G6:
@tdatascience
@secou
@neo4j
@mmuckshoff
@coolerdata
@akashtandon

Top Mentioned in G7:
@neo4j
@vlastakus
@nebulagraph
@lavanyaramakri4
@maritz
@tdatascience
@prathle
@gartner

Top Mentioned in G8:
@ons
@marksharon_dp
@nicolamedical
@paulnuki
@longevitymatt
@adelegroyer
@tansueechieh
@jburnmurdoch
@actuarybyday
@munazarafiq

Top Mentioned in G9:
@thattallguy

Top Mentioned in G10:
@boop
@jmj
@dispohq
@mazzeo
@jamietylerlee

Top Tweeters
Top Tweeters in Entire Graph:
@bitcoinagile
@billm9
@evankirstel
@rosenchild
@mai_suwisa27
@businessinsider
@channelnewsasia
@slate
@valaafshar
@ml_tweet_bot

Top Tweeters in G1:
@mai_suwisa27
@meevphyy
@_baomnitrix
@jmachys
@nnsns77
@ronger_erer
@janjungnaja3
@uuus2994
@black_prim1995
@marklek4

Top Tweeters in G2:
@bitcoinagile
@dannyrodri
@drivenbyboredom
@shelly2161
@sujeetpillai
@toonsbrian
@ceonyc
@alexeheath
@webanalyste
@seanmcbride

Top Tweeters in G3:
@keo_billy
@thethegrinch7
@vlak_off
@jds44894884
@ercy_dean
@stephenmedlock
@trulyuli
@b_ross_m
@pkell7
@c_marcfilho

Top Tweeters in G4:
@javiqbal09
@sheebaali15
@roseflourish_13
@manzoor01162219
@ambzjehangir
@shak_gujjar
@h786_
@2020_zali
@ma_h_5
@_feze

Top Tweeters in G5:
@womened
@teachertoolkit
@chrisdysonht
@paulgarvey4
@jillberry102
@saysmiss
@joannateglund
@karamballes
@hoppysaul
@joanna_brady

Top Tweeters in G6:
@rosenchild
@jayeshmthakur
@edrc30
@dolhani
@yogeshbang
@thecoinwarrior
@datapronetwork
@rifcoru
@logistics_ap
@exmergere

Top Tweeters in G7:
@discovertech3
@godfrey_g_
@thomashilbig2
@pyscalellc
@about_big_data
@opensource_orgs
@aamanlamba
@neo4j
@moaimx
@amanvincent

Top Tweeters in G8:
@jneill
@wheezylouse
@marksharon_dp
@jburnmurdoch
@richard_gp
@ons
@squidiauk
@actuarybyday
@paulnuki
@daveminyo

Top Tweeters in G9:
@cryptow1re
@pieratt
@nhlanhla_illot
@insidenima
@derekbrown
@thattallguy
@mokgadimanabala
@cooopahtroopa
@startuployalist
@djngoma

Top Tweeters in G10:
@round
@thogori
@boop
@dotdotjames
@jeremiahjw
@jmj
@turnernovak
@jamiegraydesign
@__justplaying
@thisiszinger


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.