Netwrok graph
Mounika
March 30, 2018
R Markdown
This is an R Markdown document. Markdown is a simple formatting syntax for authoring HTML, PDF, and MS Word documents. For more details on using R Markdown see http://rmarkdown.rstudio.com.
When you click the Knit button a document will be generated that includes both content as well as the output of any embedded R code chunks within the document. You can embed an R code chunk like this:
install the necessary packages and then comment them out
#install.packages("mclust")
#install.packages("plyr")
#install.packages("stringr")
#install.packages("igraph")
#install.packages("stringi")
#install.packages("magrittr")
#install.packages("dplyr")
#install.packages("sna")
#install.packages("RColorBrewer")
#install.packages("visNetwork")
#source("http://bioconductor.org/biocLite.R")
#biocLite("RBGL")
#biocLite("graph")
library(mclust)## Warning: package 'mclust' was built under R version 3.4.4## Package 'mclust' version 5.4
## Type 'citation("mclust")' for citing this R package in publications.library(RColorBrewer)
library(sna)## Warning: package 'sna' was built under R version 3.4.4## Loading required package: statnet.common##
## Attaching package: 'statnet.common'## The following object is masked from 'package:base':
##
## order## Loading required package: network## Warning: package 'network' was built under R version 3.4.4## network: Classes for Relational Data
## Version 1.13.0 created on 2015-08-31.
## copyright (c) 2005, Carter T. Butts, University of California-Irvine
## Mark S. Handcock, University of California -- Los Angeles
## David R. Hunter, Penn State University
## Martina Morris, University of Washington
## Skye Bender-deMoll, University of Washington
## For citation information, type citation("network").
## Type help("network-package") to get started.## sna: Tools for Social Network Analysis
## Version 2.4 created on 2016-07-23.
## copyright (c) 2005, Carter T. Butts, University of California-Irvine
## For citation information, type citation("sna").
## Type help(package="sna") to get started.library(graph)## Loading required package: BiocGenerics## Loading required package: parallel##
## Attaching package: 'BiocGenerics'## The following objects are masked from 'package:parallel':
##
## clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
## clusterExport, clusterMap, parApply, parCapply, parLapply,
## parLapplyLB, parRapply, parSapply, parSapplyLB## The following object is masked from 'package:statnet.common':
##
## order## The following objects are masked from 'package:stats':
##
## IQR, mad, sd, var, xtabs## The following objects are masked from 'package:base':
##
## anyDuplicated, append, as.data.frame, cbind, colMeans,
## colnames, colSums, do.call, duplicated, eval, evalq, Filter,
## Find, get, grep, grepl, intersect, is.unsorted, lapply,
## lengths, Map, mapply, match, mget, order, paste, pmax,
## pmax.int, pmin, pmin.int, Position, rank, rbind, Reduce,
## rowMeans, rownames, rowSums, sapply, setdiff, sort, table,
## tapply, union, unique, unsplit, which, which.max, which.min##
## Attaching package: 'graph'## The following object is masked from 'package:sna':
##
## degreelibrary(igraph)## Warning: package 'igraph' was built under R version 3.4.4##
## Attaching package: 'igraph'## The following objects are masked from 'package:graph':
##
## degree, edges, intersection, union## The following objects are masked from 'package:BiocGenerics':
##
## normalize, union## The following objects are masked from 'package:sna':
##
## betweenness, bonpow, closeness, components, degree,
## dyad.census, evcent, hierarchy, is.connected, neighborhood,
## triad.census## The following objects are masked from 'package:network':
##
## %c%, %s%, add.edges, add.vertices, delete.edges,
## delete.vertices, get.edge.attribute, get.edges,
## get.vertex.attribute, is.bipartite, is.directed,
## list.edge.attributes, list.vertex.attributes,
## set.edge.attribute, set.vertex.attribute## The following objects are masked from 'package:stats':
##
## decompose, spectrum## The following object is masked from 'package:base':
##
## unionlibrary(readr)
library(plyr)## Warning: package 'plyr' was built under R version 3.4.4##
## Attaching package: 'plyr'## The following object is masked from 'package:graph':
##
## join## The following object is masked from 'package:network':
##
## is.discretelibrary(stringr)## Warning: package 'stringr' was built under R version 3.4.4##
## Attaching package: 'stringr'## The following object is masked from 'package:graph':
##
## boundarylibrary(stringi)## Warning: package 'stringi' was built under R version 3.4.4library(magrittr)## Warning: package 'magrittr' was built under R version 3.4.4library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:plyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarize## The following objects are masked from 'package:igraph':
##
## as_data_frame, groups, union## The following object is masked from 'package:graph':
##
## union## The following objects are masked from 'package:BiocGenerics':
##
## combine, intersect, setdiff, union## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionLoad and process data
Samsung <- read_rds("C:/Users/Mounika/Samsung.RDS")
tData <- data.frame(1:length(Samsung$screenName),Samsung$screenName,Samsung$tweettext)
tData$Samsung.screenName <- as.character(tData$Samsung.screenName)
tData$Samsung.tweettext <- as.character(tData$Samsung.tweettext)Function to create a list of Poster-retweeter
createList <- function(tData) {
# Reads data
nData <-
tData %>%
set_colnames(c("id", "screenname", "tweet")) %>%
tbl_df()
# Extracts poster information
retweeterPoster <-
nData %>%
mutate(is_retweeted = stri_detect_regex(tweet, "(RT|via)((?:\\b\\W*@\\w+)+)")) %>%
filter(is_retweeted) %>%
rowwise() %>%
do({
# Gets retwitter
who_retweet <-
stri_extract_first_regex(.$tweet, "(RT|via)((?:\\b\\W*@\\w+)+)")[[1]] %>%
stri_extract_first_regex("@[a-zA-Z0-9_]{1,}") %>%
stri_replace_all_fixed("@", "")
# Returns pair
data_frame(who_post = .$screenname, who_retweet = who_retweet,
combi = stri_c(sort(c(.$screenname, who_retweet)), collapse = " "))
}) %>%
ungroup() %>%
group_by(combi) %>%
summarize(from = min(who_post, who_retweet),
to = max(who_post, who_retweet),
weight = n()) %>%
ungroup() %>%
select(-combi)
# Returns results
retweeterPoster
}
retweeterPoster <- createList(tData)Creating an igraph style edge list
retweeterPoster_EdgeList <- retweeterPoster
retweeterPoster_Graph <- graph.data.frame(retweeterPoster_EdgeList, directed=TRUE)
V(retweeterPoster_Graph)## + 301/301 vertices, named, from 379a1bc:
## [1] ___gxrges __Pebble _BiGsAm_ _ElleDee_
## [5] _SKIINNYFRESH 1BrandonMartin 4hri_lol 9matches
## [9] AAMorchestra AbidirRahman aboutamom abruptlootsrn
## [13] ac301 Afulton2010 agustinyordy ailen334
## [17] alanaronshtam Alejandrofv AletkmMontoya AlexKatsiamant
## [21] amorespinoza12 AndrewKelly_ Android_Actus AndroidAyuda
## [25] angrysoofa anton_scio appware Appy_Geek
## [29] ArabTopTweeps Arief_s7 asda Aziz_C_P
## [33] bbreck3 Beagaskaba bellacengenggg bestipedia
## [37] billg bjustin1014 BodnerDavid BradChip
## + ... omitted several verticesE(retweeterPoster_Graph)## + 254/254 edges from 379a1bc (vertex names):
## [1] ___gxrges ->infogajet __Pebble ->WillFck4GasMula
## [3] _BiGsAm_ ->Yassme_en _ElleDee_ ->smayl0708
## [5] _SKIINNYFRESH ->TuAndroidLatino _SKIINNYFRESH ->ZumodeAndroid
## [7] 1BrandonMartin->ilovemyiwatch 1BrandonMartin->ILoveMyPebble
## [9] 4hri_lol ->chutamasbarato 9matches ->ilovemyiwatch
## [11] 9matches ->ILoveMyPebble AAMorchestra ->johnsandell
## [13] AAMorchestra ->MatthewAFSmith AbidirRahman ->sp_nazla
## [15] aboutamom ->jeepnie1 aboutamom ->missanneperry
## [17] aboutamom ->rambling69 abruptlootsrn ->angrysoofa
## [19] ac301 ->BryantBelarmino Afulton2010 ->TechNews_Greece
## + ... omitted several edgesV(retweeterPoster_Graph)$label <- V(retweeterPoster_Graph)$name
V(retweeterPoster_Graph)$degree <- degree(retweeterPoster_Graph)Network Measures
degree(retweeterPoster_Graph, mode='all')## ___gxrges __Pebble _BiGsAm_ _ElleDee_
## 1 1 1 1
## _SKIINNYFRESH 1BrandonMartin 4hri_lol 9matches
## 2 2 1 2
## AAMorchestra AbidirRahman aboutamom abruptlootsrn
## 2 1 3 1
## ac301 Afulton2010 agustinyordy ailen334
## 1 1 1 1
## alanaronshtam Alejandrofv AletkmMontoya AlexKatsiamant
## 3 1 1 1
## amorespinoza12 AndrewKelly_ Android_Actus AndroidAyuda
## 1 1 1 1
## angrysoofa anton_scio appware Appy_Geek
## 6 1 2 1
## ArabTopTweeps Arief_s7 asda Aziz_C_P
## 1 1 5 1
## bbreck3 Beagaskaba bellacengenggg bestipedia
## 1 1 1 1
## billg bjustin1014 BodnerDavid BradChip
## 1 2 1 1
## brenno_pm buck_coolAss bunnydesign BurnsGerard
## 1 1 1 2
## BusyLinkMobile c0ff33a cambamthrilla CandyCables
## 1 2 1 1
## CanonTime cataryanator CharlesMillerUS chowandchatter
## 1 1 2 1
## Chris93959571 ChrisThames29 chutamasbarato CNET
## 2 1 7 1
## CursodeSEOrj CVS1726 damoski dannysullivan
## 1 1 2 2
## dapesubi08 denverapple1 DesignEv DevicesConnect
## 1 2 1 2
## DJPhilGrainger dknights DopeSubstance dsjkvf
## 2 3 1 1
## ebawureva EdiblePotential ElChotoAlbino elcorteingles
## 1 1 1 1
## electro72miami ElesElastra eliz_crane elusion
## 2 1 1 2
## EOCforum fancy farhanarrizal FernandGormaz
## 1 3 1 1
## Foxspiritq8 frimmersaho G_Castorina GBTpod
## 2 1 1 2
## Genesis_isturiz GSandstudio gtfml HansMorales_
## 1 1 2 3
## HardwareNewz Helzberg History_Pics Holette
## 1 2 1 1
## htcmania iFitnessApps iiamdarren ilovemyiwatch
## 1 3 2 45
## ILoveMyPebble imwechito indonesiakicau info_reseller
## 44 1 1 1
## IrFunAfiQ05 iSin_K iTechNews21 IvriahD
## 1 1 1 1
## JaminSamuel Janelyzgm JengEmpatEnam Jeslyn_n
## 1 1 1 1
## JeyJeyOkocha1 jimmycapone2010 JJeaRD joemuggs
## 1 1 1 1
## joeywearfitness JoeyWearUSA JoLoEsc Jori5280
## 1 1 2 3
## jr_sci JustGotFunny KathysDeep kolbe_Marie_en2
## 1 4 2 1
## LBOchoaFaN lNVENTlONS LoMejorDeVine_ Lord_Voldemort7
## 1 2 1 1
## massirosa74 MattiasAgustiin MayraMahomie110 MeghanHutchins
## 1 1 1 1
## mikeout milanskoric mindfulwithkids mobileActus
## 1 1 1 1
## MobilePhoneNewz mobiletech13 MobileTechwp montauk777
## 1 1 1 1
## motherrimmy MQSullivan ms_ryame mwesterl
## 3 1 1 1
## myccshells nakonekocat ninanenen NURULEMILYA09
## 1 1 1 1
## nylfabrice Oasis_Coffee11 okezonenews photorumors
## 2 1 1 1
## plandecompra posamkata Prabhu_Murugesu quality_writing
## 1 1 1 1
## raymondochoa12 Saniset sharethis TechFaster
## 7 1 1 1
## Techmeme Technologiya Thegooglefactz UnboxItYourSelf
## 17 1 1 1
## versaceswagg infogajet WillFck4GasMula Yassme_en
## 1 1 1 1
## smayl0708 TuAndroidLatino ZumodeAndroid johnsandell
## 1 1 1 1
## MatthewAFSmith sp_nazla jeepnie1 missanneperry
## 1 2 1 1
## rambling69 BryantBelarmino TechNews_Greece ramatchat
## 1 1 1 1
## PebbleSnap AndroidSorteos OfficialGravity sara_emo20
## 2 1 1 1
## rojas_abdon bumpytogasgx haplessfakerygx rainyput9a
## 1 1 1 1
## SedateAmphorazr untidyrealisths InfoTekno mart_inies
## 1 1 1 1
## Umniahbelong dwiernawatii ceril_beb clauski1
## 3 1 1 1
## gemmagwynne LaurenChaplin1 NaomiSFB PDR_fitry_MG
## 1 1 1 1
## PCMag den4ukdenvefa Meta_Watch ZDP189
## 1 1 1 2
## roniuj ChOqO_PynSeS kafaak youtube
## 1 1 1 5
## ComercioEc DesdeEc DonDatosEc k4yle_lol
## 1 1 1 1
## m0rgana_lol m4lzahar_lol GZheng18 TodaysiPhone
## 1 1 1 1
## TiggeritoTimes opletin78 YouTube nonlinear_labs
## 1 1 3 1
## parislemon Frostseekerluni thespicyRD JoanMayolCovas
## 1 1 1 1
## GARNOKAKYC VozDial10 nyoing prepayasyougo
## 1 1 1 1
## raffy_bp X2xthayumx GeekMindRD TheSwansgato
## 1 1 1 1
## RosbelJesus yassuryGM SJaey Ti_fap_me
## 1 1 1 1
## Pebble_Knight Maestro320 ladylisa1 My3Sons33
## 6 1 1 1
## otimtamo kleptones RutixMolina TFBJP88
## 1 2 1 1
## inferse iRawriLaugh Juliasocl justingraham_
## 2 2 2 2
## kaliha kateuns knightowl23 LeilaElina
## 2 2 2 2
## LynnSchindler marksy MymiB nickcoatesuk
## 2 2 2 2
## Patriiick rwoods716 TechDirecting TheeMiz
## 2 2 1 2
## tissak weargadgets XLeAwesomeX ScalarBioEnergy
## 2 1 2 1
## TuitIndonesia UkrainianiPhone XaviarKettle JDaviderb
## 1 1 1 1
## mariolga16 Metro_TV WeirdInvention RadeR___
## 1 1 1 1
## StuffTV thespicyrd MachoTheOne tipick9
## 1 2 1 1
## SharifahNajehah tangerinazul Noelle_Edman norsyamin2
## 1 1 1 1
## sergio_damianb samsung_Q_ pianetacellular NicoleTB_
## 1 1 1 1
## phonesreview verge Souffrax Pitzhugh
## 2 2 1 1
## TheSpicyRD slaggles OueT_TSHT physedsource
## 2 1 1 1
## penne_ prenkek safuwanahSalim zapp
## 1 1 1 1
## Ripkiiki SonyColombia robertochoa125 vishusachdeva33
## 1 1 1 1
## Vispyme techynewsnow YazanNajem youEAT_iWATCH
## 1 1 1 1
## Weirdsolutions
## 1degree(retweeterPoster_Graph, mode='in')## ___gxrges __Pebble _BiGsAm_ _ElleDee_
## 0 0 0 0
## _SKIINNYFRESH 1BrandonMartin 4hri_lol 9matches
## 0 0 0 0
## AAMorchestra AbidirRahman aboutamom abruptlootsrn
## 0 0 0 0
## ac301 Afulton2010 agustinyordy ailen334
## 0 0 0 0
## alanaronshtam Alejandrofv AletkmMontoya AlexKatsiamant
## 0 0 0 0
## amorespinoza12 AndrewKelly_ Android_Actus AndroidAyuda
## 0 0 0 0
## angrysoofa anton_scio appware Appy_Geek
## 1 0 0 0
## ArabTopTweeps Arief_s7 asda Aziz_C_P
## 0 0 0 0
## bbreck3 Beagaskaba bellacengenggg bestipedia
## 0 0 0 0
## billg bjustin1014 BodnerDavid BradChip
## 0 0 0 0
## brenno_pm buck_coolAss bunnydesign BurnsGerard
## 0 0 0 0
## BusyLinkMobile c0ff33a cambamthrilla CandyCables
## 0 0 0 0
## CanonTime cataryanator CharlesMillerUS chowandchatter
## 0 0 0 0
## Chris93959571 ChrisThames29 chutamasbarato CNET
## 0 0 1 0
## CursodeSEOrj CVS1726 damoski dannysullivan
## 0 0 0 0
## dapesubi08 denverapple1 DesignEv DevicesConnect
## 0 0 0 0
## DJPhilGrainger dknights DopeSubstance dsjkvf
## 0 0 0 0
## ebawureva EdiblePotential ElChotoAlbino elcorteingles
## 0 0 0 0
## electro72miami ElesElastra eliz_crane elusion
## 1 0 0 0
## EOCforum fancy farhanarrizal FernandGormaz
## 0 2 0 0
## Foxspiritq8 frimmersaho G_Castorina GBTpod
## 0 0 0 0
## Genesis_isturiz GSandstudio gtfml HansMorales_
## 0 0 0 0
## HardwareNewz Helzberg History_Pics Holette
## 0 0 0 0
## htcmania iFitnessApps iiamdarren ilovemyiwatch
## 0 0 0 20
## ILoveMyPebble imwechito indonesiakicau info_reseller
## 21 0 0 0
## IrFunAfiQ05 iSin_K iTechNews21 IvriahD
## 0 0 0 0
## JaminSamuel Janelyzgm JengEmpatEnam Jeslyn_n
## 0 0 0 0
## JeyJeyOkocha1 jimmycapone2010 JJeaRD joemuggs
## 0 0 0 0
## joeywearfitness JoeyWearUSA JoLoEsc Jori5280
## 0 0 0 2
## jr_sci JustGotFunny KathysDeep kolbe_Marie_en2
## 0 2 1 0
## LBOchoaFaN lNVENTlONS LoMejorDeVine_ Lord_Voldemort7
## 0 1 0 0
## massirosa74 MattiasAgustiin MayraMahomie110 MeghanHutchins
## 0 0 0 0
## mikeout milanskoric mindfulwithkids mobileActus
## 0 0 0 0
## MobilePhoneNewz mobiletech13 MobileTechwp montauk777
## 0 0 0 0
## motherrimmy MQSullivan ms_ryame mwesterl
## 1 0 0 0
## myccshells nakonekocat ninanenen NURULEMILYA09
## 0 0 0 0
## nylfabrice Oasis_Coffee11 okezonenews photorumors
## 1 0 0 0
## plandecompra posamkata Prabhu_Murugesu quality_writing
## 0 0 0 0
## raymondochoa12 Saniset sharethis TechFaster
## 6 0 0 0
## Techmeme Technologiya Thegooglefactz UnboxItYourSelf
## 16 0 0 0
## versaceswagg infogajet WillFck4GasMula Yassme_en
## 0 1 1 1
## smayl0708 TuAndroidLatino ZumodeAndroid johnsandell
## 1 1 1 1
## MatthewAFSmith sp_nazla jeepnie1 missanneperry
## 1 2 1 1
## rambling69 BryantBelarmino TechNews_Greece ramatchat
## 1 1 1 1
## PebbleSnap AndroidSorteos OfficialGravity sara_emo20
## 2 1 1 1
## rojas_abdon bumpytogasgx haplessfakerygx rainyput9a
## 1 1 1 1
## SedateAmphorazr untidyrealisths InfoTekno mart_inies
## 1 1 1 1
## Umniahbelong dwiernawatii ceril_beb clauski1
## 3 1 1 1
## gemmagwynne LaurenChaplin1 NaomiSFB PDR_fitry_MG
## 1 1 1 1
## PCMag den4ukdenvefa Meta_Watch ZDP189
## 1 1 1 2
## roniuj ChOqO_PynSeS kafaak youtube
## 1 1 1 5
## ComercioEc DesdeEc DonDatosEc k4yle_lol
## 1 1 1 1
## m0rgana_lol m4lzahar_lol GZheng18 TodaysiPhone
## 1 1 1 1
## TiggeritoTimes opletin78 YouTube nonlinear_labs
## 1 1 3 1
## parislemon Frostseekerluni thespicyRD JoanMayolCovas
## 1 1 1 1
## GARNOKAKYC VozDial10 nyoing prepayasyougo
## 1 1 1 1
## raffy_bp X2xthayumx GeekMindRD TheSwansgato
## 1 1 1 1
## RosbelJesus yassuryGM SJaey Ti_fap_me
## 1 1 1 1
## Pebble_Knight Maestro320 ladylisa1 My3Sons33
## 6 1 1 1
## otimtamo kleptones RutixMolina TFBJP88
## 1 2 1 1
## inferse iRawriLaugh Juliasocl justingraham_
## 2 2 2 2
## kaliha kateuns knightowl23 LeilaElina
## 2 2 2 2
## LynnSchindler marksy MymiB nickcoatesuk
## 2 2 2 2
## Patriiick rwoods716 TechDirecting TheeMiz
## 2 2 1 2
## tissak weargadgets XLeAwesomeX ScalarBioEnergy
## 2 1 2 1
## TuitIndonesia UkrainianiPhone XaviarKettle JDaviderb
## 1 1 1 1
## mariolga16 Metro_TV WeirdInvention RadeR___
## 1 1 1 1
## StuffTV thespicyrd MachoTheOne tipick9
## 1 2 1 1
## SharifahNajehah tangerinazul Noelle_Edman norsyamin2
## 1 1 1 1
## sergio_damianb samsung_Q_ pianetacellular NicoleTB_
## 1 1 1 1
## phonesreview verge Souffrax Pitzhugh
## 2 2 1 1
## TheSpicyRD slaggles OueT_TSHT physedsource
## 2 1 1 1
## penne_ prenkek safuwanahSalim zapp
## 1 1 1 1
## Ripkiiki SonyColombia robertochoa125 vishusachdeva33
## 1 1 1 1
## Vispyme techynewsnow YazanNajem youEAT_iWATCH
## 1 1 1 1
## Weirdsolutions
## 1degree(retweeterPoster_Graph, mode='out')## ___gxrges __Pebble _BiGsAm_ _ElleDee_
## 1 1 1 1
## _SKIINNYFRESH 1BrandonMartin 4hri_lol 9matches
## 2 2 1 2
## AAMorchestra AbidirRahman aboutamom abruptlootsrn
## 2 1 3 1
## ac301 Afulton2010 agustinyordy ailen334
## 1 1 1 1
## alanaronshtam Alejandrofv AletkmMontoya AlexKatsiamant
## 3 1 1 1
## amorespinoza12 AndrewKelly_ Android_Actus AndroidAyuda
## 1 1 1 1
## angrysoofa anton_scio appware Appy_Geek
## 5 1 2 1
## ArabTopTweeps Arief_s7 asda Aziz_C_P
## 1 1 5 1
## bbreck3 Beagaskaba bellacengenggg bestipedia
## 1 1 1 1
## billg bjustin1014 BodnerDavid BradChip
## 1 2 1 1
## brenno_pm buck_coolAss bunnydesign BurnsGerard
## 1 1 1 2
## BusyLinkMobile c0ff33a cambamthrilla CandyCables
## 1 2 1 1
## CanonTime cataryanator CharlesMillerUS chowandchatter
## 1 1 2 1
## Chris93959571 ChrisThames29 chutamasbarato CNET
## 2 1 6 1
## CursodeSEOrj CVS1726 damoski dannysullivan
## 1 1 2 2
## dapesubi08 denverapple1 DesignEv DevicesConnect
## 1 2 1 2
## DJPhilGrainger dknights DopeSubstance dsjkvf
## 2 3 1 1
## ebawureva EdiblePotential ElChotoAlbino elcorteingles
## 1 1 1 1
## electro72miami ElesElastra eliz_crane elusion
## 1 1 1 2
## EOCforum fancy farhanarrizal FernandGormaz
## 1 1 1 1
## Foxspiritq8 frimmersaho G_Castorina GBTpod
## 2 1 1 2
## Genesis_isturiz GSandstudio gtfml HansMorales_
## 1 1 2 3
## HardwareNewz Helzberg History_Pics Holette
## 1 2 1 1
## htcmania iFitnessApps iiamdarren ilovemyiwatch
## 1 3 2 25
## ILoveMyPebble imwechito indonesiakicau info_reseller
## 23 1 1 1
## IrFunAfiQ05 iSin_K iTechNews21 IvriahD
## 1 1 1 1
## JaminSamuel Janelyzgm JengEmpatEnam Jeslyn_n
## 1 1 1 1
## JeyJeyOkocha1 jimmycapone2010 JJeaRD joemuggs
## 1 1 1 1
## joeywearfitness JoeyWearUSA JoLoEsc Jori5280
## 1 1 2 1
## jr_sci JustGotFunny KathysDeep kolbe_Marie_en2
## 1 2 1 1
## LBOchoaFaN lNVENTlONS LoMejorDeVine_ Lord_Voldemort7
## 1 1 1 1
## massirosa74 MattiasAgustiin MayraMahomie110 MeghanHutchins
## 1 1 1 1
## mikeout milanskoric mindfulwithkids mobileActus
## 1 1 1 1
## MobilePhoneNewz mobiletech13 MobileTechwp montauk777
## 1 1 1 1
## motherrimmy MQSullivan ms_ryame mwesterl
## 2 1 1 1
## myccshells nakonekocat ninanenen NURULEMILYA09
## 1 1 1 1
## nylfabrice Oasis_Coffee11 okezonenews photorumors
## 1 1 1 1
## plandecompra posamkata Prabhu_Murugesu quality_writing
## 1 1 1 1
## raymondochoa12 Saniset sharethis TechFaster
## 1 1 1 1
## Techmeme Technologiya Thegooglefactz UnboxItYourSelf
## 1 1 1 1
## versaceswagg infogajet WillFck4GasMula Yassme_en
## 1 0 0 0
## smayl0708 TuAndroidLatino ZumodeAndroid johnsandell
## 0 0 0 0
## MatthewAFSmith sp_nazla jeepnie1 missanneperry
## 0 0 0 0
## rambling69 BryantBelarmino TechNews_Greece ramatchat
## 0 0 0 0
## PebbleSnap AndroidSorteos OfficialGravity sara_emo20
## 0 0 0 0
## rojas_abdon bumpytogasgx haplessfakerygx rainyput9a
## 0 0 0 0
## SedateAmphorazr untidyrealisths InfoTekno mart_inies
## 0 0 0 0
## Umniahbelong dwiernawatii ceril_beb clauski1
## 0 0 0 0
## gemmagwynne LaurenChaplin1 NaomiSFB PDR_fitry_MG
## 0 0 0 0
## PCMag den4ukdenvefa Meta_Watch ZDP189
## 0 0 0 0
## roniuj ChOqO_PynSeS kafaak youtube
## 0 0 0 0
## ComercioEc DesdeEc DonDatosEc k4yle_lol
## 0 0 0 0
## m0rgana_lol m4lzahar_lol GZheng18 TodaysiPhone
## 0 0 0 0
## TiggeritoTimes opletin78 YouTube nonlinear_labs
## 0 0 0 0
## parislemon Frostseekerluni thespicyRD JoanMayolCovas
## 0 0 0 0
## GARNOKAKYC VozDial10 nyoing prepayasyougo
## 0 0 0 0
## raffy_bp X2xthayumx GeekMindRD TheSwansgato
## 0 0 0 0
## RosbelJesus yassuryGM SJaey Ti_fap_me
## 0 0 0 0
## Pebble_Knight Maestro320 ladylisa1 My3Sons33
## 0 0 0 0
## otimtamo kleptones RutixMolina TFBJP88
## 0 0 0 0
## inferse iRawriLaugh Juliasocl justingraham_
## 0 0 0 0
## kaliha kateuns knightowl23 LeilaElina
## 0 0 0 0
## LynnSchindler marksy MymiB nickcoatesuk
## 0 0 0 0
## Patriiick rwoods716 TechDirecting TheeMiz
## 0 0 0 0
## tissak weargadgets XLeAwesomeX ScalarBioEnergy
## 0 0 0 0
## TuitIndonesia UkrainianiPhone XaviarKettle JDaviderb
## 0 0 0 0
## mariolga16 Metro_TV WeirdInvention RadeR___
## 0 0 0 0
## StuffTV thespicyrd MachoTheOne tipick9
## 0 0 0 0
## SharifahNajehah tangerinazul Noelle_Edman norsyamin2
## 0 0 0 0
## sergio_damianb samsung_Q_ pianetacellular NicoleTB_
## 0 0 0 0
## phonesreview verge Souffrax Pitzhugh
## 0 0 0 0
## TheSpicyRD slaggles OueT_TSHT physedsource
## 0 0 0 0
## penne_ prenkek safuwanahSalim zapp
## 0 0 0 0
## Ripkiiki SonyColombia robertochoa125 vishusachdeva33
## 0 0 0 0
## Vispyme techynewsnow YazanNajem youEAT_iWATCH
## 0 0 0 0
## Weirdsolutions
## 0diameter(retweeterPoster_Graph, directed=F, weights =NA)## [1] 4edge_density(retweeterPoster_Graph, loops= F)## [1] 0.002812846ecount(retweeterPoster_Graph)/(vcount(retweeterPoster_Graph)*(vcount(retweeterPoster_Graph)-1))## [1] 0.002812846reciprocity(retweeterPoster_Graph)## [1] 0closeness(retweeterPoster_Graph, mode='all', weights = NA)## Warning in closeness(retweeterPoster_Graph, mode = "all", weights =
## NA): At centrality.c:2784 :closeness centrality is not well-defined for
## disconnected graphs## ___gxrges __Pebble _BiGsAm_ _ElleDee_
## 1.111111e-05 1.111111e-05 1.111111e-05 1.111111e-05
## _SKIINNYFRESH 1BrandonMartin 4hri_lol 9matches
## 1.114827e-05 1.370483e-05 1.133710e-05 1.370483e-05
## AAMorchestra AbidirRahman aboutamom abruptlootsrn
## 1.114827e-05 1.114815e-05 1.118568e-05 1.129880e-05
## ac301 Afulton2010 agustinyordy ailen334
## 1.111111e-05 1.111111e-05 1.111111e-05 1.369600e-05
## alanaronshtam Alejandrofv AletkmMontoya AlexKatsiamant
## 1.370501e-05 1.114815e-05 1.111111e-05 1.111111e-05
## amorespinoza12 AndrewKelly_ Android_Actus AndroidAyuda
## 1.111111e-05 1.177607e-05 1.114815e-05 1.111111e-05
## angrysoofa anton_scio appware Appy_Geek
## 1.129944e-05 1.111111e-05 1.370483e-05 1.111111e-05
## ArabTopTweeps Arief_s7 asda Aziz_C_P
## 1.369450e-05 1.111111e-05 1.126126e-05 1.111111e-05
## bbreck3 Beagaskaba bellacengenggg bestipedia
## 1.111111e-05 1.111111e-05 1.114815e-05 1.177607e-05
## billg bjustin1014 BodnerDavid BradChip
## 1.111111e-05 1.370483e-05 1.177607e-05 1.114815e-05
## brenno_pm buck_coolAss bunnydesign BurnsGerard
## 1.111111e-05 1.111111e-05 1.111111e-05 1.370483e-05
## BusyLinkMobile c0ff33a cambamthrilla CandyCables
## 1.177607e-05 1.370483e-05 1.118543e-05 1.177607e-05
## CanonTime cataryanator CharlesMillerUS chowandchatter
## 1.126075e-05 1.369600e-05 1.370483e-05 1.126050e-05
## Chris93959571 ChrisThames29 chutamasbarato CNET
## 1.370483e-05 1.177607e-05 1.133787e-05 1.111111e-05
## CursodeSEOrj CVS1726 damoski dannysullivan
## 1.177607e-05 1.111111e-05 1.370483e-05 1.177634e-05
## dapesubi08 denverapple1 DesignEv DevicesConnect
## 1.111111e-05 1.370483e-05 1.118543e-05 1.370483e-05
## DJPhilGrainger dknights DopeSubstance dsjkvf
## 1.370483e-05 1.370520e-05 1.118543e-05 1.111111e-05
## ebawureva EdiblePotential ElChotoAlbino elcorteingles
## 1.111111e-05 1.111111e-05 1.111111e-05 1.111111e-05
## electro72miami ElesElastra eliz_crane elusion
## 1.114827e-05 1.111111e-05 1.111111e-05 1.370483e-05
## EOCforum fancy farhanarrizal FernandGormaz
## 1.111111e-05 1.118568e-05 1.122297e-05 1.111111e-05
## Foxspiritq8 frimmersaho G_Castorina GBTpod
## 1.370483e-05 1.111111e-05 1.126075e-05 1.370483e-05
## Genesis_isturiz GSandstudio gtfml HansMorales_
## 1.111111e-05 1.111111e-05 1.114827e-05 1.370539e-05
## HardwareNewz Helzberg History_Pics Holette
## 1.111111e-05 1.114827e-05 1.111111e-05 1.114815e-05
## htcmania iFitnessApps iiamdarren ilovemyiwatch
## 1.111111e-05 1.370520e-05 1.370483e-05 1.371498e-05
## ILoveMyPebble imwechito indonesiakicau info_reseller
## 1.371460e-05 1.177607e-05 1.111111e-05 1.114815e-05
## IrFunAfiQ05 iSin_K iTechNews21 IvriahD
## 1.122297e-05 1.111111e-05 1.177607e-05 1.111111e-05
## JaminSamuel Janelyzgm JengEmpatEnam Jeslyn_n
## 1.111111e-05 1.111111e-05 1.111111e-05 1.111111e-05
## JeyJeyOkocha1 jimmycapone2010 JJeaRD joemuggs
## 1.111111e-05 1.111111e-05 1.126025e-05 1.114815e-05
## joeywearfitness JoeyWearUSA JoLoEsc Jori5280
## 1.369525e-05 1.369525e-05 1.114827e-05 1.370539e-05
## jr_sci JustGotFunny KathysDeep kolbe_Marie_en2
## 1.177607e-05 1.122334e-05 1.370464e-05 1.126075e-05
## LBOchoaFaN lNVENTlONS LoMejorDeVine_ Lord_Voldemort7
## 1.369600e-05 1.114827e-05 1.111111e-05 1.111111e-05
## massirosa74 MattiasAgustiin MayraMahomie110 MeghanHutchins
## 1.111111e-05 1.111111e-05 1.369600e-05 1.114815e-05
## mikeout milanskoric mindfulwithkids mobileActus
## 1.177607e-05 1.114815e-05 1.126075e-05 1.111111e-05
## MobilePhoneNewz mobiletech13 MobileTechwp montauk777
## 1.111111e-05 1.114815e-05 1.114815e-05 1.126025e-05
## motherrimmy MQSullivan ms_ryame mwesterl
## 1.126101e-05 1.111111e-05 1.111111e-05 1.177607e-05
## myccshells nakonekocat ninanenen NURULEMILYA09
## 1.111111e-05 1.111111e-05 1.111111e-05 1.111111e-05
## nylfabrice Oasis_Coffee11 okezonenews photorumors
## 1.114827e-05 1.126075e-05 1.111111e-05 1.114815e-05
## plandecompra posamkata Prabhu_Murugesu quality_writing
## 1.111111e-05 1.177607e-05 1.177607e-05 1.177607e-05
## raymondochoa12 Saniset sharethis TechFaster
## 1.370670e-05 1.118543e-05 1.111111e-05 1.111111e-05
## Techmeme Technologiya Thegooglefactz UnboxItYourSelf
## 1.177842e-05 1.111111e-05 1.111111e-05 1.118543e-05
## versaceswagg infogajet WillFck4GasMula Yassme_en
## 1.111111e-05 1.111111e-05 1.111111e-05 1.111111e-05
## smayl0708 TuAndroidLatino ZumodeAndroid johnsandell
## 1.111111e-05 1.114815e-05 1.114815e-05 1.114815e-05
## MatthewAFSmith sp_nazla jeepnie1 missanneperry
## 1.114815e-05 1.114827e-05 1.118543e-05 1.118543e-05
## rambling69 BryantBelarmino TechNews_Greece ramatchat
## 1.118543e-05 1.111111e-05 1.111111e-05 1.111111e-05
## PebbleSnap AndroidSorteos OfficialGravity sara_emo20
## 1.370407e-05 1.111111e-05 1.111111e-05 1.111111e-05
## rojas_abdon bumpytogasgx haplessfakerygx rainyput9a
## 1.111111e-05 1.129880e-05 1.129880e-05 1.129880e-05
## SedateAmphorazr untidyrealisths InfoTekno mart_inies
## 1.129880e-05 1.129880e-05 1.111111e-05 1.111111e-05
## Umniahbelong dwiernawatii ceril_beb clauski1
## 1.370520e-05 1.111111e-05 1.126075e-05 1.126075e-05
## gemmagwynne LaurenChaplin1 NaomiSFB PDR_fitry_MG
## 1.126075e-05 1.126075e-05 1.126075e-05 1.111111e-05
## PCMag den4ukdenvefa Meta_Watch ZDP189
## 1.111111e-05 1.111111e-05 1.111111e-05 1.114827e-05
## roniuj ChOqO_PynSeS kafaak youtube
## 1.111111e-05 1.111111e-05 1.111111e-05 1.126126e-05
## ComercioEc DesdeEc DonDatosEc k4yle_lol
## 1.133710e-05 1.133710e-05 1.133710e-05 1.133710e-05
## m0rgana_lol m4lzahar_lol GZheng18 TodaysiPhone
## 1.133710e-05 1.133710e-05 1.111111e-05 1.111111e-05
## TiggeritoTimes opletin78 YouTube nonlinear_labs
## 1.177399e-05 1.111111e-05 1.118568e-05 1.369450e-05
## parislemon Frostseekerluni thespicyRD JoanMayolCovas
## 1.111111e-05 1.111111e-05 1.111111e-05 1.111111e-05
## GARNOKAKYC VozDial10 nyoing prepayasyougo
## 1.111111e-05 1.114815e-05 1.111111e-05 1.111111e-05
## raffy_bp X2xthayumx GeekMindRD TheSwansgato
## 1.111111e-05 1.118543e-05 1.111111e-05 1.111111e-05
## RosbelJesus yassuryGM SJaey Ti_fap_me
## 1.111111e-05 1.111111e-05 1.114815e-05 1.114815e-05
## Pebble_Knight Maestro320 ladylisa1 My3Sons33
## 1.370595e-05 1.111111e-05 1.114815e-05 1.114815e-05
## otimtamo kleptones RutixMolina TFBJP88
## 1.111111e-05 1.114827e-05 1.111111e-05 1.369450e-05
## inferse iRawriLaugh Juliasocl justingraham_
## 1.370483e-05 1.370483e-05 1.370483e-05 1.370483e-05
## kaliha kateuns knightowl23 LeilaElina
## 1.370483e-05 1.370483e-05 1.370483e-05 1.370483e-05
## LynnSchindler marksy MymiB nickcoatesuk
## 1.370483e-05 1.370483e-05 1.370483e-05 1.370483e-05
## Patriiick rwoods716 TechDirecting TheeMiz
## 1.370483e-05 1.370483e-05 1.370426e-05 1.370483e-05
## tissak weargadgets XLeAwesomeX ScalarBioEnergy
## 1.370483e-05 1.370426e-05 1.370483e-05 1.370389e-05
## TuitIndonesia UkrainianiPhone XaviarKettle JDaviderb
## 1.111111e-05 1.111111e-05 1.111111e-05 1.111111e-05
## mariolga16 Metro_TV WeirdInvention RadeR___
## 1.111111e-05 1.111111e-05 1.111111e-05 1.111111e-05
## StuffTV thespicyrd MachoTheOne tipick9
## 1.111111e-05 1.126075e-05 1.114815e-05 1.114815e-05
## SharifahNajehah tangerinazul Noelle_Edman norsyamin2
## 1.122297e-05 1.122297e-05 1.369394e-05 1.114815e-05
## sergio_damianb samsung_Q_ pianetacellular NicoleTB_
## 1.111111e-05 1.111111e-05 1.111111e-05 1.111111e-05
## phonesreview verge Souffrax Pitzhugh
## 1.114827e-05 1.114827e-05 1.111111e-05 1.111111e-05
## TheSpicyRD slaggles OueT_TSHT physedsource
## 1.126075e-05 1.111111e-05 1.111111e-05 1.111111e-05
## penne_ prenkek safuwanahSalim zapp
## 1.111111e-05 1.111111e-05 1.111111e-05 1.114815e-05
## Ripkiiki SonyColombia robertochoa125 vishusachdeva33
## 1.111111e-05 1.111111e-05 1.369600e-05 1.111111e-05
## Vispyme techynewsnow YazanNajem youEAT_iWATCH
## 1.111111e-05 1.177607e-05 1.111111e-05 1.111111e-05
## Weirdsolutions
## 1.111111e-05betweenness(retweeterPoster_Graph, directed=T, weights = NA)## ___gxrges __Pebble _BiGsAm_ _ElleDee_
## 0.0 0.0 0.0 0.0
## _SKIINNYFRESH 1BrandonMartin 4hri_lol 9matches
## 0.0 0.0 0.0 0.0
## AAMorchestra AbidirRahman aboutamom abruptlootsrn
## 0.0 0.0 0.0 0.0
## ac301 Afulton2010 agustinyordy ailen334
## 0.0 0.0 0.0 0.0
## alanaronshtam Alejandrofv AletkmMontoya AlexKatsiamant
## 0.0 0.0 0.0 0.0
## amorespinoza12 AndrewKelly_ Android_Actus AndroidAyuda
## 0.0 0.0 0.0 0.0
## angrysoofa anton_scio appware Appy_Geek
## 5.0 0.0 0.0 0.0
## ArabTopTweeps Arief_s7 asda Aziz_C_P
## 0.0 0.0 0.0 0.0
## bbreck3 Beagaskaba bellacengenggg bestipedia
## 0.0 0.0 0.0 0.0
## billg bjustin1014 BodnerDavid BradChip
## 0.0 0.0 0.0 0.0
## brenno_pm buck_coolAss bunnydesign BurnsGerard
## 0.0 0.0 0.0 0.0
## BusyLinkMobile c0ff33a cambamthrilla CandyCables
## 0.0 0.0 0.0 0.0
## CanonTime cataryanator CharlesMillerUS chowandchatter
## 0.0 0.0 0.0 0.0
## Chris93959571 ChrisThames29 chutamasbarato CNET
## 0.0 0.0 6.0 0.0
## CursodeSEOrj CVS1726 damoski dannysullivan
## 0.0 0.0 0.0 0.0
## dapesubi08 denverapple1 DesignEv DevicesConnect
## 0.0 0.0 0.0 0.0
## DJPhilGrainger dknights DopeSubstance dsjkvf
## 0.0 0.0 0.0 0.0
## ebawureva EdiblePotential ElChotoAlbino elcorteingles
## 0.0 0.0 0.0 0.0
## electro72miami ElesElastra eliz_crane elusion
## 1.0 0.0 0.0 0.0
## EOCforum fancy farhanarrizal FernandGormaz
## 0.0 2.0 0.0 0.0
## Foxspiritq8 frimmersaho G_Castorina GBTpod
## 0.0 0.0 0.0 0.0
## Genesis_isturiz GSandstudio gtfml HansMorales_
## 0.0 0.0 0.0 0.0
## HardwareNewz Helzberg History_Pics Holette
## 0.0 0.0 0.0 0.0
## htcmania iFitnessApps iiamdarren ilovemyiwatch
## 0.0 0.0 0.0 299.5
## ILoveMyPebble imwechito indonesiakicau info_reseller
## 260.5 0.0 0.0 0.0
## IrFunAfiQ05 iSin_K iTechNews21 IvriahD
## 0.0 0.0 0.0 0.0
## JaminSamuel Janelyzgm JengEmpatEnam Jeslyn_n
## 0.0 0.0 0.0 0.0
## JeyJeyOkocha1 jimmycapone2010 JJeaRD joemuggs
## 0.0 0.0 0.0 0.0
## joeywearfitness JoeyWearUSA JoLoEsc Jori5280
## 0.0 0.0 0.0 0.0
## jr_sci JustGotFunny KathysDeep kolbe_Marie_en2
## 0.0 4.0 21.0 0.0
## LBOchoaFaN lNVENTlONS LoMejorDeVine_ Lord_Voldemort7
## 0.0 1.0 0.0 0.0
## massirosa74 MattiasAgustiin MayraMahomie110 MeghanHutchins
## 0.0 0.0 0.0 0.0
## mikeout milanskoric mindfulwithkids mobileActus
## 0.0 0.0 0.0 0.0
## MobilePhoneNewz mobiletech13 MobileTechwp montauk777
## 0.0 0.0 0.0 0.0
## motherrimmy MQSullivan ms_ryame mwesterl
## 2.0 0.0 0.0 0.0
## myccshells nakonekocat ninanenen NURULEMILYA09
## 0.0 0.0 0.0 0.0
## nylfabrice Oasis_Coffee11 okezonenews photorumors
## 1.0 0.0 0.0 0.0
## plandecompra posamkata Prabhu_Murugesu quality_writing
## 0.0 0.0 0.0 0.0
## raymondochoa12 Saniset sharethis TechFaster
## 26.0 0.0 0.0 0.0
## Techmeme Technologiya Thegooglefactz UnboxItYourSelf
## 16.0 0.0 0.0 0.0
## versaceswagg infogajet WillFck4GasMula Yassme_en
## 0.0 0.0 0.0 0.0
## smayl0708 TuAndroidLatino ZumodeAndroid johnsandell
## 0.0 0.0 0.0 0.0
## MatthewAFSmith sp_nazla jeepnie1 missanneperry
## 0.0 0.0 0.0 0.0
## rambling69 BryantBelarmino TechNews_Greece ramatchat
## 0.0 0.0 0.0 0.0
## PebbleSnap AndroidSorteos OfficialGravity sara_emo20
## 0.0 0.0 0.0 0.0
## rojas_abdon bumpytogasgx haplessfakerygx rainyput9a
## 0.0 0.0 0.0 0.0
## SedateAmphorazr untidyrealisths InfoTekno mart_inies
## 0.0 0.0 0.0 0.0
## Umniahbelong dwiernawatii ceril_beb clauski1
## 0.0 0.0 0.0 0.0
## gemmagwynne LaurenChaplin1 NaomiSFB PDR_fitry_MG
## 0.0 0.0 0.0 0.0
## PCMag den4ukdenvefa Meta_Watch ZDP189
## 0.0 0.0 0.0 0.0
## roniuj ChOqO_PynSeS kafaak youtube
## 0.0 0.0 0.0 0.0
## ComercioEc DesdeEc DonDatosEc k4yle_lol
## 0.0 0.0 0.0 0.0
## m0rgana_lol m4lzahar_lol GZheng18 TodaysiPhone
## 0.0 0.0 0.0 0.0
## TiggeritoTimes opletin78 YouTube nonlinear_labs
## 0.0 0.0 0.0 0.0
## parislemon Frostseekerluni thespicyRD JoanMayolCovas
## 0.0 0.0 0.0 0.0
## GARNOKAKYC VozDial10 nyoing prepayasyougo
## 0.0 0.0 0.0 0.0
## raffy_bp X2xthayumx GeekMindRD TheSwansgato
## 0.0 0.0 0.0 0.0
## RosbelJesus yassuryGM SJaey Ti_fap_me
## 0.0 0.0 0.0 0.0
## Pebble_Knight Maestro320 ladylisa1 My3Sons33
## 0.0 0.0 0.0 0.0
## otimtamo kleptones RutixMolina TFBJP88
## 0.0 0.0 0.0 0.0
## inferse iRawriLaugh Juliasocl justingraham_
## 0.0 0.0 0.0 0.0
## kaliha kateuns knightowl23 LeilaElina
## 0.0 0.0 0.0 0.0
## LynnSchindler marksy MymiB nickcoatesuk
## 0.0 0.0 0.0 0.0
## Patriiick rwoods716 TechDirecting TheeMiz
## 0.0 0.0 0.0 0.0
## tissak weargadgets XLeAwesomeX ScalarBioEnergy
## 0.0 0.0 0.0 0.0
## TuitIndonesia UkrainianiPhone XaviarKettle JDaviderb
## 0.0 0.0 0.0 0.0
## mariolga16 Metro_TV WeirdInvention RadeR___
## 0.0 0.0 0.0 0.0
## StuffTV thespicyrd MachoTheOne tipick9
## 0.0 0.0 0.0 0.0
## SharifahNajehah tangerinazul Noelle_Edman norsyamin2
## 0.0 0.0 0.0 0.0
## sergio_damianb samsung_Q_ pianetacellular NicoleTB_
## 0.0 0.0 0.0 0.0
## phonesreview verge Souffrax Pitzhugh
## 0.0 0.0 0.0 0.0
## TheSpicyRD slaggles OueT_TSHT physedsource
## 0.0 0.0 0.0 0.0
## penne_ prenkek safuwanahSalim zapp
## 0.0 0.0 0.0 0.0
## Ripkiiki SonyColombia robertochoa125 vishusachdeva33
## 0.0 0.0 0.0 0.0
## Vispyme techynewsnow YazanNajem youEAT_iWATCH
## 0.0 0.0 0.0 0.0
## Weirdsolutions
## 0.0edge_betweenness(retweeterPoster_Graph, directed=T, weights=NA)## [1] 1.0 1.0 1.0 1.0 1.0 1.0 16.0 14.0 7.0 16.0 14.0 1.0 1.0 1.0
## [15] 1.0 1.0 1.0 6.0 1.0 1.0 1.0 2.0 16.0 13.0 1.0 2.0 1.0 1.0
## [29] 1.0 2.0 2.0 1.0 2.0 2.0 2.0 2.0 2.0 1.0 16.0 14.0 1.0 1.0
## [43] 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 2.0 2.0 1.0 16.0 14.0
## [57] 2.0 1.0 1.0 1.0 1.0 16.0 14.0 2.0 16.0 14.0 2.0 2.0 1.0 2.0
## [71] 16.0 14.0 3.0 16.0 14.0 2.0 2.0 2.0 2.0 2.0 2.0 2.0 1.0 2.0
## [85] 1.0 16.0 14.0 2.0 1.0 1.0 16.0 14.0 1.0 16.0 14.0 16.0 14.0 16.0
## [99] 14.0 1.0 2.0 1.0 1.0 1.0 1.0 1.0 2.0 1.0 1.0 16.0 14.0 1.0
## [113] 3.0 3.0 1.0 16.0 14.0 1.0 1.0 16.0 14.0 1.0 1.0 1.0 1.0 15.5
## [127] 13.5 1.0 1.0 1.0 1.0 1.0 1.0 1.0 16.0 14.0 1.0 16.0 14.0 3.0
## [141] 11.0 11.0 11.0 11.0 11.0 11.0 11.0 42.0 11.0 11.0 11.0 11.0 11.0 11.0
## [155] 11.0 10.5 22.0 11.0 21.0 11.0 11.0 11.0 21.0 11.0 11.0 11.0 11.0 11.0
## [169] 11.0 11.0 11.0 11.0 11.0 11.0 11.0 11.0 11.0 11.0 10.5 21.0 22.0 11.0
## [183] 22.0 11.0 11.0 11.0 11.0 2.0 1.0 1.0 3.0 1.0 2.0 1.0 1.0 1.0
## [197] 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 2.0 3.0 3.0
## [211] 22.0 1.0 2.0 2.0 1.0 1.0 1.0 1.0 2.0 1.0 2.0 1.0 1.0 1.0
## [225] 1.0 1.0 1.0 1.0 2.0 2.0 1.0 1.0 2.0 1.0 1.0 1.0 1.0 2.0
## [239] 1.0 1.0 1.0 1.0 2.0 2.0 2.0 27.0 1.0 1.0 1.0 17.0 1.0 1.0
## [253] 1.0 1.0Histogram
hist(V(retweeterPoster_Graph)$degree,
col = 'green',
main = 'Histogram of Node Degree',
ylab = 'Frequency',
xlab = 'Degree of Vertices')
Network Diagram
set.seed(3952)
plot(retweeterPoster_Graph,
vertex.color = 'green',
vextex.size = 2,
vertex.label.dist = 0.5,
edge.arrow.size = 0.2,
vertex.label.cex = 0.4)
Highlighting degress & layouts
plot(retweeterPoster_Graph,
vetex.color = rainbow(52),
vertex.size = V(retweeterPoster_Graph)$degree*0.4,
edge.arrow.size = 0.1,
vertex.label.cex = 0.4,
layout=layout.fruchterman.reingold)
plot(retweeterPoster_Graph,
vetex.color = rainbow(52),
vertex.size = V(retweeterPoster_Graph)$degree*0.4,
edge.arrow.size = 0.1,
vertex.label.cex = 0.4,
layout=layout.graphopt)
plot(retweeterPoster_Graph,
vetex.color = rainbow(52),
vertex.size = V(retweeterPoster_Graph)$degree*0.4,
edge.arrow.size = 0.1,
vertex.label.cex = 0.4,
layout=layout.kamada.kawai)
Hub and authorities
hs <- hub_score(retweeterPoster_Graph)$vector
as <- authority.score(retweeterPoster_Graph)$vector
par(mfrow=c(1,2))
set.seed(3952)
plot(retweeterPoster_Graph,
vertex.size=hs*5,
main ='Hubs',
vertex.color =rainbow(52),
edge.arrow.size=0.1,
vertex.label.cex = 0.4,
layout = layout.kamada.kawai)
set.seed(3952)
plot(retweeterPoster_Graph,
vertex.size=as*5,
main ='Authorities',
vertex.color =rainbow(52),
edge.arrow.size=0.1,
vertex.label.cex = 0.4,
layout = layout.kamada.kawai)
par(mfrow=c(1,1))Community detection
retweeterPoster_EdgeList <- retweeterPoster
retweeterPoster_Graph=graph.data.frame(retweeterPoster_EdgeList, directed= F)
cretweeterPoster_Graph <- cluster_edge_betweenness(retweeterPoster_Graph)## Warning in cluster_edge_betweenness(retweeterPoster_Graph): At community.c:
## 460 :Membership vector will be selected based on the lowest modularity
## score.## Warning in cluster_edge_betweenness(retweeterPoster_Graph): At community.c:
## 467 :Modularity calculation with weighted edge betweenness community
## detection might not make sense -- modularity treats edge weights as
## similarities while edge betwenness treats them as distancesplot(cretweeterPoster_Graph,
retweeterPoster_Graph,
vertex.size = 10,
vertex.label.cex = 0.4)
Observations:
Histogram gives there almost 300 nodes with degree less than 5, this means that there are many nodes with few connections, and few nodes which have high connections.
If degree is higher circle’s will be higher, if degree is lower circle’s will be smaller. Nodes are bigger or smaller depending on the degree.
Hub has many outgoing links and authorities have many incoming links from the hubs. If a node has more outgoing links that will be appear bigger compared to a node that has less outgoing links. We can see from hubs graph, that there one big node and two small nodes respectively with out going links, and that are on the outskrit are small very small nodes that they have no outgoing links. we can see Hubs and authorities have the same the layout.
We use community detection, to detect groups of densily connected nodes, those nodes are vertices that are densily connected with many links and from then one community to the other community or from one group to other group the conections are less. We can see from community detection graph there are different groups in this network, and with in the group there are dense connections and between the groups there are scattered connections.