"network analysis", Twitter, 6/21/2022 8:34:51 AM, 278435


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"network analysis" Twitter NodeXL SNA Map and Report for Tuesday, 21 June 2022 at 08:28 UTC
"network analysis" Twitter NodeXL SNA Map and Report for Tuesday, 21 June 2022 at 08:28 UTC
From:
SMRFoundation
Uploaded on:
June 21, 2022
Short Description:
"network analysis" via NodeXL https://bit.ly/3y3Tpfg
@vincent_wdb
@rkefferputz
@prommer_elli
@sfb1265
@hannchenwolf
@tuberlin
@unipotsdam
@urban_planning
@skadiloist
@bestqualitycrab

Top hashtags:
#datascience
#callforapplications
#cfa
#python
#rstats
#analysis

Description:
Description
The graph represents a network of 1,085 Twitter users whose recent tweets contained ""network analysis"", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 21 June 2022 at 08:32 UTC.

The tweets in the network were tweeted over the 9-day, 11-hour, 22-minute period from Saturday, 11 June 2022 at 20:46 UTC to Tuesday, 21 June 2022 at 08:08 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 : 1085
Unique Edges : 1644
Edges With Duplicates : 146
Total Edges : 1790
Number of Edge Types : 5
Tweet : 219
Mentions : 234
MentionsInRetweet : 687
Retweet : 582
Replies to : 68
Self-Loops : 225
Reciprocated Vertex Pair Ratio : 0.0270087778528022
Reciprocated Edge Ratio : 0.0525969756738988
Connected Components : 279
Single-Vertex Connected Components : 118
Maximum Vertices in a Connected Component : 302
Maximum Edges in a Connected Component : 602
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.953085
Graph Density : 0.00129321339296342
Modularity : 0.755855
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,085 Twitter users whose recent tweets contained ""network analysis"", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 21 June 2022 at 08:32 UTC.

The tweets in the network were tweeted over the 9-day, 11-hour, 22-minute period from Saturday, 11 June 2022 at 20:46 UTC to Tuesday, 21 June 2022 at 08:08 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 : TwitterSearch
Graph Term : "network analysis"
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 Color : In-Degree
Vertex Radius : In-Degree
Vertex Alpha : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[24] https://www.uni-potsdam.de/fileadmin/projects/allg-soziologie/docs/SP_Weitere/CfA_Summer_School_2022.pdf
[22] https://onlinelibrary.wiley.com/doi/full/10.1002/imt2.32?cookieSet=1
[20] https://towardsdatascience.com/spatial-data-science-network-analysis-for-transportation-planning-7be048b8f37?source=social.tw
[10] https://www.csoonline.com/article/3663435/assessing-network-analysis-and-visibility-solutions-for-zero-trust.html#tk.rss_all
[8] https://github.com/taowenmicro/ggClusterNet/
[8] https://gitee.com/wentaomicro/ggClusterNet
[8] https://pubmed.ncbi.nlm.nih.gov/28375204/
[8] https://arxiv.org/abs/2206.08401
[8] https://www.jobs.manchester.ac.uk/displayjob.aspx?jobid=22630
[8] https://www.apln.network/analysis/commentaries/the-limited-nuclear-war-hidden-behind-the-long-peace

Top URLs in Tweet in G2:
[8] https://arxiv.org/abs/2206.08401
[5] https://www.csoonline.com/article/3663435/assessing-network-analysis-and-visibility-solutions-for-zero-trust.html?utm_source=dlvr.it&utm_medium=twitter#tk.rss_all
[4] https://www.csoonline.com/article/3663435/assessing-network-analysis-and-visibility-solutions-for-zero-trust.html#tk.rss_all
[3] https://www.csoonline.com/article/3663435/assessing-network-analysis-and-visibility-solutions-for-zero-trust.html
[2] https://pts-project.org/
[2] https://pc-karuma.net/wi-fi-analyzer-wireless-network-analysis-for-windows-10/
[2] https://towardsdatascience.com/spatial-data-science-network-analysis-for-transportation-planning-7be048b8f37?utm_source=dlvr.it&utm_medium=twitter
[2] https://diabetesjournals.org/care/article-abstract/doi/10.2337/dc21-2297/147092/Diabetes-Distress-Depressive-Symptoms-and-Anxiety?redirectedFrom=fulltext
[2] https://www.ncbi.nlm.nih.gov/research/coronavirus/publication/35702661?utm_source=dlvr.it&utm_medium=twitter
[2] http://econ.GN

Top URLs in Tweet in G3:
[24] https://www.uni-potsdam.de/fileadmin/projects/allg-soziologie/docs/SP_Weitere/CfA_Summer_School_2022.pdf

Top URLs in Tweet in G4:
[18] https://towardsdatascience.com/spatial-data-science-network-analysis-for-transportation-planning-7be048b8f37?source=social.tw
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fspatial-data-science-network-analysis-for-transportation-planning-7be048b8f37
[1] https://twitter.com/urban_planning/status/1530207926937432064

Top URLs in Tweet in G5:
[22] https://onlinelibrary.wiley.com/doi/full/10.1002/imt2.32?cookieSet=1
[8] https://github.com/taowenmicro/ggClusterNet/
[8] https://gitee.com/wentaomicro/ggClusterNet
[1] https://onlinelibrary.wiley.com/doi/full/10.1002/imt2.32#.YrAmP_2jJYg.twitter

Top URLs in Tweet in G7:
[7] https://www.hranalyticsthinktank.com/calendar/event/56-london-meetup-launch-of-handbook-of-graphs-and-networks-in-people-analytics-with-keith-mcnulty/
[2] https://www.biorxiv.org/content/10.1101/2020.07.15.204701v2
[2] https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-021-07940-4
[2] https://ona-book.org/using-twitter.html
[2] https://skillenhance.in/learn/python-social-network-analysis

Top URLs in Tweet in G8:
[1] https://twitter.com/UniversityofAg2/status/1537060316869173248

Top URLs in Tweet in G10:
[5] https://onlinecourses.nptel.ac.in/noc22_cs117/preview
[2] https://t.ly/RGtH
[2] https://twitter.com/Tanmoy_Chak/status/1535845387189161984
[1] https://www.youtube.com/watch?v=v3JaWbAdTTg&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[55] twitter.com
[30] wiley.com
[25] towardsdatascience.com
[24] nih.gov
[24] uni-potsdam.de
[18] csoonline.com
[18] ac.uk
[13] frontiersin.org
[13] apln.network
[12] arxiv.org

Top Domains in Tweet in G2:
[12] csoonline.com
[11] arxiv.org
[9] nih.gov
[7] twitter.com
[5] frontiersin.org
[3] towardsdatascience.com
[3] dlvr.it
[3] myjournals.org
[3] diabetesjournals.org
[2] xtalks.com

Top Domains in Tweet in G3:
[24] uni-potsdam.de

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

Top Domains in Tweet in G5:
[23] wiley.com
[8] github.com
[8] gitee.com

Top Domains in Tweet in G7:
[7] hranalyticsthinktank.com
[2] biorxiv.org
[2] biomedcentral.com
[2] ona-book.org
[2] skillenhance.in

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

Top Domains in Tweet in G10:
[5] ac.in
[2] t.ly
[2] twitter.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[27] datascience
[24] callforapplications
[24] cfa
[19] python
[14] rstats
[10] analysis
[9] network
[9] sna
[8] mecfs
[8] data



Top Hashtags in Tweet in G2:
[3] datascience
[2] crispr
[2] twitter
[2] bigdata
[2] wifi
[2] windows
[2] transportation
[2] networkanalysis
[2] gis
[2] covid19

Top Hashtags in Tweet in G3:
[24] callforapplications
[24] cfa
[2] necs2022

Top Hashtags in Tweet in G6:
[4] inpst
[4] scicomm
[4] science

Top Hashtags in Tweet in G7:
[12] rstats
[12] datascience
[11] python
[5] politics
[4] maskotlib
[3] iopsych
[3] sociology
[2] graphs
[2] networks
[2] applied

Top Hashtags in Tweet in G8:
[1] networkanalysis
[1] wheat
[1] foodsecurity
[1] zerohunger
[1] healthywheat
[1] wheatdiseases
[1] plantprotection

Top Hashtags in Tweet in G9:
[6] cpdd22

Top Hashtags in Tweet in G10:
[2] iiitd
[2] socialnetworkanalysis
[1] mooc
[1] nptel
[1] osns

Top Words
Top Words in Tweet in Entire Graph:
[995] network
[979] analysis
[604] xi
[440] data
[311] semantic
[310] support
[308] 30
[306] shows
[304] pattern
[304] software

Top Words in Tweet in G1:
[604] xi
[302] wednesday
[302] putin
[302] stressed
[302] mutual
[302] support
[302] long
[302] standing
[302] pattern
[302] vincent_wdb

Top Words in Tweet in G2:
[161] network
[160] analysis
[59] social
[21] sna
[21] networks
[21] decentralized
[19] paper
[17] cs
[17] scored
[14] part

Top Words in Tweet in G3:
[50] analysis
[26] network
[24] #callforapplications
[24] summer
[24] school
[24] space
[24] social
[24] geometric
[24] data
[24] tuberlin

Top Words in Tweet in G4:
[18] spatial
[18] data
[18] science
[18] network
[18] analysis
[18] transportation
[18] planning
[18] urban_planning
[2] tdatascience

Top Words in Tweet in G5:
[68] network
[30] package
[30] microbiome
[23] ggclusternet
[23] analysis
[15] modularity
[15] based
[15] multiple
[15] layouts
[15] layout

Top Words in Tweet in G6:
[4] #inpst
[4] twitter
[4] network
[4] analysis
[4] 06
[4] 03
[4] 2021
[4] sciencecommuni2
[4] dronita_de
[4] _inpst

Top Words in Tweet in G7:
[20] network
[18] analysis
[12] #rstats
[12] #datascience
[11] twitter
[11] #python
[9] learning
[9] textbook
[7] interested
[7] practical

Top Words in Tweet in G8:
[21] international
[21] symposium
[21] network
[21] analysis
[21] agricultural
[20] food
[20] security
[18] address
[18] grand
[18] challenges

Top Words in Tweet in G9:
[6] oral
[6] presentation
[6] auriacombem
[6] craving
[6] centrality
[6] network
[6] analysis
[6] work
[6] collaboration
[6] christophegauld

Top Words in Tweet in G10:
[19] course
[7] social
[7] network
[7] analysis
[7] iiitdcai
[7] nptelindia
[7] registration
[5] offering
[5] 25
[5] jul

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[912] network,analysis
[308] semantic,network
[302] wednesday,xi
[302] xi,putin
[302] putin,stressed
[302] stressed,mutual
[302] mutual,support
[302] support,long
[302] long,standing
[302] standing,pattern

Top Word Pairs in Tweet in G1:
[302] wednesday,xi
[302] xi,putin
[302] putin,stressed
[302] stressed,mutual
[302] mutual,support
[302] support,long
[302] long,standing
[302] standing,pattern
[302] pattern,vincent_wdb
[302] vincent_wdb,analyzed

Top Word Pairs in Tweet in G2:
[148] network,analysis
[38] social,network
[12] paper,aimed
[12] aimed,address
[12] address,behavior
[12] behavior,resource
[12] resource,part
[12] part,social
[12] analysis,sna
[12] sna,growth

Top Word Pairs in Tweet in G3:
[26] network,analysis
[24] #callforapplications,summer
[24] summer,school
[24] school,space
[24] space,social
[24] social,network
[24] analysis,geometric
[24] geometric,data
[24] data,analysis
[24] analysis,tuberlin

Top Word Pairs in Tweet in G4:
[18] spatial,data
[18] data,science
[18] science,network
[18] network,analysis
[18] analysis,transportation
[18] transportation,planning
[18] planning,urban_planning

Top Word Pairs in Tweet in G5:
[30] microbiome,network
[23] network,analysis
[15] ggclusternet,package
[15] package,microbiome
[15] analysis,modularity
[15] modularity,based
[15] based,multiple
[15] multiple,network
[15] network,layouts
[15] layouts,package

Top Word Pairs in Tweet in G6:
[4] #inpst,twitter
[4] twitter,network
[4] network,analysis
[4] analysis,06
[4] 06,03
[4] 03,2021
[4] 2021,sciencecommuni2
[4] sciencecommuni2,dronita_de
[4] dronita_de,_inpst
[4] _inpst,holistic_hlth

Top Word Pairs in Tweet in G7:
[18] network,analysis
[9] analysis,twitter
[9] #rstats,#python
[9] #python,#datascience
[7] interested,learning
[7] learning,textbook
[7] textbook,practical
[7] practical,network
[7] twitter,data
[7] data,sign

Top Word Pairs in Tweet in G8:
[21] international,symposium
[21] network,analysis
[21] analysis,agricultural
[20] food,security
[18] address,grand
[18] grand,challenges
[18] challenges,food
[16] symposium,network
[12] agricultural,system
[10] security,june

Top Word Pairs in Tweet in G9:
[6] oral,presentation
[6] presentation,auriacombem
[6] auriacombem,craving
[6] craving,centrality
[6] centrality,network
[6] network,analysis
[6] analysis,work
[6] work,collaboration
[6] collaboration,christophegauld
[6] christophegauld,fuschiaserre

Top Word Pairs in Tweet in G10:
[7] course,social
[7] social,network
[7] network,analysis
[5] offering,nptelindia
[5] nptelindia,course
[5] analysis,25
[5] 25,jul
[5] jul,course
[5] course,page
[5] page,course

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@vincent_wdb
@tuberlin
@unipotsdam
@sfb1265
@urban_planning
@wileymicrobio
@taowen82417266
@yongxinliu7
@bojacobs
@ferguscristin

Top Mentioned in G1:
@vincent_wdb

Top Mentioned in G3:
@tuberlin
@unipotsdam
@sfb1265
@bestqualitycrab
@vejunezem
@marthaeehrich
@zhenya_sam
@kat_soc58
@thielefm
@prommer_elli

Top Mentioned in G4:
@urban_planning

Top Mentioned in G5:
@wileymicrobio
@taowen82417266
@yongxinliu7

Top Mentioned in G6:
@sciencecommuni2
@dronita_de
@_inpst
@holistic_hlth
@dhpsp
@devkota_hp
@_atanas_
@toshiyukihorie
@dra_teraizamesa
@shrabonighosal

Top Mentioned in G7:
@rstudio

Top Mentioned in G8:
@afscas
@universityofag2
@garrett_lab

Top Mentioned in G9:
@auriacombem
@christophegauld
@fuschiaserre
@kervranc
@ja_micoulaud
@cpddorg
@sanpsylab

Top Mentioned in G10:
@iiitdcai
@nptelindia
@iiitdelhi
@lcs2iiitd
@tanmoy_chak
@swayammhrd

Top Tweeters
Top Tweeters in Entire Graph:
@cs_changelog
@fabriciosx
@rvp
@bassaces1
@manchuriandevil
@pqpolitics
@corruptnsw
@zardoz420wpn
@anydel
@ricardo_ik_ahau

Top Tweeters in G1:
@bassaces1
@manchuriandevil
@corruptnsw
@anydel
@miquelcs00
@americanforsure
@hkdemonow
@cairowire
@sequoia2001
@28481k

Top Tweeters in G2:
@cs_changelog
@rvp
@prison_health
@securitynewsbot
@sec_cyber
@vanuatugis
@sheepchase
@cybersecdn
@myjournals
@sam1

Top Tweeters in G3:
@ronpatz
@eiji_kawano
@frannantongwe
@bestqualitycrab
@daniel_laurison
@tuberlin
@martinbangratz
@unipotsdam
@skadiloist
@prommer_elli

Top Tweeters in G4:
@edrc30
@idkb_
@black_dragon123
@aguil77
@tdatascience
@esmktdigital
@esmarketingdigi
@urban_planning
@mesumrazahemani
@nikbakhthamedev

Top Tweeters in G5:
@wileymicrobio
@biocruzccc
@tongzhou2017
@muluoljira
@xtang12
@canhuilan
@lorejacky
@imetascience
@jiqiuwu
@yongxinliu7

Top Tweeters in G6:
@dra_teraizamesa
@_atanas_
@healthyfellow
@toshiyukihorie
@_inpst
@sciencecommuni2
@dhpsp
@dr_r_kreaz
@eddierdmd
@dronita_de

Top Tweeters in G7:
@fabriciosx
@xeronbot
@rstatstweet
@blkhwk0ps
@money_personal
@rstats_tweets
@_jakashi
@libkot
@donal_bisanzio
@lawrence0321bk

Top Tweeters in G8:
@kalidasugirid
@edgloris
@dryasarsaleem
@qamaruzamanch
@shakeelpbg
@ale_raza6
@garrett_lab
@universityofag2
@waqass_07
@sobia_ajaz

Top Tweeters in G9:
@ja_micoulaud
@yannick_morvan
@cpddorg
@prfranchitto
@auriacombem
@sanpsylab
@christophegauld
@lambertlaura12
@emmbaillet
@fuschiaserre

Top Tweeters in G10:
@dilrukshi_lk
@nptelindia
@iiitdelhi
@swayammhrd
@tanmoy_chak
@lcs2iiitd
@iiitdcai
@anubhutiihub
@shivam6891
@shivani_220


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